{"id":2061,"date":"2023-05-30T07:12:00","date_gmt":"2023-05-30T11:12:00","guid":{"rendered":"https:\/\/hftarbitrageplatform.com\/?p=2061"},"modified":"2023-05-30T08:04:12","modified_gmt":"2023-05-30T12:04:12","slug":"%d8%a7%d9%84%d9%85%d8%b6%d8%a7%d8%b1%d8%a8%d8%a9-%d9%81%d9%8a-%d8%a7%d9%84%d9%81%d9%88%d8%b1%d9%83%d8%b3-%d9%85%d9%82%d8%a7%d8%a8%d9%84-%d8%a7%d9%84%d9%85%d8%b1%d8%a7%d8%ac%d8%ad%d8%a9-%d9%81%d9%8a","status":"publish","type":"post","link":"https:\/\/hftarbitrageplatform.com\/ar\/forex-scalping-vs-forex-arbitrage\/","title":{"rendered":"\u0633\u0643\u0627\u0644\u0628\u064a\u0646\u062c \u0627\u0644\u0641\u0648\u0631\u0643\u0633 \u0645\u0642\u0627\u0628\u0644 \u0645\u0631\u0627\u062c\u062d\u0629 \u0627\u0644\u0641\u0648\u0631\u0643\u0633: \u0643\u0634\u0641 \u0627\u0644\u0646\u0642\u0627\u0628 \u0639\u0646 \u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u0627\u062a \u0627\u0644\u062a\u062f\u0627\u0648\u0644 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\u0644\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0627\u0644\u0645\u062e\u062a\u0627\u0631\u0629\u060c \u0648\u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0645\u0646\u0636\u0628\u0637\u060c \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u060c \u0648\u0627\u0644\u0645\u0631\u0648\u0646\u0629 \u0627\u0644\u0639\u0627\u0637\u0641\u064a\u0629 \u0641\u064a \u0645\u0648\u0627\u062c\u0647\u0629 \u062a\u0642\u0644\u0628\u0627\u062a \u0627\u0644\u0633\u0648\u0642. \u0648\u0644\u0630\u0644\u0643\u060c \u0633\u0648\u0627\u0621 \u0627\u062e\u062a\u0631\u062a \u0627\u0644\u0633\u0643\u0627\u0644\u0628\u064a\u0646\u062c \u0623\u0648 \u0627\u0644\u0645\u0631\u0627\u062c\u062d\u0629\u060c \u062a\u0623\u0643\u062f \u0645\u0646 \u0623\u0646\u0647\u0627 \u062a\u062a\u0648\u0627\u0641\u0642 \u0645\u0639 \u0623\u0647\u062f\u0627\u0641\u0643 \u0648\u0645\u0648\u0627\u0631\u062f\u0643 \u0648\u0634\u062e\u0635\u064a\u062a\u0643 \u0643\u0645\u062a\u062f\u0627\u0648\u0644.<\/p>\n\n\n\n<p>\u0625\u0644\u064a\u0643 \u0645\u062b\u0627\u0644 \u0639\u0644\u0649 \u0643\u0648\u062f \u0628\u0627\u064a\u062b\u0648\u0646 \u0644\u0643\u0644\u0627 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u062a\u064a\u0646. \u0644\u0627\u062d\u0638 \u0623\u0646 \u0647\u0630\u0647 \u0623\u0645\u062b\u0644\u0629 \u0645\u0628\u0633\u0637\u0629 \u0645\u0635\u0645\u0645\u0629 \u0644\u0623\u063a\u0631\u0627\u0636 \u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0641\u0642\u0637. \u0641\u064a \u0627\u0644\u0645\u0648\u0627\u0642\u0641 \u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629\u060c \u0633\u062a\u062d\u062a\u0627\u062c \u0639\u0644\u0649 \u0627\u0644\u0623\u0631\u062c\u062d \u0625\u0644\u0649 \u0646\u0645\u0627\u0630\u062c \u0623\u0643\u062b\u0631 \u062a\u0639\u0642\u064a\u062f\u064b\u0627 \u062a\u0623\u062e\u0630 \u0641\u064a \u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631 \u0639\u0648\u0627\u0645\u0644 \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u062b\u0644 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0648\u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0648\u063a\u064a\u0631\u0647\u0627.