blog

youtube-scraping-only-lengths.py (66544B)

---

 # 2711 terms
 search_terms = [
     "charlie kirk",
     "canelo vs crawford",
     "iphone 17",
     "groyper",
     "nepal",
     "d4vd",
     "georgia vs tennessee",
     "iphone 17 pro max",
     "kash patel",
     "matthew dowd",
     "evergreen high school",
     "utep vs texas",
     "clemson vs georgia tech",
     "south florida vs miami fl",
     "larry ellison",
     "martin sheen",
     "wisconsin vs alabama",
     "airpods pro 3",
     "ben shapiro",
     "poland",
     "yankees vs red sox",
     "oracle stock",
     "real sociedad - real madrid",
     "brentford vs chelsea",
     "charlie kirk kids",
     "usc vs purdue",
     "the girlfriend",
     "anthony rizzo",
     "atlético madrid - villarreal",
     "tommy robinson",
     "colorado vs houston",
     "asia cup",
     "dean withers",
     "central mi vs michigan",
     "skye valadez",
     "pittsburgh vs west virginia",
     "nina dobrev",
     "dermarite recall products",
     "google gemini",
     "vance boelter",
     "borderlands 4",
     "villanova vs penn state",
     "taylor frankie paul",
     "ufc noche",
     "charlie kirk videos youtube",
     "borderlands 4 shift codes",
     "ios 26 release date",
     "brock bowers",
     "oracle",
     "youngstown st vs mi state",
     "chivas vs america",
     "emilio estevez",
     "oregon state vs texas tech",
     "att",
     "super mario galaxy movie",
     "rays vs cubs",
     "nepal news",
     "oregon vs northwestern",
     "lucius q bbq",
     "mossad",
     "rangers vs mets",
     "oklahoma vs temple",
     "austin ekeler",
     "spinal tap 2",
     "stephen king",
     "george floyd",
     "ukrainian girl stabbed on train",
     "hcu vs nebraska",
     "sean penn",
     "charlie kirk freedom shirt",
     "royals vs phillies",
     "facebook user privacy settlement",
     "life on mars",
     "south alabama vs auburn",
     "richmond vs unc",
     "timothy craig ramsey",
     "tucker carlson",
     "joey aguilar",
     "tigers vs marlins",
     "mexican independence day 2025",
     "borderlands 4 review",
     "south park charlie kirk",
     "iphone 17 pro max case",
     "megyn kelly",
     "2xko",
     "gemini",
     "brian kilmeade",
     "visa bulletin",
     "norfolk state vs rutgers",
     "beauty in black season 2",
     "downton abbey movie",
     "miranda cosgrove",
     "lsu vs florida",
     "juventus vs inter",
     "charlie sheen net worth",
     "orioles vs blue jays",
     "louisiana vs missouri",
     "west ham vs tottenham",
     "wnba playoff schedule",
     "lily collins",
     "pokopia",
     "jfk",
     "palestine",
     "james talarico",
     "office depot",
     "west county mall",
     "warfare movie",
     "mirai movie",
     "commanders vs packers",
     "andrew tate",
     "gunner stockton",
     "zac efron",
     "alice pereira",
     "chandra nagamallaiah",
     "tatiana suarez",
     "the big e",
     "harvey levin",
     "fiorentina vs napoli",
     "juventus - inter",
     "white sox vs guardians",
     "andrade",
     "brett kavanaugh",
     "dakota johnson",
     "civil war",
     "gabriella brooks",
     "haynes king",
     "bayern vs hamburger sv",
     "missouri state football",
     "north texas football",
     "saiyaara movie",
     "pirates vs nationals",
     "mary kate and ashley",
     "brooke mueller",
     "north dakota vs montana",
     "sean astin",
     "claudio puelles",
     "pokemon legends za",
     "tom macdonald",
     "nickel",
     "nyt connections hints september 13",
     "purdue university",
     "jayden daniels injury",
     "tyler perry",
     "alcorn state vs ms state",
     "heidi fleiss",
     "long walk movie",
     "uc football",
     "dna",
     "kristin chenoweth",
     "semo vs nd state",
     "arkansas state football",
     "procore championship",
     "sedriques dumas",
     "tuskegee vs jackson state",
     "bayern munich",
     "ball state football",
     "palmeiras vs internacional",
     "tyler smith",
     "aipac",
     "vols",
     "9/11",
     "liberty vs bowling green",
     "san diego vs montana state",
     "eddie vedder",
     "gentle care animal hospital oklahoma",
     "eagles vs chiefs",
     "real madrid",
     "notre dame vs texas a&m",
     "today wordle answers",
     "sam smith",
     "vince neil",
     "delaware football",
     "uiw vs utsa",
     "booger mcfarland",
     "jk rowling",
     "dabo swinney",
     "temple university",
     "fernando vargas jr",
