diff --git a/src/scribe_data/language_data_extraction/Basque/emoji_keywords/generate_emoji_keywords.py b/src/scribe_data/language_data_extraction/Basque/emoji_keywords/generate_emoji_keywords.py
deleted file mode 100644
index 94d7a8db2..000000000
--- a/src/scribe_data/language_data_extraction/Basque/emoji_keywords/generate_emoji_keywords.py
+++ /dev/null
@@ -1,46 +0,0 @@
-"""
-Generates keyword-emoji relationships from a selection of Basque words.
-
-.. raw:: html
-    <!--
-    * Copyright (C) 2024 Scribe
-    *
-    * This program is free software: you can redistribute it and/or modify
-    * it under the terms of the GNU General Public License as published by
-    * the Free Software Foundation, either version 3 of the License, or
-    * (at your option) any later version.
-    *
-    * This program is distributed in the hope that it will be useful,
-    * but WITHOUT ANY WARRANTY; without even the implied warranty of
-    * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-    * GNU General Public License for more details.
-    *
-    * You should have received a copy of the GNU General Public License
-    * along with this program.  If not, see <https://www.gnu.org/licenses/>.
-    -->
-"""
-
-import argparse
-
-from scribe_data.unicode.process_unicode import gen_emoji_lexicon
-from scribe_data.utils import export_formatted_data
-
-LANGUAGE = "Basque"
-DATA_TYPE = "emoji-keywords"
-emojis_per_keyword = 3
-
-parser = argparse.ArgumentParser()
-parser.add_argument("--file-path")
-args = parser.parse_args()
-
-if emoji_keywords_dict := gen_emoji_lexicon(
-    language=LANGUAGE,
-    emojis_per_keyword=emojis_per_keyword,
-):
-    export_formatted_data(
-        file_path=args.file_path,
-        formatted_data=emoji_keywords_dict,
-        query_data_in_use=True,
-        language=LANGUAGE,
-        data_type=DATA_TYPE,
-    )
diff --git a/src/scribe_data/language_data_extraction/Chinese/Mandarin/emoji_keywords/generate_emoji_keywords.py b/src/scribe_data/language_data_extraction/Chinese/Mandarin/emoji_keywords/generate_emoji_keywords.py
deleted file mode 100644
index fb1e509b1..000000000
--- a/src/scribe_data/language_data_extraction/Chinese/Mandarin/emoji_keywords/generate_emoji_keywords.py
+++ /dev/null
@@ -1,46 +0,0 @@
-"""
-Generates keyword-emoji relationships from a selection of Mandarin Chinese words.
-
-.. raw:: html
-    <!--
-    * Copyright (C) 2024 Scribe
-    *
-    * This program is free software: you can redistribute it and/or modify
-    * it under the terms of the GNU General Public License as published by
-    * the Free Software Foundation, either version 3 of the License, or
-    * (at your option) any later version.
-    *
-    * This program is distributed in the hope that it will be useful,
-    * but WITHOUT ANY WARRANTY; without even the implied warranty of
-    * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-    * GNU General Public License for more details.
-    *
-    * You should have received a copy of the GNU General Public License
-    * along with this program.  If not, see <https://www.gnu.org/licenses/>.
-    -->
-"""
-
-import argparse
-
-from scribe_data.unicode.process_unicode import gen_emoji_lexicon
-from scribe_data.utils import export_formatted_data
-
-LANGUAGE = "Standard Mandarin"
-DATA_TYPE = "emoji-keywords"
-emojis_per_keyword = 3
-
-parser = argparse.ArgumentParser()
-parser.add_argument("--file-path")
-args = parser.parse_args()
-
-if emoji_keywords_dict := gen_emoji_lexicon(
-    language=LANGUAGE,
-    emojis_per_keyword=emojis_per_keyword,
-):
-    export_formatted_data(
-        file_path=args.file_path,
-        formatted_data=emoji_keywords_dict,
-        query_data_in_use=True,
-        language=LANGUAGE,
-        data_type=DATA_TYPE,
-    )
diff --git a/src/scribe_data/language_data_extraction/Czech/emoji_keywords/generate_emoji_keywords.py b/src/scribe_data/language_data_extraction/Czech/emoji_keywords/generate_emoji_keywords.py
deleted file mode 100644
index 0723195e4..000000000
--- a/src/scribe_data/language_data_extraction/Czech/emoji_keywords/generate_emoji_keywords.py
+++ /dev/null
@@ -1,47 +0,0 @@
-
-"""
-Generates keyword-emoji relationships from a selection of Czech words.
-
-.. raw:: html
-    <!--
-    * Copyright (C) 2024 Scribe
-    *
-    * This program is free software: you can redistribute it and/or modify
-    * it under the terms of the GNU General Public License as published by
-    * the Free Software Foundation, either version 3 of the License, or
-    * (at your option) any later version.
-    *
-    * This program is distributed in the hope that it will be useful,
-    * but WITHOUT ANY WARRANTY; without even the implied warranty of
-    * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-    * GNU General Public License for more details.
-    *
-    * You should have received a copy of the GNU General Public License
-    * along with this program.  If not, see <https://www.gnu.org/licenses/>.
-    -->
-"""
-
-import argparse
-
-from scribe_data.unicode.process_unicode import gen_emoji_lexicon
-from scribe_data.utils import export_formatted_data
-
-LANGUAGE = "Czech"
-DATA_TYPE = "emoji-keywords"
-emojis_per_keyword = 3
-
-parser = argparse.ArgumentParser()
-parser.add_argument("--file-path")
-args = parser.parse_args()
-
-if emoji_keywords_dict := gen_emoji_lexicon(
-    language=LANGUAGE,
-    emojis_per_keyword=emojis_per_keyword,
-):
-    export_formatted_data(
-        file_path=args.file_path,
-        formatted_data=emoji_keywords_dict,
-        query_data_in_use=True,
-        language=LANGUAGE,
-        data_type=DATA_TYPE,
-    )
diff --git a/src/scribe_data/language_data_extraction/Danish/emoji_keywords/generate_emoji_keywords.py b/src/scribe_data/language_data_extraction/Danish/emoji_keywords/generate_emoji_keywords.py
deleted file mode 100644
index 72f75a449..000000000
--- a/src/scribe_data/language_data_extraction/Danish/emoji_keywords/generate_emoji_keywords.py
+++ /dev/null
@@ -1,39 +0,0 @@
-"""
-Generates keyword-emoji relationships from a selection of Danish words.
-
-.. raw:: html
-    <!--
-    * Copyright (C) 2024 Scribe
-    *
-    * This program is free software: you can redistribute it and/or modify
-    * it under the terms of the GNU General Public License as published by
-    * the Free Software Foundation, either version 3 of the License, or
-    * (at your option) any later version.
-    *
-    * This program is distributed in the hope that it will be useful,
-    * but WITHOUT ANY WARRANTY; without even the implied warranty of
-    * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-    * GNU General Public License for more details.
-    *
-    * You should have received a copy of the GNU General Public License
-    * along with this program.  If not, see <https://www.gnu.org/licenses/>.
-    -->
-"""
-
-from scribe_data.unicode.process_unicode import gen_emoji_lexicon
-from scribe_data.utils import export_formatted_data
-
-LANGUAGE = "Danish"
-DATA_TYPE = "emoji-keywords"
-emojis_per_keyword = 3
-
-if emoji_keywords_dict := gen_emoji_lexicon(
-    language=LANGUAGE,
-    emojis_per_keyword=emojis_per_keyword,
-):
-    export_formatted_data(
-        formatted_data=emoji_keywords_dict,
-        query_data_in_use=True,
-        language=LANGUAGE,
-        data_type=DATA_TYPE,
-    )
diff --git a/src/scribe_data/language_data_extraction/English/emoji_keywords/generate_emoji_keywords.py b/src/scribe_data/language_data_extraction/English/emoji_keywords/generate_emoji_keywords.py
deleted file mode 100644
index d9a06eb4e..000000000
--- a/src/scribe_data/language_data_extraction/English/emoji_keywords/generate_emoji_keywords.py
+++ /dev/null
@@ -1,46 +0,0 @@
-"""
-Generates keyword-emoji relationships from a selection of English words.
-
-.. raw:: html
-    <!--
-    * Copyright (C) 2024 Scribe
-    *
-    * This program is free software: you can redistribute it and/or modify
-    * it under the terms of the GNU General Public License as published by
-    * the Free Software Foundation, either version 3 of the License, or
-    * (at your option) any later version.
-    *
-    * This program is distributed in the hope that it will be useful,
-    * but WITHOUT ANY WARRANTY; without even the implied warranty of
-    * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-    * GNU General Public License for more details.
-    *
-    * You should have received a copy of the GNU General Public License
-    * along with this program.  If not, see <https://www.gnu.org/licenses/>.
-    -->
-"""
-
-import argparse
-
-from scribe_data.unicode.process_unicode import gen_emoji_lexicon
-from scribe_data.utils import export_formatted_data
-
-LANGUAGE = "English"
-DATA_TYPE = "emoji-keywords"
-emojis_per_keyword = 3
-
-parser = argparse.ArgumentParser()
-parser.add_argument("--file-path")
-args = parser.parse_args()
-
-if emoji_keywords_dict := gen_emoji_lexicon(
-    language=LANGUAGE,
-    emojis_per_keyword=emojis_per_keyword,
-):
-    export_formatted_data(
-        file_path=args.file_path,
-        formatted_data=emoji_keywords_dict,
-        query_data_in_use=True,
-        language=LANGUAGE,
-        data_type=DATA_TYPE,
-    )
diff --git a/src/scribe_data/language_data_extraction/Esperanto/emoji_keywords/generate_emoji_keywords.py b/src/scribe_data/language_data_extraction/Esperanto/emoji_keywords/generate_emoji_keywords.py
deleted file mode 100644
index 25f01b178..000000000
--- a/src/scribe_data/language_data_extraction/Esperanto/emoji_keywords/generate_emoji_keywords.py
+++ /dev/null
@@ -1,46 +0,0 @@
-"""
-Generates keyword-emoji relationships from a selection of Esperanto words.
-
-.. raw:: html
-    <!--
-    * Copyright (C) 2024 Scribe
-    *
-    * This program is free software: you can redistribute it and/or modify
-    * it under the terms of the GNU General Public License as published by
-    * the Free Software Foundation, either version 3 of the License, or
-    * (at your option) any later version.
-    *
-    * This program is distributed in the hope that it will be useful,
-    * but WITHOUT ANY WARRANTY; without even the implied warranty of
-    * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-    * GNU General Public License for more details.
-    *
-    * You should have received a copy of the GNU General Public License
-    * along with this program.  If not, see <https://www.gnu.org/licenses/>.
-    -->
-"""
-
-import argparse
-
-from scribe_data.unicode.process_unicode import gen_emoji_lexicon
-from scribe_data.utils import export_formatted_data
-
-LANGUAGE = "Esperanto"
-DATA_TYPE = "emoji-keywords"
-emojis_per_keyword = 3
-
-parser = argparse.ArgumentParser()
-parser.add_argument("--file-path")
-args = parser.parse_args()
-
-if emoji_keywords_dict := gen_emoji_lexicon(
-    language=LANGUAGE,
-    emojis_per_keyword=emojis_per_keyword,
-):
-    export_formatted_data(
-        file_path=args.file_path,
-        formatted_data=emoji_keywords_dict,
-        query_data_in_use=True,
-        language=LANGUAGE,
-        data_type=DATA_TYPE,
-    )
diff --git a/src/scribe_data/language_data_extraction/Estonian/emoji_keywords/generate_emoji_keyword.py b/src/scribe_data/language_data_extraction/Estonian/emoji_keywords/generate_emoji_keyword.py
deleted file mode 100644
index c7434cc20..000000000
--- a/src/scribe_data/language_data_extraction/Estonian/emoji_keywords/generate_emoji_keyword.py
+++ /dev/null
@@ -1,46 +0,0 @@
-"""
-Generates keyword-emoji relationships from a selection of Estonian words.
-
-.. raw:: html
-    <!--
-    * Copyright (C) 2024 Scribe
-    *
-    * This program is free software: you can redistribute it and/or modify
-    * it under the terms of the GNU General Public License as published by
-    * the Free Software Foundation, either version 3 of the License, or
-    * (at your option) any later version.
-    *
-    * This program is distributed in the hope that it will be useful,
-    * but WITHOUT ANY WARRANTY; without even the implied warranty of
-    * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-    * GNU General Public License for more details.
