地方コミュニティからデータ分析の仕事を始めた話と Tesseract-OCR ver.4による文字認識・学習手法（PyCon mini SAPPORO登壇資料）

©)VHLVOJOD ΍͢΂͐ ླ໦߁ݩ 1ZUIPO#FHJOOFSTԭೄΦʔΨφΠβʔ᷂)VHLVO͓ੈ࿩φΠβʔ ©)VHLVOJOD)VHLVO%BUBJOD 1Z$PONJOJ 4"11030 IUUQTIVHLVODPN ஍ํίϛϡχςΟ͔Βσʔλ෼ੳͷ࢓ࣄΛ࢝Ίͨ࿩ͱ 5FTTFSBDU0$3WFSʹΑΔจࣈೝࣝɾֶशख๏

©)VHLVOJOD ࣗݾ঺հ ླ໦߁ݩ :BTVIBSV4V[VLJ 1ZUIPO#FHJOOFSTԭೄΦʔΨφΠβʔ)VHLVO͓ੈ࿩φΠβʔ ͪΎΒσʔλגࣜձࣾσʔλΞφϦετ)VHLVO%BUB୅දऔక໾ 1Z$PO۝भJOԭೄ࣮ߦҕһ1Z%BUB0LJOBXBΦʔΨφΠβʔ 1$΋ങ͑ͳ͍฼ࢠՈఉͰҭͪɺಠֶͰ৽ฉ഑ୡ͠ͳ͕ΒֶඅΛશֹࣗݾෛ୲ͯ͠ϓϩά
ϥϛϯάΛֶͼɺ෕ͷނڷͰ͋Δ๺ւಓͰήʔϜۀք΁ब৬ɻ ΦϦδφϧ੡඼ͷ։ൃʹ௕೥ܞΘΓגࣜձࣾ)VHLVOΛىۀɻ໊ࣾ͸ʮҭΉʯ͔Β໋໊ɻ ͦͷޙ฼ͷނڷͰ͋Δԭೄ΁Ҡॅ͠ɺ*P5ͷ։ൃʹܞΘΔɻ ؔ࿈ͯ͠σʔλαΠΤϯεʹڵຯΛ࣋ͪ࢝Ίɺ1Z%BUB0LJOBXB΁௨͍ͳ͕Β 1ZUIPO#FHJOOFSTԭೄΛൃ଍ɻίϛϡχςΟͰͷֶͼʹώϯτΛಘֶͯੜͱͷίϥ ϘϨʔγϣϯࣄۀΛ্ཱͪ͛ɺݱࡏͰ͸໊΄ͲͷֶੜΤϯδχΞͱऔҾઌىۀ͞· ͱͷίϥϘϨʔγϣϯʹऔΓ૊Ήɻ ࠷ۙ͸ͪΎΒσʔλגࣜձࣾͰσʔλΞφϦετͱͯ͠ಇ͖ͭͭɺגࣜձࣾ)VHLVO Ͱ͸ҰาҾཱ͍ͨ৔͔Β͓ੈ࿩φΠβʔ ໾৬తʹ͸୅දऔక໾ձ௕ ͱͯ͠׆ಈ͓ͯ͠ Γ·͢ɻ झຯ͸ՇɺήʔϜɺษڧձɻ ZBTVCFJUXJ ZBTVIBSVTV[VLJ IUUQTIVHLVODPN ؾܰʹϑΥϩʔɺ༑ୡਃ੥ ͍ͯͩ͘͠͞ʙ ʆŋТŋ ʎ

©)VHLVOJOD ஍ํίϛϡχςΟ͔Βσʔλ෼ੳͷ͓࢓ࣄΛ࢝Ίͨ࿩ 5FTTFSBDU0$3WFSʹΑΔจࣈೝࣝɾֶशख๏ ؀ڥͷηοτΞοϓʙͱΓ͋͑ͣจࣈೝࣝ·Ͱ ਪ࿦ จࣈೝࣝ Λ͍Ζ͍Ζࢼ͢
-45.ʹ͍ͭͯ ֶशͷํ๏ εΫϥον ֶशͷํ๏ 'JOF5VOJOH Agenda

©)VHLVOJOD ஍ํίϛϡχςΟ͔Β σʔλ෼ੳͷ࢓ࣄΛ࢝ΊΔ·Ͱ

©)VHLVOJOD ஍ํίϛϡχςΟ͔Β σʔλ෼ੳͷ࢓ࣄΛ࢝Ίͨ࿩ ͳͥ͜ͷ࿩Λ͠Α͏ͱࢥ͔ͬͨ

©)VHLVOJOD ೥݄೔ ਫ 1ZUIPOࡳຈXJUI1ZUIPO#FHJOOFSTԭೄ ษڧձͰ͸ԭೄͷͭͷίϛϡχςΟΛ঺հ͠ɺ࠙਌ձͰ΋͍Ζ͍Ζ͓࿩ ͤͯ͞௖͖·ͨ͠ɻʢΘΓͱΏΔ͘ɺָ͘͠Λॏࢹͯͨ͠ͱࢥ͍·͢ʣ ͨͩʮ෼ੳͷ࢓ࣄͬͯͲΜͳ͜ͱΛ͍ͯ͠Δͷ͔ʯ΍ʮͲ͏΍ͬͯσʔλ෼ੳ
ͷ࢓ࣄʹ͍ͭͨͷ͔ʯʹ͍ͭͯ͸࠙਌ձͰ͔͓͠࿩Ͱ͖·ͤΜͰͨ͠ɻ