     "draya michele",
     "davis cup",
     "auburn football",
     "arsenal vs nottm forest",
     "alabama a&m vs tn state",
     "kelvin gastelum",
     "jj mccarthy",
     "naval academy",
     "charlies murderers",
     "how many people died in 911",
     "nintendo direct",
     "bills vs ravens",
     "polly holliday",
     "trump stroke",
     "kansas state vs arizona",
     "san gennaro festival",
     "stephen hawking",
     "chris brazzell ii",
     "fifa world cup tickets",
     "warfare",
     "dodgers vs giants",
     "b-cu vs sc state",
     "alexander hernandez",
     "villanova university",
     "ja'lynn polk",
     "espn ncaaf",
     "anastasia j casey",
     "vikings vs bears",
     "jake moody",
     "new mexico vs ucla",
     "nyt crossword answers",
     "san juan county utah",
     "isabella ladera",
     "eastern ky vs marshall",
     "duško todorović",
     "real madrid vs",
     "napoli fc",
     "memphis football",
     "jair bolsonaro",
     "fortaleza - américa",
     "arkansas vs ole miss",
     "ohio vs ohio state",
     "athletic - alavés",
     "lubbock weather",
     "savannah bananas yankee stadium",
     "houston football",
     "todd beamer",
     "christy martin",
     "yungblud",
     "tudum",
     "estudiantes - river plate",
     "hbcu",
     "university of tennessee football",
     "lester martinez",
     "nico gramatica",
     "tigers vs yankees",
     "mazatlán - pumas",
     "4chan",
     "mets vs phillies",
     "steelers vs jets",
     "umass boston",
     "towson vs maryland",
     "luigi mangione",
     "santiago luna",
     "gretchen felker-martin",
     "bears vs vikings",
     "fl atlantic vs fiu",
     "rafa garcia",
     "news today",
     "charlie kirk wiki",
     "famalicão vs sporting",
     "rumble",
     "auxerre vs monaco",
     "ryan crouser",
     "angels vs mariners",
     "911",
     "nebraska football schedule",
     "astros vs braves",
     "northwestern university",
     "foxnews",
     "parker romo",
     "cardinals vs brewers",
     "luis gurule",
     "bangladesh vs sri lanka",
     "bears",
     "samford vs baylor",
     "eastern wa vs northern iowa",
     "msu",
     "fábio carvalho",
     "alabama football schedule",
     "charlie kirk wikipedia",
     "mega millions winning numbers",
     "matt prater",
     "pelea de canelo",
     "tiana mangakahia",
     "osama bin laden",
     "mac jones",
     "bengals vs browns",
     "france",
     "ariana grande tickets",
     "fawn hall",
     "ryan williams",
     "indiana state vs indiana",
     "raiders vs patriots",
     "cj baxter",
     "newcastle vs wolves",
     "monmouth vs charlotte",
     "daniel penny",
     "alden coria",
     "chobani",
     "wordle hint",
     "french government collapses",
     "jayden reed",
     "daniel jones",
     "fulham vs leeds united",
     "george soros",
     "atlantic tropical storms",
     "newsmax",
     "second amendment",
     "debby ryan",
     "where is northwestern university",
     "nfl week 2",
     "facundo buonanotte",
     "w&m vs virginia",
     "florida state football schedule",
     "mater dei football",
     "lions",
     "tank bigsby",
     "colombia vs venezuela",
     "ego nwodim",
     "adn",
     "buffalo vs kent state",
     "necaxa - juárez",
     "tucker kraft",
     "how many school shootings in 2025",
     "aaron judge",
     "selma blair",
     "nato",
     "nc state vs wake forest",
     "titans vs broncos",
     "apple watch ultra 3",
     "ilhan omar",
     "rockies vs padres",
     "nfl scores",
     "memphis",
     "lossless spotify",
     "david ortiz",
     "haru urara",
     "brandon sproat",
     "danganronpa 2x2",
     "only murders in the building",
     "diamondbacks vs twins",
     "abc news",
     "ricky martin",
     "virtual boy",
     "epstein birthday book",
     "alianza - millonarios",
     "sombr",
     "tarik skubal",
     "lee harvey oswald",
     "ufo",
     "everton vs aston villa",
     "justin fields",
     "prince harry",
     "reds vs athletics",
     "tennessee football coach",
     "marc andre fleury",
     "patrick mahomes charlie kirk",
     "rockies vs dodgers",
     "mexico vs korea",
     "grey's anatomy",
     "mar",
     "bournemouth vs brighton",
     "isabella ladera y beele",
     "klarna stock",
     "chicago weather",
     "sf giants",
     "opendoor stock",
     "astros vs blue jays",
     "romeca meeks",
     "nbc news",
     "tate mcrae",
     "cardinals vs mariners",
     "auburn football score",
     "epstein files vote",
