身近なデータを活用して、ジモトで遊ぼう！

6SCBO%BUB$IBMMFOHFJO(JGV ΞʔόϯσʔλνϟϨϯδJOذෞ ΩοΫΦϑϛʔςΟϯά :V.BLF߹ಉձࣾ ୅ද Ұൠࣾஂ๏ਓίʔυϑΥʔδϟύϯ ཧࣄ $0%&GPS*,0."୅ද ࠤ౻
୓໵ ਎ۙͳσʔλΛ׆༻ͯ͠ɺδϞτͰ༡΅͏ʂ

6SCBO%BUB$IBMMFOHFJO(JGV ࠤ౻ ୓໵ 5BLVZB4BUP ؾ৅৘ใ"1*ఏڙɺ๷ࡂίϛϡχςΟࢧԉ ϋοΧιϯɾΞΠσΞιϯɺΦʔϓϯσʔλ :V.BLF ಸྑݝੜۨࢢͰɺ*5Λ׆༻͠஍Ҭ՝୊Λղܾ $PEFGPS+BQBOཧࣄ ஍Ҭ৘ใԽΞυόΠβʔ
େࡕࢢཱେֶ ౎ࢢ๷ࡂڭҭݚڀηϯλʔ ಛผݚڀһ

6SCBO%BUB$IBMMFOHFJO(JGV ಸྑݝੜۨࢢͬͯͲ͜ʁ

6SCBO%BUB$IBMMFOHFJO(JGV ಸྑݝ͸͜͜

6SCBO%BUB$IBMMFOHFJO(JGV ͜͜Ͱ͢ʂ

6SCBO%BUB$IBMMFOHFJO(JGV ಸྑઌ୺Պֶٕज़େֶӃେֶ ੜۨࢁ্༡Ԃ஍ ๅࢁࣉ ஡᝗

6SCBO%BUB$IBMMFOHFJO(JGV ೥͸ ੜۨέʔϒϧ ։ۀप೥ʂ

6SCBO%BUB$IBMMFOHFJO(JGV ੜۨʹ͋Δݬͷବ՛ࢠ ʮϨΠϯϘʔϥϜωʯ ੜۨࢢͷ;Δ͞ͱೲ੫ʹ΋ొ৔

6SCBO%BUB$IBMMFOHFJO(JGV ͥͻੜۨʹ͖͍ͯͩ͘͞ὑ

6SCBO%BUB$IBMMFOHFJO(JGV ࠤ౻ ୓໵ 5BLVZB4BUP ؾ৅৘ใ"1*ఏڙɺ๷ࡂίϛϡχςΟࢧԉ ϋοΧιϯɾΞΠσΞιϯɺΦʔϓϯσʔλ :V.BLF ಸྑݝੜۨࢢͰɺ*5Λ׆༻͠஍Ҭ՝୊Λղܾ $PEFGPS+BQBOཧࣄ ஍Ҭ৘ใԽΞυόΠβʔ
େࡕࢢཱେֶ ౎ࢢ๷ࡂڭҭݚڀηϯλʔ ಛผݚڀһ