©)VHLVOJOD σʔλ෼ੳͷ࢓ࣄ ࢲͷྫ εΩϧηοτ ूܭɾ෼ੳ ػցֶशɾਓ޻஌ೳ σʔλೖྗɾ֬ೝ Ҿ༻ݩ
σʔλαΠΤϯςΟετڠձσʔλαΠΤϯςΟετʹٻΊΒΕΔεΩϧηοτIUUQTXXXEBUBTDJFOUJTUPSKQDPNNPOEPDTTLJMMDIFDLQEG ෺ମݕग़ͷྺ࢙ͱ.%FUʹΑΔ࠷৽ͷΞϓϩʔνIUUQTTQFBLFSEFDLDPNOZBOLPBOENBNFOPLJXVUJKJBODIVGBMTFMJTIJUPNEFUOJZPSV[VJYJOGBMTFBQVSPUJ 5*0#&ݴޠϥϯΩϯάIUUQTXXXUJPCFDPNUJPCFJOEFY ࢿྉ࡞੒ ηϛφʔɾษڧձ ݴޠ ΄ͱΜͲ͕1ZUIPO͔3 ˞5*0#& "QSJM ௐ΂ 3BOL 1SPHSBNNJOH -BOHVBHF 3BUJOHT 1ZUIPO 3 Ϋϥ΢υߏங "1*։ൃ

©)VHLVOJOD ؀ڥͷมԽ Ҿ༻ݩ ಺ֳ෎ୈ̐࣍࢈ۀֵ໋IUUQTXXXDBPHPKQLFJ[BJOLO@@IUNM*1"ϓϨεϦϦʔεIUUQTXXXJQBHPKQBCPVUQSFTTIUNM ໺ଜ૯ݚ͕ਓ޻஌ೳͰ୅ସՄೳIUUQTXXXOSJDPNNFEJB$PSQPSBUFKQ'JMFT1%'OFXTOFXTSFMFBTFDD@QEG ೥ऩIUUQTKQJOEFFEDPNڅ༩σʔλαΠΤϯςΟετਓ޻஌ೳݬ໓ظ΁IUUQTXXXJUNFEJBDPKQOFXTBSUJDMFTOFXTIUNM ݴޠผ೥ऩϥϯΩϯάIUUQTXXXJUNFEJBDPKQOFXTBSUJDMFTOFXTIUNM "MQIB(PIUUQTKQUFDIDSVODIDPNHPPHMFBJCFBUTHPXPSMEDIBNQJPOBHBJOUPDPNQMFUFIJTUPSJDTFSJFTWJDUPSZ
ฏۉ೥ऩ ೥ऩສԁ ୈ࢛࣍࢈ۀֵ໋ "*ʹ࢓ࣄΛୣΘΕΔ ݬ໓ظ΁ ଟ༷Խɾઐ໳Խ ɾधཁ༧ଌ ച্༧ଌ ɾҟৗݕ஌ ɾࣗવݴޠॲཧ ɾ࣌ܥྻ෼ੳ ɾը૾ೝࣝ ɾୀձ༧ଌ ɾԻ੠ೝࣝ ͳͲͳͲ ݴޠผ೥ऩϥϯΩϯά جຊ৘ใٕज़ऀࢼݧ "MQIB(P ੈքτοϓع࢜ͷΠɾηυϧʹ(PPHMF"*͕௅Μͩ ޒ൪উෛɺউഊͰ"*͕উར ରہͨ͠"MQIB(P͸ɺϩϯ υϯͷ%FFQ.JOE͕։ൃ͠ ͨ΋ͷ͕ݩͱͳ͍ͬͯΔϓ ϩάϥϜͩɻ͜ͷ %FFQ.JOE͸೥ɺԯ υϧʹͯ(PPHMFʹങऩ͞ Ε͍ͯΔɻରہ͸͍ͣΕ΋ ι΢ϧͰߦΘΕͨɻ

©)VHLVOJOD ෼ੳͷ͓࢓ࣄ΍Γ͍ͨਓ ʢࣾձਓɾֶੜʣ ڍख ɾТɾ ϊγ

©)VHLVOJOD Έͳ͞Μڵຯ͋Γ·͢ΑͶʙʁ ͱ͍͏Θ͚Ͱ ஍ํίϛϡχςΟ͔Β ෼ੳͷ࢓ࣄʹͭ͘·ͰΛ ͝঺հ͠·͢ɻ

©)VHLVOJOD ԭೄͷ1ZUIPOɾػցֶशίϛϡχςΟ 1Z%BUB0LJOBXB 1ZUIPO#FHJOOFSTԭೄ 5'6(0LJOBXB 0LJOBXB(16$PNNVOJUZ ͪΎΒBJ ͦͷଞ
ԭೄ "*ؔ࿈࿦จಡΈձ ΋͘΋͘ձ LTࡇΓ ΞϧΰϦζϜ࣮૷ձ Ϗδωεσʔλ෼ੳೖ໳ ($16(0LJOBXB 1Z-BEJFT0LJOBXB #FHJOOFST-BC

