データの可視化ワークショップ #5 - 可視化のためのデータラングリング

by Takato Shiroto

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EXPLORATORY σʔλͷՄࢹԽϫʔΫγϣοϓ #5 ՄࢹԽͷͨΊͷσʔλϥϯάϦϯά

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σʔλͷՄࢹԽϫʔΫγϣοϓ • ୈ1ճɿσʔλͷՄࢹԽ - جૅ • ୈ2ճɿ࣌ܥྻσʔλͷՄࢹԽ • ୈ3ճɿ͹Β͖ͭͱ૬ؔͷՄࢹԽ • ୈ4ճɿ৴པ۠ؒͷՄࢹԽ • ୈ5ճɿՄࢹԽͷͨΊͷσʔλϥϯάϦϯά

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3 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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4 • ࣭͝໰͸zoomͷνϟοτʹ͝౤ߘ͍ͩ͘͞ɻ • ηϛφʔͷײ૝΍໾ʹཱͭ৘ใΛTwitterͰϋογϡλάΛ ͚ͭͯπΠʔτΛ͓ئ͍͠·͢ɻ #Exploratoryηϛφʔ σʔλͷՄࢹԽϫʔΫγϣοϓ

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ΞδΣϯμ • ԣ௕ͷσʔλ(ϫΠυܕ)Λॎ௕ͷσʔλ(ϩϯάܕ)ʹม׵͢Δ • σʔλλΠϓͷม׵ • දࣔ͢Δ஋ͷ੍ݶ • දܭࢉΛ࢖ͬͯલͷ஋ͱͷࠩΛٻΊΔ • ϑΟϧλ(ूܭؔ਺) • ूܭ • ྻΛ݁߹͢Δ • ܭࢉΛ࡞੒ 5

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6 αϯϓϧσʔλ ͜ͷΨΠυͰ͸ʮੈքͷίϩφ΢Πϧεͷࢮ๢ऀ਺ͷσʔλʯΛ࢖͏ɻ

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7 σʔλϑϨʔϜͷϓϥεϘλϯ͔ΒϑΝΠϧσʔλΛબ୒͢Δɻ

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8 ϑΝΠϧɾσʔλιʔεͷμΠΞϩά͕։͘ͷͰɺϦϞʔτΛબ୒͢Δɻ

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9 ςΩετϑΝΠϧ(CSV౳ͷ۠੾ΓϑΝΠϧ)Λબ୒͢Δɻ

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10 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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11 ϦϞʔτɾϑΝΠϧͷURLʹೖྗͰ͖ͨΒOKϘλϯΛΫϦοΫ͢Δɻ

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12 ΠϯϙʔτͷμΠΞϩά͕දࣔ͞ΕΔͷͰɺอଘϘλϯΛΫϦοΫ͢Δɻ

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13 ೚ҙͷ໊લΛࢦఆͯ͠ɺ࡞੒ϘλϯΛΫϦοΫ͢Δɻ

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14 σʔλΛΠϯϙʔτ͢Δ͜ͱ͕Ͱ͖ͨɻ

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15 σʔλͷྻ਺ΛݟΔͱ148ྻͱ͔ͳΓଟ͍͜ͱ͕Θ͔Δɻ

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16 ࢮ๢ऀ਺ͷσʔλ͕೔͝ͱʹྻͱͯ͋͠ΔͨΊɺྻ਺͕ଟ͘ͳ͍ͬͯΔɻ

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ࢮ๢ऀ਺ͷਪҠΛՄࢹԽ͍ͨ͠ 17

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18 ϥΠϯνϟʔτΛ࢖ͬͯɺࢮ๢ऀ਺ͷਪҠΛՄࢹԽ͍ͨ͠ɻ

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19 νϟʔτͷλΠϓʹϥΠϯΛબͼɺX࣠ʹ೔෇ΛׂΓ౰͍ͯͨɻ͔͠͠ɺ͜ͷ σʔλ͸೔͝ͱʹྻ͕͋ΔͨΊʹ࣌ܥྻͷਪҠΛՄࢹԽͰ͖ͳ͍ɻ

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20 ஋ͷྻ͕ԣ௕ʹͳ͍ͬͯΔσʔλͷ͜ͱΛϫΠυܕͱ͍͏ɻ

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21 ஋ͷྻ͕Ұྻʹ·ͱ·͍ͬͯΔॎ௕ͷσʔλͷ͜ͱΛϩϯάܕͱ͍͏ɻ

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22 ϩϯάܕͷσʔλʹ͢Δ͜ͱͰɺνϟʔτͰՄࢹԽ͠΍͘͢ͳΔɻ

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23 ϫΠυܕ͔Βϩϯάܕ΁ม׵͍ͨ͠ɻ

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

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25 ϫΠυܕ͔Βϩϯάܕ΁ͷμΠΞϩά͕දࣔ͞ΕΔɻ

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26 ։࢝ͷྻʹ࠷ॳͷ೔ɺ຤ඌͷྻʹ࠷ޙͷ೔ͷྻΛબ୒͢Δɻ

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27 Ωʔྻʹ͸Dateɺ஋ͷྻʹ͸DeathsΛೖྗ࣮ͯ͠ߦ͢Δɻ

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28 ϫΠυܕ͔Βϩϯάܕ΁ม׵͢Δ͜ͱ͕Ͱ͖ͨɻ

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

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

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

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32 εςοϓ2ͷτʔΫϯΛΫϦοΫ͢Δɻ

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33 ϫΠυܕ͔Βϩϯάܕ΁ͷμΠΞϩάΛ։͘͜ͱ͕Ͱ͖Δɻ

