{"id":26670,"date":"2025-12-22T01:39:55","date_gmt":"2025-12-21T23:39:55","guid":{"rendered":"https:\/\/infopolicy.net\/?p=26670"},"modified":"2025-12-22T01:39:57","modified_gmt":"2025-12-21T23:39:57","slug":"","status":"publish","type":"post","link":"https:\/\/infopolicy.net\/en\/analiz-sentimentov-v-tri-etapa-ispolzovanie-funktsii-quick_sentiments-v-python\/","title":{"rendered":"","raw":""},"content":{"rendered":"","protected":false,"raw":""},"excerpt":{"rendered":"","protected":false,"raw":""},"author":1,"featured_media":26671,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_ru_post_content":"\u0427\u0442\u043e \u0435\u0441\u043b\u0438 \u0431\u044b \u0432\u044b \u043c\u043e\u0433\u043b\u0438 \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u043f\u043e\u043b\u043d\u044b\u0439, \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u043d\u0430\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u0439 \u2014 \u043e\u0442 \u0438\u0441\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u0434\u043e \u043e\u043a\u043e\u043d\u0447\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043d\u043e\u0437\u0430 \u2014 \u0432\u0441\u0435\u0433\u043e \u0437\u0430 \u0442\u0440\u0438 \u043f\u0440\u043e\u0441\u0442\u044b\u0445 \u0448\u0430\u0433\u0430? \u0418\u043c\u0435\u043d\u043d\u043e \u0434\u043b\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u044d\u0442\u043e\u0439 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u044b \u044f \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0430\u043b \u0441\u0432\u043e\u0439 \u043d\u043e\u0432\u044b\u0439 \u043f\u0430\u043a\u0435\u0442 \u043d\u0430 Python, quick_sentiments . \u041e\u043d \u043e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0435\u0442 \u0432\u0441\u0435 \u0441\u043b\u043e\u0436\u043d\u044b\u0435 \u0438 \u0442\u0440\u0443\u0434\u043e\u0435\u043c\u043a\u0438\u0435 \u0437\u0430\u0434\u0430\u0447\u0438 \u043e\u0447\u0438\u0441\u0442\u043a\u0438 \u0442\u0435\u043a\u0441\u0442\u0430, \u0432\u0435\u043a\u0442\u043e\u0440\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u00ab\u043f\u043e\u0434 \u043a\u0430\u043f\u043e\u0442\u043e\u043c\u00bb , \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044f \u0432\u0430\u043c \u0441\u043e\u0441\u0440\u0435\u0434\u043e\u0442\u043e\u0447\u0438\u0442\u044c\u0441\u044f \u043d\u0430 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430\u0445, \u0430 \u043d\u0435 \u043d\u0430 \u0440\u0443\u0442\u0438\u043d\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u0435.\n<div class=\"gj gk gl gm gn\">\n<div class=\"ac ci\">\n<div class=\"cp bi fv fw fx fy\">\n<p id=\"8293\" class=\"pw-post-body-paragraph ly lz gq ma b mb mc md me mf mg mh mi mj mk ml mm mn mo mp mq mr ms mt mu mv gj bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0415\u0441\u043b\u0438 \u0432\u044b \u0441\u043e\u0437\u0434\u0430\u0432\u0430\u043b\u0438 \u043f\u0440\u043e\u0435\u043a\u0442 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u043d\u0430\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u0439 \u0441 \u043d\u0443\u043b\u044f, \u0432\u044b \u0437\u043d\u0430\u0435\u0442\u0435, \u0441 \u0447\u0435\u0433\u043e \u043d\u0430\u0447\u0430\u0442\u044c. \u0412\u0430\u043c \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u0438\u043c\u043f\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0438 \u0438\u0437 nltk, scikit-learn \u0438 \u0434\u0440\u0443\u0433\u0438\u0445, \u0438 \u0432\u044b \u043d\u0430\u0434\u0435\u0435\u0442\u0435\u0441\u044c, \u0447\u0442\u043e \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0438 \u043d\u0435 \u043d\u0430\u0440\u0443\u0448\u0438\u0442 \u0432\u0430\u0448\u0443 \u0441\u0440\u0435\u0434\u0443.\u00a0<\/span><strong class=\"ma gr\"><span dir=\"auto\">quick_sentiments<\/span><\/strong><span dir=\"auto\">\u00a0\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0430\u043d \u0434\u043b\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u044d\u0442\u043e\u0439 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u044b. \u041e\u043d \u0430\u0431\u0441\u0442\u0440\u0430\u0433\u0438\u0440\u0443\u0435\u0442 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438, \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u044f \u0432\u0441\u0435\u043c\u0438 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u044f\u043c\u0438 \u0438 \u0441\u043b\u043e\u0436\u043d\u044b\u043c\u0438 \u0432\u044b\u0437\u043e\u0432\u0430\u043c\u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u0437\u0430 \u0432\u0430\u0441.<\/span><\/p>\n<p id=\"9228\" class=\"pw-post-body-paragraph ly lz gq ma b mb mc md me mf mg mh mi mj mk ml mm mn mo mp mq mr ms mt mu mv gj bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0412\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c \u044d\u0442\u043e\u0442 \u043f\u0430\u043a\u0435\u0442 \u0432 Python, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u043f\u0440\u0438\u0432\u0435\u0434\u0435\u043d\u043d\u044b\u0439 \u043d\u0438\u0436\u0435 \u043a\u043e\u0434.<\/span><\/p>\n\n<pre class=\"nb nc nd ne nf nr ns nt bq nu bc bl\"><span id=\"b896\" class=\"nv nw gq ns b bh nx ny m nz oa\" data-selectable-paragraph=\"\"><span dir=\"auto\">!pip install quick-sentiments <\/span>\n<span class=\"hljs-comment\"><span dir=\"auto\">#\u0418\u041b\u0418<\/span><\/span>\n<span dir=\"auto\"> git clone https:\/\/github.com\/AlabhyaMe\/quick_sentiments.gitp<\/span><\/span><\/pre>\n<h3 id=\"5774\" class=\"ob nw gq bg oc od oe of og oh oi oj ok mj ol om on mn oo op oq mr or os ot ou bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0428\u0410\u0413 1: \u041f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0430<\/span><\/h3>\n<p id=\"f059\" class=\"pw-post-body-paragraph ly lz gq ma b mb ov md me mf ow mh mi mj ox ml mm mn oy mp mq mr oz mt mu mv gj bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0418\u0442\u0430\u043a, \u043f\u0435\u0440\u0435\u0439\u0434\u0435\u043c \u043a \u043f\u0435\u0440\u0432\u043e\u043c\u0443 \u0448\u0430\u0433\u0443: \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0435. \u041f\u0440\u0435\u0436\u0434\u0435 \u0447\u0435\u043c \u043c\u043e\u0434\u0435\u043b\u044c \u0441\u043c\u043e\u0436\u0435\u0442 \u043f\u043e\u043d\u0438\u043c\u0430\u0442\u044c \u0442\u0435\u043a\u0441\u0442, \u0435\u0433\u043e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u043e\u0447\u0438\u0441\u0442\u0438\u0442\u044c. \u042d\u0442\u043e \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0432\u0430\u0436\u043d\u044b\u0439, \u043d\u043e \u0442\u0440\u0443\u0434\u043e\u0435\u043c\u043a\u0438\u0439 \u044d\u0442\u0430\u043f, \u0432\u043a\u043b\u044e\u0447\u0430\u044e\u0449\u0438\u0439 \u0432 \u0441\u0435\u0431\u044f \u0446\u0435\u043b\u044b\u0439 \u0440\u044f\u0434 \u0437\u0430\u0434\u0430\u0447: \u0443\u0434\u0430\u043b\u0435\u043d\u0438\u0435 HTML-\u0442\u0435\u0433\u043e\u0432, \u0443\u0434\u0430\u043b\u0435\u043d\u0438\u0435 \u044d\u043c\u043e\u0434\u0437\u0438 \u0438 \u0437\u043d\u0430\u043a\u043e\u0432 \u043f\u0440\u0435\u043f\u0438\u043d\u0430\u043d\u0438\u044f, \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u0441\u0442\u043e\u043f-\u0441\u043b\u043e\u0432, \u043b\u0435\u043c\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u044f \u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0438\u0437\u0430\u0446\u0438\u044f \u0440\u0435\u0433\u0438\u0441\u0442\u0440\u0430. \u0427\u0438\u0441\u0442\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u2014 \u044d\u0442\u043e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u0430\u044f \u043e\u0441\u043d\u043e\u0432\u0430 \u0434\u043b\u044f \u043b\u044e\u0431\u043e\u0439 \u0432\u044b\u0441\u043e\u043a\u043e\u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0439 \u0432\u0435\u043a\u0442\u043e\u0440\u0438\u0437\u0430\u0446\u0438\u0438 \u0438, \u0432 \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u043c \u0438\u0442\u043e\u0433\u0435, \u0434\u043b\u044f \u0442\u043e\u0447\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438.