<\/p>\n\n\n\n<p>\u064a\u064f\u0631\u062c\u0649 \u0623\u064a\u0636\u064b\u0627 \u0645\u0644\u0627\u062d\u0638\u0629 \u0623\u0646 \u0627\u0644\u062a\u062f\u0627\u0648\u0644 \u0627\u0644\u062d\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0647\u0630\u0647 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u064a\u0646\u0637\u0648\u064a \u0639\u0644\u0649 \u0645\u062e\u0627\u0637\u0631 \u0643\u0628\u064a\u0631\u0629\u060c \u0648\u0645\u0646 \u0627\u0644\u0636\u0631\u0648\u0631\u064a \u0641\u0647\u0645 \u0647\u0630\u0647 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0641\u0647\u0645\u064b\u0627 \u062a\u0627\u0645\u064b\u0627 \u0648\u0627\u062e\u062a\u0628\u0627\u0631\u0647\u0627 \u0628\u062f\u0642\u0629 \u0642\u0628\u0644 \u062a\u0637\u0628\u064a\u0642\u0647\u0627.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0633\u0643\u0627\u0644\u0628\u064a\u0646\u062c \u0627\u0644\u0641\u0648\u0631\u0643\u0633 \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>\u0627\u0633\u062a\u064a\u0631\u0627\u062f \u0628\u0627\u0646\u062f\u0627\u0633 \u0643 pd\r\n\u0627\u0633\u062a\u064a\u0631\u0627\u062f numpy \u0643 np\r\n\u0645\u0646 sklearn.linear_model \u0627\u0633\u062a\u064a\u0631\u0627\u062f LinearRegression\r\n\u0645\u0646 sklearn.model_selection.sklearn.model_selection \u0627\u0633\u062a\u064a\u0631\u0627\u062f train_test_split\r\n\r\n# \u062a\u062d\u0645\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0641\u0648\u0631\u0643\u0633\r\n\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a = pd.read_csv('EURUSD_1H.csv')\r\n\r\n# \u0627\u062d\u0633\u0628 \u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0645\u062a\u062d\u0631\u0643\r\ndata['MA] = data['Close'].rolling(window=10).mean()\r\n\r\n# \u062a\u062d\u062f\u064a\u062f \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0627\u0644\u062a\u062f\u0627\u0648\u0644\r\ndef Scalping_stragping_strategy(data):\r\n    \u0627\u0644\u0634\u0631\u0627\u0621 = []\r\n    \u0628\u064a\u0639 = []\r\n    \u0627\u0644\u0639\u0644\u0645 = -1\r\n\r\n    # \u062d\u0644\u0642\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\r\n    \u0644 i \u0641\u064a \u0646\u0637\u0627\u0642 (len(data)):\r\n        \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a ['\u0625\u063a\u0644\u0627\u0642'] [i]  data['MA'][i]:\r\n            \u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0644\u0639\u0644\u0645 != 0:\r\n                Buy.append.append(np.nan)\r\n                \u0628\u064a\u0639.append.append(data['Close'][i])\r\n                \u0627\u0644\u0639\u0644\u0645 = 0\r\n            \u063a\u064a\u0631 \u0630\u0644\u0643:\r\n                Buy.append.append(np.nan)\r\n                \u0628\u064a\u0639.append.append(np.nan)\r\n        \u063a\u064a\u0631 \u0630\u0644\u0643:\r\n            \u0634\u0631\u0627\u0621.append.append(np.nan)\r\n            \u0628\u064a\u0639.append.append(np.nan)\r\n\r\n    \u0625\u0631\u062c\u0627\u0639 (\u0634\u0631\u0627\u0621\u060c \u0628\u064a\u0639)\r\n\r\n# \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629\r\ndata['Buy_Signal_Signal_Price] = \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629_\u0627\u0644\u0645\u0636\u0627\u0631\u0628\u0629(\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a)[0]\r\n\u0628\u064a\u0627\u0646\u0627\u062a ['Sell_Signal_Signal_Price] = \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629_\u0627\u0644\u0645\u0636\u0627\u0631\u0628\u0629(\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a)[1]\r\n\r\n# \u0637\u0628\u0627\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\r\n\u0637\u0628\u0627\u0639\u0629(\u0628\u064a\u0627\u0646\u0627\u062a)<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0645\u0631\u0627\u062c\u062d\u0629 \u0627\u0644\u0641\u0648\u0631\u0643\u0633 \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646<\/strong><\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>\u0627\u0633\u062a\u064a\u0631\u0627\u062f \u0627\u0644\u0628\u0627\u0646\u062f\u0627 \u0628\u0627\u0633\u0645 pd\r\n\r\n# \u0627\u0641\u062a\u0631\u0636 \u0623\u0646 \u0644\u062f\u064a\u0646\u0627 \u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0633\u0639\u0627\u0631 \u0645\u0646 \u0648\u0633\u064a\u0637\u064a\u0646 \u0644\u0646\u0641\u0633 \u0632\u0648\u062c \u0627\u0644\u0639\u0645\u0644\u0627\u062a\r\n\u0627\u0644\u0648\u0633\u064a\u06371 = pd.read_csv('broker1_EURUSD.csv)\r\nbroker2 = pd.read_csv('broker2_EURUSD.csv')\r\n\r\n# \u062a\u062d\u062f\u064a\u062f \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0627\u0644\u0645\u0631\u0627\u062c\u062d\u0629\r\ndef arbitrage_strategy(broker1, broker2):\r\n    \u0634\u0631\u0627\u0621 = []\r\n    \u0628\u064a\u0639 = []\r\n    \r\n    # \u0627\u0644\u062a\u0643\u0631\u0627\u0631 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\r\n    \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0625\u0644\u0649 i \u0641\u064a \u0646\u0637\u0627\u0642 (len(broker1)):\r\n        \u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0644\u0648\u0633\u064a\u06371['\u0625\u063a\u0644\u0627\u0642'][i] &lt; \u0627\u0644\u0648\u0633\u064a\u06372[&#039;\u0625\u063a\u0644\u0627\u0642&#039;][i]:\r\n            \u0634\u0631\u0627\u0621.append.append(broker1[&#039;Close&#039;][i])\r\n            \u0628\u064a\u0639.append.append(broker2[&#039;Close&#039;][i])\r\n        \u063a\u064a\u0631 \u0630\u0644\u0643\r\n            Buy.append.append(np.nan)\r\n            \u0628\u064a\u0639.append.append(np.nan)\r\n\r\n    \u0625\u0631\u062c\u0627\u0639 (\u0634\u0631\u0627\u0621\u060c \u0628\u064a\u0639)\r\n\r\n# \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629\r\nbroker1[&#039;Buy_Signal_Price] = arbitrage_strategy(broker1, broker2)[0]\r\n\u0648\u0633\u064a\u06372[&#039;Sell_Signal_Signal_Price] = arbitrage_strategy(broker1, broker2)[1]\r\n\r\n# \u0637\u0628\u0627\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\r\n\u0637\u0628\u0627\u0639\u0629(broker1)\r\n\u0637\u0628\u0627\u0639\u0629(broker2)\r\n<\/code><\/pre>\n\n\n\n<p>\u0647\u0630\u0647 \u0627\u0644\u0623\u0645\u062b\u0644\u0629 \u0623\u0639\u0644\u0627\u0647 \u0645\u0628\u0633\u0637\u0629 \u0644\u0644\u063a\u0627\u064a\u0629 \u0648\u064a\u062c\u0628 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0643\u0646\u0642\u0637\u0629 \u0628\u062f\u0627\u064a\u0629 \u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0623\u0643\u062b\u0631 \u062a\u0639\u0642\u064a\u062f\u064b\u0627. \u064a\u0641\u062a\u0631\u0636 \u0643\u0644\u0627 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c\u064a\u0646 \u0627\u0644\u0646\u0635\u064a\u064a\u0646 \u0638\u0631\u0648\u0641 \u062a\u062f\u0627\u0648\u0644 \u0645\u062b\u0627\u0644\u064a\u0629 \u0648\u0644\u0627 \u064a\u0623\u062e\u0630\u0627\u0646 \u0641\u064a \u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062a\u062f\u0627\u0648\u0644 (\u0645\u062b\u0644 \u0641\u0631\u0648\u0642 \u0627\u0644\u0623\u0633\u0639\u0627\u0631 \u0648\u0627\u0644\u0639\u0645\u0648\u0644\u0627\u062a \u0648\u0627\u0644\u0627\u0646\u0632\u0644\u0627\u0642 \u0627\u0644\u0633\u0639\u0631\u064a) \u0623\u0648 \u0631\u0635\u064a\u062f \u0627\u0644\u062d\u0633\u0627\u0628 \u0627\u0644\u0644\u0627\u0632\u0645 \u0644\u062f\u0639\u0645 \u0647\u0630\u0647 \u0627\u0644\u0635\u0641\u0642\u0627\u062a. \u0645\u0646 \u0627\u0644\u0645\u0647\u0645 \u0623\u064a\u0636\u064b\u0627 \u0623\u0646 \u062a\u0636\u0639 \u0641\u064a \u0627\u0639\u062a\u0628\u0627\u0631\u0643 \u0623\u0646 \u0645\u0648\u062c\u0632 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0648\u0633\u064a\u0637 \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u062e\u062a\u0644\u0641\u060c \u0648\u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0624\u062b\u0631 \u0632\u0645\u0646 \u0627\u0646\u062a\u0642\u0627\u0644 \u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0639\u0644\u0649 \u0646\u062a\u0627\u0626\u062c \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0627\u0644\u0645\u0631\u0627\u062c\u062d\u0629.<\/p>","protected":false},"excerpt":{"rendered":"<p>In the thrilling world of foreign exchange (forex) trading, two strategies have emerged as go-to options for traders aiming to make quick profits from minute price changes: Forex scalping and Forex arbitrage. Both of these high-speed strategies require specific tools, nimble decision-making, and deep understanding of the forex market. However, each operates on distinct principles [&#8230;]<\/p>\n<p><a class=\"btn btn-secondary conversions-read-more-link\" href=\"https:\/\/hftarbitrageplatform.com\/ar\/forex-scalping-vs-forex-arbitrage\/\">Read More&#8230;<\/a><\/p>\n","protected":false},"author":1,"featured_media":2063,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[94],"tags":[],"class_list":["post-2061","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-arbitrage-software-for-forex"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Forex Scalping vs Forex Arbitrage: Unveiling the Dynamics of Fast-Paced Trading - HFT Arbitrage Platform -Arbitrage Software for Forex &amp; Cryptocurrencies Markets<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/hftarbitrageplatform.com\/ar\/\u0627\u0644\u0645\u0636\u0627\u0631\u0628\u0629-\u0641\u064a-\u0627\u0644\u0641\u0648\u0631\u0643\u0633-\u0645\u0642\u0627\u0628\u0644-\u0627\u0644\u0645\u0631\u0627\u062c\u062d\u0629-\u0641\u064a\/\" \/>\n<meta property=\"og:locale\" content=\"ar_AR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Forex Scalping vs Forex Arbitrage: Unveiling the Dynamics of Fast-Paced Trading - HFT Arbitrage Platform -Arbitrage Software for Forex &amp; Cryptocurrencies Markets\" \/>\n<meta property=\"og:description\" content=\"In the thrilling world of foreign exchange (forex) trading, two strategies have emerged as go-to options for traders aiming to make quick profits from minute price changes: Forex scalping and Forex arbitrage. 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