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0 | ููุชููุจ | ููุชููุจ ูู ู
ููุน ููุจ ูุณู
ุญ ูู
ุณุชุฎุฏู
ูู ุจุฑูุน ุงูุชุณุฌููุงุช ุงูู
ุฑุฆูุฉ ู
ุฌุงููุง ูู
ุดุงูุฏุชูุง ุนุจุฑ ุงูุจุซ ุงูุญู (ุจุฏู ุงูุชูุฒูู) ูู
ุดุงุฑูุชูุง ูุงูุชุนููู ุนูููุง ูุบูุฑ ุฐูู. ุฃุณุณู ูู 14 ูุจุฑุงูุฑ ุณูุฉ 2005ู
ุซูุงุซ ู
ูุธููู ุณุงุจููู ู
ู ุดุฑูุฉ ุจุงู ุจุงู ูู
ุชุดุงุฏ ููุฑูู ูุณุชูู ุชุดูู ูุฌุงูุฏ ูุฑูู
ุ ูู ู
ุฏููุฉ ุณุงู ุจุฑูููุ ููุงู ูุณุชุฎุฏู
ุชูููุฉ ุจุฑูุงู
ุฌ ุฃุฏูุจู ููุงุด ูุนุฑุถ ุงูู
ูุงุทุน ุงูู
ุชุญุฑูุฉุ ุฃู
ุง ุงูุขู ููุนุชู
ุฏ ุชูููุฉ ุฅุชุด ุชู ุฅู
ุฅู 5. ูู
ุญุชูู ุงูู
ููุน ูุชููุน ุจูู ู
ูุงุทุน ุงูุฃููุงู
ุ ูุงูุชููุงุฒุ ูุงูู
ูุณูููุ ููุฐูู ุงูููุฏูู ุงูู
ูุชุฌ ู
ู ูุจู ุงูููุงุฉุ ูุบูุฑูุง. ููู ุญุงูููุง ู
ุฒูุฏ ุจุฃูุซุฑ ู
ู ุฃููู ู
ูุธู. ููู ุฃูุชูุจุฑ 2006 ุฃุนููุช ุดุฑูุฉ Google ุงูุชูุตู ูุงุชูุงููุฉ ูุดุฑุงุก ุงูู
ููุน ู
ูุงุจู 1.65 ู
ููุงุฑ ุฏููุงุฑ ุฃู
ุฑูููุ ุฃู ู
ุง ูุนุงุฏู 1.31 ู
ููุงุฑ ููุฑู. ููุนุชุจุฑ ุงูู
ููุน ู
ู ู
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1 | ููุชููุจ | ู
ููุน ุงูููุชููุจ ูู ุนุจุงุฑุฉ ุนู ู
ูุตุฉ ุฃู
ุฑูููุฉ ูู
ุดุงุฑูุฉ ุงูููุฏูููุงุช ุนุจุฑ ุงูุฅูุชุฑูุช ูู
ูุฑูุง ูู ุณุงู ุจุฑูููุ ูุงููููุฑููุง. ุงูุฎุฏู
ุฉุ ุงูุชู ุชู
ุฅูุดุงุคูุง ูู ูุจุฑุงูุฑ 2005 ู
ู ูุจู ุซูุงุซุฉ ู
ูุธููู ุณุงุจููู ูู ุจุงู ุจุงู - ุชุดุงุฏ ููุฑูู ูุณุชูู ุชุดูู ูุฌููุฏ ูุฑูู
- ุงุดุชุฑุชูุง ุฌูุฌู ูู ูููู
ุจุฑ 2006 ู
ูุงุจู 1.65 ู
ููุงุฑ ุฏููุงุฑ ุฃู
ุฑููู ูุชุนู
ู ุงูุขู ูุฅุญุฏู ุงูุดุฑูุงุช ุงููุฑุนูุฉ ููุดุฑูุฉ. ููุนุฏ ู
ููุน ุงูููุชููุจ ุซุงูู ุฃูุซุฑ ู
ูุงูุน ุงูููุจ ุฒูุงุฑุฉู ูู ุงูุนุงูู
ุจุนุฏ ุจุญุซ ุฌูุฌูุ ููููุง ูุชุตูููุงุช ุฃูููุณุง ุนูู ุงูุฅูุชุฑูุช. | https://ar.wikipedia.org/wiki?curid=81410 | 81,410 | 3,555.501709 | 1 | 184 | [
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2 | ููุชููุจ | ูุชูุญ ุงูููุชููุจ ููู
