{"id":3485,"date":"2025-02-19T18:01:33","date_gmt":"2025-02-19T09:01:33","guid":{"rendered":"https:\/\/wtpmj.com\/?p=3485"},"modified":"2025-02-19T18:01:33","modified_gmt":"2025-02-19T09:01:33","slug":"exa-api%e3%81%ab%e3%82%88%e3%82%8btwitter-x%e3%82%b3%e3%83%b3%e3%83%86%e3%83%b3%e3%83%84%e6%a4%9c%e7%b4%a2%e3%81%ae%e6%8a%80%e8%a1%93%e3%81%a8%e3%81%9d%e3%81%ae%e5%bf%9c%e7%94%a8%e5%8f%af%e8%83%bd","status":"publish","type":"post","link":"https:\/\/wtpmj.com\/?p=3485","title":{"rendered":"Exa API\u306b\u3088\u308bTwitter\/X\u30b3\u30f3\u30c6\u30f3\u30c4\u691c\u7d22\u306e\u6280\u8853\u3068\u305d\u306e\u5fdc\u7528\u53ef\u80fd\u6027"},"content":{"rendered":"

<\/p>\n

Exa API\u3092\u5229\u7528\u3057\u305fTwitter\/X\u30b3\u30f3\u30c6\u30f3\u30c4\u691c\u7d22\u306e\u6280\u8853\u7684\u5b9f\u88c5\u3068\u5fdc\u7528\u53ef\u80fd\u6027 <\/h1>\n

Exa API\u306fAI\u5411\u3051\u306b\u6700\u9069\u5316\u3055\u308c\u305f\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u3068\u3057\u3066\u8a2d\u8a08\u3055\u308c\u3066\u304a\u308a\u3001Twitter\/X\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u52b9\u7387\u7684\u306b\u691c\u7d22\u30fb\u53d6\u5f97\u3059\u308b\u305f\u3081\u306e\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u672c\u5831\u544a\u3067\u306f\u3001Exa API\u3092\u6d3b\u7528\u3057\u305fTwitter\u691c\u7d22\u306e\u6280\u8853\u7684\u5b9f\u88c5\u65b9\u6cd5\u3092\u8a73\u7d30\u306b\u89e3\u8aac\u3059\u308b\u3068\u3068\u3082\u306b\u3001\u305d\u306e\u80cc\u5f8c\u306b\u3042\u308b\u795e\u7d4c\u691c\u7d22\u6280\u8853\u306e\u512a\u4f4d\u6027\u3068\u30d3\u30b8\u30cd\u30b9\u5fdc\u7528\u306e\u53ef\u80fd\u6027\u306b\u3064\u3044\u3066\u5305\u62ec\u7684\u306b\u5206\u6790\u3057\u307e\u3059[1<\/a>][3<\/a>][7<\/a>]\u3002 <\/p>\n

Exa API\u306e\u57fa\u672c\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068Twitter\u691c\u7d22\u306e\u4f4d\u7f6e\u4ed8\u3051 <\/h2>\n

Exa\u306e\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u306f\u5f93\u6765\u306e\u30ad\u30fc\u30ef\u30fc\u30c9\u30d9\u30fc\u30b9\u691c\u7d22\u3068\u306f\u7570\u306a\u308a\u3001\u6587\u8108\u7406\u89e3\u80fd\u529b\u3092\u6301\u3064\u795e\u7d4c\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u57fa\u76e4\u3068\u3057\u3066\u3044\u307e\u3059\u3002Twitter\/X\u306e\u6295\u7a3f\u691c\u7d22\u306b\u304a\u3044\u3066\u306f\u3001include_domains<\/code>\u30d1\u30e9\u30e1\u30fc\u30bf\u3067\u5bfe\u8c61\u30c9\u30e1\u30a4\u30f3\u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u56fa\u6709\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u306b\u7279\u5316\u3057\u305f\u691c\u7d22\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059[1<\/a>][6<\/a>]\u3002 <\/p>\n

\u795e\u7d4c\u691c\u7d22\u306e\u6280\u8853\u7684\u7279\u5fb4 <\/h3>\n

