1.地方コミュニティからデータ分析のお仕事を始めた話 2.Tesseract-OCR ver.4による文字認識・学習手法 - 環境のセットアップ〜とりあえず文字認識まで - 推論(文字認識)をいろいろ試す - LSTMについて - 学習の方法(スクラッチ) - 学習の方法(Fine Tuning)
©)VHLVOJOD͐͢ ླ߁ݩ1ZUIPO#FHJOOFSTԭೄΦʔΨφΠβʔ᷂)VHLVO͓ੈφΠβʔ©)VHLVOJOD)VHLVO%BUBJOD1Z$PONJOJ4"11030IUUQTIVHLVODPNํίϛϡχςΟ͔ΒσʔλੳͷࣄΛ࢝Ίͨͱ5FTTFSBDU0$3WFSʹΑΔจࣈೝࣝɾֶशख๏
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©)VHLVOJOD ࣗݾհླ߁ݩ :BTVIBSV4V[VLJ1ZUIPO#FHJOOFSTԭೄΦʔΨφΠβʔ)VHLVO͓ੈφΠβʔͪΎΒσʔλגࣜձࣾσʔλΞφϦετ)VHLVO%BUBදऔక1Z$POभJOԭೄ࣮ߦҕһ1Z%BUB0LJOBXBΦʔΨφΠβʔ1$ങ͑ͳ͍ࢠՈఉͰҭͪɺಠֶͰ৽ฉୡ͠ͳ͕ΒֶඅΛશֹࣗݾෛ୲ͯ͠ϓϩάϥϛϯάΛֶͼɺͷނڷͰ͋ΔւಓͰήʔϜۀքब৬ɻΦϦδφϧͷ։ൃʹܞΘΓגࣜձࣾ)VHLVOΛىۀɻ໊ࣾʮҭΉʯ͔Β໋໊ɻͦͷޙͷނڷͰ͋ΔԭೄҠॅ͠ɺ*P5ͷ։ൃʹܞΘΔɻؔ࿈ͯ͠σʔλαΠΤϯεʹڵຯΛ࣋ͪ࢝Ίɺ1Z%BUB0LJOBXB௨͍ͳ͕Β1ZUIPO#FHJOOFSTԭೄΛൃɻίϛϡχςΟͰͷֶͼʹώϯτΛಘֶͯੜͱͷίϥϘϨʔγϣϯࣄۀΛ্ཱͪ͛ɺݱࡏͰ໊΄ͲͷֶੜΤϯδχΞͱऔҾઌىۀ͞·ͱͷίϥϘϨʔγϣϯʹऔΓΉɻ࠷ۙͪΎΒσʔλגࣜձࣾͰσʔλΞφϦετͱͯ͠ಇ͖ͭͭɺגࣜձࣾ)VHLVOͰҰาҾཱ͍͔ͨΒ͓ੈφΠβʔ ৬తʹදऔకձͱͯ͠׆ಈ͓ͯ͠Γ·͢ɻझຯՇɺήʔϜɺษڧձɻZBTVCFJUXJZBTVIBSVTV[VLJIUUQTIVHLVODPNؾܰʹϑΥϩʔɺ༑ୡਃ͍ͯͩ͘͠͞ʙ ʆŋТŋʎ
©)VHLVOJOD ํίϛϡχςΟ͔Βσʔλੳͷ͓ࣄΛ࢝Ίͨ5FTTFSBDU0$3WFSʹΑΔจࣈೝࣝɾֶशख๏ڥͷηοτΞοϓʙͱΓ͋͑ͣจࣈೝࣝ·Ͱਪ จࣈೝࣝΛ͍Ζ͍Ζࢼ͢-45.ʹֶ͍ͭͯशͷํ๏ εΫϥονֶशͷํ๏ 'JOF5VOJOHAgenda
©)VHLVOJOD ํίϛϡχςΟ͔ΒσʔλੳͷࣄΛ࢝ΊΔ·Ͱ
©)VHLVOJOD ํίϛϡχςΟ͔ΒσʔλੳͷࣄΛ࢝Ίͨͳͥ͜ͷΛ͠Α͏ͱࢥ͔ͬͨ
©)VHLVOJOD ݄ ਫ1ZUIPOࡳຈXJUI1ZUIPO#FHJOOFSTԭೄษڧձͰԭೄͷͭͷίϛϡχςΟΛհ͠ɺ࠙ձͰ͍Ζ͍Ζ͓͖ͤͯ͞·ͨ͠ɻʢΘΓͱΏΔ͘ɺָ͘͠Λॏࢹͯͨ͠ͱࢥ͍·͢ʣͨͩʮੳͷࣄͬͯͲΜͳ͜ͱΛ͍ͯ͠Δͷ͔ʯʮͲ͏ͬͯσʔλੳͷࣄʹ͍ͭͨͷ͔ʯʹ͍ͭͯ࠙ձͰ͔͓͠Ͱ͖·ͤΜͰͨ͠ɻ
©)VHLVOJOD σʔλੳͷࣄ ࢲͷྫεΩϧηοτ ूܭɾੳػցֶशɾਓೳ σʔλೖྗɾ֬ೝҾ༻ݩ σʔλαΠΤϯςΟετڠձσʔλαΠΤϯςΟετʹٻΊΒΕΔεΩϧηοτIUUQTXXXEBUBTDJFOUJTUPSKQDPNNPOEPDTTLJMMDIFDLQEGମݕग़ͷྺ࢙ͱ.%FUʹΑΔ࠷৽ͷΞϓϩʔνIUUQTTQFBLFSEFDLDPNOZBOLPBOENBNFOPLJXVUJKJBODIVGBMTFMJTIJUPNEFUOJZPSV[VJYJOGBMTFBQVSPUJ5*0#&ݴޠϥϯΩϯάIUUQTXXXUJPCFDPNUJPCFJOEFYࢿྉ࡞ηϛφʔɾษڧձݴޠ΄ͱΜͲ͕1ZUIPO͔3˞5*0#& "QSJMௐ3BOL1SPHSBNNJOH-BOHVBHF3BUJOHT 1ZUIPO 3 Ϋϥυߏங"1*։ൃ
©)VHLVOJOD ڥͷมԽҾ༻ݩֳୈ̐࣍࢈ۀֵ໋IUUQTXXXDBPHPKQLFJ[[email protected]@IUNM*1"ϓϨεϦϦʔεIUUQTXXXJQBHPKQBCPVUQSFTTIUNMଜ૯ݚ͕ਓೳͰସՄೳIUUQTXXXOSJDPNNFEJB$PSQPSBUFKQ'JMFT1%'[email protected]ऩIUUQTKQJOEFFEDPNڅ༩σʔλαΠΤϯςΟετਓೳݬ໓ظIUUQTXXXJUNFEJBDPKQOFXTBSUJDMFTOFXTIUNMݴޠผऩϥϯΩϯάIUUQTXXXJUNFEJBDPKQOFXTBSUJDMFTOFXTIUNM"MQIB(PIUUQTKQUFDIDSVODIDPNHPPHMFBJCFBUTHPXPSMEDIBNQJPOBHBJOUPDPNQMFUFIJTUPSJDTFSJFTWJDUPSZฏۉऩऩສԁୈ࢛࣍࢈ۀֵ໋"*ʹࣄΛୣΘΕΔݬ໓ظଟ༷ԽɾઐԽɾधཁ༧ଌ ച্༧ଌɾҟৗݕɾࣗવݴޠॲཧɾ࣌ܥྻੳɾը૾ೝࣝɾୀձ༧ଌɾԻೝࣝͳͲͳͲݴޠผऩϥϯΩϯάجຊใٕज़ऀࢼݧ"MQIB(Pੈքτοϓع࢜ͷΠɾηυϧʹ(PPHMF"*͕Μͩޒ൪উෛɺউഊͰ"*͕উརରہͨ͠"MQIB(Pɺϩϯυϯͷ%FFQ.JOE͕։ൃͨ͠ͷ͕ݩͱͳ͍ͬͯΔϓϩάϥϜͩɻ͜ͷ%FFQ.JOEɺԯυϧʹͯ(PPHMFʹങऩ͞Ε͍ͯΔɻରہ͍ͣΕιϧͰߦΘΕͨɻ
