Exploratory セミナー #54 - コロナデータの可視化シリーズ Part 1

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EXPLORATORY ΦϯϥΠϯɾηϛφʔ #54 ίϩφσʔλͷՄࢹԽγϦʔζ Part 1

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2 εϐʔΧʔ നށ ܟొ Customer Succes EXPLORATORY ུྺ େֶࡏֶதʹϑʔυϩεΛݮΒͨ͢ΊʹɺֶੜஂମΛ্ཱͪ͛୅දΛ ຿ΊΔɻͦͷޙɺϏδωεΛ஌ΔͨΊʹԽֶϝʔΧʔͷσϡϙϯͱ ϑʔυςοΫܥελʔτΞοϓͰӦۀͱϚʔέςΟϯάΛܦݧɻ ΞϓϦͷ੒௕ͷͨΊʹ͸σʔλαΠΤϯε͕ඞཁͩͱײ͡ɺΞϓϦʹ ಛԽͨ͠Ϣʔβʔͷߦಈ෼ੳπʔϧΛ։ൃ͢ΔاۀʹͯɺΞϓϦۀք ͷKPI෼ੳͳͲΛ୲౰͢Δɻ ݱࡏ͸Exploratory, Inc. ͰΧελϚʔαΫηεΛ୲౰͢Δ๣Βɺσʔ λͷՄࢹԽͱ୳ࡧతσʔλ෼ੳΛઐ໳ͱͯ͠σʔλαΠΤϯεͷීٴ ʹऔΓ૊Ήɻ @ShirotoTakato

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Vision ͩΕ΋͕σʔλΛ΋ͱʹ ΑΓΑ͍ҙࢥܾఆ͕Ͱ͖Δ

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Mission σʔλαΠΤϯεͷຽओԽ

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఻͑Δ σʔλΞΫηε σʔλ ϥϯάϦϯά ՄࢹԽ ΞφϦςΟΫε ౷ܭ/ػցֶश σʔλαΠΤϯεɾϫʔΫϑϩʔ ࣭໰

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ExploratoryɹϞμϯˍγϯϓϧ UI ఻͑Δ σʔλΞΫηε σʔλ ϥϯάϦϯά ՄࢹԽ ΞφϦςΟΫε ౷ܭ/ػցֶश ࣭໰

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EXPLORATORY ΦϯϥΠϯɾηϛφʔ #54 ίϩφσʔλͷՄࢹԽγϦʔζ Part 1

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ΞδΣϯμ • ԣ௕ͷσʔλ(ϫΠυܕ)Λॎ௕ͷσʔλ(ϩϯάܕ)ʹม׵͢Δ • σʔλλΠϓͷม׵ • දࣔ͢Δ஋ͷ੍ݶ • ूܭ • ϑΟϧλʢूܭؔ਺ʣ • ྻΛ݁߹͢Δ • ܭࢉΛ࡞੒ 8

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9 ੈքͷίϩφ΢Πϧεͷࢮ๢ऀ਺ͷσʔλ

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10 σʔλ͸Githubʹެ։͞Ε͍ͯͯɺσʔλΛϦϞʔτCSVͱͯ͠औಘ͢ΔͨΊ ʹ͸ɺRawΛΫϦοΫͯ͠։͘ɻ

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11 ͜ͷURLΛ࢖ͬͯσʔλΛΠϯϙʔτ͢Δ͜ͱ͕Ͱ͖Δɻ

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12 σʔλϑϨʔϜͷϓϥεϘλϯ͔ΒϑΝΠϧσʔλΛબ୒͢Δɻ

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13 ϑΝΠϧɾσʔλιʔεͷμΠΞϩά͕։͘ͷͰɺϦϞʔτΛબ୒͢Δɻ

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14 ςΩετϑΝΠϧ(CSV౳ͷ۠੾ΓϑΝΠϧ)Λબ୒͢Δɻ

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15 ϦϞʔτɾϑΝΠϧͷURLʹԼهͷϦϯΫΛίϐʔˍϖʔετ͢Δɻ https://raw.githubusercontent.com/CSSEGISandData/COVID-19/ master/csse_covid_19_data/csse_covid_19_time_series/ time_series_covid19_deaths_global.csv

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16 ϦϞʔτɾϑΝΠϧͷURLʹೖྗͰ͖ͨΒOKϘλϯΛΫϦοΫ͢Δɻ