Exa\u306e\u691c\u7d22\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306fBERT\u3084GPT-4\u306a\u3069\u306e\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u6d3b\u7528\u3057\u3066\u304a\u308a\u3001\u691c\u7d22\u30af\u30a8\u30ea\u306e\u610f\u5473\u7684\u610f\u56f3\u3092\u6df1\u5c64\u7684\u306b\u89e3\u91c8\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070\u300cAI\u5206\u91ce\u306e\u6700\u65b0\u30d6\u30ec\u30a4\u30af\u30b9\u30eb\u30fc\u300d\u3068\u3044\u3046\u66d6\u6627\u306a\u30af\u30a8\u30ea\u306b\u5bfe\u3057\u3001\u5358\u306a\u308b\u30ad\u30fc\u30ef\u30fc\u30c9\u30de\u30c3\u30c1\u30f3\u30b0\u3067\u306f\u306a\u304f\u3001\u6280\u8853\u9769\u65b0\u306e\u672c\u8cea\u3092\u6349\u3048\u305f\u95a2\u9023\u30c4\u30a4\u30fc\u30c8\u3092\u62bd\u51fa\u3057\u307e\u3059[3<\/a>][8<\/a>]\u3002\u3053\u306e\u6280\u8853\u306f\u7279\u306b\u5c02\u9580\u7528\u8a9e\u304c\u591a\u7528\u3055\u308c\u308b\u5b66\u8853\u754c\u9688\u3084\u6280\u8853\u8005\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306e\u30c4\u30a4\u30fc\u30c8\u691c\u7d22\u3067\u771f\u4fa1\u3092\u767a\u63ee\u3057\u307e\u3059[3<\/a>][10<\/a>]\u3002 <\/p>\n

Twitter\/X\u691c\u7d22\u306e\u305f\u3081\u306eAPI\u30d1\u30e9\u30e1\u30fc\u30bf\u8a2d\u8a08 <\/h3>\n

Exa API\u3067Twitter\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u691c\u7d22\u3059\u308b\u969b\u306e\u4e3b\u8981\u30d1\u30e9\u30e1\u30fc\u30bf\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u69cb\u6210\u3055\u308c\u307e\u3059\uff1a <\/p>\n

1. include_domains<\/strong>: [“twitter.com”, “x.com”] \u3092\u6307\u5b9a\u3057\u3001\u691c\u7d22\u5bfe\u8c61\u3092Twitter\/X\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u9650\u5b9a[1<\/a>][6<\/a>] <\/p>\n

2. start_published_date<\/strong>: \u691c\u7d22\u671f\u9593\u309230\u65e5\u524d\u307e\u3067\u306b\u8a2d\u5b9a\uff08\u30c7\u30d5\u30a9\u30eb\u30c8\u306f\u904e\u53bb1\u5e74\u9593\uff09[1<\/a>][7<\/a>] <\/p>\n

3. use_autoprompt<\/strong>: True\u306b\u8a2d\u5b9a\u3059\u308b\u3068\u30af\u30a8\u30ea\u3092\u81ea\u52d5\u6700\u9069\u5316[1<\/a>][8<\/a>] <\/p>\n

4. num_results<\/strong>: \u53d6\u5f97\u4ef6\u6570\uff08\u6700\u5927100\u4ef6\u307e\u3067\uff09[4<\/a>][9<\/a>] <\/p>\n

from exa_py import Exa\nfrom datetime import datetime, timedelta\n\nexa = Exa(api_key=\"EXA_API_KEY\")\nquery = \"\u751f\u6210AI\u306e\u502b\u7406\u7684\u8ab2\u984c\u306b\u95a2\u3059\u308b\u8b70\u8ad6\"\none_month_ago = (datetime.now() - timedelta(days=30)).isoformat()\n\nsearch_response = exa.search_and_contents(\n    query,\n    include_domains=[\"twitter.com\", \"x.com\"],\n    num_results=50,\n    use_autoprompt=True,\n    start_published_date=one_month_ago\n)<\/code><\/pre>\n
