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{
"cells": [
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!pip install pandas lxml tqdm datasets huggingface_hub\n",
"\n",
"import xml.etree.ElementTree as ET\n",
"import pandas as pd\n",
"import unicodedata\n",
"\n",
"import re\n",
"\n",
"from huggingface_hub import login\n",
"from datasets import load_dataset, Dataset\n",
"\n",
"login(token=\"X\")"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"def normalize_arabic(text):\n",
" if text:\n",
" return unicodedata.normalize(\"NFKC\", text) # Normalize Unicode form\n",
" return \"\"\n",
"\n",
"# Define your XML file path\n",
"xml_file = \"LMF-Cont.xml\"\n",
"\n",
"# Initialize list to store data\n",
"data = []\n",
"\n",
"# Parse XML efficiently\n",
"context = ET.iterparse(xml_file, events=(\"start\", \"end\"))\n",
"_, root = next(context) # Get root element"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"for event, elem in context:\n",
" if event == \"end\" and elem.tag == \"Sense\": \n",
" sense_id = elem.attrib.get(\"id\", \"\") # Get Sense ID\n",
"\n",
" # Extract and normalize definition\n",
" definition_elem = elem.find(\"Definition/feat[@att='text']\")\n",
" definition = normalize_arabic(definition_elem.attrib.get(\"val\", \"\")) if definition_elem is not None else \"\"\n",
"\n",
" # Extract example sentences (if multiple exist)\n",
" examples = [normalize_arabic(ex.attrib.get(\"val\", \"\")) for ex in elem.findall(\"SenseExample/feat[@att='text']\")]\n",
"\n",
" # Append extracted data\n",
" data.append({\n",
" \"Sense_ID\": sense_id,\n",
" \"Definition\": definition,\n",
" \"Examples\": \" | \".join(examples) # Join multiple examples\n",
" })\n",
"\n",
" # Clear processed elements to save memory\n",
" elem.clear()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Saved 113069 entries to arabic_reverse_dictionary_cleaned.csv\n"
]
}
],
"source": [
"df = pd.DataFrame(data)\n",
"\n",
"# Save to CSV\n",
"csv_file = \"arabic_reverse_dictionary_cleaned.csv\"\n",
"df.to_csv(csv_file, index=False, encoding=\"utf-8\")\n",
"\n",
"print(f\"Saved {len(df)} entries to {csv_file}\")"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Sense_ID</th>\n",
" <th>Definition</th>\n",
" <th>Examples</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>أ2D1</td>\n",
" <td></td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>أ2D2</td>\n",
" <td>حرف نداء للقريب حقيقة، أو القريب في الذِّهن .</td>\n",
" <td>أبُنَيَّ لا تخشَ كلمة الحقّ | أَمَنْ هُوَ قَان...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>أ2D3</td>\n",
" <td>حرف استفهام يُستفهم به عن وقوع الشيء أو عدم وق...</td>\n",
" <td>أسافر أخوك؟ نعم سافر أخي | أسافر أخوك؟ لا لم ي...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>أ2D4</td>\n",
" <td>حرف استفهام يُراد به تعيين القائم بالفعل، ويجا...</td>\n",
" <td>أمحمَّد حاضر أم عليّ؟ مُحمَّد | وَإِنْ أَدْرِي...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>أ2D5</td>\n",
" <td>حرف استفهام للتسوية، يأتي بعد سواء أو سيَّان .</td>\n",