©)VHLVOJOD ੳͷ͓ࣄΓ͍ͨਓʢࣾձਓɾֶੜʣڍख ɾТɾϊγ
©)VHLVOJOD Έͳ͞Μڵຯ͋Γ·͢ΑͶʙʁͱ͍͏Θ͚ͰํίϛϡχςΟ͔Βੳͷࣄʹͭ͘·ͰΛ͝հ͠·͢ɻ
©)VHLVOJOD ԭೄͷ1ZUIPOɾػցֶशίϛϡχςΟ1Z%BUB0LJOBXB 1ZUIPO#FHJOOFSTԭೄ 5'6(0LJOBXB0LJOBXB(16$PNNVOJUZ ͪΎΒBJ ͦͷଞԭೄ"*ؔ࿈จಡΈձ͘͘ձLTࡇΓΞϧΰϦζϜ࣮ձϏδωεσʔλੳೖ($16(0LJOBXB 1Z-BEJFT0LJOBXB #FHJOOFST-BC
©)VHLVOJOD ԭೄͷ1ZUIPOɾػցֶशίϛϡχςΟ։࠵ճˍࢀՃऀͷूܭσʔλೖྗ खଧͪ ूܭ݁Ռdf_com.groupby("community_name").agg({'times': max, 'attendance': [np.sum, max, min, np.mean, np.median,np.std]})ɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹ.sort_values(('attendance','sum'), ascending=False)1ZUIPOίʔυ
©)VHLVOJOD ԭೄͷ1ZUIPOɾػցֶशίϛϡχςΟษڧձ͝ͱͷࢀՃऀͷਪҠ1Z%BUB0LJOBXB։࢝ͪΎΒσʔλىۀ#FHJOOFST։࢝খنษڧձ૿1Z%BUB0LJOBXB։࠵ճݮ
©)VHLVOJOD ԭೄͷ1ZUIPOɾػցֶशίϛϡχςΟษڧձɾࢀՃऀɾίϛϡχςΟͷਪҠͱ૬ؔؔίϛϡχςΟษڧձͷʗ݄ ษڧձͷࢀՃऀʗ݄֤ͷ૬ؔʙ͍ͣΕͱ΄΅ᘳͳ૬ؔ|r| = 0.91.0|r| = 0.70.9|r| = 0.40.7|r| = 0.20.4|r| = 0.00.2
©)VHLVOJOD σʔλੳͷࣄʹͭ͘·Ͱʹࢲ͕ͬͨ͜ͱָ͍͚͠Ͳ·ͬͨ͘Θ͔Βͳ͍ঢ়ଶ͕ଓࣗ͘Ͱษڧ͠ͳ͖Όͱࢥͬͯ1ZUIPO#FHJOOFSTԭೄΛ࢝ΊΔ1ZUIPOͷҊ݅Λ࢝ΊΔʢσʔλੳ·ͩʣσʔλੳͷࣄΛ࢝ΊΔ
©)VHLVOJOD σʔλੳͷࣄʹͭ͘·Ͱʹࢲ͕ͬͨ͜ͱָ͍͚͠Ͳ·ͬͨ͘Θ͔Βͳ͍ঢ়ଶ͕ଓ͘ɾͱʹ͔͘1Z%BUB0LJOBXBʹײँɾೱ͍ϋϯζΦϯܗࣜͷษڧձɾϥϯν࠙ձͷָ͍͠σΟεΧογϣϯɾػցֶश͕ΠϝʔδͰ͖ΔΑ͏ʹͳͬͨɾΏΔָ͍ͯ͘͠ษڧձ௨͍ͯ͘͢ྑֶ͍ͼͱͳͬͨ
©)VHLVOJOD σʔλੳͷࣄʹͭ͘·Ͱʹࢲ͕ͬͨ͜ͱࣗͰษڧ͠ͳ͖Όͱࢥͬͯ1ZUIPO#FHJOOFSTԭೄ։࢝ɾʹ͔ͭͳ͍ࣗͷཱͪˍ0͞Μґଘ͔Βͷ٫తͰษڧձΛൃɾॳ৺ऀͳͷͰ1ZUIPOΛͬͨ-5ͳͲ͔Β։࢝ʢ࠷ॳػցֶशφγʣɾֶੜͷํ͕ػցֶशʹؔ͢Δࣝ๛ͩͱ͙͢ʹೝࣝͰ͖ͨɹʢҰॹʹֶͿ͕ؒཉ͔ͬͨ͠ͷͰֶੜͱͨ͠΄͏͕߹͕ྑ͔ͬͨʣɾߨࢣෆΛิ͏ͨΊ-5͋Γͷ͘͘ձͰ։࢝ͨ͠ɻؾָʹΏΔΏΔΕΔΑ͏ҙࣝͨ͠ɻʢ࣮ͦ͏͍͏ҙຯͰJ1IPOF%FW4BQΛࢀߟʹ͍ͯ͠Δʣ
©)VHLVOJOD σʔλੳͷࣄʹͭ͘·Ͱʹࢲ͕ͬͨ͜ͱ1ZUIPOͷҊ݅Λ࢝ΊΔʢσʔλੳ·ͩʣɾͬͱଟ͘ͷਓʹ1ZUIPOػցֶशΛͬͯΒ͍͍ͨͱߟ͑߹ಉษڧձΛاըʢཌҎ߱ܧଓɻֶͿػձΛ૿͢͜ͱʹܨ͕ͬͨʣɾʮ࢝ΊΔͷʹ͗͢Δͱ͍͏͜ͱͳ͍ʯɾ1ZUIPO#FHJOOFSTԭೄͰ1ZUIPOʹ৮ΕΔػձ૿͑ɺͦͷܦݧ͔Β1ZUIPOͷҊ݅Λ࢝ΊΔΑ͏ʹͳͬͨɻɾͨ·ͨ·ػցֶशϓϥοτϑΥʔϜͷҊ݅ͩͬͨ͜ͱ͋Γɺੳͷ͘͢͠ͳ͍ͬͯͬͨɻಉ࣌ʹֶੜ͞ΜͱͷίϥϘϨʔγϣϯࣄۀ։࢝ɻ
©)VHLVOJOD σʔλੳͷࣄʹͭ͘·Ͱʹࢲ͕ͬͨ͜ͱ͜ͷʹ։ֶ࢝ͨ͠ੜ͞ΜͱͷίϥϘࣄۀݱࡏ໊ͷֶੜ͞Μͱɺࡾࣾͷཧղ͋Δاۀ༷ͱͷίϥϘϨʔγϣϯʹɻֶੜ͞Μୡ͕ओମͱͳͬͯ)VHLVOΛӡӦ͍ͯ͠·͢ɻͱͱίϛϡχςΟܦ༝ͷϝϯόʔ͕ଟ͍ͨΊ͔ॿ͚߹͍ͷҙࣝߴ͘ɺઌߦΘΕͨ1ZUIPO#FHJOOFSTԭೄͰ৽ೖੜͨͪʹ1ZUIPOΛख΄Ͳ͖ͯ͘͠Ε·ͨ͠ɻ1ZUIPO#FHJOOFSTԭೄʹ)VHLVOֶੜϝϯόʔ˞ւಓͰϦϞʔτͰͬͯΈֶ͍ͨੜ͞Μ͍ͨΒ͓͕͚͍ͩ͘͞ɾТɾϊγ