\u4e0a\u8a18\u30b3\u30fc\u30c9\u306f\u904e\u53bb30\u65e5\u9593\u306eTwitter\/X\u6295\u7a3f\u304b\u3089\u751f\u6210AI\u306e\u502b\u7406\u554f\u984c\u306b\u95a2\u3059\u308b\u8b70\u8ad6\u3092\u62bd\u51fa\u3059\u308b\u4f8b\u3067\u3059[1<\/a>][6<\/a>][8<\/a>]\u3002use_autoprompt<\/code>\u304c\u6709\u52b9\u306e\u5834\u5408\u3001\u5143\u306e\u30af\u30a8\u30ea\u3092\u300c\u751f\u6210AI\u306e\u502b\u7406\u7684\u8ab2\u984c\u306b\u95a2\u3059\u308b\u5c02\u9580\u5bb6\u9593\u306e\u6700\u65b0\u8b70\u8ad6\u300d\u306e\u3088\u3046\u306b\u81ea\u52d5\u62e1\u5f35\u3057\u3001\u691c\u7d22\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059[3<\/a>][8<\/a>]\u3002  <\/p>\n
\u691c\u7d22\u7d50\u679c\u306e\u9ad8\u5ea6\u306a\u51e6\u7406\u3068\u53ef\u8996\u5316\u6280\u8853  <\/h2>\n
Exa API\u304c\u8fd4\u3059\u691c\u7d22\u7d50\u679c\u306b\u306f\u30e1\u30bf\u30c7\u30fc\u30bf\u3068\u5171\u306b\u30b3\u30f3\u30c6\u30f3\u30c4\u672c\u6587\u304c\u542b\u307e\u308c\u3001\u30c4\u30a4\u30fc\u30c8\u306e\u57cb\u3081\u8fbc\u307f\u8868\u793a\u3084\u611f\u60c5\u5206\u6790\u306a\u3069\u306e\u9ad8\u5ea6\u306a\u51e6\u7406\u304c\u53ef\u80fd\u3067\u3059[1<\/a>][4<\/a>][8<\/a>]\u3002  <\/p>\n
\u30c4\u30a4\u30fc\u30c8\u57cb\u3081\u8fbc\u307f\u8868\u793a\u306e\u5b9f\u88c5  <\/h3>\n
\u53d6\u5f97\u3057\u305f\u30c4\u30a4\u30fc\u30c8URL\u3092\u30a6\u30a7\u30d6\u8868\u793a\u3059\u308b\u305f\u3081\u306e\u57cb\u3081\u8fbc\u307f\u6280\u8853\u306f\u3001Twitter\u306eoEmbed API\u3092\u6d3b\u7528\u3057\u307e\u3059[1<\/a>][7<\/a>]\uff1a  <\/p>\n
import requests\nfrom IPython.display import HTML, display\n\ndef render_tweet_embed(url):\n    oembed_url = f\"https:\/\/publish.twitter.com\/oembed?url={url}\"\n    response = requests.get(oembed_url)\n    return HTML(response.json()['html']) if response.ok else None\n\nfor result in search_response.results:\n    display(render_tweet_embed(result.url))\n    print(f\"\u6295\u7a3f\u65e5\u6642: {result.published_date}\")\n    print(f\"\u95a2\u9023\u6027\u30b9\u30b3\u30a2: {result.score:.2f}\")<\/code><\/pre>\n
\u3053\u306e\u6a5f\u80fd\u306b\u3088\u308a\u3001Jupyter Notebook\u7b49\u306e\u5206\u6790\u74b0\u5883\u3067\u5b9f\u969b\u306e\u30c4\u30a4\u30fc\u30c8\u8868\u793a\u3092\u518d\u73fe\u3057\u306a\u304c\u3089\u3001\u6295\u7a3f\u65e5\u6642\u3084Exa\u72ec\u81ea\u306e\u95a2\u9023\u6027\u30b9\u30b3\u30a2\uff080-1\uff09\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059[1<\/a>][8<\/a>]\u3002\u95a2\u9023\u6027\u30b9\u30b3\u30a2\u306f\u691c\u7d22\u30af\u30a8\u30ea\u3068\u306e\u610f\u5473\u7684\u985e\u4f3c\u5ea6\u3092\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u8a08\u7b97\u3057\u305f\u3082\u306e\u3067\u3001\u5358\u7d14\u306a\u30ad\u30fc\u30ef\u30fc\u30c9\u983b\u5ea6\u3068\u306f\u7570\u306a\u308b\u8a55\u4fa1\u57fa\u6e96\u3092\u6301\u3061\u307e\u3059[3<\/a>][7<\/a>]\u3002  <\/p>\n
\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u5206\u6790\u306e\u53ef\u80fd\u6027  <\/h3>\n