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34 ؚΉͰ͸ͳ͘ɺআ͘ʹνΣοΫΛ͢Δɻ

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35 ೔͝ͱʹ͋Δࢮ๢ऀ਺ͷྻ͚ͩͰϫΠυܕ͔Βϩϯάܕʹ͍ͨͨ͠Ίɺ Province/State͔ΒLong·ͰͷྻΛআ͖͍ͨɻ

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36 ։࢝ʹProvince/StateΛબͼɺ຤ඌʹLongΛબ୒͢Δɻ

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37 ։࢝ͱ຤ඌͷઃఆ͕Ͱ͖ͨΒ࣮ߦϘλϯΛΫϦοΫ͢Δɻ

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38 ೔͝ͱʹ͋Δࢮ๢ऀ਺ͷྻΛϫΠυܕ͔Βϩϯάܕʹม׵Ͱ͖ͨɻ

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39 ͜ͷํ๏Ͱ͸ɺ࠷৽ͷ೔ͷྻ͕௥Ճ͞Εͯ΋ઃఆΛม͑Δඞཁ͸ͳ͍ɻ

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40 νϟʔτɾϏϡʔΛબ୒͠ɺνϟʔτϐϯΛεςοϓ2ʹඥ͚ͮΔɻ

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

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42 ೔෇ͷॱং͕͓͔͍͠Α͏ͩɻ2݄11೔ͷޙʹ2݄3೔͕དྷ͍ͯΔʁʁ

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43 X࣠ͷDateͷྻͷσʔλλΠϓ͕Characterܕʹͳ͍ͬͯΔ͔ΒͰ͋Δɻ

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44 DateͷྻΛCharacterܕ͔ΒDateܕʹม׵͢Δɻ

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

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࣮͸͜Ε͚ͩ஌͍ͬͯΕ͹େৎ෉ʂ • Year (೥) • Month (݄) • Day (೔) • Hour (࣌) • Minute (෼) • Second (ඵ) 46

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2017-01-01 y m d 2017-01-01 08:10:10 y m d h m s 47 ೔෇ϑΥʔϚοτ

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ymd("2015-10-01") ymd("2015/10/01") ymd("Created on 2015 October 1st") 48 ymd

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ymd_hms("2015-01-10T06:10:15") ymd_hms("2015/01/10 06:10:15 UTC") ymd_hms("Created on 15-01-10 at 06:10:15 AM") 49 ymd_hms

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mdy("01-10-2015") mdy("01/10/2015") mdy("Created on 1 10 2015") 50 mdy

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mdy_hms("10-01-2015T06:10:15") mdy_hms("10/01/2015T06:10:15") mdy_hms("Created on 10 1 2015") 51 mdy_hms

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

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

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

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55 ܭࢉΛ࡞੒ͷμΠΞϩά͕։͘ͷͰɺͦͷ··࣮ߦ͢Δɻ

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56 DateͷྻΛDateܕ(೔෇)ʹม׵͢Δ͜ͱ͕Ͱ͖ͨɻ

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57 Dateܕʹ͢Δ͜ͱͰ೔෇ͷظؒΛ֬ೝ͢Δ͜ͱ͕Ͱ͖Δɻ

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58 ϥΠϯνϟʔτʹ໭ΓɺνϟʔτϐϯΛεςοϓ3ʹඥ͚ͮΔɻ

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59 ೔෇ͷूܭ୯ҐΛؙΊॲཧͷ೔ʹมߋ͢Δɻ

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60 ࢮ๢ऀ਺ͷਪҠΛՄࢹԽ͢Δ͜ͱ͕Ͱ͖ͨɻ

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

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62 ςʔϒϧɾϏϡʔ͔ΒϑΟϧλΛΫϦοΫ͢Δɻ

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

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64 ςʔϒϧɾϏϡʔͷϑΟϧλΛ࢖ͬͯUSͷσʔλͷΈ͕දࣔ͞Εͨɻ

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65 USͷσʔλ͸144ߦ͋ΔΑ͏ͩɻ

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66 ߦͷදࣔൣғΛ200ʹઃఆ͢Δɻ

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67 ࢮ๢ऀ਺ͷ஋͸͜Ε·Ͱͷ஋Λ଍্͍͛ͯ͘͠ɺྦྷੵ߹ܭ஋ͱͳ͍ͬͯΔɻ

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68 ࠷ޙͷ೔(࠷ޙͷߦ)ΛݟΔ͜ͱͰɺݱࡏͷࢮ๢ऀ਺͕Θ͔Δɻ

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69 ςʔϒϧɾϏϡʔɾϑΟϧλΛ࡟আ͢Δɻ

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ࠃ͝ͱʹࢮ๢ऀ਺ͷਪҠΛՄࢹԽ͍ͨ͠ 70

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71 ৭(άϧʔϓԽ)ʹCountry/RegionΛબ୒͢Δɻ

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72 ࠃ͝ͱʹࢮ๢ऀ਺ͷਪҠΛՄࢹԽ͢Δ͜ͱ͕Ͱ͖͕ͨɺ൑ྫΛݟΔͱΞϧϑΝ ϕοτॱʹͳ͍ͬͯΔɻࢮ๢ऀ਺͕ଟ্͍Ґ20ΧࠃͷΈՄࢹԽ͍ͨ͠ɻ

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73 ࢮ๢ऀ਺͕ଟ্͍Ґ20ΧࠃΛՄࢹԽ͍ͨ͠ͷͰɺ৭ͷϝχϡʔ͔Βදࣔ͢Δ ஋ͷ੍ݶΛબ୒͢Δɻ

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74 • λΠϓʹ্ҐΛબ୒͢Δɻ • ݁Ռͷ਺ʹ20Λೖྗ͢Δɻ • جʹͳΔྻʹDeathsΛબ୒͢Δɻ

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75 දࣔ͢Δ஋ͷ੍ݶΛར༻͕ͨ͠ɺมΘ͍ͬͯͳ͍Α͏ʹݟ͑Δɻ

