{"id":9397,"date":"2023-03-01T20:50:40","date_gmt":"2023-03-01T17:20:40","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/importing-table-data-into-a-graph-database-with-gqlalchemy-5277\/"},"modified":"2023-03-01T20:50:40","modified_gmt":"2023-03-01T17:20:40","slug":"importing-table-data-into-a-graph-database-with-gqlalchemy-5277","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/importing-table-data-into-a-graph-database-with-gqlalchemy-5277\/","title":{"rendered":"\u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062c\u062f\u0648\u0644 \u0628\u0647 \u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0646\u0645\u0648\u062f\u0627\u0631 \u0628\u0627 GQLAlchemy"},"content":{"rendered":"<div data-article-id=\"1383995\" id=\"article-body\">\n<p>\u0622\u06cc\u0627 \u062f\u0631 \u0646\u0638\u0631 \u062f\u0627\u0631\u06cc\u062f \u06a9\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062c\u062f\u0648\u0644 \u0628\u0647 \u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u06af\u0631\u0627\u0641 \u0645\u0646\u062a\u0642\u0644 \u0634\u0648\u06cc\u062f\u060c \u0627\u0645\u0627 \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u062f \u06cc\u06a9 \u0645\u0647\u0627\u062c\u0631\u062a \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0628\u0627\u0634\u062f\u061f  \u0628\u0627 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u06a9\u0648\u062a\u0627\u0647\u060c \u0645\u0627 \u0628\u0647 \u0634\u0645\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u06cc\u0645 \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 GQLAlchemy \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f.  \u0634\u0645\u0627 \u06cc\u0627\u062f \u062e\u0648\u0627\u0647\u06cc\u062f \u06af\u0631\u0641\u062a \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062c\u062f\u0648\u0644 \u0631\u0627 \u0627\u0632 \u0641\u0627\u06cc\u0644 \u0647\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0634\u062f\u0647 \u062f\u0631 \u062d\u0627\u0641\u0638\u0647 \u0645\u062d\u0644\u06cc \u06cc\u0627 \u0622\u0646\u0644\u0627\u06cc\u0646 \u0628\u0647 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0646\u0645\u0648\u062f\u0627\u0631 Memgraph \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f.  \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0646\u0648\u062a \u0628\u0648\u06a9 \u0627\u0635\u0644\u06cc Jupyter \u0631\u0627 \u062f\u0631 \u0645\u062e\u0632\u0646 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 GitHub \u0645\u0627 \u0628\u06cc\u0627\u0628\u06cc\u062f.<\/p>\n<p>\u0627\u06af\u0631 \u062f\u0631 \u0647\u0631 \u0646\u0642\u0637\u0647 \u0628\u0627 \u0645\u0634\u06a9\u0644\u06cc \u062f\u0631 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u06cc\u0627 \u0686\u06cc\u0632\u06cc \u0645\u0648\u0627\u062c\u0647 \u0634\u062f\u06cc\u062f<br \/>\u0628\u0631\u0627\u06cc \u0634\u0645\u0627 \u0645\u0634\u062e\u0635 \u0646\u06cc\u0633\u062a\u060c \u0628\u0627 \u0633\u0631\u0648\u0631 Discord \u0645\u0627 \u062a\u0645\u0627\u0633 \u0628\u06af\u06cc\u0631\u06cc\u062f.<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter-rtl ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/nabfollower.com\/blog\/importing-table-data-into-a-graph-database-with-gqlalchemy-5277\/#1_%D9%BE%DB%8C%D8%B4_%D9%86%DB%8C%D8%A7%D8%B2%D9%87%D8%A7\" >1. \u067e\u06cc\u0634 \u0646\u06cc\u0627\u0632\u0647\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/nabfollower.com\/blog\/importing-table-data-into-a-graph-database-with-gqlalchemy-5277\/#2_%D9%86%D8%B5%D8%A8_%D8%A8%D8%A7_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_Docker\" >2. \u0646\u0635\u0628 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Docker<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/nabfollower.com\/blog\/importing-table-data-into-a-graph-database-with-gqlalchemy-5277\/#3_%D8%A7%D8%AA%D8%B5%D8%A7%D9%84_%D8%A8%D9%87_Memgraph_%D8%A8%D8%A7_GQLAlchemy\" >3. \u0627\u062a\u0635\u0627\u0644 \u0628\u0647 Memgraph \u0628\u0627 GQLAlchemy<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/nabfollower.com\/blog\/importing-table-data-into-a-graph-database-with-gqlalchemy-5277\/#4_%D8%B3%D8%A7%D8%AE%D8%AA_%D9%81%D8%A7%DB%8C%D9%84_%D8%AF%D8%A7%D8%AF%D9%87_%D8%AC%D8%AF%D9%88%D9%84_%D8%B3%D8%A7%D8%AE%D8%AA%DA%AF%DB%8C\" >4. \u0633\u0627\u062e\u062a \u0641\u0627\u06cc\u0644 \u062f\u0627\u062f\u0647 \u062c\u062f\u0648\u0644 \u0633\u0627\u062e\u062a\u06af\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/nabfollower.com\/blog\/importing-table-data-into-a-graph-database-with-gqlalchemy-5277\/#5_%D8%AA%D8%B9%D8%B1%DB%8C%D9%81_%D8%AA%D8%B1%D8%AC%D9%85%D9%87\" >5. \u062a\u0639\u0631\u06cc\u0641 \u062a\u0631\u062c\u0645\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/nabfollower.com\/blog\/importing-table-data-into-a-graph-database-with-gqlalchemy-5277\/#6_%D9%88%D8%A7%D8%B1%D8%AF_%DA%A9%D8%B1%D8%AF%D9%86_%D8%A7%D8%B2_%D8%B3%DB%8C%D8%B3%D8%AA%D9%85_%D9%81%D8%A7%DB%8C%D9%84_%D9%85%D8%AD%D9%84%DB%8C\" >6. \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u0627\u0632 \u0633\u06cc\u0633\u062a\u0645 \u0641\u0627\u06cc\u0644 \u0645\u062d\u0644\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/nabfollower.com\/blog\/importing-table-data-into-a-graph-database-with-gqlalchemy-5277\/#7_%D9%88%D8%A7%D8%B1%D8%AF%D8%A7%D8%AA_%D8%A7%D8%B2_%D8%B0%D8%AE%DB%8C%D8%B1%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_%D9%81%D8%A7%DB%8C%D9%84_%D8%A2%D9%86%D9%84%D8%A7%DB%8C%D9%86\" >7. \u0648\u0627\u0631\u062f\u0627\u062a \u0627\u0632 \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u0641\u0627\u06cc\u0644 \u0622\u0646\u0644\u0627\u06cc\u0646<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/nabfollower.com\/blog\/importing-table-data-into-a-graph-database-with-gqlalchemy-5277\/#8_%D9%BE%D8%B1%D8%B3_%D9%88_%D8%AC%D9%88_%D8%A7%D8%B2_%D9%BE%D8%A7%DB%8C%DA%AF%D8%A7%D9%87_%D8%AF%D8%A7%D8%AF%D9%87_%D9%88_%D8%A8%D8%A7%D8%B2%DB%8C%D8%A7%D8%A8%DB%8C_%D9%86%D8%AA%D8%A7%DB%8C%D8%AC\" >8. \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0627\u0632 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0648 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0646\u062a\u0627\u06cc\u062c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/nabfollower.com\/blog\/importing-table-data-into-a-graph-database-with-gqlalchemy-5277\/#10_%D8%AA%D8%AC%D8%B3%D9%85_%D9%86%D9%85%D9%88%D8%AF%D8%A7%D8%B1_%D8%AF%D8%B1_%D8%A2%D8%B2%D9%85%D8%A7%DB%8C%D8%B4%DA%AF%D8%A7%D9%87_%D9%85%D9%85%DA%AF%D8%B1%D8%A7%D9%81\" >10. \u062a\u062c\u0633\u0645 \u0646\u0645\u0648\u062f\u0627\u0631 \u062f\u0631 \u0622\u0632\u0645\u0627\u06cc\u0634\u06af\u0627\u0647 \u0645\u0645\u06af\u0631\u0627\u0641<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/nabfollower.com\/blog\/importing-table-data-into-a-graph-database-with-gqlalchemy-5277\/#%D8%A8%D8%B9%D8%AF%D8%B4_%DA%86%DB%8C%D8%9F\" >\u0628\u0639\u062f\u0634 \u0686\u06cc\u061f<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"1_%D9%BE%DB%8C%D8%B4_%D9%86%DB%8C%D8%A7%D8%B2%D9%87%D8%A7\"><\/span>\n<p>  1. \u067e\u06cc\u0634 \u0646\u06cc\u0627\u0632\u0647\u0627<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u0628\u0627\u06cc\u062f \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f:<\/p>\n<ul>\n<li>\n<p>Jupyter: \u0627\u06af\u0631 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0646\u0648\u062a \u0628\u0648\u06a9 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f \u0628\u0647 Jupyter \u0646\u06cc\u0627\u0632 \u0627\u0633\u062a.<\/li>\n<li>\n<p>Docker: \u0627\u0632 \u062f\u0627\u06a9\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u0632\u06cc\u0631\u0627 Memgraph \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u0628\u0648\u0645\u06cc \u0644\u06cc\u0646\u0648\u06a9\u0633 \u0627\u0633\u062a \u0648 \u0646\u0645\u06cc \u062a\u0648\u0627\u0646 \u0622\u0646 \u0631\u0627 \u0631\u0648\u06cc \u0648\u06cc\u0646\u062f\u0648\u0632 \u0648 macOS \u0646\u0635\u0628 \u06a9\u0631\u062f.<\/li>\n<li>\n<p>GQLAlchemy: \u06cc\u06a9 OGM \u067e\u0627\u06cc\u062a\u0648\u0646 (\u0646\u0642\u0634\u0647\u200c\u0646\u06af\u0627\u0631 \u06af\u0631\u0627\u0641 \u0634\u06cc) \u06a9\u0647 \u0628\u0647 Memgraph \u0645\u062a\u0635\u0644 \u0645\u06cc\u200c\u0634\u0648\u062f<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"2_%D9%86%D8%B5%D8%A8_%D8%A8%D8%A7_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_Docker\"><\/span>\n<p>  2. \u0646\u0635\u0628 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Docker<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u067e\u0633 \u0627\u0632 \u0646\u0635\u0628 Docker\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f Memgraph \u0631\u0627 \u0628\u0627 \u0627\u062c\u0631\u0627\u06cc:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>docker run -it -p 7687:7687 -p 7444:7444 -p 3000:3000 memgraph\/memgraph-platform:2.2.6\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0627\u06cc\u0646 \u062f\u0633\u062a\u0648\u0631 \u062f\u0627\u0646\u0644\u0648\u062f \u0631\u0627 \u0634\u0631\u0648\u0639 \u06a9\u0631\u062f\u0647 \u0648 \u067e\u0633 \u0627\u0632 \u0627\u062a\u0645\u0627\u0645 \u0622\u0646\u060c \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 Memgraph \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"3_%D8%A7%D8%AA%D8%B5%D8%A7%D9%84_%D8%A8%D9%87_Memgraph_%D8%A8%D8%A7_GQLAlchemy\"><\/span>\n<p>  3. \u0627\u062a\u0635\u0627\u0644 \u0628\u0647 Memgraph \u0628\u0627 GQLAlchemy<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f <strong>GQLAlchemy<\/strong> \u0646\u06af\u0627\u0634\u062a \u06af\u0631\u0627\u0641 \u0634\u06cc (OGM) \u0628\u0631\u0627\u06cc \u0627\u062a\u0635\u0627\u0644 \u0628\u0647 Memgraph \u0648 \u0627\u062c\u0631\u0627 <strong>\u0633\u0627\u06cc\u0641\u0631<\/strong> \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0645\u06cc \u06a9\u0646\u062f  GQLAlchemy \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u062f\u0631\u0627\u06cc\u0648\u0631\/\u06a9\u0644\u0627\u06cc\u0646\u062a \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc Memgraph \u0639\u0645\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f.  \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0622\u0646 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>pip install gqlalchemy\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<blockquote>\n<p><strong>\u0627\u0634\u0627\u0631\u0647<\/strong>: \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0644\u0627\u0632\u0645 \u0628\u0627\u0634\u062f CMake \u0631\u0627 \u0642\u0628\u0644 \u0627\u0632 \u0646\u0635\u0628 GQLAlchemy \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f.