{"id":265,"date":"2022-07-10T12:22:19","date_gmt":"2022-07-10T03:22:19","guid":{"rendered":"https:\/\/www.bees-team.com\/?p=265"},"modified":"2022-07-10T12:41:32","modified_gmt":"2022-07-10T03:41:32","slug":"python-pandas","status":"publish","type":"post","link":"https:\/\/www.bees-team.com\/?p=265","title":{"rendered":"Python &#8211; Pandas: l\u1ea5y data t\u1eeb file csv."},"content":{"rendered":"<div class=\"post-content\"><div class='booster-block booster-read-block'>\n                <div class=\"twp-read-time\">\n                \t<i class=\"booster-icon twp-clock\"><\/i> <span>Read Time:<\/span>1 Minute, 53 Second                <\/div>\n\n            <\/div><h2>M\u1ee5c l\u1ee5c<\/h2>\n<ul>\n<li><a href=\"https:\/\/www.bees-team.com\/?p=265#ta-toc-1\">Install Pandas package.<\/a><\/li>\n<li><a href=\"https:\/\/www.bees-team.com\/?p=265#ta-toc-2\">\u0110\u1ecdc file CSV t\u1eeb web server(http\/https).<\/a><\/li>\n<li><a href=\"https:\/\/www.bees-team.com\/?p=265#ta-toc-3\">\u0110\u1ecdc file CSV t\u1eeb local(PC).<\/a><\/li>\n<li><a href=\"https:\/\/www.bees-team.com\/?p=265#ta-toc-4\">M\u1ed9t s\u1ed1 thao t\u00e1c c\u1ee7a Data Frame.<\/a><\/li>\n<li><a href=\"https:\/\/www.bees-team.com\/?p=265#ta-toc-5\">M\u1ed9t s\u1ed1 \u1ee9ng d\u1ee5ng.<\/a><\/li>\n<li><a href=\"https:\/\/www.bees-team.com\/?p=265#ta-toc-6\">Video h\u01b0\u1edbng d\u1eabn t\u1eebng b\u01b0\u1edbc c\u1ee5 th\u1ec3.<\/a><\/li>\n<\/ul>\n<div class=\"code-block code-block-1\">Khi l\u00e0m v\u1ec1 DataScience ho\u1eb7c l\u00e0 AI, ch\u00fang ta \u0111\u00f4i khi ph\u1ea3i s\u1eed d\u1ee5ng data t\u1eeb file nh\u1ea5t l\u00e0 CSV. Do \u0111\u00f3 trang b\u1ecb ki\u1ebfn th\u1ee9c v\u1ec1 \u0111\u1ecdc file CSV l\u00e0 m\u1ed9t \u0111i\u1ec1u c\u1ea7n thi\u1ebft. D\u01b0\u1edbi \u0111\u00e2y ch\u00fang ta s\u1ebd xem qua c\u00e1ch s\u1eed d\u1ee5ng th\u01b0 vi\u1ec7n Pandas \u0111\u1ec3 \u0111\u1ecdc file CSV. Th\u1ef1c t\u1ebf c\u00f3 r\u1ea5t nhi\u1ec1u th\u01b0 vi\u1ec7c \u0111\u1ec3 thao t\u00e1c v\u1edbi file csv th\u1ebf nh\u01b0ng Pandas v\u1eabn l\u00e0 m\u1ed9t l\u1ef1a ch\u1ecdn t\u1ed1t. V\u00ec n\u00f3 cung c\u1ea5p cho ta nhi\u1ec1u ch\u1ee9c n\u0103ng \u0111\u1ec3 thao t\u00e1c v\u1edbi nh\u01b0ng data \u0111\u00f3.<\/div>\n<div class=\"voice\">\n<div class=\"voice-text-left\">\n<h2><span id=\"ta-toc-1\">Install Pandas package<\/span><\/h2>\n<\/div>\n<\/div>\n<p>Tr\u00ean th\u1ef1c t\u1ebf m\u1ed9t s\u1ed1 m\u1ed9i tr\u01b0\u1eddng \u0111\u00e3 c\u00f3 s\u1eb5n Pandas. Nh\u01b0ng n\u1ebfu ch\u01b0a c\u00f3 th\u00ec ch\u00fang ta c\u0169ng c\u00f3 th\u1ec3 t\u1ef1 install m\u1ed9t c\u00e1ch \u0111\u01a1n gi\u1ea3n nh\u01b0 d\u01b0\u1edbi \u0111\u1eady.<\/p>\n<p>H\u1ec7 \u0111i\u1ec1u h\u00e0nh Mac ,Windows ho\u1eb7c l\u00e0 linux ta \u0111\u1ec1u c\u00f3 th\u1ec3 install b\u1eb1ng command.<\/p>\n<pre>pip install pandas<\/pre>\n<h2><span id=\"ta-toc-2\">\u0110\u1ecdc file CSV t\u1eeb web server(http\/https).<\/span><\/h2>\n<pre>import pandas as pd\r\ndf = pd.read_csv('http:\/\/bit.ly\/autompg-csv')\r\ndf.head()\r\n<\/pre>\n<h3>K\u1ebft qu\u1ea3 s\u1ebd nh\u01b0 h\u00ecnh b\u00ean d\u01b0\u1edbi.<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-274\" src=\"http:\/\/www.bees-team.com\/wp-content\/uploads\/2022\/07\/read-csv-http.png\" alt=\"\" width=\"559\" height=\"183\" \/><\/p>\n<h2><span id=\"ta-toc-3\">\u0110\u1ecdc file CSV t\u1eeb local(PC).