     "derrick henry",
     "charlie rock",
     "colgate vs syracuse",
     "aaron rodgers",
     "garnacho",
     "toyota recall 2025",
     "jayden daniels stats",
     "prime video",
     "mexico vs south korea",
     "panthers vs jaguars",
     "buccaneers vs falcons",
     "fire emblem fortune's weave",
     "christian kirk",
     "gable steveson",
     "nashville",
     "ecuador vs argentina",
     "derek fisher",
     "lamar jackson",
     "amber alert",
     "mini crossword answers",
     "texans vs rams",
     "sam darnold",
     "elon musk",
     "bolivia vs brazil",
     "hades 2",
     "morgan state vs toledo",
     "katya kuropas",
     "royals vs guardians",
     "wrexham vs qpr",
     "ny giants",
     "margot robbie dress",
     "dave rubin",
     "heidenheim - dortmund",
     "is utah a red state",
     "cubs vs braves",
     "grace for the world",
     "task",
     "banksy",
     "alabama football schedule 2025",
     "ed sheeran",
     "cbs news",
     "jeffree star",
     "infowars",
     "daniil donchenko",
     "pirates vs orioles",
     "red sox vs athletics",
     "brewers vs rangers",
     "usa vs japan",
     "kissing bug disease",
     "zach cole",
     "cardinals vs saints",
     "jasmine crockett",
     "crystal palace vs sunderland",
     "akon",
     "greta thunberg",
     "jessica simpson",
     "tori branum",
     "malcolm jamal warner",
     "worlds collide 2025",
     "panamá - guatemala",
     "gervonta davis",
     "jamal haynes",
     "first amendment",
     "nationals vs marlins",
     "reds vs padres",
     "49ers",
     "star thomas",
     "billy porter",
     "nfl power rankings",
     "nick woltemade",
     "getafe - real oviedo",
     "borderlands 4 characters",
     "honduras vs nicaragua",
     "aaron jones",
     "denise richards",
     "argentina vs ecuador",
     "franklin park",
     "alex warren",
     "mlk",
     "mizzou score",
     "google pixel",
     "blood moon total lunar eclipse tonight",
     "smith mundt act",
     "jordan henderson",
     "justin tucker",
     "john f kennedy",
     "song sung blue",
     "rick davies",
     "ghost of yotei",
     "matthew golden",
     "iggy azalea net worth",
     "rauw alejandro",
     "abraham lincoln",
     "russell wilson",
     "givesendgo charlie kirk",
     "demon slayer infinity castle anime",
     "supreme court ruling",
     "jordan love stats",
     "trump booed at us open",
     "galatasaray",
     "rays vs white sox",
     "ac milan",
     "ben johnson",
     "gabby giffords",
     "el salvador vs suriname",
     "于朦胧",
     "malcolm brogdon",
     "diamondbacks vs giants",
     "naz reid",
     "nbis stock",
     "foundation season 4",
     "jordan 5 fire red",
     "john daly",
     "drake london",
     "nytimes",
     "where is villanova university",
     "stockton university",
     "nfl sunday ticket",
     "taylor momsen",
     "hailee steinfeld",
     "travis hunter",
     "metroid prime 4",
     "world athletics championships 2025",
     "driver",
     "gaza",
     "bay fc vs orlando pride",
     "charlie cook",
     "wrestlemania 43",
     "priyanka chopra",
     "brittney griner",
     "eric stonestreet",
     "real madrid schedule",
     "red sox score",
     "luke fickell",
     "who won the powerball last night",
     "dogecoin",
     "saint carlo acutis",
     "venezuela - colombia",
     "mariah carey",
     "charlie puth",
     "pakistan vs oman",
     "nick saban",
     "benny johnson",
     "dominik mysterio",
     "la liga standings",
     "ynw melly",
     "mariners game today",
     "jacory croskey-merritt",
     "tim allen",
     "benfica - santa clara",
     "jason collins",
     "bbc",
     "ken paxton",
     "bbc news",
     "trump epstein",
     "trump assassination attempt",
     "tricolor auto group",
     "ap",
     "unknown number documentary netflix",
     "archer",
     "tua tagovailoa",
     "tanner scott",
     "peter mandelson",
     "the onion",
     "ksdk",
     "francis ford coppola",
     "raymond cruz",
     "jalen ramsey",
     "phillies magic number",
     "jerry lawler",
     "google maps outage",
     "eyüpspor vs galatasaray",
     "dj moore",
     "jesse watters",
     "charlie kirk meme",
     "samford university",
     "terry mclaurin stats",
     "nancy pelosi",
     "junior caminero",
     "gavin adcock",
     "russell dickerson",
     "charlie kirk education",
     "damon imani",
     "el salvador - surinam",
     "t mobile",
     "summer walker",
     "girl scout cookies",
