業務改善の面白さ~毎日更新されるビジュアルコンテンツの差分をわかりやすくするためのプロトタイプを作るまで~

by Marina Nakagawa

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1 ۀ຿վળͷ໘ന͞ ຖ೔ߋ৽͞ΕΔϏδϡΞϧίϯςϯπͷࠩ෼Λ Θ͔Γ΍͘͢͢ΔͨΊͷϓϩτλΠϓΛ࡞Δ·Ͱ ೔ຊܦࡁ৽ฉࣾɹத઒ ສᣦಸ PyCon JP 2022 2022/10/14

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2 Marina Nakagawa ೔ຊܦࡁ৽ฉࣾͷΤϯδχΞ ೔ܦϏδϡΞϧσʔλͷίϯςϯπ੍࡞  ΠϯϑϥपΓͷվળͳͲͳͲ ࣗಈԽ͕޷͖Ͱ͢ʂ

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3 ຊ೔࿩͢͜ͱ ఆظతʹߋ৽͞ΕΔίϯςϯπͷ՝୊ ೔ܦϏδϡΞϧσʔλͱ͸ 1 2 3 ࠩ෼ݕ஌ͷϓϩτλΠϓΛ࡞Δ ݁Ռͱ·ͱΊ 4

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4 ೔ܦϏδϡΞϧσʔλͱ͸ 1

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6 จষ ਤઆ σʔλ Πϥετ ࣸਅ ͋ΒΏΔදݱΛۦ࢖ͯ͠ etc… χϡʔεΛΘ͔Γ΍͘͢఻͑Δ

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7 https://vdata.nikkei.com/newsgraphics/sanin2022-analysis/

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8 https://vdata.nikkei.com/newsgraphics/party-poll-votes-map/

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9 https://vdata.nikkei.com/newsgraphics/coronavirus-world-map/

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10 https://vdata.nikkei.com/newsgraphics/clear-accounting/clear-accounting/

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11 https://vdata.nikkei.com/

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12 ɾ௚ײతʹΘ͔Γ΍͘͢ɺ୹࣌ؒͰಡΊΔίϯςϯπ ɾैདྷͷใಓදݱΛਐԽͤ͞ΔࢼΈ ɾϢʔβʔʹͱͬͯ໾ཱͭίϯςϯπ ɾଉͷ௕͍ίϯςϯπ ɾطଘͷํ๏Ҏ֎ͷίϯςϯπͷྲྀ௨ํ๏ͱϊ΢ϋ΢ ͦΕΒΛ࡞Δ৔͕ ೔ܦϏδϡΞϧσʔλ

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13 هऀ  ఻͑Δ΂͖͜ͱ σβΠφʔ ఻͑ํ ΤϯδχΞ   ఻͑ΔͨΊͷ࢓૊Έ

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14 هऀ  ఻͑Δ΂͖͜ͱ σβΠφʔ ఻͑ํ ΤϯδχΞ   ఻͑ΔͨΊͷ࢓૊Έ

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15 هऀ  هࣄίϯςϯπͷ಺༰ɾσʔλ σβΠφʔ ίϯςϯπͷઃܭɾσβΠϯ ΤϯδχΞ   ഑৴ͷ࢓૊Έ  Ϣʔβʔ͔ΒͷΠϯλϥΫγϣϯΛؚΉ࡞Γ

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16 هऀ  σβΠφʔ ΤϯδχΞ

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17 ఆظతʹߋ৽͞ΕΔίϯςϯπͷ՝୊ 2

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18 ఆظతʹߋ৽͞ΕΔίϯςϯπͷ جຊతͳ੍࡞ͷྲྀΕ

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هऀνʔϜ εϓϨουγʔτͰ ຖ೔σʔλूܭˍνΣοΫ هऀνʔϜͷ੹೚ऀ͕ެ։Λ൑அ $*Λ༻͍ͨσϓϩΠϑϩʔͱ͸ ҟͳΔϑϩʔͰຊ൪ʹ൓ө

