{"id":3560,"date":"2023-07-16T20:16:40","date_gmt":"2023-07-16T20:16:40","guid":{"rendered":"https:\/\/statorials.org\/hi\/%e0%a4%93%e0%a4%8f%e0%a4%b2%e0%a4%8f%e0%a4%b8-%e0%a4%b0%e0%a4%bf%e0%a4%97%e0%a5%8d%e0%a4%b0%e0%a5%87%e0%a4%b6%e0%a4%a8-%e0%a4%aa%e0%a4%be%e0%a4%af%e0%a4%a5%e0%a4%a8\/"},"modified":"2023-07-16T20:16:40","modified_gmt":"2023-07-16T20:16:40","slug":"%e0%a4%93%e0%a4%8f%e0%a4%b2%e0%a4%8f%e0%a4%b8-%e0%a4%b0%e0%a4%bf%e0%a4%97%e0%a5%8d%e0%a4%b0%e0%a5%87%e0%a4%b6%e0%a4%a8-%e0%a4%aa%e0%a4%be%e0%a4%af%e0%a4%a5%e0%a4%a8","status":"publish","type":"post","link":"https:\/\/statorials.org\/hi\/%e0%a4%93%e0%a4%8f%e0%a4%b2%e0%a4%8f%e0%a4%b8-%e0%a4%b0%e0%a4%bf%e0%a4%97%e0%a5%8d%e0%a4%b0%e0%a5%87%e0%a4%b6%e0%a4%a8-%e0%a4%aa%e0%a4%be%e0%a4%af%e0%a4%a5%e0%a4%a8\/","title":{"rendered":"\u092a\u093e\u092f\u0925\u0928 \u092e\u0947\u0902 \u0913\u090f\u0932\u090f\u0938 \u0930\u093f\u0917\u094d\u0930\u0947\u0936\u0928 \u0915\u0948\u0938\u0947 \u0915\u0930\u0947\u0902 (\u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0947 \u0938\u093e\u0925)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u0938\u093e\u0927\u093e\u0930\u0923 \u0928\u094d\u092f\u0942\u0928\u0924\u092e \u0935\u0930\u094d\u0917 (\u0913\u090f\u0932\u090f\u0938) \u092a\u094d\u0930\u0924\u093f\u0917\u092e\u0928 \u090f\u0915 \u0910\u0938\u0940 \u0935\u093f\u0927\u093f \u0939\u0948 \u091c\u094b \u0939\u092e\u0947\u0902 \u090f\u0915 \u0910\u0938\u0940 \u0930\u0947\u0916\u093e \u0916\u094b\u091c\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947\u0924\u0940 \u0939\u0948 \u091c\u094b \u090f\u0915 \u092f\u093e \u0905\u0927\u093f\u0915 \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u0915\u094d\u0924\u093e \u091a\u0930 \u0914\u0930 \u090f\u0915 <a href=\"https:\/\/statorials.org\/hi\/\u091a\u0930-\u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e\u0924\u094d\u092e\u0915-\u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e\u090f\u0901\/\" target=\"_blank\" rel=\"noopener\">\u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e \u091a\u0930<\/a> \u0915\u0947 \u092c\u0940\u091a \u0938\u0902\u092c\u0902\u0927 \u0915\u093e \u0938\u092c\u0938\u0947 \u0905\u091a\u094d\u091b\u093e \u0935\u0930\u094d\u0923\u0928 \u0915\u0930\u0924\u0940 \u0939\u0948\u0964<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u092f\u0939 \u0935\u093f\u0927\u093f \u0939\u092e\u0947\u0902 \u0928\u093f\u092e\u094d\u0928\u0932\u093f\u0916\u093f\u0924 \u0938\u092e\u0940\u0915\u0930\u0923 \u0916\u094b\u091c\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947\u0924\u0940 \u0939\u0948:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>\u0177 = \u092c\u0940 <sub>0<\/sub> + \u092c\u0940 <sub>1<\/sub> \u090f\u0915\u094d\u0938<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0938\u094b\u0928\u093e:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>\u0177<\/strong> : \u0905\u0928\u0941\u092e\u093e\u0928\u093f\u0924 \u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e \u092e\u0942\u0932\u094d\u092f<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\u092c\u0940 <sub>0<\/sub><\/strong> : \u092a\u094d\u0930\u0924\u093f\u0917\u092e\u0928 \u0930\u0947\u0916\u093e \u0915\u0940 \u0909\u0924\u094d\u092a\u0924\u094d\u0924\u093f<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\u092c\u0940 <sub>1<\/sub><\/strong> : \u092a\u094d\u0930\u0924\u093f\u0917\u092e\u0928 \u0930\u0947\u0916\u093e \u0915\u093e \u0922\u0932\u093e\u0928<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u092f\u0939 \u0938\u092e\u0940\u0915\u0930\u0923 \u0939\u092e\u0947\u0902 \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u0915\u094d\u0924\u093e \u0914\u0930 \u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e \u091a\u0930 \u0915\u0947 \u092c\u0940\u091a \u0938\u0902\u092c\u0902\u0927 \u0915\u094b \u0938\u092e\u091d\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930 \u0938\u0915\u0924\u093e \u0939\u0948, \u0914\u0930 \u0907\u0938\u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u0915\u094d\u0924\u093e \u091a\u0930 \u0915\u0947 \u092e\u0942\u0932\u094d\u092f \u0915\u094b \u0926\u0947\u0916\u0924\u0947 \u0939\u0941\u090f \u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e \u091a\u0930 \u0915\u0947 \u092e\u0942\u0932\u094d\u092f \u0915\u0940 \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u0940 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0928\u093f\u092e\u094d\u0928\u0932\u093f\u0916\u093f\u0924 \u091a\u0930\u0923-\u0926\u0930-\u091a\u0930\u0923 \u0909\u0926\u093e\u0939\u0930\u0923 \u0926\u093f\u0916\u093e\u0924\u093e \u0939\u0948 \u0915\u093f \u092a\u093e\u092f\u0925\u0928 \u092e\u0947\u0902 \u0913\u090f\u0932\u090f\u0938 \u0930\u093f\u0917\u094d\u0930\u0947\u0936\u0928 \u0915\u0948\u0938\u0947 \u0915\u0930\u0947\u0902\u0964<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><b>\u091a\u0930\u0923 1: \u0921\u0947\u091f\u093e \u092c\u0928\u093e\u090f\u0902<\/b><\/span><\/h2>\n<p> <span style=\"color: #000000;\">\u0907\u0938 \u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f, \u0939\u092e 15 \u091b\u093e\u0924\u094d\u0930\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0928\u093f\u092e\u094d\u0928\u0932\u093f\u0916\u093f\u0924 \u0926\u094b \u091a\u0930 \u0935\u093e\u0932\u093e \u090f\u0915 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u092c\u0928\u093e\u090f\u0902\u0917\u0947:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\u0905\u0927\u094d\u092f\u092f\u0928 \u0915\u093f\u090f \u0917\u090f \u0918\u0902\u091f\u094b\u0902 \u0915\u0940 \u0915\u0941\u0932 \u0938\u0902\u0916\u094d\u092f\u093e<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u092a\u0930\u0940\u0915\u094d\u0937\u093e \u092a\u0930\u0940\u0923\u093e\u092e<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u0939\u092e \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u0915\u094d\u0924\u093e \u091a\u0930 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0918\u0902\u091f\u094b\u0902 \u0914\u0930 \u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e \u091a\u0930 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u092a\u0930\u0940\u0915\u094d\u0937\u093e \u0938\u094d\u0915\u094b\u0930 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u090f\u0915 \u0913\u090f\u0932\u090f\u0938 \u092a\u094d\u0930\u0924\u093f\u0917\u092e\u0928 \u0928\u093f\u0937\u094d\u092a\u093e\u0926\u093f\u0924 \u0915\u0930\u0947\u0902\u0917\u0947\u0964<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0928\u093f\u092e\u094d\u0928\u0932\u093f\u0916\u093f\u0924 \u0915\u094b\u0921 \u0926\u093f\u0916\u093e\u0924\u093e \u0939\u0948 \u0915\u093f \u092a\u093e\u0902\u0921\u093e \u092e\u0947\u0902 \u092f\u0939 \u0928\u0915\u0932\u0940 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u0948\u0938\u0947 \u092c\u0928\u093e\u092f\u093e \u091c\u093e\u090f:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> pandas <span style=\"color: #008000;\">as<\/span> pd\n<span style=\"color: #008080;\">\n#createDataFrame<\/span>\ndf = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #ff0000;\">hours<\/span> ': [1, 2, 4, 5, 5, 6, 6, 7, 8, 10, 11, 11, 12, 12, 14],\n                   ' <span style=\"color: #ff0000;\">score<\/span> ': [64, 66, 76, 73, 74, 81, 83, 82, 80, 88, 84, 82, 91, 93, 89]})\n\n<span style=\"color: #008080;\">#view DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df)\n\n    hours score\n0 1 64\n1 2 66\n2 4 76\n3 5 73\n4 5 74\n5 6 81\n6 6 83\n7 7 82\n8 8 80\n9 10 88\n10 11 84\n11 11 82\n12 12 91\n13 12 93\n14 14 89<\/strong><\/pre>\n<h2> <span style=\"color: #000000;\"><b>\u091a\u0930\u0923 2: \u0913\u090f\u0932\u090f\u0938 \u092a\u094d\u0930\u0924\u093f\u0917\u092e\u0928 \u0928\u093f\u0937\u094d\u092a\u093e\u0926\u093f\u0924 \u0915\u0930\u0947\u0902<\/b><\/span><\/h2>\n<p> <span style=\"color: #000000;\">\u0907\u0938\u0915\u0947 \u092c\u093e\u0926, \u0939\u092e \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u0915\u094d\u0924\u093e \u091a\u0930 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 <strong>\u0918\u0902\u091f\u094b\u0902 \u0915\u093e<\/strong> \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u0914\u0930 <strong>\u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e<\/strong> \u091a\u0930 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0938\u094d\u0915\u094b\u0930 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u0913\u090f\u0932\u090f\u0938 \u092a\u094d\u0930\u0924\u093f\u0917\u092e\u0928 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f <a href=\"https:\/\/www.statsmodels.org\/stable\/index.html\" target=\"_blank\" rel=\"noopener\">\u0938\u094d\u091f\u0948\u091f\u092e\u0949\u0921\u0932<\/a> \u092e\u0949\u0921\u094d\u092f\u0942\u0932 \u092e\u0947\u0902 \u092b\u093c\u0902\u0915\u094d\u0936\u0928 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008000;\">import<\/span> statsmodels.api <span style=\"color: #008000;\">as<\/span> sm\n<\/span>\n#define predictor and response variables\n<span style=\"color: #000000;\">y = df[' <span style=\"color: #ff0000;\">score<\/span> ']\nx = df[' <span style=\"color: #ff0000;\">hours<\/span> ']<\/span>\n\n#add constant to predictor variables\n<span style=\"color: #000000;\">x = sm. <span style=\"color: #3366ff;\">add_constant<\/span> (x)\n<\/span>\n#fit linear regression model\n<span style=\"color: #000000;\">model = sm. <span style=\"color: #3366ff;\">OLS<\/span> (y,x). <span style=\"color: #3366ff;\">fit<\/span> ()\n<\/span>\n#view model summary\n<span style=\"color: #000000;\"><span style=\"color: #008000;\">print<\/span> ( <span style=\"color: #3366ff;\">model.summary<\/span> ())\n\n                            OLS Regression Results                            \n==================================================== ============================\nDept. Variable: R-squared score: 0.831\nModel: OLS Adj. R-squared: 0.818\nMethod: Least Squares F-statistic: 63.91\nDate: Fri, 26 Aug 2022 Prob (F-statistic): 2.25e-06\nTime: 10:42:24 Log-Likelihood: -39,594\nNo. Observations: 15 AIC: 83.19\nDf Residuals: 13 BIC: 84.60\nModel: 1                                         \nCovariance Type: non-robust                                         \n==================================================== ============================\n                 coef std err t P&gt;|t| [0.025 0.975]\n-------------------------------------------------- ----------------------------\nconst 65.3340 2.106 31.023 0.000 60.784 69.884\nhours 1.9824 0.248 7.995 0.000 1.447 2.518\n==================================================== ============================\nOmnibus: 4,351 Durbin-Watson: 1,677\nProb(Omnibus): 0.114 Jarque-Bera (JB): 1.329\nSkew: 0.092 Prob(JB): 0.515\nKurtosis: 1.554 Cond. No. 