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76 Otherάϧʔϓͷॲཧ΋࣮ߦ͞Ε͍ͯΔͷ͕ݪҼͷͨΊɺOtherάϧʔϓͷઃఆ ΛແޮԽ͢Δɻ

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77 OtherάϧʔϓͷઃఆͷλΠϓʹͳ͠Λબ୒͢Δɻ

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78 ࢮ๢ऀ਺ͷଟ্͍Ґ20ΧࠃͰਪҠΛՄࢹԽ͢Δ͜ͱ͕Ͱ͖ͨɻ

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79 ΞϝϦΧ͸ࢮ๢ऀ਺͕໿11ສਓ΋͍ΔΑ͏ͩɻ

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80 ϒϥδϧ͸5݄ʹೖ͔ͬͯΒࢮ๢ऀ਺͕ٸܹʹ૿͑ɺࠓͰ͸2൪໨ʹଟ͍ࠃͱ ͳ͍ͬͯΔɻ

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81 ྦྷੵ߹ܭͰ͸ແ͘ɺͦͷ೔Ͱͷࢮ๢ऀ਺ΛՄࢹԽ͢Δ͜ͱ͸Ͱ͖ͳ͍͔ʁ

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82 ৽نࢮ๢ऀ਺ͷٻΊํ ࠃ ೔෇ ࢮ๢ऀ਺ US 2020/4/1 1000 US 2020/4/2 1200 US 2020/4/3 1300

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83 ࠃ ೔෇ ࢮ๢ऀ਺ ৽نࢮ๢ऀ਺ US 2020/4/1 1,000 US 2020/4/2 1,200 200 US 2020/4/3 1,300 100 1,200 - 1,000 = 200 ର৅ͷ஋ - લͷ஋ = ৽نࢮ๢ऀ਺ ৽نࢮ๢ऀ਺ͷٻΊํ 1,300 - 1,200 = 100

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લͷ஋Λऔಘ͍ͨ͠ͱ͖͸lagؔ਺Λ࢖͏ 84

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85 ࠃ ೔෇ ࢮ๢ऀ਺ lag(ࢮ๢ऀ਺) US 2020/4/1 1,000 US 2020/4/2 1,200 1,000 US 2020/4/3 1,300 1,200 lag(ࢮ๢ऀ਺)

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86 ࠃ ೔෇ ࢮ๢ऀ਺ lag(ࢮ๢ऀ਺) ৽نࢮ๢ऀ਺ US 2020/4/1 1,000 US 2020/4/2 1,200 1,000 200 US 2020/4/3 1,300 1,200 100 ৽نࢮ๢ऀ਺ = ࢮ๢ऀ਺ - lag(ࢮ๢ऀ਺)

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৽نࢮ๢ऀ਺ΛٻΊΔࡍͷ஫ҙ఺ • ೔෇Ͱฒͼସ͑͞Ε͍ͯͳ͍ • ࠃ͝ͱͰ৽نࢮ๢ऀ਺ΛٻΊΒΕ͍ͯͳ͍ 87

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৽نࢮ๢ऀ਺ΛٻΊΔࡍͷ஫ҙ఺ • ೔෇Ͱฒͼସ͑͞Ε͍ͯͳ͍ • ࠃ͝ͱͰ৽نࢮ๢ऀ਺ΛٻΊΒΕ͍ͯͳ͍ 88

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89 ೔෇Ͱฒͼସ͑͞Ε͍ͯͳ͍ͱਖ਼͍͠৽نࢮ๢ऀ਺ΛٻΊΔ͜ͱ͕Ͱ͖ͳ͍ ࠃ ೔෇ ࢮ๢ऀ਺ ৽نࢮ๢ऀ਺ US 2020/4/1 1000 US 2020/4/3 1300 300 US 2020/4/2 1200 -100

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90 ೔෇ΛঢॱͰฒͼସ͑Δ ࠃ ೔෇ ࢮ๢ऀ਺ ৽نࢮ๢ऀ਺ US 2020/4/1 1000 US 2020/4/2 1200 200 US 2020/4/3 1300 100

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৽نࢮ๢ऀ਺ΛٻΊΔࡍͷ஫ҙ఺ • ೔෇Ͱฒͼସ͑͞Ε͍ͯͳ͍ • ࠃ͝ͱͰ৽نࢮ๢ऀ਺ΛٻΊΒΕ͍ͯͳ͍ 91

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92 σʔλʹ͸USҎ֎ʹ΋ଟ͘ͷࠃ͕͋Δ ࠃ ೔෇ ࢮ๢ऀ਺ US 2020/4/1 1000 US 2020/4/2 1200 US 2020/4/3 1300 Japan 2020/4/1 100 Japan 2020/4/2 120

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93 ͔͠͠ɺ͜ͷ··ͩͱUSͱJapanͷؒͰͷ৽نͷࢮ๢ऀ਺ΛٻΊͯ͠·͏ ࠃ ೔෇ ࢮ๢ऀ਺ lag(ࢮ๢ऀ਺) ৽نࢮ๢ऀ਺ US 2020/4/1 1000 US 2020/4/2 1200 1000 200 US 2020/4/3 1300 1200 100 Japan 2020/4/1 100 1300 -1200 Japan 2020/4/2 120 100 20

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94 ৽نͷࢮ๢ऀ਺͸ɺࠃΛލ͍ͩલ೔ͱൺ΂Δ͜ͱ͸Ͱ͖ͳ͍ɻ ࠃ ೔෇ ࢮ๢ऀ਺ lag(ࢮ๢ऀ਺) ৽نࢮ๢ऀ਺ US 2020/4/1 1000 US 2020/4/2 1200 1000 200 US 2020/4/3 1300 1200 100 Japan 2020/4/1 100 Japan 2020/4/2 120 100 20