6SCBO%BUB$IBMMFOHFJO(JGV 8FBUIFS*OGPSNBUJPOGPS&WFSZUIJOH ʙ ͢΂ͯͷ΋ͷΛؾ৅σʔλͰܨ͙ ʙ :V.BLF--$ ϢϝΠΫ߹ಉձࣾ $PSQPSBUF*OGPSNBUJPO

6SCBO%BUB$IBMMFOHFJO(JGV :V.BLF #VTJOFTT'JFME ؾ৅৘ใఏڙɾ༧ใ࢜αϙʔτࣄۀ ๷ࡂɾݮࡂιϦϡʔγϣϯࣄۀ $JWJD5FDIιϦϡʔγϣϯࣄۀ ؾ৅৘ใσʔλఏڙɾؾ৅৘ใ"1*ʢ:V.BLF 8FBUIFS"1*ʣఏڙ ؾ৅ηϯαʔΛ഑ஔ͢Δ͜ͱʹΑΔϐϯϙΠϯτσʔλऩूɾ׆༻ ؾ৅༧ใ࢜ʹΑΔɺؾ৅ঢ়گ൑அࢧԉɾϨϙʔταʔϏε
ࡂ֐ରԠΫϥ΢υి࿩ϙʔλϧ 5&-ࢠͪΌΜ ίϛϡχςΟࢧԉ ʢ಺ֳ׭๪ɾࠃ౔ڧᯰԽਪਐࣨɺ5,.ʣ ஍Ҭ՝୊Λݩʹͨ͠ɺ8FCαΠτɾ 8FCγεςϜɾαʔϏε։ൃ ΦʔϓϯσʔλίϯαϧςΟϯά ΞΠσΞιϯɾϋοΧιϯ౳ͷاըӡӦ

6SCBO%BUB$IBMMFOHFJO(JGV 6%$ͬͯͳΜͰ͔͢ʁ

6SCBO%BUB$IBMMFOHFJO(JGV ͻͱ·ͣஔ͍͓͍ͯͯ

6SCBO%BUB$IBMMFOHFJO(JGV σʔλΛ࢖ͬͯ༡ͼ·͠ΐ͏ ͦΕ͚ͩͰɺԿ͔ԠืͰ͖Δ΋ͷ͕Ͱ͖͕͋Δʂ

6SCBO%BUB$IBMMFOHFJO(JGV ɾΦʔϓϯσʔλͰ஍ҬΛ͋ͦͼͭ͘͢ʹ͸ ɾؾ৅σʔλͰ஍ҬΛ͋ͦͼͭ͘͢ʹ͸ ೋͭͷςʔϚ

6SCBO%BUB$IBMMFOHFJO(JGV ΦʔϓϯσʔλͰ஍ҬΛ͋ͦͼͭ͘͢

6SCBO%BUB$IBMMFOHFJO(JGV ௨ৗͷΦʔϓϯσʔλͷ׆༻͸͜Μͳײ͡

6SCBO%BUB$IBMMFOHFJO(JGV KQʢΰϛφγʣ ͍ͭɺͲ͜ͰͲͷΰϛ͕ࣺͯΒΕΔͷ͔ɻ͕ ؆୯ʹ෼͔ΔΞϓϦɻʢ೥݄ެ։ʣ શࠃ౎ࢢҎ্ʹల։͍ͯ͠Δɻ ඞཁͳσʔλɿΰϛͷճऩ೔ɺΰϛͷछྨ $PEFGPS,BOB[BXBͷΤϯδχΞνʔϜ͕։ൃ

6SCBO%BUB$IBMMFOHFJO(JGV ͬ͞ΆΖอҭԂϚοϓ ͜Ͳ΋ΛͲ͜ʹ༬͚Ε͹͍͍ΜͩΖ ͏ʁͱ͍͏௕೥ͷ೰Έ͔Β։ൃ ʢެ։ʣ ඞཁͳσʔλɿอҭԂͷҐஔ৘ใ΍ ఆһ౳ͷ৘ใͳͲ $PEFGPS4BQQPSPͷϚϚ͞Μ͕த৺ͱͳͬͯ։ൃ

6SCBO%BUB$IBMMFOHFJO(JGV *,0."$JWJD5FDI"XBSE࠷༏ल৆ څ৯ϝχϡʔͱΞϨϧήϯ৘ใ͕͙͢ʹ෼͔ΔɻJ04൛ɾ"OESPJE൛ͱ΋ʹެ։தɻ GPS*LPNB