     "conan gray",
     "greg gutfeld",
     "cameron crowe",
     "barbara eden",
     "kody clemens",
     "jules latimer",
     "twins vs angels",
     "bkfc",
     "england vs south africa",
     "mlb wild card standings",
     "oklahoma state fair",
     "tennessee football stadium",
     "succession",
     "costa rica vs haiti",
     "charley hull",
     "tyreek hill trade",
     "sevilla - elche c. f.",
     "doja cat",
     "امید جهان",
     "supreme court ice ruling",
     "carlos alcaraz",
     "jordan mason",
     "hungary vs portugal",
     "nottingham forest",
     "inka williams",
     "flight 93",
     "dune",
     "jezebel",
     "trump ai video",
     "alex pereira",
     "danny o'neil",
     "zach ertz",
     "nfl redzone",
     "dean huijsen",
     "derek carr",
     "interest rates mortgage rates",
     "spain vs turkey",
     "keon coleman",
     "jadeveon clowney",
     "luis gil",
     "madison cawthorn",
     "panda fest charlotte",
     "sherrone moore suspension",
     "yoel romero",
     "romeo doubs",
     "one battle after another",
     "mike trout",
     "yu menglong",
     "pentagon",
     "rupert murdoch",
     "real estate",
     "tigernet",
     "connelly early",
     "supreme court overturns",
     "oxford utd vs leicester city",
     "getafe vs oviedo",
     "josh jacobs",
     "aurora",
     "marlon wayans",
     "leverkusen vs eintracht frankfurt",
     "trump 9/11 memorial",
     "1st amendment",
     "margaret zhang",
     "sonia sotomayor",
     "hilary duff",
     "theo von",
     "d'andre swift",
     "scott bessent",
     "george w bush",
     "football games today",
     "elon musk charlie kirk",
     "greece vs turkey",
     "rasmus højlund",
     "john ritter",
     "angela fuller",
     "burnham yard",
     "northern co vs south dakota",
     "uae vs india",
     "borderlands",
     "lucas bergvall",
     "nadine menendez",
     "athletic bilbao",
     "josh kraft",
     "love island games",
     "vma",
     "tye edwards",
     "nocturnal wonderland",
     "streameast",
     "49ers schedule",
     "new zealand vs south africa",
     "impact",
     "deebo samuel",
     "angel city fc vs north carolina courage",
     "al michaels",
     "fox",
     "chelsea wolfe",
     "knoxville tn",
     "adobe stock",
     "aaron rodgers wife",
     "davis cup 2025",
     "japanese prime minister shigeru ishiba",
     "greg cipes",
     "sophie cunningham",
     "youtube tv",
     "xrp",
     "kevin schade",
     "bears depth chart",
     "civil rights act",
     "lynx vs fever",
     "dp world tour",
     "liberty vs sky",
     "wiz khalifa",
     "von miller",
     "dnc",
     "two and a half men",
     "patriot day",
     "acc football",
     "major applewhite",
     "avery johnson",
     "trump at yankee stadium",
     "josh jacobs",
     "tsunami warning",
     "gme stock",
     "octo stock",
     "steffi graf",
     "tim walz",
     "friday night football",
     "rhimes",
     "creighton volleyball",
     "xavier gipson",
     "aces vs sparks",
     "wbd stock",
     "bo nix",
     "colts game",
     "france vs iceland",
     "norway vs moldova",
     "lainey wilson",
     "joe flacco",
     "arthur t demoulas market basket",
     "tsla",
     "jonathan majors",
     "nfl schedule today",
     "sterling sharpe",
     "green bay packers schedule",
     "paramount plus",
     "khéphren thuram",
     "beau pribula",
     "george abaraonye",
     "sione takitaki",
     "patriots day",
     "barron trump",
     "disney princesses",
     "bmw pga championship",
     "savion williams",
     "cyberpunk 2077 patch notes",
     "hungría - portugal",
     "rachael ray",
     "paul pelosi",
     "cain velasquez",
     "jamie gittens",
     "cpi report",
     "apple tv",
     "john hoffman",
     "sevilla vs elche",
     "michael j fox",
     "cbs",
     "seattle mariners",
     "ionq stock",
     "serbia vs england",
     "china solar energy",
     "busta rhymes",
     "josh allen wife",
     "u of a football",
     "turquía - españa",
     "concacaf qualifiers",
     "tony xu",
     "bray hubbard",
     "teyana taylor",
     "rockstar games gta 6",
     "drake maye",
     "zay flowers",
     "puka nacua",
     "italy vs israel",
     "mexico vs",
     "lady gaga tour",
     "texans game",
     "bryce young",
     "mariners",
     "mcdonalds happy meals",
     "morehouse vs howard",
     "matt lafleur",
     "eliminatorias conmebol",
     "utah state university",
     "james walkinshaw",
     "skai jackson",