<\/span><\/p>\n<p id=\"2e2a\" class=\"pw-post-body-paragraph ly lz gq ma b mb mc md me mf mg mh mi mj mk ml mm mn mo mp mq mr ms mt mu mv gj bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u041a\u0430\u043a \u0432\u0438\u0434\u043d\u043e \u0438\u0437 \u043f\u0440\u0438\u043c\u0435\u0440\u0430, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u00a0<\/span><code class=\"de pa pb pc ns b\">pre_process<\/code><span dir=\"auto\">\u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u043d\u0435\u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e \u043f\u0440\u043e\u0441\u0442\u043e.<\/span><\/p>\n\n<pre class=\"nb nc nd ne nf nr ns nt bq nu bc bl\"><span id=\"54db\" class=\"nv nw gq ns b bh nx ny m nz oa\" data-selectable-paragraph=\"\"><span class=\"hljs-keyword\"><span dir=\"auto\">import<\/span><\/span><span dir=\"auto\"> polars <\/span><span class=\"hljs-keyword\"><span dir=\"auto\">as<\/span><\/span><span dir=\"auto\"> pl <\/span>\n\n<span class=\"hljs-comment\"><span dir=\"auto\">#IMPORT pre_process from quick_sentiments <\/span><\/span>\n<span class=\"hljs-keyword\"><span dir=\"auto\">from<\/span><\/span><span dir=\"auto\"> quick_sentiments <\/span><span class=\"hljs-keyword\"><span dir=\"auto\">import<\/span><\/span><span dir=\"auto\"> pre_process <\/span>\n\n<span dir=\"auto\">df_train = pl.read_csv( <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"yourpath.csv\"<\/span><\/span><span dir=\"auto\"> ,encoding= <\/span><span class=\"hljs-string\"><span dir=\"auto\">'ISO-8859-1'<\/span><\/span><span dir=\"auto\"> ) <\/span>\n<span dir=\"auto\">response_column = <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"reviewText\"<\/span><\/span> \n<span dir=\"auto\"> sentiment_column = <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"sentiment\" <\/span><\/span>\n\n<span class=\"hljs-comment\"><span dir=\"auto\">#USING pre_process<\/span><\/span>\n<span dir=\"auto\"> df_train = df_train.with_columns( <\/span>\n<span dir=\"auto\">    pl.col(response_column).map_elements( <\/span><span class=\"hljs-keyword\"><span dir=\"auto\">lambda<\/span><\/span><span dir=\"auto\"> x: pre_process(x, remove_brackets= <\/span><span class=\"hljs-literal\"><span dir=\"auto\">True<\/span><\/span><span dir=\"auto\"> )).alias( <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"processed\"<\/span><\/span><span dir=\"auto\"> )   <\/span><span class=\"hljs-comment\"><span dir=\"auto\">#add inside the map_elements<\/span><\/span>\n<span dir=\"auto\"> )<\/span><\/span><\/pre>\n<p id=\"539e\" class=\"pw-post-body-paragraph ly lz gq ma b mb mc md me mf mg mh mi mj mk ml mm mn mo mp mq mr ms mt mu mv gj bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u041f\u043e\u0434\u0443\u043c\u0430\u0439\u0442\u0435, \u0447\u0442\u043e\u00a0<\/span><em class=\"mw\"><span dir=\"auto\">\u043e\u0431\u044b\u0447\u043d\u043e<\/span><\/em><span dir=\"auto\">\u00a0\u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u0434\u043b\u044f \u043e\u0447\u0438\u0441\u0442\u043a\u0438 \u0442\u0435\u043a\u0441\u0442\u0430 \u0441 \u043d\u0443\u043b\u044f. \u0412\u0430\u043c \u043f\u0440\u0438\u0434\u0451\u0442\u0441\u044f \u0438\u043c\u043f\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c\u00a0<\/span><code class=\"de pa pb pc ns b\">re<\/code><span dir=\"auto\">\u0440\u0435\u0433\u0443\u043b\u044f\u0440\u043d\u043e\u0435 \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u0434\u043b\u044f \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 URL-\u0430\u0434\u0440\u0435\u0441\u043e\u0432,\u00a0<\/span><em class=\"mw\"><span dir=\"auto\">\u0435\u0449\u0451 \u043e\u0434\u043d\u043e<\/span><\/em><span dir=\"auto\">\u00a0\u0440\u0435\u0433\u0443\u043b\u044f\u0440\u043d\u043e\u0435 \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u0434\u043b\u044f HTML-\u0442\u0435\u0433\u043e\u0432, \u0438\u043c\u043f\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043c\u043e\u0434\u0443\u043b\u044c\u00a0<\/span><code class=\"de pa pb pc ns b\">nltk<\/code><span dir=\"auto\">\u0434\u043b\u044f \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0438 \u0438 \u0438\u043d\u0438\u0446\u0438\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0441\u043f\u0438\u0441\u043a\u0430 \u0441\u0442\u043e\u043f-\u0441\u043b\u043e\u0432,\u00a0<\/span><em class=\"mw\"><span dir=\"auto\">\u0435\u0449\u0451 \u043e\u0434\u0438\u043d<\/span><\/em>\u00a0<code class=\"de pa pb pc ns b\">nltk<\/code><span dir=\"auto\">\u00a0\u043c\u043e\u0434\u0443\u043b\u044c \u0434\u043b\u044f \u043b\u0435\u043c\u043c\u0430\u0442\u0438\u0437\u0430\u0442\u043e\u0440\u0430... \u044d\u0442\u043e \u0434\u043e\u043b\u0433\u0430\u044f \u0438 \u0443\u0442\u043e\u043c\u0438\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u043f\u0438\u0441\u0430\u0442\u044c \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043f\u0440\u043e\u0435\u043a\u0442\u0430.<\/span><\/p>\n<p id=\"1357\" class=\"pw-post-body-paragraph ly lz gq ma b mb mc md me mf mg mh mi mj mk ml mm mn mo mp mq mr ms mt mu mv gj bl\" data-selectable-paragraph=\"\"><code class=\"de pa pb pc ns b\">quick_sentiments<\/code><span dir=\"auto\">\u042d\u0442\u043e\u0442 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u0441\u0432\u043e\u0434\u0438\u0442 \u0432\u0435\u0441\u044c \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043a \u043e\u0434\u043d\u043e\u0439 \u043b\u0435\u0433\u043a\u043e \u043d\u0430\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u043c\u043e\u0439 \u0444\u0443\u043d\u043a\u0446\u0438\u0438. \u041f\u0440\u043e\u0441\u0442\u043e \u043f\u043e\u0441\u043c\u043e\u0442\u0440\u0438\u0442\u0435 \u043d\u0430 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043e\u0442\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u0441\u0440\u0430\u0437\u0443 \u043f\u043e\u0441\u043b\u0435 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438:<\/span><\/p>\n\n<pre class=\"nb nc nd ne nf nr ns nt bq nu bc bl\"><span id=\"5473\" class=\"nv nw gq ns b bh nx ny m nz oa\" data-selectable-paragraph=\"\">\n<span dir=\"auto\"><span class=\"hljs-literal\">def<\/span> pre_process <\/span><span class=\"hljs-punctuation\"><span dir=\"auto\">(<\/span><\/span><span dir=\"auto\"> doc, <\/span>\n<span dir=\"auto\">                  remove_brackets <\/span><span class=\"hljs-punctuation\"><span dir=\"auto\">= <\/span><\/span><span class=\"hljs-literal\"><span dir=\"auto\">True<\/span><\/span><span dir=\"auto\"> , <\/span>\n<span dir=\"auto\">                  remove_urls <\/span><span class=\"hljs-punctuation\"><span dir=\"auto\">= <\/span><\/span><span class=\"hljs-literal\"><span dir=\"auto\">True<\/span><\/span><span dir=\"auto\"> , <\/span>\n<span dir=\"auto\">                  remove_html <\/span><span class=\"hljs-punctuation\"><span dir=\"auto\">=<\/span><\/span><span dir=\"auto\"> True ,                   lemmatize <span class=\"hljs-punctuation\">= <\/span><\/span><span class=\"hljs-literal\"><span dir=\"auto\">True<\/span><\/span><span dir=\"auto\"> ,                   remove_stop_words <span class=\"hljs-punctuation\">= <\/span><span class=\"hljs-literal\">True<\/span> ,                   remove_nums <span class=\"hljs-punctuation\">= <\/span><span class=\"hljs-literal\">False<\/span> , <span class=\"hljs-punctuation\">... <\/span><span class=\"hljs-comment\"># \u0438 \u043c\u043d\u043e\u0433\u043e\u0435 \u0434\u0440\u0443\u0433\u043e\u0435<\/span>                   return_string <span class=\"hljs-punctuation\">= <\/span><span class=\"hljs-literal\">True <\/span><span class=\"hljs-punctuation\">) <\/span><span class=\"hljs-punctuation\">: <\/span><span class=\"hljs-comment\">#\u041a\u041e\u0414 \u0414\u041b\u042f \u0412\u0421\u0415\u0413\u041e \u042d\u0422\u041e\u0413\u041e \u041d\u0410\u041f\u0418\u0421\u0410\u041d\u041e \u0412\u0410\u041c\u0418 \u0412\u041d\u0423\u0422\u0420\u0418 \u041f\u0410\u041a\u0415\u0422\u0410.