Streamlitとnlplotを使って自然言語を分析してみた

by Takanobu Nozawa

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4USFBNMJUΛ࢖ͬͯ ࣗવݴޠΛ෼ੳͯ͠Έͨ $POOFIJUP*OD໺ᖒ఩র 1ZUIPO΋͘΋ࣗ͘शࣨप೥ه೦-5େձ

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ΞδΣϯμ ࣗݾ঺հ 4USFBNMJUͱ͸ 4USFBNMJUͷ࢖͍ํ 4USFBNMJUͱOMQMPUΛ࢖ͬͨ෼ੳ ·ͱΊ

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ࣗݾ঺հ

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4USFBNMJUͱ͸

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w ެࣜɿIUUQTXXXTUSFBNMJUJP w 1ZUIPOͰϑϩϯτΤϯυΛߏங͢Δ͜ͱ͕Ͱ͖ΔϑϨʔ ϜϫʔΫ w σβΠϯ΋ؚΊͯϑϨʔϜϫʔΫଆ͕࢓༷ΛఆΊ͍ͯΔͨ ΊσβΠϯܾΊͷίετ͕ʢ΄΅ʣແ͘ɺσʔλॲཧɾ ෼ੳͷεΫϦϓτʹ஫ྗͰ͖Δ 4USFBNMJUͱ͸

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4USFBNMJUͱ͸ w αϙʔτ͞Ε͍ͯΔϥΠϒϥϦ

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4USFBNMJUͷ࢖͍ํ

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4USFBNMJUͷ࢖͍ํ w JSJTͷσʔλΛϓϩοτ͢ΔαϯϓϧίʔυʢTBNQMFQZʣ

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4USFBNMJUͷ࢖͍ํ TUSFBNMJUSVOTBNQMFQZ ϒϥ΢βͰ֬ೝ

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4USFBNMJUͷ࢖͍ํ ରԠ෦෼

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4USFBNMJUͷ࢖͍ํ ରԠ෦෼

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4USFBNMJUͱOMQMPUΛ࢖ͬͨ෼ੳ

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XIBUJTOMQMPU

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w ࣗવݴޠΛྑ͍ײ͡ʹՄࢹԽͰ͖Δ΋ͷͰ͢ w QJQJOTUBMMOMQMPUͰΠϯετʔϧՄೳ w ৄࡉ͸ϒϩάΛݟ͍͚ͯͨͩΔͱخ͍͠Ͱ͢ʙ ˠʮࣗવݴޠՄࢹԽʯͰݕࡧ͢Ε͹Ͱͯ͘Δʢଟ෼ʣ XIBUJTOMQMPU

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w DTWϑΝΠϧΛ4USFBNMJU্ͰಡΈࠐ·ͤɺͦͷதͷ σʔλΛOMQMPUΛ࢖༻ͯ͠ՄࢹԽͯ͠Έ·͢ w σʔλ͸5XJUUFS͔ΒԼهϋογϡλά͕෇͍͍ͯΔ πΠʔτΛഈआ͖ͯ͠·ͨ͠ ਓ޻஌ೳLBHHMFQZUIPOσʔλαΠΤϯςΟετ 4USFBNMJUͱOMQMPUΛ࢖ͬͨ෼ੳ

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4USFBNMJUͱOMQMPUΛ࢖ͬͨ෼ੳ w σʔλ͸͜Μͳײ͡

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4USFBNMJUͱOMQMPUΛ࢖ͬͨ෼ੳ w 6*͸͜Μͳײ͡

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4USFBNMJUͱOMQMPUΛ࢖ͬͨ෼ੳ αΠυϝχϡʔͰඳը͍ͨ͠ σʔλͱਤΛࢦఆ

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4USFBNMJUͱOMQMPUΛ࢖ͬͨ෼ੳ ࢦఆͨ͠σʔλͰਤΛϓϩοτ

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4USFBNMJUͱOMQMPUΛ࢖ͬͨ෼ੳ ͪΐͬͱ͚ͩσϞ͠·͢

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·ͱΊ

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w KVQZUFSͱൺֱ͢ΔͱɺηϨΫτϘοΫε΍εϥΠμʔͳͲͷ ΢ΟδΣοτΛ࡞੒͢Δ͜ͱͰɺΠϯλϥΫςΟϒʹਤܗΛૢ࡞Ͱ͖Δ ఺͕ྑ͍ w ͋Δఔ౓ܾ·ͬͨܕͰ4USFBNMJUΛ༻ҙͯ͠ϗεςΟϯά͓͚ͯ͠͹ɺ ؆қμογϡϘʔυΈ͍ͨͳ΋ͷ΋࡞Εͦ͏ʢ/P$PEJOHͩͱ೉͍͠ ՄࢹԽɾ෼ੳΛ#J[ଆͷਓͰ΋͋Δఔ౓Ͱ͖ΔΑ͏ʹͳͬͨΓʁʣ w ެࣜͷνϡʔτϦΞϧ͕ஸೡͳͷͰ৮ͬͯΈ͍ͨਓ͸ੋඇʂ ·ͱΊ

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͝ਗ਼ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