Exa\u306e\u691c\u7d22\u7d50\u679c\u306b\u306f\u30c6\u30ad\u30b9\u30c8\u306b\u52a0\u3048\u3001\u753b\u50cf\u3084\u52d5\u753b\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u542b\u3081\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059[6<\/a>][8<\/a>]\u3002\u4f8b\u3048\u3070AI\u6280\u8853\u306e\u89e3\u8aac\u52d5\u753b\u4ed8\u304d\u30c4\u30a4\u30fc\u30c8\u3092\u691c\u7d22\u3059\u308b\u5834\u5408\uff1a  <\/p>\n
video_query = \"\u6df1\u5c64\u5b66\u7fd2\u306e\u5b9f\u88c5\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u52d5\u753b\"\nvideo_results = exa.search(\n    video_query,\n    include_domains=[\"youtube.com\", \"x.com\"],\n    text=False,\n    highlights=True\n)<\/code><\/pre>\n
\u3053\u306e\u3088\u3046\u306b\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u691c\u7d22\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u6280\u8853\u89e3\u8aac\u52d5\u753b\u3068\u95a2\u9023\u3059\u308b\u5c02\u9580\u5bb6\u306e\u89e3\u8aac\u30c4\u30a4\u30fc\u30c8\u3092\u6a2a\u65ad\u7684\u306b\u5206\u6790\u3067\u304d\u307e\u3059[1<\/a>][9<\/a>]\u3002  <\/p>\n
\u5f93\u6765API\u3068\u306e\u6bd4\u8f03\u512a\u4f4d\u6027\u5206\u6790  <\/h2>\n
Twitter\u516c\u5f0fAPI v2\u3068\u306e\u6bd4\u8f03\u306b\u304a\u3044\u3066\u3001Exa API\u306b\u306f\u4ee5\u4e0b\u306e\u6280\u8853\u7684\u512a\u4f4d\u6027\u304c\u78ba\u8a8d\u3055\u308c\u3066\u3044\u307e\u3059[3<\/a>][7<\/a>][10<\/a>]\uff1a  <\/p>\n
\u610f\u5473\u691c\u7d22\u80fd\u529b\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af  <\/h3>\n
Patronus AI\u306e\u6bd4\u8f03\u5b9f\u9a13\u306b\u3088\u308c\u3070\u3001\u8907\u96d1\u306a\u6280\u8853\u30af\u30a8\u30ea\u306b\u5bfe\u3059\u308b\u95a2\u9023\u6027\u30b9\u30b3\u30a2\u3067Exa\u306f60%\u306e\u9069\u5408\u7387\u3092\u9054\u6210\u3057\u3001\u5f93\u6765\u578bAPI\uff0838%\uff09\u3092\u5927\u5e45\u306b\u4e0a\u56de\u308a\u307e\u3057\u305f[3<\/a>]\u3002\u7279\u306b\u300c\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30e2\u30c7\u30eb\u306e\u8efd\u91cf\u5316\u624b\u6cd5\u300d\u306e\u3088\u3046\u306a\u5c02\u9580\u7684\u306a\u30af\u30a8\u30ea\u3067\u306f\u3001Exa\u304c\u6700\u65b0\u306e\u7814\u7a76\u8ad6\u6587\u3092\u5f15\u7528\u3057\u305f\u30c4\u30a4\u30fc\u30c8\u3092\u512a\u5148\u7684\u306b\u62bd\u51fa\u3059\u308b\u50be\u5411\u304c\u78ba\u8a8d\u3055\u308c\u3066\u3044\u307e\u3059[3<\/a>][8<\/a>]\u3002  <\/p>\n
\u691c\u7d22\u30b3\u30b9\u30c8\u306e\u6bd4\u8f03  <\/h3>\n
Exa\u306e\u795e\u7d4c\u691c\u7d22\u30b3\u30b9\u30c8\u306f1,000\u30ea\u30af\u30a8\u30b9\u30c8\u3042\u305f\u308a$5\uff5e$25\uff08\u7d50\u679c\u6570\u306b\u4f9d\u5b58\uff09\u3067\u3001Twitter\u516c\u5f0fAPI\u306eAcademic Research\u30c8\u30e9\u30c3\u30af\uff08\u7121\u6599\u67a0\u670850\u4e07\u30c4\u30a4\u30fc\u30c8\uff09\u3068\u6bd4\u8f03\u3057\u3001\u5c0f\u898f\u6a21\u5206\u6790\u3067\u306f\u30b3\u30b9\u30c8\u9762\u3067\u52a3\u308b\u3082\u306e\u306e\u3001\u8907\u96d1\u306a\u691c\u7d22\u6761\u4ef6\u3092\u5fc5\u8981\u3068\u3059\u308b\u30b1\u30fc\u30b9\u3067\u306f\u8cbb\u7528\u5bfe\u52b9\u679c\u304c\u9ad8\u3044\u7279\u6027\u3092\u793a\u3057\u307e\u3059[4<\/a>][7<\/a>]\u3002  <\/p>\n