<\/span><\/span>\n\n\n\n                   \n\n\n<\/span><\/pre>\n<blockquote class=\"pd pe pf\">\n<p id=\"c913\" class=\"ly lz mw ma b mb mc md me mf mg mh mi mj mk ml mm mn mo mp mq mr ms mt mu mv gj bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0412\u044b \u0442\u0430\u043a\u0436\u0435 \u043c\u043e\u0436\u0435\u0442\u0435 \u043f\u043e\u0441\u043c\u043e\u0442\u0440\u0435\u0442\u044c \u043a\u043e\u0434\u00a0<\/span><a class=\"ah mx\" href=\"https:\/\/github.com\/AlabhyaMe\/quick_sentiments\/blob\/master\/quick_sentiments\/preprocess.py\" target=\"_blank\" rel=\"noopener ugc nofollow\"><span dir=\"auto\">\u0437\u0434\u0435\u0441\u044c<\/span><\/a><span dir=\"auto\">\u00a0.<\/span><\/p>\n<\/blockquote>\n<p id=\"f436\" class=\"pw-post-body-paragraph ly lz gq ma b mb mc md me mf mg mh mi mj mk ml mm mn mo mp mq mr ms mt mu mv gj bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u042d\u0442\u0430 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u044f \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u0441\u043e\u0431\u043e\u0439 \u043f\u043e\u043b\u043d\u044b\u0439 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043e\u0447\u0438\u0441\u0442\u043a\u0438. \u0412 \u043d\u0430\u0448\u0435\u043c\u00a0<\/span><code class=\"de pa pb pc ns b\">polars<\/code><span dir=\"auto\">\u043f\u0440\u0438\u043c\u0435\u0440\u0435 \u043c\u044b \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0438 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e, \u043d\u043e \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043b\u0438\u00a0<\/span><code class=\"de pa pb pc ns b\">remove_brackets=True<\/code><span dir=\"auto\">. \u0427\u0442\u043e \u0434\u0435\u043b\u0430\u0442\u044c, \u0435\u0441\u043b\u0438 \u0432\u0430\u0448\u0435\u0439 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0435 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0442\u044c \u0447\u0438\u0441\u043b\u0430 \u0432 \u0442\u0435\u043a\u0441\u0442\u0435? \u041f\u0440\u043e\u0441\u0442\u043e \u043f\u0435\u0440\u0435\u0434\u0430\u0439\u0442\u0435\u00a0<\/span><code class=\"de pa pb pc ns b\">remove_nums=False<\/code><span dir=\"auto\">. \u0425\u043e\u0442\u0438\u0442\u0435 \u043f\u0440\u043e\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u044d\u0442\u0430\u043f \u043b\u0435\u043c\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438, \u0447\u0442\u043e\u0431\u044b \u0443\u0441\u043a\u043e\u0440\u0438\u0442\u044c \u043f\u0440\u043e\u0446\u0435\u0441\u0441?\u00a0<\/span><code class=\"de pa pb pc ns b\">lemmatize=False<\/code><span dir=\"auto\">.<\/span><\/p>\n<p id=\"550e\" class=\"pw-post-body-paragraph ly lz gq ma b mb mc md me mf mg mh mi mj mk ml mm mn mo mp mq mr ms mt mu mv gj bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u041e\u0442 \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0441\u0438\u043c\u0432\u043e\u043b\u043e\u0432 \u042e\u043d\u0438\u043a\u043e\u0434\u0430 \u0438 \u0443\u0434\u0430\u043b\u0435\u043d\u0438\u044f \u044d\u043c\u043e\u0434\u0437\u0438 \u0434\u043e \u0442\u043e\u043a\u0435\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u043b\u0435\u043c\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u2014\u00a0<\/span><code class=\"de pa pb pc ns b\">pre_process<\/code><span dir=\"auto\">\u043e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0435\u0442 \u0432\u0435\u0441\u044c \u0441\u043f\u0438\u0441\u043e\u043a \u0437\u0430\u0434\u0430\u0447 \u043e\u0434\u043d\u0438\u043c \u043f\u0440\u043e\u0441\u0442\u044b\u043c \u0438 \u043f\u043e\u043d\u044f\u0442\u043d\u044b\u043c \u0432\u044b\u0437\u043e\u0432\u043e\u043c.<\/span><\/p>\n<p id=\"301e\" class=\"pw-post-body-paragraph ly lz gq ma b mb mc md me mf mg mh mi mj mk ml mm mn mo mp mq mr ms mt mu mv gj bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u042d\u0442\u0430 \u0447\u0438\u0441\u0442\u0430\u044f, \u0442\u043e\u043a\u0435\u043d\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u0441\u0442\u0440\u043e\u043a\u0430 \u0442\u0435\u043f\u0435\u0440\u044c \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0438\u0434\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u043e\u0441\u043d\u043e\u0432\u043e\u0439 \u0434\u043b\u044f \u043d\u0430\u0448\u0435\u0433\u043e \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u0433\u043e \u0448\u0430\u0433\u0430: \u0432\u0435\u043a\u0442\u043e\u0440\u0438\u0437\u0430\u0446\u0438\u0438.<\/span><\/p>\n\n<h3 id=\"38bf\" class=\"ob nw gq bg oc od oe of og oh oi oj ok mj ol om on mn oo op oq mr or os ot ou bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0428\u0410\u0413 2: \u0420\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0445, \u0437\u0430\u043f\u0443\u0441\u043a \u0432\u0435\u043a\u0442\u043e\u0440\u0438\u0437\u0430\u0446\u0438\u0438, \u043c\u043e\u0434\u0435\u043b\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f, \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c.<\/span><\/h3>\n<p id=\"0087\" class=\"pw-post-body-paragraph ly lz gq ma b mb ov md me mf ow mh mi mj ox ml mm mn oy mp mq mr oz mt mu mv gj bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0422\u0435\u043f\u0435\u0440\u044c \u043f\u0435\u0440\u0435\u0439\u0434\u0451\u043c \u043a \u043c\u043e\u0449\u043d\u043e\u0439 \u0447\u0430\u0441\u0442\u0438 \u043f\u0430\u043a\u0435\u0442\u0430 quick_sentiments. \u041f\u043e\u0441\u043b\u0435 \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u00ab\u0441\u043b\u043e\u0436\u043d\u0430\u044f \u0441\u0435\u0440\u0435\u0434\u0438\u043d\u0430\u00bb \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f: \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0445, \u0432\u0435\u043a\u0442\u043e\u0440\u0438\u0437\u0430\u0446\u0438\u044f, \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u043e\u0446\u0435\u043d\u043a\u0430. \u0418\u043c\u0435\u043d\u043d\u043e \u0437\u0434\u0435\u0441\u044c \u0431\u043e\u043b\u044c\u0448\u0438\u043d\u0441\u0442\u0432\u043e \u043f\u0440\u043e\u0435\u043a\u0442\u043e\u0432 \u0437\u0430\u043c\u0435\u0434\u043b\u044f\u044e\u0442\u0441\u044f, \u0438 \u0437\u0434\u0435\u0441\u044c\u00a0\u0432\u0441\u0442\u0443\u043f\u0430\u0435\u0442 \u0432 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435\u00a0<\/span><strong class=\"ma gr\"><span dir=\"auto\">\u0444\u0443\u043d\u043a\u0446\u0438\u044f run_pipeline() .<\/span><\/strong><\/p>\n<p id=\"9c22\" class=\"pw-post-body-paragraph ly lz gq ma b mb mc md me mf mg mh mi mj mk ml mm mn mo mp mq mr ms mt mu mv gj bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u042d\u0442\u0430 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u044f \u0431\u0435\u0440\u0435\u0442 \u043d\u0430 \u0441\u0435\u0431\u044f \u0432\u0441\u044e \u044d\u0442\u0443 \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u044c. \u0427\u0442\u043e \u043e\u0441\u043e\u0431\u0435\u043d\u043d\u043e \u0432\u0430\u0436\u043d\u043e, \u043e\u043d\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043d\u0430 \u043e\u0431\u0443\u0447\u0430\u044e\u0449\u0443\u044e \u0438 \u0442\u0435\u0441\u0442\u043e\u0432\u0443\u044e \u0432\u044b\u0431\u043e\u0440\u043a\u0438 \u043f\u0435\u0440\u0435\u0434 \u0432\u0435\u043a\u0442\u043e\u0440\u0438\u0437\u0430\u0446\u0438\u0435\u0439, \u0447\u0442\u043e \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u044b\u043c \u0441\u043f\u043e\u0441\u043e\u0431\u043e\u043c \u043f\u0440\u0435\u0434\u043e\u0442\u0432\u0440\u0430\u0449\u0435\u043d\u0438\u044f \u0443\u0442\u0435\u0447\u043a\u0438 \u0434\u0430\u043d\u043d\u044b\u0445 \u0438 \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u0438\u044f \u043d\u0430\u0434\u0435\u0436\u043d\u043e\u0439 \u043e\u0446\u0435\u043d\u043a\u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438 \u0432\u0430\u0448\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438.<\/span><\/p>\n<p id=\"12a8\" class=\"pw-post-body-paragraph ly lz gq ma b mb mc md me mf mg mh mi mj mk ml mm mn mo mp mq mr ms mt mu mv gj bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0412\u0430\u043c \u043d\u0443\u0436\u043d\u043e \u043b\u0438\u0448\u044c \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0434\u0430\u043d\u043d\u044b\u0435, \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0441\u0442\u043e\u043b\u0431\u0446\u044b \u0438 \u2014 \u0447\u0442\u043e \u043d\u0430\u0438\u0431\u043e\u043b\u0435\u0435 \u0432\u0430\u0436\u043d\u043e \u2014 \u0432\u044b\u0431\u0440\u0430\u0442\u044c \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442.