©)VHLVOJOD σʔλੳͷࣄʹͭ͘·Ͱʹࢲ͕ͬͨ͜ͱσʔλੳͷࣄΛ࢝ΊΔɾίϛϡχςΟܦ༝Ͱ໘͕ࣝ͋ͬͨͷඇৗʹӨڹͨ͠ͱࢥ͏ɻɾࣄΛ࢝ΊͨޙͰΓͱ͍͏͔વͱ͍͏͔ษڧෆΛ௧ײ͠ɺษڧ࣌ؒ֬อͷͨΊʹฃಆ͢ΔΑ͏ʹͳͬͨɻɾ݄ʹࡳຈؼͬͨࡍʹ4B$$4ࢀՃɻʮσβΠϯͱҰݴʹݴͬͯ෯͍ΜͩΑͳ͊ʙʯˠʮ͋Εɺ͜Εͬͯ1ZUIPOҰॹ͡ΌͶʁʯͱͳΓ࣮͔͜͜ΒώϯτΛಘͯ1ZUIPO#FHJOOFSTԭೄͷӡӦΛνʔϜ੍ʹҠߦ͢Δɻ͜ΕʹΑΓӡӦͱߨࢣͷΛް͘͢Δ͜ͱʹޭ͠ɺॳ৺ऀ͚ΠϯετʔϧେձͱҰ෦ͷߨࢣཔΓͩͬͨ#FHJOOFST͕Ұؾʹଟ༷Խɻେ͖͘มΘΔɻ
©)VHLVOJOD σʔλੳͷࣄʹͭ͘·Ͱʹࢲ͕ͬͨ͜ͱσʔλੳͷࣄΛ࢝ΊΔத్࠾༻·ͩ·ͩืूதʂ˞ՆقΠϯλʔϯݕ౼த
©)VHLVOJOD σʔλੳͷࣄʹͭ͘·Ͱʹࢲ͕ͬͨ͜ͱ৽͍͠ษڧձΛ࢝ΊΔɾࣗʹΓͳ͍෦ʢಛʹେֶʹߦ͔ͳ͍ͱशΘͳ͍౷ܭͷࣝʣͱɺ͕ࣗڭ͑ΒΕΔ෦ͱɺ͓ޓ͍σΟεΧογϣϯ͠ͳ͕ΒΪϒΞϯυςΠΫͰ͖ΔษڧձΛ։࢝ɻ౦ژͳͲ֤͔ΒϦϞʔτͰܨ͍ͰσΟεΧογϣϯ͢ΔɻɾίϛϡχςΟ͕͔͋ͬͨΒਓ͕ू·Γɺਓ͕ू·͔ͬͨΒଟ༷ͳίϛϡχςΟ͕૿͑ɺஈʑͱڧ͍ਓͱڧ͍ίϛϡχςΟ͕ग़དྷ͍ͯͬͨΑ͏ʹࢥ͏ɻͨͱ͑ॳ৺ऀͰɺίϛϡχςΟͷӡӦʹؔΘΔ͜ͱɺ-5ˍൃදͰͷొஃ͢Δ͜ͱ͕ॏཁͩͱࢥ͏ɻɾ1ZUIPO#FHJOOFSTͰֶʹڵຯΛ๊͍ͯΒ͓͏ͱʮΘ͔ΒΜઌੜʯγϦʔζΛ։࢝ɻಉ࣌ʹ͍ͭͰ෮शͰ͖ΔΑ͏ετϦʔϛϯά৴։࢝ͨ͠ɻʢετϦʔϛϯά৴Ұ෦Γํ͕Θ͔Βͳ͔ͬͨͷͰ%FW4BQͷएྛ͞Μʹڭ͍͍͑ͯͨͩͨɻײँʂʣ
©)VHLVOJOD σʔλੳͷࣄʹͭ͘·Ͱʹࢲ͕ͬͨ͜ͱ·ͱΊӡӦɾొஃ-5ίϛϡχςΟଓ͚Δָ͠Ή ͖͋ΒΊͳ͍ॳ৺ऀͰྑ͍ϚαΧϦͰڧ͘ͳΔڧऀʹཔΓ͗͢ͳ͍ແ͔ͬͨΒ࡞Δָ͠Ίͳ͍ͱଓ͔ͳָ͍͠ΜͰΔਓʹউͯͳ͍ఘΊͨΒͦ͜Ͱࢼ߹ऴྃཧղͰ͖ͳͯ͘ཧղ͠Α͏ͱ͢Δ͜ͱຊ࣭ΛݟۃΊΔऔΓΊΔ͜ͱ͔ΒऔΓΉਓΛूΊΔઌۦऀͷॿݴΛ৴ͯ͡औΓΉϒϥοΫϘοΫεͰΘͳ͍ɻͬͨͱͯ͠ྑ͘ͳ͍खஈͰ͋Δ͜ͱΛཧղ্ͨ͠Ͱ͏ܦݧ͕৴པʹ৴པ͕Ϗδωεʹܨ͕Δॿ͚߹͍ͷਫ਼ਆͰ(JWFBOE5BLF࣌ʑڧऀ͕๚ΕΔ
©)VHLVOJOD 5FTTFSBDU0$3WFSʹΑΔจࣈೝࣝɾֶशख๏ڥͷηοτΞοϓʙͱΓ͋͑ͣจࣈೝࣝ·ͰΘ͔ΒΜ
©)VHLVOJOD UFTTFSBDUPDSͱʁ Ҿ༻ݩ 8JLJIUUQT[email protected] TPGUXBSFରԠ04༷ʑͳ04Λαϙʔτ͠ɺ8JOEPXTɺ-JOVYɺ.BD04ɺJ04ɺ"OESPJE04Ͱಈ࡞͠·͢ɻରԠݴޠݴޠʹ͍ͭͯॳظόʔδϣϯͰӳޠ͔͠ରԠ͍ͯ͠ͳ͔ͬͨͷͷɺWFSͰݴޠαϙʔτ͕େ෯ʹ֦ு͞ΕɺຊޠதࠃޠͪΖΜɺΞϥϏΞޠͳͲͷӈ͔ΒࠨಡΉݴޠαϙʔτ͞Ε·ͨ͠ɻWFSͰݴޠʹରԠ͍ͯ͠·͢ɻUFTTFSBDUPDSΦʔϓϯιʔεͷจࣈೝࣝΤϯδϯͰ͢ɻʮUFTTFSBDUʯͱ࢛࣍ݩཱํମͷ͜ͱɻ
©)VHLVOJOD UFTTFSBDUPDSͱʁ Ҿ༻ݩ [email protected] TPGUXBSFରԠϓϩάϥϛϯάݴޠιʔε$$Ͱॻ͔Ε͓ͯΓɺ$$ͷ"1*Λ༻͢Δ͜ͱͰϓϩάϥϜʹΈࠐΉ͜ͱ͕ՄೳͰ͕͢ɺ1ZUIPOɺ+BWBɺ$ɺTXJGUͳͲ༷ʑͳϓϩάϥϛϯάݴޠͷϥούʔ͕ଘࡏ͠·͢ɻྺ࢙ʹ)1ͷϥϘͰ։ൃ͕࢝·ΓɺʹΦʔϓϯιʔεԽɺ͔Β(PPHMF͕ఏڙݩʹͳ͍ͬͯ·͢ɻڝ߹ΦʔϓϯιʔεͷจࣈೝࣝͰσϑΝΫτελϯμʔυ͕ͩɺΫϥυͷ"1*ʢ(PPHMF7JTJPO"1*ͳͲʣͷํ͕ߴੑೳͱݴΘΕ͍ͯ·͢ɻ
©)VHLVOJOD چόʔδϣϯ UFTTFSBDUPDS͔ΒUFTTFSBDUPDSͷϦϦʔε·ͰUFTTFSBDUPDSϦϦʔεଟ͘ͷը૾ॲཧ͕ϧʔϧϕʔε͔Β%FFQ-FBSOJOHʹҠߦ͢ΔதɺUFTTFSBDUPDS͍ؒҠߦͰ͖͓ͯΒͣɺੑೳ͕಄ଧͪͩͬͨɻ3FMFBTFЋ൛͔ΒɺWFS͔Βͷ࣌ΛܦͯΑ͏͘ϦϦʔεЋ൛ -45.༻Α͏͘%FFQ-FBSOJOHҠߦ։࢝Ҿ༻ݩ (JUIVCIUUQTHJUIVCDPNUFTTFSBDUPDSUFTTFSBDUSFMFBTFT
©)VHLVOJOD UFTTFSBDUPDSͷੑೳ(PPHMFͷൃද ͷЋ൛ϦϦʔε࣌ʹΑΔͱɺຊޠͰͷจࣈΤϥʔϨʔτ͕ˠˋେ෯ʹվળ͞ΕͨɻҾ༻ݩ ([email protected]#VJMEJOHB.VMUJ-JOHVBM0$3&OHJOFQEG
