{"id":2076,"date":"2023-07-04T18:36:44","date_gmt":"2023-07-04T09:36:44","guid":{"rendered":"https:\/\/bdsl.jbnu.ac.kr\/blog\/?p=2076"},"modified":"2023-07-04T18:36:45","modified_gmt":"2023-07-04T09:36:45","slug":"kaggle-with-api","status":"publish","type":"post","link":"https:\/\/bdsl.jbnu.ac.kr\/blog\/kaggle-with-api\/","title":{"rendered":"Kaggle \uc2dc\uc791\ud558\uae30 (Kaggle API \ud65c\uc6a9)"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Kaggle\uc740 \ub370\uc774\ud130\uc5d0 \uae30\ubc18\ud55c \uc608\uce21 \ubaa8\ub378\uc744 \ub9cc\ub4dc\ub294 \uacbd\uc7c1\uc744 \ud560 \uc218 \uc788\ub294 \uacf5\uac04\uc774\ub2e4. Kaggle\uc5d0\ub294 \ub2e4\uc591\ud55c \ub370\uc774\ud130\uc14b\uc774 \uc874\uc7ac\ud558\uace0, \uc774\ub97c \uc774\uc6a9\ud558\uc5ec \uc608\uce21 \ubaa8\ub378\uc744 \uad6c\uc131\ud558\uace0, \uadf8 \uc131\ub2a5\uc744 \ub2e4\ub978 \uc0ac\ub78c\ub4e4\uc774 \ub9cc\ub4e0 \uc608\uce21 \ubaa8\ub378\uc758 \uc131\ub2a5\uacfc \ube44\uad50\ud560 \uc218 \uc788\ub2e4. <\/p>\n\n\n\n<h2 class=\"wp-block-heading\">1. Kaggle API\ub97c \uc774\uc6a9\ud574 \uc2dc\uc791\ud558\uae30 (Linux)<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Kaggle competition\uc5d0 \ucc38\uc5ec\ud558\uae30 \uc704\ud574\uc11c\ub294 \ub370\uc774\ud130\ub97c \ubc1b\uc544\uc11c \uc608\uce21 \ubaa8\ub378\uc744 \ub9cc\ub4e4\uace0, \uc608\uce21 \uacb0\uacfc\ub97c Kaggle\uc5d0 \uc5c5\ub85c\ub4dc\ud558\uba74 \ub41c\ub2e4. \uc774 \uacfc\uc815\uc744 web\uc744 \ud1b5\ud574 \uc9c4\ud589\ud560 \uc218 \uc788\uc73c\ub098, Kaggle API\ub97c \ud1b5\ud574 Kaggle site\uc5d0 \uc9c1\uc811 \uc811\uadfc\ud560 \uc218\ub3c4 \uc788\ub2e4. \uc5ec\uae30\uc11c\ub294 Kaggle API \uc124\uce58 \ubc0f \uc774\ub97c \uc774\uc6a9\ud558\ub294 \ubc29\ubc95\uc744 \uc5f0\uc2b5\ud55c\ub2e4. <\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Kaggle API GitHub Link: \n<ul class=\"wp-block-list\">\n<li>Kaggle API\uc5d0 \ub300\ud55c \uc790\uc138\ud55c \uc124\uba85\uc744 \ucc3e\uc744 \uc218 \uc788\ub2e4. <\/li>\n\n\n\n<li><a href=\"https:\/\/github.com\/Kaggle\/kaggle-api\">https:\/\/github.com\/Kaggle\/kaggle-api<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">1.1. Conda environment \ub9cc\ub4e4\uae30 (Optional)<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Kaggle API\ub97c \uc0ac\uc6a9\ud558\uae30 \uc704\ud55c conda environment\ub97c \ub9cc\ub4e0\ub2e4. \uc774 \uacfc\uc815\uc740 conda\ub97c \uc774\uc6a9\ud574 \ud658\uacbd\uc744 \uad00\ub9ac\ud558\uae30 \uc704\ud568\uc774\ub2e4. Conda\ub098 \ud658\uacbd \uad00\ub9ac\uc5d0 \ub300\ud574 \uc798 \ubaa8\ub974\uba74 \uc774\uc6a9\ud558\uc9c0 \uc54a\uc544\ub3c4 \uc0c1\uad00\uc5c6\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ucc38\uace0: <a href=\"https:\/\/bdsl.jbnu.ac.kr\/blog\/anaconda\/\">Anaconda<\/a><\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code lang=\"bash\" class=\"language-bash\">conda create -n kaggle<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">1.2. Kaggle API \uc124\uce58\ud558\uae30<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code lang=\"bash\" class=\"language-bash\">pip install --user kaggle<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">1.3. Conda set-up \ud30c\uc77c \ub9cc\ub4e4\uae30 <\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Kaggle competition\uc5d0 \ucc38\uac00\ud558\uae30 \uc704\ud574\uc11c\ub294 \uba3c\uc800 <strong> \uacc4\uc815<\/strong>\uc744 \uba3c\uc800 \ub9cc\ub4e4\uc5b4\uc57c \ud55c\ub2e4. Kaggle \uc6f9(<a href=\"https:\/\/www.kaggle.com\/\">https:\/\/www.kaggle.com\/<\/a>)\uc5d0\uc11c \uacc4\uc815\uc744 \uc0dd\uc131\ud55c\ub2e4. \uacc4\uc815\uc744 \uc0dd\uc131\ud55c \ud6c4\uc5d0\ub294 \uacc4\uc815\uc5d0 \ub300\ud55c \uc815\ubcf4\ub97c Kaggle-API\uc5d0 \uc54c\ub824\uc8fc\uc5b4\uc57c \ud55c\ub2e4. <\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Kaggle login<\/li>\n\n\n\n<li>Setting\uc5d0 \uc811\uc18d (https:\/\/www.kaggle.com\/settings)<\/li>\n\n\n\n<li><strong>API <\/strong>\ud56d\ubaa9\uc5d0\uc11c &#8220;<strong>Create New Token<\/strong>&#8221; \ubc84\ud2bc\uc744 \ud074\ub9ad<\/li>\n\n\n\n<li><strong>kaggle.json<\/strong> \ud30c\uc77c \ub2e4\uc6b4\ub85c\ub4dc <\/li>\n\n\n\n<li>\ub2e4\uc6b4\ubc1b\uc740 \ud30c\uc77c\uc744 linux system\uc758 <code>~\/.kaggle<\/code> directory\uc5d0 \ubcf5\uc0ac<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">2. Titanic competition \ucc38\uac00\ud558\uae30<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">2.1. Dataset \ubc1b\uae30 (competitions download)<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Kaggle API\ub97c \uc774\uc6a9\ud574 competition dataset\uc744 \ubc1b\ub294\ub2e4. <strong>titanic.zip<\/strong> \ud30c\uc77c \ub2e4\uc6b4\ub85c\ub4dc\ub97c \ud655\uc778\ud55c\ub2e4. \uc555\ucd95 \ud30c\uc77c\uc740 <code>train.csv<\/code>, <code>test.csv<\/code>, <code>gender_submission.csv<\/code> \ud30c\uc77c\uc744 \ud3ec\ud568\ud55c\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>train.csv<\/code>: \ud559\uc2b5\uc744 \uc704\ud55c \uc815\ubcf4 \ud30c\uc77c <\/li>\n\n\n\n<li><code>test.csv<\/code>: \uc608\uce21\uc744 \uc704\ud55c \ub370\uc774\ud130 \ud30c\uc77c <\/li>\n\n\n\n<li><code>gender_submission.csv<\/code>: submission \uc608\uc81c \ud30c\uc77c (\uc131\ubcc4 \uae30\ubc18 \uc0dd\uc874 \uc608\uce21 \uacb0\uacfc)<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code lang=\"bash\" class=\"language-bash\">kaggle