ุณุชุฎุฏู
ูู ุชุญู
ูู ูุนุฑุถ ูุชูููู
ูู
ุดุงุฑูุฉ ูุฅุถุงูุฉ ุฅูู ููุงุฆู
ุงูุชุดุบูู ูุงูุฅุจูุงุบ ุนู ู
ูุงุทุน ุงูููุฏูู ูุงูุชุนููู ุนูููุง ูุงูุงุดุชุฑุงู ู
ุน ู
ุณุชุฎุฏู
ูู ุขุฎุฑูู. ูุชุถู
ู ุงูู
ุญุชูู ุงูู
ุชุงุญ ู
ูุงุทุน ุงูููุฏูู ูู
ูุงุทุน ุงูุจุฑุงู
ุฌ ุงูุชููุฒููููุฉ ูู
ูุงุทุน ุงูููุฏูู ุงูู
ูุณูููุฉ ูุงูุฃููุงู
ุงููุตูุฑุฉ ูุงููุซุงุฆููุฉ ูุงูุชุณุฌููุงุช ุงูุตูุชูุฉ ูู
ูุงุทุน ุงูุฃููุงู
ูุงูุจุซ ุงูู
ุจุงุดุฑ ูุชุฏููู ุงูููุฏูู ูู
ูุงุทุน ุงูููุฏูู ุงูุฃุตููุฉ ุงููุตูุฑุฉ ูู
ูุงุทุน ุงูููุฏูู ุงูุชุนููู
ูุฉ. ูุชู
ุฅูุดุงุก ู
ุนุธู
ุงูู
ุญุชูู ูุชุญู
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ูุฉ ุจู
ุง ูู ุฐูู ุณู ุจู ุฅุณ ูุจู ุจู ุณู ููููู ููููู ุชูุฏู
ุจุนุถ ู
ูุงุฏูุง ุนุจุฑ ุงูููุชููุจ ูุฌุฒุก ู
ู ุจุฑูุงู
ุฌ ุดุฑุงูุฉ ู
ุน ุงูููุชููุจ. ูู
ูู ููู
ุณุชุฎุฏู
ูู ุบูุฑ ุงูู
ุณุฌููู ู
ุดุงูุฏุฉ ู
ูุงุทุน ุงูููุฏูู ุนูู ุงูู
ููุนุ ูููู ูุง ูู
ูููู
ุชุญู
ูููุงุ ุจููู
ุง ูู
ูู ููู
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ูู ุงูู
ุณุฌููู ุชุญู
ูู ุนุฏุฏ ุบูุฑ ู
ุญุฏูุฏ ู
ู ู
ูุงุทุน ุงูููุฏูู ูุฅุถุงูุฉ ุงูุชุนูููุงุช. ุชุชููุฑ ู
ูุงุทุน ุงูููุฏูู ุงูู
ููุฏุฉ ุจุงููุฆุฉ ุงูุนู
ุฑูุฉ ููุท ููู
ุณุชุฎุฏู
ูู ุงูู
ุณุฌููู ุงูุฐูู ูุคูุฏูู ุฃู ุนู
ุฑูู
ูุง ููู ุนู 18 ุนุงู
ูุง. | https://ar.wikipedia.org/wiki?curid=81410 | 81,410 | 3,555.501709 | 2 | 184 | [
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3 | ููุชููุจ | ุงุนุชุจุงุฑูุง ู
ู ู
ุงูู 2019ุ ูุงู ููุงู ุฃูุซุฑ ู
ู 500 ุณุงุนุฉ ู
ู ุงูู
ุญุชูู ูุชู
ุชุญู
ููู ุนูู ุงูููุชููุจ ูู ุฏูููุฉ ูู
ููุงุฑ ุณุงุนุฉ ู
ู ุงูู
ุญุชูู ุชุชู
ู
ุดุงูุฏุชู ุนูู ุงูููุชููุจ ููู
ููุง. ูุฑุจุญ ู
ููุน ุงูููุชููุจ ูู
ูุดุฆู ุงูู
ุญุชูู ุงูู
ุฎุชุงุฑูู ุฃุฑุจุงุญูุง ุฅุนูุงููุฉ ู
ู ุฌูุฌู ุฃุฏุณูุณุ ููู ุจุฑูุงู
ุฌ ูุณุชูุฏู ุงูุฅุนูุงูุงุช ููููุง ูู
ุญุชูู ุงูู
ููุน ูุงูุฌู
