{"id":94626,"date":"2025-01-26T05:59:55","date_gmt":"2025-01-26T02:29:55","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/%d9%86%d8%ad%d9%88%d9%87-%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%db%8c%da%a9-%d9%85%d8%af%d9%84-%d8%a7%d8%b2-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7%db%8c-%d9%85%d9%86-%d8%af%d8%b1-kaggle\/"},"modified":"2025-01-26T05:59:55","modified_gmt":"2025-01-26T02:29:55","slug":"%d9%86%d8%ad%d9%88%d9%87-%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%db%8c%da%a9-%d9%85%d8%af%d9%84-%d8%a7%d8%b2-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7%db%8c-%d9%85%d9%86-%d8%af%d8%b1-kaggle","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/%d9%86%d8%ad%d9%88%d9%87-%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%db%8c%da%a9-%d9%85%d8%af%d9%84-%d8%a7%d8%b2-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7%db%8c-%d9%85%d9%86-%d8%af%d8%b1-kaggle\/","title":{"rendered":"\u0646\u062d\u0648\u0647 \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0645\u062f\u0644 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0646 \u062f\u0631 Kaggle"},"content":{"rendered":"
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1\u060c \u062a\u0627\u0628\u0639\u06cc \u0627\u0632 \u062c\u0633\u062a\u062c\u0648\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u062f<\/p>\n<\/blockquote>\n

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import<\/span> os<\/span>\niskaggle<\/span> =<\/span> os<\/span>.<\/span>environ<\/span>.<\/span>get<\/span>(<\/span>'<\/span>KAGGLE_KERNEL_RUN_TYPE<\/span>'<\/span>,<\/span> ''<\/span>)<\/span>\n\nif<\/span> iskaggle<\/span>:<\/span>\n    !<\/span>pip<\/span> install<\/span> -<\/span>Uqq<\/span> fastai<\/span> '<\/span>duckduckgo_search>=6.2<\/span>'<\/span>\n\nfrom<\/span> duckduckgo_search<\/span> import<\/span> DDGS<\/span>\nfrom<\/span> fastcore.all<\/span> import<\/span> *<\/span>\nimport<\/span> time<\/span>,<\/span> json<\/span>\ndef<\/span> search_images<\/span>(<\/span>keywords<\/span>,<\/span> max_images<\/span>=<\/span>200<\/span>):<\/span>\n    return<\/span> L<\/span>(<\/span>DDGS<\/span>().<\/span>images<\/span>(<\/span>keywords<\/span>,<\/span> max_results<\/span>=<\/span>max_images<\/span>)).<\/span>itemgot<\/span>(<\/span>'<\/span>image<\/span>'<\/span>)<\/span>\n<\/code><\/pre>\n
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\n    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n
    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n
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2\u060c \u0639\u06a9\u0633 \u0633\u06af \u0631\u0627 \u062c\u0633\u062a\u062c\u0648 \u06a9\u0646\u06cc\u062f \u0648 URL \u0647\u0627 \u0631\u0627 \u0627\u0632 \u062c\u0633\u062a\u062c\u0648 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0646\u06cc\u062f<\/p>\n<\/blockquote>\n
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urls<\/span> =<\/span> search_images<\/span>(<\/span>'<\/span>dog photos<\/span>'<\/span>,<\/span> max_images<\/span>=<\/span>1<\/span>)<\/span>\n<\/code><\/pre>\n
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\n    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n
    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n
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3- \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0646\u06cc\u062f \u0648 \u0628\u0647 \u0622\u0646 \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u062f<\/p>\n<\/blockquote>\n
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from<\/span> fastdownload<\/span> import<\/span> download_url<\/span>\ndest<\/span> =<\/span> '<\/span>dog.jpg<\/span>'<\/span>\ndownload_url<\/span>(<\/span>urls<\/span>[<\/span>0<\/span>],<\/span> dest<\/span>,<\/span> show_progress<\/span>=<\/span>False<\/span>)<\/span>\n\nfrom<\/span> fastai.vision.all<\/span> import<\/span> *<\/span>\nim<\/span> =<\/span> Image<\/span>.<\/span>open<\/span>(<\/span>dest<\/span>)<\/span>\nim<\/span>.<\/span>to_thumb<\/span>(<\/span>256<\/span>,<\/span>256<\/span>)<\/span>\n<\/code><\/pre>\n
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\n    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n
