{"id":9119,"date":"2023-04-15T14:18:35","date_gmt":"2023-04-15T07:18:35","guid":{"rendered":"https:\/\/idconline.vn\/blog\/?p=9119"},"modified":"2023-06-02T11:00:21","modified_gmt":"2023-06-02T04:00:21","slug":"top-10-thu-vien-python-cho-truc-quan-hoa-du-lieu-nam-2023","status":"publish","type":"post","link":"https:\/\/idconline.vn\/blog\/top-10-thu-vien-python-cho-truc-quan-hoa-du-lieu-nam-2023\/","title":{"rendered":"Top 10 Th\u01b0 vi\u1ec7n Python cho Tr\u1ef1c quan h\u00f3a D\u1eef li\u1ec7u n\u0103m 2023"},"content":{"rendered":"\n<p><em>Python l\u00e0 m\u1ed9t trong nh\u1eefng ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng r\u1ed9ng r\u00e3i nh\u1ea5t. N\u00f3 h\u1ed7 tr\u1ee3 r\u1ea5t t\u1ed1t cho l\u0129nh v\u1ef1c khoa h\u1ecdc d\u1eef li\u1ec7u. Khi ai \u0111\u00f3 t\u1ef1 h\u00e0o c\u00f3 k\u1ef9 n\u0103ng Python t\u1ed1t, th\u00ec ng\u01b0\u1eddi \u0111\u00f3 c\u1ea7n am hi\u1ec3u t\u1ed1t v\u1ec1 c\u00e1c th\u01b0 vi\u1ec7n trong Python. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 10 th\u01b0 vi\u1ec7n Python h\u00e0ng \u0111\u1ea7u cho tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u n\u0103m 2023 gi\u00fap cho vi\u1ec7c l\u1eadp tr\u00ecnh v\u00e0 ph\u00e1t tri\u1ec3n c\u00e1c m\u00f4 h\u00ecnh tr\u1edf n\u00ean d\u1ec5 d\u00e0ng h\u01a1n r\u1ea5t nhi\u1ec1u.<\/em><\/p>\n\n\n\n<p><strong>Xem th\u00eam<\/strong>: <a href=\"https:\/\/idconline.vn\/blog\/muon-chinh-phuc-linh-vuc-tri-tue-nhan-tao-ai-hay-hoc-python.html\"><em>Mu\u1ed1n chinh ph\u1ee5c l\u0129nh v\u1ef1c tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI), h\u00e3y h\u1ecdc Python<\/em><\/a><\/p>\n\n\n\n<div id=\"toc_container\" class=\"toc_white no_bullets\"><p class=\"toc_title\">M\u1ee5c l\u1ee5c<\/p><ul class=\"toc_list\"><li><a href=\"#1_SciPy\">1. SciPy<\/a><\/li><li><a href=\"#2_Gradio\">2. Gradio<\/a><\/li><li><a href=\"#3_Keras\">3. Keras<\/a><\/li><li><a href=\"#4_Matplotlib\">4. Matplotlib<\/a><\/li><li><a href=\"#5_Orbit\">5. Orbit<\/a><\/li><li><a href=\"#6_Seaborn\">6. Seaborn<\/a><\/li><li><a href=\"#7_Pandas\">7. Pandas<\/a><\/li><li><a href=\"#8_Sktime\">8. Sktime<\/a><\/li><li><a href=\"#9_Darts\">9. Darts<\/a><\/li><li><a href=\"#10_Kats_Kits_to_Analyze_Time_Series\">10. Kats (Kits to Analyze Time Series)<\/a><\/li><li><a href=\"#Tong_Ket\">T\u1ed5ng K\u1ebft<\/a><\/li><\/ul><\/div>\n<h2 class=\"wp-block-heading\"><span id=\"1_SciPy\"><strong>1. SciPy<\/strong><\/span><\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"286\" height=\"176\" src=\"https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/download-1-1.jpeg\" alt=\"\" class=\"wp-image-9121\"\/><\/figure><\/div>\n\n\n<p>\u0110\u00e2y l\u00e0 m\u1ed9t th\u01b0 vi\u1ec7n m\u00e3 ngu\u1ed3n m\u1edf kh\u00e1c r\u1ea5t h\u1eefu \u00edch cho t\u1ea5t c\u1ea3 c\u00e1c lo\u1ea1i t\u00ednh to\u00e1n c\u1ea5p cao. \u0110i\u1ec1u n\u00e0y \u0111\u00f3ng m\u1ed9t vai tr\u00f2 quan tr\u1ecdng trong t\u1ea5t c\u1ea3 nh\u1eefng t\u00ednh to\u00e1n khoa h\u1ecdc v\u00e0 k\u1ef9 thu\u1eadt m\u00e0 b\u1ea1n t\u1eebng ngh\u0129 l\u00e0 kh\u00f4ng d\u1ec5 x\u1eed l\u00fd. Th\u01b0 vi\u1ec7n n\u00e0y th\u00e2n thi\u1ec7n v\u1edbi ng\u01b0\u1eddi d\u00f9ng v\u00e0 kh\u00f4ng ai ph\u1ee7 nh\u1eadn \u0111i\u1ec1u n\u00e0y. M\u1ed9t trong nh\u1eefng t\u00ednh n\u0103ng \u0111\u00e1ng ch\u00fa \u00fd c\u1ee7a n\u00f3 l\u00e0 kh\u1ea3 n\u0103ng gi\u1ea3i ph\u01b0\u01a1ng tr\u00ecnh vi ph\u00e2n. Th\u01b0 vi\u1ec7n n\u00e0y c\u00f3 \u1ee9ng d\u1ee5ng trong \u0111\u1ea1i s\u1ed1 tuy\u1ebfn t\u00ednh, gi\u1ea3i ph\u01b0\u01a1ng tr\u00ecnh vi ph\u00e2n v\u00e0 t\u1ed1i \u01b0u h\u00f3a c\u00e1c thu\u1eadt to\u00e1n.