ใƒกใ‚คใƒณใ‚ณใƒณใƒ†ใƒณใƒ„ใธใ‚นใ‚ญใƒƒใƒ—

ใƒ–ใƒญใƒผใƒ‰ใƒชใ‚นใƒ‹ใƒณใ‚ฐใ‚’ไฝฟใฃใฆใฟใŸ

    unokun

    ใƒ–ใƒญใƒผใƒ‰ใƒชใ‚นใƒ‹ใƒณใ‚ฐใŒใฉใฎใ‚ˆใ†ใชๆŠ€่ก“ใงๅฎŸ็พใ•ใ‚Œใฆใ„ใ‚‹ใฎใ‹่ˆˆๅ‘ณใŒใ‚ใฃใŸใฎใงใ€ไฝฟใฃใฆใฟใพใ—ใŸใ€‚

    ๆฆ‚่ฆ

    ใƒ–ใƒญใƒผใƒ‰ใƒชใ‚นใƒ‹ใƒณใ‚ฐใฏใ€AI โ€ข Objectives โ€ข InstituteใŒ่กŒใฃใฆใ„ใ‚‹Talk to the City (T3C)ใƒ—ใƒญใ‚ธใ‚งใ‚ฏใƒˆใ‚’ใƒ™ใƒผใ‚นใซใ—ใฆใ„ใพใ™ใ€‚ใ“ใฎใƒ—ใƒญใ‚ธใ‚งใ‚ฏใƒˆใ‚’ใ‚ชใƒผใƒ‰ใƒชใƒผใ‚ฟใƒณใ•ใ‚“ใŒๅฐๆนพใฎๅ•้กŒใซ้ฉ็”จใ—ใŸใจใใซไฝœใฃใŸ้€ ่ชžใฎใ‚ˆใ†ใงใ™ใ€‚

    NotebookLMใซใ‚ˆใ‚‹ใ‚ตใƒžใƒช

    ใ“ใฎ่ณ‡ๆ–™ใฏใ€Talk to the City (T3C)ใจใ„ใ†ใ‚ชใƒผใƒ—ใƒณใ‚ฝใƒผใ‚นใฎAIใƒ„ใƒผใƒซใ‚’็ดนไป‹ใ—ใฆใ„ใพใ™ใ€‚T3Cใฏใ€ๅคง่ฆๆจกใชๅธ‚ๆฐ‘ๆ„่ฆ‹ใ‚’ๅˆ†ๆžใ—ใ€ๅ€‹ใ€…ใฎๆ„่ฆ‹ใฎๅคšๆง˜ๆ€งใจใƒ‹ใƒฅใ‚ขใƒณใ‚นใ‚’็ถญๆŒใ—ใชใŒใ‚‰ใ€ๆฐ‘ไธป็š„ใชๆ„ๆ€ๆฑบๅฎšใ‚’ๅผทๅŒ–ใ™ใ‚‹ใ“ใจใ‚’็›ฎ็š„ใจใ—ใฆใ„ใพใ™ใ€‚ๅพ“ๆฅใฎไธ–่ซ–่ชฟๆŸปใ‚„ใƒ•ใ‚ฉใƒผใ‚ซใ‚นใ‚ฐใƒซใƒผใƒ—ใงใฏๅ›ฐ้›ฃใ ใฃใŸใ€ๅคง่ฆๆจกใƒ‡ใƒผใ‚ฟใ‹ใ‚‰ใฎ่ฉณ็ดฐใช่ณช็š„ๅˆ†ๆžใ‚’ๅฏ่ƒฝใซใ™ใ‚‹็‚นใŒ็‰นๅพดใงใ™ใ€‚ๅฐๆนพใ‚„ๆ—ฅๆœฌใฎ้ธๆŒ™ใ€ใ‚ขใƒกใƒชใ‚ซใฎๅŠดๅƒ็ต„ๅˆใชใฉใ€ๆง˜ใ€…ใชๅฎŸไพ‹ใ‚’้€šใ—ใฆใใฎๆœ‰ๅŠนๆ€งใŒ็คบใ•ใ‚ŒใฆใŠใ‚Šใ€AIใ‚’ๆดป็”จใ—ใŸๆฐ‘ไธปไธป็พฉใฎไฟƒ้€ฒใซ่ฒข็Œฎใ™ใ‚‹ๅฏ่ƒฝๆ€งใŒ็คบๅ”†ใ•ใ‚Œใฆใ„ใพใ™ใ€‚ ้–‹็™บใƒใƒผใƒ ใฏใ€LLMใฎ็ฒพๅบฆๅ‘ไธŠใ‚„ใƒฆใƒผใ‚ถใƒผใ‚คใƒณใ‚ฟใƒผใƒ•ใ‚งใƒผใ‚นใฎๆ”นๅ–„ใชใฉใ€ๆ›ดใชใ‚‹็ ”็ฉถ้–‹็™บใ‚’้€ฒใ‚ใฆใŠใ‚Šใ€ใ‚ชใƒผใƒ—ใƒณใ‚ฝใƒผใ‚นใงใ‚ใ‚‹ใ“ใจใ‹ใ‚‰ใ€็ ”็ฉถ่€…ใ‚ณใƒŸใƒฅใƒ‹ใƒ†ใ‚ฃใจใฎๅ”ๅƒใ‚‚ไฟƒ้€ฒใ—ใฆใ„ใพใ™ใ€‚