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95 ࠃ͝ͱʹ෼͚ͯ৽نͷࢮ๢ऀ਺ΛٻΊ͍ͨ ࠃ ೔෇ ࢮ๢ऀ਺ US 2020/4/1 1000 US 2020/4/2 1200 US 2020/4/3 1300 Japan 2020/4/1 100 Japan 2020/4/2 120 USͱJapanΛ෼͚ΔͨΊʹ ઢҾ͖͍ͨ͠

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96 ࠃͰάϧʔϓԽ͢Δ ࠃ ೔෇ ࢮ๢ऀ਺ US 2020/4/1 1000 US 2020/4/2 1200 US 2020/4/3 1300 Japan 2020/4/1 100 Japan 2020/4/2 120

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ࠃ ೔෇ ࢮ๢ऀ਺ lag(ࢮ๢ऀ਺) US 2020/4/1 1000 US 2020/4/2 1200 1,000 US 2020/4/3 1300 1,200 Japan 2020/4/1 100 Japan 2020/4/2 120 100 lag(ࢮ๢ऀ਺)

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ࠃ ೔෇ ࢮ๢ऀ਺ lag(ࢮ๢ऀ਺) ৽نࢮ๢ऀ਺ US 2020/4/1 1000 US 2020/4/2 1200 1,000 200 US 2020/4/3 1300 1,200 100 Japan 2020/4/1 100 Japan 2020/4/2 120 100 20 ৽نࢮ๢ऀ਺ = ࢮ๢ऀ਺ - lag(ࢮ๢ऀ਺)

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ࠃ͝ͱʹ৽نࢮ๢ऀ਺ΛٻΊΔ • ೔෇ΛঢॱͰฒͼସ͑Δ • ࠃ(Country/Region)ͰάϧʔϓԽ͢Δ • දܭࢉ(lagؔ਺)Λ࢖ͬͯࠃ͝ͱʹ৽نࢮ๢ऀ਺ΛٻΊΔ 99

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ࠃ͝ͱʹ৽نࢮ๢ऀ਺ΛٻΊΔ • ೔෇ΛঢॱͰฒͼସ͑Δ • ࠃ(Country/Region)ͰάϧʔϓԽ͢Δ • දܭࢉ(lagؔ਺)Λ࢖ͬͯࠃ͝ͱʹ৽نࢮ๢ऀ਺ΛٻΊΔ 100

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101 Dateͷྻϔομϝχϡʔ͔Βฒ΂ସ͑(ιʔτ)ΛબͼɺঢॱΛબ୒͢Δɻ

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102 ฒ΂ସ͑ͷμΠΞϩά͕දࣔ͞ΕΔͷͰɺͦͷ··࣮ߦ͢Δɻ

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103 DateͷྻΛঢॱͰฒ΂ସ͑Δ͜ͱ͕Ͱ͖ͨɻ

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ࠃ͝ͱʹ৽نࢮ๢ऀ਺ΛٻΊΔ • ೔෇ΛঢॱͰฒͼସ͑Δ • ࠃ(Country/Region)ͰάϧʔϓԽ͢Δ • දܭࢉ(lagؔ਺)Λ࢖ͬͯࠃ͝ͱʹ৽نࢮ๢ऀ਺ΛٻΊΔ 104

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105 Country/Regionͷྻϔομϝχϡʔ͔ΒάϧʔϓԽΛબ୒͢Δɻ

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106 ࠃͰάϧʔϓԽ͢Δ͜ͱ͕Ͱ͖ͨɻ

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ࠃ͝ͱʹ৽نࢮ๢ऀ਺ΛٻΊΔ • ೔෇ΛঢॱͰฒͼସ͑Δ • ࠃ(Country/Region)ͰάϧʔϓԽ͢Δ • දܭࢉ(lagؔ਺)Λ࢖ͬͯࠃ͝ͱʹ৽نࢮ๢ऀ਺ΛٻΊΔ 107

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108 Deathsͷྻϔομϝχϡʔ͔ΒදܭࢉΛ࡞੒ͷ…͔Βͷҧ͍ͷલͷ஋(lag)Λબ ୒͢Δɻ

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109 ܭࢉΛ࡞੒ͷμΠΞϩά͕දࣔ͞ΕɺܭࢉΤσΟλʹ͸lagؔ਺Λ࢖ͬͨલͷ஋ ͱͷࠩΛٻΊΔܭࢉ͕ࣜೖྗ͞Ε͍ͯΔɻ

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110 ࠃ͝ͱʹ৽نײછऀ਺ΛٻΊΔ͜ͱ͕Ͱ͖ͨɻ

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111 લͷ஋ͱͷ͕ࠩٻΊΒΕ͍ͯΔ͜ͱ͕Θ͔Δɻ

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112 ࠃΛލ͍ͩܭࢉ͸ߦΘΕͣɺࠃ͝ͱʹ৽نײછऀ਺͕ٻΊΒΕ͍ͯΔɻ

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113 νϟʔτϏϡʔʹ໭Γɺઌఔ࡞੒ͨ͠νϟʔτΛϝχϡʔ͔Βෳ੡͢Δɻ

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114 ϥΠϯνϟʔτΛෳ੡͢Δ͜ͱ͕Ͱ͖ͨɻ

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115 νϟʔτϐϯΛ࠷৽ͷεςοϓʹඥ͚ͮΔɻ

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116 Y࣠ʹ৽نࢮ๢ऀ਺ͷྻΛબͼɺूܭؔ਺ʹ߹ܭ஋(sum)Λબ୒͢Δɻ

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117 1೔͋ͨΓͷࢮ๢ऀ਺Λɺࠃ͝ͱʹՄࢹԽ͢Δ͜ͱ͕Ͱ͖ͨɻ

