Para la variable x, se utilizó la funcion rnorm, donde se crean los datos a partir de la cantidad de estos, el promedio y la desviacion estandar
x=rnorm(20000, 1030000, 200000)
hist(x)
Se hace un proceso similar, se emplea la funcion runif, donde se insertan el numero de valores y se establece un intervalo de observaciones
beta1=rnorm(20000,0.3,0.02)
hist(beta1)
beta=runif(20000, 150000,200000)
summary(beta)
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 150005 162638 174942 175080 187526 199991
plot(density(beta1), col="Red")
Y=beta+beta1*x
datos=data.frame(Y,x)
head(datos)
## Y x
## 1 389293.8 880203.6
## 2 379076.4 675678.4
## 3 454155.7 950847.0
## 4 519196.8 1197127.3
## 5 406555.4 675759.8
## 6 596336.1 1300130.8
resultados = c()
for (i in 1:1000) {
set.seed(i)
x = rnorm(20000, 1030000, 200000)
beta1 = rnorm(20000, 0.3, 0.02)
beta = runif(20000, 150000, 200000)
Y = beta + beta1 * x
datos1 = datos[sample(nrow(datos), 10), ]
reg_1 = lm(Y ~ x, data = datos1)
resultados = c(resultados, reg_1$coefficients[[2]])
}
resultados
## [1] 0.3049977 0.3227520 0.3022234 0.2974922 0.3019475 0.3417873 0.2911423
## [8] 0.3406749 0.3114779 0.2901294 0.2715625 0.2523297 0.2808293 0.2163329
## [15] 0.3096969 0.2563951 0.2094147 0.2622854 0.2804376 0.2648450 0.2658065
## [22] 0.2856042 0.4668776 0.3339752 0.3392499 0.3037204 0.2054282 0.2656761
## [29] 0.3123861 0.2671942 0.3476160 0.3025283 0.2932124 0.3091870 0.3122359
## [36] 0.3205728 0.2823095 0.2855319 0.2181451 0.3245227 0.2959226 0.2325034
## [43] 0.3435266 0.3259994 0.1698682 0.2653053 0.2716269 0.3535336 0.2858442
## [50] 0.2300730 0.2535663 0.2930950 0.3638029 0.3042331 0.2650749 0.2794924
## [57] 0.3161356 0.3240416 0.2391874 0.3541659 0.2246292 0.4155215 0.3067757
## [64] 0.2519193 0.2785778 0.3004624 0.2962173 0.3033516 0.2346167 0.2156582
## [71] 0.2657213 0.3582104 0.3141347 0.3006913 0.2402484 0.2873014 0.3399838
## [78] 0.3100442 0.2929269 0.2946986 0.3188652 0.3231654 0.3156922 0.2565273
## [85] 0.2365526 0.2890248 0.2765535 0.1948244 0.3206177 0.3645937 0.2718592
## [92] 0.2606206 0.2689622 0.2815992 0.3304191 0.2060278 0.3110610 0.2670162
## [99] 0.2599952 0.3272008 0.3307673 0.2701110 0.3429871 0.1794904 0.2730079
## [106] 0.2208493 0.2852178 0.2514829 0.3578321 0.2852710 0.2420577 0.2458146
## [113] 0.3820791 0.2927561 0.2652846 0.2995115 0.3347471 0.2998031 0.2976693
## [120] 0.2995575 0.2697052 0.3819582 0.2877942 0.2897328 0.3680045 0.2295218
## [127] 0.3322232 0.2678804 0.3084612 0.3519170 0.2841098 0.2893096 0.3138034
## [134] 0.3334293 0.3044255 0.2271010 0.2982053 0.2579875 0.2165400 0.3456357
## [141] 0.3146958 0.2919372 0.2441576 0.3349081 0.3010948 0.3052818 0.3973291
## [148] 0.2605806 0.3579170 0.2816849 0.3370962 0.3040987 0.3201382 0.2757854
## [155] 0.2771621 0.2092718 0.3793941 0.3636677 0.2837927 0.2787444 0.4311293
## [162] 0.3287785 0.2577771 0.3282453 0.2892203 0.2773591 0.3311781 0.1957674
## [169] 0.3643296 0.3519790 0.3359399 0.2647956 0.2722040 0.2992984 0.3581372
## [176] 0.3349430 0.3460897 0.3437069 0.2868641 0.2766247 0.2533267 0.2531476
## [183] 0.3397507 0.2924261 0.2778198 0.2588966 0.2185988 0.3675908 0.3241266
## [190] 0.2882038 0.2686087 0.3000643 0.2534702 0.3032497 0.3494300 0.2461198
## [197] 0.3021340 0.2647198 0.2083443 0.3261116 0.2123103 0.2788131 0.2851952
## [204] 0.4534392 0.2744105 0.3039141 0.2486131 0.3047357 0.2368357 0.3704509
## [211] 0.2958188 0.3207060 0.2731674 0.3470330 0.2068189 0.3248805 0.3179115