<\/p>\n<\/blockquote>\n<p>\u0634\u0627\u06cc\u062f \u0648\u0642\u062a\u06cc \u0628\u0647 Cypher \u0627\u0634\u0627\u0631\u0647 \u06a9\u0631\u062f\u0645 \u06af\u06cc\u062c \u0634\u062f\u06cc\u062f.  \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f Cypher \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 SQL \u0628\u0631\u0627\u06cc \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u06af\u0631\u0627\u0641 \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u062f.  \u0627\u06cc\u0646 \u0634\u0627\u0645\u0644 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0633\u0627\u062e\u062a\u0627\u0631\u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc \u0645\u0634\u0627\u0628\u0647 \u0627\u0633\u062a <code>CREATE<\/code>\u060c <code>UPDATE<\/code>\u060c <code>DELETE<\/code>&#8230; \u0648 \u0628\u0631\u0627\u06cc \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0627\u0632 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">from<\/span> <span class=\"nn\">gqlalchemy<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">Memgraph<\/span>\n\n<span class=\"n\">memgraph<\/span> <span class=\"o\">=<\/span> <span class=\"n\">Memgraph<\/span><span class=\"p\">(<\/span><span class=\"s\">\"127.0.0.1\"<\/span><span class=\"p\">,<\/span> <span class=\"mi\">7687<\/span><span class=\"p\">)<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0642\u0628\u0644 \u0627\u0632 \u0634\u0631\u0648\u0639 \u0647\u0631 \u06a9\u0627\u0631 \u062f\u06cc\u06af\u0631\u06cc \u0645\u0637\u0645\u0626\u0646 \u0634\u0648\u06cc\u0645 \u06a9\u0647 Memgraph \u062e\u0627\u0644\u06cc \u0627\u0633\u062a.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"n\">memgraph<\/span><span class=\"p\">.<\/span><span class=\"n\">drop_database<\/span><span class=\"p\">()<\/span>\n\n<span class=\"n\">results<\/span> <span class=\"o\">=<\/span> <span class=\"n\">memgraph<\/span><span class=\"p\">.<\/span><span class=\"n\">execute_and_fetch<\/span><span class=\"p\">(<\/span>\n    <span class=\"s\">\"\"\"\n    MATCH (n) RETURN count(n) AS number_of_nodes ;\n    \"\"\"<\/span>\n<span class=\"p\">)<\/span>\n<span class=\"k\">print<\/span><span class=\"p\">(<\/span><span class=\"nb\">next<\/span><span class=\"p\">(<\/span><span class=\"n\">results<\/span><span class=\"p\">))<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"4_%D8%B3%D8%A7%D8%AE%D8%AA_%D9%81%D8%A7%DB%8C%D9%84_%D8%AF%D8%A7%D8%AF%D9%87_%D8%AC%D8%AF%D9%88%D9%84_%D8%B3%D8%A7%D8%AE%D8%AA%DA%AF%DB%8C\"><\/span>\n<p>  4. \u0633\u0627\u062e\u062a \u0641\u0627\u06cc\u0644 \u062f\u0627\u062f\u0647 \u062c\u062f\u0648\u0644 \u0633\u0627\u062e\u062a\u06af\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634\u060c \u0645\u0627 \u0642\u0635\u062f \u062f\u0627\u0631\u06cc\u0645 \u0641\u0627\u06cc\u0644\u200c\u0647\u0627\u06cc CSV \u0631\u0627 \u0628\u0631\u0627\u06cc \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645.  \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0648 \u0641\u0627\u06cc\u0644 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0631\u0627\u0628\u0637\u0647 \u0628\u06cc\u0646 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0627 \u06a9\u0644\u06cc\u062f \u062e\u0627\u0631\u062c\u06cc \u0646\u06cc\u0632 \u0645\u062f\u0644 \u06a9\u0646\u06cc\u062f.  \u0627\u0645\u0627 \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f \u0622\u0646 \u0628\u0639\u062f\u0627\u064b\u060c \u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u06a9\u062f \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u062f\u0648 \u0641\u0627\u06cc\u0644 CSV\u060c individual.csv \u0648 address.csv \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">import<\/span> <span class=\"nn\">csv<\/span>\n\n<span class=\"n\">header<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"s\">\"ind_id\"<\/span><span class=\"p\">,<\/span> <span class=\"s\">\"name\"<\/span><span class=\"p\">,<\/span> <span class=\"s\">\"surname\"<\/span><span class=\"p\">,<\/span> <span class=\"s\">\"add_id\"<\/span><span class=\"p\">]<\/span>\n<span class=\"n\">data<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span>\n    <span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"s\">\"Tomislav\"<\/span><span class=\"p\">,<\/span> <span class=\"s\">\"Petrov\"<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">],<\/span>\n    <span class=\"p\">[<\/span><span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"s\">\"Ivan\"<\/span><span class=\"p\">,<\/span> <span class=\"s\">\"Horvat\"<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">],<\/span>\n    <span class=\"p\">[<\/span><span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"s\">\"Marko\"<\/span><span class=\"p\">,<\/span> <span class=\"s\">\"Horvat\"<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">],<\/span>\n    <span class=\"p\">[<\/span><span class=\"mi\">4<\/span><span class=\"p\">,<\/span> <span class=\"s\">\"John\"<\/span><span class=\"p\">,<\/span> <span class=\"s\">\"Doe\"<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">],<\/span>\n    <span