     "illinois st vs eastern il",
     "jeļena ostapenko",
     "sabrina carpenter dunkin cup",
     "alex golesh",
     "napoli vs fiorentina",
     "pedro pascal",
     "wander franco",
     "peru vs paraguay",
     "emily osment",
     "dontayvion wicks",
     "rams game",
     "star trek",
     "howard stern",
     "charleston white",
     "nate diaz",
     "türkiye vs spain",
     "wheel of fortune",
     "giants game",
     "cu football",
     "adam sandler",
     "smokey bones closures",
     "james cook",
     "ucla football coach",
     "spotted lanternfly",
     "charissa thompson",
     "world news",
     "bill pulte",
     "damar hamlin",
     "jp morgan",
     "botafogo vs vasco da gama",
     "honduras vs",
     "jaire alexander",
     "valkyries vs lynx",
     "davante adams",
     "rugby championship",
     "lirr strike",
     "hitler",
     "megan moroney",
     "brock lesnar",
     "abby champion",
     "van jones",
     "big brother cbs",
     "josh shapiro",
     "chainsaw man movie",
     "estados unidos - japón",
     "what happened in nashville",
     "mariah the scientist",
     "tim pool",
     "pout pout fish movie",
     "benjamin netanyahu",
     "maple resin grow a garden",
     "nikon zr",
     "larry gies",
     "kareena kapoor",
     "jared goff",
     "lizzo",
     "baseball standings",
     "alcaraz",
     "andrew santino",
     "micah parsons stats",
     "rome odunze",
     "mark andrews",
     "us news",
     "paramount",
     "chris evans",
     "giants game today",
     "cillian murphy",
     "vasilije adžić",
     "suicide prevention day",
     "nintendo patents summoning",
     "stephen miller",
     "copa do brasil",
     "joe burrow",
     "fire restoration",
     "brooks nader",
     "aaron glenn",
     "reddit news",
     "vivek ramaswamy",
     "morgan freeman",
     "unh stock",
     "marshon lattimore",
     "preston stone",
     "derrick van orden",
     "edgerrin cooper",
     "appeal",
     "quien es charlie kirk",
     "retirement planning",
     "financial company",
     "чарли кирк",
     "nicholas hoult",
     "fernando cattori",
     "star trek day",
     "anthony martial",
     "jamel mcgriff",
     "viktor gyökeres",
     "zach wilson",
     "milwaukee weather",
     "bull",
     "xenophobia",
     "fever vs mystics",
     "youtubetv",
     "evan engram",
     "9/11 never forget",
     "doctor doom avengers doomsday marvel",
     "austin metcalf",
     "haiti vs costa rica",
     "ppi",
     "asia cup schedule",
     "erriyon knighton",
     "kenyon sadiq",
     "pelea de ovi y bryant myers",
     "trump twitter",
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     "iren stock",
     "rivian stock",
     "pick 4",
     "billie piper",
     "cory booker fiance",
     "rapp stock",
     "rfk jr voice",
     "jack schlossberg",
     "fraser bohm",
     "alex orji",
     "facundo",
     "uta",
     "tyrone tracy jr",
     "ricky pearsall shot",
     "ndtv",
     "laporta",
     "aa",
     "jacksonville jaguars stadium",
     "victor cruz",
     "hawaii news now",
     "mta",
     "michelle pfeiffer",
     "esteban ocon",
     "marsai martin",
     "lck",
     "singapore",
     "the walking dead",
     "rex ryan",
     "ll",
     "cincinnati reds game",
     "mi lottery",
     "maria salazar",
     "battlefield 6 release date",
     "tuesday morning",
     "alex smith",
     "wmur",
     "5",
     "eric tarpinian-jachym",
     "hollywood bowl",
     "togo",
     "turkey",
     "dodgers orioles game",
     "minnesota golden gophers football",
     "colts owner",
     "iron hill brewery",
     "mason graham",
     "inflation data",
     "robert pattinson jennifer lawrence movie",
     "cyberpunk 2077",
     "andy pages",
     "hurricane gabrielle forecast models",
     "sean o'malley",
     "autism",
     "hawaii news now",
     "colleen hoover",
     "lucky for life",
     "news4jax",
     "wta rankings",
     "man utd vs leicester city",
     "joe jonas",
     "pittsburgh weather",
     "cincinnati weather",
     "lincoln riley",
     "tom homan",
     "hawaii news now",
     "new covid symptoms",
     "jonas brothers los angeles",
     "micah parsons number",
     "singapore",
     "tribune review",
     "graham platner",
     "the boys",
     "florida state seminoles football",
     "charlotte weather",
     "timothy sykes",
     "lg twins",
     "andrew garfield",
     "jokes",
     "chuck e cheese arrested",
     "3",
     "ejae",
     "31 atlas",
     "new",
     "iran",
 ]
 
