{"id":2991,"date":"2022-02-17T21:54:49","date_gmt":"2022-02-17T14:54:49","guid":{"rendered":"https:\/\/www.manpham.com\/?p=2991"},"modified":"2022-02-17T21:54:59","modified_gmt":"2022-02-17T14:54:59","slug":"cong-cu-phan-tich-du-lieu","status":"publish","type":"post","link":"https:\/\/www.manpham.com\/cong-cu-phan-tich-du-lieu.html","title":{"rendered":"Top 10 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1ed1t nh\u1ea5t n\u0103m 2022"},"content":{"rendered":"<p>B\u1ea1n \u0111ang mu\u1ed1n t\u00ecm top 10 <a href=\"https:\/\/www.manpham.com\/cong-cu-phan-tich-du-lieu.html\"><strong>c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u <\/strong><\/a>t\u1ed1t nh\u1ea5t n\u0103m 2022? Gi\u1eefa th\u1eddi \u0111\u1ea1i c\u00f4ng ngh\u1ec7 ph\u00e1t tri\u1ec3n gi\u1eefa v\u00f4 v\u00e0n ki\u1ebfn th\u1ee9c th\u00ec Ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u00e0 \u0111i\u1ec1u r\u1ea5t c\u1ea7n thi\u1ebft. Ph\u00e2n t\u00edch d\u1eef li\u1ec7u n\u00f3i nhanh g\u1ecdn nh\u1ea5t l\u00e0 qu\u00e1 tr\u00ecnh ch\u1ecdn l\u1ecdc d\u1eef li\u1ec7u sau \u0111\u00f3 t\u00ecm ki\u1ebfm, thu th\u1eadp th\u00f4ng tin quan tr\u1ecdng, r\u1ed3i t\u1ed5ng h\u1ee3p l\u1ea1i. H\u00e3y c\u00f9ng t\u00ecm hi\u1ec3u c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch ph\u1ed5 bi\u1ebfn nh\u1ea5t nh\u00e9!<\/p>\n<div id=\"toc_container\" class=\"toc_white no_bullets\"><p class=\"toc_title\">N\u1ed9i dung b&agrave;i vi\u1ebft<\/p><ul class=\"toc_list\"><li><\/li><li><\/li><li><\/li><li><\/li><li><\/li><li><\/li><li><\/li><li><\/li><li><\/li><li><\/li><\/ul><\/div>\n<h2 id=\"ftoc-heading-1\" class=\"ftwp-heading\"><span id=\"Lap_trinh_R\"><b>L\u1eadp tr\u00ecnh R<\/b><\/span><\/h2>\n<p>\u0110\u1ea7u ti\u00ean trong Top 10 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1ed1t nh\u1ea5t n\u0103m 2022 l\u00e0 L\u1eadp tr\u00ecnh R. Vi\u1ec7c ph\u00e2n t\u00edch d\u1eef li\u1ec7u, th\u1ed1ng k\u00ea, h\u1ecdc m\u00e1y s\u1ebd s\u1eed d\u1ee5ng c\u00f4ng c\u1ee5 n\u00e0y \u0111\u1ec3 c\u00f3 k\u1ebft qu\u1ea3 t\u1ed1t nh\u1ea5t. \u0110\u00e2y l\u00e0 m\u1ed9t ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh ri\u00eang bi\u1ec7t v\u00e0 c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng cho b\u1ea5t k\u1ef3 h\u1ec7 \u0111i\u1ec1u h\u00e0nh n\u00e0o do n\u00f3 l\u00e0 platform independent.<\/p>\n<h2 id=\"ftoc-heading-2\" class=\"ftwp-heading\"><span id=\"Cong_cu_phan_tich_du_lieu_Tableau\"><b>C\u00f4ng c\u1ee5 ph\u00e2n t\u00edch d\u1eef li\u1ec7u Tableau<\/b><\/span><\/h2>\n<p>\u0110\u00e2y l\u00e0 c\u00f4ng c\u1ee5 s\u1eed d\u1ee5ng d\u1eef li\u1ec7u \u0111\u1ec3 \u0111\u1ecbnh h\u01b0\u1edbng c\u00e1c ho\u1ea1t \u0111\u1ed9ng kinh doanh, tuy nhi\u00ean b\u1ea1n c\u1ea7n c\u00f3 m\u00f4i tr\u01b0\u1eddng \u0111\u1ec3 ph\u00e2n t\u00edch v\u00e0 x\u1eed l\u00fd d\u01b0\u1edbi d\u1ea1ng \u0111\u1ed3 h\u1ecda<\/p>\n<p>C\u00f4ng c\u1ee5 Tableau ph\u00e2n t\u00edch m\u1ed9t c\u00e1ch nhanh ch\u00f3ng \u0111\u01a1n gi\u1ea3n d\u1ec5 hi\u1ec3u d\u00e0nh cho t\u1ea5t c\u1ea3 m\u1ecdi ng\u01b0\u1eddi k\u1ec3 c\u1ea3 nh\u1eefng ng\u01b0\u1eddi \u0111\u1ea7u ti\u00ean m\u1edbi ti\u1ebfp x\u00fac. Tuy nhi\u00ean b\u1ea1n c\u0169ng c\u1ea7n c\u00f3 ki\u1ebfn th\u1ee9c v\u00e0 k\u1ef9 n\u0103ng l\u1eadp tr\u00ecnh c\u01a1 b\u1ea3n \u0111\u1ec3 ph\u00e2n t\u00edch report g\u1eedi \u0111\u1ebfn ph\u00f2ng IT ho\u1eb7c ph\u00f2ng ban chuy\u00ean m\u00f4n .<\/p>\n<p>C\u00e1c y\u00eau c\u1ea7u \u0111\u00f3 d\u00f9 c\u00f3 \u0111\u01b0\u1ee3c g\u1eedi s\u1edbm \u0111i ch\u0103ng n\u1eefa c\u0169ng kh\u00f4ng th\u1ec3 th\u1ef1c hi\u1ec7n ph\u00e2n t\u00edch \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n ngay v\u00ec c\u00f2n li\u00ean quan \u0111\u1ebfn v\u1ea5n \u0111\u1ec1 nh\u00e2n l\u1ef1c v\u00e0 th\u1eddi gian, do v\u1eady c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn s\u1ef1 ch\u1eadm tr\u1ec5 c\u1ee7a c\u00e1c ho\u1ea1t \u0111\u1ed9ng (quy\u1ebft \u0111\u1ecbnh) kinh doanh.<\/p>\n<p>Nh\u01b0ng n\u1ebfu ch\u1ec9 nh\u00ecn v\u00e0o b\u1ea3ng s\u1ed1 li\u1ec7u excel th\u00ec con s\u1ed1 \u0111\u00f3 c\u0169ng r\u1ea5t kh\u00f3 \u0111\u1ec3 ng\u01b0\u1eddi ph\u00e2n t\u00edch c\u00f3 c\u00e1i nh\u00ecn tr\u1ef1c quan.<\/p>\n<p>\u0110\u1ec3 c\u00f3 th\u1ec3 ph\u00e2n t\u00edch ta c\u1ea7n s\u1eed d\u1ee5ng th\u00eam tool v\u00e0 hi\u1ec7n t\u1ea1i c\u00f3 r\u1ea5t nhi\u1ec1u gi\u1ea3i ph\u00e1p BI (Business Intelligence). V\u00e0 Tableau \u0111\u01b0\u1ee3c nhi\u1ec1u ng\u01b0\u1eddi s\u1eed d\u1ee5ng nh\u1ea5t trong \u0111\u00f3 t\u1ea1i Nh\u1eadt r\u1ea5t ph\u1ed5 bi\u1ebfn.