    ๅˆฉ็”จไพ‹

    ๅฎ‰้‡ŽใŸใ‹ใฒใ‚ใ•ใ‚“ใฎใ‚ตใ‚คใƒˆใซใ„ใ‚ใ„ใ‚ใชไบ‹ไพ‹ใŒใ‚ใ‚Šใพใ™ใ€‚

    ๅฎŸ่กŒ

    ไปฅไธ‹ใฎzennใซ่จ˜ไบ‹ใซๆฒฟใฃใฆTalk to the Cityใ‚’ไฝฟใฃใฆใฟใพใ™ใ€‚

    ใพใšใ€githubใฎใƒ—ใƒญใ‚ธใ‚งใ‚ฏใƒˆใ‚’cloneใ—ใพใ™ใ€‚
    ๅฏพ่ฑกใฎใƒ‡ใƒผใ‚ฟ(csv)ใŒrawใƒ‡ใƒผใ‚ฟใซใชใฃใฆใ„ใ‚‹ใฎใงใ€lfsใงใ‚ฏใƒญใƒผใƒณใ™ใ‚‹ๅฟ…่ฆใŒใ‚ใ‚Šใพใ™ใ€‚ใ‚ใ‚‹ใ„ใฏใ€githubใ‹ใ‚‰ๅ€‹ๅˆฅใซcsvใƒ•ใ‚กใ‚คใƒซใ‚’ใƒ€ใ‚ฆใƒณใƒญใƒผใƒ‰ใ—ใฆใ‚‚OKใงใ™ใ€‚

    $ git lfs clone https://github.com/AIObjectives/talk-to-the-city-reports

    pythonใฎใƒใƒผใ‚ธใƒงใƒณใฏใ€3.10ใ€3.11ใŒ่‰ฏใ„ใ‚ˆใ†ใงใ™ใ€‚

    cd ./talk-to-the-city-reports-main/scatter
python -m venv venv
source venv/bin/activate
pip install -r requirements.txt
python -c "import nltk; nltk.download('stopwords')"
    export OPENAI_API_KEY=sk-proj-XXXXXXXXXX
cd ./pipeline
python main.py configs/example-polis.json
So, here is what I am planning to run:
{'step': 'extraction', 'run': True, 'reason': 'not trace of previous run'}
{'step': 'embedding', 'run': True, 'reason': 'not trace of previous run'}
{'step': 'clustering', 'run': True, 'reason': 'not trace of previous run'}
{'step': 'labelling', 'run': True, 'reason': 'not trace of previous run'}
{'step': 'takeaways', 'run': True, 'reason': 'not trace of previous run'}
{'step': 'overview', 'run': True, 'reason': 'not trace of previous run'}
{'step': 'translation', 'run': True, 'reason': 'not trace of previous run'}
{'step': 'aggregation', 'run': True, 'reason': 'not trace of previous run'}
{'step': 'visualization', 'run': True, 'reason': 'not trace of previous run'}
Looks good? Press enter to continue or Ctrl+C to abort.
Running step: extraction
100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:04<00:00,  1.04s/it]
Running step: embedding
100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  1.41s/it]
Running step: clustering
  File "../talk-to-the-city-reports/scatter/venv/lib/python3.10/site-packages/sentence_transformers/SentenceTransformer.py", line 12, in <module>
    from huggingface_hub import HfApi, HfFolder, Repository, hf_hub_url, cached_download
ImportError: cannot import name 'cached_download' from 'huggingface_hub' (.../talk-to-the-city-reports/scatter/venv/lib/python3.10/site-packages/huggingface_hub/__init__.py)