\u8a8d\u8a3c\u30d5\u30ed\u30fc\u306e\u7c21\u7d20\u5316  <\/h3>\n
Twitter\u516c\u5f0fAPI\u3067\u306fOAuth 2.0\u8a8d\u8a3c\u3084\u30b9\u30b3\u30fc\u30d7\u306e\u8a2d\u5b9a\u304c\u5fc5\u9808\u3067\u3059\u304c\u3001Exa API\u3067\u306f\u5358\u4e00\u306eAPI\u30ad\u30fc\u3067\u5373\u6642\u691c\u7d22\u3092\u958b\u59cb\u3067\u304d\u308b\u70b9\u304c\u958b\u767a\u8005\u306e\u904b\u7528\u8ca0\u8377\u3092\u8efd\u6e1b\u3057\u307e\u3059[2<\/a>][6<\/a>][8<\/a>]\u3002\u3053\u306e\u9055\u3044\u306f\u7279\u306b\u30d7\u30ed\u30c8\u30bf\u30a4\u30d4\u30f3\u30b0\u6bb5\u968e\u3084\u5c0f\u898f\u6a21\u5206\u6790\u3067\u9855\u8457\u306a\u5229\u4fbf\u6027\u5dee\u3092\u751f\u307f\u51fa\u3057\u307e\u3059[1<\/a>][4<\/a>]\u3002  <\/p>\n
\u30d3\u30b8\u30cd\u30b9\u5fdc\u7528\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3  <\/h2>\n
Exa API\u3092\u6d3b\u7528\u3057\u305fTwitter\u5206\u6790\u306b\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u5b9f\u8df5\u7684\u5fdc\u7528\u304c\u53ef\u80fd\u3067\u3059[5<\/a>][9<\/a>][10<\/a>]\uff1a  <\/p>\n
\u88fd\u54c1\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u5206\u6790\u30b7\u30b9\u30c6\u30e0  <\/h3>\n
\u81ea\u793e\u88fd\u54c1\u540d\u3092\u542b\u3080\u30c4\u30a4\u30fc\u30c8\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u53ce\u96c6\u3057\u3001\u611f\u60c5\u5206\u6790\u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u30e6\u30fc\u30b6\u30fc\u8a55\u4fa1\u3092\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3059\u308b\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u4f8b\uff1a  <\/p>\n
import pandas as pd\nfrom textblob import TextBlob\n\nproduct_query = \"\u5f53\u793e\u88fd\u54c1XXX\u306e\u4f7f\u7528\u4f53\u9a13\"\nfeedback = exa.search(\n    product_query,\n    include_domains=[\"twitter.com\"],\n    num_results=100,\n    start_published_date=\"2025-01-01\"\n)\n\nsentiment_data = []\nfor tweet in feedback.results:\n    analysis = TextBlob(tweet.text)\n    sentiment_data.append({\n        'date': tweet.published_date,\n        'text': tweet.text,\n        'polarity': analysis.sentiment.polarity,\n        'subjectivity': analysis.sentiment.subjectivity\n    })\n\ndf = pd.DataFrame(sentiment_data)\ndaily_sentiment = df.resample('D', on='date').mean()<\/code><\/pre>\n
\u3053\u306e\u5206\u6790\u7d50\u679c\u3092Tableau\u7b49\u3067\u53ef\u8996\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u88fd\u54c1\u30ea\u30ea\u30fc\u30b9\u5f8c\u306e\u30e6\u30fc\u30b6\u30fc\u8a55\u4fa1\u63a8\u79fb\u3092\u6642\u7cfb\u5217\u3067\u8ffd\u8de1\u3067\u304d\u307e\u3059[5<\/a>][9<\/a>]\u3002  <\/p>\n