competitions download -c titanic<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">2.2. Predictive model \ub9cc\ub4e4\uae30 <\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><code>train.csv<\/code> \ud30c\uc77c\uc758 \uc2b9\uac1d \uc815\ubcf4 \ubc0f \uc0dd\uc874 \uc815\ubcf4\ub97c \uae30\ubc18\uc73c\ub85c, <code>test.csv<\/code> \ud30c\uc77c\uc5d0 \uc788\ub294 \uc2b9\uac1d\uc758 \uc0dd\uc874 \uc5ec\ubd80\ub97c \uc608\uce21\ud558\ub294 model\ub97c \ub9cc\ub4e0\ub2e4. \uc774\ub807\uac8c \uc608\uce21\ud55c \ubaa8\ub378\uc744 \uc774\uc6a9\ud574 \uc0dd\uc874 \uc5ec\ubd80\ub97c \uc608\uce21\ud558\uace0,  \uadf8 \uacb0\uacfc\ub97c <code>submission.csv<\/code>\uc640 \uac19\uc740 CSV \ud30c\uc77c\uc5d0 \uc800\uc7a5\ud558\uace0 \uc774\ub97c Kaggle\uc5d0 submit\ud55c\ub2e4. Titanic competition\uc5d0\uc11c\ub294 PassengerId\uc640 Survived \ub450 \ud56d\ubaa9\uc744 submission\ud30c\uc77c\uc5d0 \ucd94\uac00\ud574\uc57c \ud558\uba70, <code>gender_submission.csv<\/code>\uc640 \uac19\uc740 \ud615\uc2dd\uc73c\ub85c \uc608\uce21 \uacb0\uacfc\ub97c \uc81c\ucd9c\ud574\uc57c \ud55c\ub2e4. <\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2.3. \uc608\uce21 \uacb0\uacfc \uc81c\ucd9c\ud558\uae30<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\uc608\uce21 \ubaa8\ub378\uc744 \ub9cc\ub4e4\uace0 \uc608\uce21 \uacb0\uacfc \ud30c\uc77c\uc744 \uc0dd\uc131\ud55c \ud6c4 \uacb0\uacfc\ub97c Kaggle\uc5d0 \uc81c\ucd9c\ud558\uc5ec competition\uc5d0 \ucc38\uac00\ud55c\ub2e4. \uc5ec\uae30\uc5d0\uc11c\ub294 \uc5f0\uc2b5\uc744 \uc704\ud574\uc11c <code>gender_submission.csv<\/code> \ud30c\uc77c\uc744 \uc81c\ucd9c\ud558\ub294 \uc608\ub97c \ubcf4\uc5ec\uc900\ub2e4.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code lang=\"bash\" class=\"language-bash\">kaggle competitions submit -c titanic -f gender_submission.csv -m \"Submission test (gender_submission.csv)\"<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>kaggle competitions submit<\/code>: \uacbd\uc7c1 \ucc38\uac00 \uba85\ub839\uc5b4 <\/li>\n\n\n\n<li><code>-c titanic<\/code>: competition \uc774\ub984<\/li>\n\n\n\n<li><code>-f gender_submission.csv<\/code>: \uacb0\uacfc \ud30c\uc77c <\/li>\n\n\n\n<li><code>-m \"Submission test (gender_submission.csv)\"<\/code>: \uc81c\ucd9c\uc5d0 \ub300\ud55c \uac04\ub2e8\ud55c \uae30\uc220<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2.4. \uc81c\ucd9c \uacb0\uacfc \ud655\uc778\ud558\uae30<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\uc81c\ucd9c \uacb0\uacfc \ud655\uc778\uc744 \uc704\ud574 Kaggle \ud648\ud398\uc774\uc9c0\uc758 Competition \ud0ed\uc5d0\uc11c (<a href=\"https:\/\/www.kaggle.com\/competitions\">https:\/\/www.kaggle.com\/competitions<\/a>) Your