©)VHLVOJOD UFTTFSBDUPDSͷ࠷৽൛Λࢼ͢ "84Πϯελϯεͷ࡞"84Ͱ6CVOUVΛ༻͠·͢ɻ˞.BDͰग़དྷͦ͏ͳͷͰ͕͢ใ͕ἧ͍ͬͯΔͨΊɻͪͳΈʹਪ͚ͩͳΒ.BDͰेͰ͢ɻ˞"84Λ͏ͷݸਓతʹ׳Ε͍ͯΔ͔ΒͰ͢ɻSFHJPOΦϨΰϯ 0SFHPOͳΜͱͳ͘ɻֶश༻αʔό͍ͭ(16ʹ͢Δ͜ͱҙࣝͯ͠0SFHPOʹͯ͠·͕͢UFTTFSBDU(16ޮ͔ͳ͍ͷͰͲ͜Ͱ0,Ͱ͢ɻ".* 6CVOUV4FSWFS-54 )7.44%7PMVNF5ZQFBNJCECGCF CJUY*OTUBODF5ZQFUNJDSP'SFFUJFSͰ͢͠ɺ·ͣ͜ΕͰɻUFTTFSBDU%FGBVMUͰίΞ·ͰͳͷͰֶश࣌ඞཁʹԠͯ͡ίΞ DYMBSHF·Ͱ্͛·͢"EE4UPSBHF(#(#Ͱಈ͖·͕͢ҰԠ͜ͷ͘Β͍ͰɻֶशσʔλΛ૿͍ͨ࣌ͬ͠ͱ্͛ͯԼ͍͞$POpHVSF4FDVSJUZ(SPVQΦϑΟεࣗͷΈڐՄެ։͢ΔΑ͏ͳαʔόʔͰͳ͍ͷͰ֎͔ΒͷΞΫηεআ֎͓͖ͯ͠·͢ɻ)PCCZϢʔεͰࣗͷΈڐՄ͢Εྑ͍Ͱ͠ΐ͏ɻ,FZQBJS,FZΛ࡞Δ͔ɺ͍͍ͭͬͯΔͭͰΦϑΟε֎Λڋ൱͍ͯ͠Δͱ͍͑ͳΜͱͳ͘ා͍ͷͰLFZ༻͠ͳ͍ͷΊ͓͖ͯ·͠ΐ͏ɻ&MBTUJD*1 3PVUF͓ΈͰʢࢲ&MBTUJD*1ઃఆɺ3PVUFະઃఆͰ࡞ʣ%/4ͰݟΕͯ͠·͏ͱൿີͰͳ͘ͳͬͯ͠·͏ͷͰɻ&*1গ͓͔͔ۚ͠Γ·͕͢ਓ݅අͷํ͕ߴ͍Ͱ͢͠རศੑΛऔΓ·ͨ͠ɻΫϥυະܦݧऀʹߏஙͰ͖ΔΑ͏"84ͷΠϯελϯε࡞͔Β͝հ͠·͢ɻ
©)VHLVOJOD UFTTFSBDUPDSͷ࠷৽൛Λࢼ͢ "OBDPOEBͷΠϯετʔϧ1ZUIPO +VZQUFS/PUFCPPLͰਪ݁ՌΛ֬ೝ͢ΔͨΊ1ZUIPOΛΠϯετʔϧ͠·͢ɻࠓճ"OBDPOEBͱ͍͏ύοέʔδΛ༻͠·͢ɻ"OBDPOEB1BOEBT OVNQZ NBUQMPUMJC TDJQZ KVQZUFSͳͲ1ZUIPOͰΑ͘༻͢Δ1BDLBHFΛ༧Ί·ͱΊͨͱͯศརͳύοέʔδͰ͢ɻʢ͍ࠐΜͰ͍͘ͱ͍Ζ͍Ζى͖Δ͜ͱ͕͋Γ·͕͢ɺ؆୯ʹࢼ͢ʹஸ͍͍ʣ"OBDPOEBKVQZUFSɺUFOTPSqPX1Z5PSDIΛηοτΞοϓࡁΈͷ".*Λ༻͢Δ͜ͱՄೳͰ͢͠ɺ࣮ࡍʹ༻͠·͕͢ɺൺֱతTUBCMFͳόʔδϣϯ͕ೖ͍ͬͯΔ͜ͱ͕ଟ͍Ͱ͢ɻ࣌ʑ༨༟͕͋Δͱ͖ͳͲʹ࠷৽ͷঢ়گΛѲ͢ΔͨΊʹखಈͰೖΕ͍ͯ·͕͢ɺࠓճखಈͰೖΕ͓͖ͯ·͢ɻμϯϩʔυˍΠϯετʔϧXHFUIUUQTSFQPBOBDPOEBDPNBSDIJWF"[email protected]DINPEY"[email protected]"[email protected]ΠϯετʔϧઌʢσϑΥϧτͦͷ··ʣIPNFVCVOUVBOBDPOEBCZSVOOJOHDPOEBJOJU OPCBTISDͷҰ൪ԼʹҎԼΛॻ͖ࠐΉFYQPSU1"5)IPNFVCVOUVBOBDPOEBCJO1"5)όʔδϣϯ֬ೝTPVSDFCBTISDQZUIPO71ZUIPOXIJDIQZUIPOIPNFVCVOUVBOBDPOEBCJOQZUIPO
©)VHLVOJOD +VQZUFS/PUFCPPLΛىಈ͢ΔઃఆΛߦ͍·͢ɻUFTTFSBDUPDSͷ࠷৽൛Λࢼ͢ +VQZUFSOPUFCPPLͷىಈઃఆઃఆϑΝΠϧΛ࡞KVQZUFSOPUFCPPLHFOFSBUFDPOpHύεϫʔυΛ࡞QZUIPODGSPNOPUFCPPLBVUIJNQPSUQBTTXEQSJOU QBTTXE ZBTVCFJ͜ͷ࣌ύεϫʔυΛZBTVCFJʹ͠·ͨ͠ɻ͢ΔͱҎԼͷΑ͏ʹग़ྗ͞ΕΔͷͰϝϞ͓͖ͯ͠·͢ʢ͋ͱͰDPOpHʹ͏ʣTIBFBCGEGCCBCBFFDCCFCDFFFGF[email protected]@DPOpHQZͷमਖ਼্هͷύεϫʔυؚΊͯҎԼͷΑ͏DPOpHΛमਖ਼͠·͢ɻ[email protected]@DPOpHQZ[email protected] શͯͷ*1͔ΒଓΛڐՄɻͱ͢ΔͱΤϥʔ͕ग़ΔͷͰͱ͢Δ͜ͱʂD/PUFCPPL"QQJQD/PUFCPPL"QQQBTTXPSEVTIBFBCGEGCCBCBFFDCCFCDFFFGFϒϥβ্ཱͪ͛ͳ͍D/PUFCPPL"[email protected]'BMTFಛఆͷϙʔτʹࢦఆ σϑΥϧτD/PUFCPPL"QQQPSUىಈϙʔτʹ͠·͢ɻ