©)VHLVOJOD ԭೄͷ1ZUIPOɾػցֶशίϛϡχςΟ ։࠵ճ਺ˍࢀՃऀ਺ͷूܭ σʔλೖྗ खଧͪ ूܭ݁Ռ df_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 ԭೄͷ1ZUIPOɾػցֶशίϛϡχςΟ ษڧձ͝ͱͷࢀՃऀ਺ͷਪҠ 1Z%BUB0LJOBXB ։࢝ ͪΎΒσʔλىۀ #FHJOOFST ։࢝
খن໛ษڧձ૿ 1Z%BUB0LJOBXB ։࠵ճ਺ݮ

©)VHLVOJOD ԭೄͷ1ZUIPOɾػցֶशίϛϡχςΟ ษڧձɾࢀՃऀ਺ɾίϛϡχςΟ਺ͷਪҠͱ૬ؔؔ܎ ίϛϡχςΟ਺ ษڧձͷ਺ʗ݄ ษڧձ΁ͷࢀՃऀ਺ʗ݄ ֤਺஋ͷ૬ؔ܎਺ ʙ͍ͣΕͱ΋
΄΅׬ᘳͳ૬ؔ |r| = 0.91.0 |r| = 0.70.9 |r| = 0.40.7 |r| = 0.20.4 |r| = 0.00.2

©)VHLVOJOD σʔλ෼ੳͷ࢓ࣄʹͭ͘·Ͱʹ ࢲ͕΍ͬͨ͜ͱ ָ͍͚͠Ͳ·ͬ ͨ͘Θ͔Βͳ͍ ঢ়ଶ͕ଓ͘
ࣗ෼Ͱษڧ͠ͳ ͖Όͱࢥͬͯ 1ZUIPO#FHJOOFST ԭೄΛ࢝ΊΔ 1ZUIPOͷҊ݅ Λ࢝ΊΔ ʢσʔλ෼ੳ͸ ·ͩʣ σʔλ෼ੳͷ ࢓ࣄΛ࢝ΊΔ

©)VHLVOJOD σʔλ෼ੳͷ࢓ࣄʹͭ͘·Ͱʹ ࢲ͕΍ͬͨ͜ͱ ָ͍͚͠Ͳ·ͬͨ͘Θ͔Βͳ͍ঢ়ଶ͕ଓ͘ ɾͱʹ͔͘1Z%BUB0LJOBXBʹײँ ɾೱ͍ϋϯζΦϯܗࣜͷษڧձ ɾϥϯν࠙਌ձͷָ͍͠σΟεΧογϣϯ
ɾػցֶश͕ΠϝʔδͰ͖ΔΑ͏ʹͳͬͨ ɾΏΔָ͍ͯ͘͠ษڧձ΋௨͍΍ͯ͘͢ྑֶ͍ͼͱͳͬͨ

©)VHLVOJOD σʔλ෼ੳͷ࢓ࣄʹͭ͘·Ͱʹ ࢲ͕΍ͬͨ͜ͱ ࣗ෼Ͱษڧ͠ͳ͖Όͱࢥͬͯ1ZUIPO#FHJOOFSTԭೄ։࢝ ɾ਎ʹ͔ͭͳ͍ࣗ෼΁ͷ՗ཱͪˍ0͞Μґଘ͔Βͷ୤٫໨తͰษڧձΛൃ଍ ɾॳ৺ऀͳͷͰ1ZUIPOΛ࢖ͬͨ-5ͳͲ͔Β։࢝ʢ࠷ॳ͸ػցֶशφγʣ ɾֶੜͷํ͕ػցֶशʹؔ͢Δ஌ࣝ͸๛෋ͩͱ͙͢ʹೝࣝͰ͖ͨ
ɹʢҰॹʹֶͿ஥͕ؒཉ͔ͬͨ͠ͷͰֶੜͱ࿩ͨ͠΄͏͕౎߹͕ྑ͔ͬͨʣ ɾߨࢣෆ଍Λิ͏ͨΊ-5͋Γͷ΋͘΋͘ձͰ։࢝ͨ͠ɻؾָʹΏΔΏΔ΍Ε ΔΑ͏ҙࣝͨ͠ɻʢ࣮͸ͦ͏͍͏ҙຯͰ͸J1IPOF%FW4BQΛࢀߟʹ͍ͯ͠ Δʣ

©)VHLVOJOD σʔλ෼ੳͷ࢓ࣄʹͭ͘·Ͱʹ ࢲ͕΍ͬͨ͜ͱ 1ZUIPOͷҊ݅Λ࢝ΊΔʢσʔλ෼ੳ͸·ͩʣ ɾ΋ͬͱଟ͘ͷਓʹ1ZUIPO΍ػցֶशΛ஌ͬͯ΋Β͍͍ͨͱߟ͑߹ಉษڧ ձΛاըʢཌ೥Ҏ߱΋ܧଓɻֶͿػձΛ૿΍͢͜ͱʹܨ͕ͬͨʣ ɾʮ࢝ΊΔͷʹ஗͗͢Δͱ͍͏͜ͱ͸ͳ͍ʯ
ɾ1ZUIPO#FHJOOFSTԭೄͰ1ZUIPOʹ৮ΕΔػձ΋૿͑ɺͦͷܦݧ͔Β 1ZUIPOͷҊ݅Λ࢝ΊΔΑ͏ʹͳͬͨɻ ɾͨ·ͨ·ػցֶशϓϥοτϑΥʔϜͷҊ݅ͩͬͨ͜ͱ΋͋Γɺ෼ੳͷ࿩΋ ͠΍͘͢ͳ͍ͬͯͬͨɻಉ࣌ʹֶੜ͞ΜͱͷίϥϘϨʔγϣϯࣄۀ΋։࢝ɻ