6SCBO%BUB$IBMMFOHFJO(JGV ·͊ී௨Ͱ͢ΑͶɻ

6SCBO%BUB$IBMMFOHFJO(JGV ʮ͋ͦͼͭ͘͢ʯͨΊʹ࢖͏σʔλ͸ ࣏ࣗମͷσʔλ͚ͩͰ͸଍Γͳ͍ ͱ͍͏ࢹ఺ɻ

6SCBO%BUB$IBMMFOHFJO(JGV ಸྑɾொՈͷܳज़ࡇʮ͸ͳΒ͊ͱʯϓϨΠϕϯτ ͸ͳΒ͊ͱΞϥ΢ϯυͰͷίϥϘϨʔγϣϯ ˞ΞʔόϯσʔλνϟϨϯδؔ࿈Πϕϯτ ʷ

6SCBO%BUB$IBMMFOHFJO(JGV

6SCBO%BUB$IBMMFOHFJO(JGV ڈ೥ͷΩϡϨʔλʔ͕ ͸ͳΒ͊ͱͷϓϨΠϕϯτ ࣮ࢪʹ޲͚ͯू݁ ʮ͸ͳΒ͊ͱΞϥ΢ϯυʯ ͷ։࠵΁ ֤஍Ͱ֗า͖࣮ࢪ

6SCBO%BUB$IBMMFOHFJO(JGV ʮ͸ʹΌΒ͊ͱੜۨʯ ωίࣖΛ෇͚ͯ ֗า͖ ࢹ఺ͣΒ͠Λָ͠Ή ϝΠϯλʔήοτ ֶੜ

6SCBO%BUB$IBMMFOHFJO(JGV ͸ʹΌΒ͊ͱੜۨ ౰೔෩ܠ Ӻલਤॻࣨ΋ωίίʔφʔͰڠྗ Πϕϯτલʹ͸ΞϓϦͷ࢖͍ํઆ໌

6SCBO%BUB$IBMMFOHFJO(JGV ͸ʹΌΒ͊ͱੜۨ ౰೔෩ܠ ੜۨࢢ௕͕ಥવొ৔ Πϕϯτલʹωίࣖ࢟Ͱ͝ѫࡰ

6SCBO%BUB$IBMMFOHFJO(JGV ֗า͖ͷ·ͱΊΛɺΨΠυϒοΫ࡞੒αʔϏε ʠ+BVOUGVMʡΛ༻͍࣮ͯࢪ

6SCBO%BUB$IBMMFOHFJO(JGV طଘͷΞʔτܥίϛϡχςΟ ʷ *5ͷ࠲૊ *5Λ׆༻ͨ͠·ͪͮ͘Γ ࢠڙͨͪ ੜۨΤϦΞͷΩϡϨʔλʔ ͞Μ͕ੜۨࢢຽ ·ͪΛݟΔ৽͍͠໨ઢͱ ίϯςϯπͰ৘ใൃ৴

6SCBO%BUB$IBMMFOHFJO(JGV ूΊͨσʔλΛΦʔϓϯσʔλʹͯ͠ ׆༻͢Ε͹΋ͬͱָ͘͠ͳΔ

6SCBO%BUB$IBMMFOHFJO(JGV 1BSNP4FOTFͱ֗า͖ͷ༥߹ ˞ΞʔόϯσʔλνϟϨϯδؔ࿈Πϕϯτ ʷ

6SCBO%BUB$IBMMFOHFJO(JGV 1BSNP4FOTF ʢύϧϞηϯεʣ ֗า͖Λͯ͠ɺ஍ҬͷҐஔ৘ใ ෇͖ͷࣸਅΛ؆୯ʹऩूͰ͖Δ πʔϧɻࣸਅΛࡱӨͨ͠஍఺ʹ ͍ͭͯৄࡉ৘ใΛ௥Ճ͢Δ͜ͱ ΋Ͱ͖ɺ+40/ɾ,.-ͳͲΤΫ εϙʔτ͢Δ͜ͱ΋Մೳɻ ಸྑઌ୺Պֶٕज़େֶӃେֶ
ʢ/"*45ʣͷֶੜ͕։ൃɻ

