language_subfamilies = {
    "Afrikaans": "West Germanic",
    "Albanian": "Albanian",
    "Arabic": "Semitic",
    "Egyptian Arabic": "Semitic",
    "Aragonese": "Romance",
    "Armenian": "Armenian",
    "Asturian": "Romance",
    "Azerbaijani": "Oghuz",
    "Bashkir": "Kypchak",
    "Basque": "Language Isolate",
    "Bavarian": "Austro-Bavarian",
    "Belarusian": "East Slavic",
    "Bengali": "Eastern Indo-Aryan",
    "Bishnupriya Manipuri": "Eastern Indo-Aryan",
    "Bosnian": "South Slavic",
    "Breton": "Brythonic",
    "Bulgarian": "South Slavic",
    "Burmese": "Burmish",
    "Catalan": "Romance",
    "Cebuano": "Central Philippine",
    "Chechen": "Nakh-Daghestanian",
    "Chinese (Simplified)": "Sinitic",
    "Chinese (Traditional)": "Sinitic",
    "Min Nan Chinese": "Sinitic",
    "Chuvash": "Oghur",
    "Croatian": "South Slavic",
    "Czech": "West Slavic",
    "Danish": "North Germanic",
    "Dutch": "West Germanic",
    "English": "West Germanic",
    "Estonian": "Finnic",
    "Finnish": "Finnic",
    "French": "Gallo-Romance",
    "Galician": "Gallo-Romance",
    "Georgian": "Kartvelian",
    "German": "West Germanic",
    "Greek": "Hellenic",
    "Gujarati": "Gujarati",
    "Haitian": "French-based Creole",
    "Hebrew": "Semitic",
    "Hindi": "Central Indo-Aryan",
    "Hungarian": "Ugric",
    "Icelandic": "North Germanic",
    "Ido": "Constructed",
    "Indonesian": "Malayic",
    "Irish": "Goidelic",
    "Italian": "Italo-Dalmatian",
    "Japanese": "Japonic",
    "Javanese": "Javanic",
    "Kannada": "Southern Dravidian",
    "Kazakh": "Kypchak",
    "Kirghiz": "Kypchak",
    "Korean": "Koreanic",
    "Latin": "Italic",
    "Latvian": "Baltic",
    "Lithuanian": "Baltic",
    "Lombard": "Gallo-Italic",
    "Low Saxon": "West Germanic",
    "Luxembourgish": "West Germanic",
    "Macedonian": "South Slavic",
    "Malagasy": "Malayic",
    "Malay": "Malayic",
    "Malayalam": "Southern Dravidian",
    "Marathi": "Central Indo-Aryan",
    "Minangkabau": "Malayic",
    "Nepali": "Eastern Indo-Aryan",
    "Newar": "Newaric",
    "Norwegian (Bokmal)": "North Germanic",
    "Norwegian (Nynorsk)": "North Germanic",
    "Occitan": "Gallo-Romance",
    "Persian (Farsi)": "Iranian",
    "Piedmontese": "Gallo-Italic",
    "Polish": "West Slavic",
    "Portuguese": "Iberian Romance",
    "Punjabi": "Punjabi",
    "Romanian": "Eastern Romance",
    "Russian": "East Slavic",
    "Scots": "West Germanic",
    "Serbian": "South Slavic",
    "Serbo-Croatian": "South Slavic",
    "Sicilian": "Italo-Dalmatian",
    "Slovak": "West Slavic",
    "Slovenian": "South Slavic",
    "South Azerbaijani": "Oghuz",
    "Spanish": "Iberian Romance",
    "Sundanese": "Sundic",
    "Swahili": "Bantu",
    "Swedish": "North Germanic",
    "Tagalog": "Central Philippine",
    "Tajik": "Iranian",
    "Tamil": "Southern Dravidian",
    "Tatar": "Kypchak",
    "Telugu": "Southern Dravidian",
    "Turkish": "Oghuz",
    "Ukrainian": "East Slavic",
    "Urdu": "Central Indo-Aryan",
    "Uzbek": "Karluk",
    "Vietnamese": "Vietic",
    "Volapük": "Constructed",
    "Waray-Waray": "Central Philippine",
    "Welsh": "Brythonic",
    "West Frisian": "West Germanic",
    "Western Punjabi": "Punjabi",
    "Yoruba": "Yoruboid",
    "Esperanto": "Constructed",