©)VHLVOJOD σʔλ෼ੳͷ࢓ࣄʹͭ͘·Ͱʹ ࢲ͕΍ͬͨ͜ͱ ͜ͷ೥ʹ։ֶ࢝ͨ͠ੜ͞ΜͱͷίϥϘࣄۀ ݱࡏ͸໊ͷֶੜ͞Μͱɺࡾࣾͷཧղ͋Δاۀ༷ͱͷίϥ ϘϨʔγϣϯʹ੒௕ɻֶੜ͞Μୡ͕ओମͱͳͬͯ)VHLVO ΛӡӦ͍ͯ͠·͢ɻ
΋ͱ΋ͱίϛϡχςΟܦ༝ͷϝϯόʔ͕ଟ͍ͨΊ͔ॿ͚߹͍ ͷҙࣝ΋ߴ͘ɺઌ೔ߦΘΕͨ1ZUIPO#FHJOOFSTԭೄͰ͸ ৽ೖੜͨͪʹ1ZUIPOΛख΄Ͳ͖ͯ͘͠Ε·ͨ͠ɻ 1ZUIPO#FHJOOFSTԭೄ ʹ)VHLVOֶੜϝϯόʔ ˞๺ւಓͰϦϞʔτͰ΋ ΍ͬͯΈֶ͍ͨੜ͞Μ ͍ͨΒ͓੠͕͚͍ͩ͘͞ ɾТɾ ϊγ

©)VHLVOJOD σʔλ෼ੳͷ࢓ࣄʹͭ͘·Ͱʹ ࢲ͕΍ͬͨ͜ͱ σʔλ෼ੳͷ࢓ࣄΛ࢝ΊΔ ɾίϛϡχςΟܦ༝Ͱ໘͕ࣝ͋ͬͨͷ͸ඇৗʹӨڹͨ͠ͱࢥ͏ɻ ɾ࢓ࣄΛ࢝ΊͨޙͰ΍͸Γͱ͍͏͔౰વͱ͍͏͔ษڧෆ଍Λ௧ײ͠ɺษڧ࣌ؒ֬ อͷͨΊʹฃಆ͢ΔΑ͏ʹͳͬͨɻ
ɾ݄ʹࡳຈ΁ؼͬͨࡍʹ4B$$4΁ࢀՃɻʮσβΠϯͱҰݴʹݴͬͯ΋෯޿͍Μ ͩΑͳ͊ʙʯˠʮ͋Εɺ͜Εͬͯ1ZUIPO΋Ұॹ͡ΌͶʁʯͱͳΓ࣮͸͔͜͜Βώ ϯτΛಘͯ1ZUIPO#FHJOOFSTԭೄͷӡӦΛνʔϜ੍ʹҠߦ͢Δɻ ͜ΕʹΑΓӡӦͱߨࢣͷ૚Λް͘͢Δ͜ͱʹ੒ޭ͠ɺॳ৺ऀ޲͚Πϯετʔϧେ ձͱҰ෦ͷߨࢣ໾པΓͩͬͨ#FHJOOFST͕Ұؾʹଟ༷Խɻେ͖͘มΘΔɻ

©)VHLVOJOD σʔλ෼ੳͷ࢓ࣄʹͭ͘·Ͱʹ ࢲ͕΍ͬͨ͜ͱ σʔλ෼ੳͷ࢓ࣄΛ࢝ΊΔ த్࠾༻·ͩ·ͩืूதʂ ˞ՆقΠϯλʔϯ͸ݕ౼த

©)VHLVOJOD σʔλ෼ੳͷ࢓ࣄʹͭ͘·Ͱʹ ࢲ͕΍ͬͨ͜ͱ ৽͍͠ษڧձΛ࢝ΊΔ ɾࣗ෼ʹ଍Γͳ͍෦෼ʢಛʹେֶʹߦ͔ͳ͍ͱशΘͳ͍౷ܭͷ஌ࣝʣͱɺࣗ෼͕ڭ͑ΒΕΔ ෦෼ͱɺ͓ޓ͍σΟεΧογϣϯ͠ͳ͕ΒΪϒΞϯυςΠΫͰ͖ΔษڧձΛ։࢝ɻ౦ژͳͲ֤ ஍͔ΒϦϞʔτͰܨ͍ͰσΟεΧογϣϯ͢Δɻ
ɾίϛϡχςΟ͕͔͋ͬͨΒਓ͕ू·Γɺਓ͕ू·͔ͬͨΒଟ༷ͳίϛϡχςΟ͕૿͑ɺஈʑ ͱڧ͍ਓͱڧ͍ίϛϡχςΟ͕ग़དྷ͍ͯͬͨΑ͏ʹࢥ͏ɻͨͱ͑ॳ৺ऀͰ΋ɺίϛϡχςΟ ͷӡӦʹؔΘΔ͜ͱ΍ɺ-5ˍൃදͰͷొஃ͢Δ͜ͱ͕ॏཁͩͱࢥ͏ɻ ɾ1ZUIPO#FHJOOFSTͰ͸਺ֶʹڵຯΛ๊͍ͯ΋Β͓͏ͱʮΘ͔ΒΜઌੜʯγϦʔζΛ։࢝ɻ ಉ࣌ʹ͍ͭͰ΋෮शͰ͖ΔΑ͏ετϦʔϛϯά഑৴΋։࢝ͨ͠ɻʢετϦʔϛϯά഑৴͸Ұ ෦΍Γํ͕Θ͔Βͳ͔ͬͨͷͰ%FW4BQͷएྛ͞Μʹڭ͍͍͑ͯͨͩͨɻײँʂʣ