 import re
 import json
 import csv
 import requests
 from concurrent.futures import ThreadPoolExecutor, as_completed
 
 session = requests.Session()
 
 HEADERS = {
     "User-Agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 "
                   "(KHTML, like Gecko) Chrome/118.0.0.0 Safari/537.36"
 }
 
 API_URL = "https://www.youtube.com/youtubei/v1/search"
 API_KEY_RE = re.compile(r'"INNERTUBE_API_KEY":"(.*?)"')
 CLIENT_CONTEXT = {
     "context": {
         "client": {
             "clientName": "WEB",
             "clientVersion": "2.20240722.00.00"
         }
     }
 }
 
 def parse_videos(obj):
     results = []
     if isinstance(obj, dict):
         if 'videoRenderer' in obj or 'shortsRenderer' in obj:
             v = obj.get('videoRenderer') or obj.get('shortsRenderer')
             title = v.get('title', {}).get('runs', [{}])[0].get('text')
             video_id = v.get('videoId')
             length = v.get('lengthText', {}).get('simpleText') if 'lengthText' in v else None
             secs = 0
             if length:
                 parts = length.split(':')
                 for p in parts:
                     secs = secs * 60 + int(p)
             results.append((title, f"https://www.youtube.com/watch?v={video_id}", secs, video_id))
         for v in obj.values():
             results.extend(parse_videos(v))
     elif isinstance(obj, list):
         for v in obj:
             results.extend(parse_videos(v))
     return results
 