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span id=\"2_Gradio\"><strong>2. Gradio<\/strong><\/span><\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"400\" height=\"400\" src=\"https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/Njy4Kh2q_400x400.jpg\" alt=\"\" class=\"wp-image-9122\" srcset=\"https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/Njy4Kh2q_400x400.jpg 400w, https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/Njy4Kh2q_400x400-300x300.jpg 300w, https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/Njy4Kh2q_400x400-150x150.jpg 150w\" sizes=\"(max-width: 400px) 100vw, 400px\" \/><\/figure><\/div>\n\n\n<p>Th\u01b0 vi\u1ec7n n\u00e0y cho ph\u00e9p b\u1ea1n x\u00e2y d\u1ef1ng v\u00e0 tri\u1ec3n khai c\u00e1c \u1ee9ng d\u1ee5ng web. \u0110i\u1ec3m n\u1ed5i b\u1eadt nh\u1ea5t c\u1ee7a th\u01b0 vi\u1ec7n n\u00e0y l\u00e0 th\u1ef1c hi\u1ec7n \u0111i\u1ec1u b\u1ea1n mu\u1ed1n ch\u1ec9 v\u1edbi 3 d\u00f2ng m\u00e3. M\u1ed9t l\u1ee3i \u00edch kh\u00e1c c\u1ee7a th\u01b0 vi\u1ec7n n\u00e0y l\u00e0 l\u00e0m qu\u00e1 tr\u00ecnh th\u1ef1c hi\u1ec7n tr\u1edf n\u00ean nhanh ch\u00f3ng v\u00e0 d\u1ec5 d\u00e0ng h\u01a1n. V\u1edbi Gradio, b\u1ea1n c\u00f3 th\u1ec3 th\u1eed nghi\u1ec7m c\u00e1c \u0111\u1ea7u v\u00e0o kh\u00e1c nhau. Vi\u1ec7c x\u00e1c th\u1ef1c m\u00f4 h\u00ecnh d\u1ec5 d\u00e0ng h\u01a1n bao gi\u1edd h\u1ebft v\u1edbi Gradio. V\u00ec n\u00f3 c\u00f3 s\u1eb5n c\u00e1c li\u00ean k\u1ebft c\u00f4ng khai. Do v\u1eady vi\u1ec7c tri\u1ec3n khai v\u00e0 ph\u00e2n ph\u1ed1i c\u00e1c \u1ee9ng d\u1ee5ng web tr\u1edf n\u00ean r\u1ea5t d\u1ec5 d\u00e0ng.<\/p>\n\n\n\n<p><strong>Xem Th\u00eam:<\/strong> <a href=\"https:\/\/idconline.vn\/blog\/top-15-ngon-ngu-backend-hang-dau-cho-nam-2023.html\"><em>Top 15 ng\u00f4n ng\u1eef Backend h\u00e0ng \u0111\u1ea7u cho n\u0103m 2023<\/em><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span id=\"3_Keras\"><strong>3. Keras<\/strong><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1200\" height=\"348\" src=\"https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/68747470733a2f2f73332e616d617a6f6e6177732e636f6d2f6b657261732e696f2f696d672f6b657261732d6c6f676f2d323031382d6c617267652d313230302e706e67.png\" alt=\"\" class=\"wp-image-9124\" srcset=\"https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/68747470733a2f2f73332e616d617a6f6e6177732e636f6d2f6b657261732e696f2f696d672f6b657261732d6c6f676f2d323031382d6c617267652d313230302e706e67.png 1200w, https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/68747470733a2f2f73332e616d617a6f6e6177732e636f6d2f6b657261732e696f2f696d672f6b657261732d6c6f676f2d323031382d6c617267652d313230302e706e67-300x87.png 300w, https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/68747470733a2f2f73332e616d617a6f6e6177732e636f6d2f6b657261732e696f2f696d672f6b657261732d6c6f676f2d323031382d6c617267652d313230302e706e67-768x223.png 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/figure>\n\n\n\n<p>V\u1edbi deep learning v\u00e0 neural network tr\u1edf n\u00ean quan tr\u1ecdng h\u01a1n m\u1ed7i ng\u00e0y, vi\u1ec7c s\u1eed d\u1ee5ng c\u00e1c th\u01b0 vi\u1ec7n ph\u1ee5c v\u1ee5 cho \u0111i\u1ec1u \u0111\u00f3 l\u00e0 c\u1ea7n thi\u1ebft. \u1ede \u0111\u00e2y, b\u1ea1n c\u00f3 \u0111\u01b0\u1ee3c c\u00e1c t\u1eadp d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c g\u00e1n nh\u00e3n tr\u01b0\u1edbc r\u1ed9ng l\u1edbn. \u0110i\u1ec1u \u0111\u00f3 mang l\u1ea1i l\u1ee3i th\u1ebf c\u1ee7a vi\u1ec7c \u0111\u01b0\u1ee3c nh\u1eadp tr\u1ef1c ti\u1ebfp v\u00e0 t\u1ea3i nhanh ch\u00f3ng. Keras c\u00f3 m\u1ed9t lo\u1ea1t c\u00e1c l\u1edbp v\u00e0 