ููุฑ. ุงูุบุงูุจูุฉ ุงูุนุธู
ู ู
ู ู
ูุงุทุน ุงูููุฏูู ู
ุฌุงููุฉ ููู
ุดุงูุฏุฉุ ูููู ููุงู ุงุณุชุซูุงุกุงุชุ ุจู
ุง ูู ุฐูู ุงููููุงุช ุงูู
ุฏููุนุฉ ุงููุงุฆู
ุฉ ุนูู ุงูุงุดุชุฑุงูุ ูุชุฃุฌูุฑ ุงูุฃููุงู
ุ ุจุงูุฅุถุงูุฉ ุฅูู ุงูููุชููุจ ู
ููุฒูู ูุงูููุชููุจ ุจุฑูู
ูู
ุ ูุฎุฏู
ุงุช ุงูุงุดุชุฑุงู ุงูุชู ุชูุฏู
ุนูู ุงูุชูุงูู ุฏูููุง ู
ูุณููููุง ู
ุชู
ูุฒูุง ูุฎุงูููุง ู
ู ุงูุฅุนูุงูุงุชุ ูุฎุงููุฉ ู
ู ุงูุฅุนูุงูุงุช ุงููุตูู ุฅูู ูู ุงูู
ุญุชููุ ุจู
ุง ูู ุฐูู ุงูู
ุญุชูู ุงูุญุตุฑู ุจุชูููู ู
ู ุดุฎุตูุงุช ุจุงุฑุฒุฉ. ุงุณุชูุงุฏูุง ุฅูู ุนุงุฆุฏุงุช ุงูุฅุนูุงูุงุช ุฑุจุน ุงูุณูููุฉ ุงูู
ุจูุบ ุนููุงุ ูููุฏุฑ ุฃู ุงูููุชููุจ ูุจูุบ 15 ู
ููุงุฑ ุฏููุงุฑ ุฃู
ุฑููู ูู ุงูุฅูุฑุงุฏุงุช ุงูุณูููุฉ. | https://ar.wikipedia.org/wiki?curid=81410 | 81,410 | 3,555.501709 | 3 | 184 | [
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4 | ููุชููุจ | ูุงุฌู ู
ููุน ุงูููุชููุจ ุงูุชูุงุฏุงุช ุจุดุฃู ุฌูุงูุจ ุนู
ููุงุชูุ ุจู
ุง ูู ุฐูู ุชุนุงู
ูู ู
ุน ุงูู
ุญุชูู ุงูู
ุญู
ู ุจุญููู ุงูุทุจุน ูุงููุดุฑ ุงูู
ุชุถู
ู ูู ู
ูุงุทุน ุงูููุฏูู ุงูู
ุญู
ูุฉุ ูุฎูุงุฑุฒู
ูุงุช ุชูุตูุงุชู ุงูุชู ุชุฏุนู
ู
ูุงุทุน ุงูููุฏูู ุงูุชู ุชุฑููุฌ ููุธุฑูุงุช ุงูู
ุคุงู
ุฑุฉ ูุงูุฃูุงุฐูุจุ ุงุณุชุถุงูุฉ ู
ูุงุทุน ููุฏูู ุชุณุชูุฏู ุงูุฃุทูุงู ุธุงูุฑููุง ูููููุง ุชุญุชูู ุนูู ุนูู ุฃู ู
ูุญูุฉ ุฌูุณููุง ุงูู
ุญุชูู ุงูุฐู ูุชุถู
ู ุดุฎุตูุงุช ุดููุฑุฉุ ู
ูุงุทุน ููุฏูู ูููุตุฑ ูุฌุชุฐุจูู ุฃูุดุทุฉ ู
ุญุจุฉ ููุฃุทูุงู ูู ุฃูุณุงู
ุงูุชุนูููุงุชุ ูุงูุณูุงุณุงุช ุงูู
ุชููุจุฉ ุญูู ุฃููุงุน ุงูู
ุญุชูู ุงูู
ุคูู ูุชุญููู ุงูุฏุฎู ู
ู ุงูุฅุนูุงูุงุช. | https://ar.wikipedia.org/wiki?curid=81410 | 81,410 | 3,555.501709 | 4 | 184 | [
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5 | ููุชููุจ | ุงุฎุชุงุฑุช ู
ุฌูุฉ ยซุชุงูู
ยป ุงูุฃู
ุฑูููุฉ ู
ููุน ููุชููุจ ุนูู ุงูุฅูุชุฑูุช ูุดุฎุตูุฉ ูุงู
ุฉ ุนุงู