©)VHLVOJOD σʔλ෼ੳͷ࢓ࣄʹͭ͘·Ͱʹ ࢲ͕΍ͬͨ͜ͱ·ͱΊ ӡӦɾొஃ -5 ίϛϡχςΟ͸ ଓ͚Δ ָ͠Ή
͖͋ΒΊͳ͍ ॳ৺ऀͰ΋ྑ͍ ϚαΧϦͰڧ͘ͳΔ ڧऀʹཔΓ͗͢ͳ͍ ແ͔ͬͨΒ࡞Δ ָ͠Ίͳ͍ͱଓ͔ͳ͍ ָ͠ΜͰΔਓʹউͯͳ͍ ఘΊͨΒͦ͜Ͱ ࢼ߹ऴྃ ཧղͰ͖ͳͯ͘΋ཧղ ͠Α͏ͱ͢Δ͜ͱ ຊ࣭ΛݟۃΊΔ औΓ૊ΊΔ͜ͱ͔Β औΓ૊Ή ਓΛूΊΔ ઌۦऀͷॿݴΛ৴ͯ͡ औΓ૊Ή ϒϥοΫϘοΫε Ͱ࢖Θͳ͍ɻ࢖ͬͨͱͯ͠ ΋ྑ͘ͳ͍खஈͰ͋Δ͜ͱ Λཧղ্ͨ͠Ͱ࢖͏ ܦݧ͕৴པʹ ৴པ͕Ϗδωεʹܨ͕Δ ॿ͚߹͍ͷਫ਼ਆͰ (JWFBOE5BLF ࣌ʑڧऀ͕๚ΕΔ

©)VHLVOJOD 5FTTFSBDU0$3WFSʹΑΔจࣈೝࣝɾֶशख๏ ؀ڥͷηοτΞοϓʙͱΓ͋͑ͣจࣈೝࣝ·Ͱ Θ ͔ Β Μ

©)VHLVOJOD UFTTFSBDUPDSͱ͸ʁ Ҿ༻ݩ 8JLJIUUQTFOXJLJQFEJBPSHXJLJ5FTTFSBDU@ TPGUXBSF ରԠ04 ༷ʑͳ04Λαϙʔτ͠ɺ8JOEPXTɺ-JOVYɺ.BD04ɺJ04ɺ
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©)VHLVOJOD UFTTFSBDUPDSͷֶशํ๏ ϑΥϯτͷঢ়گ֬ೝ ݱࡏ࢖༻Մೳͳ'0/5ͷҰཡΛ දࣔ͢Δ σϑΥϧτͰ͸೔ຊޠϑΥϯτ͸ೖ͍ͬͯ· ͤΜɻ
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©)VHLVOJOD UFTTFSBDUPDSͷֶशํ๏ ೔ຊޠϑΥϯτͷΠϯετʔϧ ೔ຊޠ'0/5ΛΠϯετʔϧ TVEPBQUJOTUBMMGPOUTUBLBPGPOUTWMHPUIJDGPOUTOPUPDKL UFYUJNBHFMJTU@BWBJMBCMF@GPOUTGPOUT@EJSVTSTIBSFGPOUT ʢதུʣ
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͠ΐ͏ɻ 5FTTFSBDUʹ-45.Λ࢖ͬͯ೔ຊޠΛ࠶ֶशͤ͞ΔIUUQTRJJUBDPNBLJ@BCFLBXBJUFNTFGCECDF DEdUFTTUFTTFSBDUTSD USBJOJOHUFTTUSBJOTIGPOUT@EJSVTSTIBSFGPOUTMBOHKQOMJOFEBUB@POMZa OPFYUSBDU@GPOU@QSPQFSUJFTMBOHEBUB@EJSdUFTTMBOHEBUBa PVUQVU@EJSdUSBJO@TDSBUDIKQOUSBJO ຊདྷ7BMJEBUJPOσʔλ͸ֶश༻σʔλͱผʑͷ΋ͷΛ࢖͏΂͖Ͱ͕͢ɺࠓճ͸ಉ͡΋ͷͰ࡞੒͠·͢ɻ MTdUSBJO@TDSBUDIKQOFWBM KQOKQO/PUP@[email protected]@$+,@+1@#PMEFYQMTUNGKQO5BLBP1.JODIPFYQMTUNG KQO/PUP@4BOT@$+,@+1FYQMTUNGKQO5BLBP(PUIJDFYQMTUNGKQO7-@(PUIJDFYQMTUNG KQO/PUP@4BOT@$+,@+1@#PMEFYQMTUNGKQO5BLBP.JODIPFYQMTUNGKQO7-@1(PUIJDFYQMTUNG KQO/PUP@[email protected]@$+,@+1FYQMTUNGKQO5BLBP1(PUIJDFYQMTUNGKQOUSBJOJOH@pMFTUYU

