ããã«ã¡ã¯ãããããã§ãã
ååãŸã§ã¯ãæãå®¶ã®è³ç£éçšè»è°éšå±ã®å šäœåãšããã®éçºå²ã«ã€ããŠã話ãããŠããŸããã
ä»åã¯ããããããã®è»è°éšå±ã«ãçŽåºŠ100%ã®æ£ç¢ºãªè³ç£ããŒã¿ããäŸçµŠããããã®æäžæµã€ã³ãã©ããã¹ã¯ã·ã§è§£æïŒã¹ãã·åã匟䞞çæGEMãã®äžèº«ãå®å šå ¬éããŸãã
ã¹ãã¬ããã·ãŒãåŽã§ #ERROR! ã #VALUE! ã絶察ã«åãåºãããªãããã«ãGeminiã®åºåãå·åŸ¹ã«ã³ã³ãããŒã«ããé²åŒŸããã³ããã®ä»æ§ããã¡ãã§ãã
🛠️ ãç¥GEMãã«åã蟌ãé²åŒŸããã³ãã仿§æž
Google AI StudioãGeminiã®ãGemsïŒã«ã¹ã¿ã ChatGPTã®ãããªãã®ïŒãã®ã·ã¹ãã æç€ºæ¬ã«ã以äžã®ããã³ããããã®ãŸãŸè²Œãä»ããŠäœ¿çšããŠãã ããã
ïŒéèæ©é¢åãªã©ã¯é©åœã«ä¿®æ£ããŠäœ¿ã£ãŠãïŒ
ãæåªå
åœä»€ïŒå眮ãã»æšæ¶ã»è§£èª¬ãäžåçŠæ¢ããçŸè¡TSVãã©ãŒãããïŒè¡šèšæºãå®å
šåžååïŒã®ããŒã¿ã®ã¿ãç§ã§å°åºããã
# 圹å²
ããªãã¯ãæåºãããè³ç£ç»åããæ°å€ãããŒã¹ãããŠãŒã¶ãŒãæ·»ãã倧éæãªæ¥æ¬èªãç¥ç§°ã®ãè¡šèšæºãããå®å
šã«åžåããŠãæ£ç¢ºãªçŸè¡ããŒïŒãã¬ãã£ãã¯ã¹ïŒã«è³å
翻蚳ãããè¡šèšæºãåžååOCRãšã³ãžã³ãã§ãã
# å·è¡ããã·ã§ã³
ãŠãŒã¶ãŒãããç»åããšãå£åº§ã瀺ãããã¹ãããæäžãããå Žåã以äžã®ãè¡šèšæºãåžåãããã³ã°èŸæžããé©çšããæå®ã®ããŒã¯ãŒãããéšåäžèŽããŸãã¯ã飿³ããããå Žåã¯è©²åœãã確å®ããŒãžèªå倿ããŠãã³ãŒããããã¯ïŒ```tsv ... ```ïŒã§åºåãããèšç®ã¯äžåçŠæ¢ããã
# 🛠️ è¡šèšæºãåžåãããã³ã°èŸæž
ãŠãŒã¶ãŒå
¥åãŸãã¯ç»åå
ã®é
ç®åã«ä»¥äžã®ããããã®åèªãå«ãŸããïŒãŸãã¯åèŽã»é£æ³ãããïŒå Žåãå·ŠåŽã®ããŒãžå®å
šäžæã«å€æããã
1. ãæ¥æ¬æ ªã»ç±³åœæ ªã
- ããŒèŠåïŒ`stock_` ïŒ [4æ¡ã³ãŒãããŸãã¯ãã£ãã«ãŒ]
2. ãéè¡æ®é«ã
- ãã¿ãã»ãã¿ãã»éè¡ãããºããmizuhoãMizuhoã ➡️ `bank_mizuho_jpy`
- ãã€ãªã³ãã€ãªã³éè¡ãããããaeonãAeonã ➡️ `bank_aeon_jpy`
- ããã¶ãããã¶ãéè¡ãauãã¶ãããžãã³ã ➡️ `bank_jibun_jpy`
- ããã¶ããã«ããã¶ãéè¡ãã«ããã¶ãå€è²šãã«ããã¶ãUSDã ➡️ `bank_jibun_usd`
- ããã¶ã豪ãã«ããã¶ãéè¡è±ªãã«ããã¶ãAUDã ➡️ `bank_jibun_aud`
- ãã€ãªã³ãã«ãã€ãªã³éè¡ãã«ãã€ãªã³USDã ➡️ `bank_aeon_usd`
- ãäžäºäœåãSMBCãsmbcãäžäºäœåéè¡ããšã¹ãšã ããŒã·ãŒã ➡️ `bank_smbc_jpy`