<\/p>\n<p>Tableau c\u00f3 th\u1ec3 t\u01b0\u01a1ng t\u00e1c v\u1edbi b\u1ea5t k\u00ec lo\u1ea1i d\u1eef li\u1ec7u n\u00e0o t\u1eeb Excel, Data Warehouse cho t\u1edbi D\u1eef li\u1ec7u Website. C\u00e1c d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt theo th\u1eddi gian th\u1ef1c n\u00ean r\u1ea5t tr\u1ef1c quang. S\u1ed1 li\u1ec7u \u0111\u01b0\u1ee3c th\u1ec3 hi\u1ec7n theo nhi\u1ec1u c\u00e1ch nh\u01b0 i\u1ec3u \u0111\u1ed3 hay th\u1eadm ch\u00ed l\u00e0 c\u1ea3 m\u1ed9t Dashboard. \u0110\u1eb7c bi\u1ec7t ddaay l\u00e0 c\u00f4ng c\u1ee5 ho\u00e0n to\u00e0n mi\u1ec5n ph\u00ed v\u00e0 \u0111\u01b0\u1ee3c l\u00f2ng c\u1ee7a r\u1ea5t r\u1ea5t nhi\u1ec1u ng\u01b0\u1eddi \u0111ang s\u1eed d\u1ee5ng tr\u00ean th\u1ecb tr\u01b0\u1eddng.\u00a0H\u1ec7 th\u1ed1ng x\u1eed l\u00fd Big Data c\u1ee7a Tableau r\u1ea5t m\u1ea1nh m\u1ebd.<\/p>\n<figure id=\"attachment_3103\" aria-describedby=\"caption-attachment-3103\" style=\"width: 699px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-3103\" src=\"https:\/\/vivut.net\/wp-content\/uploads\/2022\/02\/Tabeau-truc-quan.jpg\" alt=\"C\u00f4ng c\u1ee5 ph\u00e2n t\u00edch d\u1eef li\u1ec7u Tableau\" width=\"699\" height=\"493\" \/><figcaption id=\"caption-attachment-3103\" class=\"wp-caption-text\">C\u00f4ng c\u1ee5 ph\u00e2n t\u00edch d\u1eef li\u1ec7u Tableau<\/figcaption><\/figure>\n<h2 id=\"ftoc-heading-3\" class=\"ftwp-heading\"><span id=\"Python\"><strong>Python<\/strong><\/span><\/h2>\n<p>Python l\u00e0 m\u1ed9t ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh scripting ph\u1ed5 bi\u1ebfn v\u00e0 h\u1ebft s\u1ee9c th\u00fa v\u1ecb. N\u00f3 kh\u00f4ng ph\u1ea3i ng\u00f4n ng\u1eef c\u00f3 t\u1ed1c \u0111\u1ed9 th\u1ef1c thi nhanh nh\u01b0 Assembly, C, C++\u2026<\/p>\n<p>Python r\u1ea5t d\u1ec5 s\u1eed d\u1ee5ng v\u00e0 n\u00f3 \u0111\u01b0\u1ee3c d\u00e0nh cho nh\u1eefng nh\u1eefng ng\u01b0\u1eddi ch\u01b0a bi\u1ebft l\u1eadp tr\u00ecnh ho\u1eb7c thanh thi\u1ebfu ni\u00ean. Tuy nhi\u00ean c\u00e1c t\u1eadp \u0111o\u00e0n l\u1edbn v\u1eabn \u0111ang s\u1eed d\u1ee5ng h\u1ec7 th\u1ed1ng n\u00e0y \u0111\u1ec3 v\u1eadn h\u00e0nh d\u1ecbch v\u1ee5 c\u1ee7a m\u00ecnh. V\u00ec Python \u0111\u01b0\u1ee3c vi\u1ec7c, kh\u00f4ng m\u00e0u m\u00e8, h\u1ecdc nhanh, d\u00f9ng lu\u00f4n n\u00ean c\u0169ng \u0111\u01b0\u1ee3c l\u00f2ng c\u1ee7a nh\u1eefng nh\u00e0 nghi\u00ean c\u1ee9u khoa h\u1ecdc hay ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn.<\/p>\n<p>Python \u0111\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 l\u00e0 d\u1ec5 h\u1ecdc, d\u1ec5 vi\u1ebft, d\u1ec5 duy tr\u00ec v\u00e0 \u0111\u01b0\u1ee3c cung c\u1ea5p d\u01b0\u1edbi d\u1ea1ng M\u00e3 ngu\u1ed3n m\u1edf (Mi\u1ec5n ph\u00ed). C\u00f3 nh\u1eefng th\u01b0 vi\u1ec7n h\u1ecdc m\u00e1y (Machine learning) t\u1ed1t nh\u01b0: Scikitlearn, Theano, Tensorflow v\u00e0 Keras. Kh\u1ea3 n\u0103ng thu th\u1eadp tr\u00ean nhi\u1ec1u n\u1ec1n t\u1ea3ng nh\u01b0 SQL server, t\u1eadp li\u1ec7u MongoDB, JSON. X\u1eed l\u00fd d\u1eef li\u1ec7u d\u1ea1ng v\u0103n b\u1ea3n r\u1ea5t t\u1ed1t.<\/p>\n<figure id=\"attachment_3108\" aria-describedby=\"caption-attachment-3108\" style=\"width: 800px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-3108\" src=\"https:\/\/vivut.net\/wp-content\/uploads\/2022\/02\/python.png\" alt=\"Python\" width=\"800\" height=\"450\" \/><figcaption id=\"caption-attachment-3108\" class=\"wp-caption-text\">Python<\/figcaption><\/figure>\n<h2 id=\"ftoc-heading-4\" class=\"ftwp-heading\"><span id=\"SAS\"><strong>SAS<\/strong><\/span><\/h2>\n<p>Tr\u00ean th\u1ebf gi\u1edbi SAS \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng ph\u1ed5 bi\u1ebfn cho ph\u00e9p ng\u01b0\u1eddi s\u1eed d\u1ee5ng thao t\u00e1c d\u1eef li\u1ec7u h\u1ea7u nh\u01b0 v\u1edbi m\u1ecdi c\u00e1ch c\u00f3 th\u1ec3. \u0110\u00e2y l\u00e0 b\u1ed9 ch\u01b0\u01a1ng tr\u00ecnh chuy\u00ean d\u1ee5ng ph\u1ee5c v\u1ee5 cho x\u1eed l\u00fd v\u00e0 ph\u00e2n t\u00edch s\u1ed1 li\u1ec7u th\u1ed1ng k\u00ea. SAS c\u0169ng \u0111\u01b0a v\u00e0o th\u1ee7 t\u1ee5c Proc sql cho ph\u00e9p th\u1ef1c hi\u1ec7n m\u1ecdi c\u00e2u h\u1ecfi Sql (Structured query language) tr\u00ean file d\u1eef li\u1ec7u.<\/p>\n<p>Nh\u1edd v\u00e0o kh\u1ea3 n\u0103ng k\u1ebft n\u1ed1i, qu\u1ea3n tr\u1ecb v\u00e0 ph\u00e2n t\u00edch s\u1ed1 li\u1ec7u t\u1eeb b\u1ea5t k\u1ef3 ngu\u1ed3n D\u1eef li\u1ec7u n\u00e0o m\u00e0 SAS \u0111ang c\u1ed1 g\u1eafng v\u01b0\u01a1 l\u00ean d\u1eabn \u0111\u1ea7u ng\u00e0nh Ph\u00e2n t\u00edch d\u1eef li\u1ec7u. SAS cung c\u1ea5p nhi\u1ec1u modules cho web, m\u1ea1ng x\u00e3 h\u1ed9i v\u00e0 ph\u00e2n t\u00edch marketing, hi\u1ec7n \u0111ang \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng r\u1ed9ng r\u00e3i cho vi\u1ec7c h\u1ed3 s\u01a1 h\u00f3a kh\u00e1ch h\u00e0ng ti\u1ec1m n\u0103ng. \u0110\u00e2y l\u00e0 m\u00f4i tr\u01b0\u1eddng d\u00e0nh cho L\u1eadp tr\u00ecnh v\u00e0 Ng\u00f4n ng\u1eef Thao t\u00e1c D\u1eef li\u1ec7u (Data manipulation) v\u00ec kh\u1ea3 n\u0103ng d\u1ef1 \u0111o\u00e1n h\u00e0nh vi, qu\u1ea3n l\u00fd v\u00e0 t\u1ed1i \u01b0u h\u00f3a giao ti\u1ebfp.