ããŒã¿ããžã¥ã¢ã©ã€ãŒãŒã·ã§ã³ã«ãããã€ã³ã¿ã©ã¯ãã£ããã£ãŒãã®åãæ¢æ±ãäžçã«é¿ã广çãªããžã¥ã¢ã©ã€ãŒãŒã·ã§ã³ãäœæããããã®ãã¹ããã©ã¯ãã£ã¹ãããŒã«ãäºäŸãåŠã³ãŸãã
ããŒã¿ããžã¥ã¢ã©ã€ãŒãŒã·ã§ã³ïŒäžçã«ã€ã³ãã¯ããäžããã€ã³ã¿ã©ã¯ãã£ããã£ãŒãè¡
仿¥ã®ããŒã¿é§ååã®äžçã§ã¯ãè€éãªæ å ±ã广çã«çè§£ãäŒéããèœåããããŸã§ä»¥äžã«éèŠã«ãªã£ãŠããŸããããŒã¿ããžã¥ã¢ã©ã€ãŒãŒã·ã§ã³ãç¹ã«ã€ã³ã¿ã©ã¯ãã£ããã£ãŒãã¯ãçããŒã¿ãå®çšçãªã€ã³ãµã€ãã«å€æããããã®åŒ·åãªããŒã«ãšããŠç»å ŽããŸããããã®å æ¬çãªã¬ã€ãã§ã¯ãã€ã³ã¿ã©ã¯ãã£ããã£ãŒãã®äžçãæ·±ãæãäžãããã®å©ç¹ããã¹ããã©ã¯ãã£ã¹ããããŠæ§ã ãªæ¥çãã°ããŒãã«ãªæèã§ã®å®è·µçãªå¿çšãæ¢ããŸãã
ãªãã€ã³ã¿ã©ã¯ãã£ããã£ãŒããéèŠãªã®ã
ã€ã³ã¿ã©ã¯ãã£ããã£ãŒãã¯ãéçãªããŒã¿è¡šçŸãè¶ ãããŠãŒã¶ãŒãããŒã¿ãæ¢çŽ¢ãåæããããæ·±ãçè§£ãåŸãããšãå¯èœã«ããŸããèŠèŽè ã¯ããŒã¿ãæäœããé¢å¿ã®ããç¹å®ã®é åãæ¡å€§è¡šç€ºããæšæºçãªãã£ãŒãã§ã¯èŠéããããããããªãé ãããã¿ãŒã³ãçºèŠããããšãã§ããŸãããã®ã€ã³ã¿ã©ã¯ãã£ãæ§ã¯ãããŒã¿ã»ããã倿§ãªå°åãæåãèšèªãå å«ããããšãå€ãã°ããŒãã«ãªæèã«ãããŠç¹ã«äŸ¡å€ããããŸãã
ã€ã³ã¿ã©ã¯ãã£ããã£ãŒãã®äž»ãªå©ç¹ïŒ
- ããŒã¿æ¢çŽ¢ã®åŒ·åïŒ ãŠãŒã¶ãŒã¯ããŒã¿ããã£ã«ã¿ãªã³ã°ããœãŒããããªã«ããŠã³ããŠãç¹å®ã®ãã¬ã³ããé¢ä¿æ§ãçºèŠã§ããŸãã
- ãŠãŒã¶ãŒãšã³ã²ãŒãžã¡ã³ãã®åäžïŒ ã€ã³ã¿ã©ã¯ãã£ããªèŠçŽ ã¯èŽè¡ãé äºããããŒã¿ãããã¢ã¯ã»ã¹ããããé åçãªãã®ã«ããŸãã
- ã³ãã¥ãã±ãŒã·ã§ã³ã®æ¹åïŒ è€éãªæ å ±ãç°¡çŽ åãããæè¡çãªèæ¯ã«é¢ä¿ãªããããåºãèŽè¡ã«ã€ã³ãµã€ããäŒãããããªããŸãã
- ã¢ã¯ã»ã·ããªãã£ã®åäžïŒ ã€ã³ã¿ã©ã¯ãã£ãæ©èœã«ã¯ãäžçäžã®å€æ§ãªãŠãŒã¶ãŒã«å¯Ÿå¿ããããã®ã¢ã¯ã»ã·ããªãã£ãªãã·ã§ã³ïŒäŸïŒã¹ã¯ãªãŒã³ãªãŒããŒå¯Ÿå¿ïŒãå«ããããšãã§ããŸãã
- ãªã¢ã«ã¿ã€ã ã®ããŒã¿æŽæ°ïŒ å€ãã®ã€ã³ã¿ã©ã¯ãã£ããã£ãŒãã¯åçã«æŽæ°ãããããã«èšèšãããŠãããææ°ã®å©çšå¯èœãªæ å ±ãåæ ããŸãã
广çãªã€ã³ã¿ã©ã¯ãã£ããã£ãŒããèšèšããããã®ãã¹ããã©ã¯ãã£ã¹
广çãªã€ã³ã¿ã©ã¯ãã£ããã£ãŒããäœæããã«ã¯ãæ éãªèšç»ãšå®è¡ãå¿ èŠã§ãã以äžã«èæ ®ãã¹ããã¹ããã©ã¯ãã£ã¹ãããã€ã玹ä»ããŸãã
1. 察象è ãšç®çãå®çŸ©ãã