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17 ΠϯϙʔτͷμΠΞϩά͕දࣔ͞ΕΔͷͰɺอଘϘλϯΛΫϦοΫ͢Δɻ

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18 ೚ҙͷ໊લΛࢦఆͯ͠ɺ࡞੒ϘλϯΛΫϦοΫ͢Δɻ

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19 σʔλΛΠϯϙʔτ͢Δ͜ͱ͕Ͱ͖ͨɻ

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20 σʔλͷྻ਺ΛݟΔͱ467ྻͱ͔ͳΓଟ͍͜ͱ͕Θ͔Δɻ

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21 ࢮ๢ऀ਺ͷσʔλ͕೔͝ͱʹྻͱͯ͋͠ΔͨΊɺྻ਺͕ଟ͘ͳ͍ͬͯΔɻ

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ࢮ๢ऀ਺ͷਪҠΛՄࢹԽ͍ͨ͠ 22

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23 ϥΠϯνϟʔτΛ࢖ͬͯɺࢮ๢ऀ਺ͷਪҠΛՄࢹԽ͍ͨ͠ɻ

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24 νϟʔτͷλΠϓʹϥΠϯΛબͼɺX࣠ʹ೔෇ΛׂΓ౰͍ͯͨɻ͔͠͠ɺ͜ͷ σʔλ͸೔͝ͱʹྻ͕͋ΔͨΊʹ࣌ܥྻͷਪҠΛՄࢹԽͰ͖ͳ͍ɻ

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25 ஋ͷྻ͕ԣ௕ʹͳ͍ͬͯΔσʔλͷ͜ͱΛϫΠυܕͱ͍͏ɻ

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26 ஋ͷྻ͕Ұྻʹ·ͱ·͍ͬͯΔॎ௕ͷσʔλͷ͜ͱΛϩϯάܕͱ͍͏ɻ

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27 ϩϯάܕͷσʔλʹ͢Δ͜ͱͰɺνϟʔτͷ࣠ʹྻͱͯ͠બ୒Ͱ͖ΔΑ͏ʹͳ ΔͨΊՄࢹԽ͠΍͘͢ͳΔɻ

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28 ϫΠυܕ͔Βϩϯάܕ΁ม׵͍ͨ͠ɻ

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29 ೔͝ͱʹ஋͕͋ΔྻΛෳ਺બͼɺϫΠυ͔Βϩϯάܕ΁ͷબ୒͞ΕͨൣғΛબ ୒͢Δɻ

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30 ϫΠυܕ͔Βϩϯάܕ΁ͷμΠΞϩά͕දࣔ͞ΕΔɻ

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31 ։࢝ͷྻʹ࠷ॳͷ೔ɺ຤ඌͷྻʹ࠷ޙͷ೔ͷྻΛબ୒͢Δɻ

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32 Ωʔྻʹ͸Dateɺ஋ͷྻʹ͸DeathsΛೖྗ࣮ͯ͠ߦ͢Δɻ

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33 ϫΠυܕ͔Βϩϯάܕ΁ม׵͢Δ͜ͱ͕Ͱ͖ͨɻ

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34 ͜ͷσʔλ͸ຖ೔ߋ৽͞ΕΔͨΊɺ࠶ΠϯϙʔτϘλϯΛԡ͢ͱ࠷৽ͷ೔ͷྻ ͕௥Ճ͞ΕΔɻ

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35 ͜ͷઃఆͰ͸ɺσʔλͷߋ৽ʹ߹Θͤͯ຤ඌΛ࠷৽ͷ೔ʹม͑Δඞཁ͕͋Δɻ

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36 ࢮ๢ऀ਺ͷྻҎ֎Λআ͘ͱɺσʔλ͕ߋ৽͞Εͯ΋ରԠͰ͖ΔͷͰ͸ͳ͍͔ʁ ϫΠυܕ͔Βϩϯάܕ΁ͷର৅ྻ औΓআ͖͍ͨྻ

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37 εςοϓ2ͷτʔΫϯΛΫϦοΫ͢Δɻ

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38 ϫΠυܕ͔Βϩϯάܕ΁ͷμΠΞϩάΛ։͘͜ͱ͕Ͱ͖Δɻ

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39 ؚΉͰ͸ͳ͘ɺআ͘ʹνΣοΫΛ͢Δɻ

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40 ೔͝ͱʹ͋Δࢮ๢ऀ਺ͷྻ͚ͩͰϫΠυܕ͔Βϩϯάܕʹ͍ͨͨ͠Ίɺ Province/State͔ΒLong·ͰͷྻΛআ͖͍ͨɻ

