diff --git a/Nifty /Nestle India Stock Analysis/Dataset/NESTLEIND.csv b/Nifty /Nestle India Stock Analysis/Dataset/NESTLEIND.csv new file mode 100644 index 00000000..447be940 --- /dev/null +++ b/Nifty /Nestle India Stock Analysis/Dataset/NESTLEIND.csv @@ -0,0 +1,2807 @@ +Date,Symbol,Series,Prev Close,Open,High,Low,Last,Close,VWAP,Volume,Turnover,Trades,Deliverable Volume,%Deliverble +2010-01-08,NESTLEIND,EQ,2512.95,2555.0,2575.0,2475.2,2476.0,2494.65,2529.81,648,163931630000.0,,438,0.6759000000000001 +2010-01-11,NESTLEIND,EQ,2494.65,2401.0,2515.0,2400.0,2500.0,2498.95,2494.44,825,205790905000.0,,638,0.7733 +2010-01-12,NESTLEIND,EQ,2498.95,2540.0,2540.0,2471.35,2505.0,2502.85,2485.22,68346,16985494094999.998,,67695,0.9905 +2010-01-13,NESTLEIND,EQ,2502.85,2502.85,2540.0,2480.0,2489.8,2489.35,2491.94,1032,257168240000.0,,718,0.6957 +2010-01-14,NESTLEIND,EQ,2489.35,2535.0,2595.0,2470.0,2560.0,2568.2,2510.27,330361,82929564305000.0,,329193,0.9965 +2010-01-15,NESTLEIND,EQ,2568.2,2580.0,2580.0,2500.05,2524.8,2513.5,2548.35,8229,2097037285000.0002,,7303,0.8875000000000001 +2010-01-18,NESTLEIND,EQ,2513.5,2574.0,2574.0,2514.0,2542.05,2536.15,2534.76,883,223818890000.0,,689,0.7803 +2010-01-19,NESTLEIND,EQ,2536.15,2567.0,2570.0,2531.0,2550.0,2556.1,2558.84,688,176048160000.0,,432,0.6279 +2010-01-20,NESTLEIND,EQ,2556.1,2550.0,2575.0,2540.0,2541.0,2542.5,2552.32,641,163603850000.0,,549,0.8565 +2010-01-21,NESTLEIND,EQ,2542.5,2539.9,2569.0,2499.9,2512.05,2526.2,2538.36,831,210938015000.0,,623,0.7497 +2010-01-22,NESTLEIND,EQ,2526.2,2500.0,2530.0,2478.0,2530.0,2529.0,2516.42,681,171368040000.0,,357,0.5242 +2010-01-25,NESTLEIND,EQ,2529.0,2665.35,2665.35,2510.0,2520.0,2522.25,2528.68,1955,494357670000.0,,846,0.43270000000000003 +2010-01-27,NESTLEIND,EQ,2522.25,2570.0,2574.9,2498.6,2535.15,2566.9,2547.51,5302,1350687255000.0,,3898,0.7352 +2010-01-28,NESTLEIND,EQ,2566.9,2568.0,2610.0,2535.5,2575.0,2586.85,2570.33,1048,269370200000.0,,750,0.7156 +2010-01-29,NESTLEIND,EQ,2586.85,2526.0,2580.0,2526.0,2533.0,2533.0,2556.08,787,201163400000.0,,474,0.6023 +2010-02-01,NESTLEIND,EQ,2533.0,2599.95,2599.95,2515.1,2532.2,2532.2,2546.42,614,156350270000.0,,354,0.5765 +2010-02-02,NESTLEIND,EQ,2532.2,2599.1,2599.1,2540.0,2540.0,2560.1,2565.58,831,213199590000.0,,607,0.7304 +2010-02-03,NESTLEIND,EQ,2560.1,2588.0,2600.0,2556.0,2560.0,2564.6,2579.62,8681,2239370050000.0,,8457,0.9742000000000001 +2010-02-04,NESTLEIND,EQ,2564.6,2548.0,2583.8,2548.0,2582.0,2568.35,2566.97,442,113460200000.0,,362,0.8190000000000001 +2010-02-05,NESTLEIND,EQ,2568.35,2582.0,2582.0,2442.0,2541.0,2549.1,2543.23,1651,419886484999.99994,,1017,0.616 +2010-02-06,NESTLEIND,EQ,2549.1,2455.0,2572.9,2455.0,2572.9,2566.4,2538.32,33,8376445000.0,,32,0.9697 +2010-02-08,NESTLEIND,EQ,2566.4,2570.0,2672.0,2570.0,2671.95,2645.5,2642.09,8181,2161489985000.0002,,5288,0.6464 +2010-02-09,NESTLEIND,EQ,2645.5,2600.1,2824.0,2600.1,2805.0,2792.6,2743.1,8861,2430657515000.0,,4089,0.4615 +2010-02-10,NESTLEIND,EQ,2792.6,2802.0,3244.0,2738.6,2740.0,2750.2,2797.05,44699,12502552875000.0,,28613,0.6401000000000001 +2010-02-11,NESTLEIND,EQ,2750.2,2819.0,2819.0,2726.1,2737.0,2737.25,2764.79,31881,8814429315000.0,,28543,0.8953 +2010-02-15,NESTLEIND,EQ,2737.25,2815.0,2815.0,2614.0,2720.0,2719.25,2722.1,4504,1226032920000.0,,2417,0.5366 +2010-02-16,NESTLEIND,EQ,2719.25,2792.0,2814.7,2697.05,2701.0,2701.85,2717.01,6120,1662810230000.0,,5057,0.8262999999999999 +2010-02-17,NESTLEIND,EQ,2701.85,2705.15,2743.0,2681.4,2685.0,2688.75,2709.8,9981,2704647340000.0,,9134,0.9151 +2010-02-18,NESTLEIND,EQ,2688.75,2688.75,2710.0,2645.0,2650.0,2651.5,2670.95,2203,588410585000.0,,1274,0.5783 +2010-02-19,NESTLEIND,EQ,2651.5,2650.0,2685.0,2628.0,2640.0,2640.15,2644.35,7495,1981938139999.9998,,5899,0.7870999999999999 +2010-02-22,NESTLEIND,EQ,2640.15,2625.05,2649.0,2560.0,2560.0,2584.9,2594.12,14820,3844487460000.0,,7912,0.5339 +2010-02-23,NESTLEIND,EQ,2584.9,2570.0,2590.0,2551.0,2551.0,2552.2,2565.98,3070,787755640000.0,,1834,0.5974 +2010-02-24,NESTLEIND,EQ,2552.2,2550.0,2590.0,2540.0,2567.0,2574.7,2551.35,9918,2530426165000.0,,9045,0.912 +2010-02-25,NESTLEIND,EQ,2574.7,2580.0,2600.0,2552.1,2553.1,2559.6,2562.04,4264,1092453760000.0,,3601,0.8445 +2010-02-26,NESTLEIND,EQ,2559.6,2526.1,2650.0,2526.1,2620.15,2626.9,2615.12,4239,1108547485000.0,,3115,0.7348 +2010-03-02,NESTLEIND,EQ,2626.9,2620.0,2645.0,2600.0,2625.0,2625.45,2617.48,3343,875025225000.0,,1940,0.5803 +2010-03-03,NESTLEIND,EQ,2625.45,2630.0,2640.0,2604.65,2628.0,2629.15,2622.46,2339,613392980000.0,,1364,0.5832 +2010-03-04,NESTLEIND,EQ,2629.15,2610.0,2650.0,2610.0,2630.5,2634.0,2627.03,4796,1259922330000.0,,3160,0.6589 +2010-03-05,NESTLEIND,EQ,2634.0,2670.0,2719.8,2670.0,2677.0,2701.15,2701.91,14392,3888589054999.9995,,11001,0.7644 +2010-03-08,NESTLEIND,EQ,2701.15,2730.0,2750.0,2692.25,2750.0,2725.95,2711.8,9767,2648616575000.0,,6920,0.7084999999999999 +2010-03-09,NESTLEIND,EQ,2725.95,2700.0,2751.0,2700.0,2730.25,2745.2,2724.87,4212,1147715740000.0,,3191,0.7576 +2010-03-10,NESTLEIND,EQ,2745.2,2721.0,2765.0,2721.0,2721.0,2739.95,2737.21,8386,2295422940000.0,,7374,0.8793000000000001 +2010-03-11,NESTLEIND,EQ,2739.95,2725.0,2740.0,2695.0,2710.0,2732.75,2732.98,27712,7573631240000.001,,26611,0.9603 +2010-03-12,NESTLEIND,EQ,2732.75,2825.0,2825.0,2690.0,2690.0,2715.45,2718.49,19872,5402191570000.0,,18268,0.9193000000000001 +2010-03-15,NESTLEIND,EQ,2715.45,2731.0,2757.0,2704.1,2748.0,2744.8,2724.34,2980,811852775000.0,,2554,0.8570000000000001 +2010-03-16,NESTLEIND,EQ,2744.8,2735.6,2736.0,2660.0,2661.0,2672.35,2694.55,9216,2483296995000.0,,7740,0.8398000000000001 +2010-03-17,NESTLEIND,EQ,2672.35,2690.0,2690.0,2655.0,2681.0,2678.55,2674.02,2149,574647140000.0,,1430,0.6654000000000001 +2010-03-18,NESTLEIND,EQ,2678.55,2698.0,2698.0,2658.05,2670.0,2668.05,2667.7,6485,1730003235000.0002,,5472,0.8438 +2010-03-19,NESTLEIND,EQ,2668.05,2689.75,2689.75,2621.0,2650.0,2646.35,2655.78,11167,2965704735000.0,,9825,0.8798 +2010-03-22,NESTLEIND,EQ,2646.35,2650.0,2659.8,2611.5,2635.0,2634.7,2638.02,21885,5773309680000.0,,19700,0.9002 +2010-03-23,NESTLEIND,EQ,2634.7,2641.2,2661.0,2635.0,2661.0,2653.85,2648.04,2990,791764835000.0,,2719,0.9094 +2010-03-25,NESTLEIND,EQ,2653.85,2660.0,2665.0,2610.0,2650.0,2648.35,2632.08,8068,2123560195000.0,,7243,0.8976999999999999 +2010-03-26,NESTLEIND,EQ,2648.35,2632.1,2719.95,2632.1,2719.95,2687.4,2681.61,22900,6140877490000.0,,22288,0.9733 +2010-03-29,NESTLEIND,EQ,2687.4,2670.0,2800.0,2643.0,2775.0,2712.9,2676.14,7730,2068655630000.0,,6144,0.7948000000000001 +2010-03-30,NESTLEIND,EQ,2712.9,2711.0,2730.0,2643.1,2643.15,2670.65,2686.63,9235,2481106915000.0,,7720,0.836 +2010-03-31,NESTLEIND,EQ,2670.65,2750.0,2751.0,2600.0,2610.0,2670.6,2688.05,16964,4560006435000.0,,13453,0.793 +2010-04-01,NESTLEIND,EQ,2670.6,2665.65,2735.0,2635.0,2700.0,2709.5,2669.44,20334,5428044755000.0,,15293,0.7521 +2010-04-05,NESTLEIND,EQ,2709.5,2750.0,2750.0,2699.1,2715.0,2719.1,2711.1,13077,3545304960000.0,,8382,0.6409999999999999 +2010-04-06,NESTLEIND,EQ,2719.1,2715.1,2831.0,2705.0,2750.0,2760.15,2765.82,32846,9084605270000.0,,29085,0.8855 +2010-04-07,NESTLEIND,EQ,2760.15,2750.0,2770.0,2712.2,2745.0,2751.15,2734.09,3657,999855194999.9999,,2612,0.7142000000000001 +2010-04-08,NESTLEIND,EQ,2751.15,2716.0,2750.0,2675.05,2675.05,2718.55,2724.73,108603,29591373880000.0,,106346,0.9792000000000001 +2010-04-09,NESTLEIND,EQ,2718.55,2695.3,2724.8,2691.0,2700.0,2700.95,2703.38,3248,878058860000.0,,2116,0.6515000000000001 +2010-04-12,NESTLEIND,EQ,2700.95,2727.65,2730.0,2659.2,2708.0,2694.85,2694.39,5090,1371444455000.0,,3439,0.6756000000000001 +2010-04-13,NESTLEIND,EQ,2694.85,2680.0,2725.0,2660.0,2723.0,2714.55,2686.09,8135,2185134995000.0,,4634,0.5696 +2010-04-15,NESTLEIND,EQ,2714.55,2722.5,2760.0,2681.0,2755.0,2747.75,2729.83,4672,1275375655000.0,,3586,0.7676000000000001 +2010-04-16,NESTLEIND,EQ,2747.75,2720.0,2775.0,2711.0,2775.0,2747.15,2729.99,4681,1277906625000.0,,3819,0.8159000000000001 +2010-04-19,NESTLEIND,EQ,2747.15,2745.0,2809.9,2713.25,2760.0,2760.95,2764.66,7606,2102800730000.0,,5412,0.7115 +2010-04-20,NESTLEIND,EQ,2760.95,2740.1,2808.5,2740.1,2765.5,2773.25,2790.24,37732,10528135000000.0,,34858,0.9238 +2010-04-21,NESTLEIND,EQ,2773.25,2751.0,2840.0,2751.0,2830.0,2813.0,2785.89,9344,2603133995000.0,,7830,0.838 +2010-04-22,NESTLEIND,EQ,2813.0,2850.0,2994.0,2762.0,2850.0,2877.4,2898.21,41088,11908144845000.0,,27165,0.6611 +2010-04-23,NESTLEIND,EQ,2877.4,2295.0,2850.0,2295.0,2713.0,2722.1,2767.5,85414,23638364485000.0,,76004,0.8898 +2010-04-26,NESTLEIND,EQ,2722.1,2701.2,2780.0,2700.8,2770.0,2755.6,2763.78,24239,6699131850000.0,,19623,0.8096 +2010-04-27,NESTLEIND,EQ,2755.6,2770.0,2798.0,2750.0,2796.0,2793.65,2775.9,20373,5655347860000.0,,18829,0.9242 +2010-04-28,NESTLEIND,EQ,2793.65,2755.1,2805.0,2755.1,2805.0,2799.55,2797.85,103864,29059566845000.0,,93621,0.9014 +2010-04-29,NESTLEIND,EQ,2799.55,2799.55,2810.0,2770.25,2790.0,2789.65,2784.37,3186,887099480000.0001,,2400,0.7533 +2010-04-30,NESTLEIND,EQ,2789.65,2820.0,2820.0,2751.0,2751.0,2763.1,2789.11,70882,19769794425000.0,,69224,0.9766 +2010-05-03,NESTLEIND,EQ,2763.1,2735.0,2786.0,2735.0,2754.15,2750.65,2750.24,81877,22518105710000.0,,81135,0.9909 +2010-05-04,NESTLEIND,EQ,2750.65,2750.0,2775.0,2723.0,2750.0,2751.35,2752.12,4674,1286340890000.0,,3949,0.8449 +2010-05-05,NESTLEIND,EQ,2751.35,2724.0,2770.0,2724.0,2750.0,2754.3,2741.92,14124,3872683510000.0,,12907,0.9138 +2010-05-06,NESTLEIND,EQ,2754.3,2741.1,2759.9,2740.1,2750.6,2754.2,2748.9,3566,980255969999.9999,,2196,0.6158 +2010-05-07,NESTLEIND,EQ,2754.2,2741.0,2774.95,2720.15,2739.9,2731.55,2749.94,37579,10333987875000.0,,35542,0.9458 +2010-05-10,NESTLEIND,EQ,2731.55,2769.6,2834.95,2725.7,2809.95,2794.55,2774.06,177339,49194925355000.0,,171014,0.9643 +2010-05-11,NESTLEIND,EQ,2794.55,2796.8,2796.8,2745.0,2745.05,2747.6,2753.21,2376,654162815000.0,,1800,0.7576 +2010-05-12,NESTLEIND,EQ,2747.6,2710.0,2795.0,2710.0,2795.0,2790.45,2772.37,2315,641803440000.0,,1604,0.6929000000000001 +2010-05-13,NESTLEIND,EQ,2790.45,2800.0,2830.0,2761.8,2787.0,2790.45,2782.38,7755,2157732689999.9998,,5400,0.6962999999999999 +2010-05-14,NESTLEIND,EQ,2790.45,2763.0,2819.4,2763.0,2815.0,2806.6,2801.65,7030,1969558164999.9998,,5544,0.7886 +2010-05-17,NESTLEIND,EQ,2806.6,2828.95,2860.0,2790.0,2838.0,2852.95,2828.47,5205,1472217950000.0,,2462,0.473 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+2010-08-16,NESTLEIND,EQ,2800.4,2772.35,2827.9,2750.0,2759.8,2763.95,2774.36,11436,3172761130000.0,,8027,0.7019 +2010-08-17,NESTLEIND,EQ,2763.95,2755.3,2782.5,2701.0,2716.15,2727.15,2756.13,28193,7770347340000.001,,23083,0.8187000000000001 +2010-08-18,NESTLEIND,EQ,2727.15,2738.0,2795.0,2730.3,2740.0,2753.35,2755.46,16295,4490026490000.0,,13456,0.8258 +2010-08-19,NESTLEIND,EQ,2753.35,2755.1,2833.05,2755.1,2814.05,2816.5,2798.58,10641,2977964735000.0,,7014,0.6591 +2010-08-20,NESTLEIND,EQ,2816.5,2776.0,2915.0,2776.0,2879.0,2879.95,2894.85,123051,35621440885000.0,,112807,0.9167000000000001 +2010-08-23,NESTLEIND,EQ,2879.95,2851.0,2928.0,2851.0,2910.0,2910.3,2920.74,177521,51849301310000.0,,168175,0.9474 +2010-08-24,NESTLEIND,EQ,2910.3,2909.95,2990.0,2902.0,2945.0,2947.05,2942.64,6949,2044843610000.0002,,4860,0.6994 +2010-08-25,NESTLEIND,EQ,2947.05,2916.0,3000.0,2865.0,2969.8,2966.95,2973.9,13955,4150072660000.0,,9138,0.6548 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+2021-02-05,NESTLEIND,EQ,17074.0,17131.05,17167.2,17003.0,17110.0,17115.75,17073.4,98097,167484975345000.0,20251.0,53189,0.5422 +2021-02-08,NESTLEIND,EQ,17115.75,17180.0,17284.9,17101.15,17192.0,17218.2,17208.48,121607,209267197980000.0,27272.0,64563,0.5309 +2021-02-09,NESTLEIND,EQ,17218.2,17211.0,17510.0,17150.0,17336.2,17318.95,17381.32,121012,210334815035000.0,26632.0,49255,0.40700000000000003 +2021-02-10,NESTLEIND,EQ,17318.95,17340.2,17436.8,17086.5,17215.0,17177.35,17222.24,116576,200769973560000.0,31207.0,57516,0.49340000000000006 +2021-02-11,NESTLEIND,EQ,17177.35,17189.9,17447.45,17150.0,17396.1,17412.25,17344.0,65366,113370801640000.02,14706.0,26401,0.40390000000000004 +2021-02-12,NESTLEIND,EQ,17412.25,17410.1,17519.0,17240.0,17240.0,17294.3,17364.0,54528,94682399765000.0,11361.0,19973,0.3663 +2021-02-15,NESTLEIND,EQ,17294.3,17349.0,17506.75,17258.05,17500.0,17479.85,17447.12,110119,192125893655000.0,22833.0,69077,0.6273 +2021-02-16,NESTLEIND,EQ,17479.85,17555.0,17646.0,17139.1,17200.0,17217.25,17304.64,229774,397615543130000.0,41851.0,99079,0.43119999999999997 +2021-02-17,NESTLEIND,EQ,17217.25,16900.0,16900.0,16350.0,16700.0,16741.2,16637.7,599343,997168825210000.0,97399.0,235546,0.39299999999999996 +2021-02-18,NESTLEIND,EQ,16741.2,16756.0,16900.0,16300.0,16430.0,16364.7,16477.73,251066,413699690615000.0,46881.0,131421,0.5235000000000001 +2021-02-19,NESTLEIND,EQ,16364.7,16430.0,16464.7,16212.95,16430.05,16376.4,16345.82,130275,212945163435000.0,29439.0,52117,0.4001 +2021-02-22,NESTLEIND,EQ,16376.4,16411.05,16530.0,16024.6,16104.0,16096.3,16193.87,214915,348030457155000.0,40927.0,110739,0.5153 +2021-02-23,NESTLEIND,EQ,16096.3,16131.0,16255.0,16002.1,16175.0,16169.95,16126.78,142998,230609710275000.0,25939.0,75388,0.5272 +2021-02-24,NESTLEIND,EQ,16169.95,16283.0,16378.0,16100.0,16375.0,16346.15,16178.23,84342,136450429970000.0,13314.0,53162,0.6303 +2021-02-25,NESTLEIND,EQ,16346.15,16306.0,16373.3,16100.0,16119.85,16113.9,16152.15,185713,299966435335000.0,36318.0,101063,0.5442 +2021-02-26,NESTLEIND,EQ,16113.9,16050.5,16284.4,16003.9,16074.0,16101.6,16114.97,226873,365605219425000.0,44123.0,122225,0.5387 +2021-03-01,NESTLEIND,EQ,16101.6,16236.0,16367.6,16100.0,16301.0,16292.45,16207.66,90718,147032692155000.0,20696.0,43708,0.4818 +2021-03-02,NESTLEIND,EQ,16292.45,16302.0,16620.0,16289.75,16611.0,16576.15,16482.25,123097,202891521190000.0,25127.0,54774,0.445 +2021-03-03,NESTLEIND,EQ,16576.15,16705.0,16720.0,16546.65,16687.05,16699.25,16641.99,92873,154559113925000.0,22390.0,50863,0.5477000000000001 +2021-03-04,NESTLEIND,EQ,16699.25,16656.55,16707.95,16445.0,16679.9,16661.8,16624.52,129981,216087202450000.0,25397.0,66553,0.512 +2021-03-05,NESTLEIND,EQ,16661.8,16516.0,16840.0,16456.0,16780.0,16782.9,16724.89,102741,171833180640000.0,25164.0,47517,0.4625 +2021-03-08,NESTLEIND,EQ,16782.9,16725.05,16900.0,16607.0,16868.9,16852.45,16822.57,91842,154501857300000.0,16770.0,57038,0.621 +2021-03-09,NESTLEIND,EQ,16852.45,16910.2,16949.95,16660.0,16875.0,16910.8,16794.14,92717,155710265940000.0,19365.0,54116,0.5837 +2021-03-10,NESTLEIND,EQ,16910.8,16949.7,17000.0,16785.0,16926.95,16931.45,16897.86,63788,107788099950000.0,15905.0,32874,0.5154 +2021-03-12,NESTLEIND,EQ,16931.45,16977.0,17009.85,16650.0,16684.05,16722.45,16845.94,84914,143045621125000.0,17588.0,51135,0.6022 +2021-03-15,NESTLEIND,EQ,16722.45,16879.85,16879.85,16630.0,16805.0,16833.05,16774.56,68983,115715963780000.0,17746.0,34624,0.5019 +2021-03-16,NESTLEIND,EQ,16833.05,16835.0,17020.0,16695.0,16761.05,16741.95,16815.74,84470,142042573055000.0,22085.0,49005,0.5801 +2021-03-17,NESTLEIND,EQ,16741.95,16790.0,16790.0,16340.05,16467.9,16455.75,16472.71,157173,258906501350000.0,34911.0,93656,0.5959000000000001 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+2021-04-09,NESTLEIND,EQ,17689.9,17611.1,17849.0,17500.0,17635.0,17592.4,17682.05,73944,130748114920000.0,19683.0,24597,0.3326 +2021-04-12,NESTLEIND,EQ,17592.4,17375.15,17620.0,17341.1,17454.2,17501.7,17489.85,57532,100622588600000.0,16220.0,22422,0.3897 +2021-04-13,NESTLEIND,EQ,17501.7,17587.0,17599.95,17040.1,17210.0,17168.85,17247.47,110527,190631109955000.0,20032.0,53794,0.4867 +2021-04-15,NESTLEIND,EQ,17168.85,17325.0,17400.0,16775.0,16935.0,16875.65,16945.04,118314,200483581340000.0,23173.0,65138,0.5506000000000001 +2021-04-16,NESTLEIND,EQ,16875.65,16969.0,17335.0,16862.8,17189.0,17252.1,17121.55,94190,161267835555000.0,19855.0,48397,0.5138 +2021-04-19,NESTLEIND,EQ,17252.1,17201.05,17240.0,16950.0,17051.05,17089.95,17073.85,50938,86970789520000.0,14066.0,21356,0.4193 +2021-04-20,NESTLEIND,EQ,17089.95,17420.0,17420.0,16890.05,17115.0,17095.65,17114.1,103687,177450983695000.0,22331.0,34942,0.337 +2021-04-22,NESTLEIND,EQ,17095.65,17190.0,17190.0,16551.25,16789.9,16790.45,16809.22,204431,343632465980000.0,45222.0,62339,0.3049 +2021-04-23,NESTLEIND,EQ,16790.45,16785.0,16799.3,16605.0,16630.0,16625.7,16669.66,68600,114353833815000.02,18481.0,27117,0.39530000000000004 +2021-04-26,NESTLEIND,EQ,16625.7,16799.05,16895.0,16663.65,16865.3,16870.6,16811.15,152362,256138019430000.03,14294.0,117593,0.7718 +2021-04-27,NESTLEIND,EQ,16870.6,16899.0,16930.0,16750.0,16791.0,16779.0,16808.88,44651,75053329495000.0,14171.0,21944,0.4915 +2021-04-28,NESTLEIND,EQ,16779.0,16775.0,16831.1,16611.0,16616.05,16633.8,16681.89,86876,144925592565000.0,18998.0,54382,0.626 +2021-04-29,NESTLEIND,EQ,16633.8,16679.0,16714.6,16480.0,16510.0,16502.55,16545.14,80207,132703633105000.0,19768.0,40477,0.5047 +2021-04-30,NESTLEIND,EQ,16502.55,16500.0,16569.2,16255.0,16320.2,16309.25,16375.64,97783,160125932830000.0,24063.0,54977,0.5622 diff --git a/Nifty /Nestle India Stock Analysis/Images/Screenshot 2024-07-31 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2024-07-31 225343.png new file mode 100644 index 00000000..6832adc6 Binary files /dev/null and b/Nifty /Nestle India Stock Analysis/Images/Screenshot 2024-07-31 225343.png differ diff --git a/Nifty /Nestle India Stock Analysis/Model/Nestle_India_Stock_Price_Prediction_Using_LSTM,_Linear_Regression,_KNN_and_K_Means_Clustering.ipynb b/Nifty /Nestle India Stock Analysis/Model/Nestle_India_Stock_Price_Prediction_Using_LSTM,_Linear_Regression,_KNN_and_K_Means_Clustering.ipynb new file mode 100644 index 00000000..f8a15e64 --- /dev/null +++ b/Nifty /Nestle India Stock Analysis/Model/Nestle_India_Stock_Price_Prediction_Using_LSTM,_Linear_Regression,_KNN_and_K_Means_Clustering.ipynb @@ -0,0 +1,1595 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "f4QBm1jIvaFs" + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.preprocessing import MinMaxScaler\n", + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.neighbors import KNeighborsRegressor\n", + "from sklearn.metrics import mean_squared_error, r2_score\n", + "from sklearn.cluster import KMeans\n", + "import tensorflow as tf\n", + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import Dense, LSTM" + ] + }, + { + "cell_type": "markdown", + "source": [ + "**Step 1: Load and Inspect the Dataset**\n" + ], + "metadata": { + "id": "cuqecXSOw9db" + } + }, + { + "cell_type": "code", + "source": [ + "# Load dataset\n", + "df = pd.read_csv('/content/NESTLEIND.csv')" + ], + "metadata": { + "id": "V1U0r0i7xASX" + }, + "execution_count": 2, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Display first few rows\n", + "print(df.head())" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "4tRqZDNrxDye", + "outputId": "3a93a82a-39f7-478c-85c8-e87f5f318af9" + }, + "execution_count": 3, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " Date Symbol Series Prev Close Open High Low Last \\\n", + "0 2010-01-08 NESTLEIND EQ 2512.95 2555.00 2575.0 2475.20 2476.0 \n", + "1 2010-01-11 NESTLEIND EQ 2494.65 2401.00 2515.0 2400.00 2500.0 \n", + "2 2010-01-12 NESTLEIND EQ 2498.95 2540.00 2540.0 2471.35 2505.0 \n", + "3 2010-01-13 NESTLEIND EQ 2502.85 2502.85 2540.0 2480.00 2489.8 \n", + "4 2010-01-14 NESTLEIND EQ 2489.35 2535.00 2595.0 2470.00 2560.0 \n", + "\n", + " Close VWAP Volume Turnover Trades Deliverable Volume \\\n", + "0 2494.65 2529.81 648 1.639316e+11 NaN 438 \n", + "1 2498.95 2494.44 825 2.057909e+11 NaN 638 \n", + "2 2502.85 2485.22 68346 1.698549e+13 NaN 67695 \n", + "3 2489.35 2491.94 1032 2.571682e+11 NaN 718 \n", + "4 2568.20 2510.27 330361 8.292956e+13 NaN 329193 \n", + "\n", + " %Deliverble \n", + "0 0.6759 \n", + "1 0.7733 \n", + "2 0.9905 \n", + "3 0.6957 \n", + "4 0.9965 \n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Display basic statistics\n", + "print(df.describe())" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "zxfwP8ezxFZJ", + "outputId": "a9f6a6f0-17f1-42b2-8b53-f0dc98c00f65" + }, + "execution_count": 4, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " Prev Close Open High Low Last \\\n", + "count 2806.000000 2806.000000 2806.000000 2806.000000 2806.000000 \n", + "mean 7507.122933 7518.226960 7604.765289 7425.280114 7511.272024 \n", + "std 4180.468727 4189.232067 4234.100796 4133.100645 4182.250852 \n", + "min 2489.350000 2295.000000 2515.000000 2295.000000 2476.000000 \n", + "25% 4641.150000 4650.000000 4700.012500 4600.000000 4642.250000 \n", + "50% 6120.975000 6118.275000 6200.000000 6036.000000 6117.050000 \n", + "75% 9678.700000 9697.500000 9798.500000 9569.687500 9681.512500 \n", + "max 18732.700000 18844.000000 18844.000000 18520.000000 18720.000000 \n", + "\n", + " Close VWAP Volume Turnover Trades \\\n", + "count 2806.000000 2806.000000 2.806000e+03 2.806000e+03 2456.000000 \n", + "mean 7512.039647 7514.318959 5.449900e+04 5.493844e+13 11043.311075 \n", + "std 4182.705331 4182.857682 6.925583e+04 9.554095e+13 12405.830784 \n", + "min 2489.350000 2485.220000 3.300000e+01 8.376445e+09 63.000000 \n", + "25% 4644.025000 4646.602500 1.670675e+04 8.197608e+12 3400.000000 \n", + "50% 6122.550000 6124.270000 3.285500e+04 1.942007e+13 6352.000000 \n", + "75% 9683.412500 9684.360000 6.691725e+04 5.788988e+13 14116.500000 \n", + "max 18732.700000 18683.520000 1.106746e+06 1.979044e+15 122364.000000 \n", + "\n", + " Deliverable Volume %Deliverble \n", + "count 2806.000000 2806.000000 \n", + "mean 33574.361725 0.662074 \n", + "std 45266.246683 0.162609 \n", + "min 32.000000 0.131000 \n", + "25% 10789.500000 0.548025 \n", + "50% 22019.000000 0.665350 \n", + "75% 41911.500000 0.783675 \n", + "max 929598.000000 0.996500 \n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "df.columns" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "WjHYqTb5xHcn", + "outputId": "b4f010a4-598a-40ca-92fb-edfab7c85632" + }, + "execution_count": 5, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Index(['Date', 'Symbol', 'Series', 'Prev Close', 'Open', 'High', 'Low', 'Last',\n", + " 'Close', 'VWAP', 'Volume', 'Turnover', 'Trades', 'Deliverable Volume',\n", + " '%Deliverble'],\n", + " dtype='object')" + ] + }, + "metadata": {}, + "execution_count": 5 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df.info()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "DtrIOJogxKzN", + "outputId": "1a6421ec-ec41-4ca1-f649-3cca09bb1639" + }, + "execution_count": 6, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "RangeIndex: 2806 entries, 0 to 2805\n", + "Data columns (total 15 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Date 2806 non-null object \n", + " 1 Symbol 2806 non-null object \n", + " 2 Series 2806 non-null object \n", + " 3 Prev Close 2806 non-null float64\n", + " 4 Open 2806 non-null float64\n", + " 5 High 2806 non-null float64\n", + " 6 Low 2806 non-null float64\n", + " 7 Last 2806 non-null float64\n", + " 8 Close 2806 non-null float64\n", + " 9 VWAP 2806 non-null float64\n", + " 10 Volume 2806 non-null int64 \n", + " 11 Turnover 2806 non-null float64\n", + " 12 Trades 2456 non-null float64\n", + " 13 Deliverable Volume 2806 non-null int64 \n", + " 14 %Deliverble 2806 non-null float64\n", + "dtypes: float64(10), int64(2), object(3)\n", + "memory usage: 329.0+ KB\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "df.tail()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 330 + }, + "id": "GS1GbyawxMoj", + "outputId": "c984c4e9-9963-4d64-c543-28efa498f89f" + }, + "execution_count": 7, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Date Symbol Series Prev Close Open High Low \\\n", + "2801 2021-04-26 NESTLEIND EQ 16625.70 16799.05 16895.0 16663.65 \n", + "2802 2021-04-27 NESTLEIND EQ 16870.60 16899.00 16930.0 16750.00 \n", + "2803 2021-04-28 NESTLEIND EQ 16779.00 16775.00 16831.1 16611.00 \n", + "2804 2021-04-29 NESTLEIND EQ 16633.80 16679.00 16714.6 16480.00 \n", + "2805 2021-04-30 NESTLEIND EQ 16502.55 16500.00 16569.2 16255.00 \n", + "\n", + " Last Close VWAP Volume Turnover Trades \\\n", + "2801 16865.30 16870.60 16811.15 152362 2.561380e+14 14294.0 \n", + "2802 16791.00 16779.00 16808.88 44651 7.505333e+13 14171.0 \n", + "2803 16616.05 16633.80 16681.89 86876 1.449256e+14 18998.0 \n", + "2804 16510.00 16502.55 16545.14 80207 1.327036e+14 19768.0 \n", + "2805 16320.20 16309.25 16375.64 97783 1.601259e+14 24063.0 \n", + "\n", + " Deliverable Volume %Deliverble \n", + "2801 117593 0.7718 \n", + "2802 21944 0.4915 \n", + "2803 54382 0.6260 \n", + "2804 40477 0.5047 \n", + "2805 54977 0.5622 " + ], + "text/html": [ + "\n", + "
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DateSymbolSeriesPrev CloseOpenHighLowLastCloseVWAPVolumeTurnoverTradesDeliverable Volume%Deliverble
28012021-04-26NESTLEINDEQ16625.7016799.0516895.016663.6516865.3016870.6016811.151523622.561380e+1414294.01175930.7718
28022021-04-27NESTLEINDEQ16870.6016899.0016930.016750.0016791.0016779.0016808.88446517.505333e+1314171.0219440.4915
28032021-04-28NESTLEINDEQ16779.0016775.0016831.116611.0016616.0516633.8016681.89868761.449256e+1418998.0543820.6260
28042021-04-29NESTLEINDEQ16633.8016679.0016714.616480.0016510.0016502.5516545.14802071.327036e+1419768.0404770.5047
28052021-04-30NESTLEINDEQ16502.5516500.0016569.216255.0016320.2016309.2516375.64977831.601259e+1424063.0549770.5622