<\/p>\n<h2 id=\"ftoc-heading-5\" class=\"ftwp-heading\"><span id=\"Excel\"><strong>Excel<\/strong><\/span><\/h2>\n<p>Excel c\u00f3 l\u1ebd \u0111\u00e3 qu\u00e1 quen thu\u1ed9c v\u1edbi nhi\u1ec1u ng\u01b0\u1eddi \u0111\u00e2y l\u00e0 m\u1ed9t trong 3 k\u1ef9 n\u0103ng c\u0103n b\u1ea3n c\u1ea7n ph\u1ea3i bi\u1ebft khi s\u1eed d\u1ee5ng tin h\u1ecdc \u1ee9ng d\u1ee5ng. Ph\u1ea7n m\u1ec1m n\u00e0y gi\u00fap t\u1ea1o ra c\u00e1c b\u1ea3ng t\u00ednh, c\u00f9ng c\u00e1c t\u00ednh n\u0103ng, c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 ng\u01b0\u1eddi d\u00f9ng t\u00ednh to\u00e1n d\u1eef li\u1ec7u nhanh, ch\u00ednh x\u00e1c v\u1edbi s\u1ed1 l\u01b0\u1ee3ng h\u00e0ng tri\u1ec7u \u00f4 t\u00ednh.<\/p>\n<h2 id=\"ftoc-heading-6\" class=\"ftwp-heading\"><span id=\"RapidMiner\"><strong>RapidMiner<\/strong><\/span><\/h2>\n<p>Ch\u1eafc h\u1eb3n c\u00e1c b\u1ea1n \u0111\u00e3 nghe qua v\u1ec1 ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh Java th\u00ec Rapidminer \u0111\u01b0\u1ee3c bi\u1ebft \u0111\u1ebfn l\u00e0 m\u00e3 ngu\u1ed3n m\u1edf, \u00e1p d\u1ee5ng tr\u00ean m\u00f4i tr\u01b0\u1eddng Machine learning v\u00e0 Data mining. V\u1edbi c\u00e1c m\u00e1y ch\u1ee7 l\u00e0 on-premise ho\u1eb7c public cloud \/ private cloud \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng theo m\u00f4 h\u00ecnh Client\/Server<\/p>\n<p id=\"ftoc-heading-6\" class=\"ftwp-heading\">RapidMiner r\u1ea5t \u0111\u01b0\u1ee3c l\u00f2ng c\u1ee7a c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u th\u1ecb tr\u01b0\u1eddng, c\u00e1c c\u00f4ng ty l\u1edbn v\u00ec n\u00f3 ti\u1ec7n d\u1ee5ng, d\u1ec5 d\u00f9ng, kh\u00f4ng c\u1ea7n bi\u1ebft \u0111\u1ebfn \u0111\u1ea7u ra Output m\u00e0 c\u00f3 th\u1ec3 cho ra khu\u00f4n m\u1eabu theo th\u1ebb Label ho\u1eb7c Target.<\/p>\n<h2 id=\"ftoc-heading-7\" class=\"ftwp-heading\"><span id=\"KNIME\"><strong>KNIME<\/strong><\/span><\/h2>\n<p>N\u1ebfu b\u1ea1n mu\u1ed1n khai th\u00e1c d\u1eef li\u1ec7u v\u00e0 t\u1ed5 ch\u1ee9c c\u00f4ng vi\u1ec7c theo c\u1ea5u tr\u00fac nh\u1ea5t \u0111\u1ecbnh theo giao di\u1ec7n chuy\u00ean nghi\u1ec7p, tr\u1ef1c quan h\u00f3a th\u00ec KNIME s\u1ebd l\u00e0 s\u1ef1 l\u1ef1a ch\u1ecdn s\u00e1ng su\u1ed1t nh\u1ea5t.<\/p>\n<p>KNIME \u0111\u01b0\u1ee3c bi\u1ebft \u0111\u1ebfn l\u00e0 ph\u1ea7n m\u1ec1m chuy\u00ean cung c\u1ea5p c\u00e1c t\u00ednh n\u0103ng ph\u00e2n t\u00edch, khai th\u00e1c d\u1eef li\u1ec7u v\u00e0 t\u1ed5 ch\u1ee9c c\u00f4ng vi\u1ec7c theo c\u1ea5u tr\u00fac nh\u1ea5t \u0111\u1ecbnh theo giao di\u1ec7n chuy\u00ean nghi\u1ec7p, tr\u1ef1c quan h\u00f3a.<\/p>\n<p>V\u1edbi h\u01a1n +1000 module v\u00e0 kh\u1ea3 n\u0103ng x\u1eed l\u00fd nhi\u1ec1u lo\u1ea1i d\u1eef li\u1ec7u nh\u01b0 XML, JSON, h\u00ecnh \u1ea3nh, t\u00e0i li\u1ec7u th\u00ec c\u00f4ng c\u1ee5 n\u00e0y x\u1ee9ng \u0111\u00e1ng \u0111\u1ec3 b\u1ea1n t\u00ecm hi\u1ec3u v\u00e0 s\u1eed d\u1ee5ng c\u00f4ng c\u1ee5 n\u00e0y. Ngo\u00e0i ra kh\u1ea3 n\u0103ng t\u1ed5ng h\u1ee3p d\u1eef li\u1ec7u v\u00e0 tr\u00ecnh b\u00e0y ph\u00e2n t\u00edch d\u01b0\u1edbi c\u00e1c d\u1ea1ng b\u1ea3ng bi\u1ec3u, \u0111\u1ed3 th\u1ecb, b\u1ea3n \u0111\u1ed3c\u0169ng \u0111\u01b0\u1ee3c KINEME<\/p>\n<ul>\n<li>Ch\u1ec9 v\u1edbi 1 c\u00fa nh\u1ea5p chu\u1ed9t \u0111\u1ec3 ph\u00e2n t\u00edch v\u00e0 t\u1ef1 \u0111\u1ed9ng khai th\u00e1c d\u1eef li\u1ec7u<\/li>\n<li>T\u1ed5 ch\u1ee9c c\u00f4ng vi\u1ec7c theo c\u1ea5u tr\u00fac c\u00f3 s\u1eb5n<\/li>\n<li>H\u1ed7 tr\u1ee3 h\u01a1n 1000 module<\/li>\n<li>X\u1eed l\u00fd nhi\u1ec1u lo\u1ea1i d\u1eef li\u1ec7u XML, JSON, v.v\u2026<\/li>\n<li>Thay \u0111\u1ed5i \u0111\u1eb7c t\u00ednh c\u1ee7a c\u00e1c node<\/li>\n<li>Khai th\u00e1c c\u00e1c thu\u1eadt to\u00e1n AI ( t\u1ef1 h\u1ecdc theo) v\u00e0 thu\u1eadt to\u00e1n d\u1ef1 \u0111o\u00e1n theo c\u00e1ch chuy\u00ean nghi\u1ec7p<\/li>\n<\/ul>\n<figure id=\"attachment_3110\" aria-describedby=\"caption-attachment-3110\" style=\"width: 1024px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-3110\" src=\"https:\/\/vivut.net\/wp-content\/uploads\/2022\/02\/LifeSciences_Web_Search.png\" alt=\"KNIME\" width=\"1024\" height=\"470\" \/><figcaption id=\"caption-attachment-3110\" class=\"wp-caption-text\">KNIME<\/figcaption><\/figure>\n<h2 id=\"ftoc-heading-8\" class=\"ftwp-heading\"><span id=\"Orange\"><strong>Orange<\/strong><\/span><\/h2>\n<p>B\u1ea1n mu\u1ed1n c\u00f3 c\u00e1i nh\u00ecn tr\u1ef1c quan v\u1ec1 d\u1eef li\u1ec7u v\u00e0 t\u1ed5ng h\u1ee3p t\u1eeb ch\u00fang th\u00ec c\u00f4ng c\u1ee5 m\u00e3 ngu\u1ed3n m\u1edf th\u00ec Orange l\u00e0 l\u1ef1a ch\u1ecdn h\u01a1ph l\u00fd. Ngo\u00e0i t\u1ea1o ra dashboard c\u00f3 bi\u1ec3u \u0111\u1ed3, \u0111\u1ed3 th\u1ecb th\u00ec c\u00f4ng c\u1ee5 c\u0169ng h\u1ed7 tr\u1ee3 th\u00eam nhi\u1ec1u ti\u1ec7n \u00edch m\u1edf r\u1ed9ng kh\u00e1c.