2006 ูุฏูุฑูู ูู ุฅุนุทุงุก ุงููุฑุตุฉ ูุฒูุงุฑู ูู ุฅูุชุงุฌ ุงูู
ูุงุฏ ุงูุชู ูุนุฑุถูููุง ูู ุงูู
ููุน. | https://ar.wikipedia.org/wiki?curid=81410 | 81,410 | 3,555.501709 | 5 | 184 | [
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6 | ููุชููุจ | ุฃุณุณ ู
ููุน ููุชููุจ ุชุดุงุฏ ููุฑูู ูุณุชูู ุชุดูู ูุฌุงูุฏ ูุฑูู
ููุงููุง ู
ูุธููู ุณุงุจููู ูู ุดุฑูุฉ ุจุงู ุจุงู. ููุจู ุฐูู ุฏุฑุณ ุชุดุงุฏ ููุฑูู ุงูุชุตู
ูู
ูู ุฌุงู
ุนุฉ ุฅูุฏูุงูุง ุจููุงูุฉ ุจูุณููููููุงุ ุจููู
ุง ุฏุฑุณ ุณุชูู ุชุดูู ูุฌุงูุฏ ูุฑูู
ุนููู
ุงูุญุงุณูุจ ุจุฌุงู
ุนุฉ ุฅููููู. ูููุฏ ุฃุตุจุญ ุงููุทุงู YouTube.com ูุดุทูุง ูู 15 ูุจุฑุงูุฑ 2005ุ ูู
ู ุซู
ุชู
ุงูุนู
ู ุนูู ุชุตู
ูู
ุงูู
ููุน ูุจุถุนุฉ ุฃุดูุฑ. ูููุฏ ุงูุชุชุญ ุงูู
ููุน ูุชุฌุฑุจุฉ ูู ู
ุงูู 2005ุ ูุงูุชุชุญ ุฑุณู
ููุง ุจุนุฏ ุณุชุฉ ุฃุดูุฑ. | https://ar.wikipedia.org/wiki?curid=81410 | 81,410 | 3,555.501709 | 6 | 184 | [
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7 | ููุชููุจ | ุชู
ุชุฃุณูุณ ู
ููุน ุงูููุชููุจ ุจูุงุณุทุฉ ุณุชูู ุชุดูู ูุชุดุงุฏ ููุฑูู ูุฌูุงุฏ ูุฑูู
ุ ูุฌู
ูุนูู
ูุงููุง ู
ูุธููู ูู ุจุงู ุจุงู ูู ููุช ู
ุจูุฑ. ุฏุฑุณ ููุฑูู ุงูุชุตู
ูู
ูู ุฌุงู
ุนุฉ ุฅูุฏูุงูุง ูู ุจูุณููุงููุงุ ูุฏุฑุณ ุชุดูู ููุฑูู
ุนููู
ุงููู
ุจููุชุฑ ู
ุนูุง ูู ุฌุงู
ุนุฉ ุฅููููู ูู ุฅุฑุจุงูุง-ุดุงู
ุจูู. | https://ar.wikipedia.org/wiki?curid=81410 | 81,410 | 3,555.501709 | 7 | 184 | [
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8 | ููุชููุจ | ูุงู ูุฑูู
ุฅู ู
ุตุฏุฑ ุงูุฅููุงู
ูู
ููุน ุงูููุชููุจ ุฌุงุก ุฃููุงู ู
ู ุงูุญุงุฏุซุฉ ุงูู
ุซูุฑุฉ ููุฌุฏู ุงูุชู ุชุนุฑุถุช ููุง ุฌุงููุช ุฌุงูุณูู ุนุงู
2004 ุนูุฏู
ุง ูุดู ุตุฏุฑูุง ุฃุซูุงุก ุฃุฏุงุฆูุง ู
ุน ุฌุงุณุชู ุชูู
ุจุฑููู ูู ุนุฑุถ ุงูู
ูุชุตู ูู
ุจุงุฑุงุฉ ุงูุณูุจุฑ ุจููุ ูุจุนุฏ ุฐูู ู
ู ุชุณููุงู
ู ุงูู
ุญูุท ุงูููุฏู ุนุงู
2004. ูู
ูุชู
ูู ูุฑูู
ู