    ไธŠ่จ˜ใ‚จใƒฉใƒผใŒ็™บ็”Ÿใ—ใพใ—ใŸใŒใ€็•ฐใชใ‚‹ใƒใƒผใ‚ธใƒงใƒณใฎhuggingface_hubใ‚’ใ‚คใƒณใ‚นใƒˆใƒผใƒซใ™ใ‚‹ใ“ใจใงใ‚จใƒฉใƒผใ‚’ๅ›ž้ฟใ™ใ‚‹ใ“ใจใŒใงใใพใ™ใ€‚

    $ pip uninstall -y huggingface_hub
$ pip install huggingface_hub==0.25.2
    Running step: clustering
2025-01-17 10:01:15,333 - BERTopic - Reduced dimensionality
2025-01-17 10:01:15,336 - BERTopic - Clustered reduced embeddings
Running step: labelling
100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 3/3 [00:01<00:00,  2.20it/s]
Running step: takeaways
100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 3/3 [00:02<00:00,  1.02it/s]
Running step: overview
Running step: translation
Translating to Mandarin...
100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 7/7 [00:13<00:00,  2.00s/it]
Translating to French...
100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 7/7 [00:10<00:00,  1.54s/it]
Translating to Mandarin...
100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 5/5 [00:11<00:00,  2.26s/it]
Translating to French...
100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 5/5 [00:08<00:00,  1.67s/it]
i, id 0 AI should adhere to democratic principles worldwide.
i, id 1 Public awareness about AI and the environment needs improvement
...
Browserslist: caniuse-lite is outdated. Please run:
  npx browserslist@latest --update-db
  Why you should do it regularly: https://github.com/browserslist/browserslist#browsers-data-updating

Pipeline completed.

    /talk-to-the-city-reports-main/scatter/pipeline/outputs/example-polis/report/index.html

    ใ“ใฎใƒ•ใ‚กใ‚คใƒซใŒไฝœๆˆใงใใ‚Œใ„ใ‚ŒใฐOKใ€‚

    Webใ‚ขใƒ—ใƒชใง้–‹ใใพใ™ใ€‚

    $ cd ../next-app
$ npm install
$ npm run dev

    http://localhost:3000/report/example-polis

    ไปฅไธ‹ใŒ่กจ็คบใ•ใ‚Œใ‚ŒใฐๆˆๅŠŸใงใ™ใ€‚

    ็”ปๅƒ
    Text to The City

    ๆ—ฅๆœฌ่ชžใƒ†ใ‚ญใ‚นใƒˆ

    ๆ—ฅๆœฌ่ชžใƒ‡ใƒผใ‚ฟใง่ฉฆใ—ใฆใฟใพใ—ใŸใ€‚

    2็ฎ‡ๆ‰€ไฟฎๆญฃใ™ใ‚‹ๅฟ…่ฆใŒใ‚ใ‚Šใพใ™ใ€‚

    example-polis.json

    {
    ย  ย  "name": "Recursive Public, Agenda Setting",
    ย  ย  "question": "่ณƒไธŠใ’ใฏๆ™ฏๆฐ—ๅ‘ไธŠใซๅฝน็ซ‹ใคใ‹๏ผŸ",
    ย  ย  "input": "example-polis",
    ย  ย  "model": "gpt-4o",
    ย  ย  "extraction": {
    ย  ย  ย  "workers": 3,
    ย  ย  ย  "limit": 100
    ย  ย  },
    ย  ย  "clustering": {
    ย  ย  ย  "clusters": 6
    ย  ย  },
    ย  ย  "translation": {
    ย  ย  ย  "model": "gpt-4o",
    ย  ย  ย  "languages": ["Japanese"],
    ย  ย  ย  "flags": ["JP"]
    ย  ย  },
    ย  ย  "intro": "This AI-generated report relies on data from a Polis consultation run by the Recursive Public team."
    ย  }

    example-polis.csv

    ่งฃๆžๅฏพ่ฑกใฎๆ—ฅๆœฌ่ชžใƒ†ใ‚ญใ‚นใƒˆใ‚’ๆบ–ๅ‚™ใ™ใ‚‹ๅฟ…่ฆใŒใ‚ใ‚Šใพใ™ใ€‚
    ใ“ใ“ใงใฏใ€Yahoo!ใƒ‹ใƒฅใƒผใ‚นใฎใ‚ณใƒกใƒณใƒˆใ‚’ไฝฟใ„ใพใ—ใŸใ€‚