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118 ৽نͷࢮ๢ऀ਺͸೔͝ͱʹ্Լ͍ͯ͠ΔͨΊɺτϨϯυΛ௫ΈͮΒ͍ɻ

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119 ೔෇ͷूܭ୯ҐΛؙΊॲཧͷिʹมߋ͢Δɻ

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120 ि͝ͱͷ৽نࢮ๢ऀ਺ͷਪҠΛՄࢹԽͰ͖ͨɻ

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121 US͸৽نࢮ๢ऀ਺͸ϐʔΫ࣌ΑΓ΋ݮগ͍ͯ͠Δ͜ͱ͕Θ͔Δɻ

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122 Brazil͸৽نࢮ๢ऀ਺͕4݄Ҏ߱ʹٸܹʹ্ঢ͍ͯ͠Δɻ

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ࠓिͷσʔλ͕ἧ͍ͬͯͳ͍৔߹ 123 ิ଍

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124 ࠓिͷσʔλ͕ἧ͍ͬͯͳ͍ͱɺ࠷ޙͷिͷࢮ๢ऀ਺͕௿͘ݟ͑ͯ͠·͏͜ͱ ͕͋ΔɻͦͷͨΊɺϑΟϧλΛ࢖ͬͯࠓिͷσʔλΛऔΓআ͘ɻ

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125 νϟʔτϑΟϧλΛΫϦοΫ͢Δɻ

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126 • ྻʹDateΛબ୒͢Δɻ • ԋࢉࢠʹ౳͘͠ͳ͍Λબ୒͢Δɻ • ஋ͷλΠϓʹࠓिΛબ୒͢Δɻ

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127 ࠓिͷσʔλΛऔΓআ͘͜ͱ͕Ͱ͖ͨɻ

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ਓޱൺͰݟΔͱͲͷࠃ͕ࢮ๢͢Δׂ߹͕ଟ ͍ͷ͔ʁ 128

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129 ͜ͷσʔλʹ͸ਓޱͷσʔλ͸ͳ͍ɻ

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130 ͜͏͍͏࣌͸ɺྻ݁߹Λ࢖ͬͯਓޱͷσʔλΛ௥Ճ͢Δɻ

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ͦͷલʹɺϒϥϯνΛ࢖ͬͯ৽ͨͳσʔλ ϑϨʔϜΛ࡞੒͢Δɻ 131

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132 ϒϥϯνΛ࡞੒͢ΔͱϝΠϯͷσʔλϑϨʔϜ͔Β೿ੜͨ͠৽ͨͳσʔλϑ ϨʔϜΛ࡞Δ͜ͱ͕Ͱ͖Δɻ ϒϥϯνΛ࡞੒ ϝΠϯσʔλϑϨʔϜ ϒϥϯν ฒͼସ͑ άϧʔϓԽ ܭࢉΛ࡞੒ ϫΠυܕ͔Βϩϯάܕ΁ ϒϥϯνͷ։࢝஍఺ ूܭ

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133 ϝΠϯͷσʔλϑϨʔϜͷεςοϓΛ࡟আ͢Δ͜ͱͳ͘ɺϒϥϯνঢ়ʹ৽͍͠ εςοϓΛ࡞੒Ͱ͖Δɻ ϒϥϯνΛ࡞੒ ϝΠϯσʔλϑϨʔϜ ϒϥϯν ฒͼସ͑ άϧʔϓԽ ܭࢉΛ࡞੒ ϫΠυܕ͔Βϩϯάܕ΁ ϒϥϯνͷ։࢝஍఺ ूܭ

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134 ϒϥϯνʹର͢Δมߋ͸ϝΠϯͷσʔλϑϨʔϜʹ͸ӨڹΛ༩͑ͳ͍ɻ ϒϥϯνΛ࡞੒ ϝΠϯσʔλϑϨʔϜ ϒϥϯν ฒͼସ͑ άϧʔϓԽ ܭࢉΛ࡞੒ ϫΠυܕ͔Βϩϯάܕ΁ ϒϥϯνͷ։࢝஍఺ ूܭ

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135 ฒ΂ସ͑Λͨ͠εςοϓ4͔ΒϒϥϯνΛ࡞੒͢Δɻ

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136 ϒϥϯνʹΑͬͯɺϝΠϯͷσʔλϑϨʔϜ͔Β೿ੜͨ͠৽ͨͳσʔλϑϨʔ Ϝ͕࡞ΒΕͨɻ

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137 ϒϥϯν͸ฒ΂ସ͑Λͨ͠εςοϓ5͔Β೿ੜ͞Ε͍ͯΔɻ

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ࠃ͝ͱʹࢮ๢ऀͷਓޱൺΛٻΊΔ 138

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139 ίϩφ΢Πϧεͷσʔλ (ϒϥϯν) ਓޱͷσʔλ ࠷৽ͷ೥ʹϑΟϧλ ࠷৽ͷ೔෇ʹϑΟϧλ ࠃ͝ͱʹࢮ๢ऀ਺Λूܭ ਓޱͷσʔλͱ݁߹ ࢮ๢ऀ਺ͷਓޱൺΛܭࢉ ݁߹(Join) ࠃ͝ͱʹࢮ๢ऀͷਓޱൺΛٻΊΔͨΊͷखॱ

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140 ίϩφ΢Πϧεͷσʔλ (ϒϥϯν) ਓޱͷσʔλ ࠷৽ͷ೥ʹϑΟϧλ ࠷৽ͷ೔෇ʹϑΟϧλ ࠃ͝ͱʹࢮ๢ऀ਺Λूܭ ਓޱͷσʔλͱ݁߹ ࢮ๢ऀ਺ͷਓޱൺΛܭࢉ ݁߹(Join) ࠃ͝ͱʹࢮ๢ऀͷਓޱൺΛٻΊΔͨΊͷखॱ