<\/span><\/p>\n<p id=\"9daa\" class=\"pw-post-body-paragraph ly lz gq ma b mb mc md me mf mg mh mi mj mk ml mm mn mo mp mq mr ms mt mu mv gj bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0425\u043e\u0442\u0438\u0442\u0435 \u043f\u0440\u043e\u0442\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043a\u043b\u0430\u0441\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u0439 TF-IDF \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u043b\u043e\u0433\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u0438? \u0418\u043b\u0438 \u0441\u0440\u0430\u0437\u0443 \u043f\u0435\u0440\u0435\u0439\u0442\u0438 \u043a 100-\u043c\u0435\u0440\u043d\u044b\u043c \u044d\u043c\u0431\u0435\u0434\u0434\u0438\u043d\u0433\u0430\u043c GloVe \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u043d\u0435\u0439\u0440\u043e\u043d\u043d\u043e\u0439 \u0441\u0435\u0442\u0438? \u0418\u043b\u0438 \u043f\u043e\u0439\u0442\u0438 \u0434\u0430\u043b\u044c\u0448\u0435 \u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c 300-\u043c\u0435\u0440\u043d\u044b\u0439 Word2Vec? \u041f\u0440\u043e\u0441\u0442\u043e \u0441\u043f\u0440\u043e\u0441\u0438\u0442\u0435.<\/span><\/p>\n<p id=\"54c3\" class=\"pw-post-body-paragraph ly lz gq ma b mb mc md me mf mg mh mi mj mk ml mm mn mo mp mq mr ms mt mu mv gj bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u041d\u0438\u0436\u0435 \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d \u043f\u043e\u043b\u043d\u044b\u0439 \u0441\u043f\u0438\u0441\u043e\u043a \u043c\u0435\u0442\u043e\u0434\u043e\u0432 \u0432\u0435\u043a\u0442\u043e\u0440\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0443\u0436\u0435 \u0441\u043e\u0437\u0434\u0430\u043d\u044b \u0438 \u0433\u043e\u0442\u043e\u0432\u044b \u043a \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044e:<\/span><\/p>\n\n<ul class=\"\">\n \t<li id=\"0610\" class=\"ly lz gq ma b mb mc md me mf mg mh mi mj mk ml mm mn mo mp mq mr ms mt mu mv pg ph pi bl\" data-selectable-paragraph=\"\"><strong class=\"ma gr\"><span dir=\"auto\">\u041c\u0435\u0442\u043e\u0434\u044b \u0432\u0435\u043a\u0442\u043e\u0440\u0438\u0437\u0430\u0446\u0438\u0438 (\u00a0<\/span><\/strong><code class=\"de pa pb pc ns b\"><strong class=\"ma gr\">vectorizer_name<\/strong><\/code><strong class=\"ma gr\"><span dir=\"auto\">):<\/span><\/strong><\/li>\n \t<li id=\"652f\" class=\"ly lz gq ma b mb pj md me mf pk mh mi mj pl ml mm mn pm mp mq mr pn mt mu mv pg ph pi bl\" data-selectable-paragraph=\"\"><code class=\"de pa pb pc ns b\">\"bow\"<\/code><span dir=\"auto\">\u041c\u0435\u0448\u043e\u043a \u0441\u043b\u043e\u0432<\/span><\/li>\n \t<li id=\"2b5a\" class=\"ly lz gq ma b mb pj md me mf pk mh mi mj pl ml mm mn pm mp mq mr pn mt mu mv pg ph pi bl\" data-selectable-paragraph=\"\"><code class=\"de pa pb pc ns b\">\"tf\"<\/code><span dir=\"auto\">\u0427\u0430\u0441\u0442\u043e\u0442\u0430 \u0442\u0435\u0440\u043c\u0438\u043d\u043e\u0432<\/span><\/li>\n \t<li id=\"691d\" class=\"ly lz gq ma b mb pj md me mf pk mh mi mj pl ml mm mn pm mp mq mr pn mt mu mv pg ph pi bl\" data-selectable-paragraph=\"\"><code class=\"de pa pb pc ns b\">\"tfidf\"<\/code><span dir=\"auto\">: TF-IDF<\/span><\/li>\n \t<li id=\"c414\" class=\"ly lz gq ma b mb pj md me mf pk mh mi mj pl ml mm mn pm mp mq mr pn mt mu mv pg ph pi bl\" data-selectable-paragraph=\"\"><code class=\"de pa pb pc ns b\">\"wv\"<\/code><span dir=\"auto\">: Word2Vec (\u043e\u0431\u0443\u0447\u0435\u043d\u043e \u043d\u0430 \u0432\u0430\u0448\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445) (\u0417\u0430\u0433\u0440\u0443\u0437\u0438\u0442\u0441\u044f, \u0435\u0441\u043b\u0438 \u0443 \u0432\u0430\u0441 \u0435\u0433\u043e \u0435\u0449\u0435 \u043d\u0435\u0442)<\/span><\/li>\n \t<li id=\"0195\" class=\"ly lz gq ma b mb pj md me mf pk mh mi mj pl ml mm mn pm mp mq mr pn mt mu mv pg ph pi bl\" data-selectable-paragraph=\"\"><code class=\"de pa pb pc ns b\">\"glove_25\"<\/code><span dir=\"auto\">,\u00a0<\/span><code class=\"de pa pb pc ns b\">\"glove_50\"<\/code><span dir=\"auto\">,\u00a0<\/span><code class=\"de pa pb pc ns b\">\"glove_100\"<\/code><span dir=\"auto\">,\u00a0<\/span><code class=\"de pa pb pc ns b\">\"glove_200\"<\/code><span dir=\"auto\">: \u041f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u043d\u044b\u0435 \u044d\u043c\u0431\u0435\u0434\u0434\u0438\u043d\u0433\u0438 GloVe \u0432 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f\u0445<\/span><\/li>\n \t<li id=\"0751\" class=\"ly lz gq ma b mb pj md me mf pk mh mi mj pl ml mm mn pm mp mq mr pn mt mu mv pg ph pi bl\" data-selectable-paragraph=\"\"><strong class=\"ma gr\"><span dir=\"auto\">\u041c\u043e\u0434\u0435\u043b\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f (\u00a0<\/span><\/strong><code class=\"de pa pb pc ns b\"><strong class=\"ma gr\">model_name<\/strong><\/code><strong class=\"ma gr\"><span dir=\"auto\">):<\/span><\/strong><\/li>\n \t<li id=\"ffc0\" class=\"ly lz gq ma b mb pj md me mf pk mh mi mj pl ml mm mn pm mp mq mr pn mt mu mv pg ph pi bl\" data-selectable-paragraph=\"\"><code class=\"de pa pb pc ns b\">\"logit\"<\/code><span dir=\"auto\">: \u041b\u043e\u0433\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u044f<\/span><\/li>\n \t<li id=\"e859\" class=\"ly lz gq ma b mb pj md me mf pk mh mi mj pl ml mm mn pm mp mq mr pn mt mu mv pg ph pi bl\" data-selectable-paragraph=\"\"><code class=\"de pa pb pc ns b\">\"rf\"<\/code><span dir=\"auto\">: \u0421\u043b\u0443\u0447\u0430\u0439\u043d\u044b\u0439 \u043b\u0435\u0441<\/span><\/li>\n \t<li id=\"7d3e\" class=\"ly lz gq ma b mb pj md me mf pk mh mi mj pl ml mm mn pm mp mq mr pn mt mu mv pg ph pi bl\" data-selectable-paragraph=\"\"><code class=\"de pa pb pc ns b\">\"xgb\"<\/code><span dir=\"auto\">: XGBoost<\/span><\/li>\n \t<li id=\"4305\" class=\"ly lz gq ma b mb pj md me mf pk mh mi mj pl ml mm mn pm mp mq mr pn mt mu mv pg ph pi bl\" data-selectable-paragraph=\"\"><code class=\"de pa pb pc ns b\">\"nn\"<\/code><span dir=\"auto\">\u041f\u0440\u043e\u0441\u0442\u0430\u044f \u043d\u0435\u0439\u0440\u043e\u043d\u043d\u0430\u044f \u0441\u0435\u0442\u044c<\/span><\/li>\n<\/ul>\n<p id=\"6917\" class=\"pw-post-body-paragraph ly lz gq ma b mb mc md me mf mg mh mi mj mk ml mm mn mo mp mq mr ms mt mu mv gj bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0412\u0441\u044f \u044d\u0442\u0430 \u043c\u043e\u0449\u044c \u0437\u0430\u043a\u043b\u044e\u0447\u0435\u043d\u0430 \u0432 \u043e\u0434\u043d\u043e\u043c \u043f\u0440\u043e\u0441\u0442\u043e\u043c \u0432\u044b\u0437\u043e\u0432\u0435 \u0444\u0443\u043d\u043a\u0446\u0438\u0438:<\/span><\/p>\n\n<pre class=\"nb nc nd ne nf nr ns nt bq nu bc bl\"><span id=\"75b9\" class=\"nv nw gq ns b bh nx ny m nz oa\" data-selectable-paragraph=\"\"><span dir=\"auto\">dt = run_pipeline( <\/span>\n<span dir=\"auto\">    vectorizer_name = <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"glove_25\"<\/span><\/span><span dir=\"auto\"> , <\/span><span class=\"hljs-comment\"><span dir=\"auto\"># BOW, tf, tfidf, wv, glove_25,glove_50, glove_100, gl0ve_200<\/span><\/span>\n<span dir=\"auto\">     model_name = <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"logit\"<\/span><\/span><span dir=\"auto\"> , <\/span><span class=\"hljs-comment\"><span dir=\"auto\"># logit, rf, XGB, nn<\/span><\/span>\n<span dir=\"auto\">     df = df_train, <\/span>\n<span dir=\"auto\">    text_column_name = <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"processed\"<\/span><\/span><span dir=\"auto\"> ,   <\/span><span class=\"hljs-comment\"><span dir=\"auto\"># \u044d\u0442\u043e \u0438\u043c\u044f \u0441\u0442\u043e\u043b\u0431\u0446\u0430 \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445,<\/span><\/span>\n<span dir=\"auto\">     sentiment_column_name = <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"sentiment\"<\/span><\/span><span dir=\"auto\"> , <\/span>\n<span dir=\"auto\">    perform_tuning = <\/span><span