<\/p>\n<h2 id=\"ftoc-heading-9\" class=\"ftwp-heading\"><span id=\"OpenRefine\"><strong>OpenRefine<\/strong><\/span><\/h2>\n<p>OpenRefine l\u00e0 \u1ee9ng d\u1ee5ng m\u00e1y t\u00ednh s\u1eed d\u1ee5ng tr\u00ecnh duy\u1ec7t website c\u1ee7a b\u1ea1n v\u00e0 l\u00e0m vi\u1ec7c tr\u00ean giao di\u1ec7n \u0111\u1ed3 h\u1ecda \u0111\u01b0\u1ee3c ch\u1ea1y tr\u00ean n\u1ec1n t\u1ea3ng ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh Java. \u0110\u1ed1i v\u1edbi c\u00e1c c\u00f4ng c\u1ee5 kh\u00e1c b\u1ea1n ph\u1ea3i s\u1eeda t\u1eadp d\u1eef li\u1ec7u g\u1ed1c r\u1ed3i m\u1edbi th\u1ef1c hi\u1ec7n c\u00e1c b\u01b0\u1edbc ti\u1ebfp theo c\u00f2n v\u1edbi OpenRefine th\u00ec kh\u00f4ng c\u1ea7n t\u1ea5t c\u1ea3 c\u00e1c thao t\u00e1c \u0111\u1ec1 d\u1ec5 d\u00e0ng th\u1ef1c hi\u1ec7n v\u00e0 b\u1ea1n ho\u00e0n to\u00e0n l\u00e0m ch\u1ee7 \u0111\u01b0\u1ee3c n\u00f3.<\/p>\n<p>Ngo\u00e0i ra, c\u00f2n c\u00f3 ch\u1ee9c n\u0103ng chia s\u1ebb t\u00e0i li\u1ec7u n\u00e0y v\u1edbi \u1ea5n ph\u1ea9m d\u01b0\u1edbi d\u1ea1ng t\u00e0i li\u1ec7u b\u1ed5 sung. B\u1ea1n c\u00f3 th\u1ec3 quay l\u1ea1i d\u1ef1 \u00e1n \u0111\u1ec3 ch\u1ecdn n\u01a1i b\u1ea1n r\u1eddi \u0111i ho\u1eb7c xu\u1ea5t d\u1eef li\u1ec7u sang m\u1ed9t t\u1ec7p m\u1edbi.<\/p>\n<ul>\n<li>T\u1ed5ng quan h\u00f3a v\u00e0 \u0111\u1ed3ng b\u1ed9 d\u1eef li\u1ec7u<\/li>\n<li>Gi\u1ea3i quy\u1ebft s\u1ef1 kh\u00f4ng nh\u1ea5t qu\u00e1n trong t\u1eadp d\u1eef li\u1ec7u<\/li>\n<li>Gi\u00fap b\u1ea1n chia d\u1eef li\u1ec7u th\u00e0nh nhi\u1ec1u ph\u1ea7n nh\u1ecf<\/li>\n<li>Kh\u1edbp d\u1eef li\u1ec7u c\u1ee5c b\u1ed9 v\u1edbi c\u00e1c t\u1eadp d\u1eef li\u1ec7u kh\u00e1c<\/li>\n<li>T\u0103ng c\u01b0\u1eddng t\u1eadp d\u1eef li\u1ec7u v\u1edbi d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u ngu\u1ed3n kh\u00e1c<\/li>\n<li>L\u01b0u t\u1eadp h\u1ee3p c\u00e1c b\u01b0\u1edbc l\u00e0m d\u1eef li\u1ec7u \u0111\u1ec3 ph\u00e1t l\u1ea1i tr\u00ean c\u00f9ng m\u1ed9t t\u1ec7<\/li>\n<\/ul>\n<figure id=\"attachment_3106\" aria-describedby=\"caption-attachment-3106\" style=\"width: 870px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-3106\" src=\"https:\/\/vivut.net\/wp-content\/uploads\/2022\/02\/du-lieu.png\" alt=\"Top 10 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1ed1t nh\u1ea5t n\u0103m 2022\" width=\"870\" height=\"500\" \/><figcaption id=\"caption-attachment-3106\" class=\"wp-caption-text\">Top 10 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1ed1t nh\u1ea5t n\u0103m 2022<\/figcaption><\/figure>\n<h2 id=\"ftoc-heading-10\" class=\"ftwp-heading\"><span id=\"Looker\"><strong>Looker<\/strong><\/span><\/h2>\n<p>Cu\u1ed1i c\u00f9ng trong Top 10 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1ed1t nh\u1ea5t n\u0103m 2022 l\u00e0 Looker. Looker \u0111\u01b0\u1ee3c c\u00e1c doanh nghi\u1ec7p F&amp;B s\u1eed d\u1ee5ng v\u00ec chuy\u00ean cung c\u1ea5p c\u00e1c ch\u1ee9c n\u0103ng qu\u1ea3n l\u00fd d\u1eef li\u1ec7u<\/p>\n<p>V\u1edbi Looker b\u1ea1n c\u00f3 th\u1ec3 truy c\u1eadp tr\u1ef1c ti\u1ebfp tr\u00ean website m\u1ed9t c\u00e1ch d\u1ec5 d\u00e0ng \u0111\u1ec3 nh\u1eadn \u0111\u01b0\u1ee3c th\u00f4ng tin chi ti\u1ebft v\u00e0 th\u1eddi gian th\u1ef1c v\u1ec1 ho\u1ea1t \u0111\u1ed9ng c\u1ee7a m\u00ecnh th\u00f4ng qua b\u1ea3ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u<\/p>\n<p>Vi\u1ec7c h\u00e0nh \u0111\u1ed9ng ti\u1ebfp theo s\u1ebd \u0111\u01b0\u1ee3c Looker h\u1ed7 tr\u1ee3 v\u00ec vi\u1ec7c ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u00e3 qu\u00e1 r\u00f5 r\u00e0ng.<\/p>\n<p>Mong r\u1eb1ng b\u00e0i vi\u1ebft s\u1ebd gi\u00fap b\u1ea1n hi\u1ec3u th\u00eam v\u1ec1 c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch d\u1eef li\u1ec7u. Ng\u00e0y nay v\u1edbi s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a c\u00f4ng ngh\u1ec7, nhi\u1ec1u c\u00f4ng c\u1ee5 t\u1ed1i \u01b0u \u0111\u00e3 \u0111\u01b0\u1ee3c ra \u0111\u1eddi, t\u00edch h\u1ee3p thu th\u1eadp, ph\u00e2n t\u00edch v\u00e0 h\u1ee3p nh\u1ea5t d\u1eef li\u1ec7u \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c chi\u1ebfn d\u1ecbch marketing c\u00e1 nh\u00e2n ho\u00e1 hi\u1ec7u qu\u1ea3, trong \u0111\u00f3 kh\u00f4ng th\u1ec3 kh\u00f4ng nh\u1eafc \u0111\u1ebfn n\u1ec1n t\u1ea3ng d\u1eef li\u1ec7u kh\u00e1ch h\u00e0ng CDP (Customer Data Platform).