6SCBO%BUB$IBMMFOHFJO(JGV ʮ1BSNP4FOTFͰ֗า͖ σʔλΛूΊΔྺ࢙ࢄาʯ ʢ౔ʣʙ ಸྑઌ୺Պֶٕज़େֶӃେֶ ϢϏΩλείϯϐϡʔςΟϯάݚڀࣨ ੜۨࢢ؍ޫϘϥϯςΟΞΨΠυͷձͷօ͞Μ 1BSNP4FOTFΛ࢖͍ͳ͕Βɺੜۨࢢ؍ޫϘϥϯςΟΞΨΠυͷձͷօ͞Μʹɺ̎ͭͷ ίʔεΛҊ಺͍͖ͯͨͩ͠·ͨ͠ɻ஍ݩͰ͋Γͳ͕Β΋஌Βͳ͍͜ͱ͕୔ࢁʂ

6SCBO%BUB$IBMMFOHFJO(JGV ʮੜۨͷྺ࢙ͱࠓΛσδλϧΞʔΧΠϒ͠Α͏ʯ ʢ4BUʣʙ /10๏ਓ ҏೳࣾத ੢ྛ ௚࠸ ࢯ ूΊͨҐஔ৘ใ෇͖ͷࣸਅΛɺ1BSNP4FOTFͷ؅ཧը໘͔Βฤूɻࣸਅʹ͍ͭͯͷίϝϯτΛॆ࣮͞ ͤͨΓɺؔ܎͢Δ8FCϖʔδͷ63-Λొ࿥ͨ͠Γͯ͠ɺσʔλͷ੔ཧΛߦͳ͍·ͨ͠ɻ੔ཧͨ͠
σʔλ͸ɺ1BSNP4FOTFͷ؅ཧը໘͔Β,.-ܗࣜͰΤΫεϙʔτɻ$FTJVNʹಡΈࠐ·ͤͯ׬੒Ͱ͢ɻ IUUQDFTJVNDPEFJLPNBPSH