©)VHLVOJOD ىಈεΫϦϓτ࡞UFTTFSBDUPDSͷ࠷৽൛Λࢼ͢ +VQZUFSOPUFCPPLͷىಈεΫϦϓτ࡞ఀࢭεΫϦϓτ࡞ϒϥβͰΞΫηεςετϒϥβͰIUUQ *1ΞυϨεΛ։͍ͯݟΕΔ͜ͱΛ֬ೝ͢ΔNLEJSTDSJQUTWJNdTDSJQUTOPUFCPPLCPPUTIAAADEIPNFVCVOUVOPIVQKVQZUFSOPUFCPPLEFWOVMMAAADINPEYdTDSJQUTOPUFCPPLCPPUTIdTDSJQUTOPUFCPPLCPPUTIˡىಈΛࢼ͢ɻWJNdTDSJQUTOPUFCPPLLJMMTIAAAQTFGcBXL#&(*/\^\JG NBUDI KVQZUFSOPUFCPPLTZTUFN LJMM^&/%\^AAADINPEYdTDSJQUTOPUFCPPLLJMMTIdTDSJQUTOPUFCPPLLJMMTIˡఀࢭΛࢼ͢ɻ
©)VHLVOJOD TVQFSWJTPSΠϯετʔϧ˞EFGBVMUͷϦϙδτϦʹແ͍͜ͱ͕͋ΔͷͰϦϙδτϦͷߋ৽͔Βߦ͍ͬͯ·͢ɻUFTTFSBDUPDSͷ࠷৽൛Λࢼ͢ +VQZUFSOPUFCPPLͷࣗಈىಈઃఆTVQFSWJTPSͰઃఆ͓ͯ͘͠ͱݸਓతʹ͍Ζ͍ΖศརͳͷͰTVQFSWJTPSͰೖΕ͓͖ͯ·͢ɻʢ͜ͷઃఆ͠ͳͯ͘େৎͰ͢ɻ·ͨSDMPDBMͳͲଞͷखஈͰସ͑ՄೳͰ͢ʣDPOGՃTVQFSWJTPSͷDPOGΛ࡞Γ·͢ɻىಈͷ֬ೝ&$Πϯελϯεىಈͷ֬ೝ&$Πϯελϯε࠶ىಈ࣌ʹ/PUFCPPL͕ىಈ͍ͯ͠Ε0,Ͱ͢ɻTVEPBEEBQUSFQPTJUPSZVOJWFSTFTVEPBQUHFUVQEBUFTVEPBQUHFUJOTUBMMTVQFSWJTPSTVQFSWJTPSEWTVEPWJNFUDTVQFSWJTPSDPOGEOPUFCPPLDPOGҎԼΛॻ͖ࠐΉˣ
©)VHLVOJOD αΠτͰ֬ೝ(JUIVCͷSFMFBTFϖʔδΛ։͖ɺ࠷৽όʔδϣϯΛ֬ೝ͢Δ UBHΛݟͯྑ͍IUUQTHJUIVCDPNUFTTFSBDUPDSUFTTFSBDUSFMFBTFTUFTTFSBDUPDSͷ࠷৽൛Λࢼ͢ UFTTFSBDUͷόʔδϣϯ֬ೝVCVOUVͰ֬ೝ͜͜Λ։͘BMQIB"1*DIBOHFTͱ͋Γಈ͔ͳ͍Մೳੑ͕ߴͦ͏ͳͷͰSDΛࢼ͠·͢ɻTUBCMFόʔδϣϯ͕දࣔ͞ΕΔͨΊएׯݹ͍ͷͰɺ࠷৽൛ΛೖΕΔํ๏Λݕ౼͠·͢ɻUFTTFSBDUPDSͰֶशํ๏Λௐࠪ͢Δ࣌ҰͷֶशʹؙҰ͔͔ΔͳͲຊؾͰΖ͏ͱ͢Δͱिؒʙϲ݄ͷ͕͔͔࣌ؒΔ͜ͱ͕ଟ͍ͨΊɺSDͳͲͷগ͠৽͍͠όʔδϣϯΛࢼ͠·͢ɻ༷͕มΘΔλΠϛϯάΛઌऔΓ͓ͯ͘͜͠ͱͰɺҠߦλΠϛϯάΛௐ͢Δ͜ͱ͕ग़དྷ·͢ɻBQUDBDIFNBEJTPOUFTTFSBDUPDSUFTTFSBDUPDScdHJUGBcIUUQVTXFTUFDBSDIJWFVCVOUVDPNVCVOUVCJPOJDVOJWFSTFBNE1BDLBHFTVOJWFSTF4PVSDFT
©)VHLVOJOD UFTTFSBDUPDSͷ࠷৽൛Λࢼ͢ UFTTFSBDUͷSD൛ͷΠϯετʔϧSD൛ΛΠϯετʔϧ͢Δ࣌ιʔεͰϏϧυ͢Δ͜ͱ͕ଟ͍Ͱ͕͢ɺ͔ͳΓ͕͔͔࣌ؒΔͷͰଞͷํ๏Λࢼ͠·͢ɻࢀߟαΠτ 5FTTFSBDUʹ-45.ΛͬͯຊޠΛ࠶ֶशͤ͞Δ[email protected]TVEPBQUVQEBUFTVEPBQUVQHSBEFVCVOUVΛߋ৽TVEPBEEBQUSFQPTJUPSZQQBBMFYQUFTTFSBDUPDSZTVEPBQUVQEBUF"MFYBOEFS1P[EOZBLPWࢯͷ11" 1FSTPOBM1BDLBHF"SDIJWFΛΠϯετʔϧ5FTTFSBDUຊମΛΠϯετʔϧ TVEPBQUJOTUBMMZUFTTFSBDUPDSόʔδϣϯ֬ೝ UFTTFSBDUWUFTTFSBDUSDHCGDMFQUPOJDBMJCHJGMJCKQFHE MJCKQFHUVSCPMJCQOHMJCUJ⒎[MJCMJCXFCQMJCPQFOKQ'PVOE"79'PVOE"79'PVOE44&ڥมઃఆ FDIPFYQPSU5&44%"5"@13&'*9VTSTIBSFUFTTFSBDUPDSUFTTEBUBdQSPpMFTPVSDFdQSPpMF
©)VHLVOJOD UFTTFSBDUPDSͷ࠷৽൛Λࢼ͢ UFTTFSBDUͷݴޠϞσϧσʔλͷμϯϩʔυUFTTFSBDUPDSʹσϑΥϧτͰຊޠ͕ೖ͍ͬͯͳ͍ͨΊμϯϩʔυ͠·͢ɻ·ͨɺਫ਼ॏࢹͷCFTUϞσϧʢ͕͍ʣΠϯετʔϧ͠·͢ɻࢀߟαΠτ 5FTTFSBDUʹ-45.