èšèšãå§ããåã«ã誰ããã£ãŒãã䜿ããäœãåŠã¶å¿ èŠãããã®ããæ±ºå®ããŸãã圌ãã®ããŒã¿ãªãã©ã·ãŒã®ã¬ãã«ãç®æšããããŠãã£ãŒããé²èЧããæèãèæ ®ããŠãã ãããäŸãã°ãéèã¢ããªã¹ãåãã«èšèšããããã£ãŒãã¯ãå°çèŠæš¡ã®æ°åå€åããŒã¿ã«é¢å¿ã®ããäžè¬ã®èŽè¡åãã«äœæããããã®ãšã¯ç°ãªãã§ãããã察象è ãçè§£ããããšã§ã圌ãã®ç¹å®ã®ããŒãºã«åãããŠãã¶ã€ã³ã調æŽããããšãã§ããŸãã
2. é©åãªãã£ãŒãã¿ã€ããéžæãã
ããŒã¿ãæ£ç¢ºã«è¡šçŸããããã«ã¯ãé©åãªãã£ãŒãã¿ã€ãã®éžæãäžå¯æ¬ ã§ããæ±ã£ãŠããããŒã¿ã®çš®é¡ãšã匷調ãããã€ã³ãµã€ããèæ ®ããŠãã ããã以äžã¯ãäžè¬çãªã€ã³ã¿ã©ã¯ãã£ããã£ãŒãã®çš®é¡ãšãã®å žåçãªçšéã§ãã
- æãç·ã°ã©ãïŒ æéã®çµéã«äŒŽããã¬ã³ãã瀺ãã®ã«æé©ã§ãïŒäŸïŒæ ªäŸ¡ããŠã§ããµã€ãã®ãã©ãã£ãã¯ïŒã
- æ£ã°ã©ãïŒ ã«ããŽãªããŒã¿ãæ¯èŒããã®ã«å¹æçã§ãïŒäŸïŒå°åå¥ã®å£²äžã補åã®äººæ°åºŠïŒã
- åã°ã©ãïŒäœ¿çšã¯æ éã«ïŒïŒ å²åã瀺ãã®ã«åœ¹ç«ã¡ãŸãïŒäŸïŒåžå Žã·ã§ã¢ïŒãç¹ã«ã«ããŽãªãå€ãå Žåãåã°ã©ãã®éçã«æ³šæããŠãã ãããä»£æ¿æ¡ãæ€èšããŸãããã
- æ£åžå³ïŒ 2ã€ã®å€æ°éã®é¢ä¿ã瀺ãã®ã«çæ³çã§ãïŒäŸïŒããŒã±ãã£ã³ã°è²»çšãšå£²äžã®çžé¢ïŒã
- å°å³ïŒ å°çããŒã¿ãå¯èŠåããã®ã«æé©ã§ãïŒäŸïŒäººå£å¯åºŠãç æ°ã®çºçç¶æ³ïŒãã€ã³ã¿ã©ã¯ãã£ããããã¯ãã°ããŒãã«ãªæ å ±ãæç€ºããéã«éåžžã«åŒ·åã§ãã
- ããŒããããïŒ ç°ãªãã«ããŽãªã«ãããçŸè±¡ã®å€§ããã衚çŸããã®ã«åªããŠããŸãïŒäŸïŒç°ãªãææ¥ãšæé垯ã®ãŠã§ããµã€ãã®ã¢ã¯ãã£ããã£ïŒã
- ããªãŒãããïŒ éå±€ããŒã¿ããã¹ããããé·æ¹åœ¢ãšããŠè¡šç€ºããŸãïŒäŸïŒè£œåã«ããŽãªãšãã®è²©å£²å®çžŸïŒã
äŸïŒ å°çæž©æåãäžçã®ç°ãªãå°åã«äžãã圱é¿ã瀺ãå Žåãç¹å®ã®ææšïŒäŸïŒæ°æž©äžæãæµ·é¢äžæïŒã®æç³»åæãç·ã°ã©ããéããã€ã³ã¿ã©ã¯ãã£ãããããéåžžã«å¹æçã§ããããã«ããããŠãŒã¶ãŒã¯å šäœçãªåŸåãšå°åããšã®å€åãåæã«èŠãããšãã§ããŸãã
3. ã·ã³ãã«ã§ã¯ãªãŒã³ã«ä¿ã€
ããŒã¿ããæ³šæããããå¯èœæ§ã®ããæ£ããããäžèŠãªèŠçŽ ãé¿ããŠãã ãããéãããæ°ã®è²ãšèŠèŠçãªæãããã§ãæç¢ºã§ç°¡æœãªãã¶ã€ã³ã䜿çšããŠãã ããããã£ãŒããäžç®ã§èªã¿ããããçè§£ããããããšã確èªããŠãã ãããã·ã³ãã«ãã¯ãç¹ã«å€æ§ãªèŠèŠç奜ã¿ãæã€åœéçãªèŽè¡ã«ããŒã¿ãæç€ºããéã«éèŠã§ãã
4. 广çãªã€ã³ã¿ã©ã¯ãã£ãæ§ã䜿çšãã
ã€ã³ã¿ã©ã¯ãã£ããªæ©èœã掻çšããŠããŠãŒã¶ãŒãšã¯ã¹ããªãšã³ã¹ãåäžãããŸããäžè¬çãªæ©èœã«ã¯ä»¥äžã®ãããªãã®ããããŸãã