-    *
-    * You should have received a copy of the GNU General Public License
-    * along with this program.  If not, see <https://www.gnu.org/licenses/>.
-    -->
-"""
-
-import argparse
-
-from scribe_data.unicode.process_unicode import gen_emoji_lexicon
-from scribe_data.utils import export_formatted_data
-
-LANGUAGE = "Estonian"
-DATA_TYPE = "emoji-keywords"
-emojis_per_keyword = 3
-
-parser = argparse.ArgumentParser()
-parser.add_argument("--file-path")
-args = parser.parse_args()
-
-if emoji_keywords_dict := gen_emoji_lexicon(
-    language=LANGUAGE,
-    emojis_per_keyword=emojis_per_keyword,
-):
-    export_formatted_data(
-        file_path=args.file_path,
-        formatted_data=emoji_keywords_dict,
-        query_data_in_use=True,
-        language=LANGUAGE,
-        data_type=DATA_TYPE,
-    )
diff --git a/src/scribe_data/language_data_extraction/Finnish/emoji_keywords/generate_emoji_keywords.py b/src/scribe_data/language_data_extraction/Finnish/emoji_keywords/generate_emoji_keywords.py
deleted file mode 100644
index 265ab9811..000000000
--- a/src/scribe_data/language_data_extraction/Finnish/emoji_keywords/generate_emoji_keywords.py
+++ /dev/null
@@ -1,46 +0,0 @@
-"""
-Generates keyword-emoji relationships from a selection of Finnish words.
-
-.. raw:: html
-    <!--
-    * Copyright (C) 2024 Scribe
-    *
-    * This program is free software: you can redistribute it and/or modify
-    * it under the terms of the GNU General Public License as published by
-    * the Free Software Foundation, either version 3 of the License, or
-    * (at your option) any later version.
-    *
-    * This program is distributed in the hope that it will be useful,
-    * but WITHOUT ANY WARRANTY; without even the implied warranty of
-    * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-    * GNU General Public License for more details.
-    *
-    * You should have received a copy of the GNU General Public License
-    * along with this program.  If not, see <https://www.gnu.org/licenses/>.
-    -->
-"""
-
-import argparse
-
-from scribe_data.unicode.process_unicode import gen_emoji_lexicon
-from scribe_data.utils import export_formatted_data
-
-LANGUAGE = "Finnish"
-DATA_TYPE = "emoji-keywords"
-emojis_per_keyword = 3
-
-parser = argparse.ArgumentParser()
-parser.add_argument("--file-path")
-args = parser.parse_args()
-
-if emoji_keywords_dict := gen_emoji_lexicon(
-    language=LANGUAGE,
-    emojis_per_keyword=emojis_per_keyword,
-):
-    export_formatted_data(
-        file_path=args.file_path,
-        formatted_data=emoji_keywords_dict,
-        query_data_in_use=True,
-        language=LANGUAGE,
-        data_type=DATA_TYPE,
-    )
diff --git a/src/scribe_data/language_data_extraction/French/emoji_keywords/generate_emoji_keywords.py b/src/scribe_data/language_data_extraction/French/emoji_keywords/generate_emoji_keywords.py
deleted file mode 100644
index 6e6dcb7f3..000000000
--- a/src/scribe_data/language_data_extraction/French/emoji_keywords/generate_emoji_keywords.py
+++ /dev/null
@@ -1,46 +0,0 @@
-"""
-Generates keyword-emoji relationships from a selection of French words.
-
-.. raw:: html
-    <!--
-    * Copyright (C) 2024 Scribe
-    *
-    * This program is free software: you can redistribute it and/or modify
-    * it under the terms of the GNU General Public License as published by
-    * the Free Software Foundation, either version 3 of the License, or
-    * (at your option) any later version.
-    *
-    * This program is distributed in the hope that it will be useful,
-    * but WITHOUT ANY WARRANTY; without even the implied warranty of
-    * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-    * GNU General Public License for more details.
-    *
-    * You should have received a copy of the GNU General Public License
-    * along with this program.  If not, see <https://www.gnu.org/licenses/>.
-    -->
-"""
-
-import argparse
-
-from scribe_data.unicode.process_unicode import gen_emoji_lexicon
-from scribe_data.utils import export_formatted_data
-
-LANGUAGE = "French"
-DATA_TYPE = "emoji-keywords"
-emojis_per_keyword = 3
-
-parser = argparse.ArgumentParser()
-parser.add_argument("--file-path")
-args = parser.parse_args()
-
-if emoji_keywords_dict := gen_emoji_lexicon(
-    language=LANGUAGE,
-    emojis_per_keyword=emojis_per_keyword,
-):
-    export_formatted_data(
-        file_path=args.file_path,
-        formatted_data=emoji_keywords_dict,
-        query_data_in_use=True,
-        language=LANGUAGE,
-        data_type=DATA_TYPE,
-    )
diff --git a/src/scribe_data/language_data_extraction/German/emoji_keywords/generate_emoji_keywords.py b/src/scribe_data/language_data_extraction/German/emoji_keywords/generate_emoji_keywords.py
deleted file mode 100644
index e904c2270..000000000
--- a/src/scribe_data/language_data_extraction/German/emoji_keywords/generate_emoji_keywords.py
+++ /dev/null
@@ -1,46 +0,0 @@
-"""
-Generates keyword-emoji relationships from a selection of German words.
-
-.. raw:: html
-    <!--
-    * Copyright (C) 2024 Scribe
-    *
-    * This program is free software: you can redistribute it and/or modify
-    * it under the terms of the GNU General Public License as published by
-    * the Free Software Foundation, either version 3 of the License, or
-    * (at your option) any later version.
-    *
-    * This program is distributed in the hope that it will be useful,
-    * but WITHOUT ANY WARRANTY; without even the implied warranty of
-    * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-    * GNU General Public License for more details.
-    *
-    * You should have received a copy of the GNU General Public License
-    * along with this program.  If not, see <https://www.gnu.org/licenses/>.
-    -->
-"""
-
-import argparse
-
-from scribe_data.unicode.process_unicode import gen_emoji_lexicon
-from scribe_data.utils import export_formatted_data
-
-LANGUAGE = "German"
-DATA_TYPE = "emoji-keywords"
-emojis_per_keyword = 3
-
-parser = argparse.ArgumentParser()
-parser.add_argument("--file-path")
-args = parser.parse_args()
-
-if emoji_keywords_dict := gen_emoji_lexicon(
-    language=LANGUAGE,
-    emojis_per_keyword=emojis_per_keyword,
-):
-    export_formatted_data(
-        file_path=args.file_path,
-        formatted_data=emoji_keywords_dict,
-        query_data_in_use=True,
-        language=LANGUAGE,
-        data_type=DATA_TYPE,
-    )
diff --git a/src/scribe_data/language_data_extraction/Hausa/emoji_keywords/generate_emoji_keywords.py b/src/scribe_data/language_data_extraction/Hausa/emoji_keywords/generate_emoji_keywords.py
deleted file mode 100644
index 476fab10c..000000000
--- a/src/scribe_data/language_data_extraction/Hausa/emoji_keywords/generate_emoji_keywords.py
+++ /dev/null
@@ -1,46 +0,0 @@
-"""
-Generates keyword-emoji relationships from a selection of Hausa words.
-
-.. raw:: html
-    <!--
-    * Copyright (C) 2024 Scribe
-    *
-    * This program is free software: you can redistribute it and/or modify
-    * it under the terms of the GNU General Public License as published by
-    * the Free Software Foundation, either version 3 of the License, or
-    * (at your option) any later version.
-    *
-    * This program is distributed in the hope that it will be useful,
-    * but WITHOUT ANY WARRANTY; without even the implied warranty of
-    * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-    * GNU General Public License for more details.
-    *
-    * You should have received a copy of the GNU General Public License
-    * along with this program.  If not, see <https://www.gnu.org/licenses/>.
-    -->
-"""
-
-import argparse
-
-from scribe_data.unicode.process_unicode import gen_emoji_lexicon
-from scribe_data.utils import export_formatted_data
-
-LANGUAGE = "Hausa"
-DATA_TYPE = "emoji-keywords"
-emojis_per_keyword = 3
-
-parser = argparse.ArgumentParser()
-parser.add_argument("--file-path")
-args = parser.parse_args()
-
-if emoji_keywords_dict := gen_emoji_lexicon(
-    language=LANGUAGE,
-    emojis_per_keyword=emojis_per_keyword,
-):
-    export_formatted_data(
-        file_path=args.file_path,
-        formatted_data=emoji_keywords_dict,
-        query_data_in_use=True,
-        language=LANGUAGE,
-        data_type=DATA_TYPE,
-    )
diff --git a/src/scribe_data/language_data_extraction/Hindustani/Hindi/emoji_keywords/___init__.py b/src/scribe_data/language_data_extraction/Hindustani/Hindi/emoji_keywords/___init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/src/scribe_data/language_data_extraction/Hindustani/Hindi/emoji_keywords/generate_emoji_keywords.py b/src/scribe_data/language_data_extraction/Hindustani/Hindi/emoji_keywords/generate_emoji_keywords.py
deleted file mode 100644
index 3003fbdd7..000000000
--- a/src/scribe_data/language_data_extraction/Hindustani/Hindi/emoji_keywords/generate_emoji_keywords.py
+++ /dev/null
@@ -1,47 +0,0 @@
-"""
-Generates keyword-emoji relationships from a selection of Hindi words, ensuring Urdu words are excluded.
-
-.. raw:: html
-    <!--
-    * Copyright (C) 2024 Scribe
-    *
-    * This program is free software: you can redistribute it and/or modify
-    * it under the terms of the GNU General Public License as published by
-    * the Free Software Foundation, either version 3 of the License, or
-    * (at your option) any later version.
-    *
-    * This program is distributed in the hope that it will be useful,
-    * but WITHOUT ANY WARRANTY; without even the implied warranty of
-    * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-    * GNU General Public License for more details.
-    *
-    * You should have received a copy of the GNU General Public License
-    * along with this program.  If not, see <https://www.gnu.org/licenses/>.
-    -->
-"""
-
-import argparse
-
-from scribe_data.unicode.process_unicode import gen_emoji_lexicon
-from scribe_data.utils import export_formatted_data
-
-LANGUAGE = "Hindi"
-DATA_TYPE = "emoji-keywords"
-emojis_per_keyword = 3
-
-parser = argparse.ArgumentParser()
-parser.add_argument("--file-path")
-args = parser.parse_args()
-
-# Generating emoji lexicon but filter for Hindi specifically
-if emoji_keywords_dict := gen_emoji_lexicon(
-    language=LANGUAGE,
-    emojis_per_keyword=emojis_per_keyword,
-):
-    export_formatted_data(
-        file_path=args.file_path,
-        formatted_data=emoji_keywords_dict,
-        query_data_in_use=True,
-        language="Hindi",  # Setting final language to Hindi for output purposes
-        data_type=DATA_TYPE,
-    )
diff --git a/src/scribe_data/language_data_extraction/Indonesian/emoji_keywords/__init__.py b/src/scribe_data/language_data_extraction/Indonesian/emoji_keywords/__init__.py
deleted file mode 100644
index 8b1378917..000000000
--- a/src/scribe_data/language_data_extraction/Indonesian/emoji_keywords/__init__.py
+++ /dev/null
@@ -1 +0,0 @@
-
diff --git a/src/scribe_data/language_data_extraction/Indonesian/emoji_keywords/genetate_emoji_keywords.py b/src/scribe_data/language_data_extraction/Indonesian/emoji_keywords/genetate_emoji_keywords.py
deleted file mode 100644
index c223516db..000000000
--- a/src/scribe_data/language_data_extraction/Indonesian/emoji_keywords/genetate_emoji_keywords.py
+++ /dev/null
@@ -1,46 +0,0 @@
-"""
-Generates keyword-emoji relationships from a selection of Slovak words.
-
-.. raw:: html
-    <!--
-    * Copyright (C) 2024 Scribe
-    *
-    * This program is free software: you can redistribute it and/or modify
-    * it under the terms of the GNU General Public License as published by
-    * the Free Software Foundation, either version 3 of the License, or
-    * (at your option) any later version.
-    *
-    * This program is distributed in the hope that it will be useful,
-    * but WITHOUT ANY WARRANTY; without even the implied warranty of
-    * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-    * GNU General Public License for more details.
-    *
-    * You should have received a copy of the GNU General Public License
-    * along with this program.  If not, see <https://www.gnu.org/licenses/>.