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41 ։࢝ʹProvince/StateΛબͼɺ຤ඌʹLongΛબ୒͢Δɻ

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42 ։࢝ͱ຤ඌͷઃఆ͕Ͱ͖ͨΒ࣮ߦϘλϯΛΫϦοΫ͢Δɻ

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43 ೔͝ͱʹ͋Δࢮ๢ऀ਺ͷྻΛϫΠυܕ͔Βϩϯάܕʹม׵Ͱ͖ͨɻ

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44 ͜ͷํ๏Ͱ͸ɺ࠷৽ͷ೔ͷྻ͕௥Ճ͞Εͯ΋ઃఆΛม͑Δඞཁ͸ͳ͍ɻ

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45 νϟʔτɾϏϡʔΛબ୒͠ɺνϟʔτϐϯΛεςοϓ2ʹඥ͚ͮΔɻ

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46 • νϟʔτλΠϓʹϥΠϯΛબ୒͢Δɻ • X࣠ʹDateΛબ୒͢Δɻ • Y࣠ʹDeathsΛબͼɺूܭؔ਺ʹ߹ܭ஋(sum)Λબ୒͢Δɻ

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47 ೔෇ͷॱং͕͓͔͍͠Α͏ͩɻ1݄1೔ͷޙʹ1݄11೔͕དྷ͍ͯΔʁʁ

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48 X࣠ͷDateͷྻͷσʔλλΠϓ͕Characterܕʹͳ͍ͬͯΔ͔ΒͰ͋Δɻ

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49 DateͷྻΛCharacterܕ͔ΒDateܕʹม׵͢Δɻ

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50 ྻϔομϝχϡʔ͔ΒσʔλλΠϓΛม׵ΛબͼɺDate(೔෇)/POSIXct(೔෇ ࣌ؒܕ)λΠϓΛબ୒͢Δɻ͔͠͠ɺ͔͠͠ͲΕΛબ΂͹͍͍ͷͩΖ͏͔ʁ

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2017-01-01 year month day 51 ZNE ΋ͱͷσʔλ͕೥(year)ɺ݄(month)ɺ೔(day)ͷॱ൪Ͱ͋Ε͹ymdؔ਺Λ ࢖ͬͯσʔλλΠϓΛcharacterܕ͔ΒDateܕ΁ม׵Ͱ͖Δɻ

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ymd("2015-10-01") ymd("2015/10/01") ymd("Created on 2015 October 1st") 52 ymd ΋ͱͷจࣈྻͷฒͼॱͷΈ͕ॏཁɻͦΕͧΕͷؒʹ͋Δจࣈྻ͸ؔ܎ͳ͍ɻ

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53 ࠓճͷσʔλͷ৔߹͸ɺ݄ɾ೔ɾ೥ͷॱͳͷͰmdyʹͳΔɻ 1/22/20 mdy

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54 ࠓճͷσʔλͷ৔߹͸ɺ݄ɾ೔ɾ೥ͷॱͳͷͰmdyʹͳΔɻ 1/22/2020 mdy ೥ͷ20͕ແͯ͘΋ ͍͍ͷ͔ʁ

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55 σʔλλΠϓͷม׵͔ΒDate(೔෇)/POSIXct(೔෇࣌ؒ)λΠϓʹม׵Λબͼɺ Month, Day, YearΛબ୒͢Δɻ

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56 ܭࢉΛ࡞੒ͷμΠΞϩά͕։͘ͷͰɺͦͷ··࣮ߦ͢Δɻ

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57 DateͷྻΛDateܕ(೔෇)ʹม׵͢Δ͜ͱ͕Ͱ͖ͨɻ

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58 Dateܕʹ͢Δ͜ͱͰ೔෇ͷظؒΛ֬ೝ͢Δ͜ͱ͕Ͱ͖Δɻ

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59 ϥΠϯνϟʔτʹ໭ΓɺνϟʔτϐϯΛεςοϓ3ʹඥ͚ͮΔɻ

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60 ೔෇ͷूܭ୯ҐΛؙΊॲཧͷ೔ʹมߋ͢Δɻ

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61 ࢮ๢ऀ਺ͷਪҠΛՄࢹԽ͢Δ͜ͱ͕Ͱ͖ͨɻ

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62 ࢮ๢ऀ਺͕ੵΈ্͕͍ͬͯΔΑ͏ʹݟ͑Δ͕ɺ͜ͷσʔλͷҰߦ͸೔ຖͷࢮ๢ ऀ਺Ͱ͸ແ͍ͷ͔ʁ

