{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "bf70f34f", "metadata": {}, "outputs": [], "source": [ "import os\n", "import re\n", "import json\n", "import tqdm\n", "import uuid\n", "import funcy\n", "import numpy as np\n", "from suno_utils.audio import Audio, Token, Tokens\n", "from suno_utils.utils.numbers import safe_round\n", "from suno_utils.utils.text import normalize_whitespace, write_jsonl\n", "from suno_utils.web.harvest import get_file_ext, get_filename\n", "\n", "RAW_BASE_DIR = \"/mnt/data-ssd-1/data/private/customer/speechly/gcp_bucket/\"\n", "RAW_AUDIO_DIRS = [\n", " os.path.join(RAW_BASE_DIR, \"titktok/multilingual-50h/en\"),\n", " os.path.join(RAW_BASE_DIR, \"youtube/multilingual-50h/en\"),\n", "]\n", "\n", "BASE_DIR = \"/mnt/data-ssd-1/data/private/customer/speechly/2022-11-06_multilingual-50h\"\n", "\n", "AUDIO_DIR = os.path.join(BASE_DIR, \"audio\")\n", "TO_REV_DIR = os.path.join(BASE_DIR, \"to_rev\")\n", "TO_REV_AUDIO_DIR = os.path.join(TO_REV_DIR, \"audio\")\n", "FROM_REV_DIR = os.path.join(BASE_DIR, \"from_rev\")\n", "\n", "SEGMENT_DATE_DIR = \"2022_11_06\"\n", "SEGMENTS_DIR = os.path.join(BASE_DIR, \"pipeline\", SEGMENT_DATE_DIR, \"segments\")\n", "ARTIFACTS_DIR = os.path.join(BASE_DIR, \"pipeline\", SEGMENT_DATE_DIR, \"artifacts\")" ] }, { "cell_type": "code", "execution_count": 2, "id": "c769f21a", "metadata": {}, "outputs": [], "source": [ "os.makedirs(AUDIO_DIR, exist_ok=True)\n", "os.makedirs(TO_REV_DIR, exist_ok=True)\n", "os.makedirs(TO_REV_AUDIO_DIR, exist_ok=True)\n", "os.makedirs(FROM_REV_DIR, exist_ok=True)\n", "os.makedirs(SEGMENTS_DIR, exist_ok=True)\n", "os.makedirs(ARTIFACTS_DIR, exist_ok=True)" ] }, { "cell_type": "code", "execution_count": 3, "id": "c3cd79ed", "metadata": {}, "outputs": [], "source": [ "GLOBAL_HOTWORDS = []" ] }, { "cell_type": "markdown", "id": "3bf11bab", "metadata": {}, "source": [ "## Prepare rev data" ] }, { "cell_type": "code", "execution_count": null, "id": "965eb6c8", "metadata": {}, "outputs": [], "source": [ "SAMPLE_RATE = 16_000\n", "EXPECTED_FILE_TYPE = \"wav\"" ] }, { "cell_type": "code", "execution_count": null, "id": "9ff97b1c", "metadata": {}, "outputs": [], "source": [ "# save in dir with known sample rate as wavs and keep track of id\n", "filepaths_info = []\n", "for raw_audio_dir in RAW_AUDIO_DIRS:\n", " for fn in tqdm.tqdm(os.listdir(raw_audio_dir)):\n", " if get_file_ext(fn) != EXPECTED_FILE_TYPE:\n", " print(\"found unknown file:\", fn)\n", " continue\n", " uid = str(uuid.uuid4())\n", " from_fp = os.path.join(raw_audio_dir, fn)\n", " to_fp = os.path.join(AUDIO_DIR, f\"{uid}.wav\")\n", " Audio.from_file(from_fp, sample_rate=SAMPLE_RATE, byte_width=2).to_wav(to_fp)\n", " filepaths_info.append((uid, from_fp, to_fp))" ] }, { "cell_type": "code", "execution_count": null, "id": "deb0bebc", "metadata": {}, "outputs": [], "source": [ "with open(os.path.join(BASE_DIR, \"raw_data_manifest.json\"), \"w\") as f:\n", " json.dump(filepaths_info, f)" ] }, { "cell_type": "code", "execution_count": null, "id": "4da818da", "metadata": { "scrolled": true }, "outputs": [], "source": [ "MIN_REV_FILE_DURATION_S = 45 * 60\n", "INDICATOR_AUDIO_DIR = \"/mnt/data-ssd-1/data/custom/segment_indicators\"\n", "SILENCE_DURATION_S = 0.25\n", "\n", "audio_rev_metas = []\n", "tmp_segments_audio = []\n", "tmp_segments_meta = []\n", "tmp_n = 0\n", "for n_step, (uid, _, filepath) in enumerate(filepaths_info):\n", " # add indicator\n", " indicator_str = str(tmp_n).zfill(3)\n", " tmp_indicator_audios = []\n", " for c in indicator_str:\n", " tmp_indicator_audios.append(\n", " Audio.from_file(\n", " os.path.join(INDICATOR_AUDIO_DIR, f\"{c}_fast.wav\"), \n", " sample_rate=SAMPLE_RATE, \n", " byte_width=2,\n", " )\n", " )\n", " indicator_audio = Audio.concatenate(tmp_indicator_audios)\n", " tmp_segments_audio.append(indicator_audio)\n", " tmp_segments_meta.append({\n", " \"segment_number\": tmp_n,\n", " \"type\": \"indicator\",\n", " \"duration_s\": indicator_audio.duration_s,\n", " \"indicator_str\": indicator_str,\n", " })\n", " # add silence\n", " if SILENCE_DURATION_S > 0:\n", " silence_audio = Audio.from_array(\n", " np.zeros(int(SAMPLE_RATE * SILENCE_DURATION_S), dtype=np.int16), SAMPLE_RATE\n", " )\n", " tmp_segments_audio.append(silence_audio)\n", " tmp_segments_meta.append({\n", " \"segment_number\": tmp_n,\n", " \"type\": \"silence\",\n", " \"duration_s\": SILENCE_DURATION_S,\n", " })\n", " # add audio\n", " audio = Audio.from_file(filepath, sample_rate=SAMPLE_RATE, byte_width=2)\n", "# audio = remove_music(audio, wet=1.0, model_name=\"mdx_extra_q\")\n", " tmp_segments_audio.append(audio)\n", " tmp_segments_meta.append({\n", " \"segment_number\": tmp_n,\n", " \"type\": \"speech\",\n", " \"duration_s\": audio.duration_s,\n", " \"orginial_audio_offset_s\": 0,\n", " \"orginial_audio_uid\": uid,\n", " })\n", " # add silence\n", " if SILENCE_DURATION_S > 0:\n", " silence_audio = Audio.from_array(\n", " np.zeros(int(SAMPLE_RATE * SILENCE_DURATION_S), dtype=np.int16), SAMPLE_RATE\n", " )\n", " tmp_segments_audio.append(silence_audio)\n", " tmp_segments_meta.append({\n", " \"segment_number\": tmp_n,\n", " \"type\": \"silence\",\n", " \"duration_s\": SILENCE_DURATION_S,\n", " })\n", " # prep for next step and decide if we make new file\n", " tmp_n += 1\n", " running_duration_s = np.sum([e[\"duration_s\"] for e in tmp_segments_meta])\n", " if (\n", " (running_duration_s >= MIN_REV_FILE_DURATION_S) or \n", " (n_step == len(filepaths_info) - 1 and running_duration_s > 0)\n", " ):\n", " audio_rev = Audio.concatenate(tmp_segments_audio)\n", " running_speech_duration_s = np.sum([e[\"duration_s\"] for e in tmp_segments_meta if e[\"type\"] == \"speech\"])\n", " print(\"{} mins of audio ({}% overhead)\".format(\n", " round(running_duration_s / 60, 1),\n", " round((1 - running_speech_duration_s / running_duration_s) * 100, 1)\n", " )) \n", " uid = str(uuid.uuid4())\n", " rev_audio_filepath = os.path.join(TO_REV_AUDIO_DIR, f\"{uid}.mp3\")\n", " audio_rev.to_mp3(rev_audio_filepath)\n", " audio_rev_metas.append({\n", " \"uid\": uid,\n", " \"audio_filepath\": rev_audio_filepath,\n", " \"segments_meta\": tmp_segments_meta,\n", " \"duration_s\": audio_rev.duration_s,\n", " })\n", " tmp_segments_audio = []\n", " tmp_segments_meta = []\n", " tmp_n = 0" ] }, { "cell_type": "code", "execution_count": null, "id": "4d16d48e", "metadata": {}, "outputs": [], "source": [ "with open(os.path.join(TO_REV_DIR, f\"audio_rev_metas.json\"), \"w\") as f:\n", " json.dump(audio_rev_metas, f)" ] }, { "cell_type": "code", "execution_count": null, "id": "9383e1e3", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "76aa5709", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "ff3800ca", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "adcb715a", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "003b7baf", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "a453909d", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "5fc18307", "metadata": {}, "source": [ "## (optional) investigate" ] }, { "cell_type": "code", "execution_count": null, "id": "dc409c9d", "metadata": {}, "outputs": [], "source": [ "with open(os.path.join(TO_REV_DIR, f\"audio_rev_metas.json\")) as f:\n", " audio_rev_metas = json.load(f)" ] }, { "cell_type": "code", "execution_count": null, "id": "ea85a5f2", "metadata": {}, "outputs": [], "source": [ "# with open(os.path.join(RAW_DATA_DIR, \"transcripts.tsv\")) as f:\n", "# transcripts = [e.split(\"\\t\") for e in f.read().strip().split(\"\\n\")]\n", "# assert(all([len(e) == 2 for e in transcripts]))\n", "# transcripts = [(uid, text.lower()) for uid, text in transcripts]\n", "# print(len(transcripts), \"transcripts\")\n", "# transcripts[:2]" ] }, { "cell_type": "code", "execution_count": null, "id": "3604b3cb", "metadata": {}, "outputs": [], "source": [ "play_audio(Audio.from_file(audio_rev_metas[0][\"audio_filepath\"]))" ] }, { "cell_type": "code", "execution_count": null, "id": "40f5c4a2", "metadata": {}, "outputs": [], "source": [ "play_audio(Audio.from_file(audio_rev_metas[-1][\"audio_filepath\"]))" ] }, { "cell_type": "code", "execution_count": null, "id": "58a2ca6f", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "41e4dbe5", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "426ba2c3", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "dfc212cd", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "88a9e9cc", "metadata": {}, "source": [ "## Send stuff to rev" ] }, { "cell_type": "code", "execution_count": null, "id": "05fbe672", "metadata": {}, "outputs": [], "source": [ "from suno_utils.web.rev import get_auth_string, upload_file, make_order, make_cc_order\n", "\n", "with open(\"/home/georg/.secrets/secrets.json\") as f:\n", " secrets = json.load(f)\n", " \n", "CLIENT_API_KEY = secrets[\"REV_CLIENT_API_KEY\"]\n", "USER_API_KEY = secrets[\"REV_USER_API_KEY\"]\n", "AUTH_STR = get_auth_string(CLIENT_API_KEY, USER_API_KEY)" ] }, { "cell_type": "code", "execution_count": null, "id": "2db71de1", "metadata": {}, "outputs": [], "source": [ "with open(os.path.join(TO_REV_DIR, f\"audio_rev_metas.json\")) as f:\n", " audio_rev_metas = json.load(f)\n", "\n", "ORDER_REF_STR = \"sl_ml_20h\"\n", "\n", "tot_duration_s = np.sum([m[\"duration_s\"] for m in audio_rev_metas])\n", "print(round(tot_duration_s / 60 / 60, 1), \"hours total\")" ] }, { "cell_type": "code", "execution_count": null, "id": "8c66f7f9", "metadata": {}, "outputs": [], "source": [ "order_items = []\n", "for m in tqdm.tqdm(audio_rev_metas):\n", " media_loc = upload_file(AUTH_STR, m[\"audio_filepath\"], file_ref_str=m[\"uid\"])\n", " order_items.append(\n", " {\n", " \"media_loc\": media_loc,\n", " \"hotwords\": GLOBAL_HOTWORDS,\n", " \"duration_s\": int(np.ceil(m[\"duration_s\"])),\n", " \"uuid\": m[\"uid\"],\n", " }\n", " )" ] }, { "cell_type": "code", "execution_count": null, "id": "a0ee5f4f", "metadata": {}, "outputs": [], "source": [ "with open(os.path.join(TO_REV_DIR, \"01_order_items.json\"), \"w\") as f:\n", " json.dump(order_items, f)" ] }, { "cell_type": "code", "execution_count": null, "id": "8318e46f", "metadata": {}, "outputs": [], "source": [ "# order_number = make_order(AUTH_STR, order_items, order_ref_str=ORDER_REF_STR)\n", "order_number = make_cc_order(AUTH_STR, order_items, order_ref_str=ORDER_REF_STR)" ] }, { "cell_type": "code", "execution_count": null, "id": "27549d51", "metadata": {}, "outputs": [], "source": [ "with open(os.path.join(TO_REV_DIR, \"02_order_numer.txt\"), \"w\") as f:\n", " f.write(order_number)" ] }, { "cell_type": "code", "execution_count": null, "id": "0096715b", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "576b2bef", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "b33dc8e0", "metadata": {}, "source": [ "## Get rev stuff" ] }, { "cell_type": "code", "execution_count": null, "id": "e8b59ece", "metadata": {}, "outputs": [], "source": [ "from suno_utils.web.rev import get_auth_string, get_finished_order, get_transcript\n", "\n", "with open(\"/home/georg/.secrets/secrets.json\") as f:\n", " secrets = json.load(f)\n", " \n", "CLIENT_API_KEY = secrets[\"REV_CLIENT_API_KEY\"]\n", "USER_API_KEY = secrets[\"REV_USER_API_KEY\"]\n", "AUTH_STR = get_auth_string(CLIENT_API_KEY, USER_API_KEY)" ] }, { "cell_type": "code", "execution_count": null, "id": "9e4e40af", "metadata": {}, "outputs": [], "source": [ "with open(os.path.join(TO_REV_DIR, \"02_order_numer.txt\")) as f:\n", " order_number = f.read()" ] }, { "cell_type": "code", "execution_count": null, "id": "d2a371b5", "metadata": {}, "outputs": [], "source": [ "# # grab while still in progress\n", "# from suno_utils.web.rev import _get_order_details, _parse_order_response\n", "# order_details = _get_order_details(AUTH_STR, order_number)\n", "# _, transcript_metas = _parse_order_response(order_details)" ] }, { "cell_type": "code", "execution_count": null, "id": "9275ae0d", "metadata": {}, "outputs": [], "source": [ "# grab all of it\n", "transcript_metas = get_finished_order(AUTH_STR, order_number, blocking=False)" ] }, { "cell_type": "code", "execution_count": null, "id": "df28d887", "metadata": {}, "outputs": [], "source": [ "# 27 total\n", "for transcript_meta in tqdm.tqdm(transcript_metas):\n", " transcript_filepath = os.path.join(FROM_REV_DIR, transcript_meta[\"uuid\"] + \".srt\")\n", " if os.path.exists(transcript_filepath):\n", " continue\n", " transcript_subrip = get_transcript(AUTH_STR, transcript_meta)\n", " with open(transcript_filepath, \"w\") as f:\n", " f.write(transcript_subrip)" ] }, { "cell_type": "code", "execution_count": null, "id": "ed8a84c6", "metadata": {}, "outputs": [], "source": [ "# !rm /mnt/data-ssd-1/data/private/customer/speechly/2022-11-06_multilingual-50h/from_rev/d8f86b86-3a9a-4fcb-8e9f-99529a6ff6ab.srt" ] }, { "cell_type": "code", "execution_count": null, "id": "f2b631bc", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "b15ce9de", "metadata": {}, "source": [ "## Parsing rev subrips" ] }, { "cell_type": "code", "execution_count": 48, "id": "2b80ff9a", "metadata": {}, "outputs": [], "source": [ "import string\n", "from nltk.corpus import words as nltk_words\n", "from suno_utils.utils.numbers import safe_round\n", "from suno_utils.audio.data_model import Token, Tokens, TEXT, TAG\n", "from suno_utils.customers.sanas.pipeline import get_segments\n", "from suno_utils.utils.text import normalize_whitespace\n", "\n", "COMMON_EN_WORDS = set(nltk_words.words())\n", "\n", "def _parse_srt(transcript_srt):\n", " blocks = []\n", " for block in transcript_srt.strip().split(\"\\n\\n\"):\n", " lines = block.strip().split(\"\\n\")\n", " segment_nr = int(lines[0])\n", " start_str, end_str = lines[1].split(\" --> \")\n", " h, m, s = start_str.split(\":\")\n", " start_s = int(h) * 60**2 + int(m) * 60 + float(s.replace(\",\", \".\"))\n", " h, m, s = end_str.split(\":\")\n", " end_s = int(h) * 60**2 + int(m) * 60 + float(s.replace(\",\", \".\"))\n", " text_lines = lines[2:]\n", " blocks.append({\n", " \"segment_nr\": segment_nr, \n", " \"offset_s\": safe_round(start_s),\n", " \"duration_s\": safe_round(end_s - start_s),\n", " \"text_lines\": text_lines, \n", " })\n", " if blocks[0][\"segment_nr\"] != 1:\n", " raise ValueError(\"First block doesn't start with 1.\")\n", " if any(np.diff([e[\"segment_nr\"] for e in blocks]) != 1):\n", " raise ValueError(\"Parsed block numbers are not consecutive.\")\n", " return blocks\n", "\n", "def _tag_repl(m):\n", " s = m.group()\n", " if s is not None:\n", " s = s.lower()\n", " s = re.sub(r\"[\\(\\)]\", \" \", s.lower())\n", " s = normalize_whitespace(s)\n", " s = s.replace(\" \", \"_\")\n", " return f\" [{s}] \"\n", "\n", "def _partial_word_repl(m):\n", " s = m.group()\n", " word = s.strip(\".- \")\n", " probably_fragment = word not in COMMON_EN_WORDS\n", " if probably_fragment:\n", " return f\"{word}* -- \"\n", " else:\n", " return f\"{word} -- \"\n", "\n", "from suno_utils.utils.text import make_unique_list\n", "\n", "def _desetify_meta_repl(m):\n", " s = m.group()\n", " tags = re.findall(r\"\\[.*?\\]\", s)\n", " tags = make_unique_list(tags)\n", " return \" {} \".format(\" \".join(tags))\n", " \n", "ALLOWED_TAGS = set([\n", " \"laughter\", \"foreign_language\", \"inaudible\", \"music\", \"redacted\", \"crosstalk\", \"beep\"\n", "])\n", "\n", "def _standardize_tags(text):\n", " # collapse meta tags and filter\n", " for m in list(re.finditer(r\"\\[.*?\\]\", text))[::-1]:\n", " tag_text = text[m.start() + 1:m.end() - 1]\n", " # collapse notation\n", " if \"foreign\" in tag_text:\n", " tag_text = \"foreign_language\"\n", " if \"laugh\" in tag_text:\n", " tag_text = \"laughter\"\n", " if \"indistinct\" in tag_text or \"mumbl\" in tag_text:\n", " tag_text = \"inaudible\"\n", " if \"music\" in tag_text or \"\\\"\" in tag_text or \"plays\" in tag_text or \"sing\" in tag_text:\n", " tag_text = \"music\"\n", " if \"chatter\" in tag_text:\n", " tag_text = \"crosstalk\"\n", " # filter\n", " if tag_text in ALLOWED_TAGS:\n", " cleaned_tag_text = f\"[{tag_text}]\"\n", " else:\n", " cleaned_tag_text = \"\"\n", " text = text[:m.start()] + cleaned_tag_text + text[m.end():]\n", " return text\n", " \n", "# speechly style choices\n", "repeat_ptn = r\"\"\n", "for a, b in zip(string.ascii_uppercase, string.ascii_lowercase):\n", " repeat_ptn += r\"[\" + a + b + r\"]\" + b + \"{2,}|\"\n", "repeat_ptn = repeat_ptn[:-1]\n", "\n", "def _repeat_repl(m):\n", " return m.group()[:2]\n", "\n", "def _consolidate_style_choices(text):\n", " # 'cause -> cause\n", " text = text.replace(\"'em\", \"em\")\n", " text = text.replace(\"'Til\", \"Til\")\n", " text = text.replace(\"'til\", \"til\")\n", " text = text.replace(\"'Till\", \"Til\")\n", " text = text.replace(\"'till\", \"til\")\n", " text = text.replace(\"'Cause\", \"Cause\")\n", " text = text.replace(\"'cause\", \"cause\")\n", " text = text.replace(\"'Bout\", \"Bout\")\n", " text = text.replace(\"'bout\", \"bout\")\n", " text = text.replace(\"'round\", \"round\")\n", " text = text.replace(\"'neath\", \"neath\")\n", " text = text.replace(\"'member\", \"member\")\n", " text = text.replace(\"Imma\", \"I'ma\")\n", " text = text.replace(\"imma\", \"i'ma\")\n", " # fittin', flippin' -> ing\n", " text = re.sub(r\"in\\'(?=\\s|$)\", \"ing\", text)\n", " # word repl\n", " text = re.sub(r\"\\b([Bb])ruh\\b\", \"\\\\1ro\", text)\n", " text = re.sub(r\"\\b([Yy])up\\b\", \"\\\\1ep\", text)\n", " text = re.sub(r\"\\b([Cc])uz\\b\", \"\\\\1ause\", text)\n", " # Mmm, ooooh\n", " text = re.sub(repeat_ptn, _repeat_repl, text)\n", " text = re.sub(r\"\\b([Oo])oh\\b\", \"\\\\1h\", text)\n", " text = re.sub(r\"\\b([Uu])uh\\b\", \"\\\\1h\", text)\n", " text = re.sub(r\"\\b([Aa])ah\\b\", \"\\\\1h\", text)\n", " return text\n", " \n", "def parse_rev_captions(transcript_srt, lang=\"en\"):\n", " if lang != \"en\":\n", " raise NotImplementedError(\"only en is supported for now.\")\n", " if len(re.findall(r\"\\(beep\\)\", transcript_srt)) >= 3:\n", " print(\"careful, lots of (beep) detected\")\n", " cur_speaker_id = 0\n", " token_list = []\n", " for block in _parse_srt(transcript_srt):\n", " lines = block[\"text_lines\"]\n", " if len(lines) == 0:\n", " continue\n", " # handle music lyrics\n", " annotated_lines = []\n", " cur_lyrics = False\n", " for line in lines:\n", " is_start = re.match(r\"^\\s*♪.