tham s\u1ed1 \u0111\u00e3 \u0111\u01b0\u1ee3c tri\u1ec3n khai. \u0110i\u1ec1u n\u00e0y gi\u00fap vi\u1ec7c x\u00e2y d\u1ef1ng, c\u1ea5u h\u00ecnh, hu\u1ea5n luy\u1ec7n v\u00e0 \u0111\u00e1nh gi\u00e1 m\u1ea1ng neural d\u1ec5 d\u00e0ng h\u01a1n r\u1ea5t nhi\u1ec1u so v\u1edbi nh\u1eefng g\u00ec b\u1ea1n c\u00f3 th\u1ec3 t\u01b0\u1edfng t\u01b0\u1ee3ng. C\u00e1c m\u00f4 h\u00ecnh deep learning k\u1ebft qu\u1ea3 t\u1eeb Keras c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n ho\u1eb7c tr\u00edch xu\u1ea5t \u0111\u1eb7c tr\u01b0ng m\u00e0 kh\u00f4ng c\u1ea7n b\u1ea1n ph\u1ea3i t\u1ea1o ho\u1eb7c hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span id=\"4_Matplotlib\"><strong>4. Matplotlib<\/strong><\/span><\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"459\" height=\"110\" src=\"https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/download-3.png\" alt=\"\" class=\"wp-image-9125\" srcset=\"https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/download-3.png 459w, https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/download-3-300x72.png 300w\" sizes=\"(max-width: 459px) 100vw, 459px\" \/><\/figure><\/div>\n\n\n<p>Th\u01b0 vi\u1ec7n n\u00e0y t\u1ef1 h\u00e0o v\u1edbi h\u01a1n 26.000 b\u00ecnh lu\u1eadn tr\u00ean GitHub. T\u00ednh n\u0103ng c\u1ee7a th\u01b0 vi\u1ec7n n\u00e0y \u0111\u1ec3 t\u1ea1o ra bi\u1ec3u \u0111\u1ed3 v\u00e0 \u0111\u1ed3 th\u1ecb khi\u1ebfn n\u00f3 tr\u1edf th\u00e0nh th\u01b0 vi\u1ec7n \u0111\u01b0\u1ee3c t\u00ecm ki\u1ebfm nh\u1ea5t cho tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u. N\u00f3 \u0111\u01b0\u1ee3c coi l\u00e0 m\u1ed9t trong nh\u1eefng th\u01b0 vi\u1ec7n v\u1ebd \u0111\u1ed3 th\u1ecb t\u1ed1t nh\u1ea5t cho Python. N\u00f3 gi\u00fap b\u1ea1n v\u1ebd \u0111\u01b0\u1eddng, bi\u1ec3u \u0111\u1ed3 ph\u00e2n t\u00e1n, v.v. m\u00e0 kh\u00f4ng g\u1eb7p nhi\u1ec1u kh\u00f3 kh\u0103n.<\/p>\n\n\n\n<p><strong>Xem th\u00eam<\/strong>: <a href=\"https:\/\/idconline.vn\/blog\/top-10-he-quan-tri-co-so-du-lieu-pho-bien-nhat.html\"><em>Top 10 H\u1ec7 Qu\u1ea3n Tr\u1ecb C\u01a1 S\u1edf D\u1eef Li\u1ec7u Ph\u1ed5 Bi\u1ebfn Nh\u1ea5t<\/em><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span id=\"5_Orbit\"><strong>5. Orbit<\/strong><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"918\" height=\"280\" src=\"https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/orbit-banner.png\" alt=\"\" class=\"wp-image-9126\" srcset=\"https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/orbit-banner.png 918w, https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/orbit-banner-300x92.png 300w, https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/orbit-banner-768x234.png 768w\" sizes=\"(max-width: 918px) 100vw, 918px\" \/><\/figure>\n\n\n\n<p>\u0110\u00e2y l\u00e0 m\u1ed9t khung c\u00f4ng c\u1ee5 Python \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf cho d\u1ef1 b\u00e1o chu\u1ed7i th\u1eddi gian v\u00e0 suy di\u1ec5n Bayesian. Khung c\u00f4ng c\u1ee5 n\u00e0y \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng tr\u00ean c\u00e1c g\u00f3i l\u1eadp tr\u00ecnh x\u00e1c su\u1ea5t nh\u01b0 PyStan v\u00e0 Pyro c\u1ee7a Uber.