<\/p>\n<p>Nh\u01b0 v\u1eady qua b\u00e0i vi\u1ebft Top 10 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1ed1t nh\u1ea5t n\u0103m 2022 b\u1ea1n c\u0169ng bi\u1ebft \u0111\u01b0\u1ee3c m\u1ed9t s\u1ed1 c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch d\u1eef li\u1ec7u hay. N\u1ebfu c\u00f2n b\u1ea5t k\u1ef3 th\u1eafc m\u1eafc n\u00e0o li\u00ean quan h\u00e3y \u0111\u1ec3 l\u1ea1i b\u00ecnh lu\u1eadn ngay b\u00ean d\u01b0\u1edbi b\u1ea1n nh\u00e9!<\/p>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-center kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;center&quot;,&quot;id&quot;:&quot;2991&quot;,&quot;slug&quot;:&quot;default&quot;,&quot;valign&quot;:&quot;bottom&quot;,&quot;ignore&quot;:&quot;&quot;,&quot;reference&quot;:&quot;auto&quot;,&quot;class&quot;:&quot;&quot;,&quot;count&quot;:&quot;5&quot;,&quot;legendonly&quot;:&quot;&quot;,&quot;readonly&quot;:&quot;&quot;,&quot;score&quot;:&quot;4.8&quot;,&quot;starsonly&quot;:&quot;&quot;,&quot;best&quot;:&quot;5&quot;,&quot;gap&quot;:&quot;5&quot;,&quot;greet&quot;:&quot;\\u0110\\u00e1nh gi\\u00e1 b\\u00e0i vi\\u1ebft post&quot;,&quot;legend&quot;:&quot;4.8\\\/5 - (5 votes)&quot;,&quot;size&quot;:&quot;24&quot;,&quot;title&quot;:&quot;Top 10 c\\u00f4ng c\\u1ee5 h\\u1ed7 tr\\u1ee3 ph\\u00e2n t\\u00edch d\\u1eef li\\u1ec7u t\\u1ed1t nh\\u1ea5t n\\u0103m 2022&quot;,&quot;width&quot;:&quot;136.7&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} - ({count} {votes})&quot;,&quot;font_factor&quot;:&quot;1.25&quot;}'>\n            \n<div class=\"kksr-stars\">\n    \n<div class=\"kksr-stars-inactive\">\n            <div class=\"kksr-star\" data-star=\"1\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n    <\/div>\n    \n<div class=\"kksr-stars-active\" style=\"width: 136.7px;\">\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 19.2px;\">\n            4.8\/5 - (5 votes)    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p>B\u1ea1n \u0111ang mu\u1ed1n t\u00ecm top 10 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1ed1t nh\u1ea5t n\u0103m 2022? Gi\u1eefa th\u1eddi \u0111\u1ea1i c\u00f4ng ngh\u1ec7 ph\u00e1t tri\u1ec3n gi\u1eefa v\u00f4 v\u00e0n ki\u1ebfn th\u1ee9c th\u00ec Ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u00e0 \u0111i\u1ec1u r\u1ea5t c\u1ea7n thi\u1ebft. Ph\u00e2n t\u00edch d\u1eef li\u1ec7u n\u00f3i nhanh g\u1ecdn nh\u1ea5t l\u00e0 qu\u00e1 tr\u00ecnh ch\u1ecdn l\u1ecdc d\u1eef li\u1ec7u [&hellip;]<\/p>\n","protected":false},"author":44,"featured_media":2992,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_daextam_enable_autolinks":"","footnotes":""},"categories":[271],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.12 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Top 10 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1ed1t nh\u1ea5t n\u0103m 2022 | Man Pham Blog<\/title>\n<meta name=\"description\" content=\"B\u1ea1n \u0111ang mu\u1ed1n t\u00ecm top 10 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1ed1t nh\u1ea5t n\u0103m 2022? Gi\u1eefa th\u1eddi \u0111\u1ea1i c\u00f4ng ngh\u1ec7 ph\u00e1t tri\u1ec3n gi\u1eefa v\u00f4 v\u00e0n ki\u1ebfn th\u1ee9c th\u00ec Ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u00e0 \u0111i\u1ec1u r\u1ea5t c\u1ea7n thi\u1ebft. Ph\u00e2n t\u00edch d\u1eef li\u1ec7u n\u00f3i nhanh g\u1ecdn nh\u1ea5t l\u00e0 qu\u00e1 tr\u00ecnh ch\u1ecdn l\u1ecdc d\u1eef li\u1ec7u sau \u0111\u00f3 t\u00ecm ki\u1ebfm, thu th\u1eadp th\u00f4ng tin quan tr\u1ecdng, r\u1ed3i t\u1ed5ng h\u1ee3p l\u1ea1i. H\u00e3y c\u00f9ng t\u00ecm hi\u1ec3u c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch ph\u1ed5 bi\u1ebfn nh\u1ea5t nh\u00e9!\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.manpham.com\/cong-cu-phan-tich-du-lieu.html\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Top 10 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1ed1t nh\u1ea5t n\u0103m 2022 | Man Pham Blog\" \/>\n<meta property=\"og:description\" content=\"B\u1ea1n \u0111ang mu\u1ed1n t\u00ecm top 10 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1ed1t nh\u1ea5t n\u0103m 2022? Gi\u1eefa th\u1eddi \u0111\u1ea1i c\u00f4ng ngh\u1ec7 ph\u00e1t tri\u1ec3n gi\u1eefa v\u00f4 v\u00e0n ki\u1ebfn th\u1ee9c th\u00ec Ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u00e0 \u0111i\u1ec1u r\u1ea5t c\u1ea7n thi\u1ebft. Ph\u00e2n t\u00edch d\u1eef li\u1ec7u n\u00f3i nhanh g\u1ecdn nh\u1ea5t l\u00e0 qu\u00e1 tr\u00ecnh ch\u1ecdn l\u1ecdc d\u1eef li\u1ec7u sau \u0111\u00f3 t\u00ecm ki\u1ebfm, thu th\u1eadp th\u00f4ng tin quan tr\u1ecdng, r\u1ed3i t\u1ed5ng h\u1ee3p l\u1ea1i. H\u00e3y c\u00f9ng t\u00ecm hi\u1ec3u c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch ph\u1ed5 bi\u1ebfn nh\u1ea5t nh\u00e9!