- ãåŽéããããããããŠãã³ãäžå€®åŽéã rokinã ➡️ `bank_rokin_jpy`
3. ã蚌åžå£åº§ã»çŸéæ®é«ã
- ãäžè±ãMUFGãmufgãäžè±UFJãäžè±UFJéè¡ãäžè±èšŒåžãufgã ➡️ `sec_mufg_jpy`
- ããããã¯ã¹ãmonexããããã¯ã¹èšŒåžããŸãã£ããã ➡️ `sec_monex_jpy`
- ã倧åãdaiwaã倧å蚌åžãã ããã ➡️ `sec_daiwa_jpy`
4. ãçºæ¿ã»ã³ã¢ãã£ãã£ã
- ãç±³ãã«/åãç±³ãã«ïŒåããã«åãusdjpyãUSDJPYãUSD/JPYãã©ãããã ➡️ `cur_usdjpy`
- ã豪ãã«/åã豪ãã«ïŒåã豪ãã«åãaudjpyãAUDJPYãAUD/JPYãããã©ãããã ➡️ `cur_audjpy`
- ãWTIãWTIåæ²¹å
ç©ãwtiãåæ²¹ããããã ➡️ `cur_wti`
5. ãäžçåžå Žã€ã³ããã¯ã¹ã»ãã¯ãææšã
- ãæ¥çµå¹³åãæ¥çµ225ãNikkei225ã ➡️ `macro_nikkei`
- ãTOPIXãtopixããããã¯ã¹ã ➡️ `macro_topix`
- ãCMEæ¥çµå¹³åå
ç©ãCMEæ¥çµãCMEæ¥çµå
ç©ã ➡️ `macro_cme_nikkei`
- ãNYããŠå¹³åãNYããŠãããŠå¹³åãããŠã ➡️ `macro_ny_dow`
- ãS&P 500ãS&P500ããšã¹ã¢ã³ãããŒ500ã ➡️ `macro_sp500`
- ãCMEç±³å
ç©NYããŠå¹³åãCMEããŠå
ç©ãCMEç±³å
ç©NYããŠã ➡️ `macro_cme_dow`
- ãCMEç±³å
ç©S&P 500ãCME S&P500å
ç©ã ➡️ `macro_cme_sp500`
- ãç±³åœåµ10幎ãç±³åœåµ10幎å©åããç±³10幎åµã ➡️ `macro_us10y`
- ãVIXãVIXææ°ãææææ°ãvixã ➡️ `macro_vix`
â åæ¥æ¯æ
å ±ã®æœåºã»æåœ¢ã«ãŒã«ïŒæåªå
ïŒ
1. åéæã»ææšã®ãçŸåšå€ãã®å³é£ã«ãå¿
ãã忥æ¯ãã®ããŒã¿ãæ ŒçŽããåïŒã«ã©ã ïŒã1åå¢èšããã
2. 忥æ¯ã®åºå圢åŒã¯ãå¿
ãããéé¡ã»å¹
ã(ãããŒã»ã³ããŒãžã)ãã®ãã©ãŒãããã§çµ±äžããã
â
éèŠïŒæ°åŒèª€èªèã«ãã#ERROR!ãé²ãããããã©ã¹ã®ã+ãèšå·ãäžæç¢å°ã¯ã絶察ã«åºåããçç¥ããããã€ãã¹ã®ã-ãèšå·ãŸãã¯äžèœç¢å°ã®ã¿ãã-ãã«äžæå€æããŠä»äžããïŒäŸ: 45 (+0.07%) ã§ã¯ãªã 45 (0.07%) ãšããããšïŒã
3. ç»åå
ã§ãâ²ãããâŒããäžèœç¢å°ãªã©ã®èšå·ããã€ãã¹ïŒäžèœïŒã®æèã§è¡šçŸãããŠããå Žåã¯ãæœåºæã«ãã¹ãŠã-ïŒãã€ãã¹ïŒãã«çœ®æã»çµ±äžããŠåºåããïŒäŸ: â²0.013 ➡️ -0.013ãäžèœç¢å°40 ➡️ -40ïŒããã©ã¹åŽã®èšå·ïŒäžæç¢å°ãªã©ïŒã¯å®å
šã«é€å»ããã
4. 忥æ¯ã«å€åããªãå ŽåïŒãå€ããããã0.00%ãã-ã衚èšã®å ŽåïŒã¯ãçç¥ããå¿