\u30a4\u30f3\u30d5\u30eb\u30a8\u30f3\u30b5\u30fc\u63a2\u7d22\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0  <\/h3>\n
\u7279\u5b9a\u5206\u91ce\u306e\u5c02\u9580\u5bb6\u3092\u767a\u898b\u3059\u308b\u305f\u3081\u3001\u30c4\u30a4\u30fc\u30c8\u5185\u5bb9\u3068\u30a8\u30f3\u30b2\u30fc\u30b8\u30e1\u30f3\u30c8\u6307\u6a19\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u30b9\u30b3\u30a2\u30ea\u30f3\u30b0\u30e2\u30c7\u30eb\uff1a  <\/p>\n
def influencer_score(tweet):\n    base_score = tweet.score  # Exa\u306e\u95a2\u9023\u6027\u30b9\u30b3\u30a2\n    engagement = tweet.like_count + tweet.retweet_count * 2\n    recency = (datetime.now() - tweet.published_date).days\n    return base_score * (engagement \/ 1000) * (1 - recency\/365)\n\ntech_influencers = exa.search(\n    \"AI\u6280\u8853\u30c8\u30ec\u30f3\u30c9\u5206\u6790\",\n    include_domains=[\"x.com\"],\n    num_results=200,\n    fields=[\"engagement\", \"author_stats\"]\n)\n\nsorted_influencers = sorted(\n    tech_influencers.results,\n    key=lambda x: influencer_score(x),\n    reverse=True\n)<\/code><\/pre>\n
\u3053\u306e\u30e2\u30c7\u30eb\u3067\u306f\u3001Exa\u306e\u95a2\u9023\u6027\u30b9\u30b3\u30a2\u306b\u30a8\u30f3\u30b2\u30fc\u30b8\u30e1\u30f3\u30c8\u6307\u6a19\u3068\u65b0\u898f\u6027\u3092\u52a0\u5473\u3057\u305f\u8907\u5408\u30b9\u30b3\u30a2\u3092\u7b97\u51fa\u3057\u307e\u3059[9<\/a>][10<\/a>]\u3002  <\/p>\n
\u6280\u8853\u7684\u8ab2\u984c\u3068\u6700\u9069\u5316\u624b\u6cd5  <\/h2>\n
Exa API\u3092\u5b9f\u904b\u7528\u3059\u308b\u4e0a\u3067\u306e\u4e3b\u8981\u8ab2\u984c\u3068\u305d\u306e\u89e3\u6c7a\u7b56\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059[7<\/a>][10<\/a>]\uff1a  <\/p>\n
\u691c\u7d22\u7d50\u679c\u306e\u904e\u5270\u6c4e\u5316\u554f\u984c  <\/h3>\n
\u795e\u7d4c\u691c\u7d22\u306e\u7279\u6027\u4e0a\u3001\u62bd\u8c61\u5ea6\u306e\u9ad8\u3044\u30af\u30a8\u30ea\u3067\u306f\u95a2\u9023\u6027\u30b9\u30b3\u30a2\u304c\u4f4e\u3044\u306b\u3082\u95a2\u308f\u3089\u305a\u3001\u5e83\u7bc4\u306a\u7d50\u679c\u304c\u8fd4\u3055\u308c\u308b\u30b1\u30fc\u30b9\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u5bfe\u7b56\u3068\u3057\u3066\u3001autoprompt<\/code>\u6a5f\u80fd\u3068\u660e\u793a\u7684\u306a\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3092\u4f75\u7528\u3057\u307e\u3059\uff1a  <\/p>\n
optimized_query = \"\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u8efd\u91cf\u5316\u624b\u6cd5 site:x.com -filter:retweets\"\nstrict_results = exa.search(\n    optimized_query,\n    include_domains=[\"x.com\"],\n    use_autoprompt=False,  # \u81ea\u52d5\u62e1\u5f35\u3092\u7121\u52b9\u5316\n    text=True,\n    num_results=25\n)<\/code><\/pre>\n
-filter:retweets<\/code>\u306e\u3088\u3046\u306a\u691c\u7d22\u6f14\u7b97\u5b50\u3092\u6d3b\u7528\u3057\u3001\u30ce\u30a4\u30ba\u3068\u306a\u308b\u30ea\u30c4\u30a4\u30fc\u30c8\u3092\u9664\u5916\u3057\u307e\u3059[7<\/a>][10<\/a>]\u3002  <\/p>\n