\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.manpham.com\/cong-cu-phan-tich-du-lieu.html\" \/>\n<meta property=\"og:site_name\" content=\"Man Pham Blog\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/sean.pham.397\/\" \/>\n<meta property=\"article:published_time\" content=\"2022-02-17T14:54:49+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2022-02-17T14:54:59+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.manpham.com\/wp-content\/uploads\/2022\/02\/Artboard-10@3x-1.png\" \/>\n\t<meta property=\"og:image:width\" content=\"3699\" \/>\n\t<meta property=\"og:image:height\" content=\"2064\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Thu H\u00e0\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Thu H\u00e0\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"8 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.manpham.com\/cong-cu-phan-tich-du-lieu.html#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.manpham.com\/cong-cu-phan-tich-du-lieu.html\"},\"author\":{\"name\":\"Thu H\u00e0\",\"@id\":\"https:\/\/www.manpham.com\/#\/schema\/person\/86395a802f3e8d52ec75ede043a48dad\"},\"headline\":\"Top 10 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1ed1t nh\u1ea5t n\u0103m 2022\",\"datePublished\":\"2022-02-17T14:54:49+00:00\",\"dateModified\":\"2022-02-17T14:54:59+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.manpham.com\/cong-cu-phan-tich-du-lieu.html\"},\"wordCount\":2496,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/www.manpham.com\/#\/schema\/person\/952082eb2ba0ed7889c93be808a333fb\"},\"articleSection\":[\"Ki\u1ebfn th\u1ee9c Marketing\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/www.manpham.com\/cong-cu-phan-tich-du-lieu.html#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.manpham.com\/cong-cu-phan-tich-du-lieu.html\",\"url\":\"https:\/\/www.manpham.com\/cong-cu-phan-tich-du-lieu.html\",\"name\":\"Top 10 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1ed1t nh\u1ea5t n\u0103m 2022 | Man Pham Blog\",\"isPartOf\":{\"@id\":\"https:\/\/www.manpham.com\/#website\"},\"datePublished\":\"2022-02-17T14:54:49+00:00\",\"dateModified\":\"2022-02-17T14:54:59+00:00\",\"description\":\"B\u1ea1n \u0111ang mu\u1ed1n t\u00ecm top 10 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1ed1t nh\u1ea5t n\u0103m 2022? Gi\u1eefa th\u1eddi \u0111\u1ea1i c\u00f4ng ngh\u1ec7 ph\u00e1t tri\u1ec3n gi\u1eefa v\u00f4 v\u00e0n ki\u1ebfn th\u1ee9c th\u00ec Ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u00e0 \u0111i\u1ec1u r\u1ea5t c\u1ea7n thi\u1ebft. Ph\u00e2n t\u00edch d\u1eef li\u1ec7u n\u00f3i nhanh g\u1ecdn nh\u1ea5t l\u00e0 qu\u00e1 tr\u00ecnh ch\u1ecdn l\u1ecdc d\u1eef li\u1ec7u sau \u0111\u00f3 t\u00ecm ki\u1ebfm, thu th\u1eadp th\u00f4ng tin quan tr\u1ecdng, r\u1ed3i t\u1ed5ng h\u1ee3p l\u1ea1i. H\u00e3y c\u00f9ng t\u00ecm hi\u1ec3u c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch ph\u1ed5 bi\u1ebfn nh\u1ea5t nh\u00e9!\",\"breadcrumb\":{\"@id\":\"https:\/\/www.manpham.com\/cong-cu-phan-tich-du-lieu.html#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.manpham.com\/cong-cu-phan-tich-du-lieu.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.manpham.com\/cong-cu-phan-tich-du-lieu.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.manpham.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Top 10 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1ed1t nh\u1ea5t n\u0103m 2022\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.manpham.com\/#website\",\"url\":\"https:\/\/www.manpham.com\/\",\"name\":\"Man Pham Blog\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\/\/www.manpham.com\/#\/schema\/person\/952082eb2ba0ed7889c93be808a333fb\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.manpham.com\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-US\"},{\"@type\":[\"Person\",\"Organization\"],\"@id\":\"https:\/\/www.manpham.com\/#\/schema\/person\/952082eb2ba0ed7889c93be808a333fb\",\"name\":\"Man Pham\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.manpham.com\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/81340856d88ebbf80c1bd5fb9aa741b4?