- ããŒã«ãããïŒ ãŠãŒã¶ãŒãããŒã¿ãã€ã³ãã«ã«ãŒãœã«ãåããããšè¿œå æ å ±ã衚瀺ããŸããããã¯ãã£ãŒããæ£ããããã«æèãæäŸããäžã§éåžžã«éèŠã§ãã
- ãã£ã«ã¿ãªã³ã°ïŒ ãŠãŒã¶ãŒãã«ããŽãªãæéã«åºã¥ããŠããŒã¿ããã£ã«ã¿ãªã³ã°ã§ããããã«ããŸãã
- ãºãŒã ãšãã³ïŒ ãŠãŒã¶ãŒãé¢å¿ã®ããç¹å®ã®é åã«ãºãŒã ã€ã³ã§ããããã«ããŸãã
- ããªã«ããŠã³ïŒ ãŠãŒã¶ãŒãç°ãªã詳现ã¬ãã«ã§ããŒã¿ãæ¢çŽ¢ã§ããããã«ããŸãã
- ãœãŒãïŒ ãŠãŒã¶ãŒãããŒã¿ãããŸããŸãªæ¹æ³ã§äžŠã¹æ¿ããããããã«ããŸãã
- ã¢ãã¡ãŒã·ã§ã³ïŒ ããŒã¿ã®å€åãç§»è¡ã匷調ããããã«ãã¢ãã¡ãŒã·ã§ã³ãæ§ããã«äœ¿çšããŸãã
äŸïŒ äžçã®è²¿æããŒã¿ã瀺ããã£ãŒãã§ã¯ããã£ã«ã¿ãªã³ã°ã«ãã£ãŠãŠãŒã¶ãŒã¯ç¹å®ã®åœã補åã«ããŽãªããŸãã¯æéã«çŠç¹ãåœãŠãããšãã§ããŸããããŒã«ãããã¯ã貿æé¡ã茞åºå ¥åœãããã³é¢é£ããçµæžææšã«é¢ããè©³çŽ°ãªæ å ±ãæäŸã§ããŸãã
5. æç¢ºãªã©ãã«ãšæ³šéãæäŸãã
軞ãããŒã¿ãã€ã³ããå¡äŸã«æç¢ºã«ã©ãã«ãä»ããŸããç°¡æœã§èª¬æçãªã¿ã€ãã«ãšãµãã¿ã€ãã«ã䜿çšããŠãã ãããæ³šéã䜿çšããŠãäž»èŠãªèª¿æ»çµæã匷調ãããã远å ã®æèãæäŸãããã§ããŸãããã¹ãŠã®ããã¹ããèªã¿ãããããã£ãŒããé©åã«ã¹ã±ãŒãªã³ã°ãããŠããããšã確èªããŠãã ãããåºãçè§£ãããŠããåœéåäœãæ¥æåœ¢åŒã®äœ¿çšãæ€èšããŠãã ãããææ§ããæžããããã«åäœïŒäŸïŒUSDãEURã%ãkmïŒãæäŸããŸãã
6. é©åãªã«ã©ãŒãã¬ãããéžæãã
è²ã¯ããŒã¿ããžã¥ã¢ã©ã€ãŒãŒã·ã§ã³ã«ãããŠéèŠãªåœ¹å²ãæãããŸããèŠèŠçã«é åçã§ãã¢ã¯ã»ã¹ãããããæç€ºãããããŒã¿ã«é©ããã«ã©ãŒãã¬ããã䜿çšããŠãã ãããè²ãéžæããéã¯ãè²èŠç°åžžããã®ä»ã®èŠèŠé害ãèæ ®ããŠãã ãããè²ãå€ããããšãã£ãŒããèªã¿ã«ãããªãå¯èœæ§ãããããã䜿çšããè²ã®æ°ãå¶éããŠãã ãããåãããã·ã¥ããŒããã¬ããŒãå ã®ç°ãªããã£ãŒãéã§è²ãäžè²«ããŠäœ¿çšããŠãã ãããè²ã®æåçãªæå³åããèæ ®ããŠãã ãããèµ€ã¯äžéšã®æåã§ã¯è² ã®å€ãæå³ããä»ã®æåïŒäŸïŒäžåœã®æ ªåŒåžå ŽïŒã§ã¯æ£ã®å€ãæå³ããå ŽåããããŸããã©ãã«ãå¡äŸã§æç¢ºãªèª¬æãæäŸããŠãã ããã
7. ã¬ã¹ãã³ã·ãæ§ãšã¢ã¯ã»ã·ããªãã£ã確ä¿ãã
ã€ã³ã¿ã©ã¯ãã£ããã£ãŒããããŸããŸãªããã€ã¹ïŒãã¹ã¯ããããã¿ãã¬ãããã¹ããŒããã©ã³ïŒã§ã¬ã¹ãã³ã·ãã§ãããã¢ã¯ã»ã¹å¯èœã§ããããšã確èªããŠãã ãããã¬ã¹ãã³ã·ããã¶ã€ã³æè¡ã䜿çšããŠããã£ãŒããããŸããŸãªç»é¢ãµã€ãºã«é©å¿ããããã«ããŸããã¢ã¯ã»ã·ããªãã£ã¬ã€ãã©ã€ã³ã«åŸã£ãŠãé害ã®ãã人ã ããã£ãŒãã䜿çšã§ããããã«ããŸããããã«ã¯ãç»åã«ä»£æ¿ããã¹ããæäŸããããšãååãªè²ã®ã³ã³ãã©ã¹ãã䜿çšããããšããã£ãŒããããŒããŒãã§æäœå¯èœã§ããããšã確èªããããšãå«ãŸããŸãã