*\", line)\n", " is_end = re.match(r\".*♪\\s*$\", line)\n", " if is_start:\n", " line = line.strip()[1:]\n", " if is_end:\n", " line = line.strip()[:-1]\n", " if is_start and is_end:\n", " annotated_lines.append((line, True))\n", " cur_lyrics = False\n", " elif is_start:\n", " annotated_lines.append((line, True))\n", " cur_lyrics = True\n", " elif is_end:\n", " annotated_lines.append((line, True))\n", " cur_lyrics = False\n", " else:\n", " annotated_lines.append((line, False))\n", " if re.match(r\".*♪\\s*$\", line):\n", " cur_lyrics = False\n", " # merge if no lyrics and if no new speaker\n", " if all([not is_lyrics for _, is_lyrics in annotated_lines]):\n", " merged_lines = []\n", " tmp_lines = []\n", " for line, _ in annotated_lines:\n", " if re.search(r\"^\\s*\\-\", line):\n", " if len(tmp_lines) > 0:\n", " merged_lines.append((\" \".join([s.strip() for s in tmp_lines]), False))\n", " tmp_lines = []\n", " tmp_lines.append(line)\n", " if len(tmp_lines) > 0:\n", " merged_lines.append((\" \".join([s.strip() for s in tmp_lines]), False))\n", " tmp_lines = []\n", " else:\n", " merged_lines = annotated_lines[:]\n", " # add actual lines\n", " for raw_line, is_lyrics in merged_lines:\n", " # handle speaker change\n", " line = raw_line.strip()\n", " if line[:1] == \"-\":\n", " cur_speaker_id += 1\n", " line = line[1:].strip()\n", " # handle meta tags\n", " if re.search(r\"\\([^\\)]*\\(\", line): # treat nested by brute forcing\n", " line = re.sub(r\"\\((.*)\\)\", _tag_repl, line)\n", " line = re.sub(r\"\\((.*?)\\)\", _tag_repl, line)\n", " # handle redacted\n", " line = re.sub(r\"[^\\s]*\\*+\", \" [redacted] \", line)\n", " # handle hesitations and word fragments\n", " line = re.sub(r\"\\s\\-[\\s\\-]*\", \" -- \", line) # handle single dash\n", " line = re.sub(r\"[A-Za-z]+(\\.{2,}|\\-(\\s|$))\", _partial_word_repl, line)\n", " line = re.sub(r\"\\.{2,}\", \" \", line) # we only keep interruptions as --\n", " # collapse meta tags and discard if necessary\n", " line = _standardize_tags(line)\n", " # discard partial tags (usually nested)\n", " line = re.sub(r\"^[^\\[]{,20}\\]\", \"\", line)\n", " # clean standalone punctuation (from behind tags)\n", "# line = re.sub(r\"(\\[.*?\\])([\\.\\,\\!\\?\\s]+)\", \" \\\\2 \\\\1 \", line) # swap with meta\n", " line = re.sub(r\"\\][\\.\\,\\!\\?\\-\\s]+\", \"] \", line) # remove if two consecutive metaas\n", " line = re.sub(r\"[\\.\\,\\!\\?\\-\\s]*\\s([\\.\\,\\!\\?])\", \"\\\\1\", line)\n", " line = re.sub(r\"(^|\\s+)[\\.\\,\\?\\!\\-\\s]+\", \" \", line)\n", " # specific style choices\n", " line = _consolidate_style_choices(line)\n", " # add tokens\n", " line = normalize_whitespace(line)\n", " if len(line) == 0:\n", " continue\n", " tokens = []\n", " for s in line.split():\n", " # identify word fragment\n", " if re.match(r\"^[^\\*]+\\*$\", s):\n", " is_fragment = True\n", " s = s[:-1]\n", " else:\n", " is_fragment = False\n", " if s[:1] == \"[\" and s[-1:] == \"]\":\n", " is_text = False\n", " elif s == \"--\":\n", " is_text = False\n", " else:\n", " is_text = True\n", " if is_text:\n", " token = Token(\n", " s, \n", " speaker_id=cur_speaker_id, \n", " type=TEXT, \n", " metadata={\"is_lyrics\": is_lyrics},\n", " )\n", " else:\n", " token = Token(s, type=TAG)\n", " if token.type == TAG and len(tokens) > 0 and token == tokens[-1]:\n", " # skip consecutive meta tokens\n", " continue\n", " tokens.append(token)\n", " if is_fragment:\n", " tokens.append(Token(\"[word_fragment_boundary]\", type=TAG))\n", " token_list.extend(tokens)\n", " # do things with global context\n", " # de-setify metas\n", " cleaned_tokens = []\n", " tmp_tokens = []\n", " for token in token_list:\n", " if token.type != TAG:\n", " if len(tmp_tokens) > 0:\n", " cleaned_tokens.extend(tmp_tokens)\n", " tmp_tokens = []\n", " cleaned_tokens.append(token)\n", " else:\n", " if token.value not in set([t.value for t in tmp_tokens]):\n", " tmp_tokens.append(token)\n", " if len(tmp_tokens) > 0:\n", " cleaned_tokens.extend(tmp_tokens)\n", " tmp_tokens = []\n", " transcript_tokens = Tokens(cleaned_tokens)\n", " return transcript_tokens" ] }, { "cell_type": "code", "execution_count": 49, "id": "00e04fcf", "metadata": {}, "outputs": [], "source": [ "with open(os.path.join(TO_REV_DIR, f\"audio_rev_metas.json\")) as f:\n", " audio_rev_metas = json.load(f)" ] }, { "cell_type": "code", "execution_count": 50, "id": "936b45dd", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "121/121 segments retained in 0c17bd13-b3c3-4aad-a34c-303909bcbfbe.\n", "161/161 segments retained in fa4204db-e3e4-4541-90ff-46193197a08a.\n", "164/164 segments retained in 188a9165-5435-4a5a-8be7-d395a521df1d.\n", "143/143 segments retained in d8f86b86-3a9a-4fcb-8e9f-99529a6ff6ab.\n", "148/148 segments retained in c4cdd891-97d1-4983-bc35-105a83a57e44.\n", "168/168 segments retained in 2d5fc470-4014-470e-99ff-f69cff5a1344.\n", "careful, lots of (beep) detected\n", "182/182 segments retained in 9b7e3f5a-a058-41ca-92c2-517482e90a8b.\n", "careful, lots of (beep) detected\n", "154/154 segments retained in bfc5608c-52f0-4a17-9327-f0de4fffa652.\n", "143/143 segments retained in ffcf83d6-60df-4178-bde5-e194459b12ad.\n", "165/165 segments retained in 2e6c26af-9255-44b1-a98f-80ebe70c8f57.\n", "147/147 segments retained in 89a39ec8-ef5a-4735-b063-5fec6b0ca2af.\n", "126/126 segments retained in fa70b51a-8ebf-4ce8-8443-a126bd5a3d60.\n", "careful, lots of (beep) detected\n", "175/175 segments retained in c855a423-5829-41b9-9bb5-6fc1e8dc331b.\n", "169/169 segments retained in 8115d23c-8506-4834-a81e-8765c643353a.\n", "77/77 segments retained in af3507df-8efa-4103-ae09-30bb5ef3d4cc.\n", "careful, lots of (beep) detected\n", "6/6 segments retained in 68999a0b-ac85-453c-8894-7404b89e7cb3.\n", "8/8 segments retained in a1b09e3a-4db0-4061-b8b4-57968395c422.\n", "8/8 segments retained in 310f1c6f-20f9-487c-af86-57c29a7cb112.\n", "8/8 segments retained in 1341a28b-d830-4417-ac45-4a908e3dcead.\n", "7/7 segments retained in 876e3441-de74-4eca-a9d8-b7dd7e8d6fc5.\n", "10/10 segments retained in ffd69ce3-55c6-47c4-83de-91c7e5b28b9e.\n", "9/9 segments retained in 1e1a0ba0-045b-4347-beee-aed24bf16279.\n", "8/8 segments retained in eadb80b8-3256-4948-b7d2-8d6414fa0488.\n", "6/6 segments retained in e9fc216d-ac60-4034-b2b5-591f53435928.\n", "11/11 segments retained in 3a0e81cd-d618-49a9-bb79-002c0b207a89.\n", "careful, lots of (beep) detected\n", "8/8 segments retained in 7cf0d98c-5348-42e3-aa84-33db537fc099.\n", "3/3 segments retained in 4c036094-8348-48e7-9369-2d666a94c28c.\n" ] } ], "source": [ "# from suno_utils.web.rev import parse_transcript\n", "segment_transcripts = []\n", "for m in audio_rev_metas:#[3:4]:\n", "# if m[\"uid\"] != \"59511101-f9fe-4fd8-aff4-69927a0ad3e4\":\n", "# continue\n", " srt_filepath = os.path.join(FROM_REV_DIR, m[\"uid\"] + \".srt\")\n", " if not os.path.exists(srt_filepath):\n", " print(\"not found, skipping...\")\n", " continue\n", " with open(srt_filepath) as f:\n", " transcript_srt = f.read()\n", " rev_transcript = parse_rev_captions(transcript_srt)\n", " speech_segment_info = [mm for mm in m[\"segments_meta\"] if mm[\"type\"] == \"speech\"]\n", " n_segments = len(speech_segment_info)\n", " assert(len(speech_segment_info) == m[\"segments_meta\"][-1][\"segment_number\"] + 1)\n", " token_segments = get_segments(rev_transcript, n_segments, global_indicator_speaker=False, n_indicator_digits=3)\n", " segment_transcripts_chunk = []\n", " missing_ids = set(range(n_segments))\n", " for segment_idx, tokens in token_segments:\n", " segment_info = speech_segment_info[segment_idx]\n", " segment_transcripts_chunk.append({\n", " \"uid\": segment_info[\"orginial_audio_uid\"],\n", " \"duration_s\": segment_info[\"duration_s\"],\n", " \"transcript\": tokens.anonymize_speakers(),\n", " })\n", " missing_ids -= set([segment_idx])\n", " missing_ids = sorted([str(n) for n in missing_ids])\n", " missing_str = \"\"\n", " if len(missing_ids) > 0:\n", " missing_str = \" (\" + \",\".join(missing_ids[:5])\n", " if len(missing_ids) > 5:\n", " missing_str += \"...\"\n", " missing_str += \")\"\n", " print(\"{}/{} segments retained in {}{}.\".format(\n", " len(segment_transcripts_chunk), n_segments, m[\"uid\"], missing_str\n", " ))\n", " segment_transcripts.extend(segment_transcripts_chunk)\n", "# break" ] }, { "cell_type": "code", "execution_count": null, "id": "2cbe6494", "metadata": {}, "outputs": [], "source": [ "# for m in segment_transcripts[:5]:\n", "# print(m[\"uid\"])\n", "# print(m[\"transcript\"].text)\n", "# print(\"-\"*10)" ] }, { "cell_type": "code", "execution_count": null, "id": "136464c0", "metadata": {}, "outputs": [], "source": [ "# print(transcript_srt)" ] }, { "cell_type": "code", "execution_count": null, "id": "50313c41", "metadata": {}, "outputs": [], "source": [ "# segment_uid = \"3cb0cc5b-c5be-46a6-966b-2684c5fe4868\"\n", "# for m in segments_manifest:\n", "# if m[\"id\"] == segment_uid:\n", "# print(\"transcript id:\", m[\"source_transcript_id\"])\n", "# break" ] }, { "cell_type": "code", "execution_count": 51, "id": "90178e26", "metadata": {}, "outputs": [], "source": [ "# save as json\n", "import copy\n", "l = []\n", "for m in segment_transcripts:\n", " e = copy.deepcopy(m)\n", " e[\"transcript\"] = e[\"transcript\"].as_dict()\n", " l.append(e)\n", "with open(os.path.join(BASE_DIR, \"parsed_transcripts.json\"), \"w\") as f:\n", " json.dump(l, f)" ] }, { "cell_type": "code", "execution_count": null, "id": "4f02f420", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "703efe1d", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "9937474e", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "2624f95e", "metadata": {}, "source": [ "## prepare pipeline" ] }, { "cell_type": "code", "execution_count": 52, "id": "9433c48a", "metadata": {}, "outputs": [], "source": [ "# map segment id to rev submission id\n", "with open(os.path.join(TO_REV_DIR, f\"audio_rev_metas.json\")) as f:\n", " audio_rev_metas = json.load(f)\n", "segment_to_rev_id = {}\n", "for m in audio_rev_metas:\n", " rev_id = m[\"uid\"]\n", " for mm in m[\"segments_meta\"]:\n", " if mm[\"type\"] != \"speech\":\n", " continue\n", " segment_to_rev_id[mm[\"orginial_audio_uid\"]] = rev_id" ] }, { "cell_type": "code", "execution_count": 53, "id": "a29859c9", "metadata": {}, "outputs": [], "source": [ "with open(os.path.join(BASE_DIR, \"parsed_transcripts.json\")) as f:\n", " segment_transcripts = json.load(f)" ] }, { "cell_type": "code", "execution_count": 54, "id": "020e71bb", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 2335/2335 [00:00<00:00, 144471.16it/s]\n" ] } ], "source": [ "manifest = []\n", "for m in tqdm.tqdm(segment_transcripts):\n", " segment_filepath = os.path.join(AUDIO_DIR, m[\"uid\"] + \".wav\") \n", " new_segment_filepath = os.path.join(SEGMENTS_DIR, \"{}.wav\".format(m[\"uid\"]))\n", " if not os.path.exists(new_segment_filepath):\n", " audio = Audio.from_file(segment_filepath, sample_rate=16_000, byte_width=2)\n", " audio.to_wav(new_segment_filepath)\n", " manifest.append({\n", " \"id\": m[\"uid\"],\n", " \"uri\": new_segment_filepath,\n", " \"duration_s\": m[\"duration_s\"],\n", " \"transcript\": {\"tokens\": m[\"transcript\"]},\n", " \"ignore_segment\": False,\n", " \"ignore_reason\": \"\",\n", " \"source_audio_offset_s\": 0,\n", " \"source_audio_uri\": segment_filepath,\n", " \"source_audio_id\": m[\"uid\"],\n", " \"source_transcript_id\": segment_to_rev_id[m[\"uid\"]],\n", " \"source_transcript_uri\": os.path.join(FROM_REV_DIR, segment_to_rev_id[m[\"uid\"]] + \".srt\"),\n", " })" ] }, { "cell_type": "code", "execution_count": 55, "id": "cee8873a", "metadata": {}, "outputs": [], "source": [ "with open(os.path.join(ARTIFACTS_DIR, \"01_segment_meta.json\"), \"w\") as f:\n", " json.dump(manifest, f)" ] }, { "cell_type": "code", "execution_count": null, "id": "96c9e4f4", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "6cf2b71d", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "651e980e", "metadata": {}, "source": [ "## QA" ] }, { "cell_type": "code", "execution_count": null, "id": "a8dae9e1", "metadata": {}, "outputs": [], "source": [ "with open(os.path.join(ARTIFACTS_DIR, \"01_segment_meta.json\")) as f:\n", " segments_manifest = json.load(f)\n", "print(round(np.sum([e[\"duration_s\"] for e in segments_manifest]) / 60 / 60, 1), \"hours\")" ] }, { "cell_type": "code", "execution_count": null, "id": "6a5f0e8c", "metadata": {}, "outputs": [], "source": [ "import random\n", "# random ones\n", "# l = [e for e in segments_manifest if len(e[\"transcript\"][\"tokens\"]) == 0]\n", "l = segments_manifest[:]\n", "random.shuffle(l)\n", "for e in l[:5]:\n", " print(e[\"id\"])\n", " print(Tokens.from_dict(e[\"transcript\"][\"tokens\"]).text)\n", " Audio.from_file(e[\"uri\"]).play()\n", " print(\"-\"*10)" ] }, { "cell_type": "code", "execution_count": null, "id": "081a8b29", "metadata": {}, "outputs": [], "source": [ "# # get rev id for segment\n", "# segment_uid = \"846622bb-b4ab-439c-9316-3683831bafbe\"\n", "# for m in segments_manifest:\n", "# if m[\"id\"] == segment_uid:\n", "# print(m[\"source_transcript_id\"])\n", "# break" ] }, { "cell_type": "code", "execution_count": null, "id": "a574e8b2", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "36eb7b98", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "64fe98cc", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "7b8ddb47", "metadata": {}, "source": [ "## run pipeline" ] }, { "cell_type": "code", "execution_count": 90, "id": "1e319351", "metadata": {}, "outputs": [], "source": [ "# # reset pipeline\n", "# !mv /mnt/data-ssd-1/data/private/customer/speechly/2022-11-06_multilingual-50h/pipeline/2022_11_06/artifacts/01_segment_meta.json /tmp/01_segment_meta.json\n", "# !rm -rf /mnt/data-ssd-1/data/private/customer/speechly/2022-11-06_multilingual-50h/pipeline/2022_11_06/artifacts/*\n", "# !mv /tmp/01_segment_meta.json /mnt/data-ssd-1/data/private/customer/speechly/2022-11-06_multilingual-50h/pipeline/2022_11_06/artifacts/" ] }, { "cell_type": "code", "execution_count": 57, "id": "7fcf3139", "metadata": {}, "outputs": [], "source": [ "# # 17mins for 40h\n", "# CUDA_VISIBLE_DEVICES=3 python /home/georg/notebooks/customers/speechly/multilingual/run_modified_pipeline.py" ] }, { "cell_type": "code", "execution_count": null, "id": "c8ee340b", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "b01ea31f", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "0a83b4f7", "metadata": {}, "source": [ "## Check difficult norm stuff" ] }, { "cell_type": "code", "execution_count": 93, "id": "a1c4d36f", "metadata": {}, "outputs": [], "source": [ "# from suno_utils.utils.text_normalizer import normalize, NORMALIZER, _normalize" ] }, { "cell_type": "code", "execution_count": null, "id": "0e5a473a", "metadata": {}, "outputs": [], "source": [ "# $68,500\n", "# $68,500\n", "# $73,745 \n", "# $59,395\n", "# $1,800 eighteen hundred\n", "# 7,800 pounds seventy eight hundred pounds" ] }, { "cell_type": "code", "execution_count": 91, "id": "646395d1", "metadata": {}, "outputs": [], "source": [ "# NORMALIZER.normalize(\n", "# text=\"$1,800\",\n", "# verbose=False,\n", "# n_tagged=-1,\n", "# punct_post_process=False,\n", "# )" ] }, { "cell_type": "code", "execution_count": 92, "id": "66508929", "metadata": {}, "outputs": [], "source": [ "# CUSTOM_NORM_RULES = [\n", "# (re.compile(r\"\\$\"), \" \"),\n", "# (re.compile(r\"\\b([0-9])\\,([0-9])00\\b\"), \"\\\\1\\\\2 hundred\"),\n", "# (re.compile(r\"\\$([0-9])\\,([0-9])00\\b\"), \"\\\\1\\\\2 hundred\"),\n", "# ]\n", "\n", "# _normalize(\n", "# text_list=\"$1,800\",\n", "# asr_prediction=\"eighteen hundred\",\n", "# custom_norm_rules=CUSTOM_NORM_RULES,\n", "# )" ] }, { "cell_type": "code", "execution_count": null, "id": "066dea18", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "fb1aec05", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "cfa1946d", "metadata": {}, "source": [ "## look at results" ] }, { "cell_type": "code", "execution_count": 15, "id": "30275498", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "20.0 hours\n" ] } ], "source": [ "with open(os.path.join(ARTIFACTS_DIR, \"02_segment_meta_post_norm_and_asr.json\")) as f:\n", " segments_manifest = json.load(f)\n", "print(round(np.sum([e[\"duration_s\"] for e in segments_manifest]) / 60 / 60, 1), \"hours\")" ] }, { "cell_type": "code", "execution_count": 59, "id": "5848265d", "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "d7510e65-eb54-4cc1-b9fa-8e654ae25082\n", "[music] I'm making my way. I'm making my way. That's how I roll.\n", "[music] i'm making my way i'm making my way that's how i roll\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "----------\n", "db52052c-f50c-4c2b-93ad-21b377234b78\n", "Baby, I'm a gangster too And it takes two to tango You don't wanna\n", "baby i'm a gangster too and it takes two to tango you don't wanna\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "----------\n", "fdea3241-9269-41e8-a9ad-f8591f7943c2\n", "Whoever decided to put their hands on my kids, please come outside so I can peacefully break your legs.\n", "whoever decided to put their hands on my kids please come outside so i can peacefully break your legs\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "----------\n", "bbc6b7a5-fc43-47ba-a837-9bcea06b430c\n", "[music] Coke in her nose ring Molly in her nails She gon' die a rockstar, racing her to\n", "[music] coke in her nose ring molly in her nails she gon' die a rockstar racing her to\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "----------\n", "cccfa4af-e607-422d-80b8-22531a55ddf9\n", "[music] Take away your things and go. Can't take back what you say. oh no.