-    -->
-"""
-
-import argparse
-
-from scribe_data.unicode.process_unicode import gen_emoji_lexicon
-from scribe_data.utils import export_formatted_data
-
-LANGUAGE = "Indonesian"
-DATA_TYPE = "emoji-keywords"
-emojis_per_keyword = 3
-
-parser = argparse.ArgumentParser()
-parser.add_argument("--file-path")
-args = parser.parse_args()
-
-if emoji_keywords_dict := gen_emoji_lexicon(
-    language=LANGUAGE,
-    emojis_per_keyword=emojis_per_keyword,
-):
-    export_formatted_data(
-        file_path=args.file_path,
-        formatted_data=emoji_keywords_dict,
-        query_data_in_use=True,
-        language=LANGUAGE,
-        data_type=DATA_TYPE,
-    )
diff --git a/src/scribe_data/language_data_extraction/Italian/emoji_keywords/generate_emoji_keywords.py b/src/scribe_data/language_data_extraction/Italian/emoji_keywords/generate_emoji_keywords.py
deleted file mode 100644
index 1843e4851..000000000
--- a/src/scribe_data/language_data_extraction/Italian/emoji_keywords/generate_emoji_keywords.py
+++ /dev/null
@@ -1,46 +0,0 @@
-"""
-Generates keyword-emoji relationships from a selection of Italian words.
-
-.. raw:: html
-    <!--
-    * Copyright (C) 2024 Scribe
-    *
-    * This program is free software: you can redistribute it and/or modify
-    * it under the terms of the GNU General Public License as published by
-    * the Free Software Foundation, either version 3 of the License, or
-    * (at your option) any later version.
-    *
-    * This program is distributed in the hope that it will be useful,
-    * but WITHOUT ANY WARRANTY; without even the implied warranty of
-    * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-    * GNU General Public License for more details.
-    *
-    * You should have received a copy of the GNU General Public License
-    * along with this program.  If not, see <https://www.gnu.org/licenses/>.
-    -->
-"""
-
-import argparse
-
-from scribe_data.unicode.process_unicode import gen_emoji_lexicon
-from scribe_data.utils import export_formatted_data
-
-LANGUAGE = "Italian"
-DATA_TYPE = "emoji-keywords"
-emojis_per_keyword = 3
-
-parser = argparse.ArgumentParser()
-parser.add_argument("--file-path")
-args = parser.parse_args()
-
-if emoji_keywords_dict := gen_emoji_lexicon(
-    language=LANGUAGE,
-    emojis_per_keyword=emojis_per_keyword,
-):
-    export_formatted_data(
-        file_path=args.file_path,
-        formatted_data=emoji_keywords_dict,
-        query_data_in_use=True,
-        language=LANGUAGE,
-        data_type=DATA_TYPE,
-    )
diff --git a/src/scribe_data/language_data_extraction/Japanese/emoji_keywords/generate_emoji_keywords.py b/src/scribe_data/language_data_extraction/Japanese/emoji_keywords/generate_emoji_keywords.py
deleted file mode 100644
index 7ef3de7fe..000000000
--- a/src/scribe_data/language_data_extraction/Japanese/emoji_keywords/generate_emoji_keywords.py
+++ /dev/null
@@ -1,46 +0,0 @@
-"""
-Generates keyword-emoji relationships from a selection of Japanese words.
-
-.. raw:: html
-    <!--
-    * Copyright (C) 2024 Scribe
-    *
-    * This program is free software: you can redistribute it and/or modify
-    * it under the terms of the GNU General Public License as published by
-    * the Free Software Foundation, either version 3 of the License, or
-    * (at your option) any later version.
-    *
-    * This program is distributed in the hope that it will be useful,
-    * but WITHOUT ANY WARRANTY; without even the implied warranty of
-    * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-    * GNU General Public License for more details.
-    *
-    * You should have received a copy of the GNU General Public License
-    * along with this program.  If not, see <https://www.gnu.org/licenses/>.
-    -->
-"""
-
-import argparse
-
-from scribe_data.unicode.process_unicode import gen_emoji_lexicon
-from scribe_data.utils import export_formatted_data
-
-LANGUAGE = "Japanese"
-DATA_TYPE = "emoji-keywords"
-emojis_per_keyword = 3
-
-parser = argparse.ArgumentParser()
-parser.add_argument("--file-path")
-args = parser.parse_args()
-
-if emoji_keywords_dict := gen_emoji_lexicon(
-    language=LANGUAGE,
-    emojis_per_keyword=emojis_per_keyword,
-):
-    export_formatted_data(
-        file_path=args.file_path,
-        formatted_data=emoji_keywords_dict,
-        query_data_in_use=True,
-        language=LANGUAGE,
-        data_type=DATA_TYPE,
-    )
diff --git a/src/scribe_data/language_data_extraction/Korean/emoji_keywords/generate_emoji_keywords.py b/src/scribe_data/language_data_extraction/Korean/emoji_keywords/generate_emoji_keywords.py
deleted file mode 100644
index 8a710ceaa..000000000
--- a/src/scribe_data/language_data_extraction/Korean/emoji_keywords/generate_emoji_keywords.py
+++ /dev/null
@@ -1,46 +0,0 @@
-"""
-Generates keyword-emoji relationships from a selection of Korean words.
-
-.. raw:: html
-    <!--
-    * Copyright (C) 2024 Scribe
-    *
-    * This program is free software: you can redistribute it and/or modify
-    * it under the terms of the GNU General Public License as published by
-    * the Free Software Foundation, either version 3 of the License, or
-    * (at your option) any later version.
-    *
-    * This program is distributed in the hope that it will be useful,
-    * but WITHOUT ANY WARRANTY; without even the implied warranty of
-    * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-    * GNU General Public License for more details.
-    *
-    * You should have received a copy of the GNU General Public License
-    * along with this program.  If not, see <https://www.gnu.org/licenses/>.
-    -->
-"""
-
-import argparse
-
-from scribe_data.unicode.process_unicode import gen_emoji_lexicon
-from scribe_data.utils import export_formatted_data
-
-LANGUAGE = "Korean"
-DATA_TYPE = "emoji-keywords"
-emojis_per_keyword = 3
-
-parser = argparse.ArgumentParser()
-parser.add_argument("--file-path")
-args = parser.parse_args()
-
-if emoji_keywords_dict := gen_emoji_lexicon(
-    language=LANGUAGE,
-    emojis_per_keyword=emojis_per_keyword,
-):
-    export_formatted_data(
-        file_path=args.file_path,
-        formatted_data=emoji_keywords_dict,
-        query_data_in_use=True,
-        language=LANGUAGE,
-        data_type=DATA_TYPE,
-    )
diff --git a/src/scribe_data/language_data_extraction/Kurmanji/emoji_keywords/__init__.py b/src/scribe_data/language_data_extraction/Kurmanji/emoji_keywords/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/src/scribe_data/language_data_extraction/Latin/emoji_keywords/__init__.py b/src/scribe_data/language_data_extraction/Latin/emoji_keywords/__init__.py
deleted file mode 100644
index 8b1378917..000000000
--- a/src/scribe_data/language_data_extraction/Latin/emoji_keywords/__init__.py
+++ /dev/null
@@ -1 +0,0 @@
-
diff --git a/src/scribe_data/language_data_extraction/Latin/emoji_keywords/generate_emoji_keywords.py b/src/scribe_data/language_data_extraction/Latin/emoji_keywords/generate_emoji_keywords.py
deleted file mode 100644
index 818bb0d9f..000000000
--- a/src/scribe_data/language_data_extraction/Latin/emoji_keywords/generate_emoji_keywords.py
+++ /dev/null
@@ -1,47 +0,0 @@
-
-"""
-Generates keyword-emoji relationships from a selection of Latin words.
-
-.. raw:: html
-    <!--
-    * Copyright (C) 2024 Scribe
-    *
-    * This program is free software: you can redistribute it and/or modify
-    * it under the terms of the GNU General Public License as published by
-    * the Free Software Foundation, either version 3 of the License, or
-    * (at your option) any later version.
-    *
-    * This program is distributed in the hope that it will be useful,
-    * but WITHOUT ANY WARRANTY; without even the implied warranty of
-    * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-    * GNU General Public License for more details.
-    *
-    * You should have received a copy of the GNU General Public License
-    * along with this program.  If not, see <https://www.gnu.org/licenses/>.
-    -->
-"""
-
-import argparse
-
-from scribe_data.unicode.process_unicode import gen_emoji_lexicon
-from scribe_data.utils import export_formatted_data
-
-LANGUAGE = "Latin"
-DATA_TYPE = "emoji-keywords"
-emojis_per_keyword = 3
-
-parser = argparse.ArgumentParser()
-parser.add_argument("--file-path")
-args = parser.parse_args()
-
-if emoji_keywords_dict := gen_emoji_lexicon(
-    language=LANGUAGE,
-    emojis_per_keyword=emojis_per_keyword,
-):
-    export_formatted_data(
-        file_path=args.file_path,
-        formatted_data=emoji_keywords_dict,
-        query_data_in_use=True,
-        language=LANGUAGE,
-        data_type=DATA_TYPE,
-    )
diff --git a/src/scribe_data/language_data_extraction/Malayalam/emoji_keywords/__init__.py b/src/scribe_data/language_data_extraction/Malayalam/emoji_keywords/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/src/scribe_data/language_data_extraction/Malayalam/emoji_keywords/generate_emoji_keywords.py b/src/scribe_data/language_data_extraction/Malayalam/emoji_keywords/generate_emoji_keywords.py
deleted file mode 100644
index fc4809fd5..000000000
--- a/src/scribe_data/language_data_extraction/Malayalam/emoji_keywords/generate_emoji_keywords.py
+++ /dev/null
@@ -1,39 +0,0 @@
-"""
-Generates keyword-emoji relationships from a selection of Malayalam words.
-
-.. raw:: html
-    <!--
-    * Copyright (C) 2024 Scribe
-    *
-    * This program is free software: you can redistribute it and/or modify
-    * it under the terms of the GNU General Public License as published by
-    * the Free Software Foundation, either version 3 of the License, or
-    * (at your option) any later version.
-    *
-    * This program is distributed in the hope that it will be useful,
-    * but WITHOUT ANY WARRANTY; without even the implied warranty of
-    * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-    * GNU General Public License for more details.
-    *
-    * You should have received a copy of the GNU General Public License
-    * along with this program.  If not, see <https://www.gnu.org/licenses/>.
-    -->
-"""
-
-from scribe_data.unicode.process_unicode import gen_emoji_lexicon
-from scribe_data.utils import export_formatted_data
-
-LANGUAGE = "Malayalam"
-DATA_TYPE = "emoji-keywords"
-emojis_per_keyword = 3
-
-if emoji_keywords_dict := gen_emoji_lexicon(
-    language=LANGUAGE,
-    emojis_per_keyword=emojis_per_keyword,
-):
-    export_formatted_data(
-        formatted_data=emoji_keywords_dict,
-        query_data_in_use=True,
-        language=LANGUAGE,
-        data_type=DATA_TYPE,
-    )
diff --git a/src/scribe_data/language_data_extraction/Polish/emoji_keywords/__init__.py b/src/scribe_data/language_data_extraction/Polish/emoji_keywords/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/src/scribe_data/language_data_extraction/Portuguese/__init__.py b/src/scribe_data/language_data_extraction/Portuguese/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/src/scribe_data/language_data_extraction/Portuguese/emoji_keywords/__init__.py b/src/scribe_data/language_data_extraction/Portuguese/emoji_keywords/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/src/scribe_data/language_data_extraction/Portuguese/emoji_keywords/generate_emoji_keywords.py b/src/scribe_data/language_data_extraction/Portuguese/emoji_keywords/generate_emoji_keywords.py
deleted file mode 100644
index cdf55e86b..000000000
--- a/src/scribe_data/language_data_extraction/Portuguese/emoji_keywords/generate_emoji_keywords.py
+++ /dev/null
@@ -1,46 +0,0 @@
-"""
-Generates keyword-emoji relationships from a selection of Portuguese words.
-
-.. raw:: html
-    <!--
-    * Copyright (C) 2024 Scribe
-    *
-    * This program is free software: you can redistribute it and/or modify
-    * it under the terms of the GNU General Public License as published by
-    * the Free Software Foundation, either version 3 of the License, or
-    * (at your option) any later version.
-    *
-    * This program is distributed in the hope that it will be useful,
-    * but WITHOUT ANY WARRANTY; without even the implied warranty of
-    * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-    * GNU General Public License for more details.