6SCBO%BUB$IBMMFOHFJO(JGV

6SCBO%BUB$IBMMFOHFJO(JGV ੟஍ʲ͍ͤͪʳ ອը΍ΞχϝͳͲͷ࡞඼ʹ͓͍ͯ ෺ޠͷ෣୆΍Ϟσϧʹͳͬͨ৔ॴ

6SCBO%BUB$IBMMFOHFJO(JGV δϞτʹ੟஍͕͋ͬͨΒͳ͊ɻ

6SCBO%BUB$IBMMFOHFJO(JGV ϖϯΪϯɾϋΠ΢ΣΠ

6SCBO%BUB$IBMMFOHFJO(JGV :VVLP :PTIJEBʢ$PEFGPS*LPNB $(0ʣ

6SCBO%BUB$IBMMFOHFJO(JGV ੜ͕ۨ෣୆Β͍͠ɻ ຊਓ͸ͦΜͳ͜ͱҰݴ΋ݴͬͯͳ͍͚ΕͲ

6SCBO%BUB$IBMMFOHFJO(JGV ࠔͬͨɻ

6SCBO%BUB$IBMMFOHFJO(JGV ͔͠͠ͳ͕Βɺ੝Γ্͍͛ͨ ͱ͍͏δϞτຽଟ਺ɻ :VVLP:PTIJEBʢ$PEFGPS*LPNB$(0ʣ

6SCBO%BUB$IBMMFOHFJO(JGV ੜۨΞχϝ੟஍Խܭը ಗ໊ͷஂମ໊Ͱ࢝ಈɻ

6SCBO%BUB$IBMMFOHFJO(JGV ذෞʹ͸੟஍͕ͨ͘͞Μ وॏͳ஍ҬࢿݯͰ͢Ͷɻ 5SBWFMKQ IUUQTXXXUSBWFMDPKQHVJEFNBUPNF

6SCBO%BUB$IBMMFOHFJO(JGV ͓·͚

6SCBO%BUB$IBMMFOHFJO(JGV ؾ৅σʔλͰ஍ҬΛ͋ͦͼͭ͘͢

6SCBO%BUB$IBMMFOHFJO(JGV ௨ৗͷؾ৅σʔλͷ׆༻͸͜Μͳײ͡

6SCBO%BUB$IBMMFOHFJO(JGV εϚʔτϑΥϯΞϓϦͰͷ׆༻ :BIPPʂఱؾ UFOLJKQ $MFBS%BZ

6SCBO%BUB$IBMMFOHFJO(JGV ؾ৅*P5ηϯαʔͷ׆༻ • ྫɿOFUBUNPʢωλτϞɿ԰಺֎ؾ৅ηϯαʔʣ ԰಺؍ଌ ԰֎؍ଌ ෩଎ܭ Ӎྔܭ ΞϓϦ

6SCBO%BUB$IBMMFOHFJO(JGV ·͊ී௨Ͱ͢ΑͶɻ

6SCBO%BUB$IBMMFOHFJO(JGV ʮ͋ͦͼͭ͘͢ʯͨΊʹ͸ σʔλΛͨͩݟΔɾදࣔ͢Δ͚ͩͰ͸͍͚ͳ͍ ͱ͍͏ࢹ఺ɻ

6SCBO%BUB$IBMMFOHFJO(JGV ؾ৅σʔλ͸ɺߦಈม༰Λىͤ͜͞Δ ͜ͱ͕Ͱ͖ΔཁૉͰ͋Δɻ

6SCBO%BUB$IBMMFOHFJO(JGV ෼͔Γ΍͍͢ྫɿӍ߱ΓΫʔϙϯ

6SCBO%BUB$IBMMFOHFJO(JGV ෼͔Γ΍͍͢ྫɿॵ͞Ϋʔϙϯ ೔ܦͷࢴ໘ΑΓ IUUQTNFTTFOJLLFJDPKQKTOFXTIUNM ָఱࢢ৔ IUUQTFWFOUSBLVUFODPKQHFOSFTVNNFSDBNQBJHO

6SCBO%BUB$IBMMFOHFJO(JGV ϙέϞϯ(0ͷ͓࿩

6SCBO%BUB$IBMMFOHFJO(JGV */(3&44ʢΠϯάϨεʣͬͯ஌ͬͯ·͔͢ʁ ͦͷલʹ

6SCBO%BUB$IBMMFOHFJO(JGV ͲͪΒ΋ɺ/*"/5*$ʢφΠΞϯςΟοΫʣ ͱ͍͏ձࣾ͞Μ͕΍͍ͬͯ·͢ɻ

6SCBO%BUB$IBMMFOHFJO(JGV ݱ࣮ੈքΛ෣୆ʹ ΤϯϥΠςϯυʢ྘ʣͱ Ϩδελϯεʢ੨ʣʹ ෼͔Εͯߦ͏ɺҐஔ৘ใ Λ࢖ͬͨਞऔΓήʔϜ ແྉɻ */(3&44ΑΓ

6SCBO%BUB$IBMMFOHFJO(JGV ϙʔλϧͱݺ͹Ε ΔϙΠϯτ͸ɺਓ ͕ू·Δͱ͜Ζ΍ɺ ϞχϡϝϯτͳͲ ʹઃఆ͞Ε͍ͯΔɻ ʢϓϨʔϠʔ͔Β ΋ਃ੥Մೳʣ */(3&44ΑΓ

6SCBO%BUB$IBMMFOHFJO(JGV */(3&44ͷਅҙͱ͸

6SCBO%BUB$IBMMFOHFJO(JGV 大規模社会実験である

6SCBO%BUB$IBMMFOHFJO(JGV ਞऔΓήʔϜͷϞνϕʔ γϣϯͰਓͷಈ͖͕Ͳ͏ มΘΔ͔ ΠϯάϨεͬͯ ͷ͕͋ͬͯͶ ΁͐ɺ͓΋Ζ ͦ͏΍Μʂ ͳΜ͔૿͑ ͯΔͬʂ
ॳظϑΣʔζ ಛఆاۀͷϙʔλϧ૿Ͱ ਓͷճ༡ʹมԽ͸͋Δ͔