<\/span><\/h2>\n<pre>import pandas as pd\r\ndf = pd.read_csv('C:\/learn_python\/housing.csv')\r\ndf.head()\r\n<\/pre>\n<h3>K\u1ebft qu\u1ea3 s\u1ebd nh\u01b0 h\u00ecnh b\u00ean d\u01b0\u1edbi.<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-273\" src=\"http:\/\/www.bees-team.com\/wp-content\/uploads\/2022\/07\/read-csv-local-pc.png\" alt=\"\" width=\"655\" height=\"179\" \/><\/p>\n<h2><span id=\"ta-toc-4\">M\u1ed9t s\u1ed1 thao t\u00e1c c\u1ee7a Data Frame.<\/span><\/h2>\n<p>\u0110\u1ecdc 3 d\u00f2ng \u0111\u1ea7u c\u1ee7a file CSV.<\/p>\n<pre> df = pd.read_csv('C:\/learn_python\/housing.csv')\r\n df.head(3)\r\n<\/pre>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-276\" src=\"http:\/\/www.bees-team.com\/wp-content\/uploads\/2022\/07\/read-csv-first-3-lines.png\" alt=\"\" width=\"638\" height=\"126\" \/><\/p>\n<p>\u0110\u1ecdc 3 d\u00f2ng cu\u1ed1i c\u1ee7a file csv<\/p>\n<pre> df = pd.read_csv('C:\/learn_python\/housing.csv')\r\n df.tail(3)\r\n<\/pre>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-277\" src=\"http:\/\/www.bees-team.com\/wp-content\/uploads\/2022\/07\/read-csv-tail-3-lines.png\" alt=\"\" width=\"646\" height=\"125\" \/><\/p>\n<p>V\u1ebd \u0111\u1ed3 th\u1ecb \u0111i\u1ec3m.<\/p>\n<pre> df = pd.read_csv('http:\/\/bit.ly\/autompg-csv')\r\n %matplotlib inline\r\n df.plot.scatter(x='hp', y='mpg')\r\n<\/pre>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-279\" src=\"http:\/\/www.bees-team.com\/wp-content\/uploads\/2022\/07\/point-plot-graph.png\" alt=\"\" width=\"576\" height=\"303\" \/><\/p>\n<h2><span id=\"ta-toc-5\">M\u1edf r\u1ed9ng.<\/span><\/h2>\n<p>D\u00f9ng th\u01b0 vi\u00ean csv \u0111\u1ec3 m\u1edf file csv.<\/p>\n<h3>Source Code 1<\/h3>\n<pre>import csv\r\n\r\nrawdata = []\r\nrawtarget = []   \r\n    \r\nf = open('C:\/learn_python\/housing.csv','r')\r\nreader = csv.reader(f)\r\n\r\nfor row in reader:\r\n    rawdata.append(row[0])\r\n    rawtarget.append(row[1])\r\n    \r\nf.close()\r\nprint(rawtarget)\r\n<\/pre>\n<p>&nbsp;<\/p>\n<h3>Source Code 2<\/h3>\n<pre>import csv\r\n\r\nwith open('C:\/learn_python\/housing.csv') as f:\r\n    print(f.read())\r\n<\/pre>\n<p>&nbsp;<\/p>\n<h2><span id=\"ta-toc-6\">Video h\u01b0\u1edbng d\u1eabn t\u1eebng b\u01b0\u1edbc c\u1ee5 th\u1ec3.<\/span><\/h2>\n<p>\u0110ang chu\u1ea9n b\u1ecb<\/p>\n        <div class=\"booster-block booster-reactions-block\">\n            <div class=\"twp-reactions-icons\">\n                \n                <div class=\"twp-reacts-wrap\">\n                    <a react-data=\"be-react-1\" post-id=\"265\" class=\"be-face-icons un-reacted\" href=\"javascript:void(0)\">\n                        <img decoding=\"async\" src=\"https:\/\/www.bees-team.com\/wp-content\/plugins\/booster-extension\/\/assets\/icon\/happy.svg\" alt=\"Happy\">\n                    <\/a>\n                    <div class=\"twp-reaction-title\">\n                        Happy                    <\/div>\n                    <div class=\"twp-count-percent\">\n                                                    <span style=\"display: none;\" class=\"twp-react-count\">4<\/span>\n                        \n                                                <span