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هऀνʔϜ εϓϨουγʔτͰ ຖ೔σʔλूܭˍνΣοΫ هऀνʔϜͷ ੹೚ऀ͕ެ։Λ൑அ هऀ͕੹೚Λ࣋ͭσʔλ͸ جຊతʹຖ೔ߋ৽͞ΕΔ

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σβΠφʔɾΤϯδχΞνʔϜ վम͕͋Δ৔߹ (JU)VCͰϦιʔε؅ཧ $*ͰϦϦʔε

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σβΠφʔɾΤϯδχΞνʔϜ վम͕͋Δ৔߹ (JU)VCͰϦιʔε؅ཧ $*ͰϦϦʔε ࣌ظʹΑͬͯݟͤΔσʔλ΍ ݟͤํΛมߋ͢Δͱ͖ʹߋ৽

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هऀνʔϜ σβΠφʔɾΤϯδχΞνʔϜ εϓϨουγʔτͰ ຖ೔σʔλूܭˍνΣοΫ վम͕͋Δ৔߹ (JU)VCͰϦιʔε؅ཧ $*ͰϦϦʔε هऀνʔϜͷσʔλͱ σβΠφʔɾΤϯδχΞνʔϜͷ੒Ռ෺͕ ߹Θ͞Δͷ͸ຊ൪؀ڥ ˞΋ͪΖΜ։ൃ؀ڥ΋ଘࡏ͢Δ

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ࠓ೔ͷάϥϑ͸ ߋ৽͞Ε͍ͯΔʁ هࣄίϯςϯπͷ ਺ࣈ͸ਖ਼͘͠ දࣔ͞Ε͍ͯΔʁ άϧʔϓԽ͞Εͨ ԣάϥϑ͸େৎ෉ʁ େ෯վमͨ͠ͱ͜Ζ͸ ͖ͪΜͱදࣔ͞Ε͍ͯΔʁ ೔෇͸ ߋ৽͞Ε͍ͯΔʁ

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ࠓ೔ͷάϥϑ͸ ߋ৽͞Ε͍ͯΔʁ هࣄίϯςϯπͷ ਺ࣈ͸ਖ਼͘͠ දࣔ͞Ε͍ͯΔʁ άϧʔϓԽ͞Εͨ ԣάϥϑ͸େৎ෉ʁ େ෯վमͨ͠ͱ͜Ζ͸ ͖ͪΜͱදࣔ͞Ε͍ͯΔʁ ຖ೔ߋ৽͞ΕΔ σʔλܥ ೔෇͸ ߋ৽͞Ε͍ͯΔʁ

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ࠓ೔ͷάϥϑ͸ ߋ৽͞Ε͍ͯΔʁ هࣄίϯςϯπͷ ਺ࣈ͸ਖ਼͘͠ දࣔ͞Ε͍ͯΔʁ άϧʔϓԽ͞Εͨ ԣάϥϑ͸େৎ෉ʁ େ෯վमͨ͠ͱ͜Ζ͸ ͖ͪΜͱදࣔ͞Ε͍ͯΔʁ վम࣌ʹ ߋ৽͞ΕΔܥ

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ࠓ೔ͷάϥϑ͸ ߋ৽͞Ε͍ͯΔʁ هࣄίϯςϯπͷ ਺ࣈ͸ਖ਼͘͠ දࣔ͞Ε͍ͯΔʁ άϧʔϓԽ͞Εͨ ԣάϥϑ͸େৎ෉ʁ େ෯վमͨ͠ͱ͜Ζ͸ ͖ͪΜͱදࣔ͞Ε͍ͯΔʁ ֬ೝ͢ΔϙΠϯτ͕ଟ͍ & ݟΔϙΠϯτ͕ҟͳΔ ใಓػؔͱͯ͠͸σʔλͷνΣοΫ͸ݫ͘͢͠Δඞཁ͕͋Δ͕ɾɾɾ

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33 ໨diff!!!! (͜Ε͸σΟϨΫλʔ͕ਏ͍)

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34 ໨diffؒҧ͍୳͠

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35 ໨diffؒҧ͍୳͠

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36 ࠷ऴతͳ൑அ͸ίϯϐϡʔλͰ͸ͳ͘ਓ͕ؒߦ͏͕ ͤΊͯ ֬ೝ͢ΔՕॴ͕໌֬ʹͳΕ͹͍͍ͷʹɾɾɾɾ