\n", "[music] take away your things and go can't take back what you say oh no\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "----------\n" ] } ], "source": [ "import random\n", "# random ones\n", "# l = [e for e in segments_manifest if len(e[\"transcript\"][\"tokens\"]) == 0]\n", "l = segments_manifest[:]\n", "random.shuffle(l)\n", "for e in l[:5]:\n", " print(e[\"id\"])\n", " print(Tokens.from_dict(e[\"transcript\"][\"tokens\"]).text)\n", " print(Tokens.from_dict(e[\"transcript_normalized\"][\"tokens\"]).text)\n", " Audio.play_audio(e[\"uri\"])\n", " print(\"-\"*10)" ] }, { "cell_type": "code", "execution_count": 95, "id": "dab452cf", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "6dfdfbfe-98f7-478f-8136-e68ccb73712a\n", "Blood on the leaves Bitch I be killing these beats I got a M16 on my body, I told that lil' nigga to freeze I got a badass bitch in the crib Lil' hoe, just get on your knees I seen that lil' nigga up in the sky So I just might shoot at the trees Now we got blood on the leaves Damn, that's crazy as fuck And way before I met your mother, boy, I was a virgin, my nigga, she made me a slut Okay, freeze She tried to fuck on that lil' nigga Chris, I said baby, just pay me a buck, freeze Shawty said, Chris, can I hold your stick, I said, Bitch, is you crazy or what? Lil' shawty, you gotta be insane Blood on the leaves\n", "blood on the leaves bitch i be killing these beats i got a m sixteen on my body i told that lil' nigga to freeze i got a badass bitch in the crib lil' hoe just get on your knees i seen that lil' nigga up in the sky so i just might shoot at the trees now we got blood on the leaves damn that's crazy as fuck and way before i met your mother boy i was a virgin my nigga she made me a slut okay freeze she tried to fuck on that lil' nigga chris i said baby just pay me a buck freeze shawty said chris can i hold your stick i said bitch is you crazy or what lil' shawty you gotta be insane blood on the leaves\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "----------\n", "2edb3824-0f8d-478a-96aa-1bd62e169c29\n", "What's up guys? For today's video, we taking a look at the all new, 2023 Chevrolet Suburban Premier Texas Edition. Then I'll show you many of the features on the interior, exterior, and I'm taking a look at this SUV's 5 year cost to own at the end of the video. So sit back, relax, and enjoy. So let's start with pricing. So the Suburban comes with two available drivetrain. You can choose from the rear-wheel drive, that starts at $56,395 and the four-wheel drive that starts at $59,395. And it comes with six available trims. You can choose from the base model, LS, that starts at $56,395 and it goes all the way up to $77,000 for the High Country trim. My tester is the Premier and has a starting sticker price of $70,295. And the engine on the Suburban is a 6.2 liter V8 that makes 490 horsepower at 5,600 RPMs in 460 pound feet of torque at 4,100 RPMs, connected to a 10-speed automatic transmission. This is the power to rear wheels, and it can tow up to 7,800 pounds. And as for the fuel economy, this V8 makes 14 miles per gallon city, 20 miles per gallon highway, with a 24 gallon fuel tank capacity. My tester is the Premier trim, which comes standard with all the road safety features, dual outlet exhaust, magnetic right control, chrome grill and trim, heated and cooled seats, and many more. And my tester is finished in satin steel metallic exterior color and has the jet black leather interior and has a start sticker price of $68,500. My tester has the optional Texas Edition package, which includes those 22-inch wheels and the Texas Edition badging And they also added the enhanced display and alert package, which made my tester has a window sticker of $73,745 after options, shipping and handling. Which means this Suburban has over $3,400 in added options. So on the driver door you have the window control. The driver and passenger side window is fully automatic. Right above it, you have the rear window lock and the power folding mirrors. You also have the mirror controls, two stage memory seats, chrome door handle with lock and unlock. You also have wood finish with leather trim. You have the door grab handle, a small storage, two bottle folders, and the Bose premium speaker system. And on the left-hand side of the steering wheel, you have your electronic parking brake, lane key assist, traction control, the 360 degree camera, the parking sensor, auto stop, and the power outlet. You also have the heads of display controls and right underneath, you have the mode selector, the automatic light control with your brightness. And on the steering wheel, you have your four-spoke, leather-wrapped, steering wheel with silver accents. On the left hand side, you have the cruise control, heated steering wheel, and the forward collision warning. On the right hand side, you have the controls for the instrument cluster screen, along with your voice command. Also, behind the steering wheel you have the turning signal stop with your windshield wiper controls. And on the screen, you have your speed, drive summary, trip one, two, timer, tire pressure, driver assistance, oil life, brake cut life, blank page. You also have your information page options, which you can customize which ones to see or hide. You also have your audio, your navigation, your phone, and your settings. And coming along the center, you have the 10-inch screen, two air vents, the 10-speed automatic transmission. You have the hazards with a small sunglass holder, the radio controls, dual zone climate controls with heated and vented seats. You also have a USBC, USB, a 12 volt power outlet, and a wireless charging pad, along with two cup holders, another phone storage, And you also have the center storage that's retractable. If you click on this button right here, it moves back. And you have a head of storage. And on the screen you have your audio, you have AMFM, SiriusXM, Bluetooth, Google News, podcast, and USB. You also have your Google Maps, your phone connection, the camera settings, you have the front camera and rear, you have the zoomed in front interview camera. You have the one on all four wheels, and you have the trailer camera. You also have Google Assistant, Play Store, Android Auto and Apple CarPlay, the trailer lights, your climate control. You can control it from the screen or from the buttons below, both front and rear. You also have the Wifi hotspot, My Chevrolet, Google News, and Podcasts. And as you can see on this graph, the Suburban's five years cost to own at a price of $75,846 loss. The depreciation on this SUV in five years is $33,000, with the biggest hit in the second year of purchase. Fees in Texas paid is around $6,100, depends on the state you buy it in. If you paid in five years, will cost around $14,600, depends on the way you drive it. Insurance will cost you around $8,000, and interest comes at around $6,700. Maintenance was the most important factor. It will cost you around $4,600. And lastly, repairs will cost you around $1,800. So thank you guys for watching. If you like this video, please give it a thumbs up and subscribe for more amazing future videos.\n", "what's up guys for today's video we taking a look at the all new twenty twenty three chevrolet suburban premier texas edition then i'll show you many of the features on the interior exterior and i'm taking a look at this s u v's five year cost to own at the end of the video so sit back relax and enjoy so let's start with pricing so the suburban comes with two available drivetrain you can choose from the rear wheel drive that starts at fifty six three ninety five and the four wheel drive that starts at fifty nine three ninety five and it comes with six available trims you can choose from the base model l s that starts at fifty six three ninety five and it goes all the way up to seventy seven thousand for the high country trim my tester is the premier and has a starting sticker price of seventy two hundred ninety five and the engine on the suburban is a six point two liter v eight that makes four hundred ninety horsepower at fifty six hundred rpms in four hundred sixty pound feet of torque at forty one hundred rpms connected to a ten speed automatic transmission this is the power to rear wheels and it can tow up to seventy eight hundred pounds and as for the fuel economy this v eight makes fourteen miles per gallon city twenty miles per gallon highway with a twenty four gallon fuel tank capacity my tester is the premier trim which comes standard with all the road safety features dual outlet exhaust magnetic right control chrome grill and trim heated and cooled seats and many more and my tester is finished in satin steel metallic exterior color and has the jet black leather interior and has a start sticker price of sixty eight thousand five hundred my tester has the optional texas edition package which includes those twenty two inch wheels and the texas edition badging and they also added the enhanced display and alert package which made my tester has a window sticker of seventy three seven forty five after options shipping and handling which means this suburban has over thirty four hundred dollars in added options so on the driver door you have the window control the driver and passenger side window is fully automatic right above it you have the rear window lock and the power folding mirrors you also have the mirror controls two stage memory seats chrome door handle with lock and unlock you also have wood finish with leather trim you have the door grab handle a small storage two bottle folders and the bose premium speaker system and on the left hand side of the steering wheel you have your electronic parking brake lane key assist traction control the three hundred sixty degree camera the parking sensor auto stop and the power outlet you also have the heads of display controls and right underneath you have the mode selector the automatic light control with your brightness and on the steering wheel you have your four spoke leather wrapped steering wheel with silver accents on the left hand side you have the cruise control heated steering wheel and the forward collision warning on the right hand side you have the controls for the instrument cluster screen along with your voice command also behind the steering wheel you have the turning signal stop with your windshield wiper controls and on the screen you have your speed drive summary trip one two timer tire pressure driver assistance oil life brake cut life blank page you also have your information page options which you can customize which ones to see or hide you also have your audio your navigation your phone and your settings and coming along the center you have the ten inch screen two air vents the ten speed automatic transmission you have the hazards with a small sunglass holder the radio controls dual zone climate controls with heated and vented seats you also have a usbc u s b a twelve volt power outlet and a wireless charging pad along with two cup holders another phone storage and you also have the center storage that's retractable if you click on this button right here it moves back and you have a head of storage and on the screen you have your audio you have a m f m siriusxm bluetooth google news podcast and usb you also have your google maps your phone connection the camera settings you have the front camera and rear you have the zoomed in front interview camera you have the one on all four wheels and you have the trailer camera you also have google assistant play store android auto and apple carplay the trailer lights your climate control you can control it from the screen or from the buttons below both front and rear you also have the wifi hotspot my chevrolet google news and podcasts and as you can see on this graph the suburban's five years cost to own at a price of seventy five thousand eight hundred forty six dollars loss the depreciation on this suv in five years is thirty three thousand with the biggest hit in the second year of purchase fees in texas paid is around sixty one hundred depends on the state you buy it in if you paid in five years will cost around fourteen thousand six hundred depends on the way you drive it insurance will cost you around eight thousand and interest comes at around six seven hundred maintenance was the most important factor it will cost you around forty six hundred and lastly repairs will cost you around eighteen hundred so thank you guys for watching if you like this video please give it a thumbs up and subscribe for more amazing future videos\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "----------\n", "10d890ea-a62c-4828-8754-8a3bee85266d\n", "Hadley, what are we gonna draw in this lesson? A mermacorn. Yeah, what is a mermacorn? It's a unicorn mixed with a mermaid. Yeah, pretty awesome. Mm-hmm. I hope you're gonna follow along with us. You need something to draw with. We're gonna use markers and some paper and? Something to color with. Let's start's. Okay. Let's first draw our mermacorn's eye. We're gonna draw a circle, about that big, and then let's draw a smaller circle inside, towards the top, this will make her eyes look shiny. Thank you. Thank you. We're gonna color in the big circle, but leave that little circle white. All right, now let's add eyelashes, one, two, three. You can add more if you want. One, two, three, four. Good. Now let's draw our unicorn's head. We're gonna start above her eye and we're gonna draw a line that comes down. Down. Then we're gonna draw her nose, her snout. We're gonna draw kind of a U shape right here. And then we're gonna draw her cheek. We're gonna come up like this, and then we're gonna curve down and then back up. Up, down. Yeah. Back up. Yeah, there's a little extra bump in there, but that's okay. The most important thing is? Have fun. Have fun and to? Practice. Practice. It looks perfect. Okay, let's keep going. We're gonna draw her ear, next. We're gonna draw an A shape. We're gonna go up and then back down. Let's draw another little shape, just like that inside, but smaller. What should we draw next? Her horn. Her horn, okay. Unicorn. Horn. Horn. Yeah. We're gonna draw another A shape. We're gonna come up, curve at the top and then back down. Her unicorn, corn. Yeah, unicorn, horn. Corn. Corn. Unicorn horn, corn. And then we're gonna draw another shape right here for her other ear. Next, let's draw her neck. We're gonna start right here, behind her ear, and we're gonna draw a curve. It's gonna come down, curve down like this. Yes, there you go. Then we're gonna draw the front of her neck. We're gonna start right here on her cheek, and we're gonna draw a little short line that comes down. Let's draw that line just a little longer, so that she has a long neck, longer neck. Yeah, there we go. Now, let's draw her front legs. We're gonna draw a line that comes out and then we're gonna draw bent, going down. And then let's draw the other side of her leg. We're gonna leave some space and we're gonna draw another line that matches the first one, but it's shorter. And then we're gonna draw another bend that comes down. Then down here at the bottom we'll connect the two with another curve for the bottom of her foot. Then we're gonna draw another line right above that one that matches. Okay, let's draw her other leg. Yeah. Okay, we're gonna draw another line coming out, and then we're gonna draw it bent, just like we did on the first one. And this time I'm drawing it shorter. And then we're gonna draw, I'm gonna draw a little longer though, and then we're gonna connect it into her other foot. Now, we're only drawing part of this leg, because it's behind the first one. Yeah. What's that called? Overlapping. Overlapping, yeah. All right, now we're gonna draw another line above for the top of her foot or hoof. And now we're ready to draw the rest of her body. Let's imagine this neck line going behind the front leg and coming out the bottom. Whoop. Yeah. I'm gonna extend the back of her neck down further, so it matches another diagonal line here. And then we're gonna connect where it matches diagonally. This one's a little, still a little higher, yeah. Now let's draw her tail, her mermaid tail. We're gonna draw a bumpy line first. The mermaid part of her. Yeah, the mermaid part, yeah. This kinda looks like she's wearing a tutu or a dress. A tutu. Tutu. Then let's draw a little curve, right here, we're gonna start on the back of her tail and we're gonna draw a curve that comes up like this and curves up. Yeah. And then let's come over here for the front of her tail and we're gonna draw another curve, comes down, and then look towards the back, we're gonna come to a point. Good job. Now what should we draw? Her wings. Her wings, okay, we'll finish her tail after we draw her wings. Let's start right here and we'll draw a curve that comes down, out of her back. And I'm gonna extend it just a little further, and then we're gonna draw a bumpy line coming back into her body. Yeah, I'm gonna add one more bumpy line. Okay, let's give her two wings. I'm gonna draw another curve that comes out. See how it's closer right here? Overlapping. Yes, we're doing more overlapping. I love overlapping. Makes our drawings look more 3D. Then we're gonna draw one little bump coming back. We're only drawing part of it, because it's behind. You could add two bumps if you wanted. Yeah, you have more distance. Then I'm gonna draw another bump for that other row of feathers or whatever her wings are made out of. Scales. Oh. Oh. I'm not sure why she has wings either, but that's okay. It makes her cooler. It's a mermacorn. Mermacorn. Yeah, but she, oh, she could fly and swim. Awe. Okay, let's finish drawing her, still, your mind is exploding right now. You never even thought that that could be possible. I never even thought about it. Yeah, you thought she You could fly and you could swim. Yeah, you thought she could just swim? I wish I could fly and swim. That would be awesome. But, I can swim. You can swim. Can you fly though? No, I can fly on the trampoline. Yeah, you don't look like you're flying. All right, now let's draw her hair. We're gonna draw in the wind or Water. Or water, yeah, either one. So we're gonna start right here and we're gonna draw an S curve coming back. So, curves one way and then back the other way. Now we're gonna draw a short line back. You could add a background. Oh, yeah. It could be swimming or flying. You could change it. Awe. He, he, he, he. Now let's draw another curve coming back further. Now we gotta draw another short line. And now we're gonna draw another S curve. So I drew a little up and then there you go. Now let's draw big curve coming back. Her hair's gonna kinda look like fire. And then we're gonna draw a short line and then a big curve back. We could even add one more little short line. And then I'm gonna draw an S curve go up and then back down. Overlapping. Oh, yeah. I like how your hair is behind the wings. That's cool. We still need to finish her tail. Let's start at the point and we're gonna draw another S curve. Curve one way, back the other way. And then we're gonna start up here at the end and we're gonna curve all the way back down, to her tail. Now I'm gonna do another S curve. We're gonna curve this way and then back. And then we're gonna use even more overlapping. We're gonna go behind the wings. Imagine it going behind the wings, coming down, and then connecting at the tail again. We're still missing a few details. Let's add a little nostril. Nose hole. Nose hole. [laughter] And also a smile. Let's draw a little curve. So our mermacorn's happy. And then let's also add scales on her tail. I'm gonna draw a little bump, bumpy lines coming across her tail. Now remember your drawings don't have to look exactly like ours, right? Yeah. Our two drawings look different. Mm-hmm. The most important thing is to have fun. I was waiting for you to say it. [laughter] Go all the way down her tail with little bumpy lines. And then I'm even gonna add, I'm gonna add some curves right here. Look at these curves we're gonna draw. Oh. Really cool lines on the end of her tail going this way. [music] Oh, she looks so cool. She looks really pretty. Hadley, we did it. We finished drawing our mermacorns and they look really cute, except they're gonna look even cuter once we do what? Color them. Yeah, we need to color em. Yeah. This part, we're gonna fast forward again, but at the end you can pause the video, if you wanna match our same coloring. You ready to fast forward? Yeah. [laughter] [music] Hadley, you did it, you finished coloring your mermacorn and your drawing is always my favorite. Thanks. Now you guys can pause the video right now to match the same coloring. We used markers to color our drawings, but you could use whatever you have at home. Now we also used a white colored pencil. What's that for? Highlight. Yeah, the highlight. We went back over our drawing to make our unicorns, our mermacorns look Shiny. Shiny, yeah. We hope you had a lot of fun drawing your mermacorns. Yeah, we do. We hope you had a lot of fun and we'll see you later our friends. Goodbye. Goodbye.