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63 ςʔϒϧɾϏϡʔ͔ΒϑΟϧλΛΫϦοΫ͢Δɻ

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64 • ྻʹCountry/RegionΛબ୒͢Δɻ • ԋࢉࢠʹ౳͍͠Λબ୒͢Δɻ • ஋ʹUSΛબ୒͢Δɻ

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65 ςʔϒϧɾϏϡʔͷϑΟϧλΛ࢖ͬͯUSͷσʔλͷΈ͕දࣔ͞Εͨɻ

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66 USͷσʔλ͸463ߦ͋ΔΑ͏ͩɻ

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67 ߦͷදࣔൣғΛ500ʹઃఆ͢Δɻ

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68 ࢮ๢ऀ਺ͷ஋͸͜Ε·Ͱͷ஋Λ଍্͍͛ͯ͘͠ɺྦྷੵ߹ܭ஋ͱͳ͍ͬͯΔɻ

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69 ࠷ޙͷ೔(࠷ޙͷߦ)ΛݟΔ͜ͱͰɺݱࡏͷࢮ๢ऀ਺͕Θ͔Δɻ

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70 ςʔϒϧɾϏϡʔɾϑΟϧλΛ࡟আ͢Δɻ

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ࠃ͝ͱʹࢮ๢ऀ਺ͷਪҠΛՄࢹԽ͍ͨ͠ 71

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72 ৭(άϧʔϓԽ)ʹCountry/RegionΛબ୒͢Δɻ

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73 Ұҙͳ஋ͷνΣοΫʹʮදࣔ͢Δ஋ͷ਺Λ੍ݶ͢ΔʯΛબͿɻ

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74 ࠃ͝ͱʹࢮ๢ऀ਺ͷਪҠΛՄࢹԽ͢Δ͜ͱ͕Ͱ͖͕ͨɺࢮ๢ऀ਺ͷ߹ܭ஋ͷ্ Ґ50ͷࠃ͕ՄࢹԽ͞Ε͍ͯΔɻ

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75 ࢮ๢ऀ਺ͷ࠷େ஋ͷ্Ґ20ΧࠃͷΈΛ࢒͍ͨ͠ɻ

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76 • λΠϓʹ্ҐΛબ୒͢Δɻ • ݁Ռͷ਺ʹ20Λೖྗ͢Δɻ • جʹͳΔྻʹDeathsΛબͼɺूܭؔ਺ʹ࠷େ஋ ʢMAXʣΛબ୒͢Δɻ

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77 ࢮ๢ऀ਺ͷଟ্͍Ґ20ΧࠃͰਪҠΛՄࢹԽ͢Δ͜ͱ͕Ͱ͖ͨɻ

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78 ΞϝϦΧ͸ࢮ๢ऀ਺͕໿57ສਓ΋͍ΔΑ͏ͩɻ

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79 Πϯυ͸4݄ʹೖ͔ͬͯΒࢮ๢ऀ਺͕ٸܹʹ૿͍͑ͯΔΑ͏ͩɻ

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ਓޱൺͰݟΔͱͲͷࠃ͕ࢮ๢͢Δׂ߹͕ଟ ͍ͷ͔ʁ 80

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81 ͜ͷσʔλʹ͸ਓޱͷσʔλ͸ͳ͍ɻ

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82 ͜͏͍͏࣌͸ɺྻ݁߹Λ࢖ͬͯਓޱͷσʔλΛ௥Ճ͢Δɻ

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83 ίϩφ΢Πϧεͷσʔλ ਓޱͷσʔλ ࠃͰάϧʔϓԽ ࠃ͝ͱʹࢮ๢ऀ਺Λूܭ ࢮ๢ऀ਺ͷਓޱൺΛܭࢉ ݁߹(Join) ࠃ͝ͱʹࢮ๢ऀͷਓޱൺΛٻΊΔͨΊͷखॱ ࠷৽ͷ೥ʹϑΟϧλ ਓޱͷσʔλͱ݁߹