-    *
-    * You should have received a copy of the GNU General Public License
-    * along with this program.  If not, see <https://www.gnu.org/licenses/>.
-    -->
-"""
-
-import argparse
-
-from scribe_data.unicode.process_unicode import gen_emoji_lexicon
-from scribe_data.utils import export_formatted_data
-
-LANGUAGE = "Portuguese"
-DATA_TYPE = "emoji-keywords"
-emojis_per_keyword = 3
-
-parser = argparse.ArgumentParser()
-parser.add_argument("--file-path")
-args = parser.parse_args()
-
-if emoji_keywords_dict := gen_emoji_lexicon(
-    language=LANGUAGE,
-    emojis_per_keyword=emojis_per_keyword,
-):
-    export_formatted_data(
-        file_path=args.file_path,
-        formatted_data=emoji_keywords_dict,
-        query_data_in_use=True,
-        language=LANGUAGE,
-        data_type=DATA_TYPE,
-    )
diff --git a/src/scribe_data/language_data_extraction/Portuguese/nouns/__init__.py b/src/scribe_data/language_data_extraction/Portuguese/nouns/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/src/scribe_data/language_data_extraction/Portuguese/verbs/__init__.py b/src/scribe_data/language_data_extraction/Portuguese/verbs/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/src/scribe_data/language_data_extraction/Punjabi/Gurmukhi/emoji_keywords/__init__.py b/src/scribe_data/language_data_extraction/Punjabi/Gurmukhi/emoji_keywords/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/src/scribe_data/language_data_extraction/Punjabi/Shahmukhi/emoji_keywords/__init__.py b/src/scribe_data/language_data_extraction/Punjabi/Shahmukhi/emoji_keywords/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/src/scribe_data/language_data_extraction/Russian/__init__.py b/src/scribe_data/language_data_extraction/Russian/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/src/scribe_data/language_data_extraction/Russian/emoji_keywords/__init__.py b/src/scribe_data/language_data_extraction/Russian/emoji_keywords/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/src/scribe_data/language_data_extraction/Russian/emoji_keywords/generate_emoji_keywords.py b/src/scribe_data/language_data_extraction/Russian/emoji_keywords/generate_emoji_keywords.py
deleted file mode 100644
index 2e6fbfdf3..000000000
--- a/src/scribe_data/language_data_extraction/Russian/emoji_keywords/generate_emoji_keywords.py
+++ /dev/null
@@ -1,46 +0,0 @@
-"""
-Generates keyword-emoji relationships from a selection of Russian words.
-
-.. raw:: html
-    <!--
-    * Copyright (C) 2024 Scribe
-    *
-    * This program is free software: you can redistribute it and/or modify
-    * it under the terms of the GNU General Public License as published by
-    * the Free Software Foundation, either version 3 of the License, or
-    * (at your option) any later version.
-    *
-    * This program is distributed in the hope that it will be useful,
-    * but WITHOUT ANY WARRANTY; without even the implied warranty of
-    * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-    * GNU General Public License for more details.
-    *
-    * You should have received a copy of the GNU General Public License
-    * along with this program.  If not, see <https://www.gnu.org/licenses/>.
-    -->
-"""
-
-import argparse
-
-from scribe_data.unicode.process_unicode import gen_emoji_lexicon
-from scribe_data.utils import export_formatted_data
-
-LANGUAGE = "Russian"
-DATA_TYPE = "emoji-keywords"
-emojis_per_keyword = 3
-
-parser = argparse.ArgumentParser()
-parser.add_argument("--file-path")
-args = parser.parse_args()
-
-if emoji_keywords_dict := gen_emoji_lexicon(
-    language=LANGUAGE,
-    emojis_per_keyword=emojis_per_keyword,
-):
-    export_formatted_data(
-        file_path=args.file_path,
-        formatted_data=emoji_keywords_dict,
-        query_data_in_use=True,
-        language=LANGUAGE,
-        data_type=DATA_TYPE,
-    )
diff --git a/src/scribe_data/language_data_extraction/Russian/nouns/__init__.py b/src/scribe_data/language_data_extraction/Russian/nouns/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/src/scribe_data/language_data_extraction/Russian/prepositions/__init__.py b/src/scribe_data/language_data_extraction/Russian/prepositions/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/src/scribe_data/language_data_extraction/Russian/verbs/__init__.py b/src/scribe_data/language_data_extraction/Russian/verbs/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/src/scribe_data/language_data_extraction/Slovak/emoji_keywords/__init__.py b/src/scribe_data/language_data_extraction/Slovak/emoji_keywords/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/src/scribe_data/language_data_extraction/Slovak/emoji_keywords/generate_emoji_keywords.py b/src/scribe_data/language_data_extraction/Slovak/emoji_keywords/generate_emoji_keywords.py
deleted file mode 100644
index 2b0baa7d3..000000000
--- a/src/scribe_data/language_data_extraction/Slovak/emoji_keywords/generate_emoji_keywords.py
+++ /dev/null
@@ -1,46 +0,0 @@
-"""
-Generates keyword-emoji relationships from a selection of Slovak words.
-
-.. raw:: html
-    <!--
-    * Copyright (C) 2024 Scribe
-    *
-    * This program is free software: you can redistribute it and/or modify
-    * it under the terms of the GNU General Public License as published by
-    * the Free Software Foundation, either version 3 of the License, or
-    * (at your option) any later version.
-    *
-    * This program is distributed in the hope that it will be useful,
-    * but WITHOUT ANY WARRANTY; without even the implied warranty of
-    * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-    * GNU General Public License for more details.
-    *
-    * You should have received a copy of the GNU General Public License
-    * along with this program.  If not, see <https://www.gnu.org/licenses/>.
-    -->
-"""
-
-import argparse
-
-from scribe_data.unicode.process_unicode import gen_emoji_lexicon
-from scribe_data.utils import export_formatted_data
-
-LANGUAGE = "Slovak"
-DATA_TYPE = "emoji-keywords"
-emojis_per_keyword = 3
-
-parser = argparse.ArgumentParser()
-parser.add_argument("--file-path")
-args = parser.parse_args()
-
-if emoji_keywords_dict := gen_emoji_lexicon(
-    language=LANGUAGE,
-    emojis_per_keyword=emojis_per_keyword,
-):
-    export_formatted_data(
-        file_path=args.file_path,
-        formatted_data=emoji_keywords_dict,
-        query_data_in_use=True,
-        language=LANGUAGE,
-        data_type=DATA_TYPE,
-    )
diff --git a/src/scribe_data/language_data_extraction/Spanish/__init__.py b/src/scribe_data/language_data_extraction/Spanish/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/src/scribe_data/language_data_extraction/Spanish/emoji_keywords/__init__.py b/src/scribe_data/language_data_extraction/Spanish/emoji_keywords/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/src/scribe_data/language_data_extraction/Spanish/emoji_keywords/generate_emoji_keywords.py b/src/scribe_data/language_data_extraction/Spanish/emoji_keywords/generate_emoji_keywords.py
deleted file mode 100644
index b22344f69..000000000
--- a/src/scribe_data/language_data_extraction/Spanish/emoji_keywords/generate_emoji_keywords.py
+++ /dev/null
@@ -1,46 +0,0 @@
-"""
-Generates keyword-emoji relationships from a selection of Spanish words.
-
-.. raw:: html
-    <!--
-    * Copyright (C) 2024 Scribe
-    *
-    * This program is free software: you can redistribute it and/or modify
-    * it under the terms of the GNU General Public License as published by
-    * the Free Software Foundation, either version 3 of the License, or
-    * (at your option) any later version.
-    *
-    * This program is distributed in the hope that it will be useful,
-    * but WITHOUT ANY WARRANTY; without even the implied warranty of
-    * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-    * GNU General Public License for more details.
-    *
-    * You should have received a copy of the GNU General Public License
-    * along with this program.  If not, see <https://www.gnu.org/licenses/>.
-    -->
-"""
-
-import argparse
-
-from scribe_data.unicode.process_unicode import gen_emoji_lexicon
-from scribe_data.utils import export_formatted_data
-
-LANGUAGE = "Spanish"
-DATA_TYPE = "emoji-keywords"
-emojis_per_keyword = 3
-
-parser = argparse.ArgumentParser()
-parser.add_argument("--file-path")
-args = parser.parse_args()
-
-if emoji_keywords_dict := gen_emoji_lexicon(
-    language=LANGUAGE,
-    emojis_per_keyword=emojis_per_keyword,
-):
-    export_formatted_data(
-        file_path=args.file_path,
-        formatted_data=emoji_keywords_dict,
-        query_data_in_use=True,
-        language=LANGUAGE,
-        data_type=DATA_TYPE,
-    )
diff --git a/src/scribe_data/language_data_extraction/Spanish/nouns/__init__.py b/src/scribe_data/language_data_extraction/Spanish/nouns/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/src/scribe_data/language_data_extraction/Spanish/verbs/__init__.py b/src/scribe_data/language_data_extraction/Spanish/verbs/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/src/scribe_data/language_data_extraction/Swahili/emoji_keywords/__init__.py b/src/scribe_data/language_data_extraction/Swahili/emoji_keywords/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/src/scribe_data/language_data_extraction/Swahili/emoji_keywords/generate_emoji_keyword.py b/src/scribe_data/language_data_extraction/Swahili/emoji_keywords/generate_emoji_keyword.py
deleted file mode 100644
index f04c2eb0e..000000000
--- a/src/scribe_data/language_data_extraction/Swahili/emoji_keywords/generate_emoji_keyword.py
+++ /dev/null
@@ -1,46 +0,0 @@
-"""
-Generates keyword-emoji relationships from a selection of Swahili words.
-
-.. raw:: html
-    <!--
-    * Copyright (C) 2024 Scribe
-    *
-    * This program is free software: you can redistribute it and/or modify
-    * it under the terms of the GNU General Public License as published by
-    * the Free Software Foundation, either version 3 of the License, or
-    * (at your option) any later version.
-    *
-    * This program is distributed in the hope that it will be useful,
-    * but WITHOUT ANY WARRANTY; without even the implied warranty of
-    * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-    * GNU General Public License for more details.
-    *
-    * You should have received a copy of the GNU General Public License
-    * along with this program.  If not, see <https://www.gnu.org/licenses/>.
-    -->
-"""
-
-import argparse
-
-from scribe_data.unicode.process_unicode import gen_emoji_lexicon
-from scribe_data.utils import export_formatted_data
-
-LANGUAGE = "Swahili"
-DATA_TYPE = "emoji-keywords"
-emojis_per_keyword = 3
-
-parser = argparse.ArgumentParser()
-parser.add_argument("--file-path")
-args = parser.parse_args()
-
-if emoji_keywords_dict := gen_emoji_lexicon(
-    language=LANGUAGE,
-    emojis_per_keyword=emojis_per_keyword,
-):
-    export_formatted_data(
-        file_path=args.file_path,
-        formatted_data=emoji_keywords_dict,
-        query_data_in_use=True,
-        language=LANGUAGE,
-        data_type=DATA_TYPE,
-    )
diff --git a/src/scribe_data/language_data_extraction/Swedish/__init__.py b/src/scribe_data/language_data_extraction/Swedish/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/src/scribe_data/language_data_extraction/Swedish/emoji_keywords/__init__.py b/src/scribe_data/language_data_extraction/Swedish/emoji_keywords/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/src/scribe_data/language_data_extraction/Swedish/emoji_keywords/generate_emoji_keywords.py b/src/scribe_data/language_data_extraction/Swedish/emoji_keywords/generate_emoji_keywords.py
deleted file mode 100644
index 24de2b54d..000000000
--- a/src/scribe_data/language_data_extraction/Swedish/emoji_keywords/generate_emoji_keywords.py
+++ /dev/null
@@ -1,46 +0,0 @@
-"""
-Generates keyword-emoji relationships from a selection of Swedish words.
-
-.. raw:: html
-    <!--
-    * Copyright (C) 2024 Scribe
-    *
-    * This program is free software: you can redistribute it and/or modify
-    * it under the terms of the GNU General Public License as published by
-    * the Free Software Foundation, either version 3 of the License, or
-    * (at your option) any later version.
-    *
-    * This program is distributed in the hope that it will be useful,
-    * but WITHOUT ANY WARRANTY; without even the implied warranty of
-    * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-    * GNU General Public License for more details.
-    *
-    * You should have received a copy of the GNU General Public License
-    * along with this program.  If not, see <https://www.gnu.org/licenses/>.