ΛͬͯຊޠΛ࠶ֶशͤ͞Δ[email protected]TVEPXHFUIUUQTHJUIVCDPNUFTTFSBDUPDSUFTTEBUBSBXNBTUFSKQOUSBJOFEEBUB15&44%"5"@13&'*9[email protected]FEEBUB05&44%"5"@13&'*[email protected][email protected]FEEBUB05&44%"5"@13&'*[email protected][email protected]@WFSUUSBJOFEEBUB15&44%"5"@13&'*9σϑΥϧτͰೖ͍ͬͯΔFOHʹՃ͑ͯɺطଘϞσϧछ KQO [email protected] [email protected] [email protected]Λμϯϩʔυ[email protected]ॎॻ༻Ϟσϧ͕ͩKQO [email protected]࣮ߦ࣌ʹඞཁͳͨΊμϯϩʔυ͢Δ˞ͪͳΈʹCFTUͷຊޠσʔλɺҎདྷมߋͳ͠ɻ˞FOHͳͲͷଞͷUSBJOFEEBUBલ ͔ΒมΘ͓ͬͯΒͣɺ͋·Γνϡʔχϯά͞Ε͍ͯͳ͍ɻϞσϧͷ֬ೝUFTTFSBDUMJTUMBOHT-JTUPGBWBJMBCMFMBOHVBHFT FOH[email protected]KQO[email protected][email protected]PTE˞04%0SJFOUBUJPOBOETDSJQUEFUFDUJPO 04%ͷུͰɺҐஔ͖ͷݕग़༻
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©)VHLVOJOD UFTTFSBDUPDSͷ࠷৽൛Λࢼ͢ 0QFO$7Ͱը૾Λදࣔ͢Δը૾දࣔ1ZUIPO +VQZUFS/PUFCPPLͰߦͬͯΈ·͢ɻιʔε(JUIUUQTHJUIVCDPN1ZUIPO#[email protected]@4"[email protected][email protected]JNQPSUએݴ༻͢ΔϥΠϒϥϦΛએݴ͠·͢ɻ0QFO$7Ͱ(SBZTDBMFදࣔ˞ΧϥʔͰදࣔ͢Δͱ৭Խ͚͠·͢˞3ͱ#ΛೖΕସ͑Δ͔ɺ1*-ͳͲଞͷखஈͰදࣔ͢Δͱ৭Խ͚ͤͣʹදࣔ͢Δ͜ͱ͕Ͱ͖·͢ɻDPEJOHVUGJNQPSUDWJNQPSUOVNQZBTOQGSPN1*-JNQPSU*NBHFJNQPSUNBUQMPUMJCQZQMPUBTQMUNBUQMPUMJCΛ+VQZUFSͰΠϯϥΠϯදࣔ͢ΔͨΊͷએݴNBUQMPUMJCJOMJOF[email protected]@[email protected] [email protected][email protected] [email protected] [email protected]@OQDWDWU$PMPS [email protected] [email protected]#(3(3":άϨʔεέʔϧʹมpH BYQMUTVCQMPUT pHTJ[F QMUJNTIPX [email protected]@OQషΓ͚QMUHSBZ (SBZTDBMFදࣔʹΓସ͑QMUTIPX දࣔ͜Μͳײ͡Ͱදࣔ͞Ε·͢ɻ(JUIUUQTHJUIVCDPN1ZUIPO#[email protected]@4"[email protected][email protected]
©)VHLVOJOD UFTTFSBDUPDSͷ࠷৽൛Λࢼ͢ 1Z0$3ͷΠϯετʔϧͱ0$3πʔϧͷྻڍ1Z0$3Ճ1ZUIPOͰUFTTFSBDUPDSΛݺͼग़ͨ͢ΊͷϥΠϒϥϦʮQZPDSʯΛΠϯετʔϧ͠·͢ɻQJQJOTUBMMQZPDS*OTUBMMJOHDPMMFDUFEQBDLBHFTQZPDS4VDDFTTGVMMZJOTUBMMFEQZPDSιʔε (JUIUUQTHJUIVCDPN1ZUIPO#[email protected]@4"[email protected][email protected]1Z0$3ͷUPPMྻڍ+VQZUFS/PUFCPPLଆͰQZPDSΛಡΈࠐΈɺ0$3πʔϧΛྻڍ͠·͢ɻTIίϚϯυܦ༝ͷ5FTTFSBDUͱɺ$"1*ܦ༝ͷ5FTTFSBDUͷ͕̎ͭݟ͔ͭΓ·͢ɻ$"1*ܦ༝ͷํޙड़͢Δݴޠͷྻڍ࣌ʹLFSOFMSFTUBSU͕ೖΔͨΊɺࠓճTIίϚϯυܦ༝ͷํΛ༻͠·͢ɻJNQPSUQZPDSJNQPSUQZPDSCVJMEFST1Z0$3ͷηοτΞοϓ[email protected]@UPPMT 0$3πʔϧͷ༗ແͷ֬ೝJGMFO UPPMTQSJOU /P0$3UPPMGPVOE0$3πʔϧΛྻڍͯ͠ΈΔQSJOU GQZPDSUPPMTDPVOU\MFO UPPMT^[email protected] MFO UPPMTQSJOU [email protected] [email protected] QZPDSUPPMTDPVOUUPPM>[email protected] 5FTTFSBDU TIUPPM>[email protected] 5FTTFSBDU $"1*