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84 ίϩφ΢Πϧεͷσʔλ ਓޱͷσʔλ ࠃͰάϧʔϓԽ ࠃ͝ͱʹࢮ๢ऀ਺Λूܭ ࢮ๢ऀ਺ͷਓޱൺΛܭࢉ ݁߹(Join) ࠃ͝ͱʹࢮ๢ऀͷਓޱൺΛٻΊΔͨΊͷखॱ ࠷৽ͷ೥ʹϑΟϧλ ਓޱͷσʔλͱ݁߹

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85 Australia͕ෳ਺ߦ͋ΔΑ͏ͩɻ1ߦΛ1Χࠃʹͯ͠ɺࢮ๢ऀ਺ͷ߹ܭΛٻΊΔʹ ͸Ͳ͏ͨ͠Βྑ͍͔ʁ

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ूܭΛ࢖͏ͱࠃ͝ͱʹࢮ๢ऀ਺Λ·ͱΊΔ ͜ͱ͕Ͱ͖Δɻ 86

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87 ूܭΛ࢖͏ͱɺෳ਺ߦ͋ΔσʔλΛҰߦʹ·ͱΊͯܭࢉͨ݁͠ՌΛฦ͢͜ͱ͕ Ͱ͖Δɻ State Country Deaths New South Wales Australia 50 Victoria Australia 20 Western Australia Australia 10 Country Deaths_sum Australia 80

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88 Country/Regionͷྻϔομϝχϡʔ͔ΒूܭΛબ୒͢Δɻ

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89 ूܭͷμΠΞϩά͕දࣔ͞ΕΔɻ

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90 άϧʔϓԽʹDateΛׂΓ౰ͯɺूܭ୯ҐʹؙΊॲཧͷ೔Λબ୒͢Δɻ

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91 ஋ʹDeathsΛબͼɺूܭؔ਺ʹ߹ܭ஋(sum)Λબ୒͢Δɻ

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92 ࠃ͝ͱʹࢮ๢ऀ਺ͷ߹ܭ஋Λूܭ͢Δ͜ͱ͕Ͱ͖ͨɻ

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93 ίϩφ΢Πϧεͷσʔλ ਓޱͷσʔλ ࠃͰάϧʔϓԽ ࠃ͝ͱʹࢮ๢ऀ਺Λूܭ ࢮ๢ऀ਺ͷਓޱൺΛܭࢉ ݁߹(Join) ࠃ͝ͱʹࢮ๢ऀͷਓޱൺΛٻΊΔͨΊͷखॱ ࠷৽ͷ೥ʹϑΟϧλ ਓޱͷσʔλͱ݁߹

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ਓޱͷσʔλͷΠϯϙʔτ 94

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95 σʔλϑϨʔϜͷϓϥεϘλϯ͔ΒσʔλɾΧλϩάΛબ୒͢Δɻ

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96 σʔλɾΧλϩάͷμΠΞϩά͕දࣔ͞ΕΔɻ

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97 ݕࡧϘοΫεʹPopulation(ਓޱ)ͱೖྗͯ͠ݕࡧϘλϯΛΫϦοΫ͢Δɻ

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98 ࠃผͷGDPͱਓޱσʔλ(1960೥~2019೥)ͷΠϯϙʔτΛΫϦοΫ͢Δɻ

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99 σʔλɾΧλϩάͷΠϯϙʔτͷμΠΞϩά͕දࣔ͞ΕΔͷͰɺͦͷ··࣮ߦ ͢Δɻ

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100 σʔλϑϨʔϜ໊ʹ೚ҙͷ໊લΛೖྗͯ͠ɺ࡞੒ϘλϯΛΫϦοΫ͢Δɻ

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101 ਓޱͷσʔλΛΠϯϙʔτ͢Δ͜ͱ͕Ͱ͖ͨɻ

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102 YearͷྻΛݟΔͱɺ1960೥͔Β2019೥·Ͱσʔλ͕͋ΔΑ͏ͩɻ

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103 ࠃ͝ͱʹ࠷ޙͷਓޱͷ஋͚ͩΛ࢒͍ͨ͠ɻ ࠃ ೔෇ ਓޱ ೔ຊ ೔ຊ தࠃ தࠃ ΞϝϦΧ ΞϝϦΧ

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104 ͔͠͠ɺࠃʹΑͬͯ͸2019೥ͷσʔλ͕ͳ͘ɺ2018೥·Ͱ͔͠σʔλ͕ͳ͍ ͜ͱ͕͋Δɻ ࠃ ೔෇ ਓޱ ೔ຊ ೔ຊ தࠃ தࠃ ΞϝϦΧ ΞϝϦΧ