ู ุงูุนุซูุฑ ุจุณูููุฉ ุนูู ู
ูุงุทุน ููุฏูู ูุฃู ู
ู ุงูุญุฏุซูู ุนุจุฑ ุงูุฅูุชุฑูุชุ ู
ู
ุง ุฃุฏู ุฅูู ููุฑุฉ ุฅูุดุงุก ู
ููุน ูู
ุดุงุฑูุฉ ุงูููุฏูู. ูุงู ููุฑูู ูุชุดูู ุฅู ุงูููุฑุฉ ุงูุฃุตููุฉ ูู
ููุน ุงูููุชููุจ ูุงูุช ุนุจุงุฑุฉ ุนู ูุณุฎุฉ ููุฏูู ูุฎุฏู
ุฉ ุงูู
ูุงุนุฏุฉ ุนุจุฑ ุงูุฅูุชุฑูุชุ ููุฏ ุชุฃุซุฑุช ุจู
ููุน ยซุญุงุฑ ุฃู ูุงยป. ูุงู
ูุง ุจุฅูุดุงุก ู
ูุดูุฑุงุช ุนูู ูุฑูุฌุฒููุณุช ุชุทูุจ ู
ู ุงููุณุงุก ุงูุฌุฐุงุจุงุช ุชุญู
ูู ู
ูุงุทุน ููุฏูู ูุฃููุณูู ุนูู ุงูููุชููุจ ู
ูุงุจู ู
ูุงูุฃุฉ ูุฏุฑูุง 100 ุฏููุงุฑ. ุฃุฏุช ุงูุตุนูุจุฉ ูู ุงูุนุซูุฑ ุนูู ููุฏูููุงุช ู
ูุงุนุฏุฉ ูุงููุฉ ุฅูู ุชุบููุฑ ุงูุฎุทุทุ ุญูุซ ูุฑุฑ ู
ุคุณุณู ุงูู
ููุน ูุจูู ุชุญู
ูู ุฃู ููุน ู
ู ู
ูุงุทุน ุงูููุฏูู. | https://ar.wikipedia.org/wiki?curid=81410 | 81,410 | 3,555.501709 | 8 | 184 | [
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9 | ููุชููุจ | ููููุง ููุตุฉ ุชูุฑุฑุช ูุซูุฑูุง ูู ูุณุงุฆู ุงูุฅุนูุงู
ุ ุทูุฑ ููุฑูู ูุชุดูู ููุฑุฉ ุงูููุชููุจ ุฎูุงู ุงูุฃุดูุฑ ุงูุฃููู ู
ู ุนุงู
2005ุ ุจุนุฏ ุฃู ูุงุฌููุง ุตุนูุจุฉ ูู ู
ุดุงุฑูุฉ ู
ูุงุทุน ุงูููุฏูู ุงูุชู ุชู
ุชุตููุฑูุง ูู ุญูู ุนุดุงุก ูู ุดูุฉ ุชุดูู ูู ุณุงู ูุฑุงูุณูุณูู. ูู
ูุญุถุฑ ูุฑูู
ุงูุญููุฉ ูููู ุญุฏูุซูุงุ ููู ุชุดูู ุนูู ูุงุฆูุงู ุฅู ููุฑุฉ ุฅูุดุงุก ู
ููุน ุงูููุชููุจ ุจุนุฏ ุญูู ุนุดุงุก ยซุฑุจู
ุง ุชุนุฒุฒุช ูุซูุฑูุง ู
ู ุฎูุงู ุฃููุงุฑ ุชุณููููุฉ ุญูู ุฅูุดุงุก ูุตุฉ ุณููุฉ ุงูููู
ููุบุงูุฉยป. | https://ar.wikipedia.org/wiki?curid=81410 | 81,410 | 3,555.501709 | 9 | 184 | [
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10 | ููุชููุจ | ุจุฏุฃ ู
ููุน ุงูููุชููุจ ูุดุฑูุฉ ูุงุดุฆุฉ ูู ู
ุฌุงู ุงูุชูููููุฌูุง ู
ู
ููุฉ ุจุฑุฃุณ ู
ุงู ู
ุฎุงุทุฑุ ูุฐูู ุฃุณุงุณูุง ู
ู ุงุณุชุซู
ุงุฑ ุจููู
ุฉ 11.5 ู
ูููู ุฏููุงุฑ ู
ู ูุจู ุดุฑูุฉ ยซุณููููุง ูุงุจูุชุงูยป ูุงุณุชุซู
ุงุฑ ุจููู
ุฉ 8 ู
ูุงููู ุฏููุงุฑ ู