class=\"p\">[<\/span><span class=\"mi\">5<\/span><span class=\"p\">,<\/span> <span class=\"s\">\"John\"<\/span><span class=\"p\">,<\/span> <span class=\"s\">\"Though\"<\/span><span class=\"p\">,<\/span> <span class=\"mi\">4<\/span><span class=\"p\">],<\/span>\n<span class=\"p\">]<\/span>\n\n<span class=\"k\">with<\/span> <span class=\"nb\">open<\/span><span class=\"p\">(<\/span><span class=\"s\">\"individual.csv\"<\/span><span class=\"p\">,<\/span> <span class=\"s\">\"w\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">encoding<\/span><span class=\"o\">=<\/span><span class=\"s\">\"UTF8\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">newline<\/span><span class=\"o\">=<\/span><span class=\"s\">\"\"<\/span><span class=\"p\">)<\/span> <span class=\"k\">as<\/span> <span class=\"n\">f<\/span><span class=\"p\">:<\/span>\n    <span class=\"n\">writer<\/span> <span class=\"o\">=<\/span> <span class=\"n\">csv<\/span><span class=\"p\">.<\/span><span class=\"n\">writer<\/span><span class=\"p\">(<\/span><span class=\"n\">f<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">writer<\/span><span class=\"p\">.<\/span><span class=\"n\">writerow<\/span><span class=\"p\">(<\/span><span class=\"n\">header<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">writer<\/span><span class=\"p\">.<\/span><span class=\"n\">writerows<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"p\">)<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"n\">header<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"s\">\"add_id\"<\/span><span class=\"p\">,<\/span> <span class=\"s\">\"street\"<\/span><span class=\"p\">,<\/span> <span class=\"s\">\"street_num\"<\/span><span class=\"p\">,<\/span> <span class=\"s\">\"city\"<\/span><span class=\"p\">]<\/span>\n<span class=\"n\">data<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span>\n    <span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"s\">\"Ilica\"<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"s\">\"Zagreb\"<\/span><span class=\"p\">],<\/span>\n    <span class=\"p\">[<\/span><span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"s\">\"Death Valley\"<\/span><span class=\"p\">,<\/span> <span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"s\">\"Knowhere\"<\/span><span class=\"p\">],<\/span>\n    <span class=\"p\">[<\/span><span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"s\">\"Horvacanska\"<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"s\">\"Horvati\"<\/span><span class=\"p\">],<\/span>\n    <span class=\"p\">[<\/span><span class=\"mi\">4<\/span><span class=\"p\">,<\/span> <span class=\"s\">\"Broadway\"<\/span><span class=\"p\">,<\/span> <span class=\"mi\">12<\/span><span class=\"p\">,<\/span> <span class=\"s\">\"New York\"<\/span><span class=\"p\">],<\/span>\n<span class=\"p\">]<\/span>\n\n<span class=\"k\">with<\/span> <span class=\"nb\">open<\/span><span class=\"p\">(<\/span><span class=\"s\">\"address.csv\"<\/span><span class=\"p\">,<\/span> <span class=\"s\">\"w\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">encoding<\/span><span class=\"o\">=<\/span><span class=\"s\">\"UTF8\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">newline<\/span><span class=\"o\">=<\/span><span class=\"s\">\"\"<\/span><span class=\"p\">)<\/span> <span class=\"k\">as<\/span> <span class=\"n\">f<\/span><span class=\"p\">:<\/span>\n    <span class=\"n\">writer<\/span> <span class=\"o\">=<\/span> <span class=\"n\">csv<\/span><span class=\"p\">.<\/span><span class=\"n\">writer<\/span><span class=\"p\">(<\/span><span class=\"n\">f<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">writer<\/span><span class=\"p\">.<\/span><span class=\"n\">writerow<\/span><span class=\"p\">(<\/span><span class=\"n\">header<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">writer<\/span><span class=\"p\">.<\/span><span class=\"n\">writerows<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"p\">)<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"5_%D8%AA%D8%B9%D8%B1%DB%8C%D9%81_%D8%AA%D8%B1%D8%AC%D9%85%D9%87\"><\/span>\n<p>  5. \u062a\u0639\u0631\u06cc\u0641 \u062a\u0631\u062c\u0645\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0631\u0627\u06cc \u0627\u06cc\u0646\u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062c\u062f\u0648\u0644 \u0631\u0627 \u0628\u0647 \u0634\u06a9\u0644 \u0646\u0645\u0648\u062f\u0627\u0631 \u062a\u0631\u062c\u0645\u0647 \u06a9\u0646\u06cc\u062f\u060c \u0628\u0627\u06cc\u062f \u062f\u0633\u062a\u0648\u0631\u0627\u0644\u0639\u0645\u0644 \u0647\u0627\u06cc\u06cc \u0631\u0627 \u062f\u0631 \u0645\u0648\u0631\u062f \u0646\u062d\u0648\u0647 \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0647 \u0648\u0627\u0631\u062f\u06a9\u0646\u0646\u062f\u0647 \u0628\u062f\u0647\u06cc\u062f.  \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0627\u06cc\u062f a \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u062f <strong>\u0634\u06cc \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u062f\u0627\u062f\u0647<\/strong> \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u06cc\u06a9 \u062f\u06cc\u06a9\u0634\u0646\u0631\u06cc \u062f\u0631 \u06a9\u062f \u067e\u0627\u06cc\u062a\u0648\u0646 \u06cc\u0627 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 YAML \u0628\u0627\u0634\u062f.