    ใ€้€Ÿๅ ฑใ€‘็Ÿณ็ ด็ท็†ใŒไธญๅฐไผๆฅญใฎ่ณƒไธŠใ’ใƒปไพกๆ ผ่ปขๅซๆ”ฏๆดใชใฉใ‚’่กจๆ˜Žใ€€ๆ—ฉๆœŸใซไธ‹่ซ‹ๆณ•ๆ”นๆญฃใธ๏ผˆTBS NEWS DIG Powered by JNN๏ผ‰ใฎใ‚ณใƒกใƒณใƒˆไธ€่ฆง - Yahoo!ใƒ‹ใƒฅใƒผใ‚น ็Ÿณ็ ด็ท็†ใฏ16ๆ—ฅใ€ไธญๅฐไผๆฅญใฎ็ตŒๅ–ถ่€…ใ‚‰ใจ่ปŠๅบงใงไผš่ซ‡ใ—ใ€ไธ‹่ซ‹ๆณ•ใฎๆ”นๆญฃใชใฉใซใ‚ˆใ‚Šไธญๅฐไผๆฅญใฎ่ณƒไธŠใ’ใ‚„ไพกๆ ผ่ปขๅซใ‚’ๆ”ฏๆดใ—ใฆใ„ใ่€ƒใˆใ‚’็คบ news.yahoo.co.jp

    ๆ‰‹ใฃๅ–ใ‚Šๆ—ฉใใ€ใ‚ณใƒกใƒณใƒˆใ‚’ๅ–ๅพ—ใ—ใŸใ‹ใฃใŸใฎใงใ€ไปฅไธ‹ใฎ่จ˜ไบ‹ใ‚’ๅ‚่€ƒใซใ€ใƒ‡ใƒผใ‚ฟใ‚’ๅ–ๅพ—ใ—ใพใ—ใŸใ€‚

    ็ตๆžœ

    ๅณไธŠใฎๆ—ฅๆœฌ่ชžใ‚ขใ‚คใ‚ณใƒณใ‚’ใ‚ฏใƒชใƒƒใ‚ฏใ™ใ‚‹ใจๆ—ฅๆœฌ่ชžใง่กจ็คบใ•ใ‚Œใพใ™ใ€‚

    ็”ปๅƒ
    Yahoo!ใƒ‹ใƒฅใƒผใ‚นๅ…จไฝ“
    ็”ปๅƒ
    Yahoo!ใƒ‹ใƒฅใƒผใ‚นไธ€้ƒจ

    ๆœ€ๅพŒใซ

    ใ„ใ„ๆ„Ÿใ˜ใซใƒฉใƒ™ใƒชใƒณใ‚ฐใ—ใฆใใ‚Œใ‚‹ใฎใงใ€็ตๆžœใ‚’่ฆ‹ใฆใ„ใฆๆฅฝใ—ใ„ใงใ™ใ€‚

    ๅฐๆนพใงใฏๅฎŸ้š›ใฎ็คพไผš่ชฒ้กŒใซๅฏพใ™ใ‚‹ๆ„ๅฟ—ๆฑบๅฎšใซไฝฟใ‚ใ‚Œใฆใ„ใ‚‹ใ‚ˆใ†ใชใฎใงใ€ไฝฟใ„ๆ–นใซใ‚ˆใฃใฆใ„ใ‚ใ„ใ‚ใชๅฏ่ƒฝๆ€งใŒใ‚ใ‚‹ใ‚ˆใ†ใซๆ€ใ„ใพใ™ใ€‚

    ไปŠๅพŒใฎๅฑ•้–‹ใŒๆฅฝใ—ใฟใงใ™ใ€‚

    • ่ณชๅ•ๆ–‡ใซๅฏพใ™ใ‚‹ใ‚คใƒณใ‚ฟใƒฉใ‚ฏใƒ†ใ‚ฃใƒ–ใซใ‚ฏใƒฉใ‚นใ‚ฟ่กจ็คบ

    • ้šŽๅฑคๅž‹ใ‚ฏใƒฉใ‚นใ‚ฟ

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