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37 ͦ͏ͩʂ ϏδϡΞϧϦάϨογϣϯςετΛԠ༻ͯ͠ ͏·͍͜ͱ࢓૊ΈԽͰ͖ͳ͍ͩΖ͏͔ʁʁʁ

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38 ࠩ෼ݕ஌ͷϓϩτλΠϓΛ࡞Δ 3

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39 Try1 ϏδϡΞϧϦάϨογϣϯςετπʔϧreg-suit Ͱ΍ͬͯΈΑ͏

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40 https://github.com/reg-viz/reg-suitΑΓҾ༻

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NBTUFSϒϥϯν NBTUFS͔Β ੾ͬͨ࣌఺ͷϖʔδ QVTIͯ͠ ߋ৽͞Εͨϖʔδ ൺֱͯࠩ͠෼Λग़͢

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(JU)VCʹQVTI͢Δ $*্Ͱ ϖʔδͷεΫϦʔϯγϣοτΛ࡞੒ SFHTVJUͰ εΫϦʔϯγϣοτೖͬͨσΟϨΫτϦΛࢦఆ 4ʹੜ੒ͨ͠ϖʔδΛ্͛Δ (JU)VCͷίϝϯτʹ ௨஌͕ඈͿ

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(JU)VCʹQVTI͢Δ $*্Ͱ ϖʔδͷεΫϦʔϯγϣοτΛ࡞੒ SFHTVJUͰ εΫϦʔϯγϣοτೖͬͨσΟϨΫτϦΛࢦఆ 4ʹੜ੒ͨ͠ϖʔδΛ্͛Δ (JU)VCͷίϝϯτʹ ௨஌͕ඈͿ ؤுͬͯίʔυΛॻ͘ͷ͸ ͚ͩ͜͜ʂ

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(JU)VCʹQVTI͢Δ $*্Ͱ ϖʔδͷεΫϦʔϯγϣοτΛ࡞੒ SFHTVJUͰ εΫϦʔϯγϣοτೖͬͨσΟϨΫτϦΛࢦఆ 4ʹੜ੒ͨ͠ϖʔδΛ্͛Δ (JU)VCͷίϝϯτʹ ௨஌͕ඈͿ ͜ΕҎ߱͸ SFHTVJU͕ࣗಈͰ΍ͬͯ͘Ε·͢

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13্ʹϦάϨογϣϯςετͷ ݁ՌΛදࣔ͢Δػೳ EJ ff ͷϨϙʔτ΋ ࣗಈੜ੒Ͱ͖Δ

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ઃఆͨ͠4ʹ Ϩϙʔτ͕ੜ੒͞ΕΔ ҰཡͱͳͬͯΘ͔Γ΍͍͢

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ࠩ෼ͷݟͤํ΋ ύλʔϯ༻ҙ͞Ε͍ͯΔ

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48 ͏·͍͔͘ͳ͔ͬͨϙΠϯτ1 ͜ͷίϯςϯπͰreg-suitΛ࢖͑ͳ͍ࣄ৘͕͋ͬͨ

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(JU)VCͰ؅ཧ͍ͯ͠ͳ͍΋ͷ දࣔ͢Δσʔλࣗମ͸   εϓϨουγʔτͰ؅ཧ (JU)VCͰ؅ཧ͍ͯ͠Δ΋ͷ )5.-΍$44΍ը૾ͳͲͷϦιʔε

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هऀνʔϜ σβΠφʔɾΤϯδχΞνʔϜ εϓϨουγʔτͰ ຖ೔σʔλूܭˍνΣοΫ վम͕͋Δ৔߹ (JU)VCͰϦιʔε؅ཧ $JSDMF$*ͰϦϦʔε هऀνʔϜͷσʔλͱ σβΠφʔɾΤϯδχΞνʔϜͷ੒Ռ෺͕ ߹Θ͞Δͷ͸ຊ൪؀ڥ ˞΋ͪΖΜ։ൃ؀ڥ΋ଘࡏ͢Δ هऀνʔϜͷ ੹೚ऀ͕ެ։Λ൑அ