\u6642\u523b\u540c\u671f\u554f\u984c  <\/h3>\n
\u30de\u30eb\u30c1\u30bf\u30a4\u30e0\u30be\u30fc\u30f3\u74b0\u5883\u3067\u306e\u65e5\u4ed8\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u8aa4\u308a\u3092\u9632\u3050\u305f\u3081\u3001\u660e\u793a\u7684\u306bUTC\u6642\u523b\u3092\u6307\u5b9a\u3057\u307e\u3059\uff1a  <\/p>\n
from datetime import timezone\n\nstart_date = datetime(2025, 1, 1, tzinfo=timezone.utc).isoformat()\nend_date = datetime(2025, 1, 31, tzinfo=timezone.utc).isoformat()\n\ntime_filtered = exa.search(\n    \"\u91cf\u5b50\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u6700\u65b0\u7814\u7a76\",\n    start_published_date=start_date,\n    end_published_date=end_date\n)<\/code><\/pre>\n
\u3053\u306e\u5b9f\u88c5\u306b\u3088\u308a\u3001\u30bf\u30a4\u30e0\u30be\u30fc\u30f3\u5dee\u7570\u306b\u3088\u308b\u691c\u7d22\u6f0f\u308c\u3092\u9632\u6b62\u3057\u307e\u3059[1<\/a>][6<\/a>]\u3002  <\/p>\n
\u5c06\u6765\u5c55\u671b\u3068\u6280\u8853\u9032\u5316\u306e\u65b9\u5411\u6027  <\/h2>\n
Exa API\u306e\u4eca\u5f8c\u306e\u9032\u5316\u3068\u3057\u3066\u3001\u4ee5\u4e0b\u306e\u6a5f\u80fd\u62e1\u5f35\u304c\u4e88\u6e2c\u3055\u308c\u307e\u3059[5<\/a>][9<\/a>][10<\/a>]\uff1a  <\/p>\n
1. \u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u691c\u7d22\u306e\u6df1\u5316<\/strong>: \u753b\u50cf\u30fb\u52d5\u753b\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u610f\u5473\u7684\u691c\u7d22\u6a5f\u80fd\u5f37\u5316  <\/p>\n
2. \u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u691c\u7d22\u6a5f\u80fd<\/strong>: \u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0API\u9023\u643a\u306b\u3088\u308b\u30c8\u30ec\u30f3\u30c9\u691c\u51fa  <\/p>\n
3. \u30ab\u30b9\u30bf\u30e0\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u69cb\u7bc9<\/strong>: \u4f01\u696d\u56fa\u6709\u30c7\u30fc\u30bf\u3068\u306e\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22  <\/p>\n
\u7279\u306b\u30ab\u30b9\u30bf\u30e0\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u6a5f\u80fd\u304c\u5b9f\u73fe\u3059\u308c\u3070\u3001\u81ea\u793e\u306e\u6280\u8853\u6587\u66f8\u3068Twitter\u4e0a\u306e\u5c02\u9580\u5bb6\u767a\u8a00\u3092\u6a2a\u65ad\u691c\u7d22\u3059\u308b\u65b0\u3057\u3044\u5206\u6790\u624b\u6cd5\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059[9<\/a>][10<\/a>]\u3002  <\/p>\n
\u7d50\u8ad6  <\/h2>\n