\n", "hadley what are we gonna draw in this lesson a mermacorn yeah what is a mermacorn it's a unicorn mixed with a mermaid yeah pretty awesome mm hmm i hope you're gonna follow along with us you need something to draw with we're gonna use markers and some paper and something to color with let's start's okay let's first draw our mermacorn's eye we're gonna draw a circle about that big and then let's draw a smaller circle inside towards the top this will make her eyes look shiny thank you thank you we're gonna color in the big circle but leave that little circle white all right now let's add eyelashes one two three you can add more if you want one two three four good now let's draw our unicorn's head we're gonna start above her eye and we're gonna draw a line that comes down down then we're gonna draw her nose her snout we're gonna draw kind of a u shape right here and then we're gonna draw her cheek we're gonna come up like this and then we're gonna curve down and then back up up down yeah back up yeah there's a little extra bump in there but that's okay the most important thing is have fun have fun and to practice practice it looks perfect okay let's keep going we're gonna draw her ear next we're gonna draw an a shape we're gonna go up and then back down let's draw another little shape just like that inside but smaller what should we draw next her horn her horn okay unicorn horn horn yeah we're gonna draw another a shape we're gonna come up curve at the top and then back down her unicorn corn yeah unicorn horn corn corn unicorn horn corn and then we're gonna draw another shape right here for her other ear next let's draw her neck we're gonna start right here behind her ear and we're gonna draw a curve it's gonna come down curve down like this yes there you go then we're gonna draw the front of her neck we're gonna start right here on her cheek and we're gonna draw a little short line that comes down let's draw that line just a little longer so that she has a long neck longer neck yeah there we go now let's draw her front legs we're gonna draw a line that comes out and then we're gonna draw bent going down and then let's draw the other side of her leg we're gonna leave some space and we're gonna draw another line that matches the first one but it's shorter and then we're gonna draw another bend that comes down then down here at the bottom we'll connect the two with another curve for the bottom of her foot then we're gonna draw another line right above that one that matches okay let's draw her other leg yeah okay we're gonna draw another line coming out and then we're gonna draw it bent just like we did on the first one and this time i'm drawing it shorter and then we're gonna draw i'm gonna draw a little longer though and then we're gonna connect it into her other foot now we're only drawing part of this leg because it's behind the first one yeah what's that called overlapping overlapping yeah all right now we're gonna draw another line above for the top of her foot or hoof and now we're ready to draw the rest of her body let's imagine this neck line going behind the front leg and coming out the bottom whoop yeah i'm gonna extend the back of her neck down further so it matches another diagonal line here and then we're gonna connect where it matches diagonally this one's a little still a little higher yeah now let's draw her tail her mermaid tail we're gonna draw a bumpy line first the mermaid part of her yeah the mermaid part yeah this kinda looks like she's wearing a tutu or a dress a tutu tutu then let's draw a little curve right here we're gonna start on the back of her tail and we're gonna draw a curve that comes up like this and curves up yeah and then let's come over here for the front of her tail and we're gonna draw another curve comes down and then look towards the back we're gonna come to a point good job now what should we draw her wings her wings okay we'll finish her tail after we draw her wings let's start right here and we'll draw a curve that comes down out of her back and i'm gonna extend it just a little further and then we're gonna draw a bumpy line coming back into her body yeah i'm gonna add one more bumpy line okay let's give her two wings i'm gonna draw another curve that comes out see how it's closer right here overlapping yes we're doing more overlapping i love overlapping makes our drawings look more three d then we're gonna draw one little bump coming back we're only drawing part of it because it's behind you could add two bumps if you wanted yeah you have more distance then i'm gonna draw another bump for that other row of feathers or whatever her wings are made out of scales oh oh i'm not sure why she has wings either but that's okay it makes her cooler it's a mermacorn mermacorn yeah but she oh she could fly and swim awe okay let's finish drawing her still your mind is exploding right now you never even thought that that could be possible i never even thought about it yeah you thought she you could fly and you could swim yeah you thought she could just swim i wish i could fly and swim that would be awesome but i can swim you can swim can you fly though no i can fly on the trampoline yeah you don't look like you're flying all right now let's draw her hair we're gonna draw in the wind or water or water yeah either one so we're gonna start right here and we're gonna draw an s curve coming back so curves one way and then back the other way now we're gonna draw a short line back you could add a background oh yeah it could be swimming or flying you could change it awe he he he he now let's draw another curve coming back further now we gotta draw another short line and now we're gonna draw another s curve so i drew a little up and then there you go now let's draw big curve coming back her hair's gonna kinda look like fire and then we're gonna draw a short line and then a big curve back we could even add one more little short line and then i'm gonna draw an s curve go up and then back down overlapping oh yeah i like how your hair is behind the wings that's cool we still need to finish her tail let's start at the point and we're gonna draw another s curve curve one way back the other way and then we're gonna start up here at the end and we're gonna curve all the way back down to her tail now i'm gonna do another s curve we're gonna curve this way and then back and then we're gonna use even more overlapping we're gonna go behind the wings imagine it going behind the wings coming down and then connecting at the tail again we're still missing a few details let's add a little nostril nose hole nose hole [laughter] and also a smile let's draw a little curve so our mermacorn's happy and then let's also add scales on her tail i'm gonna draw a little bump bumpy lines coming across her tail now remember your drawings don't have to look exactly like ours right yeah our two drawings look different mm hmm the most important thing is to have fun i was waiting for you to say it [laughter] go all the way down her tail with little bumpy lines and then i'm even gonna add i'm gonna add some curves right here look at these curves we're gonna draw oh really cool lines on the end of her tail going this way [music] oh she looks so cool she looks really pretty hadley we did it we finished drawing our mermacorns and they look really cute except they're gonna look even cuter once we do what color them yeah we need to color em yeah this part we're gonna fast forward again but at the end you can pause the video if you wanna match our same coloring you ready to fast forward yeah [laughter] [music] hadley you did it you finished coloring your mermacorn and your drawing is always my favorite thanks now you guys can pause the video right now to match the same coloring we used markers to color our drawings but you could use whatever you have at home now we also used a white colored pencil what's that for highlight yeah the highlight we went back over our drawing to make our unicorns our mermacorns look shiny shiny yeah we hope you had a lot of fun drawing your mermacorns yeah we do we hope you had a lot of fun and we'll see you later our friends goodbye goodbye\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "----------\n", "1f4d352b-7ef2-4a8e-87fd-1e009ebd4a1a\n", "Ann, tell me what you told me when I said I was 38-years-old? [inaudible]\n", "ann tell me what you told me when i said i was thirty eight years old [inaudible]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "----------\n", "8f28019f-0094-472d-91d1-0943efa83bed\n", "We are in our loving relationship with our SP. We live this life of luxury, of flow, of ease, of happiness, of joy. We have the desired car, we have our desired body. How do we jump from where we are now to this desired reality? Hey y'all, welcome back to the channel. It's Taj and I'm back today with some more free tea. As you guys read by the title, today's video will be on how to quantum jump instantly, instantly into your desired reality. Today's video will be about what is quantum jumping and how to do it. So if you're interested in this video, then just stay tuned. So my definition of quantum jumping is simply shifting from one reality to another. So, scientifically speaking, there are alternate universes or alternate realities that exist out there in this multiverse that we live in. And, so, in order for us to shift into one of these realities, we have to project from this reality using our thoughts and our feelings, right? So, how do we jump from where we are now into our desired reality where we are in our loving relationship with our SP, we live this life of luxury, of flow, of ease, of happiness, of joy. We have the desired car, we have our desired body. How do we jump from where we are now to this desired reality? The first thing I did to quantum jump, as I've mentioned in several of my videos, the previous one and the one before that, how I quantum jumps, you simply need to figure out where you are. Okay? You, it's not that hard to figure out where you are. You're living it, right? Right now where you are, and then right now where you want to be, your desired reality. Also, I do wanna mention that you do not have to quantum long jump, as I wanna put it. You can do small or short quantum jumps, right? To get you from A to B. You don't have to go from A to Z. You can, you can, but you can go from A to C or A to E, you know, or A to B. However you wanna jump, it's all up to you. So I decided to figure out what was my desired reality? Who am I in this desired reality? What do I do for a living? How do I think? How do I act? What do my daily routines look like? What do I mainly eat? What type of foods, am I a healthy eater? Am I a person who takes nature walks? Am I a person who is with their SP in a loving relationship? Yes, I am all these things in my, in my next quantum jump, in this desired reality. So how do I get there? How do you get there? So once you figure out where you want to be, then the next step is to move into that space. And the way that you do that is to start thinking from this place. Now, I, the reason I titled this is that quantum jumping is instant is because it is literally an instant shift in your mind, in your thoughts, okay? So, if this first person was Taj, that is the elementary school teacher, she's single, she is whatever, whatever, right? She eats processed food and fast food all the time. And I know that where I wanna be is an entrepreneur, not a school teacher anymore. I wanna be in a loving relationship with my SP, I wanna eat healthier, I wanna feel better about myself. So how do I make that jump? So from here to here can be instant. You know how it, how it can be instant and how it was and has been instant for me is that I started to do and take action to the things that, that made me feel like I am in this space. So, I wake up every morning, I take nature walks, I'm more aware of the things that I put into my body. I eat more healthy foods. This just reaffirms that I'm in my desired reality cause I'm like, \"Girl, you can't tell me nothing.\" Eating these salads, eating this watermelon. All I drink is water. Like, period. I'm a healthy girl in this desired reality. My body is on point and I love my body and so I, I feed it and fuel it with things that I feel and believe that are great for my body. Also in this new reality, how do I quantum jump? Now everybody's not gonna be ready or mentally prepared to jump from working or whatever, but this, so this is my story. So, how, how did I quantum jump? I decided that no, I wanna start living in my desired reality. I don't wanna be a classroom teacher anymore. It doesn't make me happy. It's not fulfilling for me anymore. I want to be a full-time life and manifestation coach and a YouTuber. So how did I make the jump? I just decided in my mind, this is who I am, this is who I am. And guess what? Either that same day or the next day, I got a call from the school system I was working for that was basically like, \"Oh, such and such came up and unfortunately you're not gonna be able to work the second half of summer school anymore. So we're really sorry about that.\" And I'm like, \"Oh baby, don't be sorry. Don't be sorry.\" This is just confirmation that I've made this quantum instant jump and shift into my new reality. So I'm walking in it full, full time, full year. So like I said, things will happen, but something else. So, with when it comes to an SP, you shift, I've shifted myself into this reality. So if, if I'm in the reality where my SP and I are in this loving relationship, then would I still be, like, stalking their Facebook page? Like, no, I wouldn't, because we would, if we're in a loving relationship, then why am I stalking their social media? You know? So, all the stalking cut out because that belongs to the previous reality. I'm in my new, I'm in my desired reality right here. We don't do that over here, because why would we? It doesn't make sense, right? So, I'm saying all that to say you want to start aligning yourself with the things that are in your, that make up your desired reality. You're gonna think like this person, you're gonna think from this reality. Now I finally get what Neville Goddard means when he says \"Think, don't think of your manifestation. Think from your manifestation.\" So, with me making the shift with my SP, I'm not thinking of a loving relationship with him because that would just be me, me like, \"Oh, I wanna be in a love relationship with my SP, let me stalk his social media 24/7. Let me check my text or email to see if they've written me an email.\" Like, no, that's the old reality. In this new reality, I'm already, I'm living from my manifestation, from my desire. I'm in it right now. So that person all, she doesn't check social media, she doesn't check emails because she is in a loving relationship with this person, right? So, this is how you shift yourself instantly into your desired reality and you stay there. Now, the last thing I wanna say is once you decide what your desired reality looks like and then you shift into it instantly by your thoughts and your actions and how you feel, okay? Because you've been in a certain reality for an extended amount of time, it's going to feel sometimes you will get kicked out of this, your, your desired reality or your new current reality, which is your desired reality. Sometimes you'll get kicked out of it and you'll find yourself because our old programming is, has been running on autopilot for so long. So for so long I have been stalking social media, for so long I had been, you know, checking my email or my text messages, like, obsessively, right? So, in order to get that to really stop cause that old programming is still running, although you've shifted yourself mentally, sometimes you'll find yourself, and this is where self-awareness comes in at, sometimes you'll find yourself, like, just sitting on the sofa watching TV, not really thinking about anything for real, and then you're like, \"oh.