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105 2019೥ͰϑΟϧλͯ͠͠·͏ͱɺதࠃͷਓޱͷσʔλ͕ͳ͘ͳͬͯ͠·͏ɻ ࠃ ೔෇ ਓޱ ೔ຊ ೔ຊ தࠃ தࠃ ΞϝϦΧ ΞϝϦΧ ࠃ ೔෇ ਓޱ ೔ຊ ΞϝϦΧ

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ࠃ͝ͱʹ೥ͷ࠷େ஋ͰϑΟϧλ͢Δ͜ͱͰɺࠃ͝ ͱͷ࠷ޙͷਓޱ͚ͩΛ࢒͢͜ͱ͕Ͱ͖Δɻ 106

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107 1. ࠃΛάϧʔϓԽ͢Δɻ ࠃ ೔෇ ਓޱ ೔ຊ ೔ຊ தࠃ தࠃ ΞϝϦΧ ΞϝϦΧ

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108 2. ೥ͷ࠷େ஋ͰϑΟϧλ͢Δ͜ͱͰɺࠃ͝ͱʹ࠷ޙͷ೥ͷߦ͚ͩΛ࢒͢͜ͱ͕ Ͱ͖Δɻ ࠃ ೔෇ ਓޱ ೔ຊ ೔ຊ தࠃ தࠃ ΞϝϦΧ ΞϝϦΧ ࠃ ೔෇ ਓޱ ೔ຊ தࠃ ΞϝϦΧ

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109 ίϩφ΢Πϧεͷσʔλ ਓޱͷσʔλ ࠃͰάϧʔϓԽ ࠃ͝ͱʹࢮ๢ऀ਺Λूܭ ࢮ๢ऀ਺ͷਓޱൺΛܭࢉ ݁߹(Join) ࠃ͝ͱʹࢮ๢ऀͷਓޱൺΛٻΊΔͨΊͷखॱ ࠷৽ͷ೥ʹϑΟϧλ ਓޱͷσʔλͱ݁߹

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110 Countryͷྻϔομϝχϡʔ͔ΒάϧʔϓԽΛ࣮ߦ͢Δɻ

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111 ࠃ͝ͱʹάϧʔϓԽ͞Εͨɻ

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112 ίϩφ΢Πϧεͷσʔλ ਓޱͷσʔλ ࠃͰάϧʔϓԽ ࠃ͝ͱʹࢮ๢ऀ਺Λूܭ ࢮ๢ऀ਺ͷਓޱൺΛܭࢉ ݁߹(Join) ࠃ͝ͱʹࢮ๢ऀͷਓޱൺΛٻΊΔͨΊͷखॱ ࠷৽ͷ೥ʹϑΟϧλ ਓޱͷσʔλͱ݁߹

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113 Yearͷྻϔομϝχϡʔ͔ΒϑΟϧλΛબͼɺ౳͍͠Λબ୒͢Δɻ

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114 ूܭؔ਺ʹνΣοΫΛͯ͠ɺ࠷େ஋Λબ୒͢Δɻ

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115 ࠃ͝ͱʹ࠷ޙͷ೥ͷΈʹϑΟϧλ͢Δ͜ͱ͕Ͱ͖ͨɻ

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116 ࠃʹΑͬͯ͸ɺ2018೥΍2017೥ͷσʔλ͕࢒͍ͬͯΔ͜ͱ͕֬ೝͰ͖Δɻ

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117 άϧʔϓԽΛղআ͢Δɻ

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118 άϧʔϓԽͷޮՌ͕ղআ͞Εͨɻ

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119 ߦ਺ͱCountryͷҰҙͷ਺͕Ұக͍ͯ͠ΔͨΊɺ1ߦ͕1Χࠃʹͳ͍ͬͯΔɻ

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120 ίϩφ΢Πϧεͷσʔλ ਓޱͷσʔλ ࠃͰάϧʔϓԽ ࠃ͝ͱʹࢮ๢ऀ਺Λूܭ ࢮ๢ऀ਺ͷਓޱൺΛܭࢉ ݁߹(Join) ࠃ͝ͱʹࢮ๢ऀͷਓޱൺΛٻΊΔͨΊͷखॱ ࠷৽ͷ೥ʹϑΟϧλ ਓޱͷσʔλͱ݁߹

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121 ࠃ͝ͱʹࢮ๢ऀ਺Λूܭ͍ͯ͠ΔϒϥϯνͷσʔλϑϨʔϜΛ։͘ɻ