" <td>سواءٌ عليَّ أسافرت أم لم تسافر | إِنَّ الَّذِي...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>أ2D6</td>\n",
" <td>حرف يكون في أوّل الفعل المضارع للدلالة على الم...</td>\n",
" <td>أقرأُ</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>أ2D7</td>\n",
" <td>أحد أحرف الزيادة .</td>\n",
" <td>أكرمَ</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>أ2D8</td>\n",
" <td>حرف يزاد في أوّل الفعل الثلاثيّ المجرّد الماضي...</td>\n",
" <td>أجلستُ خالدًا | أفهمتُ التلميذَ الدرسَ | أعلمت...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>أ2D9</td>\n",
" <td>حرف استفهام خرج عن معناه الحقيقيّ يفيد التعجّب .</td>\n",
" <td>أَلَمْ تَرَ إِلَى رَبِّكَ كَيْفَ مَدَّ الظِّلَّ</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>أ2D10</td>\n",
" <td>حرف استفهام خرج عن معناه الحقيقيّ يفيد التهكّم .</td>\n",
" <td>أَصَلاَتُكَ تَأْمُرُكَ أَنْ نَتْرُكَ مَا يَعْ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>أ2D11</td>\n",
" <td>حرف استفهام خرج عن معناه الحقيقيّ يفيد الاستبط...</td>\n",
" <td>أَلَمْ يَأْنِ لِلَّذِينَ ءَامَنُوا أَنْ تَخْش...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>أ2D12</td>\n",
" <td>حرف استفهام خرج عن معناه الحقيقيّ يفيد التوبيخ .</td>\n",
" <td>أَتَعْبُدُونَ مَا تَنْحِتُونَ</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>أ2D13</td>\n",
" <td>حرف استفهام خرج عن معناه الحقيقيّ يفيد التقرير...</td>\n",
" <td>أكسرت الكرسيّ؟: إذا كان المراد أن يُقِرَّ بالك...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>أ2D14</td>\n",
" <td>حرف استفهام خرج عن معناه الحقيقيّ يفيد الإنكار...</td>\n",
" <td>أَفَأَصْفَاكُمْ رَبُّكُمْ بِالْبَنِينَ وَاتَّ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>أ2D15</td>\n",
" <td>حرف استفهام يُعَدُّ شرطا في اكتفاء المشتقّ بمر...</td>\n",
" <td>أمسافر محمد؟ | أمحمودة سيرته؟ | أَحَسَنٌ فِعْل...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>آD1</td>\n",
" <td>حرف نداء للبعيد أو ما هو في حُكْمه كالنائم وال...</td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>آبD1</td>\n",
" <td>الشّهر الثّامن من شهور السَّنة الشَّمسيَّة، يأ...</td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>آبD2</td>\n",
" <td>الأُقْنُوم أو الأصل الأوَّل من الثَّالوث الأقد...</td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>آبنوسD1</td>\n",
" <td>(نت) أبنوس،شجر مثمر من الفصيلة الآبنوسيّة، أو...</td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>آبنوسيةD1</td>\n",
" <td></td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>آبنوسيَّةD2</td>\n",
" <td>اسم مؤنَّث منسوب إلى آبَنُوسُ/ آبُنُوسُ/ آبِنُ...</td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>آبنوسيَّةD3</td>\n",
" <td>مادّة صُلبة سوداء، غير موصِّلة للكهرباء، تنتج ...</td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>آجرD1</td>\n",
" <td>المفرد آجُرَّة: لَبِن محروق مُعدٌّ للبناء، وتت...</td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>آحD1</td>\n",
" <td>بياض البيض الذي يؤكل، والماحُ صُفْرتُه .</td>\n",
" <td>في الآح شيءٌ من البروتين</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>آحD2</td>\n",
" <td>مادّة نشويّة أو بروتينيّة أو دُهنيّة في البذرة...</td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>آدمD1</td>\n",