\" And I'm like, \"Wait, why am I on his social media? That's the old reality. Whoop, sorry, switch back to the new reality.\" Exit out, no longer on their social media. Proceed with, persist in my new reality and keep it moving. So I'm not saying that things won't happen, that won't, you know, like, shake you back into your old reality. But once you, the second you are made aware that you are no longer in your desired reality, you're gonna shift that, stop whatever you're doing that aligns to the old reality and align yourself back to the new reality. The more you do this, the more you are, like, putting concrete brick on your new reality and you are hardening it into fact and eventually it will, your 3D reality will reflect this. So, this is how you quantum jump. This is how you instantly shift from where you are and into your desired reality. And the key here is to persist in that, and soon, like Neville Goddard says, it will harden into fact and the rest will be history, baby. The rest is history. Think from this place of \"I am a confident person, I am this, I am that, I have this, I have that.\" You're thinking from that person. All right, so, wish you guys good luck on this journey. Be sure to like the video if this resonated with you, comment down below and engage with me in the comments. I love talking to you guys and until next time, sending nothing but peace, love, and blissing. Happy manifesting.\n", "we are in our loving relationship with our s p we live this life of luxury of flow of ease of happiness of joy we have the desired car we have our desired body how do we jump from where we are now to this desired reality hey y'all welcome back to the channel it's taj and i'm back today with some more free tea as you guys read by the title today's video will be on how to quantum jump instantly instantly into your desired reality today's video will be about what is quantum jumping and how to do it so if you're interested in this video then just stay tuned so my definition of quantum jumping is simply shifting from one reality to another so scientifically speaking there are alternate universes or alternate realities that exist out there in this multiverse that we live in and so in order for us to shift into one of these realities we have to project from this reality using our thoughts and our feelings right so how do we jump from where we are now into our desired reality where we are in our loving relationship with our s p we live this life of luxury of flow of ease of happiness of joy we have the desired car we have our desired body how do we jump from where we are now to this desired reality the first thing i did to quantum jump as i've mentioned in several of my videos the previous one and the one before that how i quantum jumps you simply need to figure out where you are okay you it's not that hard to figure out where you are you're living it right right now where you are and then right now where you want to be your desired reality also i do wanna mention that you do not have to quantum long jump as i wanna put it you can do small or short quantum jumps right to get you from a to b you don't have to go from a to z you can you can but you can go from a to c or a to e you know or a to b however you wanna jump it's all up to you so i decided to figure out what was my desired reality who am i in this desired reality what do i do for a living how do i think how do i act what do my daily routines look like what do i mainly eat what type of foods am i a healthy eater am i a person who takes nature walks am i a person who is with their s p in a loving relationship yes i am all these things in my in my next quantum jump in this desired reality so how do i get there how do you get there so once you figure out where you want to be then the next step is to move into that space and the way that you do that is to start thinking from this place now i the reason i titled this is that quantum jumping is instant is because it is literally an instant shift in your mind in your thoughts okay so if this first person was taj that is the elementary school teacher she's single she is whatever whatever right she eats processed food and fast food all the time and i know that where i wanna be is an entrepreneur not a school teacher anymore i wanna be in a loving relationship with my s p i wanna eat healthier i wanna feel better about myself so how do i make that jump so from here to here can be instant you know how it how it can be instant and how it was and has been instant for me is that i started to do and take action to the things that that made me feel like i am in this space so i wake up every morning i take nature walks i'm more aware of the things that i put into my body i eat more healthy foods this just reaffirms that i'm in my desired reality cause i'm like girl you can't tell me nothing eating these salads eating this watermelon all i drink is water like period i'm a healthy girl in this desired reality my body is on point and i love my body and so i i feed it and fuel it with things that i feel and believe that are great for my body also in this new reality how do i quantum jump now everybody's not gonna be ready or mentally prepared to jump from working or whatever but this so this is my story so how how did i quantum jump i decided that no i wanna start living in my desired reality i don't wanna be a classroom teacher anymore it doesn't make me happy it's not fulfilling for me anymore i want to be a full time life and manifestation coach and a youtuber so how did i make the jump i just decided in my mind this is who i am this is who i am and guess what either that same day or the next day i got a call from the school system i was working for that was basically like oh such and such came up and unfortunately you're not gonna be able to work the second half of summer school anymore so we're really sorry about that and i'm like oh baby don't be sorry don't be sorry this is just confirmation that i've made this quantum instant jump and shift into my new reality so i'm walking in it full full time full year so like i said things will happen but something else so with when it comes to an s p you shift i've shifted myself into this reality so if if i'm in the reality where my s p and i are in this loving relationship then would i still be like stalking their facebook page like no i wouldn't because we would if we're in a loving relationship then why am i stalking their social media you know so all the stalking cut out because that belongs to the previous reality i'm in my new i'm in my desired reality right here we don't do that over here because why would we it doesn't make sense right so i'm saying all that to say you want to start aligning yourself with the things that are in your that make up your desired reality you're gonna think like this person you're gonna think from this reality now i finally get what neville goddard means when he says think don't think of your manifestation think from your manifestation so with me making the shift with my s p i'm not thinking of a loving relationship with him because that would just be me me like oh i wanna be in a love relationship with my s p let me stalk his social media twenty four seven let me check my text or email to see if they've written me an email like no that's the old reality in this new reality i'm already i'm living from my manifestation from my desire i'm in it right now so that person all she doesn't check social media she doesn't check emails because she is in a loving relationship with this person right so this is how you shift yourself instantly into your desired reality and you stay there now the last thing i wanna say is once you decide what your desired reality looks like and then you shift into it instantly by your thoughts and your actions and how you feel okay because you've been in a certain reality for an extended amount of time it's going to feel sometimes you will get kicked out of this your your desired reality or your new current reality which is your desired reality sometimes you'll get kicked out of it and you'll find yourself because our old programming is has been running on autopilot for so long so for so long i have been stalking social media for so long i had been you know checking my email or my text messages like obsessively right so in order to get that to really stop cause that old programming is still running although you've shifted yourself mentally sometimes you'll find yourself and this is where self awareness comes in at sometimes you'll find yourself like just sitting on the sofa watching tv not really thinking about anything for real and then you're like oh and i'm like wait why am i on his social media that's the old reality whoop sorry switch back to the new reality exit out no longer on their social media proceed with persist in my new reality and keep it moving so i'm not saying that things won't happen that won't you know like shake you back into your old reality but once you the second you are made aware that you are no longer in your desired reality you're gonna shift that stop whatever you're doing that aligns to the old reality and align yourself back to the new reality the more you do this the more you are like putting concrete brick on your new reality and you are hardening it into fact and eventually it will your three d reality will reflect this so this is how you quantum jump this is how you instantly shift from where you are and into your desired reality and the key here is to persist in that and soon like neville goddard says it will harden into fact and the rest will be history baby the rest is history think from this place of i am a confident person i am this i am that i have this i have that you're thinking from that person all right so wish you guys good luck on this journey be sure to like the video if this resonated with you comment down below and engage with me in the comments i love talking to you guys and until next time sending nothing but peace love and blissing happy manifesting\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "----------\n" ] } ], "source": [ "import random\n", "# random ones\n", "# l = [e for e in segments_manifest if len(e[\"transcript\"][\"tokens\"]) == 0]\n", "l = segments_manifest[:]\n", "random.shuffle(l)\n", "n = 0\n", "for e in l:\n", " text = Tokens.from_dict(e[\"transcript\"][\"tokens\"]).text\n", " if not any((\n", " re.search(r\"[0-9][^\\s0-9\\,\\.][^0-9]\", text),\n", " re.search(r\"[^0-9][^\\s0-9\\,\\.][0-9]\", text),\n", " )):\n", " continue\n", " print(e[\"id\"])\n", " print(text)\n", " print(Tokens.from_dict(e[\"transcript_normalized\"][\"tokens\"]).text)\n", " Audio.play_audio(e[\"uri\"])\n", " print(\"-\"*10)\n", " n += 1\n", " if n >= 5:\n", " break" ] }, { "cell_type": "code", "execution_count": null, "id": "34165d5a", "metadata": {}, "outputs": [], "source": [ "# uid = \"6643b5a8-06de-45cb-a99f-351c54d49133\"\n", "# for e in segments_manifest:\n", "# if e[\"id\"] == uid:\n", "# print(\"full:\", Tokens.from_dict(e[\"transcript\"][\"tokens\"]).text)\n", "# print(\"norm:\", Tokens.from_dict(e[\"transcript_normalized\"][\"tokens\"]).text)\n", "# print(\"asr :\", e[\"transcript_asr\"][\"transcript\"])\n", "# Audio.from_file(e[\"uri\"]).play()" ] }, { "cell_type": "code", "execution_count": null, "id": "afd18433", "metadata": {}, "outputs": [], "source": [ "# l = []\n", "# for e in segments_manifest:\n", "# l.extend(re.findall(r\"[a-zA-Z]+\\-[a-zA-Z]+\", Tokens.from_dict(e[\"transcript\"][\"tokens\"]).text))" ] }, { "cell_type": "code", "execution_count": null, "id": "51e32035", "metadata": {}, "outputs": [], "source": [ "# # segment_uid = \"30815903-8a47-4d14-8557-41c352526d5d\"\n", "# # segment_uid = \"974c5846-5ae1-4521-9ca2-83175d563c55\"\n", "# # segment_uid = \"45a812db-16ef-494f-acde-6d151d012a70\"\n", "# segment_uid = \"383220cb-e8f1-4b6d-b39b-2d126eb50163\" \n", "\n", "# for n, m in enumerate(audio_rev_metas):\n", "# rev_id = m[\"uid\"]\n", "# for nn, mm in enumerate(m[\"segments_meta\"]):\n", "# if mm[\"type\"] != \"speech\":\n", "# continue\n", "# if mm[\"orginial_audio_uid\"] == segment_uid:\n", "# print(n, nn)\n", "# print(audio_rev_metas[n][\"uid\"])\n", "# print(audio_rev_metas[n][\"segments_meta\"][nn])\n", "# # print(Tokens.from_dict(e[\"transcript\"][\"tokens\"]).text)" ] }, { "cell_type": "code", "execution_count": null, "id": "539144e1", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "dc0d9e56", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "938c2793", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "6b0192cb", "metadata": {}, "source": [ "## format output for speechly styleguide" ] }, { "cell_type": "code", "execution_count": 96, "id": "798221f7", "metadata": {}, "outputs": [], "source": [ "# TODO: do we need to keep dashes during norm? what about M-mhm uh-huh, ..." ] }, { "cell_type": "code", "execution_count": 97, "id": "290b5f06", "metadata": {}, "outputs": [], "source": [ "from suno_utils.web.harvest import get_filename\n", "\n", "with open(os.path.join(BASE_DIR, \"raw_data_manifest.json\")) as f:\n", " filepaths_info = json.load(f)\n", "id_to_original_id_map = {e[0]: get_filename(e[2], keep_extension=True) for e in filepaths_info}\n", "inv_id_to_original_id_map = {v: k for k, v in id_to_original_id_map.items()}\n", "\n", "with open(os.path.join(ARTIFACTS_DIR, \"02_segment_meta_post_norm_and_asr.json\")) as f:\n", " segments_manifest = json.load(f)" ] }, { "cell_type": "code", "execution_count": 98, "id": "ecd8a4d5", "metadata": {}, "outputs": [], "source": [ "def _convert_full_transcript(tokens):\n", " transcript_l = []\n", " for turn in tokens.speaker_turns:\n", " turn_tokens = Tokens.from_dict(turn[\"tokens\"])\n", " active_lyrics = False\n", " text_l = []\n", " for t in turn_tokens:\n", " is_lyrics = False\n", " if t.metadata is not None:\n", " is_lyrics = t.metadata[\"is_lyrics\"]\n", " if is_lyrics and not active_lyrics:\n", " text_l.append(\"\")\n", " if not is_lyrics and active_lyrics:\n", " text_l.append(\"\")\n", " text_l.append(t.value)\n", " active_lyrics = is_lyrics\n", " if active_lyrics:\n", " text_l.append(\"\")\n", " text = \" \".join(text_l)\n", " text = re.sub(r\"\\\\s+\", \"\", text)\n", " text = re.sub(r\"\\s+\\<\\/lyrics\\>\", \"\", text)\n", " transcript_l.append(text)\n", " transcript = \" [speaker_change] \".join(transcript_l)\n", " transcript = re.sub(r\"\\s+\\[word\\_fragment\\_boundary\\]\", \"*\", transcript)\n", " # fix some basic parse mistackes\n", " transcript = re.sub(r\"^\\s*\\[music\\] \\[speaker\\_change\\]\\s*\", \"[music] \", transcript)\n", " transcript = re.sub(r\"\\b([Ff])cuk\\b\", \"\\\\1uck\", transcript)\n", " transcript = normalize_whitespace(transcript)\n", " return transcript\n", "\n", "def _convert_norm_transcript(tokens):\n", " transcript = tokens.text\n", " transcript = transcript.replace(\" [word_fragment_boundary]\", \"*\")\n", " transcript = transcript.replace(\"[foreign_language]\", \"\")\n", " transcript = transcript.replace(\"[inaudible]\", \"\")\n", " transcript = transcript.replace(\"[crosstalk]\", \"\")\n", " transcript = transcript.replace(\"[redacted]\", \"\")\n", " transcript = transcript.replace(\"[beep]\", \"\")\n", " transcript = transcript.replace(\"--\", \" \")\n", " transcript = re.sub(r\"\\[.*?\\]\", \" \", transcript)\n", " teanscript = re.sub(r\"\\bfcuk\\b\", \"fuck\", transcript)\n", " transcript = normalize_whitespace(transcript)\n", " return transcript" ] }, { "cell_type": "code", "execution_count": 99, "id": "b2465b35", "metadata": {}, "outputs": [], "source": [ "# jsonl \n", "\n", "# {\n", "# \"audio\": \"0a4ac9ac-42a4-4e77-91ad-862b0509d913.wav.\", // the audio file name\n", "# \"transcript\": \".....\", // The transcript of the audio\n", "# \"tags\": [ ] // The \"OFF\" and/or \"AC\" tags if relevant to the utterance\n", "# }\n", "# Audio corrupted utterance (AC): for only severely corrupted audio files\n", "# Offensive utterance (OFF): profanities, bullying language, hate speech included in the audio file\n", "output_metadata = []\n", "for n, m in enumerate(segments_manifest):\n", " norm_tokens = Tokens.from_dict(m[\"transcript_normalized\"][\"tokens\"])\n", " tokens = Tokens.from_dict(m[\"transcript\"][\"tokens\"])\n", " norm_transcript = _convert_norm_transcript(norm_tokens)\n", " transcript = _convert_full_transcript(tokens)\n", "# tags = []\n", "# if _contains_profanity(norm_transcript):\n", "# tags.append(\"OFF\")\n", " original_filename = id_to_original_id_map[m[\"id\"]]\n", " \n", "# if \"foreign\" in transcript:\n", "# print(norm_transcript)\n", "# print(\"-\")\n", "# print(transcript)\n", "# print(\"-\"*10)\n", "# if len(norm_transcript) == 0:\n", "# print(norm_transcript)\n", "# print(\"-\")\n", "# print(transcript)\n", "# print(\"-\"*10)\n", " \n", " # some manual overrides\n", " # TODO: use CER here in future to punt and maybe reannotate\n", "# if original_filename == \"c7bfc752-be04-4c91-b018-bf809ad19323.mp3\":\n", "# transcript = transcript.replace(\"Banja not to this barely\", \"[foreign_language] Chef Bally\")\n", "# norm_transcript = norm_transcript.replace(\"we ' re\", \"we're\")\n", "# if original_filename == \"cc6284ac-dc8b-420c-9bd0-8470d2e2d88d.mp3\":\n", "# transcript = \"Damn.\"\n", "# norm_transcript = \"damn\"\n", "# tags = [\"OFF\"]\n", "# if original_filename == \"b451b2ff-0dd2-4a8b-a317-34ea67f172bd.mp3\":\n", "# transcript = transcript.replace(\"I can't\", \"I can't, I can't\")\n", "# norm_transcript = norm_transcript.replace(\"i can't\", \"i can't i can't\")\n", "# if original_filename == \"4600e16e-fd7d-4c69-9e1d-49b1a3c2b088.mp3\":\n", "# transcript = transcript.replace(\"y'all\", \"yo\")\n", "# norm_transcript = norm_transcript.replace(\"y'all\", \"yo\") \n", "# if original_filename == \"3cd8a90f-8475-4d7c-84f3-07e9b7aa0227.mp3\":\n", "# transcript = \"What?