-    -->
-"""
-
-import argparse
-
-from scribe_data.unicode.process_unicode import gen_emoji_lexicon
-from scribe_data.utils import export_formatted_data
-
-LANGUAGE = "Swedish"
-DATA_TYPE = "emoji-keywords"
-emojis_per_keyword = 3
-
-parser = argparse.ArgumentParser()
-parser.add_argument("--file-path")
-args = parser.parse_args()
-
-if emoji_keywords_dict := gen_emoji_lexicon(
-    language=LANGUAGE,
-    emojis_per_keyword=emojis_per_keyword,
-):
-    export_formatted_data(
-        file_path=args.file_path,
-        formatted_data=emoji_keywords_dict,
-        query_data_in_use=True,
-        language=LANGUAGE,
-        data_type=DATA_TYPE,
-    )
diff --git a/src/scribe_data/language_data_extraction/Swedish/nouns/__init__.py b/src/scribe_data/language_data_extraction/Swedish/nouns/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/src/scribe_data/language_data_extraction/Swedish/verbs/__init__.py b/src/scribe_data/language_data_extraction/Swedish/verbs/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/src/scribe_data/language_data_extraction/Tajik/emoji_keywords/__init__.py b/src/scribe_data/language_data_extraction/Tajik/emoji_keywords/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/src/scribe_data/language_data_extraction/Tajik/emoji_keywords/generate_emoji_keywords.py b/src/scribe_data/language_data_extraction/Tajik/emoji_keywords/generate_emoji_keywords.py
deleted file mode 100644
index bb4793e09..000000000
--- a/src/scribe_data/language_data_extraction/Tajik/emoji_keywords/generate_emoji_keywords.py
+++ /dev/null
@@ -1,46 +0,0 @@
-"""
-Generates keyword-emoji relationships from a selection of Tajik words.
-
-.. raw:: html
-    <!--
-    * Copyright (C) 2024 Scribe
-    *
-    * This program is free software: you can redistribute it and/or modify
-    * it under the terms of the GNU General Public License as published by
-    * the Free Software Foundation, either version 3 of the License, or
-    * (at your option) any later version.
-    *
-    * This program is distributed in the hope that it will be useful,
-    * but WITHOUT ANY WARRANTY; without even the implied warranty of
-    * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-    * GNU General Public License for more details.
-    *
-    * You should have received a copy of the GNU General Public License
-    * along with this program.  If not, see <https://www.gnu.org/licenses/>.
-    -->
-"""
-
-import argparse
-
-from scribe_data.unicode.process_unicode import gen_emoji_lexicon
-from scribe_data.utils import export_formatted_data
-
-LANGUAGE = "Tajik"
-DATA_TYPE = "emoji-keywords"
-emojis_per_keyword = 3
-
-parser = argparse.ArgumentParser()
-parser.add_argument("--file-path")
-args = parser.parse_args()
-
-if emoji_keywords_dict := gen_emoji_lexicon(
-    language=LANGUAGE,
-    emojis_per_keyword=emojis_per_keyword,
-):
-    export_formatted_data(
-        file_path=args.file_path,
-        formatted_data=emoji_keywords_dict,
-        query_data_in_use=True,
-        language=LANGUAGE,
-        data_type=DATA_TYPE,
-    )
diff --git a/src/scribe_data/language_data_extraction/Tamil/emoji_keywords/__init__.py b/src/scribe_data/language_data_extraction/Tamil/emoji_keywords/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/src/scribe_data/language_data_extraction/Tamil/emoji_keywords/generate_emoji_keywords.py b/src/scribe_data/language_data_extraction/Tamil/emoji_keywords/generate_emoji_keywords.py
deleted file mode 100644
index 6840fbe70..000000000
--- a/src/scribe_data/language_data_extraction/Tamil/emoji_keywords/generate_emoji_keywords.py
+++ /dev/null
@@ -1,46 +0,0 @@
-"""
-Generates keyword-emoji relationships from a selection of Tamil words.
-
-.. raw:: html
-    <!--
-    * Copyright (C) 2024 Scribe
-    *
-    * This program is free software: you can redistribute it and/or modify
-    * it under the terms of the GNU General Public License as published by
-    * the Free Software Foundation, either version 3 of the License, or
-    * (at your option) any later version.
-    *
-    * This program is distributed in the hope that it will be useful,
-    * but WITHOUT ANY WARRANTY; without even the implied warranty of
-    * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-    * GNU General Public License for more details.
-    *
-    * You should have received a copy of the GNU General Public License
-    * along with this program.  If not, see <https://www.gnu.org/licenses/>.
-    -->
-"""
-
-import argparse
-
-from scribe_data.unicode.process_unicode import gen_emoji_lexicon
-from scribe_data.utils import export_formatted_data
-
-LANGUAGE = "Tamil"
-DATA_TYPE = "emoji-keywords"
-emojis_per_keyword = 3
-
-parser = argparse.ArgumentParser()
-parser.add_argument("--file-path")
-args = parser.parse_args()
-
-if emoji_keywords_dict := gen_emoji_lexicon(
-    language=LANGUAGE,
-    emojis_per_keyword=emojis_per_keyword,
-):
-    export_formatted_data(
-        file_path=args.file_path,
-        formatted_data=emoji_keywords_dict,
-        query_data_in_use=True,
-        language=LANGUAGE,
-        data_type=DATA_TYPE,
-    )
diff --git a/src/scribe_data/language_data_extraction/Ukrainian/emoji_keywords/__init__.py b/src/scribe_data/language_data_extraction/Ukrainian/emoji_keywords/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/src/scribe_data/language_data_extraction/Yoruba/emoji_keywords/__init__.py b/src/scribe_data/language_data_extraction/Yoruba/emoji_keywords/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/src/scribe_data/language_data_extraction/__init__.py b/src/scribe_data/language_data_extraction/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/src/scribe_data/language_data_extraction/Basque/emoji_keywords/__init__.py b/src/scribe_data/wikidata/language_data_extraction/__init__.py
similarity index 100%
rename from src/scribe_data/language_data_extraction/Basque/emoji_keywords/__init__.py
rename to src/scribe_data/wikidata/language_data_extraction/__init__.py
diff --git a/src/scribe_data/language_data_extraction/Arabic/adjectives/query_adjectives.sparql b/src/scribe_data/wikidata/language_data_extraction/arabic/adjectives/query_adjectives.sparql
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rename from src/scribe_data/language_data_extraction/Arabic/adjectives/query_adjectives.sparql
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diff --git a/src/scribe_data/language_data_extraction/Arabic/adverbs/query_adverbs.sparql b/src/scribe_data/wikidata/language_data_extraction/arabic/adverbs/query_adverbs.sparql
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diff --git a/src/scribe_data/language_data_extraction/Arabic/nouns/query_nouns.sparql b/src/scribe_data/wikidata/language_data_extraction/arabic/nouns/query_nouns.sparql
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rename from src/scribe_data/language_data_extraction/Arabic/nouns/query_nouns.sparql
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diff --git a/src/scribe_data/language_data_extraction/Arabic/proper_nouns/query_proper_nouns.sparql b/src/scribe_data/wikidata/language_data_extraction/arabic/proper_nouns/query_proper_nouns.sparql
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rename from src/scribe_data/language_data_extraction/Arabic/proper_nouns/query_proper_nouns.sparql
rename to src/scribe_data/wikidata/language_data_extraction/arabic/proper_nouns/query_proper_nouns.sparql
diff --git a/src/scribe_data/language_data_extraction/Arabic/verbs/query_verbs_1.sparql b/src/scribe_data/wikidata/language_data_extraction/arabic/verbs/query_verbs_1.sparql
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rename from src/scribe_data/language_data_extraction/Arabic/verbs/query_verbs_1.sparql
rename to src/scribe_data/wikidata/language_data_extraction/arabic/verbs/query_verbs_1.sparql
diff --git a/src/scribe_data/language_data_extraction/Arabic/verbs/query_verbs_2.sparql b/src/scribe_data/wikidata/language_data_extraction/arabic/verbs/query_verbs_2.sparql
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rename from src/scribe_data/language_data_extraction/Arabic/verbs/query_verbs_2.sparql
rename to src/scribe_data/wikidata/language_data_extraction/arabic/verbs/query_verbs_2.sparql
diff --git a/src/scribe_data/language_data_extraction/Arabic/verbs/query_verbs_3.sparql b/src/scribe_data/wikidata/language_data_extraction/arabic/verbs/query_verbs_3.sparql
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rename to src/scribe_data/wikidata/language_data_extraction/arabic/verbs/query_verbs_3.sparql
diff --git a/src/scribe_data/language_data_extraction/Basque/adjectives/query_adjectives.sparql b/src/scribe_data/wikidata/language_data_extraction/basque/adjectives/query_adjectives.sparql
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diff --git a/src/scribe_data/language_data_extraction/Basque/adverbs/query_adverbs.sparql b/src/scribe_data/wikidata/language_data_extraction/basque/adverbs/query_adverbs.sparql
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rename from src/scribe_data/language_data_extraction/Basque/adverbs/query_adverbs.sparql
rename to src/scribe_data/wikidata/language_data_extraction/basque/adverbs/query_adverbs.sparql
diff --git a/src/scribe_data/language_data_extraction/Basque/nouns/query_nouns.sparql b/src/scribe_data/wikidata/language_data_extraction/basque/nouns/query_nouns.sparql
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rename from src/scribe_data/language_data_extraction/Basque/nouns/query_nouns.sparql
rename to src/scribe_data/wikidata/language_data_extraction/basque/nouns/query_nouns.sparql
diff --git a/src/scribe_data/language_data_extraction/Basque/proper_nouns/query_proper_nouns.sparql b/src/scribe_data/wikidata/language_data_extraction/basque/proper_nouns/query_proper_nouns.sparql
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rename from src/scribe_data/language_data_extraction/Basque/proper_nouns/query_proper_nouns.sparql
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diff --git a/src/scribe_data/language_data_extraction/Basque/verbs/query_verbs.sparql b/src/scribe_data/wikidata/language_data_extraction/basque/verbs/query_verbs.sparql
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rename from src/scribe_data/language_data_extraction/Basque/verbs/query_verbs.sparql
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diff --git a/src/scribe_data/language_data_extraction/Bengali/adjectives/query_adjectives.sparql b/src/scribe_data/wikidata/language_data_extraction/bengali/adjectives/query_adjectives.sparql
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diff --git a/src/scribe_data/language_data_extraction/Bengali/adverbs/query_adverbs.sparql b/src/scribe_data/wikidata/language_data_extraction/bengali/adverbs/query_adverbs.sparql
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diff --git a/src/scribe_data/language_data_extraction/Bengali/nouns/query_nouns.sparql b/src/scribe_data/wikidata/language_data_extraction/bengali/nouns/query_nouns.sparql
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diff --git a/src/scribe_data/language_data_extraction/Bengali/postpositions/query_postpositions.sparql b/src/scribe_data/wikidata/language_data_extraction/bengali/postpositions/query_postpositions.sparql
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diff --git a/src/scribe_data/language_data_extraction/Bengali/prepositions/query_prepositions.sparql b/src/scribe_data/wikidata/language_data_extraction/bengali/prepositions/query_prepositions.sparql
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diff --git a/src/scribe_data/language_data_extraction/Bengali/proper_nouns/query_proper_nouns.sparql b/src/scribe_data/wikidata/language_data_extraction/bengali/proper_nouns/query_proper_nouns.sparql
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diff --git a/src/scribe_data/language_data_extraction/Bengali/verbs/query_verbs.sparql b/src/scribe_data/wikidata/language_data_extraction/bengali/verbs/query_verbs.sparql