" <td>أبو البشر، خلقه الله من طين وأمر الملائكة أن ت...</td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>آدَمُD2</td>\n",
" <td>بروز غضروفيّ ناتئ أعلى الرقبة، يتحرَّك أثناء ا...</td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>آذارD1</td>\n",
" <td>الشّهر الثّالث من شهور السّنة الشّمسيَّة، يأتي...</td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>آراميونD1</td>\n",
" <td>المفرد آراميّ</td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>آرامِيّونD2</td>\n",
" <td>شعب ساميّ عاش بين القرنين الثَّامن عشر والثَّا...</td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>آريD1</td>\n",
" <td></td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>آريّD2</td>\n",
" <td>جنس تجمعه بعض الخصائص اللُّغويَّة والجنسيَّة، ...</td>\n",
" <td>الجنس الآريّ</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>آريّD3</td>\n",
" <td>من ينتمي إلى الجنس الآريّ .</td>\n",
" <td>رجل آريّ</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>آريةD1</td>\n",
" <td></td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>آريّةD2</td>\n",
" <td>لغة يُقال إنّها أصل اللغات الهندوأوربيّة.</td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>آريّةD3</td>\n",
" <td>فكرة تقول بتفوّق الجنس الآريّ، وقد استندت إليه...</td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>آزرD1</td>\n",
" <td>اسم أبي إبراهيم، أو لقب له، أو اسم عمّه، وكان ...</td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>آزوتD1</td>\n",
" <td>(كم) غاز شفّاف لا لون له ولا رائحة ولا طعم يُع...</td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
" <td>آزوتيD1</td>\n",
" <td>اسم منسوب إلى آزوتّ: محتوٍ على الآزوتّ (انظر: ...</td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>39</th>\n",
" <td>آزوتّيّD2</td>\n",
" <td>سائل لا لون له، يُطلق أبخرة خانقة في الهواء، ي...</td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>40</th>\n",
" <td>آس1D1</td>\n",
" <td>المفرد آسَة: (نت) شجر دائم الخضرة، بيضيّالورق...</td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>41</th>\n",
" <td>آس2D1</td>\n",
" <td>ورقة من أوراق اللعب ذات نقطة أو علامة واحدة.</td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>42</th>\n",
" <td>آسياD1</td>\n",
" <td>أَسْيا، أكبر القارات وأكثرها سكَّانًا، إذ تبلغ...</td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>43</th>\n",
" <td>آسيويD1</td>\n",
" <td>اسم منسوب إلى آسْيا/ آسِيا.</td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>44</th>\n",
" <td>آمينD1</td>\n",
" <td>اسم فعل أمر، ومعناه: اللّهمَّ استجبْ، أو ليكن ...</td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>45</th>\n",
" <td>آنسونD1</td>\n",
" <td>(نت) أنيسون، يانسون؛ نبات حوليّ من فصيلة الخيم...</td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>46</th>\n",
" <td>آنكD1</td>\n",
" <td>رصاص أسود، أو أبيض \"مَنْ جَلَس إِلى قَيْنَةٍ ل...</td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>47</th>\n",
" <td>آهD1</td>\n",
" <td>(انظر: أ و هـ - آهْ/ آهِ/ آهٍ).</td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>48</th>\n",
" <td>آيD1</td>\n",
" <td></td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>49</th>\n",