    "Crimean Tatar": "Kypchak"
}

language_families = {
    "Afrikaans": "Germanic",
    "Albanian": "Indo-European",
    "Arabic": "Afroasiatic",
    "Egyptian Arabic": "Afroasiatic",
    "Aragonese": "Romance",
    "Armenian": "Indo-European",
    "Asturian": "Romance",
    "Azerbaijani": "Turkic",
    "Bashkir": "Turkic",
    "Basque": "Language Isolate",
    "Bavarian": "Germanic",
    "Belarusian": "Indo-European",
    "Bengali": "Indo-European",
    "Bishnupriya Manipuri": "Indo-European",
    "Bosnian": "Indo-European",
    "Breton": "Indo-European",
    "Bulgarian": "Indo-European",
    "Burmese": "Sino-Tibetan",
    "Catalan": "Romance",
    "Cebuano": "Austronesian",
    "Chechen": "Northeast Caucasian",
    "Chinese (Simplified)": "Sino-Tibetan",
    "Chinese (Traditional)": "Sino-Tibetan",
    "Min Nan Chinese": "Sino-Tibetan",
    "Chuvash": "Turkic",
    "Croatian": "Indo-European",
    "Czech": "Indo-European",
    "Danish": "Germanic",
    "Dutch": "Germanic",
    "English": "Germanic",
    "Estonian": "Uralic",
    "Finnish": "Uralic",
    "French": "Romance",
    "Galician": "Romance",
    "Georgian": "Kartvelian",
    "German": "Germanic",
    "Greek": "Indo-European",
    "Gujarati": "Indo-European",
    "Haitian": "Creole",
    "Hebrew": "Afroasiatic",
    "Hindi": "Indo-European",
    "Hungarian": "Uralic",
    "Icelandic": "Germanic",
    "Ido": "Constructed",
    "Indonesian": "Austronesian",
    "Irish": "Indo-European",
    "Italian": "Romance",
    "Japanese": "Japonic",
    "Javanese": "Austronesian",
    "Kannada": "Dravidian",
    "Kazakh": "Turkic",
    "Kirghiz": "Turkic",
    "Korean": "Koreanic",
    "Latin": "Indo-European",
    "Latvian": "Indo-European",
    "Lithuanian": "Indo-European",
    "Lombard": "Romance",
    "Low Saxon": "Germanic",
    "Luxembourgish": "Germanic",
    "Macedonian": "Indo-European",
    "Malagasy": "Austronesian",
    "Malay": "Austronesian",
    "Malayalam": "Dravidian",
    "Marathi": "Indo-European",
    "Minangkabau": "Austronesian",
    "Nepali": "Indo-European",
    "Newar": "Sino-Tibetan",
    "Norwegian (Bokmal)": "Germanic",
    "Norwegian (Nynorsk)": "Germanic",
    "Occitan": "Romance",
    "Persian (Farsi)": "Indo-European",
    "Piedmontese": "Romance",
    "Polish": "Indo-European",
    "Portuguese": "Romance",
    "Punjabi": "Indo-European",
    "Romanian": "Romance",
    "Russian": "Indo-European",
    "Scots": "Germanic",
    "Serbian": "Indo-European",
    "Serbo-Croatian": "Indo-European",
    "Sicilian": "Romance",
    "Slovak": "Indo-European",
    "Slovenian": "Indo-European",
    "South Azerbaijani": "Turkic",
    "Spanish": "Romance",
    "Sundanese": "Austronesian",
    "Swahili": "Niger-Congo",
    "Swedish": "Germanic",
    "Tagalog": "Austronesian",
    "Tajik": "Indo-European",
    "Tamil": "Dravidian",
    "Tatar": "Turkic",
    "Telugu": "Dravidian",
    "Turkish": "Turkic",
    "Ukrainian": "Indo-European",
    "Urdu": "Indo-European",
    "Uzbek": "Turkic",
    "Vietnamese": "Austroasiatic",
    "Volapük": "Constructed",
    "Waray-Waray": "Austronesian",
    "Welsh": "Indo-European",
    "West Frisian": "Germanic",
    "Western Punjabi": "Indo-European",
    "Yoruba": "Niger-Congo",
    "Esperanto": "Constructed",
    "Crimean Tatar": "Turkic"
}