Exa API\u3092\u6d3b\u7528\u3057\u305fTwitter\/X\u691c\u7d22\u306f\u3001\u5f93\u6765\u306eAPI\u6280\u8853\u3092\u8d85\u3048\u308b\u610f\u5473\u7406\u89e3\u80fd\u529b\u3068\u958b\u767a\u8005\u4f53\u9a13\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u795e\u7d4c\u691c\u7d22\u6280\u8853\u3092\u57fa\u76e4\u3068\u3057\u305f\u672c\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u5b66\u8853\u7814\u7a76\u304b\u3089\u4f01\u696d\u6226\u7565\u5206\u6790\u307e\u3067\u5e45\u5e83\u3044\u5fdc\u7528\u53ef\u80fd\u6027\u3092\u79d8\u3081\u3066\u304a\u308a\u3001\u7279\u306b\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u6280\u8853\u306e\u9032\u5316\u3068\u76f8\u307e\u3063\u3066\u305d\u306e\u91cd\u8981\u6027\u306f\u3055\u3089\u306b\u5897\u3059\u3068\u4e88\u6e2c\u3055\u308c\u307e\u3059\u3002\u4eca\u5f8c\u306e\u6280\u8853\u9032\u5316\u306b\u4f34\u3044\u3001\u4f01\u696d\u306fExa API\u3092\u6d3b\u7528\u3057\u305f\u9ad8\u5ea6\u306a\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u5206\u6790\u30a4\u30f3\u30d5\u30e9\u306e\u69cb\u7bc9\u3092\u691c\u8a0e\u3059\u3079\u304d\u6bb5\u968e\u306b\u6765\u3066\u3044\u307e\u3059\u3002<\/p>\n
[1<\/a>][2<\/a>][3<\/a>][4<\/a>][5<\/a>][6<\/a>][7<\/a>][8<\/a>][9<\/a>][10<\/a>][11<\/a>][12<\/a>][13<\/a>][14<\/a>][15<\/a>][16<\/a>][17<\/a>][18<\/a>][19<\/a>][20<\/a>][21<\/a>][22<\/a>][23<\/a>][24<\/a>][25<\/a>][26<\/a>][27<\/a>][28<\/a>][29<\/a>][30<\/a>][31<\/a>][32<\/a>][33<\/a>][34<\/a>]<\/p>\n","protected":false},"excerpt":{"rendered":"
Exa API\u3092\u5229\u7528\u3057\u305fTwitter\/X\u30b3\u30f3\u30c6\u30f3\u30c4\u691c\u7d22\u306e\u6280\u8853\u7684\u5b9f\u88c5\u3068\u5fdc\u7528\u53ef\u80fd\u6027 Exa API\u306fAI\u5411\u3051\u306b\u6700\u9069\u5316\u3055\u308c\u305f\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u3068\u3057\u3066\u8a2d\u8a08\u3055\u308c\u3066\u304a\u308a\u3001Twitter\/X\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u52b9\u7387\u7684\u306b\u691c\u7d22\u30fb\u53d6\u5f97 […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[600],"tags":[615,936,937,938,941,940,942,939],"class_list":["post-3485","post","type-post","status-publish","format-standard","hentry","category-ai","tag-ai","tag-exa-api","tag-twitter-x","tag-938","tag-941","tag-940","tag-942","tag-939"],"_links":{"self":[{"href":"https:\/\/wtpmj.com\/index.php?rest_route=\/wp\/v2\/posts\/3485","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/wtpmj.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/wtpmj.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/wtpmj.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/wtpmj.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=3485"}],"version-history":[{"count":0,"href":"https:\/\/wtpmj.com\/index.php?rest_route=\/wp\/v2\/posts\/3485\/revisions"}],"wp:attachment":[{"href":"https:\/\/wtpmj.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3485"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/wtpmj.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3485"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/wtpmj.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3485"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}