8. ãã¹ããšå埩ãè¡ã
ã€ã³ã¿ã©ã¯ãã£ããã£ãŒããå ¬éããåã«ãããŸããŸãªããã€ã¹ãšããŸããŸãªãŠãŒã¶ãŒã§åŸ¹åºçã«ãã¹ãããŠãã ããããã£ãŒãããã¯ãåéããåãåã£ããã£ãŒãããã¯ã«åºã¥ããŠãã¶ã€ã³ãå埩ããŸãããã®å埩ããã»ã¹ã«ããããã£ãŒãã察象ã®èŽè¡ã«ãšã£ãŠå¹æçã§çè§£ãããããã®ã«ãªããŸããããã©ãŒãã³ã¹ãæé©åããããã«ãç°ãªããã£ãŒããã¶ã€ã³ã®A/Bãã¹ããæ€èšããŠãã ããã
ã€ã³ã¿ã©ã¯ãã£ããã£ãŒããäœæããããã®ããŒã«ãšãã¯ãããžãŒ
ã€ã³ã¿ã©ã¯ãã£ããã£ãŒããäœæããããã«å©çšã§ããããŒã«ããã¯ãããžãŒã¯ããã€ããããŸããæé©ãªéžæã¯ãããªãã®æè¡çãªå°éç¥èãããŒã¿ã®è€éãããããŠäºç®ã«ãã£ãŠç°ãªããŸãã
1. ããŒã¿ããžã¥ã¢ã©ã€ãŒãŒã·ã§ã³ã©ã€ãã©ãªãšãã¬ãŒã ã¯ãŒã¯
- JavaScriptã©ã€ãã©ãªïŒ ãããã®ã©ã€ãã©ãªã¯ãåºç¯ãªæ©èœãšã«ã¹ã¿ãã€ãºãªãã·ã§ã³ãæäŸããŸãã人æ°ã®ããéžæè¢ã«ã¯ä»¥äžã®ãããªãã®ããããŸãã
- D3.jsïŒ ã«ã¹ã¿ã ããžã¥ã¢ã©ã€ãŒãŒã·ã§ã³ãäœæããããã®åŒ·åã§æè»ãªã©ã€ãã©ãªãJavaScriptã®æ·±ãçè§£ãå¿ èŠã§ãã
- Chart.jsïŒ äžè¬çãªãã£ãŒãã¿ã€ããäœæããããã®ã·ã³ãã«ãªã©ã€ãã©ãªãD3.jsãããåŠç¿ãšäœ¿çšãç°¡åã§ãã
- HighchartsïŒ å¹ åºããã£ãŒãã¿ã€ããšã«ã¹ã¿ãã€ãºãªãã·ã§ã³ãåããæ±çšæ§ã®é«ãã©ã€ãã©ãªãåªããããã¥ã¡ã³ããšãµããŒããæäŸããŸãã
- Plotly.jsïŒ æ§ã ãªãã£ãŒãã¿ã€ãïŒ3Dãããããå«ãïŒã®ã€ã³ã¿ã©ã¯ãã£ããªãã£ãŒããããã·ã¥ããŒãã®äœæãå¯èœã«ããç°ãªããã©ãŒããããžã®ãšã¯ã¹ããŒãããµããŒãããŸãã
- Pythonã©ã€ãã©ãªïŒ Pythonã¯ããŒã¿ããžã¥ã¢ã©ã€ãŒãŒã·ã§ã³ã®ããã®è±å¯ãªãšã³ã·ã¹ãã ãæäŸããŸãã
- MatplotlibïŒ éçããã³åºæ¬çãªã€ã³ã¿ã©ã¯ãã£ããã£ãŒããäœæããããã®åºç€ãšãªãã©ã€ãã©ãªãããå°éçãªã©ã€ãã©ãªã®åºç€ãšããŠãã䜿çšãããŸãã
- SeabornïŒ Matplotlibã®äžã«æ§ç¯ãããçµ±èšã°ã©ãã£ãã¯ã®äœæãç°¡çŽ åããŸãã
- PlotlyïŒ Plotly.jsã®Pythonçã§ãPythonå ã§ã€ã³ã¿ã©ã¯ãã£ããªãã£ãŒãäœææ©èœãæäŸããŸãã
- BokehïŒ ç¹ã«å€§èŠæš¡ãªããŒã¿ã»ããã«é©ãããã€ã³ã¿ã©ã¯ãã£ããªWebããŒã¹ã®ããžã¥ã¢ã©ã€ãŒãŒã·ã§ã³ãäœæããããã®ã©ã€ãã©ãªã
- Rã©ã€ãã©ãªïŒ Rããã°ã©ãã³ã°èšèªã¯ãçµ±èšåæãšããŒã¿ããžã¥ã¢ã©ã€ãŒãŒã·ã§ã³ã«åºã䜿çšãããŠããŸãã