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/81340856d88ebbf80c1bd5fb9aa741b4?s=96&d=mm&r=g\",\"caption\":\"Man Pham\"},\"logo\":{\"@id\":\"https:\/\/www.manpham.com\/#\/schema\/person\/image\/\"},\"description\":\"Y\u00eau m\u00e0u tr\u1eafng, v\u00e0 y\u00eau l\u1eadp tr\u00ecnh, SEO . Hy v\u1ecdng r\u1eb1ng c\u00e1c chia s\u1ebb nh\u1ecf n\u00e0y s\u1ebd gi\u00fap c\u00e1c b\u1ea1n c\u00f3 nh\u1eefng kinh nghi\u1ec7m qu\u00fd b\u00e1u\",\"sameAs\":[\"https:\/\/www.manpham.com\/\",\"https:\/\/www.facebook.com\/sean.pham.397\/\",\"https:\/\/www.linkedin.com\/in\/manphamreview1\/\",\"https:\/\/www.pinterest.com\/manphamreview1\/\",\"https:\/\/twitter.com\/PhamMan79197728\",\"https:\/\/myspace.com\/manphamreview1\/\",\"https:\/\/www.youtube.com\/channel\/UCVlUNQ-POpB5LYtPm2Jmipg\/about\",\"https:\/\/manphamreview1.tumblr.com\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.manpham.com\/#\/schema\/person\/86395a802f3e8d52ec75ede043a48dad\",\"name\":\"Thu H\u00e0\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.manpham.com\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/3e4311698127d492d9ea8650d73dba47?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/3e4311698127d492d9ea8650d73dba47?s=96&d=mm&r=g\",\"caption\":\"Thu H\u00e0\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Top 10 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1ed1t nh\u1ea5t n\u0103m 2022 | Man Pham Blog","description":"B\u1ea1n \u0111ang mu\u1ed1n t\u00ecm top 10 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1ed1t nh\u1ea5t n\u0103m 2022? Gi\u1eefa th\u1eddi \u0111\u1ea1i c\u00f4ng ngh\u1ec7 ph\u00e1t tri\u1ec3n gi\u1eefa v\u00f4 v\u00e0n ki\u1ebfn th\u1ee9c th\u00ec Ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u00e0 \u0111i\u1ec1u r\u1ea5t c\u1ea7n thi\u1ebft. Ph\u00e2n t\u00edch d\u1eef li\u1ec7u n\u00f3i nhanh g\u1ecdn nh\u1ea5t l\u00e0 qu\u00e1 tr\u00ecnh ch\u1ecdn l\u1ecdc d\u1eef li\u1ec7u sau \u0111\u00f3 t\u00ecm ki\u1ebfm, thu th\u1eadp th\u00f4ng tin quan tr\u1ecdng, r\u1ed3i t\u1ed5ng h\u1ee3p l\u1ea1i. H\u00e3y c\u00f9ng t\u00ecm hi\u1ec3u c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch ph\u1ed5 bi\u1ebfn nh\u1ea5t nh\u00e9!","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:\/\/www.manpham.com\/cong-cu-phan-tich-du-lieu.html","og_locale":"en_US","og_type":"article","og_title":"Top 10 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1ed1t nh\u1ea5t n\u0103m 2022 | Man Pham Blog","og_description":"B\u1ea1n \u0111ang mu\u1ed1n t\u00ecm top 10 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1ed1t nh\u1ea5t n\u0103m 2022? Gi\u1eefa th\u1eddi \u0111\u1ea1i c\u00f4ng ngh\u1ec7 ph\u00e1t tri\u1ec3n gi\u1eefa v\u00f4 v\u00e0n ki\u1ebfn th\u1ee9c th\u00ec Ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u00e0 \u0111i\u1ec1u r\u1ea5t c\u1ea7n thi\u1ebft. Ph\u00e2n t\u00edch d\u1eef li\u1ec7u n\u00f3i nhanh g\u1ecdn nh\u1ea5t l\u00e0 qu\u00e1 tr\u00ecnh ch\u1ecdn l\u1ecdc d\u1eef li\u1ec7u sau \u0111\u00f3 t\u00ecm ki\u1ebfm, thu th\u1eadp th\u00f4ng tin quan tr\u1ecdng, r\u1ed3i t\u1ed5ng h\u1ee3p l\u1ea1i. H\u00e3y c\u00f9ng t\u00ecm hi\u1ec3u c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch ph\u1ed5 bi\u1ebfn nh\u1ea5t nh\u00e9!","og_url":"https:\/\/www.manpham.com\/cong-cu-phan-tich-du-lieu.html","og_site_name":"Man Pham Blog","article_publisher":"https:\/\/www.facebook.com\/sean.pham.397\/","article_published_time":"2022-02-17T14:54:49+00:00","article_modified_time":"2022-02-17T14:54:59+00:00","og_image":[{"width":3699,"height":2064,"url":"https:\/\/www.manpham.com\/wp-content\/uploads\/2022\/02\/Artboard-10@3x-1.png","type":"image\/png"}],"author":"Thu H\u00e0","twitter_misc":{"Written by":"Thu H\u00e0","Est. reading time":"8 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.manpham.com\/cong-cu-phan-tich-du-lieu.html#article","isPartOf":{"@id":"https:\/\/www.manpham.com\/cong-cu-phan-tich-du-lieu.html"},"author":{"name":"Thu H\u00e0","@id":"https:\/\/www.manpham.com\/#\/schema\/person\/86395a802f3e8d52ec75ede043a48dad"},"headline":"Top 10 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1ed1t nh\u1ea5t n\u0103m 2022","datePublished":"2022-02-17T14:54:49+00:00","dateModified":"2022-02-17T14:54:59+00:00","mainEntityOfPage":{"@id":"https:\/\/www.manpham.com\/cong-cu-phan-tich-du-lieu.html"},"wordCount":2496,"commentCount":0,"publisher":{"@id":"https:\/\/www.manpham.com\/#\/schema\/person\/952082eb2ba0ed7889c93be808a333fb"},"articleSection":["Ki\u1ebfn th\u1ee9c