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هऀνʔϜ σβΠφʔɾΤϯδχΞνʔϜ εϓϨουγʔτͰ ຖ೔σʔλूܭˍνΣοΫ վम͕͋Δ৔߹ (JU)VCͰϦιʔε؅ཧ $JSDMF$*ͰϦϦʔε ຖ೔ͷσʔλूܭͨ݁͠Ռ͕ (JU)VCͰ؅ཧ͞Ε͍ͯͳ͍

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هऀνʔϜ σβΠφʔɾΤϯδχΞνʔϜ εϓϨουγʔτͰ ຖ೔σʔλूܭˍνΣοΫ վम͕͋Δ৔߹ (JU)VCͰϦιʔε؅ཧ $JSDMF$*ͰϦϦʔε ຊ൪؀ڥͷϖʔδͰ ࠓݱࡏදࣔ͞Ε͍ͯΔ΋ͷͱ աڈදࣔ͞Ε͍ͯͨ΋ͷΛൺֱ͍ͨ͠

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53 ͏·͍͔͘ͳ͔ͬͨϙΠϯτ2 ຊ౰ʹ࢖ͬͯ΋Β͑Δ͔࣮༻ੑͷݒ೦ - GitHubʹ͔͠௨஌͕͜ͳ͍ɻ - هऀʹ΋GitHubΞΧ΢ϯτ͕ඞཁ - ࠩ෼ΛݟΔ·Ͱͷ໿4ΫϦοΫͷนΛӽ͑Δ - Slack νϟϯωϧ,GitHubͷPR,reg-suit,reg-suitͷத

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54 ͏·͍͔͘ͳ͔ͬͨϙΠϯτ2 ຊ౰ʹ࢖ͬͯ΋Β͑Δ͔࣮༻ੑͷݒ೦ - GitHubʹ͔͠௨஌͕͜ͳ͍ɻ - هऀʹ΋GitHubΞΧ΢ϯτ͕ඞཁ - ࠩ෼ΛݟΔ·Ͱͷ໿4ΫϦοΫͷนΛӽ͑Δ - Slack νϟϯωϧ,GitHubͷPR,reg-suit,reg-suitͷத ຊ౰ʹ਺ճΫϦοΫͯ͘͠ΕΔʁʁʁ Θ͟Θ͟ݟΔͷΊΜͲ͘͘͞ͳ͍ʁʁʁ

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55 ͜͏ͳͬͨΒ͍͍ͳͱໝ૝ͯͨ͜͠ͱ Nikkei ———— ———— ———— ———— ௨஌νϟϯωϧ ௨஌bot 1Click ͲΜͳ৬छͰ΋ ͚ͩ͜͜ݟ͓͚ͯ͹͍͍ʂ ͱ͍͏ঢ়ଶΛ࡞Γ͍ͨ ———— ———— ————

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56 ͜͏ͳͬͨΒ͍͍ͳͱໝ૝ͯͨ͜͠ͱ Nikkei ———— ———— ———— ———— ௨஌νϟϯωϧ ௨஌bot 1Click ͲΜͳ৬छͰ΋ ͚ͩ͜͜ݟ͓͚ͯ͹͍͍ʂ ঢ়ଶΛ࡞Γ͍ͨ ֬ೝ͢Δ΂͖Օॴ͕໌֬ʹʂ ࠷ऴతͳਓؒͷ൑அͷิॿʹͳΔʂ(͸ͣ)

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57 ཁ݅Λߟ͑Δ ɾهऀνʔϜଆ͕σʔλΛߋ৽͢Δͱ͖ʹɺࣗಈͰલͷঢ়ଶͱࠓͷঢ়ଶͱͦͷࠩ෼͕දࣔ͢Δ ɾ৬छ໰Θͣɺ୭΋͕ͦͷࠩ෼Λ֬ೝ͢Δ͜ͱ͕Ͱ͖Δঢ়ଶʹ͢Δ ɾ࿈བྷखஈʹSlackΛར༻͍ͯ͠ΔͷͰɺͦͷ݁Ռ͕Slackʹ·ͱΊΒΕΔͱΑ͍