- ggplot2ïŒ ã°ã©ãã£ãã¯ã¹ã®ææ³ã«åºã¥ãã匷åã§æ±çšæ§ã®é«ãã©ã€ãã©ãªã
- LeafletïŒ ã€ã³ã¿ã©ã¯ãã£ãããããäœæããããã«ç¹å¥ã«èšèšãããŠããŸãã
- plotlyïŒ Plotly.jsã®Rå®è£ ã
2. ããžãã¹ã€ã³ããªãžã§ã³ã¹ïŒBIïŒãšããŒã¿ããžã¥ã¢ã©ã€ãŒãŒã·ã§ã³ãã©ãããã©ãŒã
ãããã®ãã©ãããã©ãŒã ã¯ããŠãŒã¶ãŒãã¬ã³ããªãŒãªã€ã³ã¿ãŒãã§ãŒã¹ãšäºåã«æ§ç¯ããããã£ãŒããã³ãã¬ãŒããæäŸããã€ã³ã¿ã©ã¯ãã£ããªããã·ã¥ããŒããã¬ããŒãã®äœæã容æã«ããŸãã
- TableauïŒ ãã®äœ¿ãããããšåŒ·åãªããžã¥ã¢ã©ã€ãŒãŒã·ã§ã³æ©èœã§ç¥ãããäž»èŠãªBIãã©ãããã©ãŒã ãåºç¯ãªããŒã¿æ¥ç¶ãªãã·ã§ã³ãšã€ã³ã¿ã©ã¯ãã£ãæ©èœãæäŸããŸãã
- Power BIïŒ Microsoftã®BIãã©ãããã©ãŒã ã§ãä»ã®Microsoft補åãšçµ±åãããŠããŸããå¹ åºãããŒã¿ã³ãã¯ã¿ãšã€ã³ã¿ã©ã¯ãã£ããã£ãŒããªãã·ã§ã³ãæäŸããŸãã
- Qlik SenseïŒ ããŒã¿ãã£ã¹ã«ããªãŒãšã€ã³ã¿ã©ã¯ãã£ããªããã·ã¥ããŒãã«çŠç¹ãåœãŠããããäžã€ã®äººæ°ã®ããBIãã©ãããã©ãŒã ã
- Looker (Google Cloud)ïŒ ããŒã¿ã¢ããªã³ã°ãšã³ã©ãã¬ãŒã·ã§ã³ã«çŠç¹ãåœãŠãBIãã©ãããã©ãŒã ãGoogle CloudãµãŒãã¹ãšããçµ±åãããŸãã
3. ãªã³ã©ã€ã³ãã£ãŒããžã§ãã¬ãŒã¿ãŒ
ãããã®WebããŒã¹ã®ããŒã«ã䜿çšãããšãã³ãŒãã£ã³ã°ãªãã§ã€ã³ã¿ã©ã¯ãã£ããªãã£ãŒããäœæã§ããŸãããããã¯ãã°ãã°åçŽãªããžã¥ã¢ã©ã€ãŒãŒã·ã§ã³ã«é©ããŠããŸãã
- Google ChartsïŒ æ§ã ãªãã£ãŒãã¿ã€ããæäŸããåçãªããŒã¿æŽæ°ããµããŒãããŸãã
- ChartGoïŒ åºæ¬çãªãã£ãŒããäœæããããã®ã·ã³ãã«ã§ç¡æã®ãã£ãŒããžã§ãã¬ãŒã¿ãŒã
- InfogramïŒ ã€ã³ã¿ã©ã¯ãã£ããªã€ã³ãã©ã°ã©ãã£ãã¯ããã£ãŒããäœæããããã®ãŠãŒã¶ãŒãã¬ã³ããªãŒãªãã©ãããã©ãŒã ã
ã°ããŒãã«ãªæèã«ããã广çãªã€ã³ã¿ã©ã¯ãã£ããã£ãŒãã®äŸ
ã°ããŒãã«ãªèŽè¡ã«æ å ±ãäŒããã®ã«ç¹ã«å¹æçãªã€ã³ã¿ã©ã¯ãã£ããã£ãŒãã®äŸãããã€ãèŠãŠã¿ãŸãããã
1. äžçã®äººå£å¯åºŠããã
äžçäžã®äººå£å¯åºŠã瀺ãã€ã³ã¿ã©ã¯ãã£ããããããŠãŒã¶ãŒã¯ç¹å®ã®å°åã«ãºãŒã ã€ã³ã§ããããŒã«ãããã¯ååœãŸãã¯å°åã®äººå£ãå°ççé åã人å£çµ±èšããŒã¿ã«é¢ãã詳现ãæäŸããŸãããã£ãŒãã¯ãŸãããŠãŒã¶ãŒã幎ããšã«ãã£ã«ã¿ãªã³ã°ããŠçµæçãªäººå£å€åãèŠãããšãã§ããŸããããã«ãããç°ãªã倧éžéã®äººå£ååžã®æ¯èŒãšçè§£ã容æã«ãªããç ç©¶è ãæ¿çç«æ¡è ãäžè¬åžæ°ã«ãšã£ãŠã¢ã¯ã»ã¹ãããããªããŸãã