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122 ͜ͷσʔλʹਓޱͷσʔλΛྻ݁߹͍ͨ͠ɻ

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123 ݁߹͢Δʹ͸ɺ͓ޓ͍ͷσʔλϑϨʔϜͰҰக͢ΔΩʔྻ͕ඞཁʹͳΔɻ Country Deaths United States 200 Japan 20 China 40 Country Population United States 3,200 Japan 1,200 China 13,000 Ωʔྻ

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124 ࠓճͷ৔߹͸Country(ࠃ໊)͕ΩʔྻʹͳΔɻ Ωʔྻ

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125 ݁߹ݩͷσʔλϑϨʔϜʹ݁߹ઌͷσʔλϑϨʔϜͷྻΛ௥ՃͰ͖Δɻ Country Deaths United States 200 Japan 20 China 40 Country Population United States 3,200 Japan 1,200 China 13,000 Country Deaths Population United States 200 3,200 Japan 20 1,200 China 40 13,000 ݁߹ݩ ݁߹ઌ

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126 ࠓճͷ৔߹͸ɺ݁߹ઌͷྻʹ͋ΔPopulationҎ֎ͷGDPͳͲ΋௥Ճ͞ΕΔɻ ݁߹ݩͷྻ ݁߹ઌͷྻ

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127 Country/Regionͷྻϔομϝχϡʔ͔Β݁߹Λબ୒͢Δɻ

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128 ݁߹ͷμΠΞϩά͕දࣔ͞ΕΔɻ

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129 ݁߹ઌσʔλϑϨʔϜʹਓޱͷσʔλΛબͼɺΩʔྻʹ͸CountryΛબ୒͢Δɻ

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130 ਓޱͷσʔλΛྻ݁߹͢Δ͜ͱ͕Ͱ͖ͨɻ

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ਓޱൺΛٻΊΔ 131

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132 ίϩφ΢Πϧεͷσʔλ ਓޱͷσʔλ ࠃͰάϧʔϓԽ ࠃ͝ͱʹࢮ๢ऀ਺Λूܭ ࢮ๢ऀ਺ͷਓޱൺΛܭࢉ ݁߹(Join) ࠃ͝ͱʹࢮ๢ऀͷਓޱൺΛٻΊΔͨΊͷखॱ ࠷৽ͷ೥ʹϑΟϧλ ਓޱͷσʔλͱ݁߹

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133 ࢮ๢ऀ਺ͷྻ͔ΒܭࢉΛ࡞੒(Mutate)Λબ୒͢Δɻ

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134 ܭࢉΛ࡞੒ͷμΠΞϩά͕දࣔ͞ΕΔɻ

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135 ܭࢉΤσΟλʹԼهͷܭࢉࣜΛೖྗ࣮ͯ͠ߦ͢Δɻ

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136 ࠃ͝ͱʹࢮ๢ऀ਺ͷਓޱൺΛٻΊΔ͜ͱ͕Ͱ͖ͨɻ

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137 ͔͠͠ɺখ਺఺ͷܻ਺͕͔ͳΓେ͖͘ɺ௚ײతʹཧղͮ͠Β͍ɻ

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138 εςοϓ8ͷܭࢉΛ࡞੒ͷτʔΫϯΛΫϦοΫ͢Δɻ

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139 100,000ਓ͋ͨΓͷࢮ๢ऀ਺ʹ͢ΔͨΊɺܭࢉࣜΛԼهͷΑ͏ʹ͢Δɻ

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140 10ສਓ͋ͨΓͷࢮ๢ऀ਺ΛٻΊΔ͜ͱ͕Ͱ͖ͨɻ

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141 νϟʔτϏϡʔʹҠΓɺࢮ๢ऀ਺ͷਪҠͷνϟʔτΛෳ੡͢Δɻ

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142 ෳ੡ͨ͠νϟʔτͷνϟʔτϐϯΛεςοϓ6ʹඥ͚ͮΔɻ

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143 Y࣠ʹ10ສਓ͋ͨΓͷࢮ๢ऀ਺ͷྻΛબ୒͢Δɻ

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144 νΣί͕࠷΋10ສਓ͋ͨΓͷࢮ๢ऀ਺͕ଟ͘ɺ4݄28೔ͷ࣌఺Ͱ273ਓͱ͍͏ ͜ͱ͕Θ͔Δɻ