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Data Preprocessing for all models\n", + "# Filling missing values (if any)\n", + "df.fillna(method='ffill', inplace=True)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "m6m22QdJxmmp", + "outputId": "fd3d069f-a666-479a-ca26-cc2e0b5a223c" + }, + "execution_count": 11, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + ":3: FutureWarning: DataFrame.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.\n", + " df.fillna(method='ffill', inplace=True)\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "from sklearn.preprocessing import StandardScaler\n", + "X = df[['Open', 'High', 'Low', 'Volume']]\n", + "y = df['Close']\n", + "scaler = StandardScaler()\n", + "X_scaled = scaler.fit_transform(X)" + ], + "metadata": { + "id": "Q3D8QdQpxpfM" + }, + "execution_count": 12, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Select only numeric columns before calculating the correlation\n", + "numeric_df = df.select_dtypes(include=['number'])\n", + "\n", + "# Correlation matrix\n", + "plt.figure(figsize=(10, 8))\n", + "sns.heatmap(numeric_df.corr(), annot=True, cmap='coolwarm')\n", + "plt.title('Correlation Matrix')\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 820 + }, + "id": "PRJbhEz2xrG_", + "outputId": "f123d761-5733-41e1-e0e0-32f2c79d8be6" + }, + "execution_count": 13, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Open Stock Price According to their density\n", + "sns.displot(df[\"Open\"], kind=\"kde\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 523 + }, + "id": "Jq0hDaocxtD2", + "outputId": "940c7f40-e882-4a15-be9c-38cd857851a8" + }, + "execution_count": 14, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 14 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# About The Adj Close , High and low Stock prices\n", + "sns.scatterplot(x=\"Prev Close\",y=\"High\",hue=\"Low\",data=df)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 466 + }, + "id": "2XxzdfmXxv8h", + "outputId": "b68b753d-d75c-48d4-80d8-00ba3f0b5de1" + }, + "execution_count": 15, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 15 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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5eSz7YQ1rl212XMPdw40nX/kPqRfSaNS0AbVDA1GrVbTr3IqvPlpEeINQ9u06yMxPZ+Bp8KiOr+CaqtElBz766CMiIyMJDg5Gq9XSt29f5syZQ9euXQFITU1Fq9ViNBqdzvP39yc1NdUR88eE6XL75bYrxZhMJoqKiip8tmeffZbc3FzHv3Pnzv3r/tZEc+fOpVmzZnh6euLp6Ul0dDS//vqro13mlAkhRM2Tm23i6P7jzJoxj0WfLmXV4t+cEqbLdsXu40zSOdJS0rn3obsZcs8AigpL0GldaNk2ildnP8OH37yJVqvl0L5jTgkTlG3o+8a0D6jbIIyO3duSlZHNI89NIN9UwLD7bmfZD2sYfv/gmyJhgho+0vTRRx+xY8cOli1bRlhYGLGxsUyaNImgoKByI0PXm4uLCy4uLn8deI3ZzGZsFjN2iwWFWo1SrUGp0VTZ/YKDg3nrrbdo0KABdrudr7/+mjvuuIN9+/bRpEkTHn/8cVauXMnixYsxGAxMnjyZIUOGsG1bWX2Oy3PKAgIC2L59OxcvXmTMmDFoNBreeOMN4Pc5ZRMnTmTBggWsX7+eBx54gMDAQGJiYqqsb0IIcTPKzTYxf/YiVv+0AYAJT49hxddrK43ftmE3rm46Rj10Fz9+s5xf/vv7H8aLvlzKwLtvY/j9g/n+q18qPL+01MyJo8lERDUgvGEYP3+3EldXHSF1anPXmIE0bxN5bTtYjWps0lRUVMRzzz3HkiVLGDBgAADNmjUjISGBd999l969exMQEEBpaSk5OTlOo01paWkEBJTN2A8ICGDXrl1O1748EvLHmD+PjqSlpeHp6YleX3MKa1lLSsg7eRyzKddxTGMw4lG3AaoqSuAGDRrk9Pn1119n7ty57Nixg+DgYL744gsWLlxIz549Afjqq69o3LgxO3bsoEOHDqxdu5YjR47w22+/4e/vT4sWLXj11VeZNm0aL730Elqtlnnz5hEeHs57770HQOPGjdm6dSuzZs2SpEkIIf6mc8kpjoQJQKFUOMoCVMRms+Hm7sa55AtOCdNlKxavY8g9A2gd3QyVSsWB+CNcPP+n35kXM2jbqQVHDpzgtxWx3DawK0+Of5GZn72It6/XtetcNauxr+fMZjNms7nc3jcqlcrxP37r1q3RaDSsX7/e0Z6YmMjZs2eJjo4GIDo6moMHD5Kenu6IWbduHZ6enkRGRjpi/niNyzGXr1ET2MzmcgkTgDk3h7xTJ7CZzVX+DFarlUWLFlFQUEB0dPRfzikDKp1TZjKZOHz4sCOmojlll68hhBDi6lgsVlYsch5V2r/zENHd21R6TvuurdG761iyYKXjmEaj5q6xg3hr7nTe+/IVLBYbHbu1wW6zMfrBoTz35mO4uv0+qNAwsi46Vx3z5ywiqlVjzp1OobiohNmvfkpOVm5Ft70hVetIU35+PklJSY7PycnJJCQk4O3tTWhoKN26deOpp55Cr9cTFhbG5s2b+eabb3j//fcBMBgMjB8/nqlTp+Lt7Y2npyePPPII0dHRdOjQAYA+ffoQGRnJvffey8yZM0lNTWX69OlMmjTJ8Xpt4sSJfPzxxzz99NOMGzeODRs28MMPP7By5cryD11NbBZzuYTpMnNuDjaLucpe0x08eJDo6GiKi4txd3dnyZIlREZGkpCQcF3mlNWk0T4hhKjJ7DYbRQXFTsd2xe7j5TlPs33Dbi5lZDu1NW7WgJC6QdSNCGPXlr1A2TYpL7z7BBtWbuWFyW9zeZF983ZNGHb/Hbz65HsEhQbw7BuP8sJjb+NTy4vmbZrwxrMf0q5zS3oP6MIrT5S9OTiZeJp8U0GN2Gz3WqjWpGnPnj306NHD8Xnq1KkAjB07lvnz57No0SKeffZZRo8eTVZWFmFhYbz++utMnDjRcc6sWbNQKpUMHTqUkpISYmJi+OSTTxztKpWKFStW8PDDDxMdHY2bmxtjx47llVdeccSEh4ezcuVKHn/8cWbPnk1wcDCff/55jXo1ZP/TxOny7dYqu3ejRo1ISEggNzeXH3/8kbFjx7J58+a/PlEIIcR1pVKr6NavI7ti99KifVNihvZApVKhVCh4bc6zbFqzjW3rd6N10TDw7tto2SGK9IuZeHkbaN2xBYmHTzLw7tvYvHo7W3/b6XTt/bsOU1pcyuiH7uL/3v2a5KSzDBrWh7vuHYQduO8/w9ny2w5efGwmpaVlbz8UCgVKVY19qfW3VWvS1L17d65UJiogIICvvvrqitfQ6XTMmTOn0gKZAGFhYaxateovn2XfvorLvdcECvWV/6dSqFVVdm+tVkv9+vWBsleiu3fvZvbs2QwfPvyWmlMmhBA1XXpKBhqtmvsfGwFKBR+++hn5pgIA6jcO59mZj9G4WUMaNqlLZkYWRYXFbN+0m6ULf+XNuc+z7PvVtO3Ukpcfe7fC6x89cIJRDw1FoVCwcdVWXnjvCVx0Lkwc9iR5ufnl4tt1aYXBeONU/P4rN0/6d5NTqjVoDMYK2zQGI0p11a2g+zObzUZJScktNadMCCFqmpxLOWSkXiI7MwcAq9XGppXbWfrNKgLDAvj8/e8cCRNARLMGpF5I58zJ8yxd8CulRaVotGqatmhEy/ZRzH1nPm/Ne8Fp7nBFcrNNuOi0lJSU4u7hirevkQmP31suztvXyORnx+Pm4XrN+15dauzqOeFMqdHgUbcBeadOYM7NcRy/vHququYzPfvss/Tr14/Q0FDy8vJYuHAhmzZtYs2aNbfUnDIhhKgp8nLzObjnKF9/9D3nk1MIDPHnnkl30axNJAk7D9J/eG9W/7yBEQ8MRuviwrGDJwgOC0TrouH5iW84rvPj/OU0axvJHSP70bJtFDZsvPnsbF6d/QxKpbLSxMlg9KCkuJTuMZ3w9fdFo1HTc0AXmrRoxPLFa0m/mEl09za06dSCgCC/6/W1XBeSNN1AVC4ueNZv9L86TVYUalWV12lKT09nzJgxXLx4EYPBQLNmzVizZg233XYbcOvMKRNCiOsl31RAXm4+dpsdN09Xpw1tzaVmNizfwv/N/MYp/tSxM/gF+vLQs/ehVqvJMxWwceVWigqKaN25OV1u68CUe6aXu9eB3Udo1iaSfXGHaN+9Fb5+3pw5dZ5OPduy5U9zmqDsFd+5MykYvDwZPKofGk1ZGuHm7krdRnV49PkHsVqtqP9iSsmNqsbsPXeju9LeNbIHWvWQ710IcSOx2+2cT07h/976mgO7jgBQN6IO/5l+P+ENQ9FoNaSlZPD+C/PofXtX9K469K46PL08WPDJjyTsPMQ7X7/Egrk/Erdxj+O6Hbq3xuDtyeqfN1R434Dafjz5+iQO7z1GUJ1AXn96Fu989iI/fLWMnZvjHXERUQ24/7GRbN+4iztG9iM0vHbVfiHXyU2z95wQQghxvRUWFFFoKsQOuLnrcb1Oc3LSUzKZdt8rTvOQTh07zTP3v8oHi14ntF5tSopL6NizDV/PXkTO//aLa92pOQNH9iEgxJ9L6dlOCROAzlVHnqlsknZAbT+69e2Im4crycfPsnXdDvJM+WSkZrJjczx3172deyfezatPvcdrHz3L7SNiKCkuoXZoIPl5+Zw7c5GGkfXw9fO+Lt9JTSNJkxBCCEHZSE/q2TQWffQT+7cdAqBp+8aMfOwuAsMCyhVbvtb33rZup1PCdJnFbGHxF78wecYDnEk6z2czv3U6b8/WBC6cuchz7z/OLwvLV/Q+eTSZ/sNuo2nLxri56Vm/bAu52SYimjXglY+fYW/cAY7sS+To/uO8MuVd7rx3AK99+CxvP/8RIeG1GTV+CEsWrmL/7sOM+c8w2nZq4VTY8lYiSZMQQggBZF68xKsPzqTAVOg4dnDHEU4cmMkr3zyPf3CtKrt3cVEJe7cfrLT98N5Esi/l8PXsRRW2XzyXRr6pAI22/BzXc8kpREQ1YO3PG1n/S+zv55xNY9u6nbz+2fO8/dxHjuNLv1tFnzu68/zMxykuLMZmtzPqwSGMe3QU3r7Gf97Jm4CUHBBCCHHLs1qtbF0Z55QwXVZcWMzGJbFYzFcuMvxvaLRqfPwr36PN6GPAarGSej690pj9Ow/StU+HcsfVahWF+YVOCdNlpSVmvnhvAT36d3Ics9vtnE2+gEqpwsPgQUidIIJCAm75hAkkaRJCCCEoKijmQNzhStsPxB2mML+oyu6vVqsZOKJPpe13jRuE1kWL/gqvxfxr++Fp9KBrjHONu9B6wRw/eLLS847tP0G9RuFOx4oKili2YA1ubno8DO5X2Yubn7yeE0IIcctTa1S4G9wqbXc3uKHWVO2vzKAQf8Y/eQ9fvrfAabeMfsN6EdmyEe4ergwa0Ycfvvil3LlaFw1NWkZwMvE0jZs3pE3nFhzZl0hxcTGRLSLgb6yT12jU1G8cTvO2TfAN8LkWXbtpSNIkhBDilqfT6+g36rZKR5v639MHV/eqnfzs5ulGnzu70bZrC47sO4651EzT1hF4+Rpx9yxL6AaO7MOp42fZs2UfRh8DHXq0wdPoTsfebbFarZw9eZ6M1Et0jYkmvGEoVouNsHrBV5y43axdJEf2Jzo+/+e58XgaPfD1vzVXyF2JJE1CCCEEENIgmD4jerJ2kXM9o253dKZuZJ3r8gx6Nz16Nz1BoQEVtnvX8mLS9PspLhzNhbMXWfXDb5w8loxKraZlh6a069aK/bsO88aTH1CQ9/v8rIHD+zDjoyd55RHnPeXcPFy5Z/LdfP/lUvoO6cmgETH4BdbC4OVRpf28UUlxy2tEilvWPPK9CyH+rgJTAdkZOSRsPYgdOy06ReFVy+uKr+6qUnFhMdmXcjl1NJnwiDpYzBaOHzrJiaPJLF+4xhHn6+/NA0/ei4fBjeOHTuIfVAuz2cI3H31PZloWAC98MBWdXsevi9djyjbRqFkDonu1Ra1WgQI2Ld+K1kXLXeMH4eZRPf2tDlLcUgghhPgH3DzdcPN0I7he9VS7ttlsFOQVolKVJTKxv8Yx942vePLNSVjMFl6b8j5PvPEf3n9hnuMcL18jj700gU9e/5K0CxmO4/61azHl5Yd47/lPyL6Uy8/frGLCU/fQqXc71Fo1AcF+pF/IYPXi9RzcfdQxj6r34G63VNL0d8jqOfGXLly4wD333IOPjw96vZ6oqCj27Pm94qzdbmfGjBkEBgai1+vp3bs3J06ccLpGVlYWo0ePxtPTE6PRyPjx48nPz3eKOXDgAF26dEGn0xESEsLMmTOvS/+EEKI62Ww2MtOyOHXsDKeOJHNg12EWfvIj++MOYbPZCKhdi6BQf3bHJnD3+NuJ33YAgObtmzD1tYd5YdZUCvOL8PlTle60CxnMn72IofcNAiDnUi6H9iYS0aIBq/67lmfve5WZT33EgV1HnCaeJx5Mun6dv8FI0nSDsZSUUJJjoijjEiW5JiwlJVV6v+zsbDp16oRGo+HXX3/lyJEjvPfee3h5/V5PZObMmXz44YfMmzePnTt34ubmRkxMDMXFxY6Y0aNHc/jwYdatW8eKFSuIjY1lwoQJjnaTyUSfPn0ICwsjPj6ed955h5deeolPP/20SvsnhBDVKd9UwNY1O3jhwTdIOnKKC2fTSDxwEr+gWujddORl5/Hg0/fi6uZKy45RRLWJpLSklEdmPEBks4Z89f5CnhrzEp/N/JY2nVsw/onRTtdPTjxD7TqBADSKqk9U68akX8h0TDSviFarrfJ+36jk9dwNxJxfyMVtuylMSXMccw3yJ7BTWzTuVbM30ttvv01ISAhfffWV41h4+O/1POx2Ox988AHTp0/njjvuAOCbb77B39+fpUuXMmLECI4ePcrq1avZvXs3bdq0AeCjjz6if//+vPvuuwQFBbFgwQJKS0v58ssv0Wq1NGnShISEBN5//32n5EoIIW4mx/af4MMZn/HKp8+QlZGDi05L607NMJeaKSosplXn5rh5uDL3jS85dewsj77yIO27t2btTxv47Q/FKrMzc/j2ox8YPKYfXWI6sGXNDkebudSM1kXD3eMG8d0nixk4PIaI5g04tv9EuedRqpTUv06T3m9EMtJ0g7CUlJRLmAAKU9K4uG13lY04LVu2jDZt2nD33Xfj5+dHy5Yt+eyzzxztycnJpKam0rt3b8cxg8FA+/btiYuLAyAuLg6j0ehImAB69+6NUqlk586djpiuXbs6/YUTExNDYmIi2dnZVdI3IYSoTjmXcvn6g0U8+sqDnE48yxfvfsfrj73PW0/O5vDeYwSFBnDh9EXmz/ov3Qd05qm3J2MweuLmrqdt15b0ubM7LjrnUaGVi36ja9/fi1sqVUo8PN2Y+dWL2LHz4JNjiGzZiP9MH4dbBX9sP/TMWIy+hqru+g1LRppuENaiknIJ02WFKWlYi0pQu7hc8/ueOnWKuXPnMnXqVJ577jl2797No48+ilarZezYsaSmpgLg7+/vdJ6/v7+jLTU1FT8/P6d2tVqNt7e3U8wfR7D+eM3U1FSn14FCCHEzMJea8Qvy5VJ6Nl9/8PueckUFxSz5ehUXzqRy76PDcfd0I27dblp1ac789xeSfPwsKrWKdt1b8dz7U5j1wv+RcynXcU2rxea4Vu/bu1Ir0JfaYYFO9w6uG8T7i15l65qd7N95iFpBtRgwvDcBwf7o9LLauDKSNN0gbOaK3z1fbfs/vq/NRps2bXjjjTcAaNmyJYcOHWLevHmMHTu2Su4phBA3ikupWRzdd5z92w7iV7sWnfq1x9vPC53rlROP3CwTNpuN2+7szocvVjx3c9emvYycOIRvP/yBUf8ZyttPzsZmK5uwbbVYifttN6eOnuaBp+7h3WfmOM5Ta1To9C7cdmd32nZpWWE1cKVSiX9tP4bcP5ABI29DrdGUlR4QVyRJ0w1CqSm/c/Xfaf+nAgMDiYyMdDrWuHFjfvrpJwACAsoKsKWlpREY+PtfMmlpabRo0cIRk57uvMmkxWIhKyvLcX5AQABpac4jaZc/X44RQoiaJO1cOq9NfJeczLJRHqVKSerZNAaO7YuLTouLXodXLQNK5e8zYYoLi0k9n07OpVyKCorxqmW84p52KWdS6dSnPb9896sjYXJ6hgsZFOYV4l+7FmkXMgirH0KtAB+eefcx9Hodudkm3I2V7x2nUChkZOlvkDlNNwiV3gXXIP8K21yD/FHpr/2rOYBOnTqRmJjodOz48eOEhYUBZZPCAwICWL9+vaPdZDKxc+dOoqPL3qtHR0eTk5NDfHy8I2bDhg3YbDbat2/viImNjcX8hxGzdevW0ahRI3k1J4SocQrzi/jmvUWOhEmtUfOfVx/A1eDGKxNm8uSwGTw/9lU2LIklLyefooJi0lMyyUi9xJnEc3z2+rfs3XIAjfbKf/Dq3fQE1wmscNL2ZYkHkgirH4LRx8CTb/0Hm81OrQAfziVfIKJFQwxGqe59rchI0w1C7eJCYKe2Fa+e69y2SuYzATz++ON07NiRN954g2HDhrFr1y4+/fRTRykAhULBlClTeO2112jQoAHh4eG88MILBAUFMXjwYKBsZKpv3748+OCDzJs3D7PZzOTJkxkxYgRBQUEAjBo1ipdffpnx48czbdo0Dh06xOzZs5k1a1aV9EsIIf6NvJx8Du444vg8aGxfNi/fSsL2Q45jpqw8ln61irqRdfj5q5Xs2rQXm9VG3Ygwxk0bjc5VC3Y7Tds05tCeo+XuYfD2xOjtSVJqFp5GD8e8pT/z9vOi+4BOKJRKko+fJaJZA3S6stdzKpW8cruWZKTpBqJxdyWoewfC7+xL2MBehN/Zl6DuHdC4VU25AYC2bduyZMkS/vvf/9K0aVNeffVVPvjgA0aP/r0WyNNPP80jjzzChAkTaNu2Lfn5+axevdpp65IFCxYQERFBr1696N+/P507d3aqwWQwGFi7di3Jycm0bt2aJ554ghkzZki5ASFEjWSzWh0FIZUqJeGNw5wSpsvGTB3O2098xI71e7BZyyZonzp2hvnv/xer1c5rj87i3keGERDsvFjG1V3PpBnjsVptHN2XSM/bu1T6LJ1ua0/SkWQ0WhWtOzYjMMQfr1pGSZiqgOw9d43I3nM1j3zvQoiqknMpl9cnvkfq2TQ8vTwY/MAAvpq50Cmmdngg3QZ1Yv6sReXOH/P4cDYt38bZpPMYfQ089e5kci7lcuLgKXz8vfALrIXNZkPn5oLBy5Os9Gx+/HK504iUQqHg/idGERDij9HbE29fI74BPlXe95uN7D0nhBBCVCG9q45H33qIi6dTOXkkGU+v8r9sQ+rV5mglc5ECQ/w5m3QegJzMXJ6/73WatYuk95BuuOhc0Lvp2LlhD/u2H8KUnUfMsJ7cP3UURYXFHN13HK2LhmbtmpBxMZOQOoFo9S741JL5n1VNkiYhhBDib0i/kMHPny5j12/x2Gx2ojpE0r53GyLbRHBkzzFHXHFhMUY/Y4XX8PH3RqFQOO35dmDXEQ7sKpsnNe6p0WhdXEg5U1bL7qfPl/PT58vRuep4/cvnmPX8XJq1a0KDJnXxqlXxPcS1J3OahBBCiKuUmXqJ1ya8Q9ya3VitNux2OwfiDvP2pFnc98RIPL1+X6l2aPcx2nVvVeF1NBo1zdpHVtimVCoIDg9E51p+gY+3n5HD8cdo2roxOlcXSZiuMxlpEkIIIa6C3W4nflMCuZdM5dqKC0vYsGQzr309nQJTAVkZ2ZSWmnE3uDN26gi+mfW906iSudTMXQ/czpkT58j50/VGTb6LxP1JlBSXOh33MLrz0HNjOX86hV6Du6GrolIzonKSNAkhhBBXobiwmL2x+yttP7D9MLXDA1kw+0fCI8PoP+o2zCVmsNl58+vpJMQdpqS4hAZNwrHabJhLzTz03H2cS07hxKGTGL0NtO7SnF0b99K1fzR27HjVMpKekkmDJuHUaRQK2NFow/A0uuPla7xufRdlqvX1XGxsLIMGDSIoKAiFQsHSpUvLxRw9epTbb78dg8GAm5sbbdu25ezZs4724uJiJk2ahI+PD+7u7gwdOrRcZemzZ88yYMAAXF1d8fPz46mnnsJisTjFbNq0iVatWuHi4kL9+vWZP39+VXRZCCHEDUqtVuPm6VZpu5uHK9mXciktKSVx3wk+eu5TSkvN1A4P4sUH3mbHut0c2nmEj6Z/zo+fLiM/r5DU8+ns3hSP3lVHVkY2Hzw3j8CwAIqLiln61Spq1wnk9ntjiGjRAHdPN1zdXanTKBQff+/r2HNxWbUmTQUFBTRv3pw5c+ZU2H7y5Ek6d+5MREQEmzZt4sCBA7zwwgtOy8cff/xxli9fzuLFi9m8eTMpKSkMGTLE0W61WhkwYAClpaVs376dr7/+mvnz5zNjxgxHTHJyMgMGDKBHjx4kJCQwZcoUHnjgAdasWVN1nRdCCFEjFRUUk5lyifTzGeRl5zuOa1w0xAzvWel5Hfu1Z9f633c+sFqtYLdRmF+IxWzh3MkLnDp6htKSUhK2HeRM4jkCgmsx7KE7ada+CdG92/Lyp8/QulMUweFBjJ82mqK8Qh4ZOI1nRr2MzWrDu5YX2r+oIi6qTo2p06RQKFiyZImjijTAiBEj0Gg0fPvttxWek5ubS61atVi4cCF33XUXAMeOHaNx48bExcXRoUMHfv31VwYOHEhKSgr+/mXbkMybN49p06aRkZGBVqtl2rRprFy5kkOHDjndOycnh9WrV1d475KSEkpKShyfTSYTISEhUqepBpHvXQjxd6Wfz+Cnj5dyKO4Idrud2vWCuOeZkXj5GbFZbVgtVlZ8u4YNP212Oq95x6a079OWvVv24+ruSmlxKQV5BfQZ3pOs9BzmvvxlhferHR7If14eT3ZaFqacAtw9XVk5fw0PzBjLL1+vIm7tbgBuv68fd0+4A5VsqnvN3RR1mmw2GytXruTpp58mJiaGffv2ER4ezrPPPutIrOLj4zGbzfTu3dtxXkREBKGhoY6kKS4ujqioKEfCBBATE8PDDz/M4cOHadmyJXFxcU7XuBwzZcqUSp/vzTff5OWXX76mfRZCCFF9stKymPXIR46J3gqFgg792nLqyGm2zNyOKTuPBs3q0Wd4T1p1bc7BHYdRKpW06BSFSqMi5dRFFIAC6DWkK1qdFgA3D7dy5QUus1qsnDyUzPx3FqJUKXn582fIy8rjdOIZR8JUN7IOfe7qIQlTDVBjk6b09HTy8/N56623eO2113j77bdZvXo1Q4YMYePGjXTr1o3U1FS0Wi1Go9HpXH9/f1JTy2pbpKamOiVMl9svt10pxmQyUVRUhF6vL/d8zz77LFOnTnV8vjzSJIQQ4sZ0LP6E08q4XiO6cyrxLNtW7XAcy7x4iT0b9/Kf1x5EpVLSoEldDD4GPn7u/zh/MsURt/mXrfQc0pWIVg0JqhtI3+G9+HXRb073U6qUDJs4mCVfrEChVPDQ9PtY9fUaBt7fD6VSSf9Rt9GqSzMCwwLx8jVU/Rcg/lKNrdNks5Xt0XPHHXfw+OOP06JFC5555hkGDhzIvHnzqvnpwMXFBU9PT6d/N6u8vDymTJlCWFgYer2ejh07snv3bke73W5nxowZBAYGotfr6d27NydOOFfBzcrKYvTo0Xh6emI0Ghk/fjz5+flOMQcOHKBLly7odDpCQkKYOXPmdemfEELYrDYObvt9ioZSpaRes3pOCdNl5lILy75aRfOOUZzYfZzNv2xxSpgu2/BzLCq1ii/e+JY+d/fgwefGUC+yDl61jLTp1oKXPp1GUX4RXfpHM23WYxzZeZTa9WrTvGNTOveP5p4pw4hsHSEJUw1SY5MmX19f1Go1kZHOxb8aN27sWD0XEBBAaWkpOTk5TjFpaWkEBAQ4Yv68mu7y57+K8fT0rHCUqTqZC4spSM8m92waBRnZmAuLq/yeDzzwAOvWrePbb7/l4MGD9OnTh969e3PhwgUAZs6cyYcffsi8efPYuXMnbm5uxMTEUFz8+7ONHj2aw4cPs27dOlasWEFsbKzTZrwmk4k+ffoQFhZGfHw877zzDi+99JLTpr5CCFFVlCol3v6/b0PiH+rH6WNnKo1PPnoGd4M7IZFhbK0gsbrswPZDuHu6cSE5hbPHz9GqUzMG39cfXz9vfvlyJU3aRNCoeQPMxaW06dmKjPMZKFU19lfzLa/Gvp7TarW0bduWxMREp+PHjx8nLCwMgNatW6PRaFi/fj1Dhw4FIDExkbNnzxIdHQ1AdHQ0r7/+Ounp6fj5le0ivW7dOjw9PR0JWXR0NKtWrXK6z7p16xzXqCmKc/I58tMmsk6cdxzzbhBC5NBu6IzuVXLPoqIifvrpJ3755Re6du0KwEsvvcTy5cuZO3cur776Kh988AHTp0/njjvuAOCbb77B39+fpUuXMmLECI4ePcrq1avZvXs3bdq0AeCjjz6if//+vPvuuwQFBbFgwQJKS0v58ssv0Wq1NGnShISEBN5//32n5EoIIapKxwEd2PhjLAB2m/0v5xCVFJWg99CXK0L55xi1Rs2hnUeIGd6TXxf+xoXkizRtE0FEiwa89dD7FOYVOuK7De6MexX9PBf/XrWms/n5+SQkJJCQkACULf1PSEhwjCQ99dRTfP/993z22WckJSXx8ccfs3z5cv7zn/8AYDAYGD9+PFOnTmXjxo3Ex8dz//33Ex0dTYcOHQDo06cPkZGR3Hvvvezfv581a9Ywffp0Jk2ahItLWTXViRMncurUKZ5++mmOHTvGJ598wg8//MDjjz9+/b+USpgLi8slTABZJ85x5KfNVTbiZLFYsFqt5Vaf6fV6tm7dSnJyMqmpqU4T6Q0GA+3btycuLg6AuLg4jEajI2EC6N27N0qlkp07dzpiunbtilardcTExMSQmJhIdnZ2lfRNCCEAivKLKCkswSfQm1FPDkOhVJB2Np2whiEoFIoKz4lo1ZDEfSdw89ATVcl2KABN2jXm1JFkPIweFBeVUrdxHZpHN8VqtvDlK984JUx+wbXod28ftC5SUqCmqtaRpj179tCjRw/H58sTq8eOHcv8+fO58847mTdvHm+++SaPPvoojRo14qeffqJz586Oc2bNmoVSqWTo0KGUlJQQExPDJ5984mhXqVSsWLGChx9+mOjoaNzc3Bg7diyvvPKKIyY8PJyVK1fy+OOPM3v2bIKDg/n888+JiYm5Dt/C1SnNLyqXMF2WdeIcpflFaFyv/bJ6Dw8PoqOjefXVV2ncuDH+/v7897//JS4ujvr16zsm01c0kf6PE+0vj/Jdplar8fb2dooJDw8vd43LbV5esnu3EOLaykrL5mDcYXat3YPWRUOPu7rRtGMkL7Z6jqQDp7Db7Qx96HZ+nPeL03lunq70v6cPn78yn+53dGHQff04tOsoJUUlTnGhDYNBAVnpObTp3pJLqZf4euZCAHrf3Z3nPnuSnWv3kJtlok2PloQ3qYO3n/ysq8mqNWnq3r17hUsw/2jcuHGMGzeu0nadTsecOXMqLZAJEBYWVu71W0XPsm/fvis/cDWyXGH492ra/41vv/2WcePGUbt2bVQqFa1atWLkyJHEx8f/9clCCFEDZaVlMevRj8m8eMlx7Fj8cZp1jmL0k8Pp2L89VosVs9nC1Pcns3VlHKYsE/Wj6tKyS3NOJ56hx9CunDt+AaVayQufPc2Kb1aTsPUgOlcXomPa0aBZPea9/CX3Th1Odno2Hz1TNkezVpAvzaKbElgngBFT7sJut1c6oiVqlho7p0k4U+u0/6r936hXrx6bN2+moKAAk8lEYGAgw4cPp27duo7J9GlpaQQGBjrOSUtLo0WLFkDZRPv09HSna1osFrKysv7WhH0hhLgWrBYrsb9sc0qYLjuw9SA97+qGp7cHBaYCLqVmUbtuIAPHxFCQV4il1MKSz5aTl5NPRMsG9L+3DyWFxeRmmTD6GJj28RRQwPGEJE4ePc2Utx/mdOI56kSEMXPxK1gsVlzd9Rj/sCJOEqYbh0zRv0Fo3fV4N6i4DpR3gxC07lW/ys/NzY3AwECys7NZs2YNd9xxB+Hh4QQEBLB+/XpHnMlkYufOnU6T8XNycpxGpjZs2IDNZqN9+/aOmNjYWMxmsyNm3bp1NGrUSF7NCSGuqaz0bHb8uqvS9i3LtlGYV8i5kynE/bqL9x/7mH2xB9i7eT+znpjDkd3HOHfiPOt+2Mj7j3+MzWZn40+xhDUK4ZXxb/N/L35F3cZ1OHngFBt+jqXDbW3wqmXEL7gWQXUCnBImcWORpOkGoXHVETm0W7nE6fLquaqYz3TZmjVrWL16NcnJyaxbt44ePXoQERHB/fffj0KhYMqUKbz22mssW7aMgwcPMmbMGIKCghyV2xs3bkzfvn158MEH2bVrF9u2bWPy5MmMGDGCoKAgAEaNGoVWq2X8+PEcPnyY77//ntmzZzsVEBVCiH/LlGXizLGzV5wa4uXnxbG9x3n/sY84e/wcKpWSOpFhrP9xU7nY4sJifl24joAwP3LScwhrFMJdE+/ARa9l3HP3MH76GNlc9yYir+duIDqjO1Eje1GaX4SluBS1TovWXV+lCROU7fH37LPPcv78eby9vRk6dCivv/46Gk3ZCo+nn36agoICJkyYQE5ODp07d2b16tVOK+4WLFjA5MmT6dWrl2Pi/ocffuhoNxgMrF27lkmTJtG6dWt8fX2ZMWOGlBsQQlxT6eczid+wj6iOTdm2Iq7CmHZ9WjP7ibmOz7XrBXHqUHKl1zwWf5yeQ7qx7ItVPDBjDCgU+NX2RVfFP5vF9SdJ0w1G46qr8iTpz4YNG8awYcMqbVcoFLzyyitOKxL/zNvbm4ULF17xPs2aNWPLli3/+DmFEOKvHNpxmP1bDzJp5kMcijvstG0KQMMW9QEF2Rk5f/vaxYXF6Fx1+AXXujYPK2ocSZqEEELcMtw8XLFZbSx853vueXoEx+KPc2TXMTQuGtr0akXLrs2wWm1O51w4dZHBEwZVes2I1g05fewMzTo2daoqLm4+MqdJCCHETcFcaiYvO4+i/KJKY6I6NgXgUmoWc6Z9yoVTF2ndsyWR7SIoyi/iTOI5FAoFEa0bOs6xWqwci0+k2x2dyl1P56qj36jb2LNhH7cN74FaI2MRNzOF/a8KJYmrYjKZMBgM5Obmltu8t7i4mOTkZMLDw8tV1hZVR753IW4NFrOFrItZbF68mVMHkvHw9qDnyJ6ENArGzeDmFJuTmcue9Xv58eMlTsf9Q/wY8+xo8nPzKSoopna9ID6YOoeczFxHzNCJtxNUL4j1izeRl5NH/aZ1adm1OUfjE+kysCO1avuiVMpYxI3mSr+//0xSYiGEEDe0i6cu8smUuVjMFgAyL2TyxcEv6DasG71G9UTvrsdms1GYV8jpI2fISsti8jsPcSLhFLmZOdRvXh+tTsO85z4jP7eAph0i8fIz8PDrD5CVlsWxvSfwC65Fy67N8PbzolGLBpSWlILdjtVqo35UXVz0LtX8LYjrQZImIYQQN5zcS7nkZxegVCn4adbPjoTpjzb/sJl2/dpSmF/E3o372L/1EHp3PX3v6Y1ao6ZB87qoNGpUKiU56Tmo1CpUahWHdhyhTe9W+Ab54O3vzZinRzpdV6PVoHeT0etbkSRNQgghbigXT13kixe+IutiFve9NIYLSRcqjT114BRpKRkYfY00btsIc6kZU6YJo7+RhNgDpJ5NJ7pvW+o1rcu45++hKL8YG3aO7j1OeOMwEvedoH5U3evYO1GTSdIkhBDihpGdns0nU+dSYCosO/AXW5AolUqC69XmyI6jeAd607Ffe1KSU3nnPx9gt9kZeH8/8tJzmfvIx9j+t2rOxdWFgZNux2a1E9wguKq7JG4gMmNNCCHEDSMlKeX3hAlIOZlCaOPQCmMVCgWevgbmv/ItO9fs5tf5azifdIFv3lqI3WbHN8gHvwBvtv24xZEwAZQUlrDk/Z+wWSxSQkA4kaRJCCHEDSP1tPPG3nvWxTPgwf64uJafiN1zdE/iN+51bJmiUChAoXCUJIju2449v+6u8D42q42DsQfx9PK4xj0QNzJ5PSeEEOKGEVQv0PHfLq4uDHnkTvZvOci9M+7h2M5jnEs8j6evJ53u6ITdZiOsJBTfQF9Wf7sWi9mC3fZ7lR2Dj4Hs1KxK75VxNh2rxSq1l4SDjDSJK4qNjWXQoEEEBQWhUChYunSpo81sNjNt2jSioqJwc3MjKCiIMWPGkJKS4nSNrKwsRo8ejaenJ0ajkfHjx5Ofn+8Uc+DAAbp06YJOpyMkJISZM2eWe5bFixcTERGBTqcjKiqKVatWVUmfhRA1V2B4IB7eZaM/fe+LYe0369jy0xY+nfY5+XmFDJ58B36BPvzw2gK+ff4rFr3yHSmHzjD+xbGO1XFanRaAjJRM/EL9Kr1XaGSYJEzCiSRNN5ji/CKyL1wiLekC2SmXKL5C5dtroaCggObNmzNnzpxybYWFhezdu5cXXniBvXv38vPPP5OYmMjtt9/uFDd69GgOHz7MunXrWLFiBbGxsU4b8ZpMJvr06UNYWBjx8fG88847vPTSS3z66aeOmO3btzNy5EjGjx/Pvn37GDx4MIMHD+bQoUNV13khRI1j9DMy6f2HCW4YjE+QD2ePnQXAbrcT0boh37+6gLgl2yguKHacc/pgMke3HKLdbW3YviKOgeP6ARC3ehftBnWo8D4aFw1Nu0RVfYfEDUUqgl8j16MieP4lExv+byXnDvy+23ZIs3B6PjQAd58rVzG9FhQKBUuWLGHw4MGVxuzevZt27dpx5swZQkNDOXr0KJGRkezevZs2bdoAsHr1avr378/58+cJCgpi7ty5PP/886SmpqLVlv0F+Mwzz7B06VKOHTsGwPDhwykoKGDFihWOe3Xo0IEWLVowb968Cp9FKoILcXMpzCukILcQFKDWqEg+eJrvXl8AgFanZdTTw/lp5g8VnqtUKRkybRj/9/wXjHhiGF7+Xmz4cTMh9WtTO9Sf3+avpfB/E8x9avtw19PDCawXiEqlum79E9VDKoLfhIrzi8olTADnDiSz4f9W0ufRwejc9dX0dL/Lzc1FoVBgNBoBiIuLw2g0OhImgN69e6NUKtm5cyd33nkncXFxdO3a1ZEwAcTExPD222+TnZ2Nl5cXcXFxTJ061eleMTExTq8LhRA1j6XUQlFeIQqlAjeDG4p/uM1I2tl0fpz1I6f+9zOwYesGdB/e3dHu6qEnLyuv0vNtVhtKhZJBD/RHqVTw3ZsLeOC18Wi0aty9PKjboh6lhSUoVUpcPd0crwCF+CNJmm4QRbmF5RKmy84dSKYot7Dak6bi4mKmTZvGyJEjHdl6amoqfn7OcwbUajXe3t6kpqY6YsLDw51i/P39HW1eXl6kpqY6jv0x5vI1hBA1i91uJyc1m11Lt3Ni5zHULhpa9m1DZNcoPP7myHhWahZzHpvjVGoAyka/Db4GcjNzyc8pwOhnrPQaWp0WDx8PDn53mNNHzuBucKO0qASDtwd6vQv6GvBHp6j5ZE7TDaK0qPhftVc1s9nMsGHDsNvtzJ07t1qfRQhR9Qpy87l0IZOsi5ccS/j/KCc1m6+f/JSENXsoyMknNy2bTV+v4+c3F5GXZfpb9zqy46hTwuQb7EuvUb3IvJDJsCfuwljLULZpb3oOAXUDK7xGq35tWfPdb5w+cgaAQRMGUrtebXyDfCVhEldNRppuEFr9lefk/FV7VbqcMJ05c4YNGzY4vRMOCAggPT3dKd5isZCVlUVAQIAjJi3NufbK5c9/FXO5XQhxfVjNFi6eusiqj5eRllw20hsWVYd+Dw/CN6QWCoUCc6mZHT9toaSg/B9zqUkppJ1KxcP76kab8nMLSNyTSPNuzWjZowUaFw3uRne+eP5L7n7ybn78aAkx98Wg1Wspyi9iyFN389uXazix5zh2ux2Ni4a2A9vjVduHld+tJSDMn9snDCQ0IhRPeQUn/iZJmm4QeoMrIc3CK3xFF9IsHL3BtRqe6veE6cSJE2zcuBEfHx+n9ujoaHJycoiPj6d169YAbNiwAZvNRvv27R0xzz//PGazGY1GA8C6deto1KgRXl5ejpj169czZcoUx7XXrVtHdHT0deilEOKyrItZfD3tC2wWq+PYmYOnmf/UZzww+z94BXhRnFfE8Z3HKr3GoQ0J1G1VH+VfzG/Kzcxl65KtdLy9Iyfij7Po7UUMe3IYP876CVNWHnHLd9BzeA8WvfcDKrUKnasOi9lC//v70v2eXpQUFuPq6UbmxUyUKhVPf/YESqUS7wBvXGV0SfwDkjTdIHTueno+NKDS1XNVNZ8pPz+fpKQkx+fk5GQSEhLw9vYmMDCQu+66i71797JixQqsVqtjjpG3tzdarZbGjRvTt29fHnzwQebNm4fZbGby5MmMGDGCoKAgAEaNGsXLL7/M+PHjmTZtGocOHWL27NnMmjXLcd/HHnuMbt268d577zFgwAAWLVrEnj17nMoSCCGqlrm4lK2LY50SpsuKC4o5vOUgnYZ2BoUCtbryXy8aF01Zde4rsJqtbPtlG/Vb1ufcsXMk7UtizEtjcNG7kJ2eA8CRuCPYrDYefG0caWfTKcwrJKJtBOcSz/HhIx/RZWgXzhw9i9Vmw0Wn5cLJFGLG9CG4fu1/9T2IW5ckTTcQdx9P+jw6mKLcQkqLitHqdegNrlU6AXzPnj306NHD8fnyCraxY8fy0ksvsWzZMgBatGjhdN7GjRvp3r07AAsWLGDy5Mn06tULpVLJ0KFD+fDDDx2xBoOBtWvXMmnSJFq3bo2vry8zZsxwquXUsWNHFi5cyPTp03nuuedo0KABS5cupWnTplXUcyHEnxUXlnDu0OlK20/tTaLdwPa4GVxp3qcV277fXGFci5g2f5k05WXnoVZrMPgYuKi5yPCnR7Dxh000aFnfKe7YrmMc23UM39q+aHVaQhuGsmzucnRuOuo1r8dv/93giNW76Yho2+jqOyzEn0jSdIPRueuv6yq57t27c6VSXldT5svb25uFCxdeMaZZs2Zs2bLlijF33303d99991/eTwhRNdQaFW5eHuRm5FbY7ulrQKVRoVSpaHZbKxJ3HCXzjPOcxma3tcIryPsv72W1WGnZqwUlRSV4B3qz7ZdtJGxIoHWvlhXGZ17IROOiwY6dsMah3DHpDn6Z+4uj3T/UjzEv3Csb8Ip/RZImIYQQV0Xv4UrnYV354bWK/whqd3sHVP97Lefpa+Cu50eRkniew7EH0Oq0tOzXFp/avrh6ul3xPiWFJVgsFha+/l9GPjsCFArifyvbePf0kbM0bh/B0QrmTHUZ0pmg8EA6DOyAl7+RUdNGUphfhEZbNnlcJn6Lf0tKDgghhLhqwY1DaTuovdMxhVJBnwf74x34+0KQnPQcVv3fStZ+sxaFToNNqeBCUgolRSUVjlBbzBaKC4qxWW3k5+STmpxGyskUCk2F2G02LKUWADZ+v5G2fdvSvn871NqyBE3npqP36F5EdW5KaamZjHMZuHu6Uyu4FmERoQTVDZSESVwTMtIkhBDiqrkZ3Og2qhdt+rfj7JGzqNRqQhqH4ObljoveBYC8rDwWvPQNqf8rSZB5PvN/Z8dTWlxKk05N8KntC0BRfhGXUi6x7eet5GTk0rx7Mzx8PDkRfxwAhVKJzWbHxdWFksISrGYr3722gObdmjHqmbJRqFq1fVEoFZzYewKDr4FOgzuh0sj2J+Lak6RJCCHE36L30KP30OMb4ldhe3ZatiNh+rPtP2/FO8AbrasLKrWK/Rv3s+zj3+ce2axWWvRqiauh7BWeVqflZEISI54chkarxma1YQf2bUzg21cXUCvYlz5jbyPjXCZNOjXBw+iO53XYi1Pcmqr19VxsbCyDBg0iKCgIhUJxxX3EJk6ciEKh4IMPPnA6npWVxejRo/H09MRoNDJ+/Hjy8/OdYg4cOECXLl3Q6XSEhIQwc+bMctdfvHgxERER6HQ6oqKiWLVq1bXoohBC3HJST12stK3QVIhap6GkoISMs+ms+GS5U3va6TTcje406xIFwPH443Qb2pWT24+w4p0fWfnuT6z98BcCA3wY++K93DN9NCv+byXNuzcnsE6AJEyiSlVr0lRQUEDz5s2ZM2fOFeOWLFnCjh07HHV9/mj06NEcPnyYdevWsWLFCmJjY52WqptMJvr06UNYWBjx8fG88847vPTSS071fbZv387IkSMZP348+/btY/DgwQwePJhDhw5du84KIcQNymq1kp+VR36WCYvZ8pfxFe0BZ/Azcvsjgxn5wj2oVCrysvPIOJ+JzWZziispLMGUmUtRfhExY/ugUatY88kKTuxMxG4rmwtlKbWwd+UuspLT2Lt+HyOmjcA30AelSqbpiqpVra/n+vXrR79+/a4Yc+HCBR555BHWrFnDgAEDnNqOHj3K6tWr2b17N23atAHgo48+on///rz77rsEBQWxYMECSktL+fLLL9FqtTRp0oSEhATef/99R3I1e/Zs+vbty1NPPQXAq6++yrp16/j444+ZN29eFfRcCCFuDHmZuRxct48jm/Zjs1hp2CmSlgPaY7jC0n2/MH907jqK88u2UfEK8GLQpDtY8ckysi5mAWCoZaDz3d0qPH/1F6sZ8dxIGkc3xm6xsf3bDRXGxa/YydhZD2EM8EKlkjlMourV6LTcZrNx77338tRTT9GkSZNy7XFxcRiNRkfCBNC7d2+USiU7d+50xHTt2hWtVuuIiYmJITExkezsbEdM7969na4dExNDXFxcpc9WUlKCyWRy+ieEEDeTvEsmfn5lAbt/3kpBVh5FpkL2/7qHH56fT+7/qnJXxNPXk7Gvj8PVs2x7p1739mbp7J8dCROAKdOEV4BXhUUuLaUW1nyxGhdXF3LTsiu9j6XUgs1slYRJXDc1Oml6++23UavVPProoxW2p6am4ufnPBFRrVbj7e3t2M4jNTUVf39/p5jLn/8q5nJ7Rd58800MBoPjX0hIyN/rnBBC1HBnDyST84dE57LC3AIO/bYPawXbqQAolUqC6gfx0AcPM+a1+9C56zFlOv9habfbORZ3hC53dy13vkqt4raxtxG/Zg96j8r31VQoFahdNH+zV0L8czU2aYqPj2f27NnMnz//L8vtV4dnn32W3Nxcx79z585V9yMJIcQ1U1pUwrHYg5W2n4g7QnFeUaXtSqUSV09XAsIDyM/KqzBm75p4orpGMfSJu6jTtA7egd5EdY3i3pfHsPvX3WxZvAVXgxuetQwVnt8wujFuxisXyhTiWqqxSdOWLVtIT08nNDQUtVqNWq3mzJkzPPHEE9SpUweAgIAA0tOdS/RbLBaysrIICAhwxKSlpTnFXP78VzGX2yvi4uKCp6en07/rocBUQOqZNE4dPk3qmTQKTAVVer+/WuF43333oVAonP717dvXKUZWOApx41EolY7ikRXRaDUolBX/QWsxW0hNTuWHt75n9oRZuLjqKozTumpJPXWR9d/+RmjjUNr1b4dW78LCVxeQtDcJm9VGUWEx/acMxtPPOXEKjgyl5/190P6vNpQQ10ONrdN07733VjjP6N577+X+++8HIDo6mpycHOLj42ndujUAGzZswGaz0b59e0fM888/j9lsRqMpG8Zdt24djRo1wsvLyxGzfv16pkyZ4rjXunXriI6Orupu/i1Z6dl889ZCjuz6ffuAyHYRjHlmFN5+VbOf0uUVjuPGjWPIkCEVxvTt25evvvrK8dnFxfmH2OjRo7l48SLr1q3DbDZz//33M2HCBMd+dJdXOPbu3Zt58+Zx8OBBxo0bh9FodEzWv7zC8c0332TgwIEsXLiQwYMHs3fvXtm0V4h/qaSgmLxLJpJ2JlJaXEK9to3wCvSmRb+2nN6bVOE5zfq2cdRS+rPMC5nMe2wOVnPZ67vigmJ8a/uSeSHTKa60sBSvAG9yM3LZ8mP5vScVSgUuri6s/mwVw18ZQ5GpkILsfIz+Xrh5uVd6fyGqSrUmTfn5+SQl/f5/kMnJySQkJODt7U1oaCg+Pj5O8RqNhoCAABo1KtulunHjxvTt25cHH3yQefPmYTabmTx5MiNGjHCUJxg1ahQvv/wy48ePZ9q0aRw6dIjZs2cza9Ysx3Ufe+wxunXrxnvvvceAAQNYtGgRe/bscSpLUN0KTAXlEiaAI7uO8c1bC3nwpftw+4v9nP6Jq1nh6OLiUumonKxwFKJmK84vImH1HrYt3Og4tnvJdsKahXPbfwbRILoxJ+KOOp0TFBFCeOsGFV+voJj189c6EiaA375Zx9An7mLToo2cPXwGAJVGRes+bdBo1fiH+ZN2Jq3ctZp0bsrhrYcZ8PAgvAK88Qr4641+hahK1fp6bs+ePbRs2ZKWLct2rZ46dSotW7ZkxowZV32NBQsWEBERQa9evejfvz+dO3d2SnYMBgNr164lOTmZ1q1b88QTTzBjxgynWk4dO3Zk4cKFfPrppzRv3pwff/yRpUuX1qgRjLzs/HIJ02VHdh0jLzu/wrbrYdOmTfj5+dGoUSMefvhhLl265GirzhWOQoi/lpuW45QwXXbmQDIn95yg27gYhr58Lw07N6F+hwjueG4E/acOwb2SvdxKikpI+tPoVEFOPovf/p56zesx7u0HuPeVsQx/ZiSlRaX88Pp/6f9QfwLrBjqd06BNQ3rf04u2/dviH+a8UEeI6lKtI03du3evcOPGypw+fbrcMW9vb8drnso0a9aMLVvKD/3+0d13383dd9991c9yvRXmVz7hEqCo4MrtVaVv374MGTKE8PBwTp48yXPPPUe/fv2Ii4tDpVJd9QrH8PBwp5g/rnD08vL6RyschRBXZrfbObAuvtL2vcvjaBQdQXBkGEERZSuElcor/61ts9pwcXXBkvt7EUxXT1eadW+OVq8l75IJjYuW71/7/ef20nd/otvontSOCKa0qBR3oztuRjdcr7ByTojqUGPnNAlnru76K7br3a7cXlVGjBjh+O+oqCiaNWtGvXr12LRpE7169aqWZxJCXB27zU5hbuWLSYrzi7H9rwr3XyVLlymA5j1bsH3JNgBax7Qhol0EB9bu5UJCMt7BvrQe2J7x709g39q9FOYWEBwRQnjzutQKqfWv+yREVZKk6Qbh4eVOZLuICl/RRbaLwMPLvRqeqry6devi6+tLUlISvXr1qtYVjkKIK1OqlDTsGEnSzsQK28Oa16105VtlivKKCI8K5/Sh0+jd9QTXC2L5Oz862nPTc0jem0TfR24nomMkejcdRn8v3GvIzzAhrqTGlhwQztw83RjzzCgi20U4Hb+8eq4qJoH/E+fPn+fSpUsEBpbNT/jjCsfLKlrhGBsbi9lsdsRUtsLxj2riCkchbjTBjUMx+BvLHVdpVEQP74ZWry1/0hXo3HQs+2AJ7Qe0J2ZcX7b9d1OFcRu+WENAmD8hjUPx8PaokfX4hPgzGWm6gXj7efHgS/eRl51PUUERejc9Hl7uVZowXWmFo7e3Ny+//DJDhw4lICCAkydP8vTTT1O/fn1iYmKAW2uFoxA3Ig9fA3e/PIadP27hyOYDWM1WQpuF0+2+PngF/v3Vau5e7kR1b86KD39hxAujKC0qrTCutLCEwtyCSgtXClETSdJ0g3HzdLuuo0p79uyhR48ejs9Tp04FYOzYscydO5cDBw7w9ddfk5OTQ1BQEH369OHVV191qtW0YMECJk+eTK9evVAqlQwdOpQPP/zQ0X55heOkSZNo3bo1vr6+la5wnD59Os899xwNGjSocSschbhRGfyM9HygLx2GdQW7Ha2rC7p/OE9So9PSZUT3KxbGdJDRJXGDUdj/zvI1USmTyYTBYCA3N7dcdfDi4mKSk5MJDw9Hp/t78wPEPyffuxDVx1JqwZSZy8JnvqSogu1WXA2ujHl3Ah6+12c3BSEqc6Xf338mc5qEEEJcc2qtGqO/FwOm3FluuxWFUkH/x+6stNaTEDWVvJ4TQghRJZQqJcFNwrj/g4ns+3UP6afT8A/3p0W/Nnj6GSvdu06ImkqSJiGEEFVG46LBJ6QWPcb1wVJqQa1Vo1KrqvuxhPhHJGkSQghR5VRqlSRL4oYnSZMQQggKTQWkJ6dxOuEUnr6e1GlZDw8fTzQumup+NCFqDEmahBDiFmK32cnPMpGXnYdao6G0sITkhJP4BPviXzeQJt2jyEnLpiA7D7vdTkF2PjarDQ9vD/SerrgaakYhXSGqgyRNQghxiyg0FXLpbDq/vPMjPcfHcPC3BEwZOdz2UH8unc/k3OHTbJq/jsZdovAJ8WXrwo2Yi8sq9bu46ej1QF9Cm9XBw1vKBIhbk5QcEEKIW0BBTgFZFzL58dWFeAV6k5OazdlDyfR+sB/r5q7AGODFuv9bhUqjJrxlPTZ+udaRMAGUFBTz60e/YErPRcr7iVuVJE1CCHELyDyTxtmDp7GUWmjUMZKzB5Lp85+BnD10moAGtTm29TDYoXHnphz4bV+F17Db7Oxfu5ciU+F1fnohagZJmoQQ4iZXlFdEcvwJTOk5hDYLp06LujTpHgU2O6f2HMfNy4Pc9FwA3H08yL6YVem1ci5mYSm1XK9HF6JGkaTpBmPKzeP0yXMcSjjGmVPnMOXmVen9YmNjGTRoEEFBQSgUCpYuXerUnp+fz+TJkwkODkav1xMZGcm8efOcYoqLi5k0aRI+Pj64u7szdOhQ0tLSnGLOnj3LgAEDcHV1xc/Pj6eeegqLxfkH86ZNm2jVqhUuLi7Ur1+f+fPnV0WXhajxrGYLpoxcUo6dI+XYOUwZOVjNlScyNouV7LRsWvRtQ6t+bdi7ahdrP1mBKSMXrU5Lblo2vqG1AMjLyMWntm+l1/IN80Pr6lJpuxA3M0mabiBpFzOY/tgbDIt5gHF3PcbdfR5g+pQ3SbuYUWX3LCgooHnz5syZM6fC9qlTp7J69Wq+++47jh49ypQpU5g8eTLLli1zxDz++OMsX76cxYsXs3nzZlJSUhgyZIij3Wq1MmDAAEpLS9m+fTtff/018+fPZ8aMGY6Y5ORkBgwYQI8ePUhISGDKlCk88MADrFmzpsr6LkRNVFJYQlLcUf775Kcseelblrz0Lf998jOSdhyjtKikwnNc3HS07NuWjV+uQaVRc3DtXgCSdh4joktTTu9LokG7RqjUKo5uOURU7xYVXkepUtKibxt0brKXo7g1SdJ0gzDl5vH6s++zY+tep+M7tsTz+nOzqmzEqV+/frz22mvceeedFbZv376dsWPH0r17d+rUqcOECRNo3rw5u3btAiA3N5cvvviC999/n549e9K6dWu++uortm/fzo4dOwBYu3YtR44c4bvvvqNFixb069ePV199lTlz5lBaWgrAvHnzCA8P57333qNx48ZMnjyZu+66i1mzZlVJv4WoqXJTs/jtk+VYSn6fpG0pMfPbnGXkVPJarSivEDt2zEWlpCalOI5nnc/ExU1HcJMwdi+NY9CTQ3Fx03E87ih9Jg5A56F3xLoZ3ej/2GD0nq5V1zkhajhJmm4QWZk55RKmy3ZsiScrM+f6PtD/dOzYkWXLlnHhwgXsdjsbN27k+PHj9OnTB4D4+HjMZjO9e/d2nBMREUFoaChxcXEAxMXFERUVhb+/vyMmJiYGk8nE4cOHHTF/vMblmMvXEOJWYC4xs3dZ5f9/ft/yHZj/kEwBFGTncyz2EMe3H8Vut6NUOv/Y/23eSuq3a0RU7xZcTDzPkOdH0jC6MYYgL+6eMZo7nxvBHU/fTdcxvdF56PGQTXbFLUzqNN0g8vMKrtyef+X2qvLRRx8xYcIEgoODUavVKJVKPvvsM7p27QpAamoqWq0Wo9HodJ6/vz