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u06cc\u06a9 \u0633\u0627\u062e\u062a\u0627\u0631 \u06a9\u0644\u06cc \u0627\u0632 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u062f\u0627\u062f\u0647 YAML \u0622\u0645\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight yaml\"><code><span class=\"na\">indices<\/span><span class=\"pi\">:<\/span>    <span class=\"c1\"># indices to be created for each table<\/span>\n  <span class=\"na\">individuals<\/span><span class=\"pi\">:<\/span>    <span class=\"c1\"># name of the table containing individuals with ind_id<\/span>\n  <span class=\"pi\">-<\/span> <span class=\"s\">ind_id<\/span>\n  <span class=\"na\">address<\/span><span class=\"pi\">:<\/span>\n  <span class=\"pi\">-<\/span> <span class=\"s\">add_id<\/span>\n\n\n<span class=\"na\">name_mappings<\/span><span class=\"pi\">:<\/span>    <span class=\"c1\"># how we want to name node labels<\/span>\n  <span class=\"na\">individuals<\/span><span class=\"pi\">:<\/span>\n    <span class=\"na\">label<\/span><span class=\"pi\">:<\/span> <span class=\"s\">INDIVIDUAL<\/span>    <span class=\"c1\"># nodes made from the individuals table will have the label INDIVIDUAL<\/span>\n  <span class=\"na\">address<\/span><span class=\"pi\">:<\/span>\n    <span class=\"na\">label<\/span><span class=\"pi\">:<\/span> <span class=\"s\">ADDRESS<\/span>\n    <span class=\"na\">column_names_mapping<\/span><span class=\"pi\">:<\/span> <span class=\"pi\">{<\/span><span class=\"s2\">\"<\/span><span class=\"s\">current_column_name\"<\/span><span class=\"pi\">:<\/span> <span class=\"s2\">\"<\/span><span class=\"s\">mapped_name\"<\/span><span class=\"pi\">}<\/span>    <span class=\"c1\"># (optional) map column names<\/span>\n\n\n<span class=\"na\">one_to_many_relations<\/span><span class=\"pi\">:<\/span>\n  <span class=\"na\">address<\/span><span class=\"pi\">:<\/span> <span class=\"pi\">[]<\/span>    <span class=\"c1\"># currently needed, leave [] if no relations to define<\/span>\n  <span class=\"na\">individuals<\/span><span class=\"pi\">:<\/span>\n    <span class=\"pi\">-<\/span> <span class=\"na\">foreign_key<\/span><span class=\"pi\">:<\/span>                <span class=\"c1\"># foreign key used for mapping;<\/span>\n      <span class=\"na\">column_name<\/span><span class=\"pi\">:<\/span> <span class=\"s\">add_id<\/span>         <span class=\"c1\"># specifies its column<\/span>\n      <span class=\"na\">reference_table<\/span><span class=\"pi\">:<\/span> <span class=\"s\">address<\/span>    <span class=\"c1\"># name of table from which the foreign key is taken<\/span>\n      <span class=\"na\">reference_key<\/span><span class=\"pi\">:<\/span> <span class=\"s\">add_id<\/span>       <span class=\"c1\"># column name in reference table from which the foreign key is taken<\/span>\n    <span class=\"na\">label<\/span><span class=\"pi\">:<\/span> <span class=\"s\">LIVES_IN<\/span>               <span class=\"c1\"># label applied to relationship created<\/span>\n      <span class=\"na\">from_entity<\/span><span class=\"pi\">:<\/span> <span class=\"s\">False<\/span>          <span class=\"c1\"># (optional) define direction of relationship created<\/span>\n\n\n<span class=\"na\">many_to_many_relations<\/span><span class=\"pi\">:<\/span>      <span class=\"c1\"># intended to be used in case of associative tables<\/span>\n  <span class=\"na\">example<\/span><span class=\"pi\">:<\/span>\n    <span class=\"na\">foreign_key_from<\/span><span class=\"pi\">:<\/span>        <span class=\"c1\"># describes the source of the relationship<\/span>\n      <span class=\"na\">column_name<\/span><span class=\"pi\">:<\/span>\n      <span class=\"na\">reference_table<\/span><span class=\"pi\">:<\/span>\n      <span class=\"na\">reference_key<\/span><span class=\"pi\">:<\/span>\n    <span class=\"na\">foreign_key_to<\/span><span class=\"pi\">:<\/span>          <span class=\"c1\"># describes the destination of the relationship<\/span>\n      <span class=\"na\">column_name<\/span><span class=\"pi\">:<\/span>\n      <span class=\"na\">reference_table<\/span><span class=\"pi\">:<\/span>\n      <span class=\"na\">reference_key<\/span><span class=\"pi\">:<\/span>\n    <span class=\"na\">label<\/span><span class=\"pi\">:<\/span>\n\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644 \u0645\u0627 \u0627\u0632 \u06cc\u06a9 \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a \u0628\u0631\u0627\u06cc \u0633\u0627\u062f\u0647 \u06a9\u0631\u062f\u0646 \u0641\u0631\u0622\u06cc\u0646\u062f \u0648\u0631\u0648\u062f\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645.  \u0645\u0627 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0628\u0631\u0627\u06cc \u062a\u0645\u0627\u0645 \u0631\u062f\u06cc\u0641 \u0647\u0627 \u062f\u0631 \u0647\u0631 \u062f\u0648 \u062c\u062f\u0648\u0644 \u0648 \u06cc\u06a9 \u0631\u0627\u0628\u0637\u0647 \u06af\u0631\u0647 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645 <code>LIVES_IN<\/code> \u0628\u06cc\u0646 \u06cc\u06a9 <code>INDIVIDUAL<\/code> \u0648 <code>ADDRESS<\/code> \u06af\u0631\u0647 \u0647\u0627  \u0647\u0645\u0686\u0646\u06cc\u0646\u060c \u0634\u0645\u0627 \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0646\u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f <code>many_to_many_relations<\/code> \u0641\u06cc\u0644\u062f\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0634\u06cc \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u062f\u0627\u062f\u0647 \u0634\u0645\u0627 \u0627\u06cc\u0646 \u0627\u0633\u062a:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"n\">data_conf<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span>\n    <span class=\"s\">\"indices\"<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"s\">\"address\"<\/span><span class=\"p\">:<\/span> <span class=\"p\">[<\/span><span class=\"s\">\"add_id\"<\/span><span class=\"p\">],<\/span> <span class=\"s\">\"individual\"<\/span><span class=\"p\">:<\/span> <span class=\"p\">[<\/span><span class=\"s\">\"ind_id\"<\/span><span class=\"p\">]},<\/span>\n    <span class=\"s\">\"name_mappings\"<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\n        <span class=\"s\">\"individual\"<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"s\">\"label\"<\/span><span class=\"p\">:<\/span> <span class=\"s\">\"INDIVIDUAL\"<\/span><span class=\"p\">},<\/span>\n        <span class=\"s\">\"address\"<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"s\">\"label\"<\/span><span class=\"p\">:<\/span> <span class=\"s\">\"ADDRESS\"<\/span><span class=\"p\">},<\/span>\n    <span class=\"p\">},<\/span>\n    <span class=\"s\">\"one_to_many_relations\"<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\n        <span class=\"s\">\"address\"<\/span><span class=\"p\">:<\/span> <span class=\"p\">[],<\/span>\n        <span class=\"s\">\"individual\"<\/span><span class=\"p\">:<\/span> <span class=\"p\">[<\/span>\n            <span class=\"p\">{<\/span>\n                <span class=\"s\">\"foreign_key\"<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\n                    <span class=\"s\">\"column_name\"<\/span><span class=\"p\">:<\/span> <span class=\"s\">\"add_id\"<\/span><span class=\"p\">,<\/span>\n                    <span class=\"s\">\"reference_table\"<\/span><span class=\"p\">:<\/span> <span class=\"s\">\"address\"<\/span><span class=\"p\">,<\/span>\n                    <span class=\"s\">\"reference_key\"<\/span><span class=\"p\">:<\/span> <span class=\"s\">\"add_id\"<\/span><span class=\"p\">,<\/span>\n                <span class=\"p\">},<\/span>\n                <span class=\"s\">\"label\"<\/span><span class=\"p\">:<\/span> <span class=\"s\">\"LIVES_IN\"<\/span><span class=\"p\">,<\/span>\n            <span class=\"p\">}<\/span>\n        <span class=\"p\">],<\/span>\n    <span class=\"p\">},<\/span>\n<span class=\"p\">}<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"6_%D9%88%D8%A7%D8%B1%D8%AF_%DA%A9%D8%B1%D8%AF%D9%86_%D8%A7%D8%B2_%D8%B3%DB%8C%D8%B3%D8%AA%D9%85_%D9%81%D8%A7%DB%8C%D9%84_%D9%85%D8%AD%D9%84%DB%8C\"><\/span>\n<p>  6. \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u0627\u0632 \u0633\u06cc\u0633\u062a\u0645 \u0641\u0627\u06cc\u0644 \u0645\u062d\u0644\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0628\u0631\u0627\u06cc \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 Memgraph\u060c \u062a\u0646\u0647\u0627 \u06a9\u0627\u0631\u06cc \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u06cc\u06a9 \u0646\u0645\u0648\u0646\u0647 \u0627\u0632 \u0622\u0646 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f <code>LocalFileSystemImporter<\/code> \u0648 \u0622\u0646 \u0631\u0627 \u0635\u062f\u0627 \u0628\u0632\u0646\u06cc\u062f <code>translate()<\/code> \u0631\u0648\u0634.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">from<\/span> <span class=\"nn\">gqlalchemy.loaders<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">CSVLocalFileSystemImporter<\/span>\n\n<span class=\"n\">importer<\/span> <span class=\"o\">=<\/span> <span class=\"n\">CSVLocalFileSystemImporter<\/span><span class=\"p\">(<\/span>\n    <span class=\"n\">data_configuration<\/span><span class=\"o\">=<\/span><span class=\"n\">data_conf<\/span><span class=\"p\">,<\/span>\n    <span class=\"n\">path<\/span><span class=\"o\">=<\/span><span class=\"s\">\".\/\"<\/span><span class=\"p\">,<\/span>\n<span class=\"p\">)<\/span>\n\n<span class=\"n\">importer<\/span><span class=\"p\">.<\/span><span class=\"n\">translate<\/span><span class=\"p\">(<\/span><span class=\"n\">drop_database_on_start<\/span><span class=\"o\">=<\/span><span class=\"bp\">True<\/span><span class=\"p\">)<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"7_%D9%88%D8%A7%D8%B1%D8%AF%D8%A7%D8%AA_%D8%A7%D8%B2_%D8%B0%D8%AE%DB%8C%D8%B1%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_%D9%81%D8%A7%DB%8C%D9%84_%D8%A2%D9%86%D9%84%D8%A7%DB%8C%D9%86\"><\/span>\n<p>  7. \u0648\u0627\u0631\u062f\u0627\u062a \u0627\u0632 \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u0641\u0627\u06cc\u0644 \u0622\u0646\u0644\u0627\u06cc\u0646<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u0645\u0627 \u0628\u0631\u0627\u06cc \u062e\u0648\u0627\u0646\u062f\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u0622\u0646\u0644\u0627\u06cc\u0646 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u06cc\u0645 <strong>\u0622\u0645\u0627\u0632\u0648\u0646 S3<\/strong> \u0648 <strong>\u0644\u06a9\u0647 \u0644\u0627\u062c\u0648\u0631\u062f\u06cc<\/strong> \u0627\u0632 \u0637\u0631\u064a\u0642 <code>AmazonS3Importer<\/code> \u0648 <code>AzureBlobImporter<\/code>.  \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062d\u0627\u0641\u0638\u0647 Azure\u060c \u0628\u0647 \u0633\u0627\u062f\u06af\u06cc \u0627\u0632 \u0642\u0637\u0639\u0647 \u0632\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"n\">importer<\/span> <span class=\"o\">=<\/span> <span class=\"n\">CSVAzureBlobFileSystemImporter<\/span><span class=\"p\">(<\/span>\n    <span class=\"n\">container_name<\/span><span class=\"o\">=<\/span><span class=\"s\">\"&lt;your_container_name&gt;\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"n\">data_configuration<\/span><span class=\"o\">=<\/span><span class=\"n\">data_conf<\/span><span class=\"p\">,<\/span>\n    <span class=\"n\">account_name<\/span><span class=\"o\">=<\/span><span class=\"s\">\"&lt;your_account_name&gt;\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"n\">account_key<\/span><span class=\"o\">=<\/span><span class=\"s\">\"&lt;your_account_key&gt;\"<\/span><span class=\"p\">,<\/span>\n<span class=\"p\">)<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0628\u0631\u0627\u06cc \u0647\u0631 \u0627\u0631\u0627\u0626\u0647\u200c\u062f\u0647\u0646\u062f\u0647 \u062e\u062f\u0645\u0627\u062a \u062f\u06cc\u06af\u0631\u06cc\u060c \u0627\u0645\u06a9\u0627\u0646 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u0644\u0627\u0633 \u0648\u0627\u0631\u062f\u06a9\u0646\u0646\u062f\u0647 \u0633\u0641\u0627\u0631\u0634\u06cc \u0634\u0645\u0627 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f\u060c \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0646\u062d\u0648\u0647 \u0627\u062c\u0631\u0627\u06cc \u0622\u0646 \u0622\u0645\u062f\u0647 \u0627\u0633\u062a.  \u0641\u0631\u0627\u0645\u0648\u0634 \u0646\u06a9\u0646\u06cc\u062f \u06a9\u0647 GQLAlchemy \u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0627\u0633\u062a\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627\u0641\u062a\u0647 \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u0645\u062e\u0632\u0646 GitHub \u0645\u0627 \u0627\u0631\u0633\u0627\u0644 \u06a9\u0646\u06cc\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"8_%D9%BE%D8%B1%D8%B3_%D9%88_%D8%AC%D9%88_%D8%A7%D8%B2_%D9%BE%D8%A7%DB%8C%DA%AF%D8%A7%D9%87_%D8%AF%D8%A7%D8%AF%D9%87_%D9%88_%D8%A8%D8%A7%D8%B2%DB%8C%D8%A7%D8%A8%DB%8C_%D9%86%D8%AA%D8%A7%DB%8C%D8%AC\"><\/span>\n<p>  8. \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0627\u0632 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0648 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0646\u062a\u0627\u06cc\u062c<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0627 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0627 \u0645\u0637\u0645\u0626\u0646 \u0634\u0648\u06cc\u0645 \u06a9\u0647 \u0628\u0647 \u062f\u0631\u0633\u062a\u06cc \u0648\u0627\u0631\u062f \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"n\">results<\/span> <span class=\"o\">=<\/span> <span class=\"n\">memgraph<\/span><span class=\"p\">.<\/span><span class=\"n\">execute_and_fetch<\/span><span class=\"p\">(<\/span>\n    <span class=\"s\">\"\"\"\n    MATCH (n) RETURN n;\n    \"\"\"<\/span>\n<span class=\"p\">)<\/span>\n\n<span class=\"n\">results<\/span> <span class=\"o\">=<\/span> <span class=\"nb\">list<\/span><span class=\"p\">(<\/span><span class=\"n\">results<\/span><span class=\"p\">)<\/span>\n\n<span class=\"k\">for<\/span> <span class=\"n\">result<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">results<\/span><span class=\"p\">:<\/span>\n    <span class=\"k\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">result<\/span><span class=\"p\">[<\/span><span class=\"s\">\"n\"<\/span><span class=\"p\">])<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0627\u06af\u0631 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f \u0628\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0646\u0645\u0648\u062f\u0627\u0631 \u062e\u0648\u062f \u06a9\u0627\u0631\u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f\u060c \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0646\u0645\u0648\u062f\u0627\u0631 Memgraph MAGE \u062f\u06cc\u062f\u0646 \u06a9\u0646\u06cc\u062f (\u0648 \u06cc\u06a9 \u0633\u062a\u0627\u0631\u0647 \u0628\u0631\u0627\u06cc \u0645\u0627 \u067e\u0631\u062a\u0627\u0628 \u06a9\u0646\u06cc\u062f \u2b50) \u0648 \u0646\u06af\u0627\u0647\u06cc \u0628\u0647 \u0647\u0645\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u0646\u0645\u0648\u062f\u0627\u0631\u06cc \u06a9\u0647 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0634\u062f\u0647\u200c\u0627\u0646\u062f \u0628\u06cc\u0646\u062f\u0627\u0632\u06cc\u062f.  \u0634\u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627 \u0648 \u0631\u0648\u0634 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u062e\u0648\u062f \u0631\u0627 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0648 \u0627\u0631\u0633\u0627\u0644 \u06a9\u0646\u06cc\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"10_%D8%AA%D8%AC%D8%B3%D9%85_%D9%86%D9%85%D9%88%D8%AF%D8%A7%D8%B1_%D8%AF%D8%B1_%D8%A2%D8%B2%D9%85%D8%A7%DB%8C%D8%B4%DA%AF%D8%A7%D9%87_%D9%85%D9%85%DA%AF%D8%B1%D8%A7%D9%81\"><\/span>\n<p>  10. \u062a\u062c\u0633\u0645 \u0646\u0645\u0648\u062f\u0627\u0631 \u062f\u0631 \u0622\u0632\u0645\u0627\u06cc\u0634\u06af\u0627\u0647 \u0645\u0645\u06af\u0631\u0627\u0641<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Memgraph Lab \u0631\u0627 \u062f\u0631 \u0645\u0631\u0648\u0631\u06af\u0631 \u062e\u0648\u062f \u062f\u0631 \u0622\u062f\u0631\u0633 localhost:3000 \u0628\u0627\u0632 \u06a9\u0646\u06cc\u062f.<br \/>\u06a9\u0648\u0626\u0631\u06cc Cypher \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight cypher\"><code><span class=\"k\">MATCH<\/span><span class=\"w\"> <\/span><span class=\"ss\">(<\/span><span class=\"n\">n<\/span><span class=\"ss\">)<\/span><span class=\"o\">-<\/span><span class=\"ss\">[<\/span><span class=\"n\">r<\/span><span class=\"ss\">]<\/span><span class=\"o\">-<\/span><span class=\"ss\">()<\/span>\n<span class=\"k\">RETURN<\/span> <span class=\"n\">n<\/span><span class=\"ss\">,<\/span> <span class=\"n\">r<\/span><span class=\"ss\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><\/p>\n<p><center>\u062a\u0635\u0648\u06cc\u0631 1. \u062a\u062c\u0633\u0645 \u0622\u0632\u0645\u0627\u06cc\u0634\u06af\u0627\u0647 \u0645\u0645\u06af\u0631\u0627\u0641 \u0627\u0632 \u0633\u0627\u062e\u062a\u0627\u0631 \u06af\u0631\u0627\u0641<\/center><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B9%D8%AF%D8%B4_%DA%86%DB%8C%D8%9F\"><\/span>\n<p>  \u0628\u0639\u062f\u0634 \u0686\u06cc\u061f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u0632\u0645\u0627\u0646 \u0622\u0646 \u0631\u0633\u06cc\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 Memgraph \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f \u0648 \u0634\u0631\u0648\u0639 \u0628\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u06a9\u0646\u06cc\u062f!<\/p>\n<p>\u0647\u0645\u06cc\u0634\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f Memgraph Playground \u0631\u0627 \u0628\u0631\u0627\u06cc \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627 \u0648 \u0645\u0648\u0627\u0631\u062f \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u062c\u0627\u0644\u0628 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f.<br \/>\u0627\u06af\u0631 \u0633\u0648\u0627\u0644\u06cc \u062f\u0627\u0631\u06cc\u062f \u06cc\u0627 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0627\u0631 \u062e\u0648\u062f \u0631\u0627 \u0628\u0627 \u0633\u0627\u06cc\u0631 \u0627\u0639\u0636\u0627\u06cc \u0627\u0646\u062c\u0645\u0646 \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u0628\u06af\u0630\u0627\u0631\u06cc\u062f\u060c \u0628\u0647 \u0645\u0627 \u0628\u067e\u06cc\u0648\u0646\u062f\u06cc\u062f <strong>\u0633\u0631\u0648\u0631 Discord<\/strong>.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/03\/1677691240_635_\u0648\u0627\u0631\u062f-\u06a9\u0631\u062f\u0646-\u062f\u0627\u062f\u0647-\u0647\u0627\u06cc-\u062c\u062f\u0648\u0644-\u0628\u0647-\u06cc\u06a9-\u067e\u0627\u06cc\u06af\u0627\u0647-\u062f\u0627\u062f\u0647-\u0646\u0645\u0648\u062f\u0627\u0631.png\" alt=\"\u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 \u067e\u0627\u06cc\u06af\u0627\u0647 \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u06af\u0631\u0627\u0641 \u0631\u0627 \u062f\u0631 memgraph.com \u0628\u062e\u0648\u0627\u0646\u06cc\u062f\" loading=\"lazy\" width=\"880\" height=\"186\" title=\"\"><\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0622\u06cc\u0627 \u062f\u0631 \u0646\u0638\u0631 \u062f\u0627\u0631\u06cc\u062f \u06a9\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062c\u062f\u0648\u0644 \u0628\u0647 \u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u06af\u0631\u0627\u0641 \u0645\u0646\u062a\u0642\u0644 \u0634\u0648\u06cc\u062f\u060c \u0627\u0645\u0627 \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u062f \u06cc\u06a9 \u0645\u0647\u0627\u062c\u0631\u062a \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0628\u0627\u0634\u062f\u061f \u0628\u0627 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u06a9\u0648\u062a\u0627\u0647\u060c \u0645\u0627 \u0628\u0647 \u0634\u0645\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u06cc\u0645 \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 GQLAlchemy \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f. \u0634\u0645\u0627 \u06cc\u0627\u062f \u062e\u0648\u0627\u0647\u06cc\u062f \u06af\u0631\u0641\u062a \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062c\u062f\u0648\u0644 &hellip;<\/p>\n","protected":false},"author":2,"featured_media":9398,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-9397","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/9397","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=9397"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/9397\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/9398"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=9397"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=9397"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=9397"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}