2. äžçã®è²¿æãããŒã«é¢ããã€ã³ã¿ã©ã¯ãã£ãããã·ã¥ããŒã
äžçã®è²¿æãããŒã衚瀺ããããã·ã¥ããŒããããã·ã¥ããŒãã«ã¯ã貿æã«ãŒãã瀺ãå°å³ãç°ãªãåœéã®è²¿æéãæ¯èŒããæ£ã°ã©ããæéçµéã«äŒŽã貿æãã¬ã³ãã瀺ãæãç·ã°ã©ããå«ãŸããŸãããŠãŒã¶ãŒã¯åœã補åã«ããŽãªãæéã§ããŒã¿ããã£ã«ã¿ãªã³ã°ã§ããŸãããã®ããã·ã¥ããŒãã¯ãäžççµæžæŽ»åã®æç¢ºãªæŠèŠãæäŸãããŠãŒã¶ãŒãç°ãªãåœãšç£æ¥ã®é¢ä¿ã調æ»ããããšãå¯èœã«ããŸããäŸïŒãŠãŒã¶ãŒã¯ãç¹å®ã®ååã«é¢ããäžåœã𿬧å·é£åéã®è²¿æãã€ããã¯ã¹ãçè§£ããããšã«çŠç¹ãåœãŠãããšãã§ããŸãã
3. å°çæž©æåããŒã¿ããžã¥ã¢ã©ã€ãŒãŒã·ã§ã³
å¹³åæ°æž©ãæµ·é¢æ°ŽäœãCO2æåºéãªã©ã®æ°åå€åããŒã¿ãå°åå¥ã«è¡šç€ºããã€ã³ã¿ã©ã¯ãã£ãããã·ã¥ããŒãããŠãŒã¶ãŒã¯ãã°ããŒãã«ã倧éžããŸãã¯å°åã¬ãã«ã§ããŒã¿ãèŠèŠåããããšãéžæã§ããç¹å®ã®åœãéœåžã«ããªã«ããŠã³ããæ©èœãåãã£ãŠããŸããæãç·ã°ã©ãã¯æéçµéã«äŒŽããã¬ã³ãã瀺ãããããããžã¥ã¢ã©ã€ãŒãŒã·ã§ã³ã¯ããŸããŸãªå°åã§ã®æ°åå€åã®åœ±é¿ã匷調ããŸãããŠãŒã¶ãŒã¯ãIPCCïŒæ°åå€åã«é¢ããæ¿åºéããã«ïŒãäžçéè¡ãªã©ã®ããŸããŸãªæ å ±æºããã®ããŒã¿ãæ¢çŽ¢ããããŸããŸãªåœãçŽé¢ããŠããæ°å課é¡ã«é¢ããå®çšçãªã€ã³ãµã€ããåŸãããšãã§ããŸãããã®ããã·ã¥ããŒãã¯ãè€éãªç§åŠããŒã¿ãäžçäžã®å€æ§ãªèŽè¡ã«ãšã£ãŠã¢ã¯ã»ã¹ããããé åçãªãã®ã«ããŸãã
4. ãªã¢ã«ã¿ã€ã çºæ¿æç®ãã£ãŒã
äž»èŠé貚ïŒäŸïŒUSDãEURãJPYãGBPãCNYïŒéã®çºæ¿ã¬ãŒãã®å€åããªã¢ã«ã¿ã€ã ã§è¡šç€ºããã€ã³ã¿ã©ã¯ãã£ããªæãç·ã°ã©ãããŠãŒã¶ãŒã¯éè²šãšæéæ ãéžæããŠçºæ¿ã¬ãŒãã®ãã¬ã³ãã远跡ã§ããŸããéèããŒã¿ã®ã©ã€ããã£ãŒããæäŸããããšã§ãäžçäžã®åœéçãªããžãã¹ãããã§ãã·ã§ãã«ãæ è¡è ãæè³å®¶ãæ¯æŽã§ããŸãã
5. äžçã®å¥åº·çµ±èšã«é¢ããã€ã³ã¿ã©ã¯ãã£ãã€ã³ãã©ã°ã©ãã£ãã¯
äžçã®å¥åº·ããŒã¿ãèŠèŠåããããã«ããŸããŸãªãã£ãŒãã¿ã€ããçµã¿åãããã€ã³ã¿ã©ã¯ãã£ãã€ã³ãã©ã°ã©ãã£ãã¯ãããã«ã¯ãåœå¥ã®å¹³å寿åœãæ¯èŒããæ£ã°ã©ããçŸç ã®æç çã瀺ãå°å³ãäºé²æ¥çš®çã®åŸåã瀺ãæãç·ã°ã©ããªã©ãå«ãŸããŸãããŠãŒã¶ãŒã¯ããŸããŸãªã»ã¯ã·ã§ã³ãšå¯Ÿè©±ããŠãããŸããŸãªå°åãçŽé¢ããŠããè€éãªå¥åº·åé¡ãçè§£ããããšãã§ããŸããããŒã¿ã¯äžçä¿å¥æ©é¢ïŒWHOïŒãä»ã®äžççãªä¿å¥æ©é¢ããäŸçµŠã§ããŸããäŸïŒãŠãŒã¶ãŒã¯åœãç æ°ã§ãã£ãŒãããã£ã«ã¿ãªã³ã°ããŠãå°åã®åŸåã調æ»ããå»çææšãæ¯èŒã§ããŸãã