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span id=\"6_Seaborn\"><strong>6. Seaborn<\/strong><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/logo-wide-lightbg.svg\" alt=\"\" class=\"wp-image-9127\"\/><\/figure>\n\n\n\n<p>\u0110\u00e2y l\u00e0 m\u1ed9t trong nh\u1eefng th\u01b0 vi\u1ec7n tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u gi\u00fap v\u1ebd \u0111\u1ed3 h\u1ecda th\u1ed1ng k\u00ea h\u1ea5p d\u1eabn v\u00e0 th\u00f4ng tin. Seaborn cung c\u1ea5p giao di\u1ec7n c\u1ea5p cao. N\u00f3 \u0111\u01b0\u1ee3c coi l\u00e0 m\u1ed9t ph\u1ea7n m\u1edf r\u1ed9ng c\u1ee7a Matplotlib. Trong khi Matplotlib cung c\u1ea5p m\u1ed9t lo\u1ea1t c\u00e1c t\u00ednh n\u0103ng v\u1ebd \u0111\u1ed3 th\u1ecb c\u01a1 b\u1ea3n. Th\u00ec Seaborn cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng t\u1eadn h\u01b0\u1edfng m\u1ed9t lo\u1ea1t c\u00e1c m\u1eabu tr\u1ef1c quan h\u00f3a. M\u1ed9t t\u00ednh n\u0103ng kh\u00e1c c\u1ee7a th\u01b0 vi\u1ec7n n\u00e0y thu h\u00fat s\u1ef1 ch\u00fa \u00fd l\u00e0 c\u00fa ph\u00e1p \u0111\u01a1n gi\u1ea3n v\u00e0 kh\u00f4ng qu\u00e1 ph\u1ee9c t\u1ea1p.<\/p>\n\n\n\n<p><strong>Xem th\u00eam<\/strong>: <a href=\"https:\/\/idconline.vn\/blog\/coding-va-programming-dau-la-su-khac-biet.html\"><em>Coding v\u00e0 Programming: \u0110\u00e2u l\u00e0 s\u1ef1 kh\u00e1c bi\u1ec7t<\/em><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span id=\"7_Pandas\"><strong>7. Pandas<\/strong><\/span><\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"735\" height=\"467\" src=\"https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/28cebfa3c75ff7815999b0c81a826af6.jpg\" alt=\"\" class=\"wp-image-9128\" srcset=\"https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/28cebfa3c75ff7815999b0c81a826af6.jpg 735w, https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/28cebfa3c75ff7815999b0c81a826af6-300x191.jpg 300w\" sizes=\"(max-width: 735px) 100vw, 735px\" \/><\/figure><\/div>\n\n\n<p>Pandas l\u00e0 vi\u1ebft t\u1eaft c\u1ee7a &#8216;Python Data Analysis Library&#8217;. \u0110\u00e2y l\u00e0 m\u1ed9t g\u00f3i Python m\u00e3 ngu\u1ed3n m\u1edf gi\u00fap \u0111\u1ea3m b\u1ea3o hi\u1ec7u su\u1ea5t cao. T\u1ea1i \u0111\u00e2y, b\u1ea1n c\u00f3 th\u1ec3 t\u00ecm th\u1ea5y c\u00e1c c\u1ea5u tr\u00fac d\u1eef li\u1ec7u d\u1ec5 s\u1eed d\u1ee5ng v\u00e0 c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch d\u1eef li\u1ec7u r\u1ea5t h\u1eefu \u00edch trong qu\u00e1 tr\u00ecnh l\u1eadp tr\u00ecnh b\u1eb1ng Python. M\u1ed9t s\u1ed1 t\u00ednh n\u0103ng t\u1ed1t nh\u1ea5t c\u1ee7a th\u01b0 vi\u1ec7n n\u00e0y l\u00e0:<\/p>\n\n\n\n<ul>\n<li>B\u1ea1n c\u00f3 th\u1ec3 v\u1ebd d\u1eef li\u1ec7u b\u1eb1ng histogram ho\u1eb7c bi\u1ec3u \u0111\u1ed3 h\u1ed9p.<\/li>\n\n\n\n<li>R\u1ea5t d\u1ec5 d\u00e0ng \u0111\u1ec3 th\u00eam, x\u00f3a v\u00e0 c\u1eadp nh\u1eadt c\u00e1c c\u1ed9t.<\/li>\n\n\n\n<li>\u0110\u1ed5i t\u00ean, s\u1eafp x\u1ebfp, ch\u1ec9 m\u1ee5c, h\u1ee3p nh\u1ea5t v\u00e0 x\u1eed l\u00fd khung d\u1eef li\u1ec7u.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span id=\"8_Sktime\"><strong>8. Sktime<\/strong><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1280\" height=\"720\" src=\"https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/maxresdefault.jpg\" alt=\"\" class=\"wp-image-9129\" srcset=\"https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/maxresdefault.jpg 1280w, https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/maxresdefault-300x169.jpg 300w, https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/maxresdefault-768x432.jpg 768w\" sizes=\"(max-width: 1280px) 100vw, 1280px\" \/><\/figure>\n\n\n\n<p>\u0110\u00e2y l\u00e0 m\u1ed9t th\u01b0 vi\u1ec7n m\u00e3 ngu\u1ed3n m\u1edf Python \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1eb7c bi\u1ec7t cho ph\u00e2n t\u00edch chu\u1ed7i th\u1eddi gian. N\u00f3 cung c\u1ea5p m\u1ed9t ph\u1ea7n m\u1edf r\u1ed9ng cho API scikit-learn cho c\u00e1c gi\u1ea3i ph\u00e1p chu\u1ed7i th\u1eddi gian v\u00e0 ch\u1ee9a t\u1ea5t c\u1ea3 c\u00e1c thu\u1eadt to\u00e1n v\u00e0 c\u00f4ng c\u1ee5 c\u1ea7n thi\u1ebft \u0111\u1ec3 gi\u1ea3i quy\u1ebft hi\u1ec7u qu\u1ea3 c\u00e1c v\u1ea5n \u0111\u1ec1 v\u1ec1 d\u1ef1 \u0111o\u00e1n, ph\u00e2n lo\u1ea1i v\u00e0 h\u1ed3i quy c\u1ee7a chu\u1ed7i th\u1eddi gian.