©)VHLVOJOD UFTTFSBDUPDSͷֶशํ๏ ֶशΛߦ͏ ֶशΛߦ͏ MTUNUSBJOHΛ࢖༻ֶͯ͠श͠·͢ɻ ʢӈ͸JUFSBUJPOͷྫʣ ௨ৗ͸TVQFSWJTPSԽ͢ΔͳͲͯ͠όοΫά
ϥ΢ϯυԽ͓ͯ͜͠ͳ͍·͢ɻ NLEJSQdUSBJO@TDSBUDIKQOPVUQVU MTUNUSBJOJOHUSBJOFEEBUBdUSBJO@TDSBUDIKQOUSBJOKQOKQOUSBJOFEEBUBa OFU@TQFD< $U .Q -GZT-GY-SY-GY0D>a NPEFM@PVUQVUdUSBJO@TDSBUDIKQOPVUQVUCBTFMFBSOJOH@SBUFFa USBJO@MJTUpMFdUSBJO@TDSBUDIKQOUSBJOKQOUSBJOJOH@pMFTUYUa FWBM@MJTUpMFdUSBJO@TDSBUDIKQOFWBMKQOUSBJOJOH@pMFTUYUa NBY@JUFSBUJPOTdUSBJO@TDSBUDIKQOPVUQVUCBTFUSBJOMPH UBJMGUSBJO@TDSBUDIKQOPVUQVUCBTFUSBJOMPH ʢ్தུʣ "UJUFSBUJPO .FBOSNT EFMUB DIBSUSBJO XPSEUSBJO TLJQSBUJP /FXXPSTUDIBSFSSPSXSPUFDIFDLQPJOU ʢ్தུʣ "UJUFSBUJPO .FBOSNT EFMUB DIBSUSBJO XPSEUSBJO TLJQSBUJP /FXXPSTUDIBSFSSPSXSPUFDIFDLQPJOU 'JOJTIFE&SSPSSBUF ΠςϨʔγϣϯͷਐḿ֬ೝ UBJMίϚϯυͰ֬ೝ͠·͢ɻ UBJMGUSBJO@TDSBUDIKQOPVUQVUCBTFUSBJOMPH ͜ͷΑ͏ʹϩά͕දࣔ͞ΕͨΒਖ਼͘͠։࢝͞Ε͍ͯΔূڌͰ͢ɻ

©)VHLVOJOD UFTTFSBDUPDSͷֶशํ๏ ΠςϨʔγϣϯͷԆ௕ ௥ՃͰֶशΛߦ͏ ઌఔͷίϚϯυͷNBY@JUFSBUJPOTΛ मਖ਼͢Δ͚ͩͰ͢ɻ ʢӈ͸JUFSBUJPOΛສճʹ৳͹ͨ͠ྫʣ NLEJSQdUSBJO@TDSBUDIKQOPVUQVU
MTUNUSBJOJOHUSBJOFEEBUBdUSBJO@TDSBUDIKQOUSBJOKQOKQOUSBJOFEEBUBa OFU@TQFD< $U .Q -GZT-GY-SY-GY0D>a NPEFM@PVUQVUdUSBJO@TDSBUDIKQOPVUQVUCBTFMFBSOJOH@SBUFFa USBJO@MJTUpMFdUSBJO@TDSBUDIKQOUSBJOKQOUSBJOJOH@pMFTUYUa FWBM@MJTUpMFdUSBJO@TDSBUDIKQOFWBMKQOUSBJOJOH@pMFTUYUa NBY@JUFSBUJPOTdUSBJO@TDSBUDIKQOPVUQVUCBTFUSBJOMPH UBJMGUSBJO@TDSBUDIKQOPVUQVUCBTFUSBJOMPH ʢ్தུʣ 1FSDFOUJNQSPWFNFOUUJNF CFTUFSSPSXBT! "UJUFSBUJPO .FBOSNT EFMUB DIBSUSBJO XPSEUSBJO TLJQSBUJP /FXCFTUDIBSFSSPSXSPUFDIFDLQPJOU 'JOJTIFE&SSPSSBUF ͪͳΈʹ̎ສJUFSBUJPOͰ͢ͱUTNBMMͷΑ͏ͳ஗͍ΠϯελϯεͰ͸ʙֻ͔࣌ؒΓ·͕͢ɺ ΤϥʔϨʔτ͸ͱ·ͩ·ͩॳظஈ֊Ͱ͢ɻ ͋Δఔ౓܏޲Λ௫Ήʹ͸ສJUFSBUJPOɺֶशΛऩଋ͢Δʹ͸ສJUFSBUJPOఔ͸͔͔Γ·͢ աֶशͨ͠ঢ়ଶͰͷ7BMJEBUJPO είΞͳͷͰ͋·ΓࢀߟʹͳΒͳ͍஋Ͱ͕͢ ͕ɺDYMBSHF $16ੑೳ͕ߴ͍Πϯελϯεɻ$16$PSF ͰສJUFSBUJPO ʹ࣌ؒʙ࣌ؒ΄Ͳ܎ΔͨΊɺֶशʹ͸ඇৗʹ͕͔͔࣌ؒΓ·͢ɻ ˞UFTTFSBDUPDS͸(16ʹ͸ରԠ͓ͯ͠Γ·ͤΜɻ