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141 ϑΟϧλΛ࢖ͬͯ࠷৽ͷ೔෇ͷΈΛ࢒͢ Country Year Deaths US 2020/4/1 100 US 2020/4/2 120 US ɾɾɾ ɾɾɾ US 2020/6/13 2,000

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142 Country Year Deaths US 2020/4/1 100 US 2020/4/2 120 US ɾɾɾ ɾɾɾ US 2020/6/13 2,000 ϑΟϧλΛ࢖ͬͯ࠷৽ͷ೔෇ͷΈΛ࢒͢

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143 Dateͷྻϔομϝχϡʔ͔ΒϑΟϧλͷ౳͍͠Λબͼɺ೔෇Λબ୒͢Δɻ

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144 ϑΟϧλͷμΠΞϩά͕දࣔ͞ΕΔɻ

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145 ஋ʹ೔෇Λ࠷৽ͷ೔෇Λೖྗ͢Δ͜ͱ΋Ͱ͖Δɻ͔͠͠ɺ͜ͷํ๏Ͱ͸ɺσʔ λ͕ߋ৽͞ΕΔͨͼʹ஋Λೖྗ͠௚͢ඞཁ͕͋Δɻ

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146 ूܭؔ਺ʹνΣοΫΛͯ͠࠷ޙͷ೔Λબ୒͢Δ͜ͱͰɺৗʹ࠷৽ͷ೔෇ͰϑΟ ϧλ͢Δ͜ͱ͕Ͱ͖Δɻ

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147 σʔλΛ࠷৽ͷ೔෇ͰϑΟϧλ͢Δ͜ͱ͕Ͱ͖ͨɻ

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148 Australia͕ෳ਺ߦ͋ΔΑ͏ͩɻ1ߦΛ1Χࠃʹͯ͠ɺࢮ๢ऀ਺ͷ߹ܭΛٻΊΔʹ ͸Ͳ͏ͨ͠Βྑ͍͔ʁ

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ूܭΛ࢖͏ͱࠃ͝ͱʹࢮ๢ऀ਺Λ·ͱΊΔ ͜ͱ͕Ͱ͖Δɻ 149

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150 ίϩφ΢Πϧεͷσʔλ (ϒϥϯν) ਓޱͷσʔλ ࠷৽ͷ೥ʹϑΟϧλ ࠷৽ͷ೔෇ʹϑΟϧλ ࠃ͝ͱʹࢮ๢ऀ਺Λूܭ ਓޱͷσʔλͱ݁߹ ࢮ๢ऀ਺ͷਓޱൺΛܭࢉ ݁߹(Join) ࠃ͝ͱʹࢮ๢ऀͷਓޱൺΛٻΊΔͨΊͷखॱ

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151 ू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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152 Country/Regionͷྻϔομϝχϡʔ͔ΒूܭΛબ୒͢Δɻ

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153 ूܭͷμΠΞϩά͕දࣔ͞ΕΔɻ

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154 ஋ʹDeathsΛબͼɺूܭؔ਺ʹ߹ܭ஋(sum)Λબ୒͢Δɻ

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155 ࠃ͝ͱʹࢮ๢ऀ਺ͷ߹ܭ஋Λूܭ͢Δ͜ͱ͕Ͱ͖ͨɻ

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156 ίϩφ΢Πϧεͷσʔλ (ϒϥϯν) ਓޱͷσʔλ ࠷৽ͷ೥ʹϑΟϧλ ࠷৽ͷ೔෇ʹϑΟϧλ ࠃ͝ͱʹࢮ๢ऀ਺Λूܭ ਓޱͷσʔλͱ݁߹ ࢮ๢ऀ਺ͷਓޱൺΛܭࢉ ݁߹(Join) ࠃ͝ͱʹࢮ๢ऀͷਓޱൺΛٻΊΔͨΊͷखॱ

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ਓޱͷσʔλͷΠϯϙʔτ 157

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158 σʔλϑϨʔϜͷϓϥεϘλϯ͔ΒσʔλɾΧλϩάΛબ୒͢Δɻ

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159 σʔλɾΧλϩάͷμΠΞϩά͕දࣔ͞ΕΔɻ

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160 ݕࡧϘοΫεʹPopulation(ਓޱ)ͱೖྗͯ͠ݕࡧϘλϯΛΫϦοΫ͢Δɻ

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161 ࠃผͷGDPͱਓޱσʔλ(1960೥~2018೥)ͷΠϯϙʔτΛΫϦοΫ͢Δɻ

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162 σʔλɾΧλϩάͷΠϯϙʔτͷμΠΞϩά͕දࣔ͞ΕΔͷͰɺͦͷ··࣮ߦ ͢Δɻ

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163 σʔλϑϨʔϜ໊ʹ೚ҙͷ໊લΛೖྗͯ͠ɺ࡞੒ϘλϯΛΫϦοΫ͢Δɻ

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164 ਓޱͷσʔλΛΠϯϙʔτ͢Δ͜ͱ͕Ͱ͖ͨɻ

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165 YearͷྻΛݟΔͱɺ1960೥͔Β2018೥·Ͱσʔλ͕͋ΔΑ͏ͩɻ

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166 ίϩφ΢Πϧεͷσʔλ (ϒϥϯν) ਓޱͷσʔλ ࠷৽ͷ೥ʹϑΟϧλ ࠷৽ͷ೔෇ʹϑΟϧλ ࠃ͝ͱʹࢮ๢ऀ਺Λूܭ ਓޱͷσʔλͱ݁߹ ࢮ๢ऀ਺ͷਓޱൺΛܭࢉ ݁߹(Join) ࠃ͝ͱʹࢮ๢ऀͷਓޱൺΛٻΊΔͨΊͷखॱ