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span id=\"9_Darts\"><strong>9. Darts<\/strong><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" loading=\"lazy\" width=\"1280\" height=\"298\" src=\"https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/darts-logo-trim-1280x298.png\" alt=\"\" class=\"wp-image-9130\" srcset=\"https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/darts-logo-trim-1280x298.png 1280w, https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/darts-logo-trim-300x70.png 300w, https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/darts-logo-trim-768x179.png 768w, https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/darts-logo-trim-1536x358.png 1536w, https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/darts-logo-trim.png 1975w\" sizes=\"(max-width: 1280px) 100vw, 1280px\" \/><\/figure>\n\n\n\n<p>Darts l\u00e0 th\u01b0 vi\u1ec7n Python v\u1ec1 chu\u1ed7i th\u1eddi gian kh\u00e1c \u0111\u01b0\u1ee3c th\u00eam v\u00e0o danh s\u00e1ch top 10 th\u01b0 vi\u1ec7n Python. \u0110\u01b0\u1ee3c ph\u00e1t tri\u1ec3n b\u1edfi Unit8, Darts \u0111\u01b0\u1ee3c bi\u1ebft \u0111\u1ebfn r\u1ed9ng r\u00e3i cho kh\u1ea3 n\u0103ng d\u1ec5 d\u00e0ng x\u1eed l\u00fd v\u00e0 d\u1ef1 b\u00e1o chu\u1ed7i th\u1eddi gian. N\u00f3 c\u00f3 th\u1ec3 x\u1eed l\u00fd t\u1ed1t d\u1eef li\u1ec7u l\u1edbn v\u00e0 h\u1ed7 tr\u1ee3 c\u1ea3 ph\u00e2n t\u00edch v\u00e0 m\u00f4 h\u00ecnh chu\u1ed7i th\u1eddi gian univariate v\u00e0 multivariate.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span id=\"10_Kats_Kits_to_Analyze_Time_Series\"><strong>10. Kats (Kits to Analyze Time Series)<\/strong><\/span><\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"414\" height=\"122\" src=\"https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/download-1-1.png\" alt=\"\" class=\"wp-image-9131\" srcset=\"https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/download-1-1.png 414w, https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/download-1-1-300x88.png 300w\" sizes=\"(max-width: 414px) 100vw, 414px\" \/><\/figure><\/div>\n\n\n<p>Th\u01b0 vi\u1ec7n Python m\u00e3 ngu\u1ed3n m\u1edf \u0111\u1eb7c bi\u1ec7t n\u00e0y \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n b\u1edfi c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u t\u1ea1i Facebook (nay l\u00e0 Meta). Th\u01b0 vi\u1ec7n Python cho chu\u1ed7i th\u1eddi gian n\u00e0y r\u1ea5t d\u1ec5 s\u1eed d\u1ee5ng v\u00e0 cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng thi\u1ebft l\u1eadp c\u00e1c m\u00f4 h\u00ecnh nhanh h\u01a1n m\u00e0 kh\u00f4ng t\u1ed1n nhi\u1ec1u th\u1eddi gian. Ngo\u00e0i ra, n\u00f3 c\u00f3 th\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu, m\u00f9a v\u1ee5 v\u00e0 xu h\u01b0\u1edbng.<\/p>\n\n\n\n<p><strong>Xem th\u00eam<\/strong>: <a href=\"https:\/\/idconline.vn\/blog\/jdk-21-co-gi-nhung-cap-nhat-gi-moi-lich-ra-mat.html\"><em>JDK 21 C\u00f3 G\u00ec Nh\u1eefng C\u1eadp Nh\u1eadt G\u00ec M\u1edbi ? L\u1ecbch Ra M\u1eaft<\/em><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span id=\"Tong_Ket\">T\u1ed5ng K\u1ebft<\/span><\/h2>\n\n\n\n<p>Tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u l\u00e0 m\u1ed9t ph\u1ea7n quan tr\u1ecdng trong vi\u1ec7c ph\u00e2n t\u00edch v\u00e0 hi\u1ec3u d\u1eef li\u1ec7u. V\u1edbi s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a c\u00e1c th\u01b0 vi\u1ec7n tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u Python, vi\u1ec7c th\u1ef1c hi\u1ec7n tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u tr\u1edf n\u00ean d\u1ec5 d\u00e0ng v\u00e0 hi\u1ec7u qu\u1ea3 h\u01a1n bao gi\u1edd h\u1ebft. Top 10 th\u01b0 vi\u1ec7n Python cho tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u n\u0103m 2023 cung c\u1ea5p cho ng\u01b0\u1eddi d\u00f9ng nh\u1eefng c\u00f4ng c\u1ee5 m\u1ea1nh m\u1ebd \u0111\u1ec3 bi\u1ec3u di\u1ec5n d\u1eef li\u1ec7u m\u1ed9t c\u00e1ch tr\u1ef1c quan v\u00e0 d\u1ec5 hi\u1ec3u.