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diff --git a/src/scribe_data/language_data_extraction/Chinese/Mandarin/adjectives/query_adjectives.sparql b/src/scribe_data/wikidata/language_data_extraction/chinese/mandarin/adjectives/query_adjectives.sparql
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diff --git a/src/scribe_data/language_data_extraction/Chinese/Mandarin/adverbs/query_adverbs.sparql b/src/scribe_data/wikidata/language_data_extraction/chinese/mandarin/adverbs/query_adverbs.sparql
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diff --git a/src/scribe_data/language_data_extraction/Chinese/Mandarin/nouns/query_nouns.sparql b/src/scribe_data/wikidata/language_data_extraction/chinese/mandarin/nouns/query_nouns.sparql
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diff --git a/src/scribe_data/language_data_extraction/Chinese/Mandarin/prepositions/query_prepositions.sparql b/src/scribe_data/wikidata/language_data_extraction/chinese/mandarin/prepositions/query_prepositions.sparql
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diff --git a/src/scribe_data/language_data_extraction/Chinese/Mandarin/proper_nouns/query_proper_nouns.sparql b/src/scribe_data/wikidata/language_data_extraction/chinese/mandarin/proper_nouns/query_proper_nouns.sparql
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diff --git a/src/scribe_data/language_data_extraction/Chinese/Mandarin/verbs/query_verbs.sparql b/src/scribe_data/wikidata/language_data_extraction/chinese/mandarin/verbs/query_verbs.sparql
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diff --git a/src/scribe_data/language_data_extraction/Czech/adjectives/query_adjectives_1.sparql b/src/scribe_data/wikidata/language_data_extraction/czech/adjectives/query_adjectives_1.sparql
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diff --git a/src/scribe_data/language_data_extraction/Czech/adjectives/query_adjectives_2.sparql b/src/scribe_data/wikidata/language_data_extraction/czech/adjectives/query_adjectives_2.sparql
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diff --git a/src/scribe_data/language_data_extraction/Czech/adjectives/query_adjectives_3.sparql b/src/scribe_data/wikidata/language_data_extraction/czech/adjectives/query_adjectives_3.sparql
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diff --git a/src/scribe_data/language_data_extraction/Czech/adverbs/query_adverbs.sparql b/src/scribe_data/wikidata/language_data_extraction/czech/adverbs/query_adverbs.sparql
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diff --git a/src/scribe_data/language_data_extraction/Czech/nouns/query_nouns.sparql b/src/scribe_data/wikidata/language_data_extraction/czech/nouns/query_nouns.sparql
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diff --git a/src/scribe_data/language_data_extraction/Czech/prepositions/query_prepositions.sparql b/src/scribe_data/wikidata/language_data_extraction/czech/prepositions/query_prepositions.sparql
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rename from src/scribe_data/language_data_extraction/French/nouns/query_nouns.sparql
rename to src/scribe_data/wikidata/language_data_extraction/french/nouns/query_nouns.sparql
diff --git a/src/scribe_data/language_data_extraction/French/prepositions/query_prepositions.sparql b/src/scribe_data/wikidata/language_data_extraction/french/prepositions/query_prepositions.sparql
similarity index 100%
rename from src/scribe_data/language_data_extraction/French/prepositions/query_prepositions.sparql
rename to src/scribe_data/wikidata/language_data_extraction/french/prepositions/query_prepositions.sparql
diff --git a/src/scribe_data/language_data_extraction/French/proper_nouns/query_proper_nouns.sparql b/src/scribe_data/wikidata/language_data_extraction/french/proper_nouns/query_proper_nouns.sparql
similarity index 100%
rename from src/scribe_data/language_data_extraction/French/proper_nouns/query_proper_nouns.sparql
rename to src/scribe_data/wikidata/language_data_extraction/french/proper_nouns/query_proper_nouns.sparql
diff --git a/src/scribe_data/language_data_extraction/English/nouns/__init__.py b/src/scribe_data/wikidata/language_data_extraction/french/verbs/__init__.py
similarity index 100%
rename from src/scribe_data/language_data_extraction/English/nouns/__init__.py
rename to src/scribe_data/wikidata/language_data_extraction/french/verbs/__init__.py
diff --git a/src/scribe_data/language_data_extraction/French/verbs/format_verbs.py b/src/scribe_data/wikidata/language_data_extraction/french/verbs/format_verbs.py
similarity index 100%
rename from src/scribe_data/language_data_extraction/French/verbs/format_verbs.py
rename to src/scribe_data/wikidata/language_data_extraction/french/verbs/format_verbs.py
diff --git a/src/scribe_data/language_data_extraction/French/verbs/query_verbs_1.sparql b/src/scribe_data/wikidata/language_data_extraction/french/verbs/query_verbs_1.sparql
similarity index 100%
rename from src/scribe_data/language_data_extraction/French/verbs/query_verbs_1.sparql
rename to src/scribe_data/wikidata/language_data_extraction/french/verbs/query_verbs_1.sparql
diff --git a/src/scribe_data/language_data_extraction/French/verbs/query_verbs_2.sparql b/src/scribe_data/wikidata/language_data_extraction/french/verbs/query_verbs_2.sparql
similarity index 100%
rename from src/scribe_data/language_data_extraction/French/verbs/query_verbs_2.sparql
rename to src/scribe_data/wikidata/language_data_extraction/french/verbs/query_verbs_2.sparql
diff --git a/src/scribe_data/language_data_extraction/English/verbs/__init__.py b/src/scribe_data/wikidata/language_data_extraction/german/__init__.py
similarity index 100%
rename from src/scribe_data/language_data_extraction/English/verbs/__init__.py
rename to src/scribe_data/wikidata/language_data_extraction/german/__init__.py
diff --git a/src/scribe_data/language_data_extraction/German/adjectives/query_adjectives.sparql b/src/scribe_data/wikidata/language_data_extraction/german/adjectives/query_adjectives.sparql
similarity index 100%
rename from src/scribe_data/language_data_extraction/German/adjectives/query_adjectives.sparql
rename to src/scribe_data/wikidata/language_data_extraction/german/adjectives/query_adjectives.sparql
diff --git a/src/scribe_data/language_data_extraction/German/adverbs/query_adverbs.sparql b/src/scribe_data/wikidata/language_data_extraction/german/adverbs/query_adverbs.sparql
similarity index 100%
rename from src/scribe_data/language_data_extraction/German/adverbs/query_adverbs.sparql
rename to src/scribe_data/wikidata/language_data_extraction/german/adverbs/query_adverbs.sparql
diff --git a/src/scribe_data/language_data_extraction/Esperanto/emoji_keywords/__init__.py b/src/scribe_data/wikidata/language_data_extraction/german/nouns/__init__.py
similarity index 100%
rename from src/scribe_data/language_data_extraction/Esperanto/emoji_keywords/__init__.py
rename to src/scribe_data/wikidata/language_data_extraction/german/nouns/__init__.py
diff --git a/src/scribe_data/language_data_extraction/German/nouns/format_nouns.py b/src/scribe_data/wikidata/language_data_extraction/german/nouns/format_nouns.py
similarity index 100%
rename from src/scribe_data/language_data_extraction/German/nouns/format_nouns.py
rename to src/scribe_data/wikidata/language_data_extraction/german/nouns/format_nouns.py
diff --git a/src/scribe_data/language_data_extraction/German/nouns/query_nouns.sparql b/src/scribe_data/wikidata/language_data_extraction/german/nouns/query_nouns.sparql
similarity index 100%
rename from src/scribe_data/language_data_extraction/German/nouns/query_nouns.sparql
rename to src/scribe_data/wikidata/language_data_extraction/german/nouns/query_nouns.sparql
diff --git a/src/scribe_data/language_data_extraction/Estonian/emoji_keywords/__init__.py b/src/scribe_data/wikidata/language_data_extraction/german/prepositions/__init__.py
similarity index 100%
rename from src/scribe_data/language_data_extraction/Estonian/emoji_keywords/__init__.py
rename to src/scribe_data/wikidata/language_data_extraction/german/prepositions/__init__.py
diff --git a/src/scribe_data/language_data_extraction/German/prepositions/format_prepositions.py b/src/scribe_data/wikidata/language_data_extraction/german/prepositions/format_prepositions.py
similarity index 100%
rename from src/scribe_data/language_data_extraction/German/prepositions/format_prepositions.py
rename to src/scribe_data/wikidata/language_data_extraction/german/prepositions/format_prepositions.py
diff --git a/src/scribe_data/language_data_extraction/German/prepositions/query_prepositions.sparql b/src/scribe_data/wikidata/language_data_extraction/german/prepositions/query_prepositions.sparql
similarity index 100%
rename from src/scribe_data/language_data_extraction/German/prepositions/query_prepositions.sparql
rename to src/scribe_data/wikidata/language_data_extraction/german/prepositions/query_prepositions.sparql
diff --git a/src/scribe_data/language_data_extraction/German/proper_nouns/query_proper_nouns.sparql b/src/scribe_data/wikidata/language_data_extraction/german/proper_nouns/query_proper_nouns.sparql
similarity index 100%
rename from src/scribe_data/language_data_extraction/German/proper_nouns/query_proper_nouns.sparql
rename to src/scribe_data/wikidata/language_data_extraction/german/proper_nouns/query_proper_nouns.sparql
diff --git a/src/scribe_data/language_data_extraction/Finnish/emoji_keywords/__init__.py b/src/scribe_data/wikidata/language_data_extraction/german/verbs/__init__.py
similarity index 100%
rename from src/scribe_data/language_data_extraction/Finnish/emoji_keywords/__init__.py
rename to src/scribe_data/wikidata/language_data_extraction/german/verbs/__init__.py
diff --git a/src/scribe_data/language_data_extraction/German/verbs/format_verbs.py b/src/scribe_data/wikidata/language_data_extraction/german/verbs/format_verbs.py
similarity index 100%
rename from src/scribe_data/language_data_extraction/German/verbs/format_verbs.py
rename to src/scribe_data/wikidata/language_data_extraction/german/verbs/format_verbs.py
diff --git a/src/scribe_data/language_data_extraction/German/verbs/query_verbs_1.sparql b/src/scribe_data/wikidata/language_data_extraction/german/verbs/query_verbs_1.sparql
similarity index 100%
rename from src/scribe_data/language_data_extraction/German/verbs/query_verbs_1.sparql
rename to src/scribe_data/wikidata/language_data_extraction/german/verbs/query_verbs_1.sparql
diff --git a/src/scribe_data/language_data_extraction/German/verbs/query_verbs_2.sparql b/src/scribe_data/wikidata/language_data_extraction/german/verbs/query_verbs_2.sparql
similarity index 100%
rename from src/scribe_data/language_data_extraction/German/verbs/query_verbs_2.sparql
rename to src/scribe_data/wikidata/language_data_extraction/german/verbs/query_verbs_2.sparql
diff --git a/src/scribe_data/language_data_extraction/Greek/adjectives/query_adjectives.sparql b/src/scribe_data/wikidata/language_data_extraction/greek/adjectives/query_adjectives.sparql
similarity index 100%
rename from src/scribe_data/language_data_extraction/Greek/adjectives/query_adjectives.sparql
rename to src/scribe_data/wikidata/language_data_extraction/greek/adjectives/query_adjectives.sparql
diff --git a/src/scribe_data/language_data_extraction/Greek/adverbs/query_adverbs.sparql b/src/scribe_data/wikidata/language_data_extraction/greek/adverbs/query_adverbs.sparql
similarity index 100%
rename from src/scribe_data/language_data_extraction/Greek/adverbs/query_adverbs.sparql
rename to src/scribe_data/wikidata/language_data_extraction/greek/adverbs/query_adverbs.sparql
diff --git a/src/scribe_data/language_data_extraction/Greek/nouns/query_nouns.sparql b/src/scribe_data/wikidata/language_data_extraction/greek/nouns/query_nouns.sparql
similarity index 100%
rename from src/scribe_data/language_data_extraction/Greek/nouns/query_nouns.sparql
rename to src/scribe_data/wikidata/language_data_extraction/greek/nouns/query_nouns.sparql