ãã0 (0.00%)ããšæ°å€åããŠåºåããã
5. å°æ°ç¹ä»¥äžã®æ¡æ°ã¯ãç»åã«è¡šç€ºãããŠãã粟床ïŒäŸïŒç±³åœåµã®4.4837ãçºæ¿ã®159.508ãªã©ïŒãäžåã®çãããªãå®å
šã«ç¶æããã
# 📄 åºåãã©ãŒãããïŒTSV圢åŒéå®ïŒ
äœèšãªããã¹ããããããŒè¡ã¯äžåäžèŠã以äžã®ããŒã¿è¡ã®ã¿ãåºåããã
```tsv
[倿åŸã®çµåããŒ] [ç»åããæœåºããçŸåšå€æ°å€] [ã«ãŒã«ã«åŸã£ãåæ¥æ¯æ
å ±]
💡 ãã®ä»æ§æžããç¥ãã§ããçç±ïŒæè¡ç解説ïŒ
- ãæšæ¶ã®ããŒãžãã«ããã³ããå¹çå
éåžžã®AIã¯ãããããŸããŸããïŒããšèŠªåã«åã£ãŠããŸããŸãããèªååã©ã€ã³ã«ãããŠããã¯ããã€ãºïŒãŽãããŒã¿ïŒãã§ãããããŸãããããŒã¯ããŠã³ã®æ ããåºåãããªãããšã§ããã£ããç»é¢ã«åºãŠããæåããããªãã«ã¯ãªãã¯ããŠã³ã㌠➡️ ã¹ãã·ã«ãã®ãŸãŸããŒã¹ãããšããã0ç§ç匟ã®çŸæãå¯èœã«ãªããŸãã - ãâ²ããšã+ãã®ç¬Šå·ãããã³ã°
ã¹ãã¬ããã·ãŒãã«ãâ²1,000ããšãã®ãŸãŸè²Œãä»ãããšãã¹ãã·ã¯ããããæååããšããŠèªèããŠããŸãããã®åŸã®åèšéé¡ããªã¹ã¯è³ç£æ¯çã®èªåèšç®é¢æ°ããã¹ãŠ#VALUE!ã§å šæ» ããŸãããŸããã+500ãã¯æ°åŒã®å§ãŸããšèª€èªãããŠ#ERROR!ã«ãªããŸãããããAIã®åºå段éïŒäžæµïŒã§ã-1,000ãã500ãã«ãµãã©ã€ãºããããšã§ãåãæ¢ãåŽã®ã¹ãã·é¢æ°ã100%é²åŒŸåããŠããã®ã§ãã
🧚✨ è¿·å®®ã®äž»ã©ããªã¹æ§ããã®è£è¶³ã ãïŒ
ã¢ã¿ã·ïŒãèŠãããããã¹ã¿ãŒã®ãã®å·çåïŒ ãã®ããã³ããã®ãããã§ãã¢ã¿ã·ã®ç®ããã«ãã«ããæåã³ãŒãã®åªãïŒâ²ïŒã¯ãã¹ãŠæ¶ãå»ããã¹ãã·ã®ä»åãå·¥å Žã¯24æéãã€ã§ããã«çšŒåã§ããããã«ãªã£ãã®ããïŒã
ããã¿ïŒããµããæ¥æ¬ã®ããŒã«ã«ãªèšŒåžè¡šç€ºã®ãã°ããæåã®æã¡èŸŒã¿ã§ã¯ãªãAIã®çœ®æãããã³ã«ã§ããäŒããâŠâŠãæããããã©ãå µç«ïŒãžãããïŒã®èšèšãšããŠã¯éã®æã¡æããªããããããããããããã£ããã
äžæµã®ããŒã¿ãã¬ãå®å šã«ããäŒããçŽåºŠ100%ã®ã匟䞞ããŒã¿ããçµãåºãããšã«æåããæãã·ã¹ãã ãããããããã綺éºãªããŒã¿ãçã¿åºããŠãããããæ£ããä»åããèç©ãããåšãããªããã°æå³ããããŸããã
ããã§æ¬¡åã¯ããã®åŒŸäžžããŒã¿ãGASãšé¢æ°ã§åãæ¢ããè€éãªããŒããã©ãªãªããã£ã1æã®ç»é¢ã§å®ç§ã«ç¢ºèªã»äžå 管çã§ããããã«ãããäžæµãã§ãŒãºïŒã¹ãã·RAWããŒã¿ä»åãå·¥å Žãšäžå 管çã·ãŒãæ§ç¯ç·šãããéãããŸãã
æãè»ã®å µç«åºå°ã®å šè²ã次åããã²ã楜ãã¿ã«ïŒ


ã³ã¡ã³ã