ã€ã³ã¿ã©ã¯ãã£ããã£ãŒãã«ããããŒã¿ã¹ããŒãªãŒããªã³ã°
ããŒã¿ããžã¥ã¢ã©ã€ãŒãŒã·ã§ã³ã¯ãåã«ããŒã¿ãæç€ºããã ãã§ã¯ãããŸãããããã¯ç©èªãèªãããšã§ããã€ã³ã¿ã©ã¯ãã£ããã£ãŒãã¯ããŠãŒã¶ãŒãããŒã¿ãšç©æ¥µçã«é¢ãããç¬èªã®ã€ã³ãµã€ããçºèŠã§ãããããããŒã¿ã¹ããŒãªãŒããªã³ã°ã«ç¹ã«å¹æçã§ããã¹ããŒãªãŒããªã³ã°ã«ã€ã³ã¿ã©ã¯ãã£ããã£ãŒãã广çã«äœ¿çšããã«ã¯ã次ã®ããšãè¡ããŸãã
- æç¢ºãªç©èªããå§ããïŒ äŒãããäž»èŠãªã¡ãã»ãŒãžãå®çŸ©ããŸãã
- ç©èªãæ§æããïŒ ãã£ãŒããè«ççãªé åºã§æŽçããŸãã
- èŠèŠçãªæãããã䜿çšããïŒ æ³šéããã€ã©ã€ããã¢ãã¡ãŒã·ã§ã³ã§ãŠãŒã¶ãŒã®æ³šæãåŒããŸãã
- æèãæäŸããïŒ ãŠãŒã¶ãŒãããŒã¿ãçè§£ããã®ã«åœ¹ç«ã€èæ¯æ å ±ãšèª¬æãå«ããŸãã
- æ¢çŽ¢ãä¿ãïŒ ãŠãŒã¶ãŒãããŒã¿ãæ¢çŽ¢ããç¬èªã®çµè«ãå°ãåºããããã«ããŸãã
ã€ã³ã¿ã©ã¯ãã£ããã£ãŒããšæç¢ºãªç©èªãçµã¿åãããããšã§ãèŽè¡ã®å¿ã«é¿ããè¡åãä¿ã説åŸåã®ããããŒã¿ã¹ããŒãªãŒãäœæã§ããŸããããŒã¿ã¹ããŒãªãŒããªã³ã°ã¯ãäžçã®è²§å°ãæ°åå€åãç æ°ã®çºçãªã©ã®è€éãªåé¡ã«ã€ããŠããããã¥ã¢ã³ã¹ã®ããçè§£ãå¯èœã«ããŸããããã¯èŠèŽè ã«ãšã£ãŠããèšæ¶ã«æ®ããã€ã³ãã¯ãã®ããäœéšãçã¿åºããŸãã
ã°ããŒãã«ãªããŒã¿ããžã¥ã¢ã©ã€ãŒãŒã·ã§ã³ã«ããã課é¡ãšèæ ®äºé
ã€ã³ã¿ã©ã¯ãã£ããã£ãŒãã¯å€§ããªå©ç¹ãæäŸããŸãããã°ããŒãã«ãªèŽè¡åãã«ããŒã¿ãå¯èŠåããéã«ã¯èæ ®ãã¹ã課é¡ããããŸãã
- èšèªã®å£ïŒ ç°ãªãèšèªã話ã人ã ããã£ãŒãã«ã¢ã¯ã»ã¹ã§ããããã«ããŸããå€èšèªãµããŒããæäŸããããæ®éçãªèšå·ãã¢ã€ã³ã³ã䜿çšããŸãã
- æåçãªéãïŒ è²ã®å¥œã¿ãèŠèŠçãªã¹ã¿ã€ã«ãããŒã¿ã®è§£éã«ãããæåçãªéãã«æ³šæããŠãã ãããå°åã®ç¿æ £ã«åãããŠãã¶ã€ã³ã調æŽããŸãã
- ããŒã¿ãã©ã€ãã·ãŒãšã»ãã¥ãªãã£ïŒ ããŒã¿ãã©ã€ãã·ãŒèŠå¶ãéµå®ããæ©å¯ããŒã¿ã®ã»ãã¥ãªãã£ã確ä¿ããŸããããŸããŸãªåœããããŒã¿ãåéã»è¡šç€ºããããšã®åœ±é¿ãèæ ®ããŸãã
- ããŒã¿ãœãŒã¹ã®ä¿¡é Œæ§ïŒ ä¿¡é Œã§ããããŒã¿ãœãŒã¹ã䜿çšããŸããæ£ç¢ºæ§ã確ä¿ããããã«ãããŸããŸãªãœãŒã¹ããã®ããŒã¿ãçžäºæ€èšŒããŸãã
- ã¿ã€ã ãŸãŒã³ãšæ¥æåœ¢åŒïŒ ãŠãããŒãµã«ã¿ã€ã 圢åŒïŒUTCïŒã䜿çšãããããŠãŒã¶ãŒã奜ã¿ã®ã¿ã€ã ãŸãŒã³ãéžæã§ããããã«ããŸããæ®éçã«çè§£ãããæ¥æåœ¢åŒã䜿çšããŸãã