class=\"hljs-literal\"><span dir=\"auto\">False <\/span><\/span> <span class=\"hljs-comment\"><span dir=\"auto\"># \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 true, \u0435\u0441\u043b\u0438 \u0445\u043e\u0442\u0438\u0442\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0443 \u0433\u0438\u043f\u0435\u0440\u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u043e\u0432, \u044d\u0442\u043e \u0437\u0430\u0439\u043c\u0435\u0442 \u0431\u043e\u043b\u044c\u0448\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u0438 <\/span><\/span>\n                            <span class=\"hljs-comment\"><span dir=\"auto\"># \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u0438\u0432\u0435\u0441\u0442\u0438 \u043a \u043d\u0435\u0445\u0432\u0430\u0442\u043a\u0435 \u043f\u0430\u043c\u044f\u0442\u0438, \u0435\u0441\u043b\u0438 \u043d\u0430\u0431\u043e\u0440 \u0434\u0430\u043d\u043d\u044b\u0445 \u0431\u043e\u043b\u044c\u0448\u043e\u0439<\/span><\/span>\n<span dir=\"auto\"> )<\/span><\/span><\/pre>\n<blockquote class=\"pd pe pf\">\n<p id=\"0c6e\" class=\"ly lz mw ma b mb mc md me mf mg mh mi mj mk ml mm mn mo mp mq mr ms mt mu mv gj bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u041a\u043e\u0434 \u043c\u043e\u0436\u043d\u043e \u043d\u0430\u0439\u0442\u0438\u00a0<\/span><a class=\"ah mx\" href=\"https:\/\/github.com\/AlabhyaMe\/quick_sentiments\/blob\/master\/quick_sentiments\/pipeline.py\" target=\"_blank\" rel=\"noopener ugc nofollow\"><span dir=\"auto\">\u0437\u0434\u0435\u0441\u044c<\/span><\/a><span dir=\"auto\">\u00a0.<\/span><\/p>\n<\/blockquote>\n<pre class=\"nb nc nd ne nf nr ns nt bq nu bc bl\"><span id=\"2454\" class=\"nv nw gq ns b bh nx ny m nz oa\" data-selectable-paragraph=\"\"><span class=\"hljs-comment\"><span dir=\"auto\">#\u042d\u0422\u041e \u0422\u041e, \u0427\u0422\u041e \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 run_pipeline. \u042d\u0442\u043e \u0432\u0430\u0436\u043d\u043e \u0434\u043b\u044f \u043f\u0440\u043e\u0433\u043d\u043e\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f.     <\/span><\/span>\n<span class=\"hljs-keyword\"><span dir=\"auto\">return<\/span><\/span><span dir=\"auto\"> { <\/span>\n        <span class=\"hljs-string\"><span dir=\"auto\">\"model_object\"<\/span><\/span><span dir=\"auto\"> : trained_model_object, <\/span>\n        <span class=\"hljs-string\"><span dir=\"auto\">\"vectorizer_name\"<\/span><\/span><span dir=\"auto\"> : vectorizer_name, <\/span>\n        <span class=\"hljs-string\"><span dir=\"auto\">\"vectorizer_object\"<\/span><\/span><span dir=\"auto\"> : fitted_vectorizer_object, <\/span>\n        <span class=\"hljs-string\"><span dir=\"auto\">\"label_encoder\"<\/span><\/span><span dir=\"auto\"> : label_encoder, <\/span>\n        <span class=\"hljs-string\"><span dir=\"auto\">\"y_test\"<\/span><\/span><span dir=\"auto\"> : y_test, <\/span>\n        <span class=\"hljs-string\"><span dir=\"auto\">\"y_pred\"<\/span><\/span><span dir=\"auto\"> : y_pred, <\/span>\n        <span class=\"hljs-string\"><span dir=\"auto\">\"accuracy\"<\/span><\/span><span dir=\"auto\"> : accuracy_score(y_test, y_pred), <\/span>\n        <span class=\"hljs-string\"><span dir=\"auto\">\"report\"<\/span><\/span><span dir=\"auto\"> : classification_report(y_test, y_pred, output_dict= <\/span><span class=\"hljs-literal\"><span dir=\"auto\">True<\/span><\/span><span dir=\"auto\"> , target_names=label_encoder.classes_) <\/span>\n<span dir=\"auto\">    }<\/span><\/span><\/pre>\n<p id=\"b8d2\" class=\"pw-post-body-paragraph ly lz gq ma b mb mc md me mf mg mh mi mj mk ml mm mn mo mp mq mr ms mt mu mv gj bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0415\u0449\u0451 \u043e\u0434\u043d\u0430 \u043a\u043b\u044e\u0447\u0435\u0432\u0430\u044f \u043e\u0441\u043e\u0431\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u0444\u0443\u043d\u043a\u0446\u0438\u0438 run_pipeline \u0437\u0430\u043a\u043b\u044e\u0447\u0430\u0435\u0442\u0441\u044f \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0432 \u0442\u043e\u043c, \u0447\u0442\u043e \u043e\u043d\u0430 \u0434\u0435\u043b\u0430\u0435\u0442, \u043d\u043e \u0438 \u0432 \u0442\u043e\u043c, \u0447\u0442\u043e \u043e\u043d\u0430 \u0432\u0430\u043c \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442. \u041f\u043e\u0441\u043b\u0435 \u0437\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u044f \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0435\u0434\u0438\u043d\u044b\u0439, \u043c\u043e\u0449\u043d\u044b\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c Python, \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0449\u0438\u0439 \u0432\u0441\u0435 \u0432\u0430\u0448\u0438 \u043e\u0431\u0443\u0447\u0435\u043d\u043d\u044b\u0435 \u00ab\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b\u00bb.<\/span><\/p>\n<p id=\"6e95\" class=\"pw-post-body-paragraph ly lz gq ma b mb mc md me mf mg mh mi mj mk ml mm mn mo mp mq mr ms mt mu mv gj bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u042d\u0442\u043e \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u043d\u044b\u0439 \u0432\u0435\u043a\u0442\u043e\u0440\u0438\u0437\u0430\u0442\u043e\u0440, \u043e\u0431\u0443\u0447\u0435\u043d\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c, \u043a\u043e\u0434\u0438\u0440\u043e\u0432\u0449\u0438\u043a \u043c\u0435\u0442\u043e\u043a \u0438 \u0434\u0430\u0436\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u044f \u0441\u0442\u043e\u043b\u0431\u0446\u043e\u0432 \u2014 \u0432\u0441\u0451 \u044d\u0442\u043e \u0443\u043f\u0430\u043a\u043e\u0432\u0430\u043d\u043e \u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f. \u042d\u0442\u043e \u043d\u0435\u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e \u0432\u0430\u0436\u043d\u043e, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u044d\u0442\u043e \u00ab\u043c\u043e\u0437\u0433\u00bb, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u044b \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u043e \u043e\u0431\u0443\u0447\u0438\u043b\u0438, \u0441\u043e\u0445\u0440\u0430\u043d\u0451\u043d\u043d\u044b\u0439 \u0432 \u043a\u043e\u0440\u043e\u0431\u043a\u0435 \u0438 \u0433\u043e\u0442\u043e\u0432\u044b\u0439 \u043a \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044e \u043d\u0430 \u043d\u043e\u0432\u044b\u0445, \u0440\u0430\u043d\u0435\u0435 \u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u0432\u0448\u0438\u0445\u0441\u044f \u0434\u0430\u043d\u043d\u044b\u0445.<\/span><\/p>\n<p id=\"4cfa\" class=\"pw-post-body-paragraph ly lz gq ma b mb mc md me mf mg mh mi mj mk ml mm mn mo mp mq mr ms mt mu mv gj bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0422\u0430\u043a\u0438\u043c \u043e\u0431\u0440\u0430\u0437\u043e\u043c, \u043d\u0430 \u0434\u0430\u043d\u043d\u043e\u043c \u044d\u0442\u0430\u043f\u0435 \u043d\u0430\u0448 \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0447\u0438\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u043d\u0430\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u0439 \u0437\u0430\u0432\u0435\u0440\u0448\u0435\u043d \u0432\u0441\u0435\u0433\u043e \u0434\u0432\u0443\u043c\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u044f\u043c\u0438. \u0421 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0432\u0441\u0435\u0433\u043e \u043b\u0438\u0448\u044c pre_process \u0438 run_pipeline \u043c\u044b \u0443\u0441\u043f\u0435\u0448\u043d\u043e \u043e\u0447\u0438\u0441\u0442\u0438\u043b\u0438, \u0432\u0435\u043a\u0442\u043e\u0440\u0438\u0437\u043e\u0432\u0430\u043b\u0438, \u043e\u0431\u0443\u0447\u0438\u043b\u0438 \u0438 \u043e\u0446\u0435\u043d\u0438\u043b\u0438 \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430 \u043d\u0430\u0448\u0435\u043c \u0438\u0441\u0445\u043e\u0434\u043d\u043e\u043c \u043d\u0430\u0431\u043e\u0440\u0435 \u0434\u0430\u043d\u043d\u044b\u0445.