class=\"twp-react-percent\"><span>100<\/span> %<\/span>\n                                            <\/div>\n                <\/div>\n\n                <div class=\"twp-reacts-wrap\">\n                    <a react-data=\"be-react-2\" post-id=\"265\" class=\"be-face-icons un-reacted\" href=\"javascript:void(0)\">\n                        <img decoding=\"async\" src=\"https:\/\/www.bees-team.com\/wp-content\/plugins\/booster-extension\/\/assets\/icon\/sad.svg\" alt=\"Sad\">\n                    <\/a>\n                    <div class=\"twp-reaction-title\">\n                        Sad                    <\/div>\n                    <div class=\"twp-count-percent\">\n                                                    <span style=\"display: none;\" class=\"twp-react-count\">0<\/span>\n                                                                        <span class=\"twp-react-percent\"><span>0<\/span> %<\/span>\n                                            <\/div>\n                <\/div>\n\n                <div class=\"twp-reacts-wrap\">\n                    <a react-data=\"be-react-3\" post-id=\"265\" class=\"be-face-icons un-reacted\" href=\"javascript:void(0)\">\n                        <img decoding=\"async\" src=\"https:\/\/www.bees-team.com\/wp-content\/plugins\/booster-extension\/\/assets\/icon\/excited.svg\" alt=\"Excited\">\n                    <\/a>\n                    <div class=\"twp-reaction-title\">\n                        Excited                    <\/div>\n                    <div class=\"twp-count-percent\">\n                                                    <span style=\"display: none;\" class=\"twp-react-count\">0<\/span>\n                                                                        <span class=\"twp-react-percent\"><span>0<\/span> %<\/span>\n                                            <\/div>\n                <\/div>\n\n                <div class=\"twp-reacts-wrap\">\n                    <a react-data=\"be-react-6\" post-id=\"265\" class=\"be-face-icons un-reacted\" href=\"javascript:void(0)\">\n                        <img decoding=\"async\" src=\"https:\/\/www.bees-team.com\/wp-content\/plugins\/booster-extension\/\/assets\/icon\/sleepy.svg\" alt=\"Sleepy\">\n                    <\/a>\n                    <div class=\"twp-reaction-title\">\n                        Sleepy                    <\/div>\n                    <div class=\"twp-count-percent\">\n                                                    <span style=\"display: none;\" class=\"twp-react-count\">0<\/span>\n                        \n                                                <span class=\"twp-react-percent\"><span>0<\/span> %<\/span>\n                                            <\/div>\n                <\/div>\n\n                <div class=\"twp-reacts-wrap\">\n                    <a react-data=\"be-react-4\" post-id=\"265\" class=\"be-face-icons un-reacted\" href=\"javascript:void(0)\">\n                        <img decoding=\"async\" src=\"https:\/\/www.bees-team.com\/wp-content\/plugins\/booster-extension\/\/assets\/icon\/angry.svg\" alt=\"Angry\">\n                    <\/a>\n                    <div class=\"twp-reaction-title\">Angry<\/div>\n                    <div class=\"twp-count-percent\">\n                                                    <span style=\"display: none;\" class=\"twp-react-count\">0<\/span>\n                                                                        <span class=\"twp-react-percent\"><span>0<\/span> %<\/span>\n                        \n                    <\/div>\n                <\/div>\n\n                <div class=\"twp-reacts-wrap\">\n                    <a react-data=\"be-react-5\" post-id=\"265\" class=\"be-face-icons un-reacted\" href=\"javascript:void(0)\">\n                        <img decoding=\"async\" src=\"https:\/\/www.bees-team.com\/wp-content\/plugins\/booster-extension\/\/assets\/icon\/surprise.svg\" alt=\"Surprise\">\n                    <\/a>\n                    <div class=\"twp-reaction-title\">Surprise<\/div>\n                    <div class=\"twp-count-percent\">\n                                                    <span style=\"display: none;\" class=\"twp-react-count\">0<\/span>\n                                                                        <span class=\"twp-react-percent\"><span>0<\/span> %<\/span>\n                                            <\/div>\n                <\/div>\n\n            <\/div>\n        <\/div>\n\n    <\/div>","protected":false},"excerpt":{"rendered":"<p>M\u1ee5c l\u1ee5c Install Pandas package. \u0110\u1ecdc file CSV t\u1eeb web<a href=\"https:\/\/www.bees-team.com\/?p=265\">Read More<i class=\"fa fa-long-arrow-right\" aria-hidden=\"true\"><\/i><\/a><\/p>\n","protected":false},"author":1,"featured_media":270,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7],"tags":[],"class_list":["post-265","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-experiment-about-python"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Python - Pandas: l\u1ea5y data t\u1eeb file csv. - Experiment Log<\/title>\n<meta name=\"description\" content=\"Khi l\u00e0m v\u1ec1 DataScience ho\u1eb7c l\u00e0 AI, ch\u00fang ta \u0111\u00f4i khi ph\u1ea3i s\u1eed d\u1ee5ng data t\u1eeb file nh\u1ea5t l\u00e0 CSV. Do \u0111\u00f3 trang b\u1ecb ki\u1ebfn th\u1ee9c v\u1ec1 \u0111\u1ecdc file CSV l\u00e0 m\u1ed9t \u0111i\u1ec1u c\u1ea7n thi\u1ebft. D\u01b0\u1edbi \u0111\u00e2y ch\u00fang ta s\u1ebd xem qua c\u00e1ch s\u1eed d\u1ee5ng th\u01b0 vi\u1ec7n Pandas \u0111\u1ec3 \u0111\u1ecdc file CSV. Th\u1ef1c t\u1ebf c\u00f3 r\u1ea5t nhi\u1ec1u th\u01b0 vi\u1ec7c \u0111\u1ec3 thao t\u00e1c v\u1edbi file csv th\u1ebf nh\u01b0ng Pandas v\u1eabn l\u00e0 m\u1ed9t l\u1ef1a ch\u1ecdn t\u1ed1t. V\u00ec n\u00f3 cung c\u1ea5p cho ta nhi\u1ec1u ch\u1ee9c n\u0103ng \u0111\u1ec3 thao t\u00e1c v\u1edbi nh\u01b0ng data \u0111\u00f3.\" \/>\n<meta name=\"robots\" content=\"noindex, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Python - Pandas: l\u1ea5y data t\u1eeb file csv. - Experiment Log\" \/>\n<meta property=\"og:description\" content=\"Khi l\u00e0m v\u1ec1 DataScience ho\u1eb7c l\u00e0 AI, ch\u00fang ta \u0111\u00f4i khi ph\u1ea3i s\u1eed d\u1ee5ng data t\u1eeb file nh\u1ea5t l\u00e0 CSV. Do \u0111\u00f3 trang b\u1ecb ki\u1ebfn th\u1ee9c v\u1ec1 \u0111\u1ecdc file CSV l\u00e0 m\u1ed9t \u0111i\u1ec1u c\u1ea7n thi\u1ebft. D\u01b0\u1edbi \u0111\u00e2y ch\u00fang ta s\u1ebd xem qua c\u00e1ch s\u1eed d\u1ee5ng th\u01b0 vi\u1ec7n Pandas \u0111\u1ec3 \u0111\u1ecdc file CSV. 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