    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n
\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a<\/p>\n
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4- \u0647\u0645\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0639\u06a9\u0633 \u06af\u0631\u0628\u0647 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f<\/p>\n<\/blockquote>\n
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download_url<\/span>(<\/span>search_images<\/span>(<\/span>'<\/span>cat photos<\/span>'<\/span>,<\/span> max_images<\/span>=<\/span>1<\/span>)[<\/span>0<\/span>],<\/span> '<\/span>cat.jpg<\/span>'<\/span>,<\/span> show_progress<\/span>=<\/span>False<\/span>)<\/span>\nImage<\/span>.<\/span>open<\/span>(<\/span>'<\/span>cat.jpg<\/span>'<\/span>).<\/span>to_thumb<\/span>(<\/span>256<\/span>,<\/span>256<\/span>)<\/span>\n<\/code><\/pre>\n
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\n    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n
    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n
\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a<\/p>\n
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5\u060c \u0686\u0646\u062f \u0646\u0645\u0648\u0646\u0647 \u0627\u0632 \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0639\u06a9\u0633 \u0647\u0627\u06cc \u0633\u06af \u0648 \u06af\u0631\u0628\u0647 \u0631\u0627 \u0628\u0631\u062f\u0627\u0631\u06cc\u062f \u0648 \u0647\u0631 \u06af\u0631\u0648\u0647 \u0627\u0632 \u0639\u06a9\u0633 \u0647\u0627 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u067e\u0648\u0634\u0647 \u0645\u062a\u0641\u0627\u0648\u062a \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<\/blockquote>\n
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searches<\/span> =<\/span> '<\/span>dog<\/span>'<\/span>,<\/span> '<\/span>cat<\/span>'<\/span>\npath<\/span> =<\/span> Path<\/span>(<\/span>'<\/span>dog_or_not<\/span>'<\/span>)<\/span>\n\nfor<\/span> o<\/span> in<\/span> searches<\/span>:<\/span>\n    # make sub dirs in dog_or_not\n<\/span>    dest<\/span> =<\/span> (<\/span>path<\/span>\/<\/span>o<\/span>)<\/span>\n    dest<\/span>.<\/span>mkdir<\/span>(<\/span>exist_ok<\/span>=<\/span>True<\/span>,<\/span> parents<\/span>=<\/span>True<\/span>)<\/span>\n\n    download_images<\/span>(<\/span>dest<\/span>,<\/span> urls<\/span>=<\/span>search_images<\/span>(<\/span>f<\/span>'<\/span>{<\/span>o<\/span>}<\/span> photo<\/span>'<\/span>))<\/span>\n    time<\/span>.<\/span>sleep<\/span>(<\/span>5<\/span>)<\/span>\n    resize_images<\/span>(<\/span>path<\/span>\/<\/span>o<\/span>,<\/span> max_size<\/span>=<\/span>400<\/span>,<\/span> dest<\/span>=<\/span>path<\/span>\/<\/span>o<\/span>)<\/span>\n<\/code><\/pre>\n
\n
\n    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n
    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n
\n
6\u060c \u0639\u06a9\u0633 \u0647\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0647 \u062f\u0631\u0633\u062a\u06cc \u062f\u0627\u0646\u0644\u0648\u062f \u0646\u0634\u0648\u0646\u062f \u0648 \u0628\u0627\u0639\u062b \u0634\u06a9\u0633\u062a \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0645\u0627 \u0634\u0648\u062f\u060c \u062d\u0630\u0641 \u06a9\u0646\u06cc\u062f<\/p>\n<\/blockquote>\n
\n
failed<\/span> =<\/span> verify_images<\/span>(<\/span>get_image_files<\/span>(<\/span>path<\/span>))<\/span>\nfailed<\/span>.<\/span>map<\/span>(<\/span>Path<\/span>.<\/span>unlink<\/span>)<\/span>\n<\/code><\/pre>\n
\n
\n    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n
    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n
\n
1\u060c \u062f\u06cc\u062a\u0627\u0644\u0648\u062f\u0631\u0647\u0627 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 DataBlock \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/p>\n<\/blockquote>\n
\n