6SCBO%BUB$IBMMFOHFJO(JGV */(3&44͕ϕʔεͱͳͬͯɺ ϙέϞϯ(0͕ग़དྷ্͕ͬͨ

6SCBO%BUB$IBMMFOHFJO(JGV */(3&44ͷϙʔλϧ ϙέϞϯ(0ͷ ϙέετοϓ

6SCBO%BUB$IBMMFOHFJO(JGV ϙέϞϯूΊͷϞνϕʔ γϣϯͰਓͷಈ͖͕Ͳ͏ มΘΔ͔ ϙέϞϯ(0ʂ ΍ͬͯΔʁʁ ͦΜͳΜͰ͖ ͨΜͩʂ΍Δ ΍Δʔɻ ϚΫυߦͬ͘ʂ
ಛఆاۀͷళฮΛϙέε τοϓʹ͢Δ͜ͱͰɺਓͷ ߦಈʹมԽΛى͜͢

6SCBO%BUB$IBMMFOHFJO(JGV ヤツらの手口は一緒だ。

6SCBO%BUB$IBMMFOHFJO(JGV あれ…ちょっと違うかも。

6SCBO%BUB$IBMMFOHFJO(JGV ఱؾ࿈ಈػೳɾ࣮૷ʂ ఱؾঢ়گʹΑͬͯಛఆͷ ϙέϞϯ͕ग़ݱ͠΍͘͢ͳͬͨ ΓɺότϧͰڧ͘ͳͬͨΓ͢Δ "11#"/, IUUQXXXBQQCBOLOFUJQIPOFBQQMJDBUJPOQIQ

6SCBO%BUB$IBMMFOHFJO(JGV ఱؾؔ܎ػೳɾଓʑʂ ఱؾʹΑΔਓʑͷߦಈม༰ͱ ͷ૬͕ؔ໌Β͔ͩͱ͍͏ূڌɻ ߈ུ·ͱΊ଎ใ IUUQQPLFNPOHP TPLVDPNLPVTIJLJVQEBUF&""&&&##&""&#$&"'QPTU

6SCBO%BUB$IBMMFOHFJO(JGV ؾ৅σʔλ͸ɺ༷ʑͳੈքͱ࿈ಈͯ͠ ʮࣗવͷม਺ʯͱͯ͠෇ՃՁ஋Λఏڙ͢Δ "3ੈք 4/4ͷੈք ݱ࣮ੈք

6SCBO%BUB$IBMMFOHFJO(JGV ೔ܦ৽ฉ IUUQTXXXOJLLFJDPNBSUJDMF%(9.;0:"$$$

6SCBO%BUB$IBMMFOHFJO(JGV ͍͔ͳΔఱؾͷ࣌΋ɺ͗;Λ͋ͦͼͭͦ͘͏ɻ

6SCBO%BUB$IBMMFOHFJO(JGV ɾ଍Γͳ͍σʔλ͸ूΊͯ׆༻ɻ σʔλूΊͦͷ΋ͷ΋ָ͠΋͏ɻ ɾมԽ͢ΔσʔλΛ׆༻͢Δ͜ͱͰɺ࡞Δਓ΋ ࢖͏ਓ΋มԽΛָ͠ΊΔ؀ڥΛͭ͘Ζ͏ɻ ·ͱΊ

6SCBO%BUB$IBMMFOHFJO(JGV ͋Γ͕ͱ͏͍͟͝·ͨ͠ʂ

身近なデータを活用して、ジモトで遊ぼう！

身近なデータを活用して、ジモトで遊ぼう！

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