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58 αΫοͱϓϩτλΠϓΛ ࡞ͬͯΈΔ SFHTVJUͰֶΜͩ͜ͱΛ׆͔ͯ͠

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59 ࠩ෼Λݕग़ͯ͠ɺSlackʹ౤Լ͢Δ͘͠ΈΛߟ͑ͨ 1.ར༻͢Δπʔϧ΍ϥΠϒϥϦྨΛબఆ͢Δ 2.࣮ߦํ๏ΛܾΊΔ 3.ൺֱը૾Λ༻ҙ͢Δ 4.ը૾ͷߴ͞Λἧ͑ͯɺൺֱ΍Ճ޻͠΍͘͢͢Δ 5.ը૾ͷࠩ෼Λݕग़͢ΔͨΊͷ४උΛ͢Δ 6.ը૾ͷࠩ෼Λݕग़͢Δ 7.ࠩ෼͕͋Ε͹࡞੒ͨ͠εΫϦʔϯγϣοτΛS3ʹΞοϓϩʔυ͢Δ 8.Slack౤ߘ༻ʹը૾Λ߹੒͢Δ 9.Slackʹ౤ߘ͢Δ

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60 1.ར༻͢Δπʔϧ΍ϥΠϒϥϦྨΛબఆ͢Δ ը૾Ͱࠩ෼Λݕग़͢ΔͳΒ →OpenCV͕࢖͑ͯ Webը૾ΛεΫγϣ͢ΔͳΒˠWebࣗಈԽπʔϧͰεΫγϣΛͱΖ͏ աڈը૾Λอଘ͢ΔͳΒˠS3͕ྑͦ͞͏ ·͋ɺϓϩτλΠϓͩͬ͠͞ͱPythonͰࢼͦ͏ʂ Ұ୴Google ColaboratoryͰϛχϛχϓϩτλΠϓΛ࡞ͬͯΈΔ →ΠέΔʂΛ֬৴

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61 2.࣮ߦํ๏ΛܾΊΔ Google Colaboratory Ͱܾ·ͬͨ࣌ؒʹىಈͰ͖ͨΒ͍͍ͷʹ ࠓͷܖ໿ͩͱͰ͖ͳ͔ͬͨͷͰ GitHubͱ࿈ܞ͍ͯ͠ΔCircleCIͰɺ σʔλ੔ܗͱ൓ө͕ऴΘΔޕޙ̑࣌ʹ࣮ߦ͢Δ͜ͱʹ ※Pro+ͩͱεέδϡʔϧػೳ͕͋Γ·͢ (https://github.com/googlecolab/colabtools/wiki/Scheduled-notebooks)

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$JSDMF$*Ͱ ϖʔδͷεΫγϣΛੜ੒ 4͔Βલճߋ৽࣌ʹࡱӨͨ͠ εΫγϣΛμ΢ϯϩʔυ 62 3.ൺֱը૾Λ༻ҙ͢Δ

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$JSDMF$*Ͱ ϖʔδͷεΫγϣΛੜ੒ 4͔Βલճߋ৽࣌ʹࡱӨͨ͠ εΫγϣΛμ΢ϯϩʔυ 63 3.ൺֱը૾Λ༻ҙ͢Δ

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64 SCREENSHOT_WIDTH_SIZE = 800 SCREENSHOT_HIGHT_SIZE = 12000 TARGET_URL = "https://vdata.nikkei.com/newsgraphics/coronavirus-japan-vaccine- status/" WAIT_TIME = 10 # ΢ΣϒυϥΠόʔͱΦϓγϣϯͷઃఆ options = webdriver.ChromeOptions() options.add_argument('--headless') options.add_argument('--incognito') options.add_argument('--no-sandbox') options.add_argument('--disable-dev-shm-usage') driver = webdriver.Chrome(ChromeDriverManager().install(), options=options) driver.get(TARGET_URL) driver.set_window_size(SCREENSHOT_WIDTH_SIZE, SCREENSHOT_HIGHT_SIZE) time.sleep(WAIT_TIME) driver.save_screenshot("test-reports/current_page_screenshot.png") ※ίʔυ͸Ұ෦ൈਮ