" <td>آيْD2</td>\n",
" <td>حرف نداء للبعيد .</td>\n",
" <td>آيْ محمد</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Sense_ID Definition \\\n",
"0 أ2D1 \n",
"1 أ2D2 حرف نداء للقريب حقيقة، أو القريب في الذِّهن . \n",
"2 أ2D3 حرف استفهام يُستفهم به عن وقوع الشيء أو عدم وق... \n",
"3 أ2D4 حرف استفهام يُراد به تعيين القائم بالفعل، ويجا... \n",
"4 أ2D5 حرف استفهام للتسوية، يأتي بعد سواء أو سيَّان . \n",
"5 أ2D6 حرف يكون في أوّل الفعل المضارع للدلالة على الم... \n",
"6 أ2D7 أحد أحرف الزيادة . \n",
"7 أ2D8 حرف يزاد في أوّل الفعل الثلاثيّ المجرّد الماضي... \n",
"8 أ2D9 حرف استفهام خرج عن معناه الحقيقيّ يفيد التعجّب . \n",
"9 أ2D10 حرف استفهام خرج عن معناه الحقيقيّ يفيد التهكّم . \n",
"10 أ2D11 حرف استفهام خرج عن معناه الحقيقيّ يفيد الاستبط... \n",
"11 أ2D12 حرف استفهام خرج عن معناه الحقيقيّ يفيد التوبيخ . \n",
"12 أ2D13 حرف استفهام خرج عن معناه الحقيقيّ يفيد التقرير... \n",
"13 أ2D14 حرف استفهام خرج عن معناه الحقيقيّ يفيد الإنكار... \n",
"14 أ2D15 حرف استفهام يُعَدُّ شرطا في اكتفاء المشتقّ بمر... \n",
"15 آD1 حرف نداء للبعيد أو ما هو في حُكْمه كالنائم وال... \n",
"16 آبD1 الشّهر الثّامن من شهور السَّنة الشَّمسيَّة، يأ... \n",
"17 آبD2 الأُقْنُوم أو الأصل الأوَّل من الثَّالوث الأقد... \n",
"18 آبنوسD1 (نت) أبنوس،شجر مثمر من الفصيلة الآبنوسيّة، أو... \n",
"19 آبنوسيةD1 \n",
"20 آبنوسيَّةD2 اسم مؤنَّث منسوب إلى آبَنُوسُ/ آبُنُوسُ/ آبِنُ... \n",
"21 آبنوسيَّةD3 مادّة صُلبة سوداء، غير موصِّلة للكهرباء، تنتج ... \n",
"22 آجرD1 المفرد آجُرَّة: لَبِن محروق مُعدٌّ للبناء، وتت... \n",
"23 آحD1 بياض البيض الذي يؤكل، والماحُ صُفْرتُه . \n",
"24 آحD2 مادّة نشويّة أو بروتينيّة أو دُهنيّة في البذرة... \n",
"25 آدمD1 أبو البشر، خلقه الله من طين وأمر الملائكة أن ت... \n",
"26 آدَمُD2 بروز غضروفيّ ناتئ أعلى الرقبة، يتحرَّك أثناء ا... \n",
"27 آذارD1 الشّهر الثّالث من شهور السّنة الشّمسيَّة، يأتي... \n",
"28 آراميونD1 المفرد آراميّ \n",
"29 آرامِيّونD2 شعب ساميّ عاش بين القرنين الثَّامن عشر والثَّا... \n",
"30 آريD1 \n",
"31 آريّD2 جنس تجمعه بعض الخصائص اللُّغويَّة والجنسيَّة، ... \n",
"32 آريّD3 من ينتمي إلى الجنس الآريّ . \n",
"33 آريةD1 \n",
"34 آريّةD2 لغة يُقال إنّها أصل اللغات الهندوأوربيّة. \n",
"35 آريّةD3 فكرة تقول بتفوّق الجنس الآريّ، وقد استندت إليه... \n",
"36 آزرD1 اسم أبي إبراهيم، أو لقب له، أو اسم عمّه، وكان ... \n",
"37 آزوتD1 (كم) غاز شفّاف لا لون له ولا رائحة ولا طعم يُع... \n",
"38 آزوتيD1 اسم منسوب إلى آزوتّ: محتوٍ على الآزوتّ (انظر: ... \n",
"39 آزوتّيّD2 سائل لا لون له، يُطلق أبخرة خانقة في الهواء، ي... \n",
"40 آس1D1 المفرد آسَة: (نت) شجر دائم الخضرة، بيضيّالورق... \n",
"41 آس2D1 ورقة من أوراق اللعب ذات نقطة أو علامة واحدة. \n",
"42 آسياD1 أَسْيا، أكبر القارات وأكثرها سكَّانًا، إذ تبلغ... \n",
"43 آسيويD1 اسم منسوب إلى آسْيا/ آسِيا. \n",
"44 آمينD1 اسم فعل أمر، ومعناه: اللّهمَّ استجبْ، أو ليكن ... \n",
"45 آنسونD1 (نت) أنيسون، يانسون؛ نبات حوليّ من فصيلة الخيم... \n",
"46 آنكD1 رصاص أسود، أو أبيض \"مَنْ جَلَس إِلى قَيْنَةٍ ل... \n",
"47 آهD1 (انظر: أ و هـ - آهْ/ آهِ/ آهٍ). \n",
"48 آيD1 \n",
"49 آيْD2 حرف نداء للبعيد . \n",
"\n",
" Examples \n",
"0 \n",