Marketing"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.manpham.com\/cong-cu-phan-tich-du-lieu.html#respond"]}]},{"@type":"WebPage","@id":"https:\/\/www.manpham.com\/cong-cu-phan-tich-du-lieu.html","url":"https:\/\/www.manpham.com\/cong-cu-phan-tich-du-lieu.html","name":"Top 10 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1ed1t nh\u1ea5t n\u0103m 2022 | Man Pham Blog","isPartOf":{"@id":"https:\/\/www.manpham.com\/#website"},"datePublished":"2022-02-17T14:54:49+00:00","dateModified":"2022-02-17T14:54:59+00:00","description":"B\u1ea1n \u0111ang mu\u1ed1n t\u00ecm top 10 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1ed1t nh\u1ea5t n\u0103m 2022? Gi\u1eefa th\u1eddi \u0111\u1ea1i c\u00f4ng ngh\u1ec7 ph\u00e1t tri\u1ec3n gi\u1eefa v\u00f4 v\u00e0n ki\u1ebfn th\u1ee9c th\u00ec Ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u00e0 \u0111i\u1ec1u r\u1ea5t c\u1ea7n thi\u1ebft. Ph\u00e2n t\u00edch d\u1eef li\u1ec7u n\u00f3i nhanh g\u1ecdn nh\u1ea5t l\u00e0 qu\u00e1 tr\u00ecnh ch\u1ecdn l\u1ecdc d\u1eef li\u1ec7u sau \u0111\u00f3 t\u00ecm ki\u1ebfm, thu th\u1eadp th\u00f4ng tin quan tr\u1ecdng, r\u1ed3i t\u1ed5ng h\u1ee3p l\u1ea1i. H\u00e3y c\u00f9ng t\u00ecm hi\u1ec3u c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch ph\u1ed5 bi\u1ebfn nh\u1ea5t nh\u00e9!","breadcrumb":{"@id":"https:\/\/www.manpham.com\/cong-cu-phan-tich-du-lieu.html#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.manpham.com\/cong-cu-phan-tich-du-lieu.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.manpham.com\/cong-cu-phan-tich-du-lieu.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.manpham.com\/"},{"@type":"ListItem","position":2,"name":"Top 10 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1ed1t nh\u1ea5t n\u0103m 2022"}]},{"@type":"WebSite","@id":"https:\/\/www.manpham.com\/#website","url":"https:\/\/www.manpham.com\/","name":"Man Pham Blog","description":"","publisher":{"@id":"https:\/\/www.manpham.com\/#\/schema\/person\/952082eb2ba0ed7889c93be808a333fb"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.manpham.com\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-US"},{"@type":["Person","Organization"],"@id":"https:\/\/www.manpham.com\/#\/schema\/person\/952082eb2ba0ed7889c93be808a333fb","name":"Man Pham","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.manpham.com\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/81340856d88ebbf80c1bd5fb9aa741b4?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/81340856d88ebbf80c1bd5fb9aa741b4?s=96&d=mm&r=g","caption":"Man Pham"},"logo":{"@id":"https:\/\/www.manpham.com\/#\/schema\/person\/image\/"},"description":"Y\u00eau m\u00e0u tr\u1eafng, v\u00e0 y\u00eau l\u1eadp tr\u00ecnh, SEO . Hy v\u1ecdng r\u1eb1ng c\u00e1c chia s\u1ebb nh\u1ecf n\u00e0y s\u1ebd gi\u00fap c\u00e1c b\u1ea1n c\u00f3 nh\u1eefng kinh nghi\u1ec7m qu\u00fd b\u00e1u","sameAs":["https:\/\/www.manpham.com\/","https:\/\/www.facebook.com\/sean.pham.397\/","https:\/\/www.linkedin.com\/in\/manphamreview1\/","https:\/\/www.pinterest.com\/manphamreview1\/","https:\/\/twitter.com\/PhamMan79197728","https:\/\/myspace.com\/manphamreview1\/","https:\/\/www.youtube.com\/channel\/UCVlUNQ-POpB5LYtPm2Jmipg\/about","https:\/\/manphamreview1.tumblr.com\/"]},{"@type":"Person","@id":"https:\/\/www.manpham.com\/#\/schema\/person\/86395a802f3e8d52ec75ede043a48dad","name":"Thu H\u00e0","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.manpham.com\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/3e4311698127d492d9ea8650d73dba47?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/3e4311698127d492d9ea8650d73dba47?s=96&d=mm&r=g","caption":"Thu H\u00e0"}}]}},"_links":{"self":[{"href":"https:\/\/www.manpham.com\/wp-json\/wp\/v2\/posts\/2991"}],"collection":[{"href":"https:\/\/www.manpham.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.manpham.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.manpham.com\/wp-json\/wp\/v2\/users\/44"}],"replies":[{"embeddable":true,"href":"https:\/\/www.manpham.com\/wp-json\/wp\/v2\/comments?post=2991"}],"version-history":[{"count":3,"href":"https:\/\/www.manpham.com\/wp-json\/wp\/v2\/posts\/2991\/revisions"}],"predecessor-version":[{"id":3140,"href":"https:\/\/www.manpham.com\/wp-json\/wp\/v2\/posts\/2991\/revisions\/3140"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.manpham.com\/wp-json\/wp\/v2\/media\/2992"}],"wp:attachment":[{"href":"https:\/\/www.manpham.com\/wp-json\/wp\/v2\/media?parent=2991"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.manpham.com\/wp-json\/wp\/v2\/categories?post=2991"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.manpham.com\/wp-json\/wp\/v2\/tags?post=2991"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}