diff --git a/src/scribe_data/language_data_extraction/Greek/proper_nouns/query_proper_nouns.sparql b/src/scribe_data/wikidata/language_data_extraction/greek/proper_nouns/query_proper_nouns.sparql
similarity index 100%
rename from src/scribe_data/language_data_extraction/Greek/proper_nouns/query_proper_nouns.sparql
rename to src/scribe_data/wikidata/language_data_extraction/greek/proper_nouns/query_proper_nouns.sparql
diff --git a/src/scribe_data/language_data_extraction/Greek/verbs/query_verbs.sparql b/src/scribe_data/wikidata/language_data_extraction/greek/verbs/query_verbs.sparql
similarity index 100%
rename from src/scribe_data/language_data_extraction/Greek/verbs/query_verbs.sparql
rename to src/scribe_data/wikidata/language_data_extraction/greek/verbs/query_verbs.sparql
diff --git a/src/scribe_data/language_data_extraction/Hausa/nouns/query_nouns.sparql b/src/scribe_data/wikidata/language_data_extraction/hausa/nouns/query_nouns.sparql
similarity index 100%
rename from src/scribe_data/language_data_extraction/Hausa/nouns/query_nouns.sparql
rename to src/scribe_data/wikidata/language_data_extraction/hausa/nouns/query_nouns.sparql
diff --git a/src/scribe_data/language_data_extraction/Hausa/proper_nouns/query_proper_nouns.sparql b/src/scribe_data/wikidata/language_data_extraction/hausa/proper_nouns/query_proper_nouns.sparql
similarity index 100%
rename from src/scribe_data/language_data_extraction/Hausa/proper_nouns/query_proper_nouns.sparql
rename to src/scribe_data/wikidata/language_data_extraction/hausa/proper_nouns/query_proper_nouns.sparql
diff --git a/src/scribe_data/language_data_extraction/Hausa/verbs/query_verbs.sparql b/src/scribe_data/wikidata/language_data_extraction/hausa/verbs/query_verbs.sparql
similarity index 100%
rename from src/scribe_data/language_data_extraction/Hausa/verbs/query_verbs.sparql
rename to src/scribe_data/wikidata/language_data_extraction/hausa/verbs/query_verbs.sparql
diff --git a/src/scribe_data/language_data_extraction/Hebrew/adjectives/query_adjectives.sparql b/src/scribe_data/wikidata/language_data_extraction/hebrew/adjectives/query_adjectives.sparql
similarity index 100%
rename from src/scribe_data/language_data_extraction/Hebrew/adjectives/query_adjectives.sparql
rename to src/scribe_data/wikidata/language_data_extraction/hebrew/adjectives/query_adjectives.sparql
diff --git a/src/scribe_data/language_data_extraction/Hebrew/adverbs/query_adverbs.sparql b/src/scribe_data/wikidata/language_data_extraction/hebrew/adverbs/query_adverbs.sparql
similarity index 100%
rename from src/scribe_data/language_data_extraction/Hebrew/adverbs/query_adverbs.sparql
rename to src/scribe_data/wikidata/language_data_extraction/hebrew/adverbs/query_adverbs.sparql
diff --git a/src/scribe_data/language_data_extraction/Hebrew/nouns/query_nouns.sparql b/src/scribe_data/wikidata/language_data_extraction/hebrew/nouns/query_nouns.sparql
similarity index 100%
rename from src/scribe_data/language_data_extraction/Hebrew/nouns/query_nouns.sparql
rename to src/scribe_data/wikidata/language_data_extraction/hebrew/nouns/query_nouns.sparql
diff --git a/src/scribe_data/language_data_extraction/Hebrew/proper_nouns/query_proper_nouns.sparql b/src/scribe_data/wikidata/language_data_extraction/hebrew/proper_nouns/query_proper_nouns.sparql
similarity index 100%
rename from src/scribe_data/language_data_extraction/Hebrew/proper_nouns/query_proper_nouns.sparql
rename to src/scribe_data/wikidata/language_data_extraction/hebrew/proper_nouns/query_proper_nouns.sparql
diff --git a/src/scribe_data/language_data_extraction/Hebrew/verbs/query_verbs_1.sparql b/src/scribe_data/wikidata/language_data_extraction/hebrew/verbs/query_verbs_1.sparql
similarity index 100%
rename from src/scribe_data/language_data_extraction/Hebrew/verbs/query_verbs_1.sparql
rename to src/scribe_data/wikidata/language_data_extraction/hebrew/verbs/query_verbs_1.sparql
diff --git a/src/scribe_data/language_data_extraction/Hebrew/verbs/query_verbs_2.sparql b/src/scribe_data/wikidata/language_data_extraction/hebrew/verbs/query_verbs_2.sparql
similarity index 100%
rename from src/scribe_data/language_data_extraction/Hebrew/verbs/query_verbs_2.sparql
rename to src/scribe_data/wikidata/language_data_extraction/hebrew/verbs/query_verbs_2.sparql
diff --git a/src/scribe_data/language_data_extraction/Hebrew/verbs/query_verbs_3.sparql b/src/scribe_data/wikidata/language_data_extraction/hebrew/verbs/query_verbs_3.sparql
similarity index 100%
rename from src/scribe_data/language_data_extraction/Hebrew/verbs/query_verbs_3.sparql
rename to src/scribe_data/wikidata/language_data_extraction/hebrew/verbs/query_verbs_3.sparql
diff --git a/src/scribe_data/language_data_extraction/Hebrew/verbs/query_verbs_4.sparql b/src/scribe_data/wikidata/language_data_extraction/hebrew/verbs/query_verbs_4.sparql
similarity index 100%
rename from src/scribe_data/language_data_extraction/Hebrew/verbs/query_verbs_4.sparql
rename to src/scribe_data/wikidata/language_data_extraction/hebrew/verbs/query_verbs_4.sparql
diff --git a/src/scribe_data/language_data_extraction/Hindustani/Hindi/adjectives/query_adjectives.sparql b/src/scribe_data/wikidata/language_data_extraction/hindustani/hindi/adjectives/query_adjectives.sparql
similarity index 100%
rename from src/scribe_data/language_data_extraction/Hindustani/Hindi/adjectives/query_adjectives.sparql
rename to src/scribe_data/wikidata/language_data_extraction/hindustani/hindi/adjectives/query_adjectives.sparql
diff --git a/src/scribe_data/language_data_extraction/Hindustani/Hindi/adverbs/query_adverbs.sparql b/src/scribe_data/wikidata/language_data_extraction/hindustani/hindi/adverbs/query_adverbs.sparql
similarity index 100%
rename from src/scribe_data/language_data_extraction/Hindustani/Hindi/adverbs/query_adverbs.sparql
rename to src/scribe_data/wikidata/language_data_extraction/hindustani/hindi/adverbs/query_adverbs.sparql
diff --git a/src/scribe_data/language_data_extraction/Hindustani/Hindi/nouns/query_nouns.sparql b/src/scribe_data/wikidata/language_data_extraction/hindustani/hindi/nouns/query_nouns.sparql
similarity index 100%
rename from src/scribe_data/language_data_extraction/Hindustani/Hindi/nouns/query_nouns.sparql
rename to src/scribe_data/wikidata/language_data_extraction/hindustani/hindi/nouns/query_nouns.sparql
diff --git a/src/scribe_data/language_data_extraction/Hindustani/Hindi/postpositions/query_postpositions.sparql b/src/scribe_data/wikidata/language_data_extraction/hindustani/hindi/postpositions/query_postpositions.sparql
similarity index 100%
rename from src/scribe_data/language_data_extraction/Hindustani/Hindi/postpositions/query_postpositions.sparql
rename to src/scribe_data/wikidata/language_data_extraction/hindustani/hindi/postpositions/query_postpositions.sparql
diff --git a/src/scribe_data/language_data_extraction/Hindustani/Hindi/prepositions/query_prepositions.sparql b/src/scribe_data/wikidata/language_data_extraction/hindustani/hindi/prepositions/query_prepositions.sparql
similarity index 100%
rename from src/scribe_data/language_data_extraction/Hindustani/Hindi/prepositions/query_prepositions.sparql
rename to src/scribe_data/wikidata/language_data_extraction/hindustani/hindi/prepositions/query_prepositions.sparql
diff --git a/src/scribe_data/language_data_extraction/Hindustani/Hindi/proper_nouns/query_proper_nouns.sparql b/src/scribe_data/wikidata/language_data_extraction/hindustani/hindi/proper_nouns/query_proper_nouns.sparql
similarity index 100%
rename from src/scribe_data/language_data_extraction/Hindustani/Hindi/proper_nouns/query_proper_nouns.sparql
rename to src/scribe_data/wikidata/language_data_extraction/hindustani/hindi/proper_nouns/query_proper_nouns.sparql
diff --git a/src/scribe_data/language_data_extraction/Hindustani/Hindi/verbs/query_verbs.sparql b/src/scribe_data/wikidata/language_data_extraction/hindustani/hindi/verbs/query_verbs.sparql
similarity index 100%
rename from src/scribe_data/language_data_extraction/Hindustani/Hindi/verbs/query_verbs.sparql
rename to src/scribe_data/wikidata/language_data_extraction/hindustani/hindi/verbs/query_verbs.sparql
diff --git a/src/scribe_data/language_data_extraction/Hindustani/Urdu/adjectives/query_adjectives.sparql b/src/scribe_data/wikidata/language_data_extraction/hindustani/urdu/adjectives/query_adjectives.sparql
similarity index 100%
rename from src/scribe_data/language_data_extraction/Hindustani/Urdu/adjectives/query_adjectives.sparql
rename to src/scribe_data/wikidata/language_data_extraction/hindustani/urdu/adjectives/query_adjectives.sparql
diff --git a/src/scribe_data/language_data_extraction/Hindustani/Urdu/adverbs/query_adverbs.sparql b/src/scribe_data/wikidata/language_data_extraction/hindustani/urdu/adverbs/query_adverbs.sparql
similarity index 100%
rename from src/scribe_data/language_data_extraction/Hindustani/Urdu/adverbs/query_adverbs.sparql
rename to src/scribe_data/wikidata/language_data_extraction/hindustani/urdu/adverbs/query_adverbs.sparql
diff --git a/src/scribe_data/language_data_extraction/Hindustani/Urdu/nouns/query_nouns.sparql b/src/scribe_data/wikidata/language_data_extraction/hindustani/urdu/nouns/query_nouns.sparql
similarity index 100%
rename from src/scribe_data/language_data_extraction/Hindustani/Urdu/nouns/query_nouns.sparql
rename to src/scribe_data/wikidata/language_data_extraction/hindustani/urdu/nouns/query_nouns.sparql
diff --git a/src/scribe_data/language_data_extraction/Hindustani/Urdu/postpositions/query_postpositions.sparql b/src/scribe_data/wikidata/language_data_extraction/hindustani/urdu/postpositions/query_postpositions.sparql
similarity index 100%
rename from src/scribe_data/language_data_extraction/Hindustani/Urdu/postpositions/query_postpositions.sparql
rename to src/scribe_data/wikidata/language_data_extraction/hindustani/urdu/postpositions/query_postpositions.sparql
diff --git a/src/scribe_data/language_data_extraction/Hindustani/Urdu/prepositions/query_prepositions.sparql b/src/scribe_data/wikidata/language_data_extraction/hindustani/urdu/prepositions/query_prepositions.sparql
similarity index 100%
rename from src/scribe_data/language_data_extraction/Hindustani/Urdu/prepositions/query_prepositions.sparql
rename to src/scribe_data/wikidata/language_data_extraction/hindustani/urdu/prepositions/query_prepositions.sparql
diff --git a/src/scribe_data/language_data_extraction/Hindustani/Urdu/proper_nouns/query_proper_nouns.sparql b/src/scribe_data/wikidata/language_data_extraction/hindustani/urdu/proper_nouns/query_proper_nouns.sparql
similarity index 100%
rename from src/scribe_data/language_data_extraction/Hindustani/Urdu/proper_nouns/query_proper_nouns.sparql
rename to src/scribe_data/wikidata/language_data_extraction/hindustani/urdu/proper_nouns/query_proper_nouns.sparql
diff --git a/src/scribe_data/language_data_extraction/Hindustani/Urdu/verbs/query_verbs.sparql b/src/scribe_data/wikidata/language_data_extraction/hindustani/urdu/verbs/query_verbs.sparql
similarity index 98%
rename from src/scribe_data/language_data_extraction/Hindustani/Urdu/verbs/query_verbs.sparql
rename to src/scribe_data/wikidata/language_data_extraction/hindustani/urdu/verbs/query_verbs.sparql
index 233b1b3a4..30370713b 100644
--- a/src/scribe_data/language_data_extraction/Hindustani/Urdu/verbs/query_verbs.sparql
+++ b/src/scribe_data/wikidata/language_data_extraction/hindustani/urdu/verbs/query_verbs.sparql
@@ -27,7 +27,7 @@ WHERE {
     ?directCaseForm ontolex:representation ?directCase ;
       wikibase:grammaticalFeature wd:Q1751855 .
       FILTER(LANG(?directCase) = "ur") .
-  } 
+  }
 
   # MARK: Gerund
 
@@ -36,7 +36,7 @@ WHERE {
     ?gerundForm ontolex:representation ?gerund ;
       wikibase:grammaticalFeature wd:Q1923028 .
       FILTER(LANG(?gerund) = "ur") .
-  } 
+  }
 
   # MARK: Intransitive Phase
 
@@ -45,7 +45,7 @@ WHERE {
     ?intransitivePhaseForm ontolex:representation ?intransitivePhase ;
       wikibase:grammaticalFeature wd:Q113330736 .