Active Competitions \ud56d\ubaa9\uc744 \ud1b5\ud574 titanic competition page\uc5d0 \uc811\uadfc\ud558\uc5ec \ud655\uc778\ud560 \uc218 \uc788\ub2e4 (<a href=\"https:\/\/www.kaggle.com\/competitions\/titanic\">https:\/\/www.kaggle.com\/competitions\/titanic<\/a>). Competition page\uc758 <strong>Submit Prediction<\/strong> \ubc84\ud2bc \uc67c\ucabd <strong>Submissions<\/strong>\ub97c \ud074\ub9ad\ud558\uba74, \uc81c\ucd9c \uacb0\uacfc\ub97c \ud655\uc778\ud560 \uc218 \uc788\ub2e4. <\/p>\n\n\n\n<h2 class=\"wp-block-heading\">3. \ub9fa\uc74c\ub9d0<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Kaggle\uc5d0\ub294 \uae30\uacc4\ud559\uc2b5\uc744 \uc774\uc6a9\ud574 \ud480 \uc218 \uc788\ub294 \ub2e4\uc591\ud55c \ubb38\uc81c\uac00 \uc788\ub2e4. \uad00\uc2ec \uc788\ub294 \ud56d\ubaa9\uc744 \ucc3e\uc544 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\ub294 \uc2dc\ub3c4\ub97c \ud574\ubcf4\uc790.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ucd94\ucc9c compeitition<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uae30\ucd08 \n<ul class=\"wp-block-list\">\n<li>titanic\n<ul class=\"wp-block-list\">\n<li>https:\/\/www.kaggle.com\/competitions\/titanic<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Kaggle\uc740 \ub370\uc774\ud130\uc5d0 \uae30\ubc18\ud55c \uc608\uce21 \ubaa8\ub378\uc744 \ub9cc\ub4dc\ub294 \uacbd\uc7c1\uc744 \ud560 \uc218 \uc788\ub294 \uacf5\uac04\uc774\ub2e4. Kaggle\uc5d0\ub294 \ub2e4\uc591\ud55c \ub370\uc774\ud130\uc14b\uc774 \uc874\uc7ac\ud558\uace0, \uc774\ub97c \uc774\uc6a9\ud558\uc5ec \uc608\uce21 \ubaa8\ub378\uc744 \uad6c\uc131\ud558\uace0, \uadf8 \uc131\ub2a5\uc744 \ub2e4\ub978 \uc0ac\ub78c\ub4e4\uc774 \ub9cc\ub4e0 \uc608\uce21 \ubaa8\ub378\uc758 \uc131\ub2a5\uacfc \ube44\uad50\ud560 \uc218 \uc788\ub2e4. 1. Kaggle API\ub97c \uc774\uc6a9\ud574 \uc2dc\uc791\ud558\uae30 (Linux) Kaggle competition\uc5d0 \ucc38\uc5ec\ud558\uae30 \uc704\ud574\uc11c\ub294 \ub370\uc774\ud130\ub97c \ubc1b\uc544\uc11c \uc608\uce21 \ubaa8\ub378\uc744 \ub9cc\ub4e4\uace0, \uc608\uce21 \uacb0\uacfc\ub97c Kaggle\uc5d0 \uc5c5\ub85c\ub4dc\ud558\uba74 \ub41c\ub2e4. \uc774 \uacfc\uc815\uc744 web\uc744 \ud1b5\ud574 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_uag_custom_page_level_css":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":"","_members_access_role":[],"_members_access_error":""},"categories":[25,35],"tags":[],"class_list":["post-2076","post","type-post","status-publish","format-standard","hentry","category-data-science","category-data-science-bdsl"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.4 - 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