©)VHLVOJOD UFTTFSBDUPDSͷֶशํ๏ ֶशͷΦϓγϣϯ OFUTQFD χϡʔϥϧωοτϫʔΫͷߏ੒ΛҎԼͷΑ͏ʹࢦఆ͠·͢ɻ <
$U .Q -GZT-GY-SY-GY0D> < $U .Q -GZT-GY-SY-GY0D> < $U .Q -GZT-GY-SY-GY0D> ೔ຊޠͷKQO@CFTUϞσϧ͸͜Ε */165΍$//ͷߏ੒ɺ-45.ͷߏ੒ɺ065165ͷߏ੒ͳͲΛܾΊΔ͜ͱ͕Ͱ͖·͢ɻ NPNFOUVN ॏΈͷߋ৽࣌ͷ׳ੑ߲ʢϞʔϝϯλϜʣΛࢦఆ͠·͢ɻʢ%FGBVMU աڈͷ஋ʹॏΈ෇͚ͯ͠Ճࢉ͢Δ͜ͱͰɺॏΈͷߋ৽Λ׳ੑతʹ͠ɺաֶश͠ͳ͍Α͏ʹௐ੔ͨ͠Γɺֶश ଎౓ʹ΋Өڹ͠·͢ɻຊདྷͰ͋Ε͹ֶशͷաఔͰม͍͖͍͑ͯͨ஋ͳͷͰ͕͢UFTTFSBDUPDSͰ͸ DIFDLQPJOUͷ஋͕༏ઌ͞ΕΔͨΊɺ్தͰมߋ͢Δ͜ͱ͕Ͱ͖·ͤΜɻ Կ͕༏ઌ͞ΕΔ͔͸ɺৄ͘͠͸ι ʔεMTUNUSBJOJOHDQQΛࢀর͢Δͷ͕ྑ͍Ͱ͢ɻ MFBSJOHSBUF ֶशϨʔτͰ͢ɻͦͷ··ֶश଎౓ʹӨڹ͠·͢ɻ ͪ͜Β΋ֶशͷաఔͰม͍͖͍͑ͯͨ஋Ͱ͕͢ɺ్தͰมߋ͢Δ͜ͱ͕ग़དྷ·ͤΜɻ DPOUJOVF@GSPN 'JOFUVOJOH༻ͷMTUNϞσϧΛࢦఆ͢ΔύϥϝʔλͰ͢ɻKQO@CFTUͷϞσϧͳͲɺطଘͷϞσϧ͔Βநग़͠ ͯνϡʔχϯάΛߦ͏͜ͱ͕ग़དྷ·͢ɻεΫϥον͔ΒUSBJOJOH͢Δͷ͸೉͘͠ɺ࣌ؒ΋͔͔ΔͨΊɺpOF UVOJOHͷํ͕୹ظؒͰ҆ఆͯ͠ྑ͍είΞΛग़͢͜ͱ͕ग़དྷ·͢ɻ -45.53"*/*/( .BOVBM1BHFIUUQTHJUIVCDPNUFTTFSBDUPDSUFTTFSBDUCMPCNBTUFSEPDMTUNUSBJOJOHBTD MTUNUSBJOJOHDQQIUUQTHJUIVCDPNUFTTFSBDUPDSUFTTFSBDUCMPCNBTUFSTSDUSBJOJOHMTUNUSBJOJOHDQQ- Ҿ༻ ֶशͷΦϓγϣϯ ඇৗʹଟ͘ͷΦϓγϣϯΛଘࡏ͠·͕͢ɺҰ෦͚ͩ঺հ͠·͢ɻ

©)VHLVOJOD UFTTFSBDUPDSͷֶशํ๏ ֶश࣌ؒͱਫ਼౓ ໿ສJUFSBUJPO࣮ߦͨ࣌͠ͷֶश࣌ؒͱਫ਼౓Λάϥϑʹ͢ΔͱҎԼͷΑ͏ʹͳΓ· ͢ɻ DYMBSHFͰ్தࣦഊͳͲ΋͋ΓɺҰिؒ΄Ͳ͔͔Γ·ͨ͠ɻͨͩɺ࣮ࡍͷੑೳతʹ͸ສʙ ສJUFSBUJPO͋ͨΓͰ಄ଧͪͱͳΓɺਫ਼౓΋EFGBVMUͷϞσϧʹ͸ԕ͘ٴ͹ͳ͍ਫ਼౓Ͱͨ͠ɻ

©)VHLVOJOD 'JOFUVOJOHͱ͸ʁ ϑΝΠϯνϡʔχϯά pOFUVOJOH ͱ͸ɺطଘͷϞσϧΛ࠶ར༻͠ ͯɺ৽͍͠ϞσϧΛߏங͢Δख๏Ͱ͢ɻ ʴ εΫϥον͔Βͷֶश
ϑΝΠϯνϡʔχϯά ֶशʹ͕͔͔࣌ؒΔ ֶश࣌ؒΛ୹ॖ