+pqamOmD8mTJfbL7ddKcZkMlFUVIRer0eIm52lxExOyl9N0jY7qnhbLVb2rtxFenIqxgAvsi5k4l8v0Okcq8XKhs9Xoze40rxPGzQ6Da4GN5a//xOm/00OV2vVdBrZnXptGlRd54S4AUjSdINw97hyFV539+qp0vvRRx+xY8cOli1bRlhYGLGxsUyaNImgoKByI0NCiH9Ho9PiG+7PpbPpFbb71vFH46J1fC7Izmf/6j3YbDaax7Rm/+o9JO06RtvBHdm9dLvTuTaLjaBGwWz8/Fea92vL3TPuwVJqwWax4mpww9XLDY1WtlQRtzZJmm4Q3r5GOnRpzY4t8eXaOnRpjbev8bo/U1FREc899xxLlixhwIABADRr1oyEhATeffddevfuTUBAAKWlpeTk5DiNNqWlpREQEABAQECAYw7UH9svt13+f/+84i4tLQ1PT08ZZRK3DLVWTcuB7Tm+5RB2m3OBSYVSQcsB7VFrf/+xbjVbMBeXzQu8cOQsLQe0Y9/KXbQZHM0d04ZxJPYghdn5BEWEUKdFPfKyTfQY3w8XNxf0HjJ3SYg/kzlNNwhPgwfPv/E4Hbq0djreoUtrnn/jcTwN13+egdlsxmw2l5sjoVKpsNlsALRu3RqNRsP69esd7YmJiZw9e5bo6GgAoqOjOXjwIOnpv//1vG7dOjw9PYmMjHTE/PEal2MuX0OIW4WnvxcDpw3HzcvdcczNy52Bz4zA09/oFKvWahwTt/eu2IlKreL2acMozisiaVcirQe0p+9jg2nUORKfkFpEdm2GMcBLEiYhKiEjTTcQ/8BavPbBs2Rl5pCfX4C7uxvevsYqTZjy8/NJSkpyfE5OTiYhIQFvb29CQ0Pp1q0bTz31FHq9nrCwMDZv3sw333zD+++/D4DBYGD8+PFMnToVb29vPD09eeSRR4iOjqZDhw4A9OnTh8jISO69915mzpxJamoq06dPZ9KkSbi4lNWDmThxIh9//DFPP/0048aNY8OGDfzwww+sXLmyyvouRE1htVgpyMrjwuEz5KZcIrh5OHe+dC8l+UXYrDbULhpc3MuPuLp5udNuaGc2f7UWgPhlO9i/Jp7QqDp4+BpwcdPx/fNfMfy1+5ySMCFExSRpusF4Gjyu66jSnj176NGjh+Pz1KlTARg7dizz589n0aJFPPvss4wePZqsrCzCwsJ4/fXXmThxouOcWbNmoVQqGTp0KCUlJcTExPDJJ5842lUqFStWrODhhx8mOjoaNzc3xo4dyyuvvOKICQ8PZ+XKlTz++OPMnj2b4OBgPv/8c2JiYq7DtyBE9bFZbaSfTGHlG9//XsBSAUqthvgl27BZy0Z1VRoV3R/oR912jdDqy/7YUKqURHRuQmlhCbuXbMNSasFSYqYor4iWA9qx7pPlDHrybjx8DdXVPSFuKAq77Lx4TZhMJgwGA7m5uXh6Ou8AXlxcTHJyMuHh4eh0UhTuepHvXdwM8jJN/PjsF5QWlFCnTQMa92yBHVjx1vcANOzchHrtI7DZ7KhUSoyB3nj9qaK3xWyhIDufkvwilGoVCqUCu9WGzsMVdykhIG5xV/r9/Wcy0iSEEDVYfkYOpQUltLi9A0q1ivOHz5CRXFaKo+u4GLIvZLJ29i/YLFYA/OoF0nvy7RgDvR3XUGvUGPyM4Geshh4IcfOQieBCCFGDlRSW4OFnwBDozZ6ftqJz15GXmUtoi7rkXzJxaM1eR8IEkH7yIsvfWER+VtXuSynErUiSJiGEqKFKCorx9DfSsEsUh9aWlRvJTc3GJ9SPRp2bcuS3hArPy8vIJTe18iKYQoh/plqTptjYWAYNGkRQUBAKhYKlS5c62sxmM9OmTSMqKgo3NzeCgoIYM2YMKSkpTtfIyspi9OjReHp6YjQaGT9+PPn5+U4xBw4coEuXLuh0OkJCQpg5c2a5Z1m8eDERERHodDqioqJYtWpVlfRZCCEuK8jOJy8jl4Js559ZVouVS2fTWffhUo7HHqRW3QByU7MBSIo7SvP+7VBp1JQUFFd67azzmVX67ELciqo1aSooKKB58+bMmTOnXFthYSF79+7lhRdeYO/evfz8888kJiZy++23O8WNHj2aw4cPs27dOlasWEFsbCwTJkxwtJtMJvr06UNYWBjx8fG88847vPTSS3z66aeOmO3btzNy5EjGjx/Pvn37GDx4MIMHD+bQoUPXtL8y5/76ku9b1FRFpkISNx/glxe/YdHj8/jlpW9IjD1AkakQgNyLWSx54WtyU7KoVTcQj1oGvIJ8gLKtVCwlZjxqGVC7VF6h2xjgXWmbEOKfqTGr5xQKBUuWLGHw4MGVxuzevZt27dpx5swZQkNDOXr0KJGRkezevZs2bdoAsHr1avr378/58+cJCgpi7ty5PP/884490ACeeeYZli5dyrFjxwAYPnw4BQUFrFixwnGvDh060KJFC+bNm3dVz3+l2fdWq5Xjx4/j5+eHj4/P3/laxL9w6dIl0tPTadiwISqVqrofRwigLOnZv2Ine5dsK9fWakgnmtzWms2f/UrK0TP0nnwHGz9dhUKhIPqenqybvRSA9iO6Y7fbKckvImHFrnLX0RvcuPuN+3D3ufJKICHETbx6Ljc3F4VC4diOIy4uDqPR6EiYAHr37o1SqWTnzp3ceeedxMXF0bVrV0fCBBATE8Pbb79NdnY2Xl5exMXFOeoP/THmj68L/6ykpISSkhLHZ5PJVGmsSqXCaDQ6Kl67urqiUCj+TtfF32C32yksLCQ9PR2j0SgJk6hRCnMLSFi+o8K2hGU7qBcdyYXDp2ncswX7Vuyk4H8TutOOXyB6VA/2LNlGYuwBmvVti4evgXodIji58xj8789fT38jfacOlYRJiCpwwyRNxcXFTJs2jZEjRzoywdTUVPz8/Jzi1Go13t7epKamOmLCw8OdYvz9/R1tXl5epKamOo79MebyNSry5ptv8vLLL1/181/eQ+2PW4WIqmU0Gh3fuxA1RXFeodNqtz+yWaxYLRa0ehcCGtYmYcVOR9uBX3cT0rwuPR4q2+fRGOhN8p7juPsaGPDU3ZQUlqDVa/GoZcAYJCPaQlSFGyJpMpvNDBs2DLvdzty5c6v7cQB49tlnnUanTCYTISEhlcYrFAoCAwPx8/PDbDZfj0e8pWk0GhlhEjWOpdRSbq/GP7OWWmhyW0tstvIzJ87tP8W5/acA6DCyOyWmIhp2b0buxUuoXTS4Gt3xDq6FQikj2UJUhRqfNF1OmM6cOcOGDRuc3jcGBASUG7mxWCxkZWU5RhgCAgJIS0tzirn8+a9irjRK4eLi4tgX7e9QqVTyy1yIW1B+Zi4FWXmY/zeJOy8jt1yMRy0Dl06n4RPmj7nEjLuvJ/mZFb/696rty76l2wmICOa3j5Zht9sZNvMBSZiEqEI1uk7T5YTpxIkT/Pbbb+UmUUdHR5OTk0N8fLzj2IYNG7DZbLRv394RExsb6zS6s27dOho1aoSXl5cjZv369U7XXrduHdHR0VXVNSHELaQgy0TGqVR+fXMRcV+vo+OY3mhdnf/o0rq60HHsbeSkZFFaWIxarSJ6VM8Kr1enTQMyTl2kfqcmJO85gd1up350Y9l0V4gqVq2r5/Lz80lKSgKgZcuWvP/++/To0QNvb28CAwO566672Lt3LytWrHCac+Tt7e2Y2N2vXz/S0tKYN28eZrOZ+++/nzZt2rBw4UKgbPJ4o0aN6NOnD9OmTePQoUOMGzeOWbNmOUoTbN++nW7duvHWW28xYMAAFi1axBtvvMHevXtp2rTpVfXl78y+F0LcHEryiyjMySft2DlUGjX+jYLRG9zQ6H9PiOw2O+lJF9g4ZxmF/6vH5BXiS9eHBpKZnEbGqYsYArzw9DNyatcxGnaJ4rcPl2IuKqVx75YENQkjfsk2Mk6l4mp0o3HPFhj8vUjadpj2o3qw8q3vada/HY26NMXVKEmTEH/X3/n9Xa1J06ZNm+jRo0e542PHjuWll14qN4H7so0bN9K9e3egrLjl5MmTWb58OUqlkqFDh/Lhhx/i7v77D48DBw4wadIkdu/eja+vL4888gjTpk1zuubixYuZPn06p0+fpkGDBsycOZP+/ftfdV8kaRLi1lJsKmDvT1s5tdW5nlv7e28jpHUDVBoVGp2WkoJi0pMusO69nxwxCpWSwa/eR0ZyKmmJ58BuJ6xtI4qy8ynIzsMr2JfCnAJ2/xCLzkNP035tCWhYG1BQnF8ENjsKtapsfzm7HVeju7yWE+IfumGSppuJJE1C3FpO705k67zfa7sp1SrajOyBQqHgbPwJbDYb9Ts3pVaD2uRcyGTtuz86Yms3rUPrYd3YtWgT4W0aotFp2PrlGqdVdbXqBdFsYHt+++gX7FYbAPU7N6XN0M4k7z1B/ejG6D1cr1+HhbhJ3bR1moQQoiYozivkyCrnopIdH+jHic0HSD1y1nEs9chZvMJq0eWhgbi46yjJL9v2ROfpCtjJzzLh37A2y178Btv/EqPLMk6mcG7/KcJa1ef07uMAuPt4oNQoadKrBUpZUCLEdVejJ4ILIURNZLPaKM4r2/LEt14gvZ+8G7vV5pQwXVa3QyT5Wbm0GdbNcawgKw+bxUarOztx4dDpcgnTZae2HyG8bSOgrGxJ3Q4RqDRqSZiEqCYy0iSEEH+TVu+CX6Ngss9mEBnTlrN7T5CXnoNCpcSvfhBqnZbclCzqd21CcMv6lBaVkJJ2lp6PDiZxYwK5F7MBO751/DlxLqPS+1hKzShUCpRqFd0m9EfjosXFVXf9OiqEcCJzmq4RmdMkxK0l92IW2efSif9hM8HN6+Hq44FX7VpcPHIG3/BAPPwM2IEd3/2Gq6cbei93knceo150JO6+Bmo3q0NxfjHWEgtr311c4T08A7zp9tAA1DoNWr0Lbt4e17eTQtwCZE6TEEJUEavFSnFOPoVZJhRKBdFj+1BaWAJKBUW5BTToFsXRtXtJ3lmAq7cHl06lkqVU0PvxoZyKO8qRdXsBCD5cl3qdIvEOqYVXsC/Z5zPL3av9qB7Uqhd4vbsohKiEJE1CCHGVLKVmUo+eZdunK7GWWgBQu2iIeX40SVsOcvHIGVRqJUmxB+n4QF92fPMbUFarafeijXSfdDtHf9vH+YSTXDh8mtrNwjGXmOn60AAOr97DqR1HsVltePgZaTeyO7XqS8IkRE0iSZMQQlylwqw8tnyyDPv/9oXTG9zoPHEQCUu24RseQNeJg9j5zToAVBoN5uJSx7k5Fy6xec4y6naMpPukQWUr6Gx27FY7uRmXCGlZj2aDOmC329G4aHD3NVRLH4UQlZM5TdeIzGkS4uZltVgpyi2gICMXq8VCbsolVFoNvnUDsduhODcfm9VGwSUTSVsOkX0ug6hBHbhw+DQZSSkVXrPzA/3IOZ9BdkoWhdn5tL+nJ8bavujc9de5d0Lc2mROkxBCXCPFpkJObj3I4VW7sJSYUSgU1G5Rj6jboyktLCbnXCZ6gxs2q42UQ6fxaxhM9rkMkrYcpN09vdj48S+OkanLjMG+KICgpuHU7xqF2kWLu4/8sSVETfePkiar1cr8+fNZv3496enp2GzONUY2bNhwTR5OCCGqk9Vq5eS2Q+xfss1xzG63c35fEoXZedTrEsWe/26kXuemFObkc/HQaXpMGUJy3BGKcgpIij1I90l3cGjVTjJOXkSt1RDeIYLImDbs/X4jrYb3QKXRSMIkxA3iHyVNjz32GPPnz2fAgAE0bdoUhUL2PBJC3DzMxaUUmwoxF5Vw5NddFcZknU6j1bDuGEP9qNelKYdX7cJutxP//SY6PzSAxPX7SDl4mpzzmTS7syMdx/UlLy2bkvwiTBcyaT2iBygUuPtKwiTEjeIfzWny9fXlm2+++Vsb2t7sZE6TEDeH0sJikuOOsH9xLB0fGkjsJ8sqjW01rBtBzeuRczYNOwq2zF0OgEbvQt2Okfg1DHbEntp+GGNtX+p1boq5uBSduw43H5nsLUR1+zu/v//RNiparZb69ev/o4cTQoiarCgnHxd3Pd2n3oVHgBcKVeU/Jj38vSgtKMLD3wtLUQlBUeEAmItKSFy/jy1zl3NweRzGYF/qdWxCUZaJxHXx6Dz0kjAJcQP6R6/nnnjiCWbPns3HH38sr+aEEDeFYlMB5uJSTm07zKktB7GUmGl6R0dC2zbkzI5j5eJ1nq6Yi0rYOucXfMIDaDWqJ3a7nbA2DTkbfwKrxUpw87oENa2DUqvGu44/PnUDcXHXo9bKGhwhbkRX/X+5Q4YMcfq8YcMGfv31V5o0aYJGo3Fq+/nnn6/N0wkhxHVQmJVHSX4RexasJ+t0KgAanRZjiB/BLepTmGlyKh2gN7jRfmwfEhZvBuBSciqHftmOMaQWZ3YcJSAyjPDOUcR9tYbAJnVw95ZX9kLcDK46aTIYnIeS77zzzmv+MEIIcT3ZrFYKL5lIPX4Odx+DI2ECaH5XVw4u2YaLpytNB3XAWmrBXFyKQqkEm42ExZvJS8t2xF88dJoGPVuSuGYPp+OO4N+kDobaPuiNbtXRNSFEFbjqpOmrr76qyucQQojrLj8jl61zltJ+fD/O7z3pOO7ioUelUZNzPgOAkJb1yb6QgX+DEHZ/uxZLibnC613eWkWlUaNSq2k1tCtavUvVd0QIcV38o4ngQghxI7JaLGWlBAqLKc4v5EJCEmqdCwqFChd3nSPOEORL5qmLjs97Fq4HO7j7GSpNmBRKJQpl2RzPhre1xivUD/daMtlbiJvJP5qN2LJlywongCsUCnQ6HfXr1+e+++6jR48e//oBhRDi3yrb4iSXU5sSSE88j4u7npaje6Fx1dH23tuwlJrxaxQCCsAOluJSXNx+T6Kww8nNB9Ab3PBrFEJ64rly9wjr0Jj04+dpObwHwa0boPNwvX4dFEJcF/9opKlv376cOnUKNzc3evToQY8ePXB3d+fkyZO0bduWixcv0rt3b3755Zdr/bxCCPG35V28xMY3/8up2IP41A0k8o6OWIrNnNuTyPq3/svm93/kzM6jtL33NlBA1tk0fOoFliVRf3B09W4a9mpJcKv6jj8clWoV9bs1I7JfO+p3a0bdzlGSMAlxk/pHxS0ffPBBQkNDeeGFF5yOv/baa5w5c4bPPvuMF198kZUrV7Jnz55r9rA1mRS3FKJmKs4vxHQ+E3NRKe7+Rs7sOEqtRiHsnr+G0oJip9jg1g1oFNOG8/En0BncUaqU7P7uN/jDT0mfuoG0vz8Gm7lsYrjWVYdapwXsuBo9HK/ohBA3hr/z+/sfJU0Gg4H4+PhyBS6TkpJo3bo1ubm5HDt2jLZt25KXl/d3L39DkqRJiJqn2FRI0vq9JG89QOuxfSk2FXAm7gh+jcM4umpnhecERNUhanAXzu0+RrGpkNot6pF58iJWixVjsC82swWtm56MpAv4NQjGGOIrhSqFuIFVeUVwnU7H9u3byx3fvn07Ol3ZPACbzeb4byGEuN4spRby07PxqhNAx//cAQo4/ls87v7eZJ9Jq/S8rOQ0Mk+cxxDkw6VTKWybu4y0I2cIblmPk5v2c3jFDpQqBfW7Nce/SagkTELcQv7RRPBHHnmEiRMnEh8fT9u2bQHYvXs3n3/+Oc899xwAa9asoUWLFtfsQYUQ4moVmwo5E3eIpA37sNvtdH50KHqNhsJLJvwjQlF6uVd6rt7ght1m48iKHdTr0YKE7zeRcy4dc2EJhmBfmgzsQMrBZPwiQlH/qbCvEOLm9o+SpunTpxMeHs7HH3/Mt99+C0CjRo347LPPGDVqFAATJ07k4YcfvnZPKoQQV8FcXMqxX3dyeutBANqN78+Bn2LxjwjFM8gHd38vPPy9SN56qMLzG/Rsid7gRn5GDnpDWWFKjd4FrasO/8Zh7P3vBjo80B+1VhImIW41/3gDpNGjRzN69OhK2/V6/T+9tBBCXLXivELsFisKtQqdhysleYWc3laWEHnW9qXgkolLJy5QnJ1P0zs7Y7PaOLfnBM2GdOHg0m3YbTbHtcLaN8bFQw8KBRq9Fiirv9RiWDdsVhu7v15Di2Hd8fD3qpa+CiGql+waKYS4IZUWFJN54jyJq3aQn5GLey0Djfp3QOumg/+tbwmMqsu53YkAFGTmYrVacTV6kHLgJJbiUjpOHEh+Rg42sxXPIB/SE8+Rcz4DvdEd77qBKFQqOj08CIW6rHBlzAv3ovN0RSWjTELckq46afL29ub48eP4+vri5eVVYXHLy7Kysq7JwwkhREWsZjNndhzm2PI4x7H89Bzi56+mw6TBjmNKtQqr2eL4fOD7TXR67E7qd2/B0VU7uZCQhN7LA6VaSeElEwqlkugJA7BZrDTu1x6b1YbNbMVmseEd5otGp72e3RRC1DBXnTTNmjULDw8Px39fKWkSQoiqVGIq4vivuypsK8zMxdXHk8JLJi6dukhgVDgn/rexbmlBMXu+Wkv7B/qTczaNi4dOU5RdVhZFpVXTelQvUg6cpGHPVijVSgqy8nDz9UTn6YbaRUaXhLjV/a06TSaT6aribsU6RVKnSYjrJ/t0Kls/+LHCNlcfT1qNiSFu7i+UFpbQY9pItn28hJK8IkeMQq2i69S7sJaYyTqdhkavxcVdT9apiwS3aYTO4IreUPkKOyHEzaPK6jQZjUa8vLz+8t/Vio2NZdCgQQQFBaFQKFi6dKlTu91uZ8aMGQQGBqLX6+nduzcnTpxwisnKymL06NF4enpiNBoZP348+fn5TjEHDhygS5cu6HQ6QkJCmDlzZrlnWbx4MREREeh0OqKioli1atXVfzFCiOvCZrGSl5aFpbTiTXMBCi+ZsNltdJh4O82HdacwJ5/2DwwgrGMTtG46tO566kRHUppXxLndxzAE+aA3uKPzcKVO56a4uOskYRJCVOhvTQTfuHGj47/tdjv9+/fn888/p3bt2v/o5gUFBTRv3pxx48YxZMiQcu0zZ87kww8/5OuvvyY8PJwXXniBmJgYjhw54iicOXr0aC5evMi6deswm83cf//9TJgwgYULFwJlGWSfPn3o3bs38+bN4+DBg4wbNw6j0ciECROAsqKcI0eO5M0332TgwIEsXLiQwYMHs3fvXpo2bfqP+iaEuPby0rKI+/AnIu/sgt7oTlFOfrkYvdGdvJQsPPy9OLlpP1p3PVFDOoNCQadH7iT7dCpph8+w4/+WY7fZObP9CCqNmu5PDUejd5F944QQlfpH26hc5uHhwf79+6lbt+6/fxCFgiVLljB48GCgLCkLCgriiSee4MknnwQgNzcXf39/5s+fz4gRIzh69CiRkZHs3r2bNm3aALB69Wr69+/P+fPnCQoKYu7cuTz//POkpqai1ZZN4nzmmWdYunQpx44dA2D48OEUFBSwYsUKx/N06NCBFi1aMG/evKt6fnk9J0TVKi0o4sS6PRhq10LroUel1bBz3nKsfxh1Umk1tJ84iDPbD5FzNoMmgztxZMUOrKUW2twXQ/bZNFxcdRz6ZRsFGbkAeAb50Gp0bwzBvihVqurqnhCimvyd3981tuRAcnIyqamp9O7d23HMYDDQvn174uLiGDFiBHFxcRiNRkfCBNC7d2+USiU7d+7kzjvvJC4ujq5duzoSJoCYmBjefvttsrOz8fLyIi4ujqlTpzrdPyYmptzrwj8qKSmhpKTE8flq53sJIf4Zc3EpSrWKw0u3YC4swT+qLp0eG0rmifOYzmfgVsuIT/0gVGo1wW0iyDqVSsLCDdTp3BTPIB9sZiveYQGoXdR0mjQYS6kZhVKJ1k0no0tCiKvyj/aeux5SU1MB8Pf3dzru7+/vaEtNTcXPz8+pXa1W4+3t7RRT0TX+eI/KYi63V+TNN9/EYDA4/oWEhPzdLgohKmG32SnKySfnbNk+cPkZORz9ZRsn1+/FXFj2x4q5oIjcc+nUahhMnc5NKc7JI+7jJeyYuxSNXkt41yiKTQUcW7WTI8vjyDmbRvrRMyhVKtx8DRiCfPEM8JaESQhx1f71SNOtWnrg2WefdRqdMplMkjgJcQ3YbTZyz2ew58tVlOYVotZpaffQ7aQePOWIiRzcGWuphcRVOyjJKyyb3N2lGVF3d+fgj5tISUjCv2k4ADqjG1FDurDvvxvoMHEQOqNM8hZC/DN/K2n682Tt4uJiJk6ciJubm9Pxn3/++V8/WEBAAABpaWkEBgY6jqelpTk2Ag4ICCA9Pd3pPIvFQlZWluP8gIAA0tKcdzS//PmvYi63V8TFxQUXF5d/0DMhxJUU5eSzc+4vjrlKjQZEY0rJdLTXbtWQoqw8kmP3O46V5hdx/Ned1OnSjCZ3duHM1kOEtm9Mq3tvA2D/95sIi47E1cvjlv1DTwjx7/2t13N/fB1lMBi45557CAoKKnf8WggPDycgIID169c7jplMJnbu3El0dDQA0dHR5OTkEB8f74jZsGEDNpuN9u3bO2JiY2Mxm3+fLLpu3ToaNWrkKI8QHR3tdJ/LMZfvI4S4NsxFJRRmmSi8ZKK0sLjCmKxTFwlq1ZBWY/vScmwM3uEBqPW//4ES2KI+Z7YdrPDcM9sO4hUWiF9kKKiUXEw4SfrRMzQf0YPQ9pFo9PKHjhDin/tbI01fffXVNb15fn4+SUlJjs/JyckkJCTg7e1NaGgoU6ZM4bXXXqNBgwaOkgNBQUGOFXaNGzemb9++PPjgg8ybNw+z2czkyZMZMWIEQUFBAIwaNYqXX36Z8ePHM23aNA4dOsTs2bOZNWuW476PPfYY3bp147333mPAgAEsWrSIPXv28Omnn17T/gpxq7Lb7RRm5JC4fDuZx8+CHYzhgTQe3AU3Py+Uqt//fnOvZST9cDL7vl2D1l1P6/v7o1QqUblosJaYsdts2Ky2iu9js1OYZaJ2mwiUKhVNhnRGoVSiUCjQy2s5IcS/VK0Twffs2UPLli1p2bIlAFOnTqVly5bMmDEDgKeffppHHnmECRMm0LZtW/Lz81m9erWjRhPAggULiIiIoFevXvTv35/OnTs7JTsGg4G1a9eSnJxM69ateeKJJ5gxY4ajRhNAx44dWbhwIZ9++inNmzfnxx9/ZOnSpVKjSYhrpCg7j12fLCEzsSxhAshJvsiuj3+mKOv3lacleYUcXrKZ1AMnsdvsWIrNWEstnNq4l2bDeqBUq1D8RVkApUpJ3sVLKFBQkleERu8iCZMQ4pr4V3WaxO+kTpMQFbPbbCRv3EfSmor3igvu0IRGt3dEpVaTcy6d7R8sdmrvMOlOdsxZglfdIOr1aIlSo+bQT5vJ/99+cn/k6uNJvV6tsFtt+DUJR61Vo3XTV0m/hBA3hyrbRkUIIf4uS4mZzGNnK23PSjpPiakQgLw/TPi+rNhUgIunK9mnUtjzxUpOro+n6dBuaN2dkyGNq44Wo3qTvHEfxrAAXL08JGESQlxTNba4pRDi5qBUq9BeoRaSxlVHxuFk/JvVw8XTrVz7yd/iaTKkGwnfrcVmsXLpxHmKsvOIuqsbdpudnHPpuHp7ovN0xWq24B7gg6uXR1V2SQhxi5KkSQhRpVQaNWFdmpF+6FSF7UFtGnE2NgEUCjxD/NDoXTAX/V5tP+/iJU7H7qfdxNvJPHGevAuZuNUyonbRcG7XEUpNhaQfPElxTj7tHh5M07vKj0IJIcS1IK/nhBBVzs3fi/BercsdD2jZAKVKSZ3urfBpEExW0gVaj+tfrjSA1WLFWlRKrUahqLUacs+mEf/lStIPJpNzJo3inHz0Xh64+hjQVTBaJYQQ14KMNAkhqpzWVUedrs2pFRFKZuJZ7DY7xlB/LMWl6H0NpB9KpignD48AH87vPEL7/wymKCvPUe27JDefQ4vWExzdBLvdTnbyxXL3aHxnV3QGSZiEEFVHkiYhxDVVml+EubAIm9WGRu+C1sMVpUqFQqHAbrVy6dgZ1Hod3vWDsBdaObVmJ0q1itodmqLRu1CYkUOJqYCkNbuIGNSRE7/uIP/iJQDOxO6n8Z1d8QgsS66KTQUYQvxo1D8aj0Cfau65EOJmJyUHrhEpOSBudXa7nYL0bA5/v56CtCwA1Dot9ft1wLtBCOfjDqMzupO6/wSRQ7uz/5vVFGbkOF2j5YO3Yy01U3jJhEbvwpnYBOp0a8Hh7zc4xXkG1yKkczMMIX6odS5o3XQIIcQ/ISUHhBDXXXFOPns/W+ZImAAsxaUcWxKL6Vw66YdOkZ2cQpPhvUjdn1QuYQI48sN6dAZ3rKVm1HotTYb1xMXgTstxA/AI8gVA5aLFu0Ew3nWDcPUxSMIkhLhu5PWcEOKayEm+iOUPq97+KHlDPI3u6IJCqcBSVMrF+MQK40pyC0jeGI93/RAUKFC7aNB7eaDRu+BR2xdrqQWFQoHWQ4/yLyqDCyHEtSYjTUKIayL3bGqlbQVpWWjcdJgupGO32bDbKt47DsBmtoDdjt1mw9XH4FhJp3XTo/fyQGd0l4RJCFEtJGkSQlwTbn5elbbpvDywW62UmAqx2+34Nq5Taax/VD10Rnc8g2tVwVMKIcQ/J0mTEOKa8K4fjFJd8QhQaJfmKNVqMg4lo1ApCWjRoMIq4R61a+FRuxZqnQadQTbZFULULDKnSQhxTdhR0PiuHiT+suX3uU0KBUFtIsBm52L8Ubzq1cZSXIpaqyHy7h5kHjvLpcSzKNUq/JvVw/C/2k2uPsZq7YsQQlREkiYhxDWhUis5u3U/UaP6YCkpxVJYgtZdT+ax0ySt2o5SraLp6BiO/7KVJiN64eLphnuAD27+XihQoPP2QOflgVrvgtZVVsQJIWoeSZqEENeGUoF7gC+W4hKOLN6AUqnEWmp2NNssVo4u3kDU2P6YzqVjtVip1TgM7KBQKdB5yus4IUTNJkmTEOJvs9vtWAqLuVwZtzSvkIML1lL3traotGrsFitWrOXOMxcWYzqTSs65NBr0i8algnlNQghRU0nSJIT4W0py88k8dprUvYl41a2Na4A3prPplOTkceynjTS7bwAqrcZplOmP3AN9qBUZLgmTEOKGI6vnhBBXrSQ3n0MLVnPq1zgK07Iw1AnEWmoh80gyAHabnQtxBwlqF1nh+Z5hAbjWMuIiG+sKIW5AkjQJIa6KpdRMVtI5CtOzyw4owGq