\"\n", "# norm_transcript = \"what\"\n", "# if original_filename == \"558a3f70-8f55-4b7e-9b14-6d6e2a436218.mp3\":\n", "# transcript = \"\"\n", "# norm_transcript = \"[inaudible]\"\n", "# if original_filename == \"35063d27-f049-41d1-a157-417ea07f068c.mp3\":\n", "# transcript = transcript.replace(\"one zero\", \"ten\")\n", "\n", " output_metadata.append({\n", " \"audio\": original_filename,\n", " \"transcript\": normalize_whitespace(norm_transcript),\n", " \"transcript_full\": normalize_whitespace(transcript),\n", "# \"tags\": tags,\n", " })" ] }, { "cell_type": "code", "execution_count": 106, "id": "1934deee", "metadata": {}, "outputs": [], "source": [ "# reverse IDs\n", "original_id_map = {}\n", "with open(os.path.join(BASE_DIR, \"raw_data_manifest.json\")) as f:\n", " original_filepaths_info = json.load(f)\n", "for e in original_filepaths_info:\n", " original_id_map[e[0]] = {\n", " \"data_type\": \"youtube\" if \"youtube\" in e[1] else \"tiktok\",\n", " \"id\": get_filename(e[1]),\n", " }" ] }, { "cell_type": "code", "execution_count": 110, "id": "ec5ef4cc", "metadata": {}, "outputs": [], "source": [ "youtube_metas = []\n", "tiktok_metas = []\n", "for m in output_metadata:\n", " nm = copy.deepcopy(m)\n", " e = original_id_map[get_filename(nm[\"audio\"])]\n", " nm[\"id\"] = e[\"id\"]\n", " del nm[\"audio\"]\n", " if e[\"data_type\"] == \"youtube\":\n", " youtube_metas.append(nm)\n", " else:\n", " tiktok_metas.append(nm)" ] }, { "cell_type": "code", "execution_count": 115, "id": "00cecd18", "metadata": {}, "outputs": [], "source": [ "write_jsonl(youtube_metas, os.path.join(ARTIFACTS_DIR, \"en_youtube_delivery_meta.jsonl\"))\n", "write_jsonl(tiktok_metas, os.path.join(ARTIFACTS_DIR, \"en_tiktok_delivery_meta.jsonl\"))" ] }, { "cell_type": "code", "execution_count": null, "id": "7cd7c3be", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "75be785b", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "635386fe", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "6b0b614f", "metadata": {}, "source": [ "## Final QA" ] }, { "cell_type": "code", "execution_count": null, "id": "a61aa689", "metadata": {}, "outputs": [], "source": [ "with open(os.path.join(ARTIFACTS_DIR, \"delivery_meta.jsonl\")) as f:\n", " output_metadata = [json.loads(e) for e in f.read().strip().split(\"\\n\")]" ] }, { "cell_type": "code", "execution_count": null, "id": "8a5d9f26", "metadata": {}, "outputs": [], "source": [ "# for e in output_metadata:\n", "# if e[\"audio\"] == \"1034ef38-79aa-48de-a908-0dd6a65c1a36.mp3\":\n", "# print(e[\"audio\"], \"- profanity:\", \"OFF\" in e[\"tags\"])\n", "# Audio.from_file(os.path.join(BASE_DIR, \"audio\", e[\"audio\"])).play()\n", "# print(e[\"transcript\"])\n", "# print(\"-\")\n", "# print(e[\"transcript_full\"])\n", "# break" ] }, { "cell_type": "code", "execution_count": null, "id": "201ac267", "metadata": {}, "outputs": [], "source": [ "# # figure out rev\n", "# with open(os.path.join(TO_REV_DIR, f\"audio_rev_metas.json\")) as f:\n", "# audio_rev_metas = json.load(f)\n", "# uid = inv_id_to_original_id_map[\"harrisnt_-7072462733219728682.m4v\"]\n", "# for rev_m in audio_rev_metas:\n", "# for seg_m in rev_m[\"segments_meta\"]:\n", "# if seg_m.get(\"orginial_audio_uid\") == uid:\n", "# print(seg_m)" ] }, { "cell_type": "code", "execution_count": null, "id": "9ccfd86b", "metadata": {}, "outputs": [], "source": [ "# import random\n", "# # random ones\n", "# # l = [e for e in segments_manifest if len(e[\"transcript\"][\"tokens\"]) == 0]\n", "# l = [e for e in output_metadata if len(e[\"transcript\"]) == 0]\n", "# random.shuffle(l)\n", "# for e in l[:5]:\n", "# print(e[\"audio\"], \"- profanity:\", \"OFF\" in e[\"tags\"])\n", "# Audio.from_file(os.path.join(BASE_DIR, \"audio\", e[\"audio\"])).play()\n", "# print(e[\"transcript\"])\n", "# print(\"-\")\n", "# print(e[\"transcript_full\"])\n", "# print(\"-\"*10)" ] }, { "cell_type": "code", "execution_count": null, "id": "3e5ea906", "metadata": {}, "outputs": [], "source": [ "for e in output_metadata:\n", " if \"Tom Hiddleston\" in e[\"transcript_full\"]:\n", " print(e[\"audio\"])\n", " Audio.from_file(os.path.join(BASE_DIR, \"audio\", e[\"audio\"])).play()\n", " print(e[\"transcript\"])\n", " print(\"-\")\n", " print(e[\"transcript_full\"])\n", " print(\"-\"*10)" ] }, { "cell_type": "code", "execution_count": null, "id": "f3e5cbcf", "metadata": {}, "outputs": [], "source": [ "import random\n", "# random ones\n", "# l = [e for e in segments_manifest if len(e[\"transcript\"][\"tokens\"]) == 0]\n", "l = output_metadata[:]\n", "random.shuffle(l)\n", "for e in l[:5]:\n", " print(e[\"audio\"])\n", " Audio.from_file(os.path.join(BASE_DIR, \"audio\", e[\"audio\"])).play()\n", " print(e[\"transcript\"])\n", " print(\"-\")\n", " print(e[\"transcript_full\"])\n", " print(\"-\"*10)" ] }, { "cell_type": "code", "execution_count": null, "id": "76c34c77", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "a33601a9", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "9f84953b", "metadata": {}, "source": [ "## compare with their output" ] }, { "cell_type": "code", "execution_count": null, "id": "08368ccc", "metadata": {}, "outputs": [], "source": [ "import pandas as pd" ] }, { "cell_type": "code", "execution_count": null, "id": "18112b59", "metadata": {}, "outputs": [], "source": [ "with open(os.path.join(RAW_DATA_DIR, \"transcripts.tsv\")) as f:\n", " sl_transcripts = [e.split(\"\\t\") for e in f.read().strip().split(\"\\n\")]\n", "assert(all([len(e) == 2 for e in sl_transcripts]))\n", "sl_transcripts = [(uid, text.lower()) for uid, text in sl_transcripts]\n", "print(len(sl_transcripts), \"transcripts\")\n", "sl_transcripts[:2]" ] }, { "cell_type": "code", "execution_count": null, "id": "e038f68f", "metadata": {}, "outputs": [], "source": [ "test_df = pd.DataFrame(output_metadata).drop([\"tags\"], 1)\n", "test_df[\"uid\"] = test_df[\"audio\"].str.split(\".\").str[0]\n", "test_df[\"sl_transcript\"] = test_df[\"uid\"].map({k: v for k, v in sl_transcripts})" ] }, { "cell_type": "code", "execution_count": null, "id": "b1f33880", "metadata": {}, "outputs": [], "source": [ "from suno_utils.utils.metrics import get_wer\n", "test_df[\"wer\"] = [get_wer(a, b) for a, b in zip(test_df[\"transcript\"], test_df[\"sl_transcript\"])]\n", "test_df = test_df.sort_values(\"wer\", ascending=False).reset_index(drop=True)" ] }, { "cell_type": "code", "execution_count": null, "id": "a66aa1b0", "metadata": { "scrolled": true }, "outputs": [], "source": [ "test_df[test_df[\"transcript\"].str.len() >= 50].head()" ] }, { "cell_type": "code", "execution_count": null, "id": "dc008f15", "metadata": {}, "outputs": [], "source": [ "test_df[test_df[\"transcript_full\"].str.contains(r\"\\[\")].head()" ] }, { "cell_type": "code", "execution_count": null, "id": "faca5ede", "metadata": {}, "outputs": [], "source": [ "n = 23\n", "row = test_df.iloc[n]\n", "Audio.from_file(os.path.join(AUDIO_DIR, row[\"audio\"])).play()\n", "print(row[\"uid\"])\n", "print(row[\"transcript\"])\n", "print(row[\"sl_transcript\"])" ] }, { "cell_type": "code", "execution_count": null, "id": "22240080", "metadata": {}, "outputs": [], "source": [ "# segment_uid = \"30815903-8a47-4d14-8557-41c352526d5d\"\n", "# segment_uid = \"974c5846-5ae1-4521-9ca2-83175d563c55\"\n", "# segment_uid = \"45a812db-16ef-494f-acde-6d151d012a70\"\n", "segment_uid = \"6643b5a8-06de-45cb-a99f-351c54d49133\" \n", "\n", "for n, m in enumerate(audio_rev_metas):\n", " rev_id = m[\"uid\"]\n", " for nn, mm in enumerate(m[\"segments_meta\"]):\n", " if mm[\"type\"] != \"speech\":\n", " continue\n", " if mm[\"orginial_audio_uid\"] == segment_uid:\n", " print(n, nn)\n", " print(audio_rev_metas[n][\"uid\"])\n", " print(audio_rev_metas[n][\"segments_meta\"][nn])\n", "# print(Tokens.from_dict(e[\"transcript\"][\"tokens\"]).text)" ] }, { "cell_type": "markdown", "id": "41a7cdec", "metadata": {}, "source": [ "gsutil -m cp /mnt/data-ssd-1/data/private/customer/speechly/2022-11-06_multilingual-50h/pipeline/2022_11_06/artifacts/en_tiktok_delivery_meta.jsonl gs://speechly-suno-wtyfeusyax/titktok/output/en_annotations.jsonl\n", "\n", "gsutil -m cp /mnt/data-ssd-1/data/private/customer/speechly/2022-11-06_multilingual-50h/pipeline/2022_11_06/artifacts/en_youtube_delivery_meta.jsonl gs://speechly-suno-wtyfeusyax/youtube/output/en_annotations.jsonl" ] }, { "cell_type": "code", "execution_count": null, "id": "7fc6b380", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "5054cd12", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "bc513d9e", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "d51f20f8", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "36ae3093", "metadata": {}, "source": [ "## Playground" ] }, { "cell_type": "code", "execution_count": null, "id": "dd4d76ba", "metadata": {}, "outputs": [], "source": [ "import os\n", "import numpy as np\n", "from suno_utils.audio import Audio\n", "\n", "tt_d = \"/mnt/data-ssd-1/data/private/customer/speechly/gcp_bucket/titktok/multilingual-50h/en/\"\n", "tt_fns = [fn for fn in os.listdir(tt_d) if fn.endswith(\".wav\")]\n", "yt_d = \"/mnt/data-ssd-1/data/private/customer/speechly/gcp_bucket/youtube/multilingual-50h/en/\"\n", "yt_fns = [fn for fn in os.listdir(yt_d) if fn.endswith(\".wav\")]\n", "print(\n", " round(np.sum([\n", " Audio.get_details(os.path.join(tt_d, fn), attempt_using_header=True)[\"duration_s\"] for fn in tt_fns\n", " ]) / 60 / 60, 1), \n", " \"hours of tiktok\"\n", ")\n", "print(\n", " round(np.sum([\n", " Audio.get_details(os.path.join(yt_d, fn), attempt_using_header=True)[\"duration_s\"] for fn in yt_fns\n", " ]) / 60 / 60, 1), \n", " \"hours of youtube\"\n", ")" ] }, { "cell_type": "code", "execution_count": null, "id": "365702d4", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "dda2a125", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 5, "id": "f7605e96", "metadata": {}, "outputs": [], "source": [ "with open(os.path.join(BASE_DIR, \"raw_data_manifest.json\")) as f:\n", " filepaths_info = json.load(f)" ] }, { "cell_type": "code", "execution_count": 6, "id": "6c4d9b44", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['fa41c1ad-cd4b-4659-b089-f1a40cf8c244',\n", " '/mnt/data-ssd-1/data/private/customer/speechly/gcp_bucket/titktok/multilingual-50h/en/6992749245828746502.wav',\n", " '/mnt/data-ssd-1/data/private/customer/speechly/2022-11-06_multilingual-50h/audio/fa41c1ad-cd4b-4659-b089-f1a40cf8c244.wav']" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "filepaths_info[0]" ] }, { "cell_type": "code", "execution_count": 8, "id": "7cae9cdc", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['fa3c38ff-e7f0-4d7e-b27d-3c0309c2c8db', '/mnt/data-ssd-1/data/private/customer/speechly/gcp_bucket/youtube/multilingual-50h/en/kE-L_7cXoBA.wav', '/mnt/data-ssd-1/data/private/customer/speechly/2022-11-06_multilingual-50h/audio/fa3c38ff-e7f0-4d7e-b27d-3c0309c2c8db.wav']\n" ] } ], "source": [ "for m in filepaths_info:\n", " if \"kE-L_7cXoBA\" in str(m):\n", " print(m)" ] }, { "cell_type": "code", "execution_count": 14, "id": "e9f0d1f1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "310f1c6f-20f9-487c-af86-57c29a7cb112\n", "{'segment_number': 0, 'type': 'speech', 'duration_s': 483.7529375, 'orginial_audio_offset_s': 0, 'orginial_audio_uid': 'fa3c38ff-e7f0-4d7e-b27d-3c0309c2c8db'}\n" ] } ], "source": [ "for m in audio_rev_metas:\n", " for mm in m[\"segments_meta\"]:\n", " if \"fa3c38ff-e7f0-4d7e-b27d-3c0309c2c8db\" in str(mm):\n", " print(m[\"uid\"])\n", " print(mm)" ] }, { "cell_type": "code", "execution_count": 24, "id": "58f7c579", "metadata": {}, "outputs": [], "source": [ "for m in audio_rev_metas:\n", " if m[\"uid\"] != \"310f1c6f-20f9-487c-af86-57c29a7cb112\":\n", " continue\n", " break\n", "# for mm in m[\"segments_meta\"]:\n", "# if \"fa3c38ff-e7f0-4d7e-b27d-3c0309c2c8db\" in str(mm):\n", "# print(m[\"uid\"])\n", "# print(mm)" ] }, { "cell_type": "code", "execution_count": 25, "id": "41a56334", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[{'segment_number': 0,\n", " 'type': 'indicator',\n", " 'duration_s': 0.9999375,\n", " 'indicator_str': '000'},\n", " {'segment_number': 0, 'type': 'silence', 'duration_s': 0.25},\n", " {'segment_number': 0,\n", " 'type': 'speech',\n", " 'duration_s': 483.7529375,\n", " 'orginial_audio_offset_s': 0,\n", " 'orginial_audio_uid': 'fa3c38ff-e7f0-4d7e-b27d-3c0309c2c8db'},\n", " {'segment_number': 0, 'type': 'silence', 'duration_s': 0.25},\n", " {'segment_number': 1,\n", " 'type': 'indicator',\n", " 'duration_s': 0.9999375,\n", " 'indicator_str': '001'},\n", " {'segment_number': 1, 'type': 'silence', 'duration_s': 0.25},\n", " {'segment_number': 1,\n", " 'type': 'speech',\n", " 'duration_s': 601.44325,\n", " 'orginial_audio_offset_s': 0,\n", " 'orginial_audio_uid': 'a3f6f715-d45d-4576-bb89-e6cbefdf0ab6'},\n", " {'segment_number': 1, 'type': 'silence', 'duration_s': 0.25},\n", " {'segment_number': 2,\n", " 'type': 'indicator',\n", " 'duration_s': 0.9999375,\n", " 'indicator_str': '002'},\n", " {'segment_number': 2, 'type': 'silence', 'duration_s': 0.25}]" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "m[\"segments_meta\"][:10]" ] }, { "cell_type": "code", "execution_count": null, "id": "02d50461", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 10, "id": "3326c15e", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Audio.from_file(\"/mnt/data-ssd-1/data/private/customer/speechly/2022-11-06_multilingual-50h/audio/fa3c38ff-e7f0-4d7e-b27d-3c0309c2c8db.wav\").play()" ] }, { "cell_type": "code", "execution_count": null, "id": "bce42f09", "metadata": {}, "outputs": [], "source": [ "print(round(np.sum([e[\"duration_s\"] for e in segments_manifest]) / 60 / 60, 1), \"hours\")" ] }, { "cell_type": "code", "execution_count": 18, "id": "387e5b74", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "01_segment_meta.json\t\t\ten_tiktok_delivery_meta.jsonl\r\n", "02_segment_meta_post_norm_and_asr.json\ten_youtube_delivery_meta.jsonl\r\n" ] } ], "source": [ "!ls /mnt/data-ssd-1/data/private/customer/speechly/2022-11-06_multilingual-50h/pipeline/2022_11_06/artifacts/" ] }, { "cell_type": "code", "execution_count": 19, "id": "75549bc0", "metadata": {}, "outputs": [], "source": [ "with open(os.path.join(ARTIFACTS_DIR, \"en_youtube_delivery_meta.jsonl\")) as f:\n", " output_metadata = [json.loads(e) for e in f.read().strip().split(\"\\n\")]" ] }, { "cell_type": "code", "execution_count": 20, "id": "9222a37c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'transcript': \"i became an important little boy money long like a sock with some shorts my bitch white and she brown like a port ed umacation abort booking these dorks what's up guys it's your boy darkskin and today we're gonna be talking about frigg now the reason why we're talking about frigg is because she actually has a couple of different things going on with her that are incorrect now whether this is a bug or if they brought her over to the game and they didn't change some stuff or whatever the case may be who knows but there is something going on with frigg let me show you guys so if you guys look right here at my team you'll notice i have i have frigg tsubasa and meryl so i have ice resonance right well with ice resonance that means that my frost attack is five thousand seven hundred now the thing about this is whenever i use my\", 'transcript_full': \"I became an important little boy Money long like a sock with some shorts My bitch white and she brown like a port Ed-umacation abort, booking these dorks What's up guys? It's your boy Darkskin. And today we're gonna be talking about Frigg. Now the reason why we're talking about Frigg is because she actually has a couple of different things going on with her that are incorrect. Now whether this is a bug or if they brought her over to the game and they didn't change some stuff or whatever the case may be, who knows? But there is something going on with Frigg. Let me show you guys. So if you guys look right here at my team, you'll notice I have, I have Frigg, Tsubasa and Meryl. So I have Ice Resonance, right? Well, with Ice Resonance, that means that my frost attack is 5,700. Now the thing about this is whenever I use my\", 'id': 'kE-L_7cXoBA'}\n" ] } ], "source": [ "for m in output_metadata:\n", " if \"kE-L_7cXoBA\" in str(m):\n", " print(m)" ] }, { "cell_type": "code", "execution_count": 27, "id": "19496735", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'transcript': \"my frost attack goes up by eight hundred so it's six thousand five hundred now and just to prove this if i walk out five thousand seven hundred i walk in six thousand five hundred so her one is giving her an attack boost of i'm not entirely sure on the math because i didn't do the math so i'm not sure if that's fifteen percent thirteen percent or whatever but the point is that it's giving my team frost attack now if you look at her one they took out the part where it gives you increased fifteen percent but it doesn't stop there not only does the skill not tell you that it gives this fifteen percent but apparently you can only get this extra boost if you have her c three now if you look at her c three it says increased frostiness limit to fifteen when using discharge skills of frost weapons in the frost domain they'll damage equal to twenty percent of frost attack plus current frostiness to all targets in the domain so basically you just do extra damage with discharge skills so one i didn't use a discharge skill and two it doesn't say on there anywhere that her normal skill will give a boost now i actually have footage shout out to my friend medusa he recorded this he doesn't have a c three frigg but whenever he did his skill it did not increase his frost attack so as you guys saw from that you can see his frost attack did not increase even after and before well before it was the same but after he used the skill it did not increase so as far as for whatever reason if you have her c three and you use her one ability it does give your team a frost attack increase i have no idea why this is the case or what the reasoning is or whatever because even if you look at the china version it doesn't give you an increase at all now right here it gives you five percent increase but this is for the discharge skills right this is not for the scale so i have no idea why her one gives increase as you can see right here and just to like show you guys even let's say like i take them off the team right like i run something completely different so right here there's there's