©)VHLVOJOD UFTTFSBDUPDSͷ࠷৽൛Λࢼ͢ ݴޠͷྻڍͱจࣈೝࣝݴޠͷྻڍೝࣝ࣌ʹ༻͢ΔݴޠΛྻڍ͓͖ͯ͠·͢ɻιʔε (JUIUUQTHJUIVCDPN1ZUIPO#[email protected]@4"[email protected][email protected][email protected]>QSJOU VTFUPPM [email protected]@OBNF [email protected]@[email protected] ༻Ͱ͖Δݴޠͷ֬ೝQSJOU QZPDSMBOHTl KPJO MBOHTVTFUPPM5FTTFSBDU TIQZPDSMBOHTFOH [email protected] KQO [email protected] [email protected] PTEจࣈೝࣝͱΓ͋͑ͣαΫοͱࢼ͚ͩ͢ͳΒ[email protected]@TUSJOHͰ؆୯ʹจࣈೝࣝͰ͖·͢ɻݴޠͷࢦఆɺ14.ʹ͍ͭͯޙ΄Ͳઆ໌͠·͢ɻ[email protected]/".&$"3%@'0-%&[email protected]@ZBTVCFJKQH[email protected]*NBHFPQFO [email protected][email protected]@[email protected] [email protected] MBOHbKQO ը૾ͱݴޠΛࢦఆCVJMEFSQZPDSCVJMEFST5FYU#VJMEFS [email protected]QTNΛࢦఆ͢ΔQSJOU UYUᶕ)VHLVªጋ)VFLVOQBUB)VHLVO%BUB˾ڌ՟ᇕҘ˾ڌ՟ᇕҘ䔼ڗཕ˝ੰʩ:BTVIBSV4V[VLJąȂǽǺǺәೄ㵢ʕ᎘ԟ̏ԋᣒοɪැ᎘ȁǼȀȁǻǿ5&-AȂȂǽǼȂȁǾǼǿ."*-JTV[VLMZBTVIBM!IVHLVODPN8JIVHLVODPNؙࣈʹޡೝࣝ͞Ε໊ͨલ৬ͳͲओཁͳ෦ΘΓͱಡΊ͍ͯΔʮ)VHLVOʯ͕ೝࣝ͞Ε͍ͯͳ͍ྫɿग़ྗ݁Ռ
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©)VHLVOJOD ਪ จࣈೝࣝΛ͍Ζ͍Ζࢼ͢ ݴޠͷࢦఆํ๏ιʔε Git https://github.com/PythonBeginners/PyCon_mini_SAPPORO2019/blob/master/notebook/02_PyOCR_Test.ipynbίίͰࢦఆ͠·͢ɻݴޠΛྻڍͨ࣌͠ʹग़ྗ͞ΕͨҎԼͷ͕̒ͭࢦఆՄೳͰ͢ɻQZPDSMBOHTFOH [email protected] KQO [email protected] [email protected] PTEͨͩ͠ॎॻ͖ [email protected]ೝࣝྗ͕·ͩ͘ɺPTEจࣈೝࣝͰ͖ͳ͍ͷͰ࣮࣭ࢦఆՄೳͳݴޠ͚̐ͭͩͰ͢ɻ ՃՄೳӈͷग़ྗ݁Ռ[email protected]Ͱͷग़ྗ݁ՌͰ͢ɻࣈؙ͕ࣈͰޡೝࣝ͞ΕΔ͜ͱ͕ଟ͔ͬͨͷ͕[email protected]Ͱਖ਼͘͠ೝ͍ࣝͯ͠·͢ɻʢਫ਼্ʣͨͩ͠ɺ˟ ༣ศه߸͕ʮએʯʹޡೝࣝ͞Ε͍ͯ·͢ɻʢਫ਼μϯʣશମతʹਫ਼্͕͕͍ͬͯΔΑ͏ʹݟ͑·͢ɻ[email protected]@[email protected] [email protected] [email protected]` ը૾ͱݴޠΛࢦఆCVJMEFSQZPDSCVJMEFST5FYU#VJMEFS [email protected]QTNΛࢦఆ͢Δݴޠͷࢦఆํ๏ྫɿ[email protected]Ͱͷग़ྗ݁ՌhuekunL_HuekunpataHugkunData ද औ క / ද औక ձ ླ ߁ ݩYasuharu Suzukiએ 904-0101 ԭೄ ݝ த ಄ ܊ ୩ ொ ࣈ ্ ಄ 837-8-206TEL: 090-9439- 8536 MAIL:[email protected]WEBihugkun.comࣈ͕ਖ਼͘͠ೝࣝ͞Εͨෳݴޠͷࢦఆ̎ͭҎ্ͷݴޠΛʴͰ࿈݁͢ΔͱෳͷݴޠΛࢦఆͰ͖·͢ɻ[email protected]@[email protected] [email protected] MBOHbKQOFOH` CVJMEFSQZPDSCVJMEFST5FYU#VJMEFS [email protected]ྫɿKQOFOHͰͷग़ྗ݁ՌᶕHu9kuᶸຏ HuekunpataHugkunData ද औ క / ද औ క ձ ླ ߁ ݩYasuharu Suzuki˟ᶋ0ᶆ-0ᶃ0ᶃ ԭ ೄ ݝ த ಄ ಹ ୩ ொ ࣈ ্ ಄ ᶊᶅᶉ-ᶊ-ᶄ0ᶈTEL:090-9439-8536 MAIL:[email protected]WEB: hugkun.comࣈ͕ਖ਼͘͠ೝࣝ͞Εͨӈͷग़ྗ݁ՌKQOFOHͰͷग़ྗ݁ՌͰ͢ɻࣈؙ͕ࣈͰޡೝࣝ͞Ε͍ͯͨͱ͜ΖͷҰ෦͕KQOFOHͰਖ਼͘͠ೝ͍ࣝͯ͠·͢ɻʢਫ਼্ʣ