2gM15+8rMo2dwMbgR2qU5KhdNWahSgV+z+jS5uydaN/31fnQhhLgm5PWcEOIvlZgKyEo6R3rCid8P2kGpVJJ98gK+jeuQsvuooylp5XZ8GoXS6I6u6IzuaNz0aNz0qP+XRAkh/r+9O4+TqjoT//+5S+3d1ftCb9BszaqAILYLRiWCIYmJJkZDHJOYzFcH4xJjiN+MxiwGY3aTUeLM/KLzjcboxBWihLC6ICKyyNZsDc3WG91V1dW133t+fxSUlrSKEeiF5/169etl3fPcW+dpoerh3HPPEf2RjDQJIT5QojvKtv9dSrQtAJqW1WYlknQdbKN49BBc/uxbbocbmjj01jZc+bl4Cv1SMAkh+j0ZaRJCfKBkOEqoqZlkJEbF1LGE3rXH3L5XNzD8U+ey42+vMvKzFxBsaqZjxz50h0nF2WMoGFopE76FEAOGFE1CiB7ZloWVTBHtCAIQbQ/grywlt6qUrv2t6WNtAQ68tpGRn7mA8MF2DKfBsJnn4C7IxZ2Xg6bLYLYQYuCQokkIkcVKJIkFwhxu2EvxmFoM5zu31WLBLgZNGUPp+OG0b20EpSgaNYRkd5TOnfuouXAS+bUVvdh7IYQ4eaRoEkJkWMkknbsOsO1/lzLqyotQlk08GMZdkEusswuAHc+twF3gp2BYFWjQ/FYDkbYjT9RNUx9wdSGE6N+kaBJCABALdBEPdbPjuZXppQI0jVigi6YV6xj+mfPZueBVOnbso3jMUNo27SJ6OJh1vsPrxl2U10u9F0KIk08mHAhxGrEtm0Q4QqKrGzv1zjYnsUAXbz+ygERXBCuRxHCYJKNxDNMgHgyz84VXqJk2gcIR1VSddwb+mvKs6zp8bsZde9kxT9AJIcRAIiNNQpwm4qEwreu307ZxB8pWFI2upXzKGJy5XprXbiMZiaGOLFSZCEdx5nhw5noxXA7iwTA7nn8ZzTRw5nioOHss1eefSaI7iisvB09RHi6/D+09SxIIIcRAIiNNQpwG4qEwW/+8iAOvbiDRFSHZHaX5zS1s/p+F6b3kNu9GWTaG00QzDFCK8IE2QgdaGXXlxWh6uhhSKYt4IEzTirdAA39NGQVDK9NPyknBJIQY4GSkSYjTQLDxILGO0DHHk91RYoeD6KYBQOv6HVRPm0DTsrXsf3UDIz47DQydiTdcQdumXUTaAuQMKqZgRDUOr1tuxwkhTit9eqTJsizuuusuamtr8Xg8DBs2jB//+Mco9c4TOkop7r77bgYNGoTH42H69Ons2LEj6zodHR3Mnj0bv99Pfn4+119/PeFwOCtm48aNXHDBBbjdbqqrq7n//vtPSY5CnGypeIL2Tbvet71t8y5KJ9YB0LF9L6lIjLorPoG/ppy9y9amF7PUNCqmjmPk5z9BzbSJ5A4qltElIcRpp08XTT/72c946KGH+P3vf8/WrVv52c9+xv3338/vfve7TMz999/PAw88wPz581m9ejU+n48ZM2YQi8UyMbNnz2bz5s0sXryYBQsWsHLlSv71X/810x4Khbj00ksZPHgwa9eu5ec//zn33HMPDz/88CnNV4iTQVl2ZiSpJ7H2IPlDBuErLwTg0Bubafz7anLKixgyfQqDJo/GV1KA0+fBdMpWKEKI05em3j1s08d8+tOfpqysjP/+7//OHLvyyivxeDz86U9/QilFRUUFt99+O9/5zncACAaDlJWV8cgjj3D11VezdetWxowZw5o1a5g8eTIAL730Ep/61KfYv38/FRUVPPTQQ3z/+9+nubkZp9MJwPe+9z2effZZtm3bdlx9DYVC5OXlEQwG8fv9J/g3IcRHl4rFSXbHUEoR7wzR8L9LeowbMqOeVDSGy58Dmkbb2zvRDINBU0bjLSnAmSPboAghBq6P8v3dp0eazj33XJYsWcL27dsB2LBhA6+88gqXXXYZAI2NjTQ3NzN9+vTMOXl5eUydOpVVq1YBsGrVKvLz8zMFE8D06dPRdZ3Vq1dnYqZNm5YpmABmzJhBQ0MDnZ2dPfYtHo8TCoWyfoToK+KhbvYte5NN/99zJIJhEt1R8odXHROXU1mKOz+HotG17F2ymuDufQybdR51V1xEfm2lFExCCPEufXoi+Pe+9z1CoRCjRo3CMAwsy+Lee+9l9uzZADQ3pzcOLSsryzqvrKws09bc3ExpaWlWu2maFBYWZsXU1tYec42jbQUFBcf0bd68efzwhz88AVkKcWIlIzH2/uN1Ajv24asooetgK4dWbaT6oikUjR5K544mlG1TMKwaR64X3e0k2R2ldGIdzW9spvL8iR94O08IIU5XfbpoevLJJ3nsscd4/PHHGTt2LOvXr+fWW2+loqKC6667rlf7duedd/Ltb3878zoUClFdXd2LPRKno2R3lGR3hERXBEeOF0euh2Q4RmDHPgC8pQWE97eibEXTkjcwvW78gwehGyYHXlsPQM3FZ4OmkTekksObdqMhk7uFEKInfbpouuOOO/je977H1VdfDcD48ePZu3cv8+bN47rrrqO8PL0qcUtLC4MGDcqc19LSwoQJEwAoLy+ntbU167qpVIqOjo7M+eXl5bS0tGTFHH19NOa9XC4XLpfr4ycpxD8pHgyz6/llRNs6KagbQsmEOqxoknigKxNjxZOYHnfmdSoSo2NrY+a1t6yIaHsn+cOqsBIpys4ajemXW3JCCNGTPj2nKRKJoOvZXTQMA9u2AaitraW8vJwlS96Z4BoKhVi9ejX19fUA1NfXEwgEWLt2bSZm6dKl2LbN1KlTMzErV64kmUxmYhYvXkxdXV2Pt+aE6C2Jrm669jVzePMuooc7KRo7nKKxw/CWFJIMR+hubsfh82Tig7v2UzSm9n2vV3LGcA5v2Q1opKIxCkcNwTT79L+lhBCi1/TpT8fPfOYz3HvvvdTU1DB27FjWrVvHr371K77+9a8DoGkat956Kz/5yU8YMWIEtbW13HXXXVRUVPC5z30OgNGjRzNz5ky++c1vMn/+fJLJJDfddBNXX301FRUVAHz5y1/mhz/8Iddffz1z585l06ZN/Pa3v+XXv/51b6UuxDEi7Z3s+N/FJLujmWPe0kJqL7uAWGcQ36ASgo0HSEViuAv9xDpCWIkk4YPtVJ4/gQOvrM+6XuGoIWiaRqIrguE0yaksxZUri1UKIcT76dNLDnR1dXHXXXfxzDPP0NraSkVFBddccw1333135kk3pRQ/+MEPePjhhwkEApx//vk8+OCDjBw5MnOdjo4ObrrpJl544QV0XefKK6/kgQceICcnJxOzceNG5syZw5o1ayguLuZb3/oWc+fOPe6+ypID4mRKdHWz9fG/kQxHjmkbMvM8HDk+DNPAtmwOb95FyYQ6dj63nEQwvYjriCsvQTcNuva3oCybnIoSupvbOfDaRirOGU/pWaNw5UjBJIQ4/XyU7+8+XTT1J1I0iZMpfKCVbU+8eMxxw+Wk9rLzUUrRfbCdorHDaF23jZyqUuxECt1hkgxHcOXn4vT7aF2/nfDBNqLtAdCg/KzRlE8ZK0sLCCFOWx/l+7tP354TQqQlI9Eej/sHVxALdGFF46SiMRpffIXBl9aTCHTRuGQ1KDDdTpLROJquUXJmHTUXT8FwOjBcDlx+H7rMYRJCiOPSpyeCCyHSK3s7/Tk9tmmmgZ1MkYzE8FWU0H2wjVh7ANPnYeisC0ApEl0RVMrCTqQI7t6PK9eL0+/FU5gnBZMQQnwE8okpRB9jJVOkIjFSsTgacODlN8kdXElOZRnhA9lLY0Sa28mtKsNdmIedSOIuymP3gpXUfup8vGVFjLnu00RaOkiEuvGVF+HKz8Xh82DIHnJCCPGRSdEkRB+SisXp2Lqbzu17qL5oKjueWoSdTBFp7mDwzPPpyPXSuX0PylYYTgf5w6vxFBfQ3dxOtK2T6k9MoWPrbvYsWoUjx0PpxFEUjKxBH1KB7jQxHVIsCSHEP0uKJiH6kEhrB8FdTVScN5H2jduxkykA7FSKPS+upGBULUM/8wkMpwNl2bRvbKDx+WXUfLIel9+HZmh4y4spGjsMw+3CdDnQDE0KJiGEOAFkTpMQfUQqHicViVF5wWQMp4Pug9kr2SvLpmPzLvYsWMGh19YT3t9MqPEAqWiM3S8sx05Z2MkUOZUlOP056A6DzsYDGA6nFExCCHECyEiTEL0oFYujbBvbsrGiMVre2Ei8M0TJxDGYnvffpsd0u7AS76xgj1K48nOIdYTQDZ1kNIZu6JSMHYbplu1+hBDiRJCiSYhTRB3Z/kfTdaxEklhHgEQoTCoax1tSxO7nl2LFEwAEdu6l7OzxhA+09nitkgl17F30WuZ10fgRQPo2nOFx4y72HLMFkRBCiI9HiiYhTrJkJErscICOzTsBKBwzHMPjIrCzCTuRwnQ7iRmBTMEEkOzqxoonKBwzlI4tu7OuV3zGSDTDwFWQiyPHQ/GEUdhJi1Qkiuly4fC6pWASQoiTQIomIU6QVDSWKXwMlxPT4ybZHWX/0tcJ7zuUiQvt3oevqoyKaVNQlk2ktYPu9ywlAHDolbcoPWssQz97EbGOAKDhqyxFpSwCO/ZSdvYZdDe30bl9L+WTx2LmeNOLVRrGKcpYCCFOL1I0CfExKdsm1hHg4PI3iLZ1AOAuKaTq4nOIdYSyCqajuve3YMXiHFixBmdeLt6y4h6v3bp2M85dTQyecT6606Th8YXkVpVTNmUcmmmSWz2IwlG16C4Xzg+YAyWEEOLjkzF8IT6mRFc3u59ZnCmYAGJtHXQ3t3P47YYez9GdDlLdMaJtnYQa9+OvGfS+q3MXjx+JUjbKssFWdDUdAk3DtmwcPjemxy0FkxBCnAJSNAnxMdiWRcfmnaiUlXXcV1mGKy/3mONHOfNyiBwpspRlY9s2NTPOw/S63wnSNYrPrAMg0nw4a55SqPEArvwcnLk+TJfzBGclhBCiJ3J7ToiPwU6m6D7QfMzxovF1tL75Nrk1FVkjUJnz4kmcOd7M60Som+bXN1Bx3iR0pwNlWehOB8GdTRx85S2qLzmHrnfNe9JMA6fXc3KSEkII0SMpmoT4GDRDx/R5ob0zc8zh94Gm4czLxT+sis7tjSS7urPOU7aNr7IUzdBRlk28M4hmGDT9Y1U6QNfAVkfeJL3Kd8PjCzPn5w+vOem5CSGEyKYppVRvd2IgCIVC5OXlEQwG8fv9vd0dcQpF2g8TbT6M6XFj5nhRR7Y+0V1OuvYeIKeqnNDu/QR27AEF+SMGUzBmGJquE+8MsefFlZgeN1UXn8OehSsyW6ccVTHtLCLNhwls3wNA6ZRxlE4cLYtWCiHECfBRvr+laDpBpGg6vdgpi1Q0ihVPkgx30/rGevJHDiXWEcRTVoymaXTtOQCmQenEMcQ6AjjzctHQSHSF0V1ODIeJZppoukbkUDsYOr6yYg5v3kmkpR2Hz0vxmXWkYnEOb9yO6XFTfGYdrvxcKZiEEOIE+Sjf33J7ToiPyEokCe3ZT8em7RSNr+PQytXpzXF9XsIbt+OrKMNwu+jae4BhV32KVHeESHM7h15Zi7JtcmsqKBgzHDQNTdNIReN0H2qldPJ44qEuis8ciZ0cRjwQIh4Kk1tZRs5lF6A7TFm0UgghepEUTUJ8RIlgF4dWvkHZ1Akc3rAFgJzqCoI7m/BVltLd3IanKB9fRSl2MsmhV9aSCHZlzg/t3kd43yEGf/oilG1jOEx8FaUkAkFMjxuVstFNA++gEpnsLYQQfYj8s1WIj8BOpTi8cRsAjhwvdjLJoAvOpnDcSOxkEk1PT+w2XE58VeXE2jqzCqbMdZIpOjfvQDcNNF1PjyI5HOlNeg0d0GQpASGE6GOkaBLiI7AtC095CaVnn4Ezz0/FRecSPtCMAnIHV+LM9ZE3rAZN1zF9HsL7Dr7vtcL7mkGl50clgmFMnwfQiLV1oJu6bIcihBB9jBRNQhynZHeE4I49BLfvJrS7CWXbpLojFJ85hlRXN57SQjwlRTj9OXTtb8ZTUojucLzv9XSng3gghOFykFNVhmaatG/chp1Mkgh1v+95QggheocUTUIch0RXN00vLie0qwlPcSHuwgLQNRz+XEK797Lv7y9zYNnr6C4Hye5Ieo5SOELh2OHve83CMcNJdIXRTAeGx0O8rQOnz8vBl98E7RQmJ4QQ4rjIRHAhPkQqmSR8oJnSs88k3hEg2tKOI8+PbhoopWhfl54MnuqOYMXidDe3k+zqJtbeSfWM8ykcO4KOzTuyrukpL8ZTWoRSimQkQuvr64m1B7BTKXSHicPn7akrQgghepEUTUJ8ACuexErEcef7ObB8FVY0Ru7wwRSOrwOlCOzelxUf2t2E4XJTfEYdjc8tYdeTLzLsi5eRU1NBeO8BbMvCP7QGh89Dx5Zd5NfVsmfB0qw96io/MTV7DzohhBB9ghRNQvQg2R2h+0AzoZ17yKmpJNLchkqmqJp5EYbbQeRgK878XJSVvSFvaFcTg86fTKTlMIM/fREtr69nzwtLqbqkHldxAZFDbRx6+U08pUUUnTEShSJ/xBDinSGc/hwKRg3FVeCXSeBCCNEHSdEkBJCKxcG20Z0OUtE4B5a8nFkqoGDMSML7N1I980JSkSh2PE7n9kZ8FaV4y4rpeLsh61qHXnmT3CFVuIvzqfzE2aBpgIazwE9OVXm6INI1Is1ttL/1Ns48PzmVpbhLCnAV+DE9MsokhBB9kRRN4rRjWxbWkSIJTSPa0k7nlu3YiST+kbWAlimY8kYOxZHrw1Negul2s3/Jq5SfcxZWNIrD4yYeCJEzuJLw3gNZ7xHed4iiM0dxcOUbDLrgbHRTQ0Nh5ngzo0h5Q2vwlpegLCu9RIHHjSYrfgshRJ8lRZM4raQiUTq37SC0s5GCsaOItbTTfaD5XREaoV17AMgfPQLN0OlqOkDZ1Ikkgl2oRAqUIhHowlNaxO5nFzPo3En4BpUS2N6IFU/gLS+hcOwIuvYexF9bjeFxoekaDvexI0gOWfFbCCH6DSmaxGkjFYvR/NoaYq3taKaJMzeHw29tyorRADSN4sln4C0pZu/CJTjzcvGWlWCnUijbRneYaIZBYMceqi45l/3/eBVXXi7+odXoDpNULIEVj9N9oJmqi8/F4XbJCJIQQgwAUjSJ00YqEiXW2g6AqyCPaEv7MTGR1nYGTTsHKxYn0LALAEeOj9Ce/eRUlqMZOp0NuymZNJbWNRtxeN0Mu3Im0dZ2kt1RnP5cHLkK21JUXlyP4ZVbbkIIMVD0+U/zAwcO8JWvfIWioiI8Hg/jx4/nzTffzLQrpbj77rsZNGgQHo+H6dOns2NH9po4HR0dzJ49G7/fT35+Ptdffz3hcDgrZuPGjVxwwQW43W6qq6u5//77T0l+4tSJt3e880KprGLGM6iU8gvOpvis8VjRGMEdjViJxJFQhW7oBHfuoeiM0XTvO0iyO0LlxfWE97dwcOUb6C4n+XVDcRUV4CkpwlNahMPnxTDl3yVCCDFQ9OmiqbOzk/POOw+Hw8GLL77Ili1b+OUvf0lBQUEm5v777+eBBx5g/vz5rF69Gp/Px4wZM4jFYpmY2bNns3nzZhYvXsyCBQtYuXIl//qv/5ppD4VCXHrppQwePJi1a9fy85//nHvuuYeHH374lOYrTi7D7cbhz8X0eYl1dOIpLwHSc5e85SV0Ne1HQ6N93dvEOwN4y9Lt0ZZ2cmoq6dqzH2VZVFw4lXhHgMPrNpNTXU55/SRchQXYyRRKKRQ2Tp9Hlg0QQogBRlNKqd7uxPv53ve+x6uvvsrLL7/cY7tSioqKCm6//Xa+853vABAMBikrK+ORRx7h6quvZuvWrYwZM4Y1a9YwefJkAF566SU+9alPsX//fioqKnjooYf4/ve/T3NzM06nM/Pezz77LNu2bevxvePxOPF4PPM6FApRXV1NMBjE7/efyF+DOAGseJxUd5Tug83opoEjNxd0jVh7B6bHQ/u6zVRdegHxjgDNr6xB2TYVF9bTumY9yXCEkrPGkwxH6Ny6E9PrIW/4EEyvm1Q8gb+2GmXZGC4HKpnCVZjf2+kKIYQ4TqFQiLy8vOP6/u7TI03PP/88kydP5otf/CKlpaVMnDiR//zP/8y0NzY20tzczPTp0zPH8vLymDp1KqtWrQJg1apV5OfnZwomgOnTp6PrOqtXr87ETJs2LVMwAcyYMYOGhgY6Ozt77Nu8efPIy8vL/FRXV5/Q3MWJk4rGaFuzgf2LltH59lYOr9tE88uvo5smrsJ8OrfuoHL6eUQOtpCKRDFz0luYtK5ZR9m5k/EPraF93WZchXnUXPYJPKVFxA53gEovG6A7HcRDXex5/u/ozvffoFcIIUT/1qeLpt27d/PQQw8xYsQIFi1axI033sjNN9/Mo48+CkBzc/pR8bKysqzzysrKMm3Nzc2UlpZmtZumSWFhYVZMT9d493u815133kkwGMz87Nu3r8c40buUUnQ3HaB737vWUdJ1fDWV6T3ecnw4vF500yTa3kFo117y64YBkIrEOLjsVdA1Bk07G8PtwszxkDdqKGXnTCJ3aDWawyQRDNLy8mpKJo3HkIUphRBiwOrTs1Rt22by5Mn89Kc/BWDixIls2rSJ+fPnc9111/Vq31wuFy6Xq1f7ID6cFYsT2PbOgwG600HpOZMJ7zvAvheXUjRhLLlDq7HiCVz5frp2NwHpRS2D23ejLJuu3U107ztI+XlTsFMWuq6jGTq2srFjcdrWbKTionPxlBXLPCYhhBjA+vRI06BBgxgzZkzWsdGjR9PUlP5iKy8vB6ClpSUrpqWlJdNWXl5Oa2trVnsqlaKjoyMrpqdrvPs9RP+iLItkdwQ7kSR19KEADcrOO5v2dRsJ7dqDsm1Cu/fiyPER3LWXnKoKNF2nbc0GNA0qLzmfsvqzGHT+2VRdeiGR5jZ0w8Dpz0EBVjSG6XZTfemF5NZUYkoRLYQQA1qfLprOO+88Ghqy9/Xavn07gwcPBqC2tpby8nKWLFmSaQ+FQqxevZr6+noA6uvrCQQCrF27NhOzdOlSbNtm6tSpmZiVK1eSTCYzMYsXL6auri7rST3RPyS7IwR3NrLvxSV07WnCXViIZppUXnoRdiqV2SIFIBEIYSUSWJEICkXl9PMxXE4CDbs5sOQV2tZtIh4IEmluI3dINZrDQSLUzb6FizEdDhw+r+wVJ4QQp4k+/fTcmjVrOPfcc/nhD3/IVVddxRtvvME3v/lNHn74YWbPng3Az372M+677z4effRRamtrueuuu9i4cSNbtmzBfWTbissuu4yWlhbmz59PMpnka1/7GpMnT+bxxx8H0k/c1dXVcemllzJ37lw2bdrE17/+dX79619nLU3wQT7K7HvRs1Qshn1kbSTd6cTsYduRD6KUItkVJtraTvub6wEwPG5Kz54EhkH3voMoyyK4Y3fWebrTwaBp9bSuXkf5BVPRDB0rFseOJ9Ib+MbiOP256A6TRCBE56ZtmF43JVMnyeiSEEL0cx/l+7tPF00ACxYs4M4772THjh3U1tby7W9/m29+85uZdqUUP/jBD3j44YcJBAKcf/75PPjgg4wcOTIT09HRwU033cQLL7yArutceeWVPPDAA+Tk5GRiNm7cyJw5c1izZg3FxcV861vfYu7cucfdTyma/nm2ZRHv6KRj/UasaBQAw+uhaOKZuPLz0Y5znlCyO0LkYDPBhp24CgvIGVyFZhiYXg/R1nZCu/bgKS+lc9Oxy0i4S4ooGj+Gji3b0QyDvBG1OAvy0otgAkqDrh2NdO3dR05VJfmjhmPKvnFCCNHvDaiiqb+Qoumflwh10bziZXjvH0VNY9AnpuHIzen5xPcI7z8ItsrMZQps2w62ovS8KQQ2byfeGWDQJ85NPxHXg/zRI/APq8WOx9EdDjRDB03HkeMlFY2iUhaaYWC4XTLhWwghBogBs06TGPjsVIrQzl3HFkwAStHVuAdlWR96HSuRJNkVxvT5MD1uAlsawE5f0/R6sY9cI7RrDyWTzzyyM+87XEUFeAe9s+yEbVlg6DhzfWiahsPrTe8r5/NKwSSEEKepPr3kgBj4lGWRDAbftz0RCGClUpg9FCpWPEEqGiV8ZA2m3CE1oBSdm7MfHlCWha+ijECoi+59B0EpKi48j1hHJ3YiiXdQKUopTI8bZVkYbhea04nDLfOVhBBCvEOKJtGrNN3A8HpJdoV7bDc8HrDtY45b8QTBhp0EGnaArlM142JS3RGsWIxkuDsrNhXuxjuojK69+7GiMbr3H6J7/yGc+Xk4cnMwfV40TcNOpdBdLky5/SaEEKIHcntO9CrdYeIfNvR9231VlaSOTA5/t2R3N8nuCJWf/AQVnzgXbJu21WtJdUdw+nOzYoM7G0nF4pROPQv/8FoMtxvD48FTVkzeyKHYyRSpWAzd6cQpt9+EEEK8DymaRK/TXU7yRtWB/q4/jrpO/pjRRFta0d4zAUnZNpph4B82hOaVr5GMxNK36iJRoi1tFIyty4pPdASIH+7EiscBReG4URSMq8Phz8F0p0eWnPl5OHN8pyBbIYQQ/ZXcnhO9TjdNUt3dFE+ehJ1IoGkammkSbtpH/HAHeSNHZMWnojFQipZXX8eR58dwOoH0pO9EqAvd6aDwzDF0bt6OSqUAiBxqwVdVgaesBGeeH9DQjPR2KKbbg6a/Z2a4EEII8R5SNIleZ7jdeKsqaXv9jfSaTEplnpgrO/9c0DXigSDKstCdTtA1Yu2HUZaFv3YwsfZ2fJWD0J1OrGgMlbKItXdQOnUSAJqukYrGaH9zHY48PzlDdBw+L5ph4PB6ezN1IYQQ/YgUTaLXaZqGq7CAQZ+YRlfjHqxYnJyhQzCcTqLNLSQCQRz+XLyVg9A0jVhLO8lgKH2uw6Rr91485eUUTRhH2xtvEdi+E//QwbS8viaz7ACAmeOj6MyxoOuolCXbnwghhPhIpGgSfYJuGOi5OeSPGUUqEiUVidC86o3MiJN+uANfTRWxljaC23eSO2xI+kQFdjxB9FAzvqoKyqfVE9y+i/DBZiouPI94MIQVieIsyMNwu0DX0QDT50U3ZcK3EEKI4ydFk+hTrEQSO5mkY8OmTMHkG1yNf+RwlGUT3L6TZDiM6fWiO51EDh7CV1NFYEsDVjyOf/hQCsaNwo4nsFMW3opykl1dRJtb8Y8Ymr4tp8n8JSGEEB+dFE2iz7DiCeKHD6M7HFjRKKbPR8GE8WhKpVcMV4pUdwSAzk1bKDl7Eh2btlIweiSpcDddu/bQtWsPDn8urvw8/COGggYOnw/HsFpMj0cKJiGEEP80KZpEn2Alk4T37SOweSul9VMpnHAGpseNpmkYPh+pcDeGx4Ujz0+iM0CyK0z72vX4hw8FTaNwwjhQinggiOFypUeUTAM0Dd3twnQ6eztFIYQQ/Zys0yR6lVIqvVBlqIvgtgZMnw/D6yVy8CBKKaxEIr0iuFIoy6ZgzKjMuVY0RufbW2h97Q1aXn4NO5Eg0RkETaGZJpgmTq9XCiYhhBAnhBRNolelurtpeflV7GQSzXRQWj8Vq7ubeGcAOx5H0zTUkVtqdiKJ7nZRfNYEdKcjcw2HP5eSs8+iY9NWcmoqceYX4MzNwenx9FZaQgghBiC5PSd6jZ1KEd6zh5JzpqLpOmXn14OuE967Lz2HSddRtgLbRne7sCIRrHgcw+el7Px6rEgUNI1UdzcdG7eQVzcc0+fD4ZO1l4QQQpx4MtIkeo2VSJJTW4tKpQhu24Ydi8GRJ+ZUykI3TEK7G0HT0HQdw+XC9LhJhSNg2xheD7pp4MzPo/Tcs3GXl0nBJIQQ4qSRokmcclYiQTLcjUqliB/uoO311SilsFMWya4ufNWVAHQ17iGnqpJkIICm62gOE80wcBcVohlGupDyeNLLDxgGDrerlzMTQggxkEnRJE4pK5lMT9juCqHpGoHNWwBw5uVhxRMoW6EUuEuKibW1E2s/jGaaWLFYesTJMFDKRqHShZShozsdmF6ZvySEEOLkkqJJnFJ2PEEi1IXT7ycViWQWsFSpFIlAANPnQSUT5I8ZReGE8VjRKMFt20l2d6NsOz2nye1G03RS8TgOn+/Ihr1CCCHEySVFkzglbNsmlUhgJeI48/OwE4ms9mhzC678PHTDRHe7CWzbjuF2kzdqJN6qSqKHmglt34nhchLYuo3OjZtx5uT0UjZCCCFOR/L0nDiprEQClUqh0EDZ6KaDZDhM4nAHnopBaKaJSqWwYjHsVIpoayvO/HzyR40k1d1NrKMTZ34e/hHDMFwuEqEQ3vIynKPzMd2y4a4QQohTR0aaxEljJRJYsRjKsgg3NqJSKVAKTTdQloUVj5M/dkwmPrh1G3YymXmtFLhLS9DdLnSnE0wTT0kJ3kHlUjAJIYQ45WSkSZxQqWgUO5kk2tyMFYvhG1JLvK2dRDCEt2IQyrKxurtxFRXRvW8/7pISiqdMJnLwEKlIN3Y8jrJSRFs7cObl4fD7QdcwXS7ZN04IIUSvkpEmccIko1Hihw/TtmoV4cZGcoYMQdd1unY34ikrJbzvALppEmtvB00Dy8KZm8Ph9RtQto0zvwA7maJ9zVq6G/fgyE3PWXK43VIwCSGE6HVSNInjomwbKxYjFY1ixePHtNuWhUomCWzeDEDhlCnp+Uq2jZ1IoGka8ba29J5wKHTDwDNoEMnuCMWTJ2FFI4QbG4k2N6e3Ramfiu504pClBIQQQvQRcntOfCgrHqd7/z4iB/ajLAvT6yV3+Aic/jx0hwM7lUovWBkIpE/Q0rfTVDIFKAy3m3hnJ+7SEgI7dpA3ciTdTftxlxQROdSMnZODv24kumGimQaaw4FD9o0TQgjRx8hIk/hAViJBYOtmupv2ZtZUSkUidG7cQCIQwE4m0wtPKoV9pN03eHDmabhIcwu5w4cRa23DW15Oov0woZ278Q2uRne6yBk8GE9pCabHg2Ya4HBgmI4P6pIQQgjRK6RoEh/IisdIdHb22NZ96ABWLEawoQFIr+oNYLjdJIIhNF0n0rQPV1EhuUNrCW5roHDCGeiGTtvrbxDc3kCyqwsMM73at+nAdDjQHTIAKoQQou+RbyfxgZKhUI/HNdOBf9gIIocOkTd6NJH9+/FUVOAqKiLW0oK3