<\/span><\/p>\n<p id=\"7796\" class=\"pw-post-body-paragraph ly lz gq ma b mb mc md me mf mg mh mi mj mk ml mm mn mo mp mq mr ms mt mu mv gj bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u041d\u043e \u043a\u0430\u043a \u043d\u0430\u0441\u0447\u0435\u0442 \u043f\u0440\u043e\u0433\u043d\u043e\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u043d\u0430 \u0441\u043e\u0432\u0435\u0440\u0448\u0435\u043d\u043d\u043e \u043d\u043e\u0432\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445? \u0418\u043c\u0435\u043d\u043d\u043e \u0437\u0434\u0435\u0441\u044c quick_sentiments \u0443\u043f\u0440\u043e\u0449\u0430\u0435\u0442 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0448\u0430\u0433. \u0425\u043e\u0442\u044f \u0432\u0430\u043c, \u043a\u043e\u043d\u0435\u0447\u043d\u043e, \u043f\u043e\u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u0432\u0430\u0448 \u043d\u043e\u0432\u044b\u0439 \u043d\u0435\u043e\u0431\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u0447\u0435\u0440\u0435\u0437 \u0442\u0443 \u0436\u0435 \u0444\u0443\u043d\u043a\u0446\u0438\u044e pre_process, \u0432\u0430\u043c \u043d\u0435 \u043f\u0440\u0438\u0434\u0435\u0442\u0441\u044f \u043d\u0438\u0447\u0435\u0433\u043e \u043f\u0435\u0440\u0435\u043e\u0431\u0443\u0447\u0430\u0442\u044c. \u041e\u0431\u044a\u0435\u043a\u0442 \u00abartifact\u00bb, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 run_pipeline, \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0432\u0441\u0435 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u0435 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u044b \u0434\u043b\u044f \u043c\u0433\u043d\u043e\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\u0439 \u0432\u0435\u043a\u0442\u043e\u0440\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u043a \u0432\u0430\u0448\u0438\u043c \u043d\u043e\u0432\u044b\u043c \u0434\u0430\u043d\u043d\u044b\u043c, \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u044f \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0441\u0442\u044c \u0432\u0441\u0435\u0433\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043e\u0442 \u043d\u0430\u0447\u0430\u043b\u0430 \u0434\u043e \u043a\u043e\u043d\u0446\u0430.<\/span><\/p>\n<p id=\"2891\" class=\"pw-post-body-paragraph ly lz gq ma b mb mc md me mf mg mh mi mj mk ml mm mn mo mp mq mr ms mt mu mv gj bl\" data-selectable-paragraph=\"\"><strong class=\"ma gr\"><span dir=\"auto\">\u0428\u0410\u0413 3: \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u2014 \u041f\u0440\u043e\u0433\u043d\u043e\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u043d\u043e\u0432\u044b\u0445, \u0440\u0430\u043d\u0435\u0435 \u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u0432\u0448\u0438\u0445\u0441\u044f \u0434\u0430\u043d\u043d\u044b\u0445<\/span><\/strong><\/p>\n\n<pre class=\"nb nc nd ne nf nr ns nt bq nu bc bl\"><span id=\"a2ee\" class=\"nv nw gq ns b bh nx ny m nz oa\" data-selectable-paragraph=\"\"><span class=\"hljs-comment\"><span dir=\"auto\">#\u041f\u0420\u0415\u0414\u0412\u0410\u0420\u0418\u0422\u0415\u041b\u042c\u041d\u0410\u042f \u041e\u0411\u0420\u0410\u0411\u041e\u0422\u041a\u0410 \u041d\u041e\u0412\u042b\u0425 \u0414\u0410\u041d\u041d\u042b\u0425<\/span><\/span>\n<span dir=\"auto\"> new_data = new_data.with_columns( <\/span>\n<span dir=\"auto\">    pl.col(response_column).map_elements( <\/span><span class=\"hljs-keyword\"><span dir=\"auto\">lambda<\/span><\/span><span dir=\"auto\"> x: pre_process(x, remove_brackets= <\/span><span class=\"hljs-literal\"><span dir=\"auto\">True<\/span><\/span><span dir=\"auto\"> )).alias( <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"processed\"<\/span><\/span><span dir=\"auto\"> )   <\/span><span class=\"hljs-comment\"><span dir=\"auto\">#\u0434\u043e\u0431\u0430\u0432\u044c\u0442\u0435 \u0432\u043d\u0443\u0442\u0440\u044c map_elements<\/span><\/span>\n<span dir=\"auto\"> )<\/span><\/span><\/pre>\n<p id=\"a2c1\" class=\"pw-post-body-paragraph ly lz gq ma b mb mc md me mf mg mh mi mj mk ml mm mn mo mp mq mr ms mt mu mv gj bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u041c\u044b \u0443\u0441\u043f\u0435\u0448\u043d\u043e \u043e\u0431\u0443\u0447\u0438\u043b\u0438 \u0438 \u043e\u0446\u0435\u043d\u0438\u043b\u0438 \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430 \u043d\u0430\u0448\u0435\u043c \u043d\u0430\u0431\u043e\u0440\u0435 \u0434\u0430\u043d\u043d\u044b\u0445, \u0438 \u043d\u0430\u0448\u0430\u00a0<\/span><code class=\"de pa pb pc ns b\">run_pipeline()<\/code><span dir=\"auto\">\u0444\u0443\u043d\u043a\u0446\u0438\u044f \u0432\u0435\u0440\u043d\u0443\u043b\u0430 \u0441\u043b\u043e\u0432\u0430\u0440\u044c Python (\u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043c\u044b \u0441\u043e\u0445\u0440\u0430\u043d\u0438\u043b\u0438 \u043a\u0430\u043a\u00a0<\/span><code class=\"de pa pb pc ns b\">dt<\/code><span dir=\"auto\">), \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0449\u0438\u0439 \u0432\u0441\u0435 \u043d\u0430\u0448\u0438 \u043e\u0431\u0443\u0447\u0435\u043d\u043d\u044b\u0435 \u00ab\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b\u00bb.<\/span><\/p>\n<p id=\"ce15\" class=\"pw-post-body-paragraph ly lz gq ma b mb mc md me mf mg mh mi mj mk ml mm mn mo mp mq mr ms mt mu mv gj bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0422\u0435\u043f\u0435\u0440\u044c \u043f\u0440\u0438\u0448\u043b\u043e \u0432\u0440\u0435\u043c\u044f \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u0442\u044c \u044d\u0442\u043e\u0442 \u043d\u0430\u0442\u0440\u0435\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u00ab\u043c\u043e\u0437\u0433\u00bb \u043a \u0441\u043e\u0432\u0435\u0440\u0448\u0435\u043d\u043d\u043e \u043d\u043e\u0432\u044b\u043c, \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u043c \u0434\u0430\u043d\u043d\u044b\u043c.<\/span><\/p>\n<p id=\"b052\" class=\"pw-post-body-paragraph ly lz gq ma b mb mc md me mf mg mh mi mj mk ml mm mn mo mp mq mr ms mt mu mv gj bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u042d\u0442\u043e \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0439 \u0448\u0430\u0433, \u0438\u00a0<\/span><code class=\"de pa pb pc ns b\">quick_sentiments<\/code><span dir=\"auto\">\u043e\u043d \u0434\u0435\u043b\u0430\u0435\u0442 \u0432\u0441\u0435 \u0442\u0430\u043a \u0436\u0435 \u043f\u0440\u043e\u0441\u0442\u043e, \u043a\u0430\u043a \u0438 \u043f\u0435\u0440\u0432\u044b\u0435 \u0434\u0432\u0430. \u041f\u043e\u0441\u043b\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a \u0432\u044b \u043f\u0440\u043e\u043f\u0443\u0441\u0442\u0438\u043b\u0438 \u0441\u0432\u043e\u0439 \u043d\u043e\u0432\u044b\u0439, \u043d\u0435\u043e\u0431\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u0447\u0435\u0440\u0435\u0437 \u0442\u0443 \u0436\u0435\u00a0<\/span><code class=\"de pa pb pc ns b\">pre_process()<\/code><span dir=\"auto\">\u0444\u0443\u043d\u043a\u0446\u0438\u044e (\u0447\u0442\u043e\u0431\u044b \u0443\u0431\u0435\u0434\u0438\u0442\u044c\u0441\u044f \u0432 \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438 \u043e\u0447\u0438\u0441\u0442\u043a\u0438), \u0432\u044b \u0433\u043e\u0442\u043e\u0432\u044b \u043a \u0444\u0438\u043d\u0430\u043b\u044c\u043d\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 \u0432 \u043e\u0434\u043d\u0443 \u0441\u0442\u0440\u043e\u043a\u0443:<\/span><\/p>\n\n<pre class=\"nb nc nd ne nf nr ns nt bq nu bc bl\"><span id=\"6098\" class=\"nv nw gq ns b bh nx ny m nz oa\" data-selectable-paragraph=\"\"><span class=\"hljs-comment\"><span dir=\"auto\"># \u041e\u0431\u044a\u0435\u043a\u0442 'dt' \u2014 \u044d\u0442\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044c, \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u043c\u044b\u0439 \u0432\u044b\u0437\u043e\u0432\u043e\u043c run_pipeline()<\/span><\/span>\n<span dir=\"auto\"> predictions_df = make_predictions( <\/span>\n<span dir=\"auto\">    new_data=new_data, <\/span>\n<span dir=\"auto\">    text_column_name= <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"processed\"<\/span><\/span><span dir=\"auto\"> , <\/span>\n<span dir=\"auto\">    vectorizer=dt[ <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"vectorizer_object\"<\/span><\/span><span dir=\"auto\"> ], <\/span>\n<span dir=\"auto\">    best_model=dt[ <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"model_object\"<\/span><\/span><span dir=\"auto\"> ], <\/span>\n<span dir=\"auto\">    label_encoder=dt[ <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"label_encoder\"<\/span><\/span><span dir=\"auto\"> ], <\/span>\n<span dir=\"auto\">    prediction_column_name= <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"sentiment_predictions\" <\/span><\/span>  <span class=\"hljs-comment\"><span dir=\"auto\"># \u0412\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u043f\u0440\u0438\u0441\u0432\u043e\u0438\u0442\u044c \u0438\u043c\u044f \u0432\u044b\u0445\u043e\u0434\u043d\u043e\u043c\u0443 \u0441\u0442\u043e\u043b\u0431\u0446\u0443<\/span><\/span>\n<span dir=\"auto\"> )<\/span><\/span><\/pre>\n<p id=\"e6bb\" class=\"pw-post-body-paragraph ly lz gq ma b mb mc md me mf mg mh mi mj mk ml mm mn mo mp mq mr ms mt mu mv gj bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0427\u0442\u043e \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442 \u00ab\u043f\u043e\u0434 \u043a\u0430\u043f\u043e\u0442\u043e\u043c\u00bb?