 def fetch_highest_resolution(video_id):
     return "Not Used In This Run"
     url = f"https://www.youtube.com/watch?v={video_id}"
     try:
         resp = session.get(url, headers=HEADERS, timeout=10)
         resp.raise_for_status()
         match = re.search(r'ytInitialPlayerResponse\s*=\s*({.*?});', resp.text)
         if not match:
             return "N/A"
         data = json.loads(match.group(1))
         formats = data.get("streamingData", {}).get("formats", [])
         max_res = 0
         for f in formats:
             if "height" in f and f["height"] > max_res:
                 max_res = f["height"]
         return f"{max_res}p" if max_res else "N/A"
     except Exception:
         return "N/A"
 
 def fetch_more_results(continuation, api_key):
     try:
         resp = session.post(
             f"{API_URL}?key={api_key}",
             headers=HEADERS,
             json={**CLIENT_CONTEXT, "continuation": continuation},
             timeout=10
         )
         resp.raise_for_status()
         data = resp.json()
         videos = parse_videos(data)
         cont = None
         try:
             cont = data['onResponseReceivedCommands'][0]['appendContinuationItemsAction'] \
                 ['continuationItems'][-1]['continuationItemRenderer'] \
                 ['continuationEndpoint']['continuationCommand']['token']
         except Exception:
             pass
         return cont, videos
     except Exception:
         return None, []
 
 def get_recent_videos_for_term(term, max_videos=400):
     url = f"https://www.youtube.com/results?search_query={term.replace(' ', '+')}&sp=CAI%253D"
     print(f"\nFetching for term '{term}': {url}")
     resp = session.get(url, headers=HEADERS)
     html = resp.text
 
     api_match = API_KEY_RE.search(html)
     if not api_match:
         print("Could not find API key for term:", term)
         return []
     api_key = api_match.group(1)
 
     data_match = re.search(r'var ytInitialData = ({.*?});</script>', html, re.DOTALL)
     if not data_match:
         print("No ytInitialData found for term:", term)
         return []
     data = json.loads(data_match.group(1))
 
     videos = parse_videos(data)
 
     try:
         cont = data['contents']['twoColumnSearchResultsRenderer']['primaryContents'] \
             ['sectionListRenderer']['contents'][-1]['continuationItemRenderer'] \
             ['continuationEndpoint']['continuationCommand']['token']
     except Exception:
         cont = None
 
     while cont and len(videos) < max_videos:
         cont, more = fetch_more_results(cont, api_key)
         for vid in more:
             if len(videos) < max_videos:
                 videos.append(vid)
         print(f"  Got {len(videos)} so far for '{term}'...")
 
     final_videos = []
     with ThreadPoolExecutor(max_workers=20) as executor:  
         future_to_vid = {executor.submit(fetch_highest_resolution, vid_id): (title, url, secs)
                          for title, url, secs, vid_id in videos[:max_videos]}
         for future in as_completed(future_to_vid):
             title, url, secs = future_to_vid[future]
             res = future.result()
             final_videos.append((title, url, secs, res))
 
     return final_videos
 
 all_rows = []
 MAX_CONCURRENT_TERMS = 50
 
 with ThreadPoolExecutor(max_workers=MAX_CONCURRENT_TERMS) as executor:
     future_to_term = {executor.submit(get_recent_videos_for_term, term, 400): term for term in search_terms}
     for future in as_completed(future_to_term):
         term = future_to_term[future]
         try:
             vids = future.result()
             if vids:
                 avg = sum(v[2] for v in vids) / len(vids)
                 print(f"Average for '{term}': {avg/60:.2f} minutes over {len(vids)} videos")
                 for title, url, secs, res in vids:
                     all_rows.append((term, title, url, secs, res))
             else:
                 print(f"No videos found for '{term}'.")
         except Exception as e:
             print(f"Error fetching term '{term}': {e}")
 
 with open("results-only-lengths.csv", "w", newline="", encoding="utf-8") as f:
     writer = csv.writer(f)
     writer.writerow(["term", "title", "url", "duration_seconds", "highest_resolution"])
 
     for future in as_completed(future_to_term):
         term = future_to_term[future]
         try:
             vids = future.result()
             if vids:
                 for title, url, secs, res in vids:
                     writer.writerow((term, title, url, secs, res))
         except Exception as e:
             print(f"Error fetching term '{term}': {e}")
 print("\nWrote results to results.csv")