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$JSDMF$*Ͱ ϖʔδͷεΫγϣΛੜ੒ 4͔Βલճߋ৽࣌ʹࡱӨͨ͠ εΫγϣΛμ΢ϯϩʔυ 65 3.ൺֱը૾Λ༻ҙ͢Δ

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66 # S3ʹΞοϓϩʔυ import boto3 # S3ͷϑΝΠϧμ΢ϯϩʔυɺΞοϓϩʔυͷઃఆ client = boto3.client( 's3', aws_access_key_id= {AWS ΞΫηεΩʔID}, aws_secret_access_key= {AWS γʔΫϨοτΩʔ}, ) client.download_file( '{S3໊}', '{S3ͷύε໊}/screenshot.png', 'test-reports/past_page_screenshot.png' ) ※ίʔυ͸Ұ෦ൈਮ

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଍Γͳ͍௕͞͸0QFO$7Ͱ ന৭෦෼Λ௥Ճͯ͠ௐ੔ 4.ը૾ͷߴ͞Λἧ͑ͯɺൺֱ΍Ճ޻͠΍͘͢͢Δ

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68 #=============================================== #ɹಉ͡αΠζʹͳΔΑ͏ʹԼʹۭനΛೖΕͯϦαΠζ #=============================================== color = (255, 255, 255) if img_current.shape[0] <= img_past.shape[0]: bottom = img_past.shape[0] - img_current.shape[0] img_current = cv2.copyMakeBorder(img_current, 0,bottom, 0, 0, cv2.BORDER_CONSTANT, value=color, ) else: bottom = img_current.shape[0] - img_past.shape[0] img_past = cv2.copyMakeBorder(img_past, 0, bottom, 0, 0, cv2.BORDER_CONSTANT, value=color, ) ※ίʔυ͸Ұ෦ൈਮ

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มߋલͱมߋޙΛൺֱͯ͠ ࠩ෼ϚεΫΛ࡞੒͢Δ 5.ը૾ͷࠩ෼Λݕग़͢ΔͨΊͷ४උΛ͢Δ

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70 #=============================================== # ը૾ͷࠩ෼Λ࡞Δ #=============================================== fgbg = cv2.bgsegm.createBackgroundSubtractorMOG(history=2) #ϚεΫͷܭࢉ fgmask = fgbg.apply(img_current) fgmask = fgbg.apply(img_past) cv2.imwrite('test-reports/mask.png', fgmask) ※ίʔυ͸Ұ෦ൈਮ

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6.ը૾ͷࠩ෼ΛΘ͔Γ΍͘͢͢Δ ϚεΫ͚ͩͩͱࠩ෼͕Θ͔Βͳ͍ͷͰ ը૾Λ҉ͯ͘͠ॏͶΔ

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72 #=============================================== # ը૾Λ҉ͯࠩ͘͠෼ϚεΫΛॏͶɺ # ࠩ෼ͷݕग़ͷ݁Ռ͕෼͔ΔΑ͏ʹग़ྗ͢Δ #=============================================== # ݱࡏͷεΫγϣΛগ͠҉͘͢Δ img_result = img_current // 4 # ϚεΫͰࠩ෼ͷ͋Δͱ͜Ζ͚ͩ྘ΛࡌͤΔ img_result[fgmask==255] = (0, 255, 0) cv2.imwrite('test-reports/result.png', img_result) ※ίʔυ͸Ұ෦ൈਮ

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8.Slack౤ߘ༻ʹը૾Λ߹੒͢Δ 4MBDLͰ௨஌ͨ͠ͱ͖ʹΘ͔Γ΍͍͢Α͏ʹ มߋલɺมߋޙɺࠩ෼ͷ̏ͭΛ଍͠߹Θͤ Ұͭͷը૾ʹ͢Δ

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8.Slack౤ߘ༻ʹը૾Λ߹੒͢Δ ͜͏ͳΔͱɺ Կ͕Ͳ͏มΘ͍ͬͯΔͷ͔Θ͔Βͳ͍