no frost resonance or anything my my frost attack is three thousand nine hundred once i use it destroy my frost attack is four thousand five hundred and that's like without resonance and everything so like it doesn't matter who's on the team or what is what the case is if you have her c three apparently it gives you the attack or frost attack bug so i wanted to show you guys this because i have like i said i had no idea why this did what it did and there's actually a reddit post on this as well now i figure i found this out from someone in my chat someone told me while i was live streaming but if you go to the reddit post they have a whole bunch of stuff here additional info info for those interest in frigg mechanics her a three or c three her third dupe provides a hidden thirteen i guess it's fifteen percent sign frost attack buff that isn't mentioned anywhere in the game or even stated as a buff her six right states that it provides a twelve percent frost attack buff but a okay so i guess he he did more math et cetera and cut this out a six provides a twenty five percent sign frost attack buff now keep in mind it set like i said it says twelve percent a hundred per like it says twelve percent right but apparently it's giving a twenty five percent attack buff which is the same that it is on cn so i guess some of the stuff just transferred over incorrectly or some stuff didn't transfer i don't know edit there's news saying the a three gives frost attack it's actually a bug fun's now over edit two take note it's fifteen percent frost attack buff from a three and a six gives twenty five percent frost attack for a total of forty percent frost attack from the a three a six and fifty five percent sign total if you add frost resonance so long story short she's not supposed to have the fifteen percent sign from her from her c three or a three whatever you wanna call it and she's not supposed to have the twenty five percent from her a six she's supposed to have only twelve percent on the a six so she's basically getting a total of twenty eight percent attack increase right now on global that's automatic right she's not supposed to have this now i was talking about this in my stream about how they basically released this character with these in the game already and let's say they take it out of the game like i know people are saying oh well it's a bug et cetera et cetera but it's like if you take it out of the game at that point do we deserve compensation now i don't work for the company you know they can do whatever they want they don't have to compensate anybody but it's pretty much we summon for a character we got the character we've been using the character and come to find out the character has stuff in their kit that they're not supposed to have so taking it out of the kit is gonna make the character worse so for anyone that's already that said oh well frigg doesn't seem like she's doing that much damage or frigg doesn't think you know frigg isn't doing as much as i thought she would if they take these buffs out of the or these bugs out of the game she's gonna be even worse well grant well i mean it's only if it's you know if you have c three or c six so for most people she's not gonna be worse i guess but for some people she will but anyways i just wanted to make that video for you guys show you guys that you know apparently frigg is bugged c three gives increased damage and c six gives increased damage as well on top of you know everything else with the character and her already being nerved i don't know but let me know what you guys think in the comment section below i like i said i don't i don't think like but that's the thing right before we before we continue they could just put it in there they could just say c three gives fifteen percent and then they could change c six to twenty five since it's already in the game now i don't know if that's actually gonna happen or what but they could do that but let me know what you guys think you know do y'all think that do y'all think that they're going to take it outta the game do y'all think they're going to keep it in the game what do you guys think you think we'll get compensated or no i don't know but anyways that's gonna be of this video but should you give likes or subscribe to the channel if you're new comment down below tell us you guys think in comment section with that being said i'll see you guys next time peace zero zero one just saying i'm sorry i didn't mean to i we can leave if you want with no harm okay no harm please what is up jesters welcome back to another video today i'm here with michelle and we've got a special video planned out for tonight as you guys know it is saturday which means today we are gonna be facetiming one very special character a lot of you guys requested this in the comments down below tonight we are gonna be facetiming flash at three am it's gonna be insane guys the last character that i did was spider man and it did not go well at all so i'm not looking forward to this it's gonna be absolutely insane i'm really hoping we can find the number on the first try and get straight into facetiming him cause i wanna see your guys' reaction i wanna see his reaction specifically like if we can get something great off him flash like bro i can't imagine i can't imagine yeah it's gonna be insane guys you know flash you guys don't know who he is here's a picture of him right here he runs really really fast specifically like lightning speed he is the fastest of all people in the world so we're gonna give him a call and we're gonna see if it actually works so of course as always we do these challenges at three am because it's the devil's hour the devil's hour the most paranormal activity so we hope that something creepy that maybe upsets him we don't really want it to but if it does it does you know what i mean it'll make for good footage it'll make for good footage so now of course as always we have to find the phone number we're gonna scavenge across google hopefully find it right away put it in my phone and give it a call and hope we can find him two thousand years later all right so as you guys can see it's three zero eight we actually found it found it it just took a little bit of time so we started this at three o'clock and it's been eight minutes since we found the phone number i'm hoping it works normally i can find the number quicker and we kind of just like last ditch effort just like found a random number at said it was flashes and we're gonna give it a call we're gonna give it a shot i'll show you guys right here that i put it in my phone as you guys can see there it is right in my phone i'm gonna blur out the number just so that you guys can't call this because it is dangerous to call these numbers at three am and some crazy stuff could happen i don't want it to happen to you guys so please do not try any of these challenges at home please stay safe and just watch from afar and we're gonna do the stuff for you guys now let's give him a call and let's get into it you wanna try you wanna call him sure wanna be the the one i am stressing out right now i'm really really hoping he answers right away and make for a really good video all right do the honors press the call button let's hope go there you go he answers okay guys so if he does answer this is gonna be like absolutely insane imagine facetiming call is connecting is it answer it who's calling me at this time hello jesse yes i knew it was you what what do you mean why are you calling me we're making a video i don't like getting phone calls at three am we're making a video is this really you flash hello is this really you yes it's me oh my god bro there's no way the real flash flash what i have so much to ask i don't like that you're doing this at three am okay you're doing it to my friends you're doing it to me i'm coming after you yeah i please don't come after me yo what does it mean bro i don't know you offer me something right now what and i won't come like what what do what you know i'm the flash you know i can be there in a couple of seconds i know i know okay what do you want us to offer that's right you have nothing jesse bro michelle yo yeah i'm coming to right now no please what no you yo yo oh my god there's no there's no way he's already here wait what he just hung up the phone he he literally just okay wait the door is closed closed though that's good i think i locked it whoa wait yo what wait what whoa what the hell's happening wait he's already back here yo yo bro what the hell is going on oh my god what where do we check where do we check oh my god what do you want with us i saw you whoa whoa whoa whoa jesse what the did you see him whoa where'd he go he's gone he's literally gone i literally saw him right there he's gone what happened where the hell did he go he's still quick whoa this doesn't make any sense guys he's that he's that fast guys i recorded that entire thing he moves literally like a lightning he's so quick it's unbelievable like bro what it be oh the light get the get the light now where's the light yo yo it's here it's somewhere here yo oh yo yo what the hell dude hey you see him he's gone how did he do that he's playing games with us bro he's literally playing games with us we shouldn't have facetimed flash at three am dude that was guys this was a mistake this was a real mistake i don't know if he's here to like harm us but he's messing around he's playing games and it's not it's it's it's freaking me the hell out dude he's not anymore dude this is hap this is way too quick what he wasn't joking though he wasn't joking when he said this is fast oh my god bro i locked that door though how did he come in doesn't make any sense dude i don't know he has like superpowers or something he must well obviously bro i'm freaking the hell out hey flash where are you bro i can't see him over there i think he might literally be like right there yeah you wanna check it yo flash we know you're there stop playing games with us how did you get in what the how do we get in here this thing is locked wait flash it's me what hey i'm sorry okay i didn't mean to upset you i told you guys not to call me i know that i know it's three am i know i understand i didn't mean you shouldn't be calling me at this time oh michael i i just i'm just saying i'm sorry i didn't mean to i we can leave if you want with no harm okay no harm you gonna regret this jesse please no please please no no no please please where you going hey hey my ankle ah oh my god where did he go what michelle i think he went after michelle michelle bro hey jesse oh my god so what the heck is happened man y'all just kicked me you okay he just kicked my chest bro oh my god bro here help me up oh my god oh crap yo leave down he's coming he's coming oh please no problem no no no please stop please oh my god jesse yo jesse jesse are you okay guys where's the flash jesse the flash he's gone yo jesse yo hey man are you okay yo jesse yo he just threw you across the gym what come on yo i don't know where the flash is but but before he comes back we need to go we need to go right now we're in danger the flash he just kicked you across the gym man wait i don't know where he went like right there let's go let's go my chest my chest you okay oh i don't know just get outta here oh we'll end in the car okay screw our stuff we'll leave it here we gotta go go get outta here car oh my god michael let's go let's go let's go let's go let's go get outta here now oh my god bro oh my god get outta here and in the car and in the car go go go go it's locked alright guys we're back in the car we are staying in here all of our stuff is inside of the gym still yeah luck michael he got us coat i didn't like i'm freezing right now so i'm about to head home and go to sleep i hope you guys enjoyed if you did please drop a like down below and subscribe to my channel for more content like this there is a lot more coming so stay tuned also be sure to go and show some love to him i linked all of his things down below go and subscribe to him go and follow him on instagram and until next time guys jesse's out\", 'transcript_full': \"my frost attack goes up by 800. So it's 6,500 now, and just to prove this, if I walk out 5,700, I walk in 6,500. So her one is giving her an attack boost of, I'm not entirely sure on the math because I didn't do the math. So I'm not sure if that's 15%, 13% or whatever. But the point is that it's giving my team frost attack. Now if you look at her one, they took out the part where it gives you increased 15%, but it doesn't stop there. Not only does the skill not tell you that it gives this 15%, but apparently you can only get this extra boost if you have her C3. Now if you look at her C3, it says increased frostiness limit to 15. When using discharge skills of frost weapons in the frost domain, they'll damage equal to 20% of frost attack plus current frostiness to all targets in the domain. So basically you just do extra damage with discharge skills. So one, I didn't use a discharge skill, and two, it doesn't say on there anywhere that her normal skill will give a boost. Now, I actually have footage shout out to my friend Medusa. He recorded this. He doesn't have a C3 Frigg, but whenever he did his skill, it did not increase his frost attack. [music] So as you guys saw from that, you can see his frost attack did not increase even after and before, well before it was the same, but after he used the skill, it did not increase. So as far as for whatever reason, if you have her C3 and you use her one ability, it does give your team a frost attack increase. I have no idea why this is the case or what the reasoning is or whatever, because even if you look at the China version, it doesn't give you an increase at all. Now right here, it gives you 5% increase, but this is for the discharge skills, right? This is not for the scale. So I have no idea why her one gives increase, as you can see right here. And just to like show you guys even let's say like I take them off the team, right? Like I run something completely different. So right here, there's, there's no Frost Resonance or anything. My, my frost attack is 3,900. Once I use it,- [speaker_change] Destroy. [speaker_change] my frost attack is 4,500 and that's like without Resonance and everything. So like it doesn't matter who's on the team or what is what the case is. If you have her C3, apparently it gives you the attack or frost attack bug. So, I wanted to show you guys this because I have, like I said, I had no idea why this did what it did. And there's actually a Reddit post on this as well. Now I figure, I found this out from someone in my chat. Someone told me while I was live streaming, but if you go to the Reddit post, they have a whole bunch of stuff here, additional info, info for those interest in Frigg mechanics, her A3 or C3, her third dupe provides a hidden 13, I guess it's 15% frost attack buff that isn't mentioned anywhere in the game or even stated as a buff. Her six, right, states that it provides a 12% frost attack buff, but A, okay, so I guess he, he did more math, et cetera and cut this out, A6 provides a 25% frost attack buff. Now keep in mind, it set like I said, it says 12%, a hundred per, like it says 12%, right? But apparently it's giving a 25% attack buff, which is the same that it is on CN. So, I guess some of the stuff just transferred over incorrectly or some stuff didn't transfer, I don't know. Edit, there's news saying the A3 gives frost attack, it's actually a bug, fun's now over. Edit two, take note, it's 15% frost attack buff from A3 and A6 gives 25% frost attack for a total of 40% frost attack from the A3, A6 and 55% total if you add Frost Resonance. So long story short, she's not supposed to have the 15% from her, from her C3 or A3, whatever you wanna call it. And she's not supposed to have the 25% from her A6, she's supposed to have only 12% on the A6. So she's basically getting a total of 28% attack increase right now on global. That's automatic, right? She's not supposed to have this. Now I was talking about this in my stream about how they basically released this character with these in the game already and let's say they take it out of the game. Like I know people are saying, Oh well it's a bug, et cetera, et cetera. But it's like if you take it out of the game, at that point, do we deserve compensation? Now I don't work for the company. You know, they can do whatever they want, they don't have to compensate anybody, but it's pretty much we summon for a character, we got the character, we've been using the character and come to find out the character has stuff in their kit that they're not supposed to have. So taking it out of the kit is gonna make the character worse. So for anyone that's already that said, Oh, well Frigg doesn't seem like she's doing that much damage, or Frigg doesn't think, you know, Frigg isn't doing as much as I thought she would. If they take these buffs out of the, or these bugs out of the game, she's gonna be even worse. Well Grant, well, I mean it's only if it's, you know, if you have C3 or C6. So for most people she's not gonna be worse I guess, but for some people she will. But anyways, I just wanted to make that video for you guys, show you guys that you know, apparently Frigg is bugged, C3 gives increased damage and C6 gives increased damage as well on top of, you know, everything else with the character and her already being nerved, I don't know. But let me know what you guys think in the comment section below. I, like I said, I don't, I don't think like, but that's the thing, right? Before we, before we continue, they could just put it in there. They could just say C3 gives 15% and then they could change C6 to 25 since it's already in the game. Now I don't know if that's actually gonna happen or what, but they could do that. But let me know what you guys think, you know, do y'all think that? Do y'all think that they're going to take it outta the game? Do y'all think they're going to keep it in the game? What do you guys think? You think we'll get compensated or no? I don't know. But anyways, that's gonna be, of this video but should