ู ุดุฑูุฉ ยซุฃุฑุชูุณ ูุงุจูุชุงู ู
ุงูุฌู
ูุชยป ุจูู ูููู
ุจุฑ 2005 ูุฃุจุฑูู 2006. ูุงู ุงูู
ูุฑ ุงูุฑุฆูุณู ูู
ููุน ุงูููุชููุจ ุฃุนูู ู
ุทุนู
ุจูุชุฒุง ูู
ุทุนู
ูุงุจุงูู ูู ุณุงู ู
ุงุชููุ ูุงููููุฑููุง. ุชู
ุชูุนูู ุงุณู
ุงูู
ุฌุงู "www.youtube.com" ูู 14 ูุจุฑุงูุฑ 2005ุ ูุชู
ุชุทููุฑ ุงูู
ููุน ุฎูุงู ุงูุฃุดูุฑ ุงููุงุญูุฉ. ูุธูุฑ ุฃูู ููุฏูู ุนูู ุงูููุชููุจ ุจุนููุงูยซุฃูุง ูู ุญุฏููุฉ ุงูุญููุงู"ยป"ุ ุงูุดุฑูู ุงูู
ุคุณุณ ุฌูุงุฏ ูุฑูู
ูู ุญุฏููุฉ ุญููุงูุงุช ุณุงู ุฏููุบู. ุชู
ุชุญู
ูู ุงูููุฏูู ูู 23 ุฃุจุฑูู 2005ุ ููุง ูุฒุงู ู
ู ุงูู
ู
ูู ู
ุดุงูุฏุชู ุนูู ุงูู
ููุน. ุนุฑุถ ู
ููุน ุงูููุชููุจ ุนูู ุงูุฌู
ููุฑ ุงุฎุชุจุงุฑูุง ุชุฌุฑูุจููุง ููู
ููุน ูู ู
ุงูู 2005. ููุงู ุฃูู ู
ูุทุน ููุฏูู ูุตู ุฅูู ู
ูููู ู
ุดุงูุฏุฉ ุฅุนูุงู ูุงููู ุงูุฐู ุธูุฑ ููู ุฑููุงูุฏูููู ูู ูููู
ุจุฑ 2005. ุจุนุฏ ุงุณุชุซู
ุงุฑ 3.5 ู
ูููู ุฏููุงุฑ ู
ู ยซุณููููุง ูุงุจูุชุงูยป ูู ูููู
ุจุฑุ ุชู
ุฅุทูุงู ุงูู
ููุน ุฑุณู
ููุง ูู 15 ุฏูุณู
ุจุฑ 2005ุ ููู ุฐูู ุงูููุช ูุงู ุงูู
ููุน ูุชููู 8 ู
ูุงููู ู
ุดุงูุฏุฉ ููู
ููุง. | https://ar.wikipedia.org/wiki?curid=81410 | 81,410 | 3,555.501709 | 10 | 184 | [
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] |
Wikipedia (ar) embedded with cohere.ai multilingual-22-12
encoder
We encoded Wikipedia (ar) using the cohere.ai multilingual-22-12
embedding model.
To get an overview how this dataset was created and pre-processed, have a look at Cohere/wikipedia-22-12.
Embeddings
We compute for title+" "+text
the embeddings using our multilingual-22-12
embedding model, a state-of-the-art model that works for semantic search in 100 languages. If you want to learn more about this model, have a look at cohere.ai multilingual embedding model.
Further languages
We provide embeddings of Wikipedia in many different languages: ar, de, en, es, fr, hi, it, ja, ko, simple english, zh,