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75 #============================= # ը૾ͷ߹੒(Slack౤ߘ༻) #============================= percentage_to_resize = 0.5 img_summary = cv2.hconcat([img_current, img_past, img_result]) img_summary = cv2.resize( img_summary , (int(img_summary.shape[1] * percentage_to_resize), int(img_summary.shape[0] * percentage_to_resize)) ) cv2.imwrite('test-reports/summary.png', img_summary) ※ίʔυ͸Ұ෦ൈਮ

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7.ࠩ෼͕͋Ε͹࣍ճͷൺֱ༻ʹ࡞੒ͨ͠εΫϦʔϯ γϣοτΛS3ʹΞοϓϩʔυ͢Δ Կ΋͠ͳ͍ ࠩ෼͋Γʂ 4΁ ࠩ෼ͳ͠ʂ

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77 #======================================================= # S3ʹը૾ΛΞοϓϩʔυ͢Δ #======================================================= client.upload_file( 'test-reports/current_page_screenshot.png', '{S3໊}', ‘{S3ͷύε໊}/screenshot.png' ) ※ίʔυ͸Ұ෦ൈਮ

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9.Slackʹ౤ߘ͢Δ Ұຕʹ·ͱΊͨํ͕ݟ΍͍͢ʂ

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มߋޙ มߋલ ࠩ෼

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80 ໨diffؒҧ͍୳͠(αϙʔτ෇͖)

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81 #====================================================== # ࠩ෼͕͋Ε͹files uploadAPIͰSlackʹ௨஌ #====================================================== def postMessageWithFiles(message, fileList, channel): slack_client = slack_sdk.WebClient(token=SLACK_TOKEN) for file in fileList: upload = slack_client.files_upload(file=file, filename=file) message = message + ”<“ + upload['file']['permalink'] + "| >" outPut = slack_client.chat_postMessage( channel = channel, text = message ) #======================================================= # มߋΛݕ஌ͨ࣌͠ #======================================================= if np.array_equal(img_current, img_past): postMessageWithFiles( message = " `ίϩφ೔ຊϫΫνϯίϯςϯπͷࠩ෼Λݕ஌͠·ͨ͠ʂ”, fileList = ['test-reports/summary.png'], channel = "{௨஌͍ͨ͠νϟϯωϧ໊}", ) ※ίʔυ͸Ұ෦ൈਮ

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82 ※ίʔυ͸Ұ෦ൈਮ ΋͠΋ະདྷͰɺ ࠩ෼Λݟ͍ͨϖʔδ͕ෳ਺ʹ૿͑ͨ࣌

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83 ݁Ռͱ·ͱΊ 3

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84 هऀ  σβΠφʔ ΤϯδχΞ ศརͳ࢓૊ΈΛ ͋Γ͕ͱ͏͍͟͝·͢ ໌Β͔ʹ͓͔͍͠Օॴ͕ͳ͍͔ ؆୯ʹ൑ผͰ͖Δͷ͸͋Γ͕͍ͨ σʔλͷܻ਺ʹΑͬͯϨΠΞ΢τ͕ มΘΔཁૉ͕͋Δɻ ҙਤ͍ͯ͠ͳ͍ϨΠΞ΢τʹ ͳ͍ͬͯͳ͍͔͕Ұ໨Ͱ෼͔Δͷ͕ ྑ͍ ಋೖޙͷ੠

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85 هऀ  σβΠφʔ ΤϯδχΞ ศརͳ࢓૊ΈΛ ͋Γ͕ͱ͏͍͟͝·͢ ໌Β͔ʹ͓͔͍͠Օॴ͕ͳ͍͔ ؆୯ʹ൑ผͰ͖Δͷ͸͋Γ͕͍ͨ σʔλͷܻ਺ʹΑͬͯϨΠΞ΢τ͕ มΘΔཁૉ͕͋Δɻ ҙਤ͍ͯ͠ͳ͍ϨΠΞ΢τʹ ͳ͍ͬͯͳ͍͔͕Ұ໨Ͱ෼͔Δͷ͕ྑ͍ ಋೖޙͷ੠ Ͱ΋ɾɾɾɾ ͩΜͩΜݟΒΕͳ͘ͳͬͯ͠·͏