shKlbHKGDKZjw0YKx4/DmZ+PSln4qqvwVlZiJ5M48/woXcfhkttxQggh+jYpmsQH0h3vbFFiuN3kDB6C4fWiOV0opXAVFWHFYliRCHYshreqilRXF868fDo3bSJvVB1KKTq3bqVgzBjsZBI7kUxvtOtxg6bhcMlGu0IIIfq+fnV77r777kPTNG699dbMsVgsxpw5cygqKiInJ4crr7ySlpaWrPOampqYNWsWXq+X0tJS7rjjDlKpVFbM8uXLmTRpEi6Xi+HDh/PII4+cgoz6PkduLug6httDXt1oNMMAw0QDrHAYOx7HjsXS85k0jcDmzcQ7O0l0h8kbOZLg9u24iorIG1mHFY+j6QamPxfNkb4lJ4tUCiGE6C/6TdG0Zs0a/vCHP3DGGWdkHb/tttt44YUXeOqpp1ixYgUHDx7kiiuuyLRblsWsWbNIJBK89tprPProozzyyCPcfffdmZjGxkZmzZrFRRddxPr167n11lv5xje+waJFi05Zfn2V4XRSOO4MckeMwE4liTQ3YzgcWNEoAJphEO/oQHc40E0TT1kZic5OAuvXE9rTSMGYsaBs7FgM3elKT/YGNMCUJ+SEEEL0I5pSSvV2Jz5MOBxm0qRJPPjgg/zkJz9hwoQJ/OY3vyEYDFJSUsLjjz/OF77wBQC2bdvG6NGjWbVqFeeccw4vvvgin/70pzl48CBlZWUAzJ8/n7lz59LW1obT6WTu3LksXLiQTZs2Zd7z6quvJhAI8NJLL/XYp3g8Tvxd6xWFQiGqq6sJBoP4/f6T+Ns4tY6uv2TbFonOAIbXi+nxEG5sxFVYSCoaJdrain/oUOKBAJ6SEg6vW4f9rt+No7AQX00NziOjVjrpW31CCCFEbwuFQuTl5R3X93e/GGmaM2cOs2bNYvr06VnH165dSzKZzDo+atQoampqWLVqFQCrVq1i/PjxmYIJYMaMGYRCITYfWYhx1apVx1x7xowZmWv0ZN68eeTl5WV+qqurP3aefY0Vj5MMh7GVwooniBw8gOF0pjeFAxLBIKmuEP6hQwk2NODKz8eKxymePJnc4cNx5uXhKioid/BgnLm5aLqOYZpSMAkhhOiX+vxE8CeeeIK33nqLNWvWHNPW3NyM0+kkPz8/63hZWRnNzc2ZmHcXTEfbj7Z9UEwoFCIajeLp4TbSnXfeybe//e3M66MjTQNF6sgecLrLSSrURao7DLadXhk8kcBTXk7H+vUUnDGeRCCIf/hwAtu24fT7cebn4yopwTNoEJquo0hvhSKEEEL0Z326aNq3bx+33HILixcvxt3HvnRdLheuAfrUl21ZKKXQNB1lK8KNu9GdTlxFxQCoZBIzJwdXURHBLVvxjxyJAgrPPBNsO30RXQel0nOX+tj/OyGEEOKf0advz61du5bW1lYmTZqEaZqYpsmKFSt44IEHME2TsrIyEokEgaPbdxzR0tJCeXk5AOXl5cc8TXf09YfF+P3+HkeZBiI7lSIVjaZvxyUSoBTqyKa6qe5uEp2dOPPziXccBqXoatqLf/hwcocPJ7J/P7GWFlLhcHqRSqcT3TRx+HxyK04IIcSA0aeLpksuuYS3336b9evXZ34mT57M7NmzM//tcDhYsmRJ5pyGhgaampqor68HoL6+nrfffpvW1tZMzOLFi/H7/YwZMyYT8+5rHI05eo2BzorHCe3cTrBha7pYUnZ6lEjXsZIJ9CMjasGGbThycjB9PrylZQR378LwevCPHk1ObS2m35/ekFeWEhBCCDEA9enbc7m5uYwbNy7rmM/no6ioKHP8+uuv59vf/jaFhYX4/X6+9a1vUV9fzznnnAPApZdeypgxY7j22mu5//77aW5u5t///d+ZM2dO5vbaDTfcwO9//3u++93v8vWvf52lS5fy5JNPsnDhwlObcC+wUym6Gndhen14K6pIxaIYbje66UjPYUql8FVV0bVrF3Y8TueGDbhLSvDWDCZ3SC1YFiqRQHM40us5HVl6QAghhBho+vRI0/H49a9/zac//WmuvPJKpk2bRnl5OU8//XSm3TAMFixYgGEY1NfX85WvfIV/+Zd/4Uc/+lEmpra2loULF7J48WLOPPNMfvnLX/Jf//VfzJgxozdSOqXsRAJPaRmaaRDesxvD4URZFkrZKEivreRw4BlUkTkn1tZG54b12LEYmstJ56aNxFpb0E1TCiYhhBADVr9Yp6k/+CjrPPQVyrZJRSOEtjeQWzuM4PZt+Cqr0F1uDJ8PZVnplb/jcZKhII5cP3YigWYY6C4nmunAikUx3R4Mlwvd4ejtlIQQQoiP5KN8f8uwwGnGSiRQVgrQUFYKpSDZFQJDx7YtdJcLKx7HVjYOnw80DWwrXRApheYw0dCwolEc+W48xSW9nZIQQghxSvT723Pi+Ni2Taq7m64dDXS89SbJUAhlWekn5QArGsVVUIjhchE9dABd14+eiO7LwVlYBLoGSmF4vTgKCnGcJk8WCiGEECBF04BlJRJY8RhWIo5SCjsWo3PTBhKBTgAMr5fIoUPozvQttdDuneRUDyZ86CD+4SMI72nE6u5G2QpNA2wbw+PFzPWDYchilUIIIU47cntuALCTyfRilKYBlk0i2En3vibsRBwz10/OkKHED7ejUqnMOZquE+9oJ6dmMKYvh1R3mFjnYXKrakjGouTVjSYV6c7MZdKdTjTDwJB5S0IIIU5TUjT1Y3YyQSIUJNZyCJVK4SorB0vRvW8PmmHiH1GHnUqh6QbJIyNM72a43KTiMfJGjSbYsI3wrp2kKmL4KqvQUBi+HAxANw103ZCJ3kIIIU5rUjT1U3YySbhpD8lAR+aY4XARatoOgH/kKMKNu/BW1QCk1116l2S4C29FJV3bG8gffwa+6pr0PnG2jRWJkAx3EW1rI2/4cHRXriwlIIQQ4rQnc5r6KTsRzyqY3mmw8VTVkAyF0otNulygFK7S7A2Ju/c24sjNxVVcTGDrFkyfDzuRoHtvI8GGrSS7QuTX1eHIkYJJCCGEABlp6rcSwWNvt2EY+EeORnc6CG1vwFc1GCsWw/B60TQdT0Ul0YMHgPSmu5ED+3GXleMqLCIVCmF6feSNGQ9aes6T6ZLJ3kIIIcRRUjT1V/o7g4SG14fp9WE4XYR2bCW3dgQoBYaOpqc33VVWCt00yRs9Lr0uk1I4/H7sZBKHz4dSNpquo2kamq5hSMEkhBBCZJHbc/2UM68A3eEkZ+hIXMWluMorSIVDWNEoaKTXVVIK3eECw6B7fxOGy40Vi2InE9ipFFY8DkphxWIkAgE0pwPd4ZCCSQghhOiBFE39lO5wkjO8Dt3pwuHPQ7NtYofbgfQkcVdRMSqVIt7ZAZqGr2Ywod07iLYcQtM1NA2izQewkwlSsSjeiipMl1vmLwkhhBDvQ74h+ymlFFYijm4YaClQykI7cssuEQzi8PkwPG4MlwuVTGF6c8gfPY5oazPJri50t5vcYSPTywjoBqbL1csZCSGEEH2bjDT1M3YySerILTbD4STe1oqdSmInU7gKigCIt7dg+nyEGrYSD3Si6Rp2Io7mcOKrrCF3+Eh81UPQHU50h1MKJiGEEOI4SNHUTyilSEW6iXcFQdNQtk300H6c+QUoywIUtpXEWVCEsiwSoSB5o8aS6OwgsGkDkYMHiB9uw04lUbZCN01Mj0duxwkhhBDHSb4x+wk7EScRDKSLopSFFekmGQ7jKiwGDZRlEWs+iLusAldhEYnODgyni7y6MSgrdWRl8PTTcbrTieF09nZKQgghRL8iRVM/YFsWqXgcZ1ExmoJ4RxuaYaI7HCilSHQcxpHrx1ddS1fjDjTDwJGbR7zzMFY0gm/IMAyPF3QdU4olIYQQ4p8it+f6MKUUqfiR+UtuN8pW6aUCEgniHe24i0uJH27DcLuxEwnQNfwjx+AqKMJOJdF0g5zaEWiGCRoYcitOCCGE+KfJt2gfZsdjaEAiHMbhy0HXdWzbwvT6SHQeBk1DNx3oDid2PE73gSbchSU4CopwaqC7PGiAAgynE03TejkjIYQQov+SoqmPspIJFBqx1oO4yyrBtlC2hWY6MDweNNOku6kRT3kFhsuNZjrILUw/PafpOgotPddJNzBlhEkIIYT42OT2XB+klMK2bEClR5RQKNtKDxkphRWNkls7HNOXQ7T5IKFdDcTbWrCTSex4PL3Fiq6hS8EkhBBCnDDyjdoHqWQSXdPS+8cd/dENAKxYFGdBEalI+sk5z6BKIL1CuJWI4/DloHQdh0z4FkIIIU4oKZr6IIVCKQWA6csFDbBtbMvG8HhJRcLp48o+coICTcf0OtBl7pIQQghxUsjtuT5JAz090uQZVEUi0IlmGCjLxk4mMb0+VCqJnUqCpoNhppcTcLmkYBJCCCFOEhlp6ot0DSwbdB1lWZgeH8qyMd1ubCtFItiJSqUw3F5004Hp8vR2j4UQQogBT4qmPsgwHaSs9K033TTTK3rHouB0o5kmzoJiNE1DAabD0budFUIIIU4TUjT1VbqGZttYyQSG04VmOI7MYVJg2yhNk412hRBCiFNIiqY+ynQ4sZMJdKcLZdvpveMMA03XMRxONF2mowkhhBCnkhRNfZjucKIDyrYxXEihJIQQQvQiKZr6ASmWhBBCiN4n38ZCCCGEEMehzxdN8+bNY8qUKeTm5lJaWsrnPvc5GhoasmJisRhz5syhqKiInJwcrrzySlpaWrJimpqamDVrFl6vl9LSUu644w5SqVRWzPLly5k0aRIul4vhw4fzyCOPnOz0hBBCCNFP9PmiacWKFcyZM4fXX3+dxYsXk0wmufTSS+nu7s7E3Hbbbbzwwgs89dRTrFixgoMHD3LFFVdk2i3LYtasWSQSCV577TUeffRRHnnkEe6+++5MTGNjI7NmzeKiiy5i/fr13HrrrXzjG99g0aJFpzRfIYQQQvRNmjq6X0c/0dbWRmlpKStWrGDatGkEg0FKSkp4/PHH+cIXvgDAtm3bGD16NKtWreKcc87hxRdf5NOf/jQHDx6krKwMgPnz5zN37lza2tpwOp3MnTuXhQsXsmnTpsx7XX311QQCAV566aUP7VcoFCIvL49gMIjf7z85yQshhBDihPoo3999fqTpvYLBIACFhYUArF27lmQyyfTp0zMxo0aNoqamhlWrVgGwatUqxo8fnymYAGbMmEEoFGLz5s2ZmHdf42jM0Wu8VzweJxQKZf0IIYQQYuDqV0WTbdvceuutnHfeeYwbNw6A5uZmnE4n+fn5WbFlZWU0NzdnYt5dMB1tP9r2QTGhUIhoNHpMX+bNm0deXl7mp7q6+oTkKIQQQoi+qV8VTXPmzGHTpk088cQTvd0V7rzzToLBYOZn3759vd0lIYQQQpxE/WadpptuuokFCxawcuVKqqqqMsfLy8tJJBIEAoGs0aaWlhbKy8szMW+88UbW9Y4+XffumPc+cdfS0oLf78fjOXZDXJfLhUu2MRFCCCFOG31+pEkpxU033cQzzzzD0qVLqa2tzWo/66yzcDgcLFmyJHOsoaGBpqYm6uvrAaivr+ftt9+mtbU1E7N48WL8fj9jxozJxLz7Gkdjjl5DCCGEEKe3Pv/03L/927/x+OOP89xzz1FXV5c5npeXlxkBuvHGG/nb3/7GI488gt/v51vf+hYAr732GpBecmDChAlUVFRw//3309zczLXXXss3vvENfvrTnwLpJQfGjRvHnDlz+PrXv87SpUu5+eabWbhwITNmzPjQfsrTc0IIIUT/81G+v/t80aRpWo/H//jHP/LVr34VSC9uefvtt/PnP/+ZeDzOjBkzePDBBzO33gD27t3LjTfeyPLly/H5fFx33XXcd999mOY7dyiXL1/ObbfdxpYtW6iqquKuu+7KvMeHCQaD5Ofns2/fPimahBBCiH4iFApRXV1NIBAgLy/vA2P7fNHUX+zfv1+eoBNCCCH6qX379mXNme6JFE0niG3bHDx4kNzc3PcdHTtazQ7U0aiBnN9Azg0Gdn4DOTcY2PkN5NxgYOfXn3JTStHV1UVFRQW6/sFTvfvN03N9na7rH1qhHuX3+/v8H6KPYyDnN5Bzg4Gd30DODQZ2fgM5NxjY+fWX3D7sttxRff7pOSGEEEKIvkCKJiGEEEKI4yBF0ynkcrn4wQ9+MGAXxRzI+Q3k3GBg5zeQc4OBnd9Azg0Gdn4DNTeZCC6EEEIIcRxkpEkIIYQQ4jhI0SSEEEIIcRykaBJCCCGEOA5SNAkhhBBCHAcpmj6iefPmMWXKFHJzcyktLeVzn/scDQ0NWTGxWIw5c+ZQVFRETk4OV155JS0tLVkxTU1NzJo1C6/XS2lpKXfccQepVCorZvny5UyaNAmXy8Xw4cN55JFHTnZ6We677z40TePWW2/NHOvvuR04cICvfOUrFBUV4fF4GD9+PG+++WamXSnF3XffzaBBg/B4PEyfPp0dO3ZkXaOjo4PZs2fj9/vJz8/n+uuvJxwOZ8Vs3LiRCy64ALfbTXV1Nffff/9JzcuyLO666y5qa2vxeDwMGzaMH//4x7z7OY/+lNvKlSv5zGc+Q0VFBZqm8eyzz2a1n8pcnnrqKUaNGoXb7Wb8+PH87W9/O2m5JZNJ5s6dy/jx4/H5fFRUVPAv//IvHDx4sF/k9mH5vdcNN9yApmn85je/6Rf5HU9uW7du5bOf/Sx5eXn4fD6mTJlCU1NTpr0vf4Z+WH7hcJibbrqJqqoqPB4PY8aMYf78+VkxfTm/E0KJj2TGjBnqj3/8o9q0aZNav369+tSnPqVqampUOBzOxNxwww2qurpaLVmyRL355pvqnHPOUeeee26mPZVKqXHjxqnp06erdevWqb/97W+quLhY3XnnnZmY3bt3K6/Xq7797W+rLVu2qN/97nfKMAz10ksvnZI833jjDTVkyBB1xhlnqFtuuWVA5NbR0aEGDx6svvrVr6rVq1er3bt3q0WLFqmdO3dmYu677z6Vl5ennn32WbVhwwb12c9+VtXW1qpoNJqJmTlzpjrzzDPV66+/rl5++WU1fPhwdc0112Tag8GgKisrU7Nnz1abNm1Sf/7zn5XH41F/+MMfTlpu9957ryoqKlILFixQjY2N6qmnnlI5OTnqt7/9bb/M7W9/+5v6/ve/r55++mkFqGeeeSar/VTl8uqrryrDMNT999+vtmzZov793/9dORwO9fbbb5+U3AKBgJo+fbr6y1/+orZt26ZWrVqlzj77bHXWWWdlXaOv5vZh+b3b008/rc4880xVUVGhfv3rX/eL/D4st507d6rCwkJ1xx13qLfeekvt3LlTPffcc6qlpSUT05c/Qz8sv29+85tq2LBhatmyZaqxsVH94Q9/UIZhqOeee65f5HciSNH0MbW2tipArVixQimV/tBzOBzqqaeeysRs3bpVAWrVqlVKqfQfTF3XVXNzcybmoYceUn6/X8XjcaWUUt/97nfV2LFjs97rS1/6kpoxY8bJTkl1dXWpESNGqMWLF6sLL7wwUzT199zmzp2rzj///Pdtt21blZeXq5///OeZY4FAQLlcLvXnP/9ZKaXUli1bFKDWrFmTiXnxxReVpmnqwIEDSimlHnzwQVVQUJDJ9+h719XVneiUMmbNmqW+/vWvZx274oor1OzZs/t9bu/98D6VuVx11VVq1qxZWf2ZOnWq+j//5/+clNx68sYbbyhA7d27VynVf3JT6v3z279/v6qsrFSbNm1SgwcPziqa+kt+PeX2pS99SX3lK19533P602doT/mNHTtW/ehHP8o6NmnSJPX973+/3+X3z5Lbcx9TMBgEoLCwEIC1a9eSTCaZPn16JmbUqFHU1NSwatUqAFatWsX48eMpKyvLxMyYMYNQKMTmzZszMe++xtGYo9c4mebMmcOsWbOOef/+ntvzzz/P5MmT+eIXv0hpaSkTJ07kP//zPzPtjY2NNDc3Z/UtLy+PqVOnZuWXn5/P5MmTMzHTp09H13VWr16diZk2bRpOpzMrv4aGBjo7O09Kbueeey5Llixh+/btAGzYsIFXXnmFyy67rN/n9l6nMpfe/Ht4VDAYRNM08vPzM33qz7nZts21117LHXfcwdixY49p76/52bbNwoULGTlyJDNmzKC0tJSpU6dm3eLq75+h5557Ls8//zwHDhxAKcWyZcvYvn07l1566YDI73hI0fQx2LbNrbfeynnnnce4ceMAaG5uxul0Zj7gjiorK6O5uTkT8+4/MEfbj7Z9UEwoFCIajZ6MdAB44okneOutt5g3b94xbf09t927d/PQQw8xYsQIFi1axI033sjNN9/Mo48+mtW/nvr27r6XlpZmtZumSWFh4Uf6HZxo3/ve97j66qsZNWoUDoeDiRMncuuttzJ79uys9+2Pub3Xqczl/WJOVa6xWIy5c+dyzTXXZDY97e+5/exnP8M0TW6++eYe2/trfq2trYTDYe677z5mzpzJ3//+dz7/+c9zxRVXsGLFikyf+vNn6O9+9zvGjBlDVVUVTqeTmTNn8h//8R9MmzYt06/+nN/xMHv13fu5OXPmsGnTJl555ZXe7soJsW/fPm655RYWL16M2+3u7e6ccLZtM3nyZH76058CMHHiRDZt2sT8+fO57rrrerl3H8+TTz7JY489xuOPP87YsWNZv349t956KxUVFf0+t9NVMpnkqquuQinFQw891NvdOSHWrl3Lb3/7W9566y00Tevt7pxQtm0DcPnll3PbbbcBMGHCBF577TXmz5/PhRde2JvdOyF+97vf8frrr/P8888zePBgVq5cyZw5c6ioqDhmZGigkpGmf9JNN93EggULWLZsGVVVVZnj5eXlJBIJAoFAVnxLSwvl5eWZmPc+TXD09YfF+P1+PB7PiU4HSH+gtba2MmnSJEzTxDRNVqxYwQMPPIBpmpSVlfXb3AAGDRrEmDFjso6NHj0682TL0f711Ld39721tTWrPZVK0dHR8ZF+ByfaHXfckRltGj9+PNdeey233XZbZsSwP+f2Xqcyl/eLOdm5Hi2Y9u7dy+LFizOjTEf71F9ze/nll2ltbaWmpibzGbN3715uv/12hgwZkulXf8yvuLgY0zQ/9DOmv36GRqNR/u///b/86le/4jOf+QxnnHEGN910E1/60pf4xS9+kelXf83veEnR9BEppbjpppt45plnWLp0KbW1tVntZ511Fg6HgyVLlmSONTQ00NTURH19PQD19fW8/fbbWR8MRz8Yj/6Fq6+vz7rG0Zij1zgZLrnkEt5++23Wr1+f+Zk8eTKzZ8/O/Hd/zQ3gvPPOO2Z5iO3btzN48GAAamtrKS8vz+pbKBRi9erVWfkFAgHWrl2biVm6dCm2bTN16tRMzMqVK0kmk5mYxYsXU1dXR0FBwUnJLRKJoOvZf50Nw8j867c/5/ZepzKX3vizerRg2rFjB//4xz8oKirKau/PuV177bVs3Lgx6zOmoqKCO+64g0WLFvXr/JxOJ1OmTPnAz5j+/P2QTCZJJpMf+DnTn/M7br08Eb3fufHGG1VeXp5avny5OnToUOYnEolkYm644QZVU1Ojli5dqt58801VX1+v6uvrM+1HH7m89NJL1fr169VLL72kSkpKenzk8o477lBbt25V//Ef/9Erj1y+++k5pfp3bm+88YYyTVPde++9aseOHeqxxx5TXq9X/elPf8rE3HfffSo/P18999xzauPGjeryyy/v8VH2iRMnqtWrV6tXXnlFjRgxIutx6EAgoMrKytS1116rNm3apJ544gnl9XpP6pID1113naqsrMwsOfD000+r4uJi9d3vfrdf5tbV1aXWrVun1q1bpwD1q1/9Sq1bty7zBNmpyuXVV19VpmmqX/ziF2rr1q3qBz/4wcd+bP2DckskEuqzn/2sqqqqUuvXr8/6jHn3k2J9NbcPy68n7316ri/n92G5Pf3008rhcKiHH35Y7dixI/Oo/Msvv5y5Rl/+DP2w/C688EI1duxYtWzZMrV79271xz/+UbndbvXggw/2i/xOBCmaPiKgx58//vGPmZhoNKr+7d/+TRUUFCiv16s+//nPq0OHDmVdZ8+ePeqyyy5THo9HFRcXq9tvv10lk8msmGXLlqkJEyYop9Ophg4dmvUep8p7i6b+ntsLL7ygxo0bp1wulxo1apR6+OGHs9pt21Z33XWXKisrUy6XS11yySWqoaEhK+bw4cPqmmuuUTk5Ocrv96uvfe1rqqurKytmw4YN6vzzz1cul0tVVlaq++6776TmFQqF1C233KJqamqU2+1WQ4cOVd///vezvmj7U27Lli3r8e/Zddddd8pzefLJJ9XIkSOV0+lUY8eOVQsXLjxpuTU2Nr7vZ8yyZcv6fG4fll9Peiqa+mp+x5Pbf//3f6vhw4crt9utzjzzTPXss89mXaMvf4Z+WH6HDh1SX/3qV1VFRYVyu92qrq5O/fKXv1S2bfeL/E4ETal3LRkshBBCCCF6JHOahBBCCCGOgxRNQgghhBDHQYomIYQQQojjIEWTEEIIIcRxkKJJCCGEEOI4SNEkhBBCCHEcpGgSQgghhDgOUjQJIYQQQhwHKZqEEOIEWb58OZqmHbNhqRBiYJCiSQjRZ331q19F0zQ0TcPpdDJ8+HB+9KMfkUqleqU/69at44tf/CJlZWW43W5GjBjBN7/5TbZv394r/RFCnFpSNAkh+rSZM2dy6NAhduzYwe23384999zDz3/+8x5jE4nESevHggULOOecc4jH4zz22GNs3bqVP/3pT+Tl5XHXXXedtPcVQvQdUjQJIfo0l8tFeXk5gwcP5sYbb2T69Ok8//zzQHok6nOf+xz33nsvFRUV1NXVAbBv3z6uuuoq8vPzKSws5PLLL2fPnj0A/P3vf8ftdh9zC+2WW27h4osv7rEPkUiEr33ta3zqU5/i+eefZ/r06dTW1jJ16lR+8Ytf8Ic//OF9+//Xv/6VsWPH4nK5GDJkCL/85S+z2h988EFGjBiB2+2mrKyML3zhC5k227aZN28etbW1eDwezjzzTP73f//3o/4KhRAniBRNQoh+xePxZI0oLVmyhIaGBhYvXsyCBQtIJpPMmDGD3NxcXn75ZV599VVycnKYOXMmiUSCSy65hPz8fP76179mrmFZFn/5y1+YPXt2j++5aNEi2tvb+e53v9tje35+fo/H165dy1VXXcXVV1/N22+/zT333MNdd93FI488AsCbb77JzTffzI9+9CMaGhp46aWXmDZtWub8efPm8T//8z/Mnz+fzZs3c9ttt/GVr3yFFStWfMTfmhDihFBCCNFHXXfdderyyy9XSill27ZavHixcrlc6jvf+U6mvaysTMXj8cw5/+///T9VV1enbNvOHIvH48rj8ahFixYppZS65ZZb1MUXX5xpX7RokXK5XKqzs7PHfvzsZz9TgOro6PjA/i5btkwBmet8+ctfVp/85CezYu644w41ZswYpZRSf/3rX5Xf71ehUOiYa8ViMeX1etVrr72Wdfz6669X11xzzQf2Qwhxcpi9XbQJIcQHWbBgATk5OSSTSWzb5stf/jL33HNPpn38+PE4nc7M6w0bNrBz505yc3OzrhOLxdi1axcAs2fP5pxzzuHgwYNUVFTw2GOPMWvWrPcdMVJK/VN937p1K5dffnnWsfPOO4/f/OY3WJbFJz/5SQYPHszQoUOZOXMmM2fO5POf/zxer5edO3cSiUT45Cc/mXV+IpFg4sSJ/1R/hBAfjxRNQog+7aKLLuKhhx7C6XRSUVGBaWZ/bPl8vqzX4XCYs846i8cee+yYa5WUlAAwZcoUhg0bxhNPPMGNN97IM888k7ll1pORI0cCsG3bNurr6z9mRu/Izc3lrbfeYvny5fz973/n7rvv5p577mHNmjWEw2EAFi5cSGVlZdZ5LpfrhPVBCHH8pGgSQvRpPp+P4cOHH3f8pEmT+Mtf/kJpaSl+v/9942bPns1jjz1GVVUVuq4za9as94299NJLKS4u5v777+eZZ545pj0QCPQ4SjV69GheffXVrGOvvvoqI0eOxDAMAEzTZPr06UyfPp0f/OAH5Ofns3TpUj75yU/icrloamriwgsvPM7shRAnk0wEF0IMKLNnz6a4uJjLL7+cl19+mcbGRpYvX87NN9/M/v37s+Leeust7r33Xr7whS984OiNz+fjv/7rv1i4cCGf/exn+cc//sGePXt48803+e53v8sNN9zQ43m33347S5Ys4cc//jHbt2/n0Ucf5fe//z3f+c53gPStxwceeID169ezd+9e/ud//gfbtqmrqyM3N5fvfOc73HbbbTz66KPs2rWLt956i9/97nc8+uijJ/aXJoQ4LlI0CSEGFK/Xy8qVK6mpqeGKK65g9OjRXH/99cRisayRp+HDh3P22WezcePG931q7t0uv/xyXnvtNRwOB1/+8pcZNWoU11xzDcFgkJ/85Cc9njNp0iSefPJJnnjiCcaNG8fdd9/Nj370I7761a8C6afunn76aS6++GJGjx7N/Pnz+fOf/8zYsWMB+PGPf8xdd93FvHnzGD16NDNnzmThwoXU1tZ+/F+UEOIj09Q/O8NRCCGEEOI0IiNNQgghhBDHQYomIYQQQojjIEWTEEIIIcRxkKJJCCGEEOI4SNEkhBBCCHEcpGgSQgghhDgOUjQJIYQQQhwHKZqEEEIIIY6DFE1CCCGEEMdBiiYhhBBCiOMgRZMQQgghxHH4/wHSnyO+8bSpygAAAABJRU5ErkJggg==\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Make Histogram of All Data set\n", + "\n", + "df.hist(bins=60,figsize=(10,20))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "-V_8b5lXxxTv", + "outputId": "cf8fb1de-be16-47bc-ef61-61e6dcfbe9a1" + }, + "execution_count": 16, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([[,\n", + " ,\n", + " ],\n", + " [,\n", + " ,\n", + " ],\n", + " [,\n", + " ,\n", + " ],\n", + " [,\n", + " ,\n", + " ]], dtype=object)" + ] + }, + "metadata": {}, + "execution_count": 16 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# This Plotation on Stock prices When on Close , Adjacent Close and on Open Stages .