dls<\/span> =<\/span> DataBlock<\/span>(<\/span>\n    blocks<\/span>=<\/span>(<\/span>ImageBlock<\/span>,<\/span> CategoryBlock<\/span>),<\/span>\n    get_items<\/span>=<\/span>get_image_files<\/span>,<\/span>\n    splitter<\/span>=<\/span>RandomSplitter<\/span>(<\/span>valid_pct<\/span>=<\/span>0.2<\/span>,<\/span> seed<\/span>=<\/span>42<\/span>),<\/span>\n    get_y<\/span>=<\/span>parent_label<\/span>,<\/span>\n    item_tfms<\/span>=<\/span>[<\/span>Resize<\/span>(<\/span>192<\/span>,<\/span> method<\/span>=<\/span>'<\/span>squish<\/span>'<\/span>)]<\/span>\n).<\/span>dataloaders<\/span>(<\/span>path<\/span>,<\/span> bs<\/span>=<\/span>32<\/span>)<\/span>\ndls<\/span>.<\/span>show_batch<\/span>(<\/span>max_n<\/span>=<\/span>6<\/span>)<\/span>\n<\/code><\/pre>\n
\n
\n    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n
    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n
\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a<\/p>\n
\n
2\u060c \u0627\u0632 \u0645\u062f\u0644 \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u0648 \u0622\u0646 \u0631\u0627 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0645\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f<\/p>\n<\/blockquote>\n
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learn<\/span> =<\/span> vision_learner<\/span>(<\/span>dls<\/span>,<\/span> resnet50<\/span>,<\/span> metrics<\/span>=<\/span>error_rate<\/span>)<\/span>\nlearn<\/span>.<\/span>fine_tune<\/span>(<\/span>3<\/span>)<\/span>\n<\/code><\/pre>\n
\n
\n    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n
    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n
\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a<\/p>\n
\n
1\u060c \u0627\u0632 \u0639\u06a9\u0633 \u0633\u06af\u06cc \u06a9\u0647 \u062f\u0631 \u0627\u0628\u062a\u062f\u0627 \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0631\u062f\u06cc\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0628\u0628\u06cc\u0646\u06cc\u062f \u0645\u062f\u0644 \u0645\u0627 \u062f\u0631 \u0645\u0648\u0631\u062f \u0686\u0647 \u0641\u06a9\u0631\u06cc \u0645\u06cc \u06a9\u0646\u062f<\/p>\n<\/blockquote>\n
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is_dog<\/span>,<\/span>_<\/span>,<\/span>probs<\/span> =<\/span> learn<\/span>.<\/span>predict<\/span>(<\/span>PILImage<\/span>.<\/span>create<\/span>(<\/span>'<\/span>dog.jpg<\/span>'<\/span>))<\/span>\nprint<\/span>(<\/span>f<\/span>'<\/span>This is a: <\/span>{<\/span>is_dog<\/span>}<\/span>.<\/span>'<\/span>)<\/span>\nprint<\/span>(<\/span>f<\/span>\"<\/span>Probability it<\/span>'<\/span>s a dog: <\/span>{<\/span>probs<\/span>[<\/span>1<\/span>]<\/span>:<\/span>.<\/span>4<\/span>f<\/span>}<\/span>\"<\/span>)<\/span>\n<\/code><\/pre>\n
\n
\n    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n
    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n
\u0627\u06cc\u0646 \u06cc\u06a9: \u0633\u06af \u0627\u0633\u062a.
\u0627\u062d\u062a\u0645\u0627\u0644 \u0633\u06af \u0628\u0648\u062f\u0646: 10000<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"
1\u060c \u062a\u0627\u0628\u0639\u06cc \u0627\u0632 \u062c\u0633\u062a\u062c\u0648\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u062f import os iskaggle = os.environ.get(‘KAGGLE_KERNEL_RUN_TYPE’, ”) if iskaggle: !pip install -Uqq fastai ‘duckduckgo_search>=6.2’ from duckduckgo_search import DDGS from fastcore.all import * import time, json def search_images(keywords, max_images=200): return L(DDGS().images(keywords, max_results=max_images)).itemgot(‘image’) \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f 2\u060c \u0639\u06a9\u0633 \u0633\u06af \u0631\u0627 \u062c\u0633\u062a\u062c\u0648 \u06a9\u0646\u06cc\u062f …<\/p>\n","protected":false},"author":2,"featured_media":94627,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/media2.dev.to\/dynamic\/image\/width=1000,height=500,fit=cover,gravity=auto,format=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fr13c2rf4zkebmxvck591.jpg","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-94626","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/94626","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=94626"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/94626\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/94627"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=94626"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=94626"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=94626"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}