<\/p>\n\n\n\n<p>N\u1ebfu b\u1ea1n \u0111ang t\u00ecm ki\u1ebfm m\u1ed9t \u0111\u1ed1i t\u00e1c cung c\u1ea5p d\u1ecbch tri\u1ec3n khai c\u00e1c gi\u1ea3i ph\u00e1p c\u00f4ng ngh\u1ec7 cho doanh nghi\u1ec7p c\u1ee7a b\u1ea1n, h\u00e3y \u0111\u1ebfn v\u1edbi IDC Online. IDC Online cung c\u1ea5p c\u00e1c gi\u1ea3i ph\u00e1p c\u00f4ng ngh\u1ec7 th\u00f4ng tin v\u00e0 \u0111\u00e1m m\u00e2y cho doanh nghi\u1ec7p, bao g\u1ed3m c\u1ea3 c\u00e1c gi\u1ea3i ph\u00e1p tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u v\u00e0 c\u00e1c gi\u1ea3i ph\u00e1p kh\u00e1c li\u00ean quan \u0111\u1ebfn c\u00f4ng ngh\u1ec7 th\u00f4ng tin. V\u1edbi \u0111\u1ed9i ng\u0169 chuy\u00ean gia gi\u00e0u kinh nghi\u1ec7m v\u00e0 c\u00e1c c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn, IDC Online \u0111em l\u1ea1i cho b\u1ea1n nh\u1eefng gi\u00e1 tr\u1ecb tuy\u1ec7t v\u1eddi.<\/p>\n\n\n\n<p>H\u00e3y truy c\u1eadp v\u00e0o trang web <a href=\"https:\/\/idconline.vn\/\">https:\/\/idconline.vn\/<\/a> c\u1ee7a IDC Online \u0111\u1ec3 bi\u1ebft th\u00eam th\u00f4ng tin chi ti\u1ebft. Ho\u1eb7c n\u1ebfu b\u1ea1n c\u00f3 v\u1ea5n \u0111\u1ec1 g\u00ec c\u1ea7n gi\u1ea3i \u0111\u00e1p h\u00e3y li\u00ean h\u1ec7 v\u1edbi ch\u00fang t\u00f4i qua <strong>hotline<\/strong>: 19006452. IDC Online lu\u00f4n \u1edf \u0111\u00e2y \u0111\u1ec3 \u0111\u01b0\u1ee3c \u0111\u1ed3ng h\u00e0nh c\u00f9ng b\u1ea1n<\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-2\">\n<div class=\"wp-block-column is-layout-flow\" style=\"flex-basis:100%\">\n<!--more-->\n\n\n<ul class=\"wp-block-latest-posts__list wp-block-latest-posts\"><li><a class=\"wp-block-latest-posts__post-title\" href=\"https:\/\/idconline.vn\/blog\/vps-la-gi-top-7-vps-tot-nhat-nen-mua-2024\/\">VPS l\u00e0 g\u00ec? Top 7 VPS t\u1ed1t nh\u1ea5t n\u00ean mua 2024<\/a><\/li>\n<li><a class=\"wp-block-latest-posts__post-title\" href=\"https:\/\/idconline.vn\/blog\/vps-server-va-nhung-kien-thuc-can-biet-ve-vps\/\">VPS Server v\u00e0 nh\u1eefng \u0111i\u1ec1u b\u1ea1n c\u1ea7n bi\u1ebft!<\/a><\/li>\n<li><a class=\"wp-block-latest-posts__post-title\" href=\"https:\/\/idconline.vn\/blog\/nhung-dieu-ban-can-biet-ve-he-dieu-hanh-linux\/\">Nh\u1eefng \u0111i\u1ec1u b\u1ea1n c\u1ea7n bi\u1ebft v\u1ec1 h\u1ec7 \u0111i\u1ec1u h\u00e0nh Linux<\/a><\/li>\n<li><a class=\"wp-block-latest-posts__post-title\" href=\"https:\/\/idconline.vn\/blog\/nhung-noi-cho-thue-may-chu-vps-chat-luong\/\">Nh\u1eefng n\u01a1i cho thu\u00ea m\u00e1y ch\u1ee7 VPS ch\u1ea5t l\u01b0\u1ee3ng<\/a><\/li>\n<li><a class=\"wp-block-latest-posts__post-title\" href=\"https:\/\/idconline.vn\/blog\/gioi-thieu-ve-vps-va-4-dich-vu-vps-free-viet-nam-ban-nen-tham-khao\/\">Gi\u1edbi thi\u1ec7u v\u1ec1 VPS v\u00e0 4 d\u1ecbch v\u1ee5 d\u00f9ng th\u1eed VPS Vi\u1ec7t Nam b\u1ea1n n\u00ean tham kh\u1ea3o<\/a><\/li>\n<\/ul><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Python l\u00e0 m\u1ed9t trong nh\u1eefng ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng r\u1ed9ng r\u00e3i nh\u1ea5t. N\u00f3 h\u1ed7 tr\u1ee3 r\u1ea5t t\u1ed1t cho l\u0129nh v\u1ef1c khoa h\u1ecdc d\u1eef li\u1ec7u. Khi ai \u0111\u00f3 t\u1ef1 h\u00e0o c\u00f3 k\u1ef9 n\u0103ng Python t\u1ed1t, th\u00ec ng\u01b0\u1eddi \u0111\u00f3 c\u1ea7n am hi\u1ec3u t\u1ed1t v\u1ec1 c\u00e1c th\u01b0 vi\u1ec7n trong Python. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 10 th\u01b0 [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":9132,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[2921],"tags":[2853,21,37,2891,35,2854,2917,2851,2866,2857,2910,28],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.10 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Top 10 Th\u01b0 vi\u1ec7n Python cho Tr\u1ef1c quan h\u00f3a D\u1eef li\u1ec7u n\u0103m 2023<\/title>\n<meta name=\"description\" content=\"Python l\u00e0 m\u1ed9t trong nh\u1eefng ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng r\u1ed9ng r\u00e3i nh\u1ea5t. N\u00f3 h\u1ed7 tr\u1ee3 r\u1ea5t t\u1ed1t cho l\u0129nh v\u1ef1c khoa h\u1ecdc d\u1eef li\u1ec7u. Khi ai \u0111\u00f3 t\u1ef1 h\u00e0o...\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/idconline.vn\/blog\/top-10-thu-vien-python-cho-truc-quan-hoa-du-lieu-nam-2023\/\" \/>\n<meta name=\"twitter:label1\" content=\"\u0110\u01b0\u1ee3c vi\u1ebft b\u1edfi\" \/>\n\t<meta name=\"twitter:data1\" content=\"IDC Online Content\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u01af\u1edbc t\u00ednh th\u1eddi gian \u0111\u1ecdc\" \/>\n\t<meta name=\"twitter:data2\" content=\"9 ph\u00fat\" \/>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Top 10 Th\u01b0 vi\u1ec7n Python cho Tr\u1ef1c quan h\u00f3a D\u1eef li\u1ec7u n\u0103m 2023","description":"Python l\u00e0 m\u1ed9t trong nh\u1eefng ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng r\u1ed9ng r\u00e3i nh\u1ea5t. N\u00f3 h\u1ed7 tr\u1ee3 r\u1ea5t t\u1ed1t cho l\u0129nh v\u1ef1c khoa h\u1ecdc d\u1eef li\u1ec7u. Khi ai \u0111\u00f3 t\u1ef1 h\u00e0o...","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/idconline.vn\/blog\/top-10-thu-vien-python-cho-truc-quan-hoa-du-lieu-nam-2023\/","twitter_misc":{"\u0110\u01b0\u1ee3c vi\u1ebft b\u1edfi":"IDC Online Content","\u01af\u1edbc t\u00ednh th\u1eddi gian \u0111\u1ecdc":"9 ph\u00fat"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/idconline.vn\/blog\/top-10-thu-vien-python-cho-truc-quan-hoa-du-lieu-nam-2023\/#article","isPartOf":{"@id":"https:\/\/idconline.vn\/blog\/top-10-thu-vien-python-cho-truc-quan-hoa-du-lieu-nam-2023\/"},"author":{"name":"IDC Online Content","@id":"https:\/\/idconline.vn\/blog\/#\/schema\/person\/4290d375b961d9868a8b97493666504f"},"headline":"Top 10 Th\u01b0 vi\u1ec7n Python cho Tr\u1ef1c quan h\u00f3a D\u1eef li\u1ec7u n\u0103m 2023","datePublished":"2023-04-15T07:18:35+00:00","dateModified":"2023-06-02T04:00:21+00:00","mainEntityOfPage":{"@id":"https:\/\/idconline.vn\/blog\/top-10-thu-vien-python-cho-truc-quan-hoa-du-lieu-nam-2023\/"},"wordCount":2070,"publisher":{"@id":"https:\/\/idconline.vn\/blog\/#organization"},"keywords":["backend","cloud server","cloud vps","c\u00f4ng ngh\u1ec7 th\u00f4ng tin","\u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y","frontend","full-stack","h\u1ecdc l\u1eadp tr\u00ecnh","ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh","python","tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o","vps server"],"articleSection":["Ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh"],"inLanguage":"vi"},{"@type":"WebPage","@id":"https:\/\/idconline.vn\/blog\/top-10-thu-vien-python-cho-truc-quan-hoa-du-lieu-nam-2023\/","url":"https:\/\/idconline.vn\/blog\/top-10-thu-vien-python-cho-truc-quan-hoa-du-lieu-nam-2023\/","name":"Top 10 Th\u01b0 vi\u1ec7n Python cho Tr\u1ef1c quan h\u00f3a D\u1eef li\u1ec7u n\u0103m 