You can find the Wikipedia datasets without embeddings at Cohere/wikipedia-22-12.
Loading the dataset
You can either load the dataset like this:
from datasets import load_dataset
docs = load_dataset(f"Cohere/wikipedia-22-12-ar-embeddings", split="train")
Or you can also stream it without downloading it before:
from datasets import load_dataset
docs = load_dataset(f"Cohere/wikipedia-22-12-ar-embeddings", split="train", streaming=True)
for doc in docs:
docid = doc['id']
title = doc['title']
text = doc['text']
emb = doc['emb']
Search
A full search example:
#Run: pip install cohere datasets
from datasets import load_dataset
import torch
import cohere
co = cohere.Client(f"<<COHERE_API_KEY>>") # Add your cohere API key from www.cohere.com
#Load at max 1000 documents + embeddings
max_docs = 1000
docs_stream = load_dataset(f"Cohere/wikipedia-22-12-ar-embeddings", split="train", streaming=True)
docs = []
doc_embeddings = []
for doc in docs_stream:
docs.append(doc)
doc_embeddings.append(doc['emb'])
if len(docs) >= max_docs:
break
doc_embeddings = torch.tensor(doc_embeddings)
query = 'Who founded Youtube'
response = co.embed(texts=[query], model='multilingual-22-12')
query_embedding = response.embeddings
query_embedding = torch.tensor(query_embedding)
# Compute dot score between query embedding and document embeddings
dot_scores = torch.mm(query_embedding, doc_embeddings.transpose(0, 1))
top_k = torch.topk(dot_scores, k=3)
# Print results
print("Query:", query)
for doc_id in top_k.indices[0].tolist():
print(docs[doc_id]['title'])
print(docs[doc_id]['text'], "\n")
Performance
You can find performance on the MIRACL dataset (a semantic search evaluation dataset) here: miracl-en-queries-22-12#performance
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