"1 أبُنَيَّ لا تخشَ كلمة الحقّ | أَمَنْ هُوَ قَان... \n",
"2 أسافر أخوك؟ نعم سافر أخي | أسافر أخوك؟ لا لم ي... \n",
"3 أمحمَّد حاضر أم عليّ؟ مُحمَّد | وَإِنْ أَدْرِي... \n",
"4 سواءٌ عليَّ أسافرت أم لم تسافر | إِنَّ الَّذِي... \n",
"5 أقرأُ \n",
"6 أكرمَ \n",
"7 أجلستُ خالدًا | أفهمتُ التلميذَ الدرسَ | أعلمت... \n",
"8 أَلَمْ تَرَ إِلَى رَبِّكَ كَيْفَ مَدَّ الظِّلَّ \n",
"9 أَصَلاَتُكَ تَأْمُرُكَ أَنْ نَتْرُكَ مَا يَعْ... \n",
"10 أَلَمْ يَأْنِ لِلَّذِينَ ءَامَنُوا أَنْ تَخْش... \n",
"11 أَتَعْبُدُونَ مَا تَنْحِتُونَ \n",
"12 أكسرت الكرسيّ؟: إذا كان المراد أن يُقِرَّ بالك... \n",
"13 أَفَأَصْفَاكُمْ رَبُّكُمْ بِالْبَنِينَ وَاتَّ... \n",
"14 أمسافر محمد؟ | أمحمودة سيرته؟ | أَحَسَنٌ فِعْل... \n",
"15 \n",
"16 \n",
"17 \n",
"18 \n",
"19 \n",
"20 \n",
"21 \n",
"22 \n",
"23 في الآح شيءٌ من البروتين \n",
"24 \n",
"25 \n",
"26 \n",
"27 \n",
"28 \n",
"29 \n",
"30 \n",
"31 الجنس الآريّ \n",
"32 رجل آريّ \n",
"33 \n",
"34 \n",
"35 \n",
"36 \n",
"37 \n",
"38 \n",
"39 \n",
"40 \n",
"41 \n",
"42 \n",
"43 \n",
"44 \n",
"45 \n",
"46 \n",
"47 \n",
"48 \n",
"49 آيْ محمد "
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head(50)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Sense_ID column cleaned successfully, diacritics preserved!\n"
]
}
],
"source": [
"def clean_sense_id(sense_id):\n",
" return re.sub(r\"[^ء-يًٌٍَُِّْ]\", \"\", sense_id) # Keeps Arabic letters and diacritics\n",
"\n",
"# Apply the function to clean the column\n",
"df[\"Sense_ID\"] = df[\"Sense_ID\"].apply(clean_sense_id)\n",
"\n",
"# Save the cleaned data\n",
"df.to_csv(\"arabic_reverse_dictionary_cleaned.csv\", index=False, encoding=\"utf-8\")\n",
"\n",
"print(\"Sense_ID column cleaned successfully, diacritics preserved!\")"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Sense_ID أ\n",
"Definition حرف نداء للقريب حقيقة، أو القريب في الذِّهن .\n",
"Examples أبُنَيَّ لا تخشَ كلمة الحقّ | أَمَنْ هُوَ قَان...\n",
"Name: 1, dtype: object"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.iloc[1]"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of empty rows: 0/ 113069\n",
"Empty DataFrame\n",
"Columns: [Sense_ID, Definition, Examples]\n",
"Index: []\n"
]
}
],
"source": [
"# Find rows where Sense_ID or Definition is empty or NaN\n",
"empty_rows = df[(df[\"Definition\"].isna()) | (df[\"Definition\"] == \"\")]\n",
"\n",
"# Print the number of empty rows found\n",
"print(f\"Number of empty rows: {len(empty_rows)}/ {len(df)}\")\n",
"\n",
"# Display the first few empty rows (if any)\n",
"print(empty_rows.head())"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"106432\n",
"Number of empty rows: 0/ 106432\n"
]
}
],
"source": [
"# remove rows with no definition\n",
"df = df[~(df[\"Definition\"].isna() | (df[\"Definition\"] == \"\"))]\n",
"\n",
"print(len(df))\n",
"\n",
"# check again\n",
"empty_rows = df[(df[\"Definition\"].isna()) | (df[\"Definition\"] == \"\")]\n",
"print(f\"Number of empty rows: {len(empty_rows)}/ {len(df)}\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# rename the Sense_ID column to Terminology\n",