you give likes or subscribe to the channel if you're new, comment down below tell us you guys think in comment section with that being said, I'll see you guys next time. Peace. Zero, zero, one. Just saying, I'm sorry, I didn't mean to I, we can leave if you want with no harm, okay? No harm. [inaudible] Please. What is up Jesters, welcome back to another video. Today I'm here with Michelle and we've got a special video planned out for tonight. As you guys know, it is Saturday, which means today we are gonna be FaceTiming one very special character. A lot of you guys requested this in the comments down below, tonight, we are gonna be FaceTiming Flash at 3:00 AM. It's gonna be insane guys, the last character that I did was Spider-Man and it did not go well at all. So I'm not looking forward to this. It's gonna be absolutely insane. I'm really hoping we can find the number on the first try and get straight into FaceTiming him. Cause I wanna see your guys' reaction. I wanna see his reaction specifically. Like if we can get something great off him, [speaker_change] Flash like. [speaker_change] Bro, I can't imagine. [speaker_change] I can't imagine, yeah. [speaker_change] It's gonna be insane guys. You know, Flash, you guys don't know who he is. Here's a picture of him right here. He runs really, really fast, specifically like lightning speed. He is the fastest of all people in the world. So we're gonna give him a call and we're gonna see if it actually works. So of course, as always, we do these challenges at 3:00 AM because it's the devil's hour. The devil's hour, the most paranormal activity. So we hope that something creepy that maybe upsets him. We don't really want it to, but if it does, it does. You know what I mean? [speaker_change] It'll make for good footage. [speaker_change] It'll make for good footage. So now of course, as always, we have to find the phone number. We're gonna scavenge across Google, hopefully find it right away, put it in my phone and give it a call and hope we can find him. [speaker_change] 2000 years later. [speaker_change] All right, so as you guys can see, it's 3 0 8 We actually [speaker_change] Found it. [speaker_change] Found it, it just took a little bit of time. So we started this at three o'clock and it's been eight minutes since we found the phone number. I'm hoping it works. Normally I can find the number quicker and we kind of just like last ditch effort, just like found a random number at, said it was Flashes and we're gonna give it a call. We're gonna give it a shot. I'll show you guys right here that I put it in my phone as you guys can see there it is right in my phone. I'm gonna blur out the number just so that you guys can't call this because it is dangerous to call these numbers at 3 AM and some crazy stuff could happen. I don't want it to happen to you guys. So please do not try any of these challenges at home. Please stay safe and just watch from afar and we're gonna do the stuff for you guys. Now, let's give him a call and let's get into it. You wanna try, you wanna call him? [speaker_change] Sure. [speaker_change] Wanna be the, the one I am stressing out right now. I'm really, really hoping he answers right away and make for a really good video. All right, do the honors, press the call button. Let's hope go. [speaker_change] There you go. [speaker_change] He answers. Okay guys. So if he does answer, this is gonna be like absolutely insane, imagine. FaceTiming. [speaker_change] Call is connecting. [speaker_change] Is it? [speaker_change] Answer it. [speaker_change] Who's calling me at this time? [speaker_change] Hello? [speaker_change] Jesse? [speaker_change] Yes. [speaker_change] I knew it was you. [speaker_change] What? What do you mean? [speaker_change] Why are you calling me? [speaker_change] We're making a video. [speaker_change] I don't like getting phone calls at 3:00 AM. [speaker_change] We're making a video. Is this really you Flash? Hello? Is this really you? [speaker_change] Yes, it's me. [speaker_change] Oh my God. [speaker_change] Bro, there's no way. [speaker_change] The real Flash. [speaker_change] Flash? What? I have so much to ask. [speaker_change] I don't like that you're doing this at 3 AM. [speaker_change] Okay. [speaker_change] You're doing it to my friends. You're doing it to me. I'm coming after you. [speaker_change] Yeah, I please don't come after me. [speaker_change] Yo, what does it mean? [speaker_change] Bro, I don't know. [speaker_change] You offer me something right now. [speaker_change] What? [speaker_change] And I won't come. [speaker_change] Like what? What do what? [speaker_change] You know I'm the Flash. You know I can be there in a couple of seconds. [speaker_change] I know, I know okay, what do you want us to offer? [speaker_change] That's right, you have nothing. Jesse? [speaker_change] Bro. [speaker_change] Michelle? [speaker_change] Yo. [speaker_change] Yeah. [speaker_change] I'm coming to right now. [speaker_change] No, please. [speaker_change] What? [speaker_change] No, you yo, yo. [speaker_change] Oh my God. [speaker_change] There's no, there's no way he's already here. Wait, what? [speaker_change] He just hung up the phone. [speaker_change] He, he literally just. Okay, wait, the door is? [speaker_change] Closed. [speaker_change] Closed though. That's good. I think I locked it. Whoa, wait. [speaker_change] Yo, what? [speaker_change] Wait, what? Whoa, what the hell's happening? Wait, he's already back here? Yo, yo bro, what the hell is going on? [speaker_change] Oh my god. [speaker_change] What? Where do we check? Where do we check? Oh my God. [inaudible] What do you want with us? I saw you. Whoa, whoa, whoa, whoa. [speaker_change] Jesse what the, did you see him? [speaker_change] Whoa. Where'd he go? He's gone. He's literally gone. [speaker_change] I literally saw him right there. [speaker_change] He's gone. [speaker_change] What happened? [speaker_change] Where the hell did he go? [speaker_change] He's still quick. [speaker_change] Whoa, this doesn't make any sense, guys. He's that, he's that fast guys. I recorded that entire thing. He moves literally like a lightning. He's so quick, it's unbelievable. Like, bro, what it be? Oh, the light. Get the get the light now. Where's the light? Yo, yo, it's here. It's somewhere here. Yo. Oh, yo, Yo. What the hell, dude? Hey, you see him? [speaker_change] He's gone. [speaker_change] How did he do that? He's playing games with us, bro. He's literally playing games with us. [speaker_change] We shouldn't have FaceTimed Flash at 3 AM. [speaker_change] Dude that was, guys this was a mistake. This was a real mistake. I don't know if he's here to like harm us, but he's messing around. He's playing games and it's not, it's it's, it's freaking me the hell out, dude. [speaker_change] He's not anymore, [speaker_change] Dude this is hap, this is way too quick. What? He wasn't joking though. He wasn't joking when he said this is fast. [speaker_change] Oh my god. [speaker_change] Bro. I locked that door though, how did he come in? Doesn't make any sense, dude. [speaker_change] I don't know. He has like superpowers or something. [speaker_change] He must. Well, obviously, bro, I'm freaking the hell out. Hey Flash. [speaker_change] Where are you? [speaker_change] Bro, I can't see him over there. I think he might literally be like right there. Yeah, you wanna check it? Yo, Flash. We know you're there. Stop playing games with us. How did you get in? What the? How do we get in here, this thing is locked. Wait! Flash? [speaker_change] It's me. [speaker_change] What? Hey, I'm sorry, okay. I didn't mean to upset you. [speaker_change] I told you guys not to call me. [speaker_change] I know that. I know [speaker_change] It's 3 AM. [speaker_change] I know, I understand. I didn't mean. [speaker_change] You shouldn't be calling me at this time. [speaker_change] Oh, Michael. [speaker_change] I I just, I'm just saying, I'm sorry. I didn't mean to I, we can leave if you want with no harm. Okay? No harm. [speaker_change] You gonna regret this Jesse. [speaker_change] Please. No, please, please. No, no. No please, please. Where you going? Hey, hey. My ankle. Ah, oh my God. Where did he go? What, Michelle? I think he went after Michelle. Michelle, bro? [speaker_change] Hey Jesse. [speaker_change] Oh my god. [speaker_change] So what the heck is happened man? [speaker_change] Y'all just kicked me. [speaker_change] You okay? [speaker_change] He just kicked my chest bro. [speaker_change] Oh my God, bro. [speaker_change] Here, help me up. [speaker_change] Oh my God. [speaker_change] Oh crap. Yo, leave down. He's coming. He's coming. Oh, please, no problem. No, no, no. Please stop, please. [speaker_change] Oh my God, Jesse? Yo, Jesse? Jesse, are you okay? Guys? Where's the Flash? Jesse the Flash, he's gone. Yo, Jesse, yo. Hey man, are you okay? Yo, Jesse, yo. He just threw you across the gym. [speaker_change] What? [speaker_change] Come on. Yo, I don't know where the Flash is, but, but before he comes back, we need to go. We need to go right now. We're in danger. The Flash. He just kicked you across the gym, man. [speaker_change] Wait. [speaker_change] I don't know where he went. [speaker_change] Like right there. Let's go. Let's go. My chest. My chest. [speaker_change] You okay? [speaker_change] Oh, I don't know. Just get outta here. Oh, we'll end in the car, okay? Screw our stuff. We'll leave it here. We gotta go. Go get outta here car. [speaker_change] Oh my god. [speaker_change] Michael, let's go, let's go, let's go, let's go, let's go. Get outta here now. Oh my God, bro. Oh my God. Get outta here. And in the car, and in the car. Go, go, go, go. [speaker_change] It's locked. [speaker_change] Alright guys, we're back in the car. We are staying in here. All of our stuff is inside of the gym still. [speaker_change] Yeah. Luck Michael he got us coat. I didn't like, I'm freezing right now, so I'm about to head home and go to sleep. I hope you guys enjoyed. If you did, please drop a like down below and subscribe to my channel for more content like this. There is a lot more coming, so stay tuned. Also, be sure to go and show some love to him. I linked all of his things down below. Go and subscribe to him. Go and follow him on Instagram and until next time guys. Jesse's out. 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'speaker_id': 0}, {'value': 'this', 'type': 'text', 'speaker_id': 0}, {'value': 'is', 'type': 'text', 'speaker_id': 0}, {'value': 'whenever', 'type': 'text', 'speaker_id': 0}, {'value': 'i', 'type': 'text', 'speaker_id': 0}, {'value': 'use', 'type': 'text', 'speaker_id': 0}, {'value': 'my', 'type': 'text', 'speaker_id': 0}]}, 'transcript_asr': {'model_id': 'aadb09f9-7e5c-4f80-902b-038da433b0a5__EncDecCTCModelBPE', 'transcript': \"was some guys a sh dar skin and today we're to be talking about frig now the reason why we're talking about frig is because she actually has a couple of different things going on with her that are in correct now whether this is a bug or if they brought her over to the game and they didn't change the stuff or whatever the case may be who knows but there is something going on with frig let me show you guys so if you guys look right here at my team you'll notice i have merrill so i have ice residents right well with ice residents that means that my frost attack is fift seven hundred now the thing about this is whenever i use my one my frost attack goes up by eight hundred sixty five hundred now and just to prove this if i walk out fifty seven hundred i walk in sixty five hundred so her one is giving her an attack boost of i'm not entirely sure on the map because i didn't do the map so i'm not sure if that's fifteen percent thirteen percent or whatever but the point is that it's giving my team frost attack now if you look at her one they took out the part where it gives you increase fifteen percent but it doesn't stop there not only does the skill not tell you that it gives this fifteen percent but apparently you can only get this extra boost if you have her c three now if you look at her c three a says increase frostiness limit to fifteen when using discharge skills of frost weapons in the frost domain bill damage equal to twenty percent of frost attack puts current frostiness to all targets in the domain so basically you just do extra damage with discharge skills so one i didn't use a discharge skill in two it doesn't say on there anywhere that her normal skill will give a boost now i actually have footage shot out to my frim the do s he recorded this he doesn't have a c three frek but whenever he did his skill it did not increase his frost attack so as you guys saw from that you can see his frost attack did not increase even after and before well before it was the same but after he used a skill it did not increase so as far as for whatever reason if you have her c three and you use her one ability it does give your team a frost attack increase i have no idea why this is the case or what the reasoning is or whatever because even if you look at the china version it doesn't give you an increase at all now right here gives you five percent increase but this is for the discharge skills right this is not for the scale so i have no idea why her one gives increase as you see right here and just like show you guys even let's say like i take them off the team right like i run something completely different so right here there's there's no frost residents or anything my frost attack is thirty nine hundred once i use it my frost attack is forty five hundred and that's like without residents and everything so like itesn't matter who's on the team or what is what the case is if you have her c three apparently it gives you the attack but or frost attack b so i want to show you guys this because i have like i said i had no idea why this did what it did and there's actually a redit post on this as well now i think if i found this out from someone in my chat someone told me while was live streaming but if you go to the red it post they have a whole bunch of stuff here additional inform info for those interested in for mechanics her a three or c three her third dupe provides a hidden thirteen i guess it's fifteen percent frost attack buff that isn't mentioned anywhere in the game or even stated as a buff her six right states that it provides a twelve percent frost attack buff but e ok so i guess he did more math exceter and cut this out a six provides a twenty five percent frost attack buf now keep in mind it's set like i said it says twelve percent one hundred percent like it says twelve percent right but apparently it's giving a twenty five percent attack bu which is the same that it is on c n so i guess some of the stuff just transferred over incorrectly or some stuff didn't transfer i don't know at it there's news saying the a three gives frost attack it's actually a bug funds now over at it to take no it's fifteen percent fros at tach bf from a three and a six gives twenty five percent frost attack for tot of forty percent f us a tak from the eight a three six and fifty five percent total if you a frost residents so long story short she's not supposed to have the fifteen percent from her from her c three or a three whatever you want to call it and she's not supposed to have the twenty five percent from her a six she's supposed to have only twelve percent on the six so she's basically getting a total of twenty eight percent attack increase right now on global that's automatic right she's not supposed to have this now i was talking about this in my stream about how they they basically released this character with these in the game already and let's say they take it out of the game like i know people saying ohll it's a bug etc etc but it's like if you take it out of the game at that point do we deserve compensation now i don't work for the company you know they can do whatever they want they don't have to compensate anybody but it's pretty much we summon for a character we got the character we've been using the character and come to find out the character has stuff in their kit that they're not supposed to have so taking it out of the kids going to make the character worse so for anyone that's already that said oh f it doesn't seem like she's doing that much damage or freg doesn't think you know fg isn't doing as much as i thought she would if they take these buffs out of the are these bugs out of the game she's going to be even worse well grant well i mean it's only if it's you know if you have c three or c six so for most people she's not going to be worse i guess but for some people she will but anyways i just want to make that video for you guys so you guys that you know apparently fri gs bugged c three gives increased damage and c six gives increased damage as well on top of you know everything else with the character in her already being nerved i don't know but let me know what you guys thing to come section blow i like i said i don't i don't think like but this is a thing right before we before we continue they could just put it in there they could just say ce three gives fifteen percent and then they coeld change c six to twenty five since it's already in the game now i don't know if that's actually going to happen or what but they could do that but let me know what you guys think you know do you all think that do all think that they're going to take it out of the game do youll think they're going to keep it in the game what do you guys think you think we'll get compensated or no i don't know but anyways that's going to be if this video we should give a likelections cont to sho if you're new coma down below tones guust in the come sex wellt that being said i'll see guy next time\"}}\n" ] } ], "source": [ "for m in segments_manifest:\n", " if \"fa3c38ff-e7f0-4d7e-b27d-3c0309c2c8db\" in str(m):\n", " print(m)" ] }, { "cell_type": "code", "execution_count": 22, "id": "840ff3bb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['fa3c38ff-e7f0-4d7e-b27d-3c0309c2c8db', '/mnt/data-ssd-1/data/private/customer/speechly/gcp_bucket/youtube/multilingual-50h/en/kE-L_7cXoBA.wav', 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