<\/span><\/p>\n<p id=\"c8c8\" class=\"pw-post-body-paragraph ly lz gq ma b mb mc md me mf mg mh mi mj mk ml mm mn mo mp mq mr ms mt mu mv gj bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0418\u043c\u0435\u043d\u043d\u043e \u0432 \u044d\u0442\u043e\u043c \u043e\u0434\u043d\u043e\u043c\u00a0<\/span><code class=\"de pa pb pc ns b\">make_predictions()<\/code><span dir=\"auto\">\u0432\u044b\u0437\u043e\u0432\u0435 \u043f\u0440\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0432\u0441\u044f \u043c\u043e\u0449\u044c \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430. \u0414\u0430\u0432\u0430\u0439\u0442\u0435 \u0440\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0438\u043c \u0430\u0440\u0433\u0443\u043c\u0435\u043d\u0442\u044b, \u0447\u0442\u043e\u0431\u044b \u043f\u043e\u043d\u044f\u0442\u044c, \u043f\u043e\u0447\u0435\u043c\u0443 \u043e\u043d \u0442\u0430\u043a \u043d\u0430\u0434\u0435\u0436\u0435\u043d:<\/span><\/p>\n\n<ul class=\"\">\n \t<li id=\"152b\" class=\"ly lz gq ma b mb mc md me mf mg mh mi mj mk ml mm mn mo mp mq mr ms mt mu mv pg ph pi bl\" data-selectable-paragraph=\"\"><code class=\"de pa pb pc ns b\"><strong class=\"ma gr\">vectorizer=dt[\"vectorizer_object\"]<\/strong><\/code><strong class=\"ma gr\"><span dir=\"auto\">\u0412\u044b<\/span><\/strong><span dir=\"auto\">\u00a0\u043f\u0435\u0440\u0435\u0434\u0430\u0435\u0442\u0435\u00a0<\/span><em class=\"mw\"><span dir=\"auto\">\u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043e\u0431\u0443\u0447\u0435\u043d\u043d\u044b\u0439 \u0432\u0435\u043a\u0442\u043e\u0440\u0438\u0437\u0430\u0442\u043e\u0440<\/span><\/em><span dir=\"auto\">\u00a0, \u0441\u043e\u0437\u0434\u0430\u043d\u043d\u044b\u0439 \u043d\u0430 \u0432\u0430\u0448\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445.<\/span><\/li>\n \t<li id=\"aa80\" class=\"ly lz gq ma b mb pj md me mf pk mh mi mj pl ml mm mn pm mp mq mr pn mt mu mv pg ph pi bl\" data-selectable-paragraph=\"\"><code class=\"de pa pb pc ns b\"><strong class=\"ma gr\">best_model=dt[\"model_object\"]<\/strong><\/code><strong class=\"ma gr\"><span dir=\"auto\">\u0412\u044b<\/span><\/strong><span dir=\"auto\">\u00a0\u043f\u0435\u0440\u0435\u0434\u0430\u0435\u0442\u0435\u00a0<\/span><em class=\"mw\"><span dir=\"auto\">\u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043e\u0431\u0443\u0447\u0435\u043d\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c<\/span><\/em><span dir=\"auto\">\u00a0.<\/span><\/li>\n \t<li id=\"59b0\" class=\"ly lz gq ma b mb pj md me mf pk mh mi mj pl ml mm mn pm mp mq mr pn mt mu mv pg ph pi bl\" data-selectable-paragraph=\"\"><code class=\"de pa pb pc ns b\"><strong class=\"ma gr\">label_encoder=dt[\"label_encoder\"]<\/strong><\/code><strong class=\"ma gr\"><span dir=\"auto\">\u0412\u044b<\/span><\/strong><span dir=\"auto\">\u00a0\u043f\u0435\u0440\u0435\u0434\u0430\u0435\u0442\u0435 \u0432 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435\u00a0<\/span><em class=\"mw\"><span dir=\"auto\">\u0432\u0445\u043e\u0434\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u043a\u043e\u0434\u0438\u0440\u043e\u0432\u0449\u0438\u043a \u043c\u0435\u0442\u043e\u043a<\/span><\/em><span dir=\"auto\">\u00a0, \u0447\u0442\u043e\u0431\u044b \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0432\u044b\u0445\u043e\u0434\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 \u0441 \u0432\u0430\u0448\u0438\u043c\u0438 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u043c\u0438 \u043c\u0435\u0442\u043a\u0430\u043c\u0438 (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u00ab\u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0439\u00bb, \u00ab\u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439\u00bb).<\/span><\/li>\n<\/ul>\n<p id=\"f631\" class=\"pw-post-body-paragraph ly lz gq ma b mb mc md me mf mg mh mi mj mk ml mm mn mo mp mq mr ms mt mu mv gj bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u042d\u0442\u0430 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f \u0438\u0437\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u043e\u0442 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 \u043f\u0438\u0441\u0430\u0442\u044c \u0432\u0435\u0441\u044c \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u044e\u0449\u0438\u0439\u0441\u044f \u043a\u043e\u0434 \u0434\u043b\u044f \u0432\u0435\u043a\u0442\u043e\u0440\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u043f\u0440\u043e\u0433\u043d\u043e\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f. \u041d\u043e \u0447\u0442\u043e \u0435\u0449\u0435 \u0432\u0430\u0436\u043d\u0435\u0435, \u043e\u043d\u0430\u00a0<\/span><strong class=\"ma gr\"><span dir=\"auto\">\u0443\u0441\u0442\u0440\u0430\u043d\u044f\u0435\u0442 \u043d\u0430\u0438\u0431\u043e\u043b\u0435\u0435 \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u043d\u044b\u0435 \u0438 \u043e\u043f\u0430\u0441\u043d\u044b\u0435 \u043e\u0448\u0438\u0431\u043a\u0438 \u0432 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0438.<\/span><\/strong><\/p>\n<p id=\"d04c\" class=\"pw-post-body-paragraph ly lz gq ma b mb mc md me mf mg mh mi mj mk ml mm mn mo mp mq mr ms mt mu mv gj bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u041a\u0430\u043a? \u041f\u0435\u0440\u0435\u0434\u0430\u0432\u0430\u044f\u00a0<\/span><em class=\"mw\"><span dir=\"auto\">\u043f\u043e\u0434\u043e\u0431\u0440\u0430\u043d\u043d\u044b\u0435 \u0434\u0435\u0442\u0430\u043b\u0438<\/span><\/em><span dir=\"auto\">\u00a0, \u0432\u044b \u0438\u0441\u043a\u043b\u044e\u0447\u0430\u0435\u0442\u0435\u00a0<\/span><strong class=\"ma gr\"><span dir=\"auto\">\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c<\/span><\/strong><span dir=\"auto\">\u00a0\u043e\u0448\u0438\u0431\u043a\u0438. \u0412\u0430\u043c \u043d\u0435 \u043e \u0447\u0435\u043c \u0431\u0435\u0441\u043f\u043e\u043a\u043e\u0438\u0442\u044c\u0441\u044f:<\/span><\/p>\n\n<ul class=\"\">\n \t<li id=\"1c1a\" class=\"ly lz gq ma b mb mc md me mf mg mh mi mj mk ml mm mn mo mp mq mr ms mt mu mv pg ph pi bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u00ab\u042f \u0441\u043b\u0443\u0447\u0430\u0439\u043d\u043e \u043f\u0435\u0440\u0435\u043d\u0430\u0441\u0442\u0440\u043e\u0438\u043b \u0432\u0435\u043a\u0442\u043e\u0440\u0438\u0437\u0430\u0442\u043e\u0440 \u043f\u043e\u0434 \u043d\u043e\u0432\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435?\u00bb<\/span><\/li>\n \t<li id=\"9dc6\" class=\"ly lz gq ma b mb pj md me mf pk mh mi mj pl ml mm mn pm mp mq mr pn mt mu mv pg ph pi bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u00ab\u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e \u043b\u0438 \u044f \u0442\u0435 \u0436\u0435 \u0441\u0430\u043c\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435\u00a0<\/span><code class=\"de pa pb pc ns b\">ngram_range<\/code><span dir=\"auto\">,\u00a0<\/span><code class=\"de pa pb pc ns b\">max_features<\/code><span dir=\"auto\">\u0447\u0442\u043e \u0438 \u0434\u043b\u044f \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f?