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86 هऀ  σβΠφʔ ΤϯδχΞ ޕޙ̑࣌ఆظ࣮ߦ͡Όͳͯ͘ ग़͢௚લʹνΣοΫͰ͖ΔΑ͏ͳػߏ ͕Α͔ͬͨ վળϙΠϯτ

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هऀνʔϜ σβΠφʔɾΤϯδχΞνʔϜ εϓϨουγʔτͰ ຖ೔σʔλूܭˍνΣοΫ վम͕͋Δ৔߹ (JU)VCͰϦιʔε؅ཧ $*ͰϦϦʔε ͜ͷ࣌఺Ͱެ։ͱಉ࣌ʹ -BNCEBΛىಈ ͞Βʹվળ͢ΔͳΒ

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88 هऀ  σβΠφʔ ΤϯδχΞ ผͷϒϥ΢β΍ϞόΠϧαΠζͳͲ ͍Ζ͍Ζͳը໘ύλʔϯͰ ݕূͰ͖ͨ΄͏͕҆৺ײ͕ߴ·Δɻ վળϙΠϯτ ίϯςϯπ಺ͷ্෦ͷจষ͕ มߋ͞Εͯɺߦ਺͕มΘͬͯ͠ ·͏ͱϨΠΞ΢τ͕͢΂ͯԼʹ ͣΕͨͱݕग़͞ΕΔͱ͍͏৔߹ ͕͋Δɻ

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هऀνʔϜ σβΠφʔɾΤϯδχΞνʔϜ εϓϨουγʔτͰ ຖ೔σʔλूܭˍνΣοΫ վम͕͋Δ৔߹ (JU)VCͰϦιʔε؅ཧ $*ͰϦϦʔε άϥϑͷը૾ͷݕग़͚ͩʹಛԽ ͞Βʹվળ͢ΔͳΒ

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90 Pythonͷศར͞ ΍Γ͍ͨ͜ͱʹରͯ͠ɺπʔϧ͕ἧ͍ͬͯͯ ਺ेߦͰ͙͢ʹࢼ͢͜ͱ͕Ͱ͖Δշద͕͞࠷ߴ

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91 هऀ  σβΠφʔ ΤϯδχΞ ۀ຿վળͷ໘ന͍ϙΠϯτ ͍ͭ΋΍͍ͬͯΔ ಉ͡ܗࣜ֬ೝ࡞ۀ ͍ͭ΋΍ͬͯΔ͚Ͳ ຊ൪Ͱຖ೔ ֬ೝ͢Δ͔͠ͳ͍ͷ͔ͳʙ

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92 هऀ  σβΠφʔ ΤϯδχΞ ۀ຿վળͷ໘ന͍ϙΠϯτ ͍ͭ΋΍͍ͬͯΔ ಉ͡ܗࣜ֬ೝ࡞ۀ ͍ͭ΋΍ͬͯΔ͚Ͳ ຊ൪Ͱຖ೔ ֬ೝ͢Δ͔͠ͳ͍ͷ͔ͳʙ ʮ͜͏ͳͬͨΒ͍͍ͷʹͳʙʯ͸ɺࠔ͍ͬͯΔຊਓ͔Β ϐϯϙΠϯτͰ͸དྷͳ͍

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93 هऀ  σβΠφʔ ΤϯδχΞ ۀ຿վળͷ໘ന͍ϙΠϯτ ͲΜͳײ͡Ͱ ࡞ۀ͍ͯ͠ΔΜͰ͔͢ʁʁ

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94 هऀ  σβΠφʔ ΤϯδχΞ ۀ຿վળͷ໘ന͍ϙΠϯτ ͜Μͳखஈ͋Γ·͢Αʁ ͜͏ͨ͠Β͍͍͔΋ʁ ͦΜͳ͜ͱͰ͖Δͷʁʁʂʂ ศརʂͦΕ΄͍͠ʂ

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95 ·ͱΊ νʔϜͷಇ͖ํΛ͞Βʹշదʹ͢ΔͨΊͷछ͕ ೔ʑͷίϛϡχέʔγϣϯͷதʹ͋Δ͔΋ʁʂ