19.2\n==================================================== ============================<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>\u0915\u094b\u090f\u092b\u093c<\/strong> \u0915\u0949\u0932\u092e \u0938\u0947, \u0939\u092e \u092a\u094d\u0930\u0924\u093f\u0917\u092e\u0928 \u0917\u0941\u0923\u093e\u0902\u0915 \u0926\u0947\u0916 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902 \u0914\u0930 \u0928\u093f\u092e\u094d\u0928\u0932\u093f\u0916\u093f\u0924 \u092b\u093f\u091f \u092a\u094d\u0930\u0924\u093f\u0917\u092e\u0928 \u0938\u092e\u0940\u0915\u0930\u0923 \u0932\u093f\u0916 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>\u0938\u094d\u0915\u094b\u0930 = 65.334 + 1.9824*(\u0918\u0902\u091f\u0947)<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0907\u0938\u0915\u093e \u092e\u0924\u0932\u092c \u092f\u0939 \u0939\u0948 \u0915\u093f \u0905\u0927\u094d\u092f\u092f\u0928 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u0905\u0924\u093f\u0930\u093f\u0915\u094d\u0924 \u0918\u0902\u091f\u093e \u0914\u0938\u0924 \u092a\u0930\u0940\u0915\u094d\u0937\u093e \u0938\u094d\u0915\u094b\u0930 \u092e\u0947\u0902 <strong>1.9824<\/strong> \u0905\u0902\u0915\u094b\u0902 \u0915\u0940 \u0935\u0943\u0926\u094d\u0927\u093f \u0938\u0947 \u091c\u0941\u0921\u093c\u093e \u0939\u0948\u0964<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>65,334<\/strong> \u0915\u093e \u092e\u0942\u0932 \u092e\u093e\u0928 \u0939\u092e\u0947\u0902 \u0936\u0942\u0928\u094d\u092f \u0918\u0902\u091f\u0947 \u0924\u0915 \u0905\u0927\u094d\u092f\u092f\u0928 \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u091b\u093e\u0924\u094d\u0930 \u0915\u0947 \u0932\u093f\u090f \u0914\u0938\u0924 \u0905\u092a\u0947\u0915\u094d\u0937\u093f\u0924 \u092a\u0930\u0940\u0915\u094d\u0937\u093e \u0938\u094d\u0915\u094b\u0930 \u092c\u0924\u093e\u0924\u093e \u0939\u0948\u0964<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0939\u092e \u0907\u0938 \u0938\u092e\u0940\u0915\u0930\u0923 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u0938\u0940 \u091b\u093e\u0924\u094d\u0930 \u0926\u094d\u0935\u093e\u0930\u093e \u0905\u0927\u094d\u092f\u092f\u0928 \u0915\u093f\u090f \u0917\u090f \u0918\u0902\u091f\u094b\u0902 \u0915\u0940 \u0938\u0902\u0916\u094d\u092f\u093e \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930 \u0905\u092a\u0947\u0915\u094d\u0937\u093f\u0924 \u092a\u0930\u0940\u0915\u094d\u0937\u093e \u0938\u094d\u0915\u094b\u0930 \u0916\u094b\u091c\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092d\u0940 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f, \u090f\u0915 \u091b\u093e\u0924\u094d\u0930 \u091c\u094b 10 \u0918\u0902\u091f\u0947 \u092a\u0922\u093c\u093e\u0908 \u0915\u0930\u0924\u093e \u0939\u0948 \u0909\u0938\u0947 <strong>85.158<\/strong> \u0915\u093e \u092a\u0930\u0940\u0915\u094d\u0937\u093e \u0938\u094d\u0915\u094b\u0930 \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930\u0928\u093e \u091a\u093e\u0939\u093f\u090f:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>\u0938\u094d\u0915\u094b\u0930 = 65.334 + 1.9824*(10) = 85.158<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\u092f\u0939\u093e\u0902 \u0936\u0947\u0937 \u092e\u0949\u0921\u0932 \u0938\u093e\u0930\u093e\u0902\u0936 \u0915\u0940 \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e \u0915\u0930\u0928\u0947 \u0915\u093e \u0924\u0930\u0940\u0915\u093e \u092c\u0924\u093e\u092f\u093e \u0917\u092f\u093e \u0939\u0948:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>\u092a\u0940(&gt;|\u091f\u0940|):<\/strong> \u092f\u0939 \u092e\u0949\u0921\u0932 \u0917\u0941\u0923\u093e\u0902\u0915 \u0938\u0947 \u091c\u0941\u0921\u093c\u093e \u092a\u0940 \u092e\u093e\u0928 \u0939\u0948\u0964 \u091a\u0942\u0901\u0915\u093f <em>\u0918\u0902\u091f\u094b\u0902<\/em> \u0915\u0947 \u0932\u093f\u090f \u092a\u0940-\u0935\u0948\u0932\u094d\u092f\u0942 (0.000) 0.05 \u0938\u0947 \u0915\u092e \u0939\u0948, \u0939\u092e \u0915\u0939 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902 \u0915\u093f <em>\u0918\u0902\u091f\u094b\u0902<\/em> \u0914\u0930 <em>\u0938\u094d\u0915\u094b\u0930<\/em> \u0915\u0947 \u092c\u0940\u091a \u0938\u093e\u0902\u0916\u094d\u092f\u093f\u0915\u0940\u092f \u0930\u0942\u092a \u0938\u0947 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0938\u0902\u092c\u0902\u0927 \u0939\u0948\u0964<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\u0906\u0930-\u0935\u0930\u094d\u0917:<\/strong> \u092f\u0939 \u0939\u092e\u0947\u0902 \u092c\u0924\u093e\u0924\u093e \u0939\u0948 \u0915\u093f \u092a\u0930\u0940\u0915\u094d\u0937\u093e \u0915\u0947 \u0905\u0902\u0915\u094b\u0902 \u092e\u0947\u0902 \u092d\u093f\u0928\u094d\u0928\u0924\u093e \u0915\u093e \u092a\u094d\u0930\u0924\u093f\u0936\u0924 \u0905\u0927\u094d\u092f\u092f\u0928 \u0915\u093f\u090f \u0917\u090f \u0918\u0902\u091f\u094b\u0902 \u0915\u0940 \u0938\u0902\u0916\u094d\u092f\u093e \u0938\u0947 \u0938\u092e\u091d\u093e\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964 \u0907\u0938 \u092e\u093e\u092e\u0932\u0947 \u092e\u0947\u0902, \u0938\u094d\u0915\u094b\u0930 \u092e\u0947\u0902 <strong>83.1%<\/strong> \u092d\u093f\u0928\u094d\u0928\u0924\u093e \u0915\u094b \u0905\u0927\u094d\u092f\u092f\u0928 \u0915\u093f\u090f \u0917\u090f \u0918\u0902\u091f\u094b\u0902 \u0926\u094d\u0935\u093e\u0930\u093e \u0938\u092e\u091d\u093e\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\u090f\u092b-\u0938\u093e\u0902\u0916\u094d\u092f\u093f\u0915\u0940 \u0914\u0930 \u092a\u0940-\u092e\u0942\u0932\u094d\u092f:<\/strong> \u090f\u092b-\u0938\u093e\u0902\u0916\u094d\u092f\u093f\u0915\u0940 ( <strong>63.91<\/strong> ) \u0914\u0930 \u0938\u0902\u092c\u0902\u0927\u093f\u0924 \u092a\u0940-\u092e\u0942\u0932\u094d\u092f ( <strong>2.25\u0908-06<\/strong> ) \u0939\u092e\u0947\u0902 \u092a\u094d\u0930\u0924\u093f\u0917\u092e\u0928 \u092e\u0949\u0921\u0932 \u0915\u093e \u0938\u092e\u0917\u094d\u0930 \u092e\u0939\u0924\u094d\u0935 \u092c\u0924\u093e\u0924\u0947 \u0939\u0948\u0902, \u0905\u0930\u094d\u0925\u093e\u0924 \u0915\u094d\u092f\u093e \u092e\u0949\u0921\u0932 \u092e\u0947\u0902 \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u0915\u094d\u0924\u093e \u091a\u0930 \u092d\u093f\u0928\u094d\u0928\u0924\u093e \u0915\u094b \u0938\u092e\u091d\u093e\u0928\u0947 \u092e\u0947\u0902 \u0909\u092a\u092f\u094b\u0917\u0940 \u0939\u0948\u0902\u0964 \u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e \u091a\u0930 \u092e\u0947\u0902. \u091a\u0942\u0901\u0915\u093f \u0907\u0938 \u0909\u0926\u093e\u0939\u0930\u0923 \u092e\u0947\u0902 \u092a\u0940-\u0935\u0948\u0932\u094d\u092f\u0942 0.05 \u0938\u0947 \u0915\u092e \u0939\u0948, \u0939\u092e\u093e\u0930\u093e \u092e\u0949\u0921\u0932 \u0938\u093e\u0902\u0916\u094d\u092f\u093f\u0915\u0940\u092f \u0930\u0942\u092a \u0938\u0947 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0939\u0948 \u0914\u0930 <em>\u0938\u094d\u0915\u094b\u0930<\/em> \u092d\u093f\u0928\u094d\u0928\u0924\u093e \u0915\u094b \u0938\u092e\u091d\u093e\u0928\u0947 \u092e\u0947\u0902 <em>\u0918\u0902\u091f\u094b\u0902 \u0915\u094b<\/em> \u0909\u092a\u092f\u094b\u0917\u0940 \u092e\u093e\u0928\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/span><\/li>\n<\/ul>\n<h2> <span style=\"color: #000000;\"><strong>\u091a\u0930\u0923 3: \u0938\u0930\u094d\u0935\u094b\u0924\u094d\u0924\u092e-\u092b\u093f\u091f \u0932\u093e\u0907\u0928 \u0915\u0940 \u0915\u0932\u094d\u092a\u0928\u093e \u0915\u0930\u0947\u0902<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">\u0905\u0902\u0924 \u092e\u0947\u0902, \u0939\u092e \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0921\u0947\u091f\u093e \u092c\u093f\u0902\u0926\u0941\u0913\u0902 \u092a\u0930 \u092b\u093f\u091f \u0915\u0940 \u0917\u0908 \u092a\u094d\u0930\u0924\u093f\u0917\u092e\u0928 \u0930\u0947\u0916\u093e \u0915\u094b \u0926\u0947\u0916\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f <strong>matplotlib<\/strong> \u0921\u0947\u091f\u093e \u0935\u093f\u091c\u093c\u0941\u0905\u0932\u093e\u0907\u091c\u093c\u0947\u0936\u0928 \u092a\u0948\u0915\u0947\u091c \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008000;\">import<\/span> matplotlib. <span style=\"color: #3366ff;\">pyplot<\/span> <span style=\"color: #008000;\">as<\/span> plt\n<\/span>\n#find line of best fit\n<span style=\"color: #000000;\">a, b = np. <span style=\"color: #3366ff;\">polyfit<\/span> (df[' <span style=\"color: #ff0000;\">hours<\/span> '], df[' <span style=\"color: #ff0000;\">score<\/span> '], <span style=\"color: #008000;\">1<\/span> )\n<\/span>\n#add points to plot\n<span style=\"color: #000000;\">plt. <span style=\"color: #3366ff;\">scatter<\/span> (df[' <span style=\"color: #ff0000;\">hours<\/span> '], df[' <span style=\"color: #ff0000;\">score<\/span> '], color=' <span style=\"color: #ff0000;\">purple<\/span> ')\n<\/span>\n#add line of best fit to plot\n<span style=\"color: #000000;\">plt. <span style=\"color: #3366ff;\">plot<\/span> (df[' <span style=\"color: #ff0000;\">hours<\/span> '], a*df[' <span style=\"color: #ff0000;\">hours<\/span> ']+b)\n<\/span>\n#add fitted regression equation to plot\n<span style=\"color: #000000;\">plt. <span style=\"color: #3366ff;\">text<\/span> ( <span style=\"color: #008000;\">1<\/span> , <span style=\"color: #008000;\">90<\/span> , 'y = ' + '{:.3f}'.format(b) + ' + {:.3f}'.format(a) + 'x', size= <span style=\"color: #008000;\">12<\/span> )\n\n<span style=\"color: #008080;\">#add axis labels\n<\/span>plt. <span style=\"color: #3366ff;\">xlabel<\/span> (' <span style=\"color: #ff0000;\">Hours Studied<\/span> ')\nplt. <span style=\"color: #3366ff;\">ylabel<\/span> (' <span style=\"color: #ff0000;\">Exam Score<\/span> ')\n<\/span><\/span><\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-29456 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/ligne11.jpg\" alt=\"\" width=\"502\" height=\"385\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">\u092c\u0948\u0902\u0917\u0928\u0940 \u092c\u093f\u0902\u0926\u0941 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0921\u0947\u091f\u093e \u092c\u093f\u0902\u0926\u0941\u0913\u0902 \u0915\u093e \u092a\u094d\u0930\u0924\u093f\u0928\u093f\u0927\u093f\u0924\u094d\u0935 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902 \u0914\u0930 \u0928\u0940\u0932\u0940 \u0930\u0947\u0916\u093e \u092b\u093f\u091f\u0947\u0921 \u0930\u093f\u0917\u094d\u0930\u0947\u0936\u0928 \u0932\u093e\u0907\u0928 \u0915\u093e \u092a\u094d\u0930\u0924\u093f\u0928\u093f\u0927\u093f\u0924\u094d\u0935 \u0915\u0930\u0924\u0940 \u0939\u0948\u0964<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0939\u092e\u0928\u0947 \u092a\u094d\u0932\u0949\u091f \u0915\u0947 \u090a\u092a\u0930\u0940 \u092c\u093e\u090f\u0901 \u0915\u094b\u0928\u0947 \u092e\u0947\u0902 \u092b\u093f\u091f \u0915\u093f\u090f \u0917\u090f \u092a\u094d\u0930\u0924\u093f\u0917\u092e\u0928 \u0938\u092e\u0940\u0915\u0930\u0923 \u0915\u094b \u091c\u094b\u0921\u093c\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f <strong>plt.text()<\/strong> \u092b\u093c\u0902\u0915\u094d\u0936\u0928 \u0915\u093e \u092d\u0940 \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e\u0964<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0917\u094d\u0930\u093e\u092b\u093c \u0915\u094b \u0926\u0947\u0916\u0928\u0947 \u0938\u0947 \u0910\u0938\u093e \u092a\u094d\u0930\u0924\u0940\u0924 \u0939\u094b\u0924\u093e \u0939\u0948 \u0915\u093f \u092b\u093f\u091f \u0915\u0940 \u0917\u0908 \u092a\u094d\u0930\u0924\u093f\u0917\u092e\u0928 \u0930\u0947\u0916\u093e <strong>\u0918\u0902\u091f\u0947<\/strong> \u091a\u0930 \u0914\u0930 <strong>\u0938\u094d\u0915\u094b\u0930<\/strong> \u091a\u0930 \u0915\u0947 \u092c\u0940\u091a \u0915\u0947 \u0938\u0902\u092c\u0902\u0927 \u0915\u094b \u0915\u093e\u092b\u0940 \u0905\u091a\u094d\u091b\u0940 \u0924\u0930\u0939 \u0938\u0947 \u092a\u0915\u0921\u093c \u0932\u0947\u0924\u0940 \u0939\u0948\u0964<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>\u0905\u0924\u093f\u0930\u093f\u0915\u094d\u0924 \u0938\u0902\u0938\u093e\u0927\u0928<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">\u0928\u093f\u092e\u094d\u0928\u0932\u093f\u0916\u093f\u0924 \u091f\u094d\u092f\u0942\u091f\u094b\u0930\u093f\u092f\u0932 \u092c\u0924\u093e\u0924\u0947 \u0939\u0948\u0902 \u0915\u093f \u092a\u093e\u092f\u0925\u0928 \u092e\u0947\u0902 \u0905\u0928\u094d\u092f \u0938\u093e\u092e\u093e\u0928\u094d\u092f \u0915\u093e\u0930\u094d\u092f \u0915\u0948\u0938\u0947 \u0915\u0930\u0947\u0902:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/hi\/\u0932\u0949\u091c\u093f\u0938\u094d\u091f\u093f\u0915-\u0930\u093f\u0917\u094d\u0930\u0947\u0936\u0928-\u092a\u093e\u092f\u0925\u0928\/\" target=\"_blank\" rel=\"noopener\">\u092a\u093e\u092f\u0925\u0928 \u092e\u0947\u0902 \u0932\u0949\u091c\u093f\u0938\u094d\u091f\u093f\u0915 \u0930\u093f\u0917\u094d\u0930\u0947\u0936\u0928 \u0915\u0948\u0938\u0947 \u0915\u0930\u0947\u0902<\/a><br \/> <a href=\"https:\/\/statorials.org\/hi\/\u0918\u093e\u0924\u0940\u092f-\u092a\u094d\u0930\u0924\u093f\u0917\u092e\u0928-\u092a\u093e\u092f\u0925\u0928\/\" target=\"_blank\" rel=\"noopener\">\u092a\u093e\u092f\u0925\u0928 \u092e\u0947\u0902 \u090f\u0915\u094d\u0938\u092a\u094b\u0928\u0947\u0902\u0936\u093f\u092f\u0932 \u0930\u093f\u0917\u094d\u0930\u0947\u0936\u0928 \u0915\u0948\u0938\u0947 \u0915\u0930\u0947\u0902<\/a><br \/> <a href=\"https:\/\/statorials.org\/hi\/\u092a\u093e\u092f\u0925\u0928-\u092e\u0947\u0902-\u090f\u0906\u0908\u0938\u0940\/\" target=\"_blank\" rel=\"noopener\">\u092a\u093e\u092f\u0925\u0928 \u092e\u0947\u0902 \u092a\u094d\u0930\u0924\u093f\u0917\u092e\u0928 \u092e\u0949\u0921\u0932 \u0915\u0947 \u090f\u0906\u0908\u0938\u0940 \u0915\u0940 \u0917\u0923\u0928\u093e \u0915\u0948\u0938\u0947 \u0915\u0930\u0947\u0902<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0938\u093e\u0927\u093e\u0930\u0923 \u0928\u094d\u092f\u0942\u0928\u0924\u092e \u0935\u0930\u094d\u0917 (\u0913\u090f\u0932\u090f\u0938) \u092a\u094d\u0930\u0924\u093f\u0917\u092e\u0928 \u090f\u0915 \u0910\u0938\u0940 \u0935\u093f\u0927\u093f \u0939\u0948 \u091c\u094b \u0939\u092e\u0947\u0902 \u090f\u0915 \u0910\u0938\u0940 \u0930\u0947\u0916\u093e \u0916\u094b\u091c\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947\u0924\u0940 \u0939\u0948 \u091c\u094b \u090f\u0915 \u092f\u093e \u0905\u0927\u093f\u0915 \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u0915\u094d\u0924\u093e \u091a\u0930 \u0914\u0930 \u090f\u0915 \u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e \u091a\u0930 \u0915\u0947 \u092c\u0940\u091a \u0938\u0902\u092c\u0902\u0927 \u0915\u093e \u0938\u092c\u0938\u0947 \u0905\u091a\u094d\u091b\u093e \u0935\u0930\u094d\u0923\u0928 \u0915\u0930\u0924\u0940 \u0939\u0948\u0964 \u092f\u0939 \u0935\u093f\u0927\u093f \u0939\u092e\u0947\u0902 \u0928\u093f\u092e\u094d\u0928\u0932\u093f\u0916\u093f\u0924 \u0938\u092e\u0940\u0915\u0930\u0923 \u0916\u094b\u091c\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947\u0924\u0940 \u0939\u0948: \u0177 = \u092c\u0940 0 + \u092c\u0940 1 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[],"class_list":["post-3560","post","type-post","status-publish","format-standard","hentry","category-3"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u092a\u093e\u092f\u0925\u0928 \u092e\u0947\u0902 \u0913\u090f\u0932\u090f\u0938 \u0930\u093f\u0917\u094d\u0930\u0947\u0936\u0928 \u0915\u0948\u0938\u0947 \u0915\u0930\u0947\u0902 (\u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0947 \u0938\u093e\u0925) - \u0938\u093e\u0902\u0916\u094d\u092f\u093f\u0915\u0940<\/title>\n<meta name=\"description\" content=\"\u092f\u0939 \u091f\u094d\u092f\u0942\u091f\u094b\u0930\u093f\u092f\u0932 \u092a\u093e\u092f\u0925\u0928 \u092e\u0947\u0902 \u0938\u093e\u0927\u093e\u0930\u0923 \u0928\u094d\u092f\u0942\u0928\u0924\u092e \u0935\u0930\u094d\u0917 (\u0913\u090f\u0932\u090f\u0938) \u092a\u094d\u0930\u0924\u093f\u0917\u092e\u0928 \u0915\u0948\u0938\u0947 \u0915\u0930\u0947\u0902 \u0907\u0938\u0915\u093e \u091a\u0930\u0923-\u0926\u0930-\u091a\u0930\u0923 \u0909\u0926\u093e\u0939\u0930\u0923 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/statorials.org\/hi\/\u0913\u090f\u0932\u090f\u0938-\u0930\u093f\u0917\u094d\u0930\u0947\u0936\u0928-\u092a\u093e\u092f\u0925\u0928\/\" \/>\n<meta