"df.rename(columns={\"Sense_ID\": \"Terminology\"}, inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already satisfied: datasets in /home/floubsy2423/Programs/anaconda3/lib/python3.11/site-packages (3.2.0)\n",
"Requirement already satisfied: huggingface_hub in /home/floubsy2423/Programs/anaconda3/lib/python3.11/site-packages (0.24.7)\n",
"Requirement already satisfied: filelock in /home/floubsy2423/Programs/anaconda3/lib/python3.11/site-packages (from datasets) (3.13.1)\n",
"Requirement already satisfied: numpy>=1.17 in /home/floubsy2423/Programs/anaconda3/lib/python3.11/site-packages (from datasets) (1.24.3)\n",
"Requirement already satisfied: pyarrow>=15.0.0 in /home/floubsy2423/Programs/anaconda3/lib/python3.11/site-packages (from datasets) (19.0.0)\n",
"Requirement already satisfied: dill<0.3.9,>=0.3.0 in /home/floubsy2423/Programs/anaconda3/lib/python3.11/site-packages (from datasets) (0.3.8)\n",
"Requirement already satisfied: pandas in /home/floubsy2423/Programs/anaconda3/lib/python3.11/site-packages (from datasets) (2.2.2)\n",
"Requirement already satisfied: requests>=2.32.2 in /home/floubsy2423/Programs/anaconda3/lib/python3.11/site-packages (from datasets) (2.32.3)\n",
"Requirement already satisfied: tqdm>=4.66.3 in /home/floubsy2423/Programs/anaconda3/lib/python3.11/site-packages (from datasets) (4.67.1)\n",
"Requirement already satisfied: xxhash in /home/floubsy2423/Programs/anaconda3/lib/python3.11/site-packages (from datasets) (3.5.0)\n",
"Requirement already satisfied: multiprocess<0.70.17 in /home/floubsy2423/Programs/anaconda3/lib/python3.11/site-packages (from datasets) (0.70.16)\n",
"Requirement already satisfied: fsspec<=2024.9.0,>=2023.1.0 in /home/floubsy2423/Programs/anaconda3/lib/python3.11/site-packages (from fsspec[http]<=2024.9.0,>=2023.1.0->datasets) (2023.10.0)\n",
"Requirement already satisfied: aiohttp in /home/floubsy2423/Programs/anaconda3/lib/python3.11/site-packages (from datasets) (3.9.3)\n",
"Requirement already satisfied: packaging in /home/floubsy2423/Programs/anaconda3/lib/python3.11/site-packages (from datasets) (23.1)\n",
"Requirement already satisfied: pyyaml>=5.1 in /home/floubsy2423/Programs/anaconda3/lib/python3.11/site-packages (from datasets) (6.0.1)\n",
"Requirement already satisfied: typing-extensions>=3.7.4.3 in /home/floubsy2423/Programs/anaconda3/lib/python3.11/site-packages (from huggingface_hub) (4.9.0)\n",
"Requirement already satisfied: aiosignal>=1.1.2 in /home/floubsy2423/Programs/anaconda3/lib/python3.11/site-packages (from aiohttp->datasets) (1.2.0)\n",
"Requirement already satisfied: attrs>=17.3.0 in /home/floubsy2423/Programs/anaconda3/lib/python3.11/site-packages (from aiohttp->datasets) (23.1.0)\n",
"Requirement already satisfied: frozenlist>=1.1.1 in /home/floubsy2423/Programs/anaconda3/lib/python3.11/site-packages (from aiohttp->datasets) (1.4.0)\n",
"Requirement already satisfied: multidict<7.0,>=4.5 in /home/floubsy2423/Programs/anaconda3/lib/python3.11/site-packages (from aiohttp->datasets) (6.0.4)\n",
"Requirement already satisfied: yarl<2.0,>=1.0 in /home/floubsy2423/Programs/anaconda3/lib/python3.11/site-packages (from aiohttp->datasets) (1.9.3)\n",