©)VHLVOJOD UFTTFSBDUPDSͷֶशํ๏ 'JOF5VOJOH ֶश༻σʔλΛ࡞੒͢Δ ֶश༻ϑΥϧμΛ࡞੒ NLEJSQdUSBJO@pOF@UVOJOHNPEFMT
5FTTFSBDUʹ-45.Λ࢖ͬͯ೔ຊޠΛ࠶ֶशͤ͞ΔIUUQTRJJUBDPNBLJ@BCFLBXBJUFNTFGCECDF pOFUVOJOH༻ͷϞσϧ࡞੒ DPNCJOF@UFTTEBUBF5&44%"5"@13&'*9KQO@CFTUUSBJOFEEBUBdUSBJO@pOF@UVOJOHNPEFMTKQO@CFTUMTUN &YUSBDUJOHUFTTEBUBDPNQPOFOUTGSPNVTSTIBSFUFTTFSBDUPDSUFTTEBUBKQO@CFTUUSBJOFEEBUB 8SPUFIPNFVCVOUVUSBJO@pOF@UVOJOHNPEFMTKQO@CFTUMTUN 7FSTJPOTUSJOHBMQIBKQOTZOUI< $U .Q -GZT-GY-SY-GY0D> DPOpHTJ[F P⒎TFU MTUNTJ[F P⒎TFU MTUNQVODEBXHTJ[F P⒎TFU MTUNXPSEEBXHTJ[F P⒎TFU MTUNOVNCFSEBXHTJ[F P⒎TFU MTUNVOJDIBSTFUTJ[F P⒎TFU MTUNSFDPEFSTJ[F P⒎TFU WFSTJPOTJ[F P⒎TFU ͪͳΈʹ͜͜ͰKQO@CFTUϞσ ϧͷωοτϫʔΫߏ੒Λࢀর ͢Δ͜ͱ͕ՄೳͰ͢ɻ ֶश༻σʔλΛ࡞੒ ͜͜͸εΫϥον͔Βֶशͨ࣌͠ͱجຊతʹ͸ಉ ͡Ͱ͢ DEdUFTTUFTTFSBDUTSD USBJOJOHUFTTUSBJOTIGPOUT@EJSVTSTIBSFGPOUTMBOHKQOMJOFEBUB@POMZa OPFYUSBDU@GPOU@QSPQFSUJFTMBOHEBUB@EJSdUFTTMBOHEBUBa PVUQVU@EJSdUSBJO@pOF@UVOJOHKQOUSBJO ධՁ༻σʔλΛ࡞੒ ͜͜΋εΫϥον͔Βֶशͨ࣌͠ͱجຊతʹ ͸ಉ͡Ͱ͢ USBJOJOHUFTTUSBJOTIGPOUT@EJSVTSTIBSFGPOUTMBOHKQOMJOFEBUB@POMZa OPFYUSBDU@GPOU@QSPQFSUJFTMBOHEBUB@EJSdUFTTMBOHEBUBa PVUQVU@EJSdUSBJO@pOF@UVOJOHKQOFWBM

©)VHLVOJOD UFTTFSBDUPDSͷֶशํ๏ 'JOF5VOJOH ֶश͢Δ NLEJSQdUSBJO@pOF@UVOJOHKQOPVUQVU MTUNUSBJOJOHUSBJOFEEBUBdUSBJO@pOF@UVOJOHKQOUSBJOKQOKQOUSBJOFEEBUBa DPOUJOVF@GSPNdUSBJO@pOF@UVOJOHNPEFMTKQO@CFTUMTUNa
PME@USBJOFEEBUB5&44%"5"@13&'*9KQO@CFTUUSBJOFEEBUBa NPEFM@PVUQVUdUSBJO@pOF@UVOJOHKQOPVUQVUCBTFa USBJO@MJTUpMFdUSBJO@pOF@UVOJOHKQOUSBJOKQOUSBJOJOH@pMFTUYUa FWBM@MJTUpMFdUSBJO@pOF@UVOJOHKQOFWBMKQOUSBJOJOH@pMFTUYUa NBY@JUFSBUJPOTdUSBJO@pOF@UVOJOHKQOPVUQVUCBTFUSBJOMPH ֶशΛߦ͏ MTUNUSBJOHΛ࢖༻ֶͯ͠श͠·͢ɻ ʢӈ͸JUFSBUJPOͷྫʣ ௨ৗ͸TVQFSWJTPSԽ͢ΔͳͲͯ͠όοΫά ϥ΢ϯυԽ͓ͯ͜͠ͳ͍·͢ɻ "UJUFSBUJPO .FBOSNT EFMUB DIBSUSBJO XPSEUSBJO TLJQSBUJP /FXCFTUDIBSFSSPSXSPUFCFTUNPEFMIPNF VCVOUVUSBJO@pOF@UVOJOHKQOPVUQVUCBTF@DIFDLQPJOUXSPUFDIFDLQPJOU 1FSDFOUJNQSPWFNFOUUJNF CFTUFSSPSXBT! "UJUFSBUJPO .FBOSNT EFMUB DIBSUSBJO XPSEUSBJO TLJQSBUJP /FXCFTUDIBSFSSPSXSPUFCFTUNPEFMIPNF VCVOUVUSBJO@pOF@UVOJOHKQOPVUQVUCBTF@DIFDLQPJOUXSPUFDIFDLQPJOU ΠςϨʔγϣϯͷਐḿ֬ೝ UBJMίϚϯυͰ֬ೝ͠·͢ɻ UBJMGdUSBJO@pOF@UVOJOHKQOPVUQVUCBTFUSBJOMPH ͜ͷΑ͏ʹϩά͕දࣔ͞ΕͨΒਖ਼͘͠։࢝͞Ε͍ͯΔূڌͰ͢ɻ ֶशࡁΈͷσʔλͷͨΊJUFSBUJPO͸஗͍܏޲͕͋Γ·͢ɻ

©)VHLVOJOD ·ͱΊ

地方コミュニティからデータ分析の仕事を始めた話と Tesseract-OCR ver.4による文字認識・学習手法（PyCon mini SAPPORO登壇資料）

地方コミュニティからデータ分析の仕事を始めた話と Tesseract-OCR ver.4による文字認識・学習手法（PyCon mini SAPPORO登壇資料）

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