2023","isPartOf":{"@id":"https:\/\/idconline.vn\/blog\/#website"},"datePublished":"2023-04-15T07:18:35+00:00","dateModified":"2023-06-02T04:00:21+00:00","description":"Python l\u00e0 m\u1ed9t trong nh\u1eefng ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng r\u1ed9ng r\u00e3i nh\u1ea5t. N\u00f3 h\u1ed7 tr\u1ee3 r\u1ea5t t\u1ed1t cho l\u0129nh v\u1ef1c khoa h\u1ecdc d\u1eef li\u1ec7u. Khi ai \u0111\u00f3 t\u1ef1 h\u00e0o...","breadcrumb":{"@id":"https:\/\/idconline.vn\/blog\/top-10-thu-vien-python-cho-truc-quan-hoa-du-lieu-nam-2023\/#breadcrumb"},"inLanguage":"vi","potentialAction":[{"@type":"ReadAction","target":["https:\/\/idconline.vn\/blog\/top-10-thu-vien-python-cho-truc-quan-hoa-du-lieu-nam-2023\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/idconline.vn\/blog\/top-10-thu-vien-python-cho-truc-quan-hoa-du-lieu-nam-2023\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Trang ch\u1ee7","item":"https:\/\/idconline.vn\/blog\/"},{"@type":"ListItem","position":2,"name":"Top 10 Th\u01b0 vi\u1ec7n Python cho Tr\u1ef1c quan h\u00f3a D\u1eef li\u1ec7u n\u0103m 2023"}]},{"@type":"WebSite","@id":"https:\/\/idconline.vn\/blog\/#website","url":"https:\/\/idconline.vn\/blog\/","name":"IDC Online","description":"D\u1ecbch v\u1ee5 M\u00e1y ch\u1ee7, Cloud, VPS, Web Hosting chuy\u00ean nghi\u1ec7p","publisher":{"@id":"https:\/\/idconline.vn\/blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/idconline.vn\/blog\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"vi"},{"@type":"Organization","@id":"https:\/\/idconline.vn\/blog\/#organization","name":"IDC ONLINE","url":"https:\/\/idconline.vn\/blog\/","logo":{"@type":"ImageObject","inLanguage":"vi","@id":"https:\/\/idconline.vn\/blog\/#\/schema\/logo\/image\/","url":"https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2020\/10\/idc_cloud24-1.jpg","contentUrl":"https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2020\/10\/idc_cloud24-1.jpg","width":1200,"height":899,"caption":"IDC ONLINE"},"image":{"@id":"https:\/\/idconline.vn\/blog\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/idconlinevn"]},{"@type":"Person","@id":"https:\/\/idconline.vn\/blog\/#\/schema\/person\/4290d375b961d9868a8b97493666504f","name":"IDC Online Content","image":{"@type":"ImageObject","inLanguage":"vi","@id":"https:\/\/idconline.vn\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/7ab8d9a7604be7adae4cae204aa5267f?s=96&r=r","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/7ab8d9a7604be7adae4cae204aa5267f?s=96&r=r","caption":"IDC Online Content"}}]}},"_links":{"self":[{"href":"https:\/\/idconline.vn\/blog\/wp-json\/wp\/v2\/posts\/9119"}],"collection":[{"href":"https:\/\/idconline.vn\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/idconline.vn\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/idconline.vn\/blog\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/idconline.vn\/blog\/wp-json\/wp\/v2\/comments?post=9119"}],"version-history":[{"count":2,"href":"https:\/\/idconline.vn\/blog\/wp-json\/wp\/v2\/posts\/9119\/revisions"}],"predecessor-version":[{"id":9133,"href":"https:\/\/idconline.vn\/blog\/wp-json\/wp\/v2\/posts\/9119\/revisions\/9133"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/idconline.vn\/blog\/wp-json\/wp\/v2\/media\/9132"}],"wp:attachment":[{"href":"https:\/\/idconline.vn\/blog\/wp-json\/wp\/v2\/media?parent=9119"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/idconline.vn\/blog\/wp-json\/wp\/v2\/categories?post=9119"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/idconline.vn\/blog\/wp-json\/wp\/v2\/tags?post=9119"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}