       FILTER(LANG(?intransitivePhase) = "ur") .
-  } 
+  }
 
   # MARK: Basic Phase
 
@@ -54,5 +54,5 @@ WHERE {
     ?basicPhaseForm ontolex:representation ?basicPhase ;
       wikibase:grammaticalFeature wd:Q113330960 .
       FILTER(LANG(?basicPhase) = "ur") .
-  } 
+  }
 }
diff --git a/src/scribe_data/language_data_extraction/Igbo/adjectives/query_adjectives.sparql b/src/scribe_data/wikidata/language_data_extraction/igbo/adjectives/query_adjectives.sparql
similarity index 100%
rename from src/scribe_data/language_data_extraction/Igbo/adjectives/query_adjectives.sparql
rename to src/scribe_data/wikidata/language_data_extraction/igbo/adjectives/query_adjectives.sparql
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rename from src/scribe_data/language_data_extraction/Malayalam/adverbs/query_adverbs.sparql
rename to src/scribe_data/wikidata/language_data_extraction/malayalam/adverbs/query_adverbs.sparql
diff --git a/src/scribe_data/language_data_extraction/Malayalam/nouns/query_nouns.sparql b/src/scribe_data/wikidata/language_data_extraction/malayalam/nouns/query_nouns.sparql
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diff --git a/src/scribe_data/language_data_extraction/Malayalam/postpositions/query_postpositions.sparql b/src/scribe_data/wikidata/language_data_extraction/malayalam/postpositions/query_postpositions.sparql
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diff --git a/src/scribe_data/language_data_extraction/Malayalam/prepositions/query_prepositions.sparql b/src/scribe_data/wikidata/language_data_extraction/malayalam/prepositions/query_prepositions.sparql
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diff --git a/src/scribe_data/language_data_extraction/Malayalam/proper_nouns/query_proper_nouns.sparql b/src/scribe_data/wikidata/language_data_extraction/malayalam/proper_nouns/query_proper_nouns.sparql
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diff --git a/src/scribe_data/language_data_extraction/Malayalam/verbs/query_verbs.sparql b/src/scribe_data/wikidata/language_data_extraction/malayalam/verbs/query_verbs.sparql
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diff --git "a/src/scribe_data/language_data_extraction/Norwegian/Bokm\303\245l/nouns/query_nouns.sparql" "b/src/scribe_data/wikidata/language_data_extraction/norwegian/bokm\303\245l/nouns/query_nouns.sparql"
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rename from "src/scribe_data/language_data_extraction/Norwegian/Bokm\303\245l/nouns/query_nouns.sparql"
rename to "src/scribe_data/wikidata/language_data_extraction/norwegian/bokm\303\245l/nouns/query_nouns.sparql"
diff --git "a/src/scribe_data/language_data_extraction/Norwegian/Bokm\303\245l/proper_nouns/query_proper_nouns.sparql" "b/src/scribe_data/wikidata/language_data_extraction/norwegian/bokm\303\245l/proper_nouns/query_proper_nouns.sparql"
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diff --git "a/src/scribe_data/language_data_extraction/Norwegian/Bokm\303\245l/verbs/query_verbs.sparql" "b/src/scribe_data/wikidata/language_data_extraction/norwegian/bokm\303\245l/verbs/query_verbs.sparql"
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rename from "src/scribe_data/language_data_extraction/Norwegian/Bokm\303\245l/verbs/query_verbs.sparql"
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diff --git a/src/scribe_data/language_data_extraction/Norwegian/Nynorsk/adjectives/query_adjectives.sparql b/src/scribe_data/wikidata/language_data_extraction/norwegian/nynorsk/adjectives/query_adjectives.sparql
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diff --git a/src/scribe_data/language_data_extraction/Norwegian/Nynorsk/adverbs/query_adverbs.sparql b/src/scribe_data/wikidata/language_data_extraction/norwegian/nynorsk/adverbs/query_adverbs.sparql
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diff --git a/src/scribe_data/language_data_extraction/Norwegian/Nynorsk/nouns/query_nouns.sparql b/src/scribe_data/wikidata/language_data_extraction/norwegian/nynorsk/nouns/query_nouns.sparql
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diff --git a/src/scribe_data/language_data_extraction/Norwegian/Nynorsk/prepositions/query_prepositions.sparql b/src/scribe_data/wikidata/language_data_extraction/norwegian/nynorsk/prepositions/query_prepositions.sparql
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diff --git a/src/scribe_data/language_data_extraction/Norwegian/Nynorsk/proper_nouns/query_proper_nouns.sparql b/src/scribe_data/wikidata/language_data_extraction/norwegian/nynorsk/proper_nouns/query_proper_nouns.sparql
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diff --git a/src/scribe_data/language_data_extraction/Norwegian/Nynorsk/verbs/query_verbs.sparql b/src/scribe_data/wikidata/language_data_extraction/norwegian/nynorsk/verbs/query_verbs.sparql
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diff --git a/src/scribe_data/language_data_extraction/Pidgin/Nigerian/adverbs/query_adverbs.sparql b/src/scribe_data/wikidata/language_data_extraction/pidgin/nigerian/adverbs/query_adverbs.sparql
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diff --git a/src/scribe_data/language_data_extraction/Pidgin/Nigerian/nouns/query_nouns.sparql b/src/scribe_data/wikidata/language_data_extraction/pidgin/nigerian/nouns/query_nouns.sparql
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diff --git a/src/scribe_data/language_data_extraction/Pidgin/Nigerian/proper_nouns/query_proper_nouns.sparql b/src/scribe_data/wikidata/language_data_extraction/pidgin/nigerian/proper_nouns/query_proper_nouns.sparql
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diff --git a/src/scribe_data/language_data_extraction/Pidgin/Nigerian/verbs/query_verbs.sparql b/src/scribe_data/wikidata/language_data_extraction/pidgin/nigerian/verbs/query_verbs.sparql
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diff --git a/src/scribe_data/language_data_extraction/Polish/nouns/query_nouns.sparql b/src/scribe_data/wikidata/language_data_extraction/polish/nouns/query_nouns.sparql
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diff --git a/src/scribe_data/language_data_extraction/Polish/verbs/query_verbs.sparql b/src/scribe_data/wikidata/language_data_extraction/polish/verbs/query_verbs.sparql
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diff --git a/src/scribe_data/language_data_extraction/French/verbs/__init__.py b/src/scribe_data/wikidata/language_data_extraction/portuguese/__init__.py
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diff --git a/src/scribe_data/language_data_extraction/German/__init__.py b/src/scribe_data/wikidata/language_data_extraction/portuguese/nouns/__init__.py
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diff --git a/src/scribe_data/language_data_extraction/Portuguese/nouns/format_nouns.py b/src/scribe_data/wikidata/language_data_extraction/portuguese/nouns/format_nouns.py
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diff --git a/src/scribe_data/language_data_extraction/Portuguese/nouns/query_nouns.sparql b/src/scribe_data/wikidata/language_data_extraction/portuguese/nouns/query_nouns.sparql
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diff --git a/src/scribe_data/language_data_extraction/Portuguese/proper_nouns/query_proper_nouns.sparql b/src/scribe_data/wikidata/language_data_extraction/portuguese/proper_nouns/query_proper_nouns.sparql
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diff --git a/src/scribe_data/language_data_extraction/German/emoji_keywords/__init__.py b/src/scribe_data/wikidata/language_data_extraction/portuguese/verbs/__init__.py
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diff --git a/src/scribe_data/language_data_extraction/Portuguese/verbs/format_verbs.py b/src/scribe_data/wikidata/language_data_extraction/portuguese/verbs/format_verbs.py
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diff --git a/src/scribe_data/language_data_extraction/Punjabi/Gurmukhi/nouns/query_nouns.sparql b/src/scribe_data/wikidata/language_data_extraction/punjabi/gurmukhi/nouns/query_nouns.sparql
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diff --git a/src/scribe_data/language_data_extraction/Punjabi/Gurmukhi/proper_nouns/query_proper_nouns.sparql b/src/scribe_data/wikidata/language_data_extraction/punjabi/gurmukhi/proper_nouns/query_proper_nouns.sparql
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diff --git a/src/scribe_data/language_data_extraction/Punjabi/Gurmukhi/verbs/query_verbs.sparql b/src/scribe_data/wikidata/language_data_extraction/punjabi/gurmukhi/verbs/query_verbs.sparql
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diff --git a/src/scribe_data/language_data_extraction/Punjabi/Shahmukhi/nouns/query_nouns.sparql b/src/scribe_data/wikidata/language_data_extraction/punjabi/shahmukhi/nouns/query_nouns.sparql
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diff --git a/src/scribe_data/language_data_extraction/Punjabi/Shahmukhi/verbs/query_verbs.sparql b/src/scribe_data/wikidata/language_data_extraction/punjabi/shahmukhi/verbs/query_verbs.sparql
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diff --git a/src/scribe_data/language_data_extraction/German/nouns/__init__.py b/src/scribe_data/wikidata/language_data_extraction/russian/__init__.py
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diff --git a/src/scribe_data/language_data_extraction/German/prepositions/__init__.py b/src/scribe_data/wikidata/language_data_extraction/russian/nouns/__init__.py
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diff --git a/src/scribe_data/language_data_extraction/Russian/nouns/format_nouns.py b/src/scribe_data/wikidata/language_data_extraction/russian/nouns/format_nouns.py
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diff --git a/src/scribe_data/language_data_extraction/German/verbs/__init__.py b/src/scribe_data/wikidata/language_data_extraction/russian/prepositions/__init__.py
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diff --git a/src/scribe_data/language_data_extraction/Hausa/emoji_keywords/__init__.py b/src/scribe_data/wikidata/language_data_extraction/russian/verbs/__init__.py
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diff --git a/src/scribe_data/language_data_extraction/Sami/Northern/adjectives/query_adjectives.sparql b/src/scribe_data/wikidata/language_data_extraction/sami/northern/adjectives/query_adjectives.sparql
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diff --git a/src/scribe_data/language_data_extraction/Ukrainian/nouns/query_nouns.sparql b/src/scribe_data/wikidata/language_data_extraction/ukrainian/nouns/query_nouns.sparql
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diff --git a/src/scribe_data/language_data_extraction/Ukrainian/prepositions/query_prepositions.sparql b/src/scribe_data/wikidata/language_data_extraction/ukrainian/prepositions/query_prepositions.sparql
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diff --git a/src/scribe_data/language_data_extraction/Ukrainian/proper_nouns/query_proper_nouns.sparql b/src/scribe_data/wikidata/language_data_extraction/ukrainian/proper_nouns/query_proper_nouns.sparql
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diff --git a/src/scribe_data/language_data_extraction/Ukrainian/verbs/query_verbs.sparql b/src/scribe_data/wikidata/language_data_extraction/ukrainian/verbs/query_verbs.sparql
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rename from src/scribe_data/language_data_extraction/Ukrainian/verbs/query_verbs.sparql
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diff --git a/src/scribe_data/language_data_extraction/Yoruba/adjectives/query_adjectives.sparql b/src/scribe_data/wikidata/language_data_extraction/yoruba/adjectives/query_adjectives.sparql
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diff --git a/src/scribe_data/language_data_extraction/Yoruba/adverbs/query_adverbs.sparql b/src/scribe_data/wikidata/language_data_extraction/yoruba/adverbs/query_adverbs.sparql
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diff --git a/src/scribe_data/language_data_extraction/Yoruba/nouns/query_nouns.sparql b/src/scribe_data/wikidata/language_data_extraction/yoruba/nouns/query_nouns.sparql
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diff --git a/src/scribe_data/language_data_extraction/Yoruba/prepositions/query_prepositions.sparql b/src/scribe_data/wikidata/language_data_extraction/yoruba/prepositions/query_prepositions.sparql
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diff --git a/src/scribe_data/language_data_extraction/Yoruba/proper_nouns/query_proper_nouns.sparql b/src/scribe_data/wikidata/language_data_extraction/yoruba/proper_nouns/query_proper_nouns.sparql
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diff --git a/src/scribe_data/language_data_extraction/Yoruba/verbs/query_verbs.sparql b/src/scribe_data/wikidata/language_data_extraction/yoruba/verbs/query_verbs.sparql
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rename from src/scribe_data/language_data_extraction/Yoruba/verbs/query_verbs.sparql
rename to src/scribe_data/wikidata/language_data_extraction/yoruba/verbs/query_verbs.sparql