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167 Country Year Population US 1960 2,000 US 1961 2,100 US ɾɾɾ ɾɾɾ US 2018 3,200 ϑΟϧλΛ࢖ͬͯ࠷৽ͷ೥ͷΈΛ࢒͢

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168 Country Year Population US 1960 2,000 US 1961 2,100 US ɾɾɾ ɾɾɾ US 2018 3,200 ϑΟϧλΛ࢖ͬͯ࠷৽ͷ೥ͷΈΛ࢒͢

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169 Yearͷྻϔομϝχϡʔ͔ΒϑΟϧλΛબͼɺ౳͍͠Λબ୒͢Δɻ

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170 ूܭؔ਺ʹνΣοΫΛͯ͠ɺ࠷େ஋Λબ୒͢Δɻ

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171 σʔλʹ͋Δ࠷৽ͷ೥ͷ2018ͷΈͷσʔλʹ͢Δ͜ͱ͕Ͱ͖ͨɻ

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172 ߦ਺ͱCountryͷҰҙͷ਺͕΄΅Ұக͍ͯ͠ΔͨΊɺ1ߦ͕1Χࠃʹͳ͍ͬͯΔɻ

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173 ίϩφ΢Πϧεͷσʔλ (ϒϥϯν) ਓޱͷσʔλ ࠷৽ͷ೥ʹϑΟϧλ ࠷৽ͷ೔෇ʹϑΟϧλ ࠃ͝ͱʹࢮ๢ऀ਺Λूܭ ਓޱͷσʔλͱ݁߹ ࢮ๢ऀ਺ͷਓޱൺΛܭࢉ ݁߹(Join) ࠃ͝ͱʹࢮ๢ऀͷਓޱൺΛٻΊΔͨΊͷखॱ

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174 ࠃ͝ͱʹࢮ๢ऀ਺Λूܭ͍ͯ͠ΔϒϥϯνͷσʔλϑϨʔϜΛ։͘ɻ

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175 ͜ͷσʔλʹਓޱͷσʔλΛྻ݁߹͍ͨ͠ɻ

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176 ݁߹͢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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177 ࠓճͷ৔߹͸Country(ࠃ໊)͕ΩʔྻʹͳΔɻ Ωʔྻ

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178 ݁߹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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179 ࠓճͷ৔߹͸ɺ݁߹ઌͷྻʹ͋ΔPopulationҎ֎ͷGDPͳͲ΋௥Ճ͞ΕΔɻ ݁߹ݩͷྻ ݁߹ઌͷྻ

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180 Country/Regionͷྻϔομϝχϡʔ͔Β݁߹Λબ୒͢Δɻ

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181 ݁߹ͷμΠΞϩά͕දࣔ͞ΕΔɻ

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182 ݁߹ઌσʔλϑϨʔϜʹਓޱͷσʔλΛબͼɺΩʔྻʹ͸CountryΛબ୒͢Δɻ

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183 ਓޱͷσʔλΛྻ݁߹͢Δ͜ͱ͕Ͱ͖ͨɻ

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ਓޱൺΛٻΊΔ 184

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185 ίϩφ΢Πϧεͷσʔλ (ϒϥϯν) ਓޱͷσʔλ ࠷৽ͷ೥ʹϑΟϧλ ࠷৽ͷ೔෇ʹϑΟϧλ ࠃ͝ͱʹࢮ๢ऀ਺Λूܭ ਓޱͷσʔλͱ݁߹ ࢮ๢ऀ਺ͷਓޱൺΛܭࢉ ݁߹(Join) ࠃ͝ͱʹࢮ๢ऀͷਓޱൺΛٻΊΔͨΊͷखॱ

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186 ࢮ๢ऀ਺ͷ߹ܭ஋ͷྻ͔ΒܭࢉΛ࡞੒(Mutate)Λબ୒͢Δɻ

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187 ܭࢉΛ࡞੒ͷμΠΞϩά͕දࣔ͞ΕΔɻ

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188 ܭࢉΤσΟλʹԼهͷܭࢉࣜΛೖྗ࣮ͯ͠ߦ͢Δɻ

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189 ࠃ͝ͱʹࢮ๢ऀ਺ͷਓޱൺΛٻΊΔ͜ͱ͕Ͱ͖ͨɻ

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190 ͔͠͠ɺখ਺఺ͷܻ਺͕͔ͳΓେ͖͘ɺ௚ײతʹཧղͮ͠Β͍ɻ

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191 εςοϓ8ͷܭࢉΛ࡞੒ͷτʔΫϯΛΫϦοΫ͢Δɻ

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192 1,000,000ਓ͋ͨΓͷࢮ๢ऀ਺ʹ͢ΔͨΊɺܭࢉࣜΛԼهͷΑ͏ʹ͢Δɻ

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193 100ສਓ͋ͨΓͷࢮ๢ऀ਺ΛٻΊΔ͜ͱ͕Ͱ͖ͨɻ

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194 νϟʔτ͔Β஍ਤ - ඪ४Λબͼɺ஍ਤʹ͸World CountriesΛબ୒͢Δɻ

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195 ࠃʹCountry/RegionΛબ୒͢Δɻ

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196 αΠζʹࢮ๢ऀ਺ͷ߹ܭ஋ͷྻ(Deaths_sum)Λબ୒͢Δɻ

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197 αΠζͷઃఆ͔Β࠷େαΠζʹ50ɺ࠷খαΠζʹ5Λࢦఆ͢Δɻ

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198 ৭Ͱ෼ׂʹ100ສਓ౰ͨΓͷࢮ๢ऀ਺(Death_rate)ͷྻΛબ୒͢Δɻ