©)VHLVOJOD ਪ จࣈೝࣝΛ͍Ζ͍Ζࢼ͢ ݴޠ͝ͱͷ࣮ߦιʔε (JUIUUQTHJUIVCDPN1ZUIPO#[email protected]@4"[email protected][email protected]KQO TNTQFSMPPQ NFBOTUEEFWPGSVOT MPPQFBDI[email protected] TNTQFSMPPQ NFBOTUEEFWPGSVOT MPPQFBDIKQOFOH TNTQFSMPPQ NFBOTUEEFWPGSVOT MPPQFBDIFOH TNTQFSMPPQ NFBOTUEEFWPGSVOT MPPQFBDI[email protected]@CFTU TNTQFSMPPQ NFBOTUEEFWPGSVOT MPPQFBDIUJNFJU[email protected]@[email protected] [email protected] [email protected]` ը૾ͱݴޠΛࢦఆCVJMEFSQZPDSCVJMEFST5FYU#VJMEFS [email protected]QTNΛࢦఆ͢Δ+VQZUFS/PUFCPPLͰUJNFJUΛ͚ΔͱηϧΛෳճ࣮ߦ͠ɺฏۉ࣮ߦ࣌ؒΛܭଌͯ͘͠Ε·͢ɻ͜ΕΛͬͯܭଌͨ݁͠Ռ͕ҎԼʹͳΓ·͢ɻɾҰ൪ਫ਼͕ྑͦ͞͏ʹݟ͑ͨ[email protected]͕KQOͷ̏ഒҎ্͘ɺ࣮ߦʹΒ͖ͭେ͖͍ɾKQOFOHKQOͷഒͱগ͘͠ͳΔ͚ͩɾҰํͰFOHҰ͚ͭͩͩͱഒͱ͔ͳΓ͍ɻຊޠͷੳ͕͍͜ͱ͕Θ͔ΔɻɾUFTTFSBDUPDSݺͼग़͚ͩ͢ͰT΄Ͳ͕͔͔͍࣌ؒͬͯΔ͜ͱ͕Θ͔Δʢ͂TTTɹ˞ϓϩηεͷݺͼग़͠ը૾ॲཧͳͲɺ͋ΔఔݻఆͰֻ͕͔࣌ؒΔॲཧΛߦ͍ͬͯΔ͜ͱ͕༧ଌ͞ΕΔɻ
©)VHLVOJOD ਪ จࣈೝࣝΛ͍Ζ͍Ζࢼ͢ ਫ਼ͷܭࢉ ήγϡλϧτύλʔϯϚονϯάࢀߟ ڐЧ˖οΐ㘕㙞㘧㙝㘭㙓㗮HFTUBMUQBUUFSONBDIJOH㗫㗤㗄㗦IUUQTTJHVOJBOHXPSEQSFTTDPNOPUFTPOSBUDMJGGPCFSTIFMQQBUUFSOSFDPHOJUJPO㘥㘪㙘㘲㙞㘻㙄㘲㖽㙦㙑㘶㘴㙦㘣IUUQTXXXITIJOEPDPNEBUBTIJOEPGVKJUTVMBCQEGจࣈྻಉ࢜ͷൺֱʹɺϨʔϕϯγϡλΠϯڑήγϡλϧτύλʔϯϚονϯάɺ+BSP8JOLMFSڑͳͲ͍Ζ͍ΖͳΞϧΰϦζϜ͕͋Γ·͕͢ɺ͜͜ͰήγϡλϧτύλʔϯϚονϯάΛͬͯΈΔ͜ͱʹ͠·͢ɻήγϡλϧτύλʔϯϚονϯάͱ̎ͭͷจࣈྻͷ࠷ڞ௨෦Λ࠶ؼతʹٻΊɺڞ௨จࣈྻΛશମจࣈྻͰআࢉ͢Δ͜ͱͰྨࣅΛܭࢉ͢Δํ๏Ͱ͢ɻ"#40-65&0#40-&5&จࣈҰக จࣈҰகڞ௨จࣈྻʹY શମจࣈྻʹ ྨࣅʹ1ZUIPOͰͷٻΊํEJ⒐JC4FRVFODF.BUDIFSΛ༻͠·͢ɻJNQPSUEJ⒐JCEJ⒐JC4FRVFODF.BUDIFS /POF "#40-65& 0#40-&5&SBUJP
©)VHLVOJOD ਪ จࣈೝࣝΛ͍Ζ͍Ζࢼ͢ ݴޠ͝ͱͷਫ਼ͷܭࢉઌఔͷήγϡλϧτύλʔϯϚονϯάΛ༻ͯ͠ɺݴޠ͝ͱͷਫ਼ΛٻΊͯΈ·͢ɻલॲཧɾग़ྗ݁Ռ͕ෳߦͷͨΊɺۭߦআɾUFTTFSBDUPDS͕ग़ྗ݁ՌʹۭനΛڬΉ͜ͱ͕ଟ͍ͷͰͦͪΒআࢉग़ํ๏จࣈͰॏΈ͚ͮͯ͠είΞΛࢉग़͠·͢ɻɾ֤ߦͷείΞήγϡλϧτύλʔϯϚονϯάͷºจࣈྻͰࢉग़ɾ֤ߦͷείΞਖ਼ղσʔλͷશߦͱͷήγϡλϧτύλʔϯϚονϯά͔Β࠷είΞͷྑ͍ͷΛ༻ ͱΓ͋͑ͣɾ֤ߦ͝ͱͷείΞͷΛऔΓɺ࠷ޙʹจࣈͰআࢉΛߦͬͯશମͷείΞͱͯ͠ฦ݁͢ՌҎԼͷΑ͏ʹͳΓ·ͨ͠ɻɾҰ൪݁Ռ͕ྑ͍ͷ[email protected]@CFTUɾ໊ͷԼͷํʹ͋ΔϝʔϧΞυϨε63-͕จࣈ͕ଟ͍ͨΊFOHͰൺֱతྑ͍είΞͰࢉग़͞Εͯ͠·͏ɾਓؒͷͰݟͨ࣌ͷҹͰɺจࣈͷେ͖ͳ໊લ৬ʹ͕ߦ͖͕ͪͳͷͰKQOܥͷ݁Ռ͕Ұ൪Α͘ײ͡Διʔε (JUIUUQTHJUIVCDPN1ZUIPO#[email protected]@4"[email protected][email protected]KQO [email protected] KQOFOHFOH [email protected][email protected]
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