\u00bb<\/span><\/li>\n \t<li id=\"467f\" class=\"ly lz gq ma b mb pj md me mf pk mh mi mj pl ml mm mn pm mp mq mr pn mt mu mv pg ph pi bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u00ab\u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e \u043b\u0438 \u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0441 \u043d\u0430\u0438\u043b\u0443\u0447\u0448\u0438\u043c\u0438 \u0433\u0438\u043f\u0435\u0440\u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u0430\u043c\u0438 \u0438\u043b\u0438 \u0442\u043e\u043b\u044c\u043a\u043e \u0441 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u0430\u043c\u0438 \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e?\u00bb<\/span><\/li>\n<\/ul>\n<p id=\"c39e\" class=\"pw-post-body-paragraph ly lz gq ma b mb mc md me mf mg mh mi mj mk ml mm mn mo mp mq mr ms mt mu mv gj bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u042d\u0442\u0430\u00a0<\/span><code class=\"de pa pb pc ns b\">make_predictions()<\/code><span dir=\"auto\">\u0444\u0443\u043d\u043a\u0446\u0438\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0440\u0443\u0435\u0442, \u0447\u0442\u043e \u0432\u0430\u0448\u0438 \u043d\u043e\u0432\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 \u0431\u0443\u0434\u0443\u0442 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u044b\u00a0<\/span><strong class=\"ma gr\"><span dir=\"auto\">\u0442\u043e\u0447\u043d\u043e \u0442\u0430\u043a\u0438\u043c \u0436\u0435, \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u0441\u043f\u043e\u0441\u043e\u0431\u043e\u043c,<\/span><\/strong><span dir=\"auto\">\u00a0\u043a\u0430\u043a \u0438 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0435 \u043e\u0431\u0443\u0447\u0430\u044e\u0449\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0435. \u0420\u0438\u0441\u043a \u043e\u0448\u0438\u0431\u043a\u0438 \u0437\u0434\u0435\u0441\u044c \u0441\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u043a \u043d\u0443\u043b\u044e, \u043f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 \u0432\u0441\u044f \u0441\u043b\u043e\u0436\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0437\u0430 \u0432\u0430\u0441 \u00ab\u043f\u043e\u0434 \u043a\u0430\u043f\u043e\u0442\u043e\u043c\u00bb.<\/span><\/p>\n<p id=\"7b2e\" class=\"pw-post-body-paragraph ly lz gq ma b mb mc md me mf mg mh mi mj mk ml mm mn mo mp mq mr ms mt mu mv gj bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0422\u0430\u043a\u0438\u043c \u043e\u0431\u0440\u0430\u0437\u043e\u043c, \u0443 \u0432\u0430\u0441 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u043e\u0432\u044b\u0439 \u0444\u0440\u0435\u0439\u043c \u0434\u0430\u043d\u043d\u044b\u0445 \u0441 \u043d\u043e\u0432\u044b\u043c \u0441\u0442\u043e\u043b\u0431\u0446\u043e\u043c \u043f\u0440\u043e\u0433\u043d\u043e\u0437\u043e\u0432. \u0412\u0441\u0435\u0433\u043e \u0437\u0430 \u0442\u0440\u0438 \u043e\u0441\u043d\u043e\u0432\u043d\u044b\u0445 \u0448\u0430\u0433\u0430 \u2014\u00a0<\/span><code class=\"de pa pb pc ns b\">pre_process()<\/code><span dir=\"auto\">,\u00a0<\/span><code class=\"de pa pb pc ns b\">run_pipeline()<\/code><span dir=\"auto\">, \u0438\u00a0<\/span><code class=\"de pa pb pc ns b\">make_predictions()<\/code><span dir=\"auto\">\u2014 \u043c\u044b \u0437\u0430\u0432\u0435\u0440\u0448\u0438\u043b\u0438 \u0432\u0435\u0441\u044c \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u043d\u0430\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u0439, \u043e\u0442 \u0438\u0441\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u0434\u043e \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445, \u043d\u0430\u0434\u0435\u0436\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043d\u043e\u0437\u043e\u0432.<\/span><\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<div class=\"ac ci po pp pq pr\" role=\"separator\"><\/div>\n<div class=\"gj gk gl gm gn\">\n<div class=\"ac ci\">\n<div class=\"cp bi fv fw fx fy\">\n<p id=\"63cc\" class=\"pw-post-body-paragraph ly lz gq ma b mb mc md me mf mg mh mi mj mk ml mm mn mo mp mq mr ms mt mu mv gj bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u041f\u043e\u043b\u043d\u044b\u0439 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u043a\u043e\u0434 \u043c\u043e\u0436\u043d\u043e \u043d\u0430\u0439\u0442\u0438 \u043f\u043e \u0430\u0434\u0440\u0435\u0441\u0443:\u00a0<\/span><a class=\"ah mx\" href=\"https:\/\/github.com\/AlabhyaMe\/quick_sentiments\/tree\/master\" target=\"_blank\" rel=\"noopener ugc nofollow\"><span dir=\"auto\">https:\/\/github.com\/AlabhyaMe\/quick_sentiments<\/span><\/a><\/p>\n\n<\/div>\n<\/div>\n<\/div>\n\n\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a:\n<a href=\"https:\/\/alabhya.medium.com\/sentiment-analysis-in-3-steps-using-quick-sentiments-in-python-8350abe35a32\">https:\/\/alabhya.medium.com\/sentiment-analysis-in-3-steps-using-quick-sentiments-in-python-8350abe35a32<\/a>","_ru_post_name":"analiz-sentimentov-v-tri-etapa-ispolzovanie-funktsii-quick_sentiments-v-python","_ru_post_excerpt":"","_ru_post_title":"\u0410\u043d\u0430\u043b\u0438\u0437 \u0441\u0435\u043d\u0442\u0438\u043c\u0435\u043d\u0442\u043e\u0432 \u0432 \u0442\u0440\u0438 \u044d\u0442\u0430\u043f\u0430: \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0444\u0443\u043d\u043a\u0446\u0438\u0438 quick_sentiments \u0432 Python.","_en_post_content":"","_en_post_name":"","_en_post_excerpt":"","_en_post_title":"","edit_language":"en","jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":false,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[38],"tags":[],"class_list":["post-26670","post","type-post","status-publish","format-standard","has-post-thumbnail","","category-sztuczna-inteligencja-ii-ai"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"https:\/\/infopolicy.net\/wp-content\/uploads\/2025\/12\/quick_sentiments.png","jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/pffTZ2-6Wa","jetpack_likes_enabled":true,"jetpack-related-posts":[{"id":23628,"url":"https:\/\/infopolicy.net\/en\/obnaruzhenie-fejkovyh-novostej-s-ispo\/","url_meta":{"origin":26670,"position":0},"title":"\u041e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u0444\u0435\u0439\u043a\u043e\u0432\u044b\u0445 \u043d\u043e\u0432\u043e\u0441\u0442\u0435\u0439 \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u043c\u043e\u0434\u0435\u043b\u0438 BERT Python","author":"infopolicy","date":"19.10.2024","format":false,"excerpt":"\u0412 \u044d\u0442\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0435 \u043c\u044b \u043f\u043e\u043f\u044b\u0442\u0430\u0435\u043c\u0441\u044f \u043f\u043e\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 BERT \u0434\u043b\u044f \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u0444\u0435\u0439\u043a\u043e\u0432\u044b\u0445 \u043d\u043e\u0432\u043e\u0441\u0442\u0435\u0439 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e Python. \u0420\u043e\u0441\u0442 \u0441\u043e\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u0445 \u0441\u0435\u0442\u0435\u0439 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\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f MCP. \u041d\u043e\u0432\u044b\u0435 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u044f Anthropic DTX","author":"infopolicy","date":"13.07.2025","format":false,"excerpt":"\u0412 \u044d\u0442\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0435 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u044e\u0442\u0441\u044f: \u041e\u0441\u043d\u043e\u0432\u044b \u043f\u0440\u043e\u0442\u043e\u043a\u043e\u043b\u0430 MCP,\u00a0\u043f\u0440\u0438\u043c\u0435\u0440\u044b \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438\u00a0\u043a\u043b\u0438\u0435\u043d\u0442\u0430 , \u0441\u0435\u0440\u0432\u0435\u0440\u044b \u0438 \u043f\u0440\u043e\u043a\u0441\u0438 \u041f\u043e\u0434\u0431\u043e\u0440\u043a\u0430\u00a0\u043b\u0443\u0447\u0448\u0438\u0445 MCP-\u0441\u0435\u0440\u0432\u0435\u0440\u043e\u0432,\u00a0\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0445 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