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199 100ສਓ౰ͨΓͷࢮ๢ऀ਺͕௿͍ࠃͰ͸ɺ৭͕ബ͍ͨΊݟͮΒ͘ͳ͍ͬͯΔɻ

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200 ϓϩύςΟ͔ΒελΠϧͷλΠϓʹμʔΫΛબ୒͢Δɻ

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201 100ສਓ౰ͨΓͷࢮ๢ऀ਺͕গͳ͍ࠃ΋ݟ΍͘͢ͳͬͨɻ

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202 100ສਓ͋ͨΓͷࢮ๢ऀ਺͕࠷΋ଟ͔ͬͨͷ͸ɺBelgiumͰ100ສਓ͋ͨΓ844 ਓͷํ͕๢͘ͳ͍ͬͯΔ͜ͱʹͳΔɻ

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203 JapanͰ͸ɺ100ສਓ౰ͨΓͷࢮऀ਺͸7.3ਓͱ͔ͳΓগͳ͍Α͏ͩɻ

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Appendix

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205 United StatesΛݟͯΈΔͱɺ100ສਓ౰ͨΓͷࢮ๢ऀ਺͕දࣔ͞Ε͍ͯͳ͍ɻ

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206 ςʔϒϧɾϏϡʔͰ֬ೝ͢Δͱɺྻ݁߹͕͏·͍͍ͬͯ͘ͳ͍Α͏ͩɻ

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207 ݁߹ͷࡍʹ࢖༻ͨ͠Ωʔ͕Ұக͍ͯ͠ͳ͍ɻ

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͜ͷ໰୊͸ࠃ໊/ίʔυͷม׵ͰղܾͰ͖Δʂ 208

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

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210 ݁߹લͷεςοϓ6ͷूܭͷεςοϓΛબ୒͢Δɻ

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

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212 ςΩετΛม׵ͷμΠΞϩά͕දࣔ͞ΕΔɻ

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213 ม׵ͷλΠϓʹࠃ໊ / ίʔυΛબ୒͢Δɻ

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214 ม׵ݩͱม׵ઌʹࠃ໊Λબ୒͢Δɻ

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215 ࠃ໊ͷදه༳ΕΛ౷Ұ͢Δ͜ͱ͕Ͱ͖ͨɻ

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216 ςʔϒϧϏϡʔͷϑΟϧλͰ֬ೝͯ͠ΈΔͱɺUS͔ΒUnited StatesʹมΘͬͯ ͍Δ͜ͱ͕Θ͔Δɻ

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217 ྻ݁߹ͷॲཧΛͨ͠εςοϓ8Λબ୒͢Δͱɺ্ख݁͘߹Ͱ͖͍ͯΔΑ͏ͩɻ

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218 νϟʔτʹ໭ΔͱɺUnited StatesͰͷ100ສਓ౰ͨΓͷࢮ๢ऀ਺͸353ਓͱɺ ਓޱൺͰΈΔͱߴ͗͢ΔΘ͚Ͱ͸ͳ͍Α͏ͩɻ

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࣍ճηϛφʔ

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220 • ୈ1ճɿ SaaSͷ࠷ॏཁKPI ͱͦͷՄࢹԽ Part 1 • ୈ2ճɿ SaaSͷ࠷ॏཁKPI ͱͦͷՄࢹԽ Part 2 • ୈ3ճɿ Τϯήʔδϝϯτ Part 1 - DAU/MAU • ୈ4ճɿΤϯήʔδϝϯτ Part 2 - ύϫʔϢʔβʔɾΧʔϒ • ୈ5ճɿ Τϯήʔδϝϯτ Part 3 - RFV • ୈ6ճɿίϗʔτ෼ੳ Part 1 - ϨΠϠʔɾέʔΩɾνϟʔτ • ୈ7ճɿίϗʔτ෼ੳ Part 2 - ੜଘ෼ੳ - 8/20(໦) • ୈ8ճɿ NPSͷܭࢉͱࣗ༝هड़ͷςΩετ෼ੳ SaaS ΞφϦςΟΫεɾϫʔΫγϣοϓ

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݄̕։࠵ʂ ฏ೔൛: 9݄29(Ր), 30೔(ਫ), 10݄1೔(໦) ि຤൛: 9݄26(౔), 27೔(೔), 10݄3೔(౔)

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• ϏδωεͰ࢖͑Δࢥߟྗͷҭ੒ σʔλαΠΤϯεͷεΩϧशಘ͚ͩͰͳ͘ɺσʔλΛ࢖ͬͨΑΓΑ͍ҙࢥܾఆΛߦ͏ͨ Ίʹඞཁͳ౷ܭతɾ֬཰తࢥߟྗ΋शಘͰ͖Δɻ • ݱ৔Ͱ࢖͑ΔεΩϧͷशಘ ڭࣨͷத͚ͩͰ௨༻͢Δཧ࿦ΑΓ΋ɺ࣮ࡍͷϏδωεͷݱ৔Ͱͷ໰୊Λղܾ͢ΔͨΊʹ ࢖͑ΔεΩϧͷशಘʹॏ৺Λ͓͍ͨτϨʔχϯάɻ • ϓϩάϥϛϯάͳ͠ RݴޠͷUIͰ͋ΔExploratoryΛ෼ੳπʔϧͱͯ͠࢖༻͢ΔͨΊɺࢥߟྗͱσʔλαΠΤϯ εͷख๏ͷशಘʹ100ˋूதͰ͖Δɻ ಛ௃

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Q & A

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࿈བྷઌ ϝʔϧ [email protected] ΢ΣϒαΠτ https://ja.exploratory.io ϒʔτΩϟϯϓɾτϨʔχϯά https://ja.exploratory.io/training-jp Twitter @ShirotoTakato

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EXPLORATORY 230