property=\"og:locale\" content=\"hi_IN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u092a\u093e\u092f\u0925\u0928 \u092e\u0947\u0902 \u0913\u090f\u0932\u090f\u0938 \u0930\u093f\u0917\u094d\u0930\u0947\u0936\u0928 \u0915\u0948\u0938\u0947 \u0915\u0930\u0947\u0902 (\u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0947 \u0938\u093e\u0925) - \u0938\u093e\u0902\u0916\u094d\u092f\u093f\u0915\u0940\" \/>\n<meta property=\"og:description\" content=\"\u092f\u0939 \u091f\u094d\u092f\u0942\u091f\u094b\u0930\u093f\u092f\u0932 \u092a\u093e\u092f\u0925\u0928 \u092e\u0947\u0902 \u0938\u093e\u0927\u093e\u0930\u0923 \u0928\u094d\u092f\u0942\u0928\u0924\u092e \u0935\u0930\u094d\u0917 (\u0913\u090f\u0932\u090f\u0938) \u092a\u094d\u0930\u0924\u093f\u0917\u092e\u0928 \u0915\u0948\u0938\u0947 \u0915\u0930\u0947\u0902 \u0907\u0938\u0915\u093e \u091a\u0930\u0923-\u0926\u0930-\u091a\u0930\u0923 \u0909\u0926\u093e\u0939\u0930\u0923 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/hi\/\u0913\u090f\u0932\u090f\u0938-\u0930\u093f\u0917\u094d\u0930\u0947\u0936\u0928-\u092a\u093e\u092f\u0925\u0928\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-16T20:16:40+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/ligne11.jpg\" \/>\n<meta name=\"author\" content=\"\u0921\u0949. \u092c\u0947\u0902\u091c\u093e\u092e\u093f\u0928 \u090f\u0902\u0921\u0930\u0938\u0928\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u0926\u094d\u0935\u093e\u0930\u093e \u0932\u093f\u0916\u093f\u0924\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u0921\u0949. \u092c\u0947\u0902\u091c\u093e\u092e\u093f\u0928 \u090f\u0902\u0921\u0930\u0938\u0928\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u0905\u0928\u0941\u092e\u093e\u0928\u093f\u0924 \u092a\u0922\u093c\u0928\u0947 \u0915\u093e \u0938\u092e\u092f\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 \u092e\u093f\u0928\u091f\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/hi\/%e0%a4%93%e0%a4%8f%e0%a4%b2%e0%a4%8f%e0%a4%b8-%e0%a4%b0%e0%a4%bf%e0%a4%97%e0%a5%8d%e0%a4%b0%e0%a5%87%e0%a4%b6%e0%a4%a8-%e0%a4%aa%e0%a4%be%e0%a4%af%e0%a4%a5%e0%a4%a8\/\",\"url\":\"https:\/\/statorials.org\/hi\/%e0%a4%93%e0%a4%8f%e0%a4%b2%e0%a4%8f%e0%a4%b8-%e0%a4%b0%e0%a4%bf%e0%a4%97%e0%a5%8d%e0%a4%b0%e0%a5%87%e0%a4%b6%e0%a4%a8-%e0%a4%aa%e0%a4%be%e0%a4%af%e0%a4%a5%e0%a4%a8\/\",\"name\":\"\u092a\u093e\u092f\u0925\u0928 \u092e\u0947\u0902 \u0913\u090f\u0932\u090f\u0938 \u0930\u093f\u0917\u094d\u0930\u0947\u0936\u0928 \u0915\u0948\u0938\u0947 \u0915\u0930\u0947\u0902 (\u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0947 \u0938\u093e\u0925) - \u0938\u093e\u0902\u0916\u094d\u092f\u093f\u0915\u0940\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/hi\/#website\"},\"datePublished\":\"2023-07-16T20:16:40+00:00\",\"dateModified\":\"2023-07-16T20:16:40+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/hi\/#\/schema\/person\/94100fc65c6aa3462638578b0f7b3340\"},\"description\":\"\u092f\u0939 \u091f\u094d\u092f\u0942\u091f\u094b\u0930\u093f\u092f\u0932 \u092a\u093e\u092f\u0925\u0928 \u092e\u0947\u0902 \u0938\u093e\u0927\u093e\u0930\u0923 \u0928\u094d\u092f\u0942\u0928\u0924\u092e \u0935\u0930\u094d\u0917 (\u0913\u090f\u0932\u090f\u0938) \u092a\u094d\u0930\u0924\u093f\u0917\u092e\u0928 \u0915\u0948\u0938\u0947 \u0915\u0930\u0947\u0902 \u0907\u0938\u0915\u093e \u091a\u0930\u0923-\u0926\u0930-\u091a\u0930\u0923 \u0909\u0926\u093e\u0939\u0930\u0923 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/hi\/%e0%a4%93%e0%a4%8f%e0%a4%b2%e0%a4%8f%e0%a4%b8-%e0%a4%b0%e0%a4%bf%e0%a4%97%e0%a5%8d%e0%a4%b0%e0%a5%87%e0%a4%b6%e0%a4%a8-%e0%a4%aa%e0%a4%be%e0%a4%af%e0%a4%a5%e0%a4%a8\/#breadcrumb\"},\"inLanguage\":\"hi-IN\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/hi\/%e0%a4%93%e0%a4%8f%e0%a4%b2%e0%a4%8f%e0%a4%b8-%e0%a4%b0%e0%a4%bf%e0%a4%97%e0%a5%8d%e0%a4%b0%e0%a5%87%e0%a4%b6%e0%a4%a8-%e0%a4%aa%e0%a4%be%e0%a4%af%e0%a4%a5%e0%a4%a8\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/hi\/%e0%a4%93%e0%a4%8f%e0%a4%b2%e0%a4%8f%e0%a4%b8-%e0%a4%b0%e0%a4%bf%e0%a4%97%e0%a5%8d%e0%a4%b0%e0%a5%87%e0%a4%b6%e0%a4%a8-%e0%a4%aa%e0%a4%be%e0%a4%af%e0%a4%a5%e0%a4%a8\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u092e\u0941\u0916\u092a\u0943\u0937\u094d\u0920\",\"item\":\"https:\/\/statorials.org\/hi\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u092a\u093e\u092f\u0925\u0928 \u092e\u0947\u0902 \u0913\u090f\u0932\u090f\u0938 \u0930\u093f\u0917\u094d\u0930\u0947\u0936\u0928 \u0915\u0948\u0938\u0947 \u0915\u0930\u0947\u0902 (\u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0947 \u0938\u093e\u0925)\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/statorials.org\/hi\/#website\",\"url\":\"https:\/\/statorials.org\/hi\/\",\"name\":\"Statorials\",\"description\":\"\u0938\u093e\u0902\u0916\u094d\u092f\u093f\u0915\u0940\u092f \u092f\u094b\u0917\u094d\u092f\u0924\u093e \u0915\u0947 \u0932\u093f\u090f \u0906\u092a\u0915\u093e \u092e\u093e\u0930\u094d\u0917\u0926\u0930\u094d\u0936\u0915!