- é貚æç®ïŒ ééããŒã¿ãæç€ºããå Žåã¯ãé貚æç®ãªãã·ã§ã³ãæäŸããããUSDãEURãªã©ã®åºã䜿çšãããŠããé貚ã§ããŒã¿ãæäŸããŸãã
- ã€ã³ã¿ãŒãããã¢ã¯ã»ã¹ãšããã€ã¹ã®äœ¿çšç¶æ³ïŒ ããŸããŸãªåœã§ã®ã€ã³ã¿ãŒãããã¢ã¯ã»ã¹ãšããã€ã¹ã®äœ¿çšç¶æ³ã®ã¬ãã«ãèæ ®ããŸãããã£ãŒããããŸããŸãªããã€ã¹ãšåž¯åå¹ ã«æé©åãããŠããããšã確èªããŸããã¢ãã€ã«ãã¡ãŒã¹ãã®ãã¶ã€ã³ãæšå¥šãããæŠç¥ã§ãã
ã€ã³ã¿ã©ã¯ãã£ããã£ãŒãã®æªæ¥
ããŒã¿ããžã¥ã¢ã©ã€ãŒãŒã·ã§ã³ã®åéã¯åžžã«é²åããŠããŸããããã€ãã®æ°ããªãã¬ã³ãã«ã¯ä»¥äžã®ãããªãã®ããããŸãã
- AIæèŒã®ããŒã¿ããžã¥ã¢ã©ã€ãŒãŒã·ã§ã³ïŒ AIã¯ããã£ãŒãäœæã®èªååãããŒã¿å ã®ãã¿ãŒã³ã®ç¹å®ãã€ã³ãµã€ãã®æäŸã«äœ¿çšãããŠããŸãã
- 3Dããã³æ²¡å ¥åããžã¥ã¢ã©ã€ãŒãŒã·ã§ã³ïŒ 3Dããžã¥ã¢ã©ã€ãŒãŒã·ã§ã³ãšããŒãã£ã«ãªã¢ãªãã£ïŒVRïŒã¯ãããæ²¡å ¥åã§é åçãªããŒã¿äœéšãäœæããããã«äœ¿çšãããŠããŸãã
- æ¡åŒµçŸå®ïŒARïŒïŒ ARã«ããããŠãŒã¶ãŒã¯ããŒã¿ããžã¥ã¢ã©ã€ãŒãŒã·ã§ã³ãçŸå®äžçã«éãåãããããšãã§ããŸãã
- ããŒãœãã©ã€ãºãããããŒã¿äœéšïŒ ãŠãŒã¶ãŒã®å¥œã¿ãèå³ã«åºã¥ããŠããžã¥ã¢ã©ã€ãŒãŒã·ã§ã³ãã«ã¹ã¿ãã€ãºããããšãããäžè¬çã«ãªã£ãŠããŸãã
- ã¢ã¯ã»ã·ããªãã£ãžã®é¢å¿ã®é«ãŸãïŒ éçºè ã¯ãé害ã®ãããŠãŒã¶ãŒã«å¯Ÿå¿ããã¢ã¯ã»ã¹å¯èœãªããžã¥ã¢ã©ã€ãŒãŒã·ã§ã³ã®äœæãåªå ããŠããŸãã
æè¡ã鲿©ããã«ã€ããŠãã€ã³ã¿ã©ã¯ãã£ããã£ãŒãã¯ããæŽç·Žãããã¢ã¯ã»ã¹ãããããªãç¶ããã§ããããããŒã¿ããžã¥ã¢ã©ã€ãŒãŒã·ã§ã³ã®æªæ¥ã¯ãç§ãã¡ãã°ããŒãã«ãªèŠæš¡ã§ããŒã¿ãçè§£ãã察話ããæ¹æ³ãå€é©ãããšããµã€ãã£ã³ã°ãªå¯èœæ§ãç§ããŠããŸãã
çµè«
ã€ã³ã¿ã©ã¯ãã£ããã£ãŒãã¯ãããŒã¿ãå¯èŠåããã€ã³ãµã€ãã广çã«äŒããããã«äžå¯æ¬ ãªããŒã«ã§ãããã¹ããã©ã¯ãã£ã¹ã«åŸããé©åãªããŒã«ã䜿çšããèŽè¡ã®ããŒãºãèæ ®ããããšã§ãæ å ±ãæäŸããé¢äžãããã€ã³ã¹ãã¬ãŒã·ã§ã³ãäžããã€ã³ã¿ã©ã¯ãã£ããã£ãŒããäœæã§ããŸããã°ããŒãã«ãªèŠç¹ãæã€ããšã§ãäžçäžã®å€æ§ãªèŽè¡ã®å¿ã«é¿ãããžã¥ã¢ã©ã€ãŒãŒã·ã§ã³ãéçºã§ããŸããã€ã³ã¿ã©ã¯ãã£ãæ§ãšããŒã¿ã¹ããŒãªãŒããªã³ã°ãåãå ¥ããããšã§ãããŒã¿ã®å¯èœæ§ãæå€§éã«åŒãåºãã仿¥ã®ããŒã¿é§ååã®äžçã§æç¶çãªã€ã³ãã¯ããäžããããšãã§ããŸããããŒã¿ããžã¥ã¢ã©ã€ãŒãŒã·ã§ã³ã¯ãäžçãããæ·±ãçè§£ããããšãå¯èœã«ãããã¹ãŠã®æ¥çãšå°ççãªå Žæã§ããè¯ãæææ±ºå®ãšåé¡è§£æ±ºãä¿é²ããŸãã