\n", + "\n", + "plt.figure(figsize=(10, 6))\n", + "sns.histplot(df['Open'].dropna(), bins=40, kde=True)\n", + "plt.title('Distribution of Nestle India Daily Returns')\n", + "plt.xlabel('Adj Close')\n", + "plt.ylabel('Close')\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 564 + }, + "id": "mys7jwYwxy9i", + "outputId": "c69652bd-392f-4f64-e312-d7bc8c0c88b8" + }, + "execution_count": 17, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Plot Nestle India High Stock Prices\n", + "\n", + "def volume_analysis(df,cmp_name):\n", + " df['High'].plot(figsize=(10,7),title='Nestle India '+cmp_name+' Stock Prices',c='orange')\n", + " plt.ylabel('Volume')\n", + " plt.show()\n", + "\n", + "volume_analysis(df,'High')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 622 + }, + "id": "EB_GivIkyLDR", + "outputId": "80693535-eadb-4619-c6ec-263d6394523a" + }, + "execution_count": 18, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "import tensorflow as tf\n", + "print(tf.__version__)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "_Jj3Y6K8yRKI", + "outputId": "137a3c99-5c6c-4bcc-f4c3-eb0ad15044c2" + }, + "execution_count": 19, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "2.17.0\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "**Step 3: Data Preprocessing, split the dataset into training and testing sets**" + ], + "metadata": { + "id": "Nqdx7acPyTXD" + } + }, + { + "cell_type": "code", + "source": [ + "# Convert Date column to datetime\n", + "df['Date'] = pd.to_datetime(df['Date'])\n", + "\n", + "# Sort by date\n", + "df = df.sort_values('Date')\n", + "\n", + "# Feature selection\n", + "data = df[['Date', 'Close']].copy()" + ], + "metadata": { + "id": "rIReFNLzyVeh" + }, + "execution_count": 20, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Normalize the data\n", + "scaler = MinMaxScaler(feature_range=(0, 1))\n", + "data['Close'] = scaler.fit_transform(data['Close'].values.reshape(-1, 1))" + ], + "metadata": { + "id": "nyIYvcW2yY6a" + }, + "execution_count": 21, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Create sequences for LSTM\n", + "def create_sequences(data, seq_length):\n", + " xs = []\n", + " ys = []\n", + " for i in range(len(data)-seq_length):\n", + " x = data.iloc[i:(i+seq_length)].Close.values\n", + " y = data.iloc[i+seq_length].Close\n", + " xs.append(x)\n", + " ys.append(y)\n", + " return np.array(xs), np.array(ys)\n", + "\n", + "SEQ_LENGTH = 60\n", + "X, y = create_sequences(data, SEQ_LENGTH)" + ], + "metadata": { + "id": "sDyzTCPIycod" + }, + "execution_count": 22, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Split into training and test sets\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, shuffle=False)" + ], + "metadata": { + "id": "40vy5WJQygMW" + }, + "execution_count": 23, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Reshape for LSTM\n", + "X_train_lstm = X_train.reshape((X_train.shape[0], X_train.shape[1], 1))\n", + "X_test_lstm = X_test.reshape((X_test.shape[0], X_test.shape[1], 1))" + ], + "metadata": { + "id": "8vNHG_euykOf" + }, + "execution_count": 24, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "**Step 4: Comparing and Predicting with differnt Models**\n", + "\n" + ], + "metadata": { + "id": "rsuzh3K_yr41" + } + }, + { + "cell_type": "markdown", + "source": [ + "**LSTM Model**" + ], + "metadata": { + "id": "LBYJXw82yyoO" + } + }, + { + "cell_type": "code", + "source": [ + "# Build LSTM model\n", + "model_lstm = Sequential()\n", + "model_lstm.add(LSTM(50, return_sequences=True, input_shape=(SEQ_LENGTH, 1)))\n", + "model_lstm.add(LSTM(50, return_sequences=False))\n", + "model_lstm.add(Dense(25))\n", + "model_lstm.add(Dense(1))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Bun98SkXyx68", + "outputId": "a38bc56b-dc46-4e5f-8db5-b47e7e806225" + }, + "execution_count": 25, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.10/dist-packages/keras/src/layers/rnn/rnn.py:204: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", + " super().__init__(**kwargs)\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Compile the model\n", + "model_lstm.compile(optimizer='adam', loss='mean_squared_error')" + ], + "metadata": { + "id": "Bx3XbTWFy4no" + }, + "execution_count": 26, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Train the model\n", + "history = model_lstm.fit(X_train_lstm, y_train, batch_size=1, epochs=1)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "1qnLWEHpy6jm", + "outputId": "7eddb73e-6381-4445-a288-5e0f1dd75915" + }, + "execution_count": 27, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\u001b[1m2196/2196\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m77s\u001b[0m 33ms/step - loss: 7.4542e-04\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Predict\n", + "y_pred_lstm = model_lstm.predict(X_test_lstm)\n", + "y_pred_lstm = scaler.inverse_transform(y_pred_lstm)\n", + "y_test_lstm = scaler.inverse_transform(y_test.reshape(-1, 1))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "7cefwn7Cy94_", + "outputId": "c8039a6f-40e9-46ec-e033-1a2b3490c0fd" + }, + "execution_count": 28, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\u001b[1m18/18\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 31ms/step\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Evaluate\n", + "rmse_lstm = np.sqrt(mean_squared_error(y_test_lstm, y_pred_lstm))\n", + "r2_lstm = r2_score(y_test_lstm, y_pred_lstm)" + ], + "metadata": { + "id": "PcupOibqzU_D" + }, + "execution_count": 29, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "print('LSTM RMSE:', rmse_lstm)\n", + "print('LSTM R2 Score:', r2_lstm)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "nM4Xi7CLzVRj", + "outputId": "1397d436-482a-48e8-813c-ec720aa5e30f" + }, + "execution_count": 30, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "LSTM RMSE: 407.016788248518\n", + "LSTM R2 Score: 0.9727124620090067\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Plot\n", + "plt.figure(figsize=(10,6))\n", + "plt.plot(y_test_lstm, color='blue', label='Actual Stock Price')\n", + "plt.plot(y_pred_lstm, color='red', label='Predicted Stock Price')\n", + "plt.title('Nestle India Stock Price Prediction using LSTM')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Stock Price')\n", + "plt.legend()\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 564 + }, + "id": "_Dh8mse7zXAl", + "outputId": "e1ae1833-0d54-4a6b-f327-29c08b93a7f3" + }, + "execution_count": 31, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "**Linear Regression Model**" + ], + "metadata": { + "id": "D32tNHa9zblD" + } + }, + { + "cell_type": "code", + "source": [ + "# Reshape for Linear Regression\n", + "X_train_lr = X_train.reshape(X_train.shape[0], -1)\n", + "X_test_lr = X_test.reshape(X_test.shape[0], -1)\n", + "\n", + "# Train Linear Regression model\n", + "model_lr = LinearRegression()\n", + "model_lr.fit(X_train_lr, y_train)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 74 + }, + "id": "k9ZA5gmEzZGJ", + "outputId": "ef046987-e6fd-41fe-b838-e1f24f1c8412" + }, + "execution_count": 32, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "LinearRegression()" + ], + "text/html": [ + "
LinearRegression()
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" + ] + }, + "metadata": {}, + "execution_count": 32 + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Predict\n", + "y_pred_lr = model_lr.predict(X_test_lr)\n", + "y_pred_lr = scaler.inverse_transform(y_pred_lr.reshape(-1, 1))\n", + "y_test_lr = scaler.inverse_transform(y_test.reshape(-1, 1))\n", + "\n", + "# Evaluate\n", + "rmse_lr = np.sqrt(mean_squared_error(y_test_lr, y_pred_lr))\n", + "r2_lr = r2_score(y_test_lr, y_pred_lr)" + ], + "metadata": { + "id": "Kxnj-17xzhrX" + }, + "execution_count": 33, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "print('Linear Regression RMSE:', rmse_lr)\n", + "print('Linear Regression R2 Score:', r2_lr)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "K0mPxhOozmFO", + "outputId": "50a4c106-2684-4580-bef2-4ab9e96fa33a" + }, + "execution_count": 34, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Linear Regression RMSE: 270.2518644458053\n", + "Linear Regression R2 Score: 0.9879696820628348\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Plot\n", + "plt.figure(figsize=(10,6))\n", + "plt.plot(y_test_lr, color='blue', label='Actual Stock Price')\n", + "plt.plot(y_pred_lr, color='red', label='Predicted Stock Price')\n", + "plt.title('Nestle India Stock Price Prediction using Linear Regression')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Stock Price')\n", + "plt.legend()\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 564 + }, + "id": "F2981DKbznwQ", + "outputId": "d33a562c-9b4a-4c92-e440-7d1b0701eab5" + }, + "execution_count": 35, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "**KNN Model**" + ], + "metadata": { + "id": "YsH_X5NQzsjo" + } + }, + { + "cell_type": "code", + "source": [ + "# Train KNN model\n", + "model_knn = KNeighborsRegressor(n_neighbors=5)\n", + "model_knn.fit(X_train_lr, y_train)\n", + "\n", + "# Predict\n", + "y_pred_knn = model_knn.predict(X_test_lr)\n", + "y_pred_knn = scaler.inverse_transform(y_pred_knn.reshape(-1, 1))\n", + "y_test_knn = scaler.inverse_transform(y_test.reshape(-1, 1))" + ], + "metadata": { + "id": "o6euCJohzvFh" + }, + "execution_count": 36, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Evaluate\n", + "rmse_knn = np.sqrt(mean_squared_error(y_test_knn, y_pred_knn))\n", + "r2_knn = r2_score(y_test_knn, y_pred_knn)\n", + "\n", + "print('KNN RMSE:', rmse_knn)\n", + "print('KNN R2 Score:', r2_knn)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "-xkVaeEHzxp-", + "outputId": "3f2c36a0-ba94-4548-c891-b0eb246bf6bb" + }, + "execution_count": 37, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "KNN RMSE: 4144.048814710538\n", + "KNN R2 Score: -1.8287165570742823\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Plot\n", + "plt.figure(figsize=(10,6))\n", + "plt.plot(y_test_knn, color='blue', label='Actual Stock Price')\n", + "plt.plot(y_pred_knn, color='red', label='Predicted Stock Price')\n", + "plt.title('Nestle India Stock Price Prediction using KNN')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Stock Price')\n", + "plt.legend()\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 564 + }, + "id": "IuOTQcw-zzJm", + "outputId": "490a6564-020a-4129-ea7a-98432ecd2d7e" + }, + "execution_count": 38, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "**K-Means Clustering**" + ], + "metadata": { + "id": "vmmUYmkEz3f-" + } + }, + { + "cell_type": "code", + "source": [ + "# Feature extraction for clustering\n", + "features = df[['Close', 'Volume']]\n", + "\n", + "# Normalize features\n", + "scaler_features = MinMaxScaler()\n", + "scaled_features = scaler_features.fit_transform(features)" + ], + "metadata": { + "id": "6KuH93kCz59O" + }, + "execution_count": 39, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Fit KMeans\n", + "kmeans = KMeans(n_clusters=3, random_state=0)\n", + "kmeans.fit(scaled_features)\n", + "\n", + "# Add cluster labels to the dataframe\n", + "df['Cluster'] = kmeans.labels_" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "LSRwhF7lz8Tf", + "outputId": "b1af1097-3fd3-4aee-9b02-82f0b2b61429" + }, + "execution_count": 40, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:1416: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " super()._check_params_vs_input(X, default_n_init=10)\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Plot clusters\n", + "plt.figure(figsize=(10,6))\n", + "sns.scatterplot(data=df, x='Date', y='Close', hue='Cluster', palette='Set1')\n", + "plt.title('Nestle India Stock Price Clusters')\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Stock Price')\n", + "plt.legend()\n", + "plt.show()" + ], + "metadata": { + "id": "_dvTdGQVz_Tu", + "outputId": "2855de34-c8bc-4735-d8d0-0cda0f009c1f", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 564 + } + }, + "execution_count": 41, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + } + ] +} \ No newline at end of file diff --git a/Nifty /Nestle India Stock Analysis/requirements.txt b/Nifty /Nestle India Stock Analysis/requirements.txt new file mode 100644 index 00000000..9aaf68eb --- /dev/null +++ b/Nifty /Nestle India Stock Analysis/requirements.txt @@ -0,0 +1,8 @@ +**Requirements For Project :-** + +1. NumPy: Fundamental package for numerical computing. +2. pandas: Data analysis and manipulation library. +3. scikit-learn: Machine learning library for classification, regression, and clustering. +4. Matplotlib: Plotting library for creating visualizations. +5. Keras: High-level neural networks API, typically used with TensorFlow backend. +6. seaborn: Statistical data visualization library based on Matplotlib.