\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/statorials.org\/hi\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"hi-IN\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/statorials.org\/hi\/#\/schema\/person\/94100fc65c6aa3462638578b0f7b3340\",\"name\":\"\u0921\u0949. \u092c\u0947\u0902\u091c\u093e\u092e\u093f\u0928 \u090f\u0902\u0921\u0930\u0938\u0928\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"hi-IN\",\"@id\":\"https:\/\/statorials.org\/hi\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/statorials.org\/hi\/wp-content\/uploads\/2023\/11\/Benjamin-Anderson-96x96.jpg\",\"contentUrl\":\"https:\/\/statorials.org\/hi\/wp-content\/uploads\/2023\/11\/Benjamin-Anderson-96x96.jpg\",\"caption\":\"\u0921\u0949. \u092c\u0947\u0902\u091c\u093e\u092e\u093f\u0928 \u090f\u0902\u0921\u0930\u0938\u0928\"},\"description\":\"\u0928\u092e\u0938\u094d\u0924\u0947, \u092e\u0948\u0902 \u092c\u0947\u0902\u091c\u093e\u092e\u093f\u0928 \u0939\u0942\u0902, \u090f\u0915 \u0938\u0947\u0935\u093e\u0928\u093f\u0935\u0943\u0924\u094d\u0924 \u0938\u093e\u0902\u0916\u094d\u092f\u093f\u0915\u0940 \u092a\u094d\u0930\u094b\u092b\u0947\u0938\u0930 \u091c\u094b \u0905\u092c \u0938\u092e\u0930\u094d\u092a\u093f\u0924 Statorials \u0936\u093f\u0915\u094d\u0937\u0915 \u092c\u0928 \u0917\u092f\u093e \u0939\u0948\u0964 \u0938\u093e\u0902\u0916\u094d\u092f\u093f\u0915\u0940 \u0915\u0947 \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u092e\u0947\u0902 \u0935\u094d\u092f\u093e\u092a\u0915 \u0905\u0928\u0941\u092d\u0935 \u0914\u0930 \u0935\u093f\u0936\u0947\u0937\u091c\u094d\u091e\u0924\u093e \u0915\u0947 \u0938\u093e\u0925, \u092e\u0948\u0902 Statorials \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 \u091b\u093e\u0924\u094d\u0930\u094b\u0902 \u0915\u094b \u0938\u0936\u0915\u094d\u0924 \u092c\u0928\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0905\u092a\u0928\u093e \u091c\u094d\u091e\u093e\u0928 \u0938\u093e\u091d\u093e \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0909\u0924\u094d\u0938\u0941\u0915 \u0939\u0942\u0902\u0964 \u0905\u0927\u093f\u0915 \u091c\u093e\u0928\u0947\",\"sameAs\":[\"https:\/\/statorials.org\/hi\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u092a\u093e\u092f\u0925\u0928 \u092e\u0947\u0902 \u0913\u090f\u0932\u090f\u0938 \u0930\u093f\u0917\u094d\u0930\u0947\u0936\u0928 \u0915\u0948\u0938\u0947 \u0915\u0930\u0947\u0902 (\u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0947 \u0938\u093e\u0925) - \u0938\u093e\u0902\u0916\u094d\u092f\u093f\u0915\u0940","description":"\u092f\u0939 \u091f\u094d\u092f\u0942\u091f\u094b\u0930\u093f\u092f\u0932 \u092a\u093e\u092f\u0925\u0928 \u092e\u0947\u0902 \u0938\u093e\u0927\u093e\u0930\u0923 \u0928\u094d\u092f\u0942\u0928\u0924\u092e \u0935\u0930\u094d\u0917 (\u0913\u090f\u0932\u090f\u0938) \u092a\u094d\u0930\u0924\u093f\u0917\u092e\u0928 \u0915\u0948\u0938\u0947 \u0915\u0930\u0947\u0902 \u0907\u0938\u0915\u093e \u091a\u0930\u0923-\u0926\u0930-\u091a\u0930\u0923 \u0909\u0926\u093e\u0939\u0930\u0923 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/statorials.org\/hi\/\u0913\u090f\u0932\u090f\u0938-\u0930\u093f\u0917\u094d\u0930\u0947\u0936\u0928-\u092a\u093e\u092f\u0925\u0928\/","og_locale":"hi_IN","og_type":"article","og_title":"\u092a\u093e\u092f\u0925\u0928 \u092e\u0947\u0902 \u0913\u090f\u0932\u090f\u0938 \u0930\u093f\u0917\u094d\u0930\u0947\u0936\u0928 \u0915\u0948\u0938\u0947 \u0915\u0930\u0947\u0902 (\u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0947 \u0938\u093e\u0925) - \u0938\u093e\u0902\u0916\u094d\u092f\u093f\u0915\u0940","og_description":"\u092f\u0939 \u091f\u094d\u092f\u0942\u091f\u094b\u0930\u093f\u092f\u0932 \u092a\u093e\u092f\u0925\u0928 \u092e\u0947\u0902 \u0938\u093e\u0927\u093e\u0930\u0923 \u0928\u094d\u092f\u0942\u0928\u0924\u092e \u0935\u0930\u094d\u0917 (\u0913\u090f\u0932\u090f\u0938) \u092a\u094d\u0930\u0924\u093f\u0917\u092e\u0928 \u0915\u0948\u0938\u0947 \u0915\u0930\u0947\u0902 \u0907\u0938\u0915\u093e \u091a\u0930\u0923-\u0926\u0930-\u091a\u0930\u0923 \u0909\u0926\u093e\u0939\u0930\u0923 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964","og_url":"https:\/\/statorials.org\/hi\/\u0913\u090f\u0932\u090f\u0938-\u0930\u093f\u0917\u094d\u0930\u0947\u0936\u0928-\u092a\u093e\u092f\u0925\u0928\/","og_site_name":"Statorials","article_published_time":"2023-07-16T20:16:40+00:00","og_image":[{"url":"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/ligne11.jpg"}],"author":"\u0921\u0949. \u092c\u0947\u0902\u091c\u093e\u092e\u093f\u0928 \u090f\u0902\u0921\u0930\u0938\u0928","twitter_card":"summary_large_image","twitter_misc":{"\u0926\u094d\u0935\u093e\u0930\u093e \u0932\u093f\u0916\u093f\u0924":"\u0921\u0949. \u092c\u0947\u0902\u091c\u093e\u092e\u093f\u0928 \u090f\u0902\u0921\u0930\u0938\u0928","\u0905\u0928\u0941\u092e\u093e\u0928\u093f\u0924 \u092a\u0922\u093c\u0928\u0947 \u0915\u093e \u0938\u092e\u092f":"1 \u092e\u093f\u0928\u091f"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/statorials.org\/hi\/%e0%a4%93%e0%a4%8f%e0%a4%b2%e0%a4%8f%e0%a4%b8-%e0%a4%b0%e0%a4%bf%e0%a4%97%e0%a5%8d%e0%a4%b0%e0%a5%87%e0%a4%b6%e0%a4%a8-%e0%a4%aa%e0%a4%be%e0%a4%af%e0%a4%a5%e0%a4%a8\/","url":"https:\/\/statorials.org\/hi\/%e0%a4%93%e0%a4%8f%e0%a4%b2%e0%a4%8f%e0%a4%b8-%e0%a4%b0%e0%a4%bf%e0%a4%97%e0%a5%8d%e0%a4%b0%e0%a5%87%e0%a4%b6%e0%a4%a8-%e0%a4%aa%e0%a4%be%e0%a4%af%e0%a4%a5%e0%a4%a8\/","name":"\u092a\u093e\u092f\u0925\u0928 \u092e\u0947\u0902 \u0913\u090f\u0932\u090f\u0938 \u0930\u093f\u0917\u094d\u0930\u0947\u0936\u0928 \u0915\u0948\u0938\u0947 \u0915\u0930\u0947\u0902 (\u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0947 \u0938\u093e\u0925) - \u0938\u093e\u0902\u0916\u094d\u092f\u093f\u0915\u0940","isPartOf":{"@id":"https:\/\/statorials.org\/hi\/#website"},"datePublished":"2023-07-16T20:16:40+00:00","dateModified":"2023-07-16T20:16:40+00:00","author":{"@id":"https:\/\/statorials.org\/hi\/#\/schema\/person\/94100fc65c6aa3462638578b0f7b3340"},"description":"\u092f\u0939 \u091f\u094d\u092f\u0942\u091f\u094b\u0930\u093f\u092f\u0932 \u092a\u093e\u092f\u0925\u0928 \u092e\u0947\u0902 \u0938\u093e\u0927\u093e\u0930\u0923 \u0928\u094d\u092f\u0942\u0928\u0924\u092e \u0935\u0930\u094d\u0917 (\u0913\u090f\u0932\u090f\u0938) \u092a\u094d\u0930\u0924\u093f\u0917\u092e\u0928 \u0915\u0948\u0938\u0947 \u0915\u0930\u0947\u0902 \u0907\u0938\u0915\u093e \u091a\u0930\u0923-\u0926\u0930-\u091a\u0930\u0923 \u0909\u0926\u093e\u0939\u0930\u0923 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964","breadcrumb":{"@id":"https:\/\/statorials.org\/hi\/%e0%a4%93%e0%a4%8f%e0%a4%b2%e0%a4%8f%e0%a4%b8-%e0%a4%b0%e0%a4%bf%e0%a4%97%e0%a5%8d%e0%a4%b0%e0%a5%87%e0%a4%b6%e0%a4%a8-%e0%a4%aa%e0%a4%be%e0%a4%af%e0%a4%a5%e0%a4%a8\/#breadcrumb"},"inLanguage":"hi-IN","potentialAction":[{"@type":"ReadAction","target":["https:\/\/statorials.org\/hi\/%e0%a4%93%e0%a4%8f%e0%a4%b2%e0%a4%8f%e0%a4%b8-%e0%a4%b0%e0%a4%bf%e0%a4%97%e0%a5%8d%e0%a4%b0%e0%a5%87%e0%a4%b6%e0%a4%a8-%e0%a4%aa%e0%a4%be%e0%a4%af%e0%a4%a5%e0%a4%a8\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/statorials.org\/hi\/%e0%a4%93%e0%a4%8f%e0%a4%b2%e0%a4%8f%e0%a4%b8-%e0%a4%b0%e0%a4%bf%e0%a4%97%e0%a5%8d%e0%a4%b0%e0%a5%87%e0%a4%b6%e0%a4%a8-%e0%a4%aa%e0%a4%be%e0%a4%af%e0%a4%a5%e0%a4%a8\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u092e\u0941\u0916\u092a\u0943\u0937\u094d\u0920","item":"https:\/\/statorials.org\/hi\/"},{"@type":"ListItem","position":2,"name":"\u092a\u093e\u092f\u0925\u0928 \u092e\u0947\u0902 \u0913\u090f\u0932\u090f\u0938 \u0930\u093f\u0917\u094d\u0930\u0947\u0936\u0928 \u0915\u0948\u0938\u0947 \u0915\u0930\u0947\u0902 (\u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0947 \u0938\u093e\u0925)"}]},{"@type":"WebSite","@id":"https:\/\/statorials.org\/hi\/#website","url":"https:\/\/statorials.org\/hi\/","name":"Statorials","description":"\u0938\u093e\u0902\u0916\u094d\u092f\u093f\u0915\u0940\u092f \u092f\u094b\u0917\u094d\u092f\u0924\u093e \u0915\u0947 \u0932\u093f\u090f \u0906\u092a\u0915\u093e \u092e\u093e\u0930\u094d\u0917\u0926\u0930\u094d\u0936\u0915!","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/statorials.org\/hi\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"hi-IN"},{"@type":"Person","@id":"https:\/\/statorials.org\/hi\/#\/schema\/person\/94100fc65c6aa3462638578b0f7b3340","name":"\u0921\u0949. \u092c\u0947\u0902\u091c\u093e\u092e\u093f\u0928 \u090f\u0902\u0921\u0930\u0938\u0928","image":{"@type":"ImageObject","inLanguage":"hi-IN","@id":"https:\/\/statorials.org\/hi\/#\/schema\/person\/image\/","url":"https:\/\/statorials.org\/hi\/wp-content\/uploads\/2023\/11\/Benjamin-Anderson-96x96.jpg","contentUrl":"https:\/\/statorials.org\/hi\/wp-content\/uploads\/2023\/11\/Benjamin-Anderson-96x96.jpg","caption":"\u0921\u0949. \u092c\u0947\u0902\u091c\u093e\u092e\u093f\u0928 \u090f\u0902\u0921\u0930\u0938\u0928"},"description":"\u0928\u092e\u0938\u094d\u0924\u0947, \u092e\u0948\u0902 \u092c\u0947\u0902\u091c\u093e\u092e\u093f\u0928 \u0939\u0942\u0902, \u090f\u0915 \u0938\u0947\u0935\u093e\u0928\u093f\u0935\u0943\u0924\u094d\u0924 \u0938\u093e\u0902\u0916\u094d\u092f\u093f\u0915\u0940 \u092a\u094d\u0930\u094b\u092b\u0947\u0938\u0930 \u091c\u094b \u0905\u092c \u0938\u092e\u0930\u094d\u092a\u093f\u0924 Statorials \u0936\u093f\u0915\u094d\u0937\u0915 \u092c\u0928 \u0917\u092f\u093e \u0939\u0948\u0964 \u0938\u093e\u0902\u0916\u094d\u092f\u093f\u0915\u0940 \u0915\u0947 \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u092e\u0947\u0902 \u0935\u094d\u092f\u093e\u092a\u0915 \u0905\u0928\u0941\u092d\u0935 \u0914\u0930 \u0935\u093f\u0936\u0947\u0937\u091c\u094d\u091e\u0924\u093e \u0915\u0947 \u0938\u093e\u0925, \u092e\u0948\u0902 Statorials \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 \u091b\u093e\u0924\u094d\u0930\u094b\u0902 \u0915\u094b \u0938\u0936\u0915\u094d\u0924 \u092c\u0928\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0905\u092a\u0928\u093e \u091c\u094d\u091e\u093e\u0928 \u0938\u093e\u091d\u093e \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0909\u0924\u094d\u0938\u0941\u0915 \u0939\u0942\u0902\u0964 \u0905\u0927\u093f\u0915 \u091c\u093e\u0928\u0947","sameAs":["https:\/\/statorials.org\/hi"]}]}},"yoast_meta":{"yoast_wpseo_title":"","yoast_wpseo_metadesc":"","yoast_wpseo_canonical":""},"_links":{"self":[{"href":"https:\/\/statorials.org\/hi\/wp-json\/wp\/v2\/posts\/3560","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/statorials.org\/hi\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/statorials.org\/hi\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/statorials.org\/hi\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/statorials.org\/hi\/wp-json\/wp\/v2\/comments?post=3560"}],"version-history":[{"count":0,"href":"https:\/\/statorials.org\/hi\/wp-json\/wp\/v2\/posts\/3560\/revisions"}],"wp:attachment":[{"href":"https:\/\/statorials.org\/hi\/wp-json\/wp\/v2\/media?parent=3560"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/statorials.org\/hi\/wp-json\/wp\/v2\/categories?post=3560"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/statorials.org\/hi\/wp-json\/wp\/v2\/tags?post=3560"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}