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145 ΠϯυͰ͸ɺ10ສਓ͋ͨΓͷࢮ๢ऀ਺͕4݄28೔ͷ࣌఺Ͱ15ਓͱࢮ๢ऀ਺ͷ্ Ґ20Χࠃͷ͏ͪͰ͸࠷΋গͳ͍Α͏ͩɻ

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146 Πϯυͷࢮ๢ऀ਺͚ͩͰݟ͍ͯΔͱٸܹʹ૿͍͑ͯΔΑ͏ʹݟ͑Δ͕ɺਓޱ͋ ͨΓͷࢮ๢ऀ਺ͰݟΔͱଞͷࠃʹൺ΂ͯগͳ͍ͱ͍͏݁Ռʹͳͬͨɻ ࢮ๢ऀ਺ 10ສਓ͋ͨΓͷࢮ๢ऀ਺

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147 ΞϝϦΧͷ10ສਓ͋ͨΓͷࢮ๢ऀ਺͕දࣔ͞Ε͍ͯͳ͍͕ͳ͔ͥʁ

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148 ςʔϒϧɾϏϡʔͰ֬ೝ͢Δͱɺྻ݁߹͕͏·͍͍ͬͯ͘ͳ͍Α͏ͩɻ

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149 ݁߹ͷࡍʹ࢖༻ͨ͠Ωʔ͕Ұக͍ͯ͠ͳ͍ɻ ίϩφ΢Πϧεͷσʔλ ਓޱͷσʔλ

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͜ͷ໰୊͸ࠃ໊/ίʔυͷม׵ͰղܾͰ͖Δʂ 150

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151 ࠃ໊/ίʔυͷม׵Ͱ͸Լهͷ͜ͱ͕Ͱ͖Δɻ(Ұ෦ൈਮ) United States / US ࠃ໊/ίʔυ େ཮໊: Americas ࠃ໊: United States ISO2C: US ISO3C: USA

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152 ݁߹લͷεςοϓ4ͷूܭͷεςοϓΛબ୒͢Δɻ

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153 Country/Regionͷྻϔομϝχϡʔ͔ΒςΩετσʔλͷՃ޻(UI)ͷม׵͢ΔΛ બ୒͢Δɻ

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154 ม׵ݩͱม׵ઌʹࠃ໊Λબ୒͢Δɻ

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155 ࠃ໊ͷදه༳ΕΛ౷Ұ͢Δ͜ͱ͕Ͱ͖ͨɻ

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156 ςʔϒϧϏϡʔͷϑΟϧλͰ֬ೝͯ͠ΈΔͱɺUS͔ΒUnited StatesʹมΘͬͯ ͍Δ͜ͱ͕Θ͔Δɻ

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157 ྻ݁߹ͷॲཧΛͨ͠εςοϓ6Λબ୒͢Δͱɺ্ख݁͘߹Ͱ͖͍ͯΔΑ͏ͩɻ

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158 ઌఔͷ10ສਓ͋ͨΓͷࢮ๢ऀ਺ΛՄࢹԽͨ͠νϟʔτΛ։͘ɻ

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159 ΞϝϦΧͷ10ສਓ͋ͨΓͷࢮ๢ऀ਺͸175ਓͱ͍͏͜ͱ͕Θ͔ͬͨɻ

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160 ͪͳΈʹɺදࣔ͢Δ஋ͷ੍ݶͷର৅Λ10ສਓ͋ͨΓͷࢮ๢ऀ਺ʹมߋͯ͠ɺࢮ ๢཰ͷߴ͍ࠃͲ͏͠Ͱൺ΂Δ͜ͱ΋Ͱ͖Δɻ

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࣍ճηϛφʔ

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EXPLORATORY ΦϯϥΠϯɾηϛφʔ #55 μογϡϘʔυͷϥΠϑαΠΫϧ

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σʔλαΠΤϯεɾϒʔτΩϟϯϓ #22 EXPLORATORY 2021೥6݄։࠵ σʔλαΠΤϯεͷख๏Λϓϩάϥϛϯάͳ͠ʹجૅ͔Βମܥతʹֶͼɺ ͞Βʹ࣮ࡍͷۀ຿Ͱ࢖͏ͨΊͷεΩϧΛ਎ʹ͚͍͖ͭͯͨͩ·͢ɻ

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6݄ΦϯϥΠϯ։࠵ʂ ೔ఔɿ6݄8೔(Ր), 9೔(ਫ), 10೔(໦)

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