"Requirement already satisfied: charset-normalizer<4,>=2 in /home/floubsy2423/Programs/anaconda3/lib/python3.11/site-packages (from requests>=2.32.2->datasets) (2.0.4)\n",
"Requirement already satisfied: idna<4,>=2.5 in /home/floubsy2423/Programs/anaconda3/lib/python3.11/site-packages (from requests>=2.32.2->datasets) (3.4)\n",
"Requirement already satisfied: urllib3<3,>=1.21.1 in /home/floubsy2423/Programs/anaconda3/lib/python3.11/site-packages (from requests>=2.32.2->datasets) (2.0.7)\n",
"Requirement already satisfied: certifi>=2017.4.17 in /home/floubsy2423/Programs/anaconda3/lib/python3.11/site-packages (from requests>=2.32.2->datasets) (2024.8.30)\n",
"Requirement already satisfied: python-dateutil>=2.8.2 in /home/floubsy2423/Programs/anaconda3/lib/python3.11/site-packages (from pandas->datasets) (2.8.2)\n",
"Requirement already satisfied: pytz>=2020.1 in /home/floubsy2423/Programs/anaconda3/lib/python3.11/site-packages (from pandas->datasets) (2023.3.post1)\n",
"Requirement already satisfied: tzdata>=2022.7 in /home/floubsy2423/Programs/anaconda3/lib/python3.11/site-packages (from pandas->datasets) (2023.3)\n",
"Requirement already satisfied: six>=1.5 in /home/floubsy2423/Programs/anaconda3/lib/python3.11/site-packages (from python-dateutil>=2.8.2->pandas->datasets) (1.16.0)\n",
"\n",
"\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m24.3.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m25.0\u001b[0m\n",
"\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n",
"The token has not been saved to the git credentials helper. Pass `add_to_git_credential=True` in this function directly or `--add-to-git-credential` if using via `huggingface-cli` if you want to set the git credential as well.\n",
"Token is valid (permission: fineGrained).\n",
"Your token has been saved to /home/floubsy2423/.cache/huggingface/token\n",
"Login successful\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "5aa454235d6f457aa22729422ed004b1",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Uploading the dataset shards: 0%| | 0/1 [00:00<?, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "dc902e4888444a41a308b3381aa07518",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Creating parquet from Arrow format: 0%| | 0/107 [00:00<?, ?ba/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"CommitInfo(commit_url='https://huggingface.co/datasets/FlouBsy/Arabic-Terminologies-and-Definitions/commit/0b0c924884f0beb8f7ad2c76ae699cc8cffd54ff', commit_message='Upload dataset', commit_description='', oid='0b0c924884f0beb8f7ad2c76ae699cc8cffd54ff', pr_url=None, pr_revision=None, pr_num=None)"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# upload to hugging face\n",
"dataset = Dataset.from_pandas(df)\n",
"\n",
"dataset.push_to_hub(\"FlouBsy/Arabic-Terminologies-and-Definitions\")"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "base",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.7"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
|