## [218] 0.2806325 0.2484578 0.2830229 0.2566925 0.3354886 0.3237881 0.3378719
## [225] 0.2568058 0.2435847 0.2477164 0.1475943 0.2378936 0.2729828 0.3523247
## [232] 0.2904524 0.2307616 0.4458404 0.2873991 0.2386821 0.3815955 0.3288705
## [239] 0.3598438 0.2920357 0.3328105 0.2886360 0.2703796 0.3245590 0.2842477
## [246] 0.3037831 0.3005507 0.3139265 0.3202747 0.2957456 0.2631248 0.3410606
## [253] 0.3230060 0.2551695 0.2568914 0.2174296 0.3687535 0.3830423 0.1828061
## [260] 0.3188984 0.3131758 0.3432155 0.3231645 0.2503597 0.2492341 0.2418651
## [267] 0.3242722 0.3520769 0.2180239 0.3312514 0.3090349 0.2237372 0.3351771
## [274] 0.2401520 0.3043094 0.3154597 0.2657512 0.3232622 0.2627955 0.2889017
## [281] 0.3461251 0.3645837 0.2921102 0.2519305 0.2798868 0.2632573 0.3003737
## [288] 0.3315987 0.2885846 0.2250673 0.2684242 0.3413707 0.2649549 0.2421803
## [295] 0.2359664 0.3420534 0.2879276 0.2407283 0.3171388 0.2680841 0.3464752
## [302] 0.2858768 0.2739578 0.3337979 0.3184408 0.2036104 0.2598594 0.2079286
## [309] 0.2915850 0.3325996 0.3029638 0.3274280 0.2753686 0.3209453 0.3747344
## [316] 0.3979992 0.3119485 0.2826395 0.2342900 0.3410176 0.3087958 0.3243290
## [323] 0.2908550 0.3230545 0.3379479 0.3016087 0.3358524 0.2132951 0.4082658
## [330] 0.4504415 0.3356739 0.2784606 0.2228377 0.3502262 0.2481392 0.3374328
## [337] 0.3478507 0.3054495 0.3140873 0.3208865 0.2902222 0.3925935 0.3194804
## [344] 0.3073964 0.1473810 0.2925388 0.2931006 0.3243403 0.2348036 0.4033776
## [351] 0.4180397 0.2564657 0.2475168 0.3019079 0.3907483 0.2933742 0.3434497
## [358] 0.3041103 0.2986742 0.2371094 0.2707283 0.3137631 0.2824541 0.2784199
## [365] 0.4018686 0.3470112 0.3001031 0.2947604 0.2423487 0.3230461 0.3087588
## [372] 0.3326083 0.2794081 0.2989155 0.3377991 0.2976648 0.3640595 0.3124483
## [379] 0.2855235 0.4043260 0.3220832 0.3062208 0.3536244 0.3070723 0.2786715
## [386] 0.2612481 0.2851931 0.2390729 0.1805690 0.3419009 0.3552197 0.2877996
## [393] 0.1832510 0.3496037 0.2824691 0.2536226 0.2938823 0.2742470 0.2016508
## [400] 0.3249663 0.3657326 0.3454627 0.3241827 0.4101942 0.3535039 0.2924828
## [407] 0.3215574 0.3199094 0.3142073 0.3666359 0.2883174 0.2869158 0.3166880
## [414] 0.2706733 0.3548450 0.2066534 0.3003375 0.2424136 0.3069883 0.3020467
## [421] 0.3147272 0.2745643 0.3093608 0.2669273 0.3056618 0.3267981 0.2674094
## [428] 0.2544801 0.3173702 0.3685841 0.3310563 0.2719259 0.2498108 0.3372872
## [435] 0.3268231 0.2790060 0.2757833 0.3144591 0.2737520 0.2253760 0.2992947
## [442] 0.3060720 0.2912055 0.3143033 0.3083454 0.2567576 0.3054929 0.2991764
## [449] 0.3079427 0.3686521 0.2200738 0.2918895 0.3330512 0.3047834 0.3426691
## [456] 0.3212386 0.2882163 0.3391889 0.2786926 0.2850327 0.2547739 0.3072232
## [463] 0.3982403 0.3424903 0.2537194 0.2925026 0.3852517 0.3203358 0.3118039
## [470] 0.2624196 0.2846933 0.2902411 0.2009299 0.2876281 0.3529389 0.2528222
## [477] 0.3392288 0.2582945 0.2395392 0.2868131 0.2942038 0.3616064 0.3374245
## [484] 0.2870941 0.3377564 0.2286668 0.2624518 0.3270217 0.3729371 0.3322144
## [491] 0.4248663 0.2679503 0.3139464 0.4324856 0.3177828 0.2826521 0.2485660
## [498] 0.2581276 0.2841728 0.2417532 0.3297382 0.3082310 0.2608072 0.2954826
## [505] 0.3577940 0.3538441 0.3381099 0.3025901 0.2630759 0.2304525 0.3027892
## [512] 0.3278079 0.3306218 0.3269212 0.3067512 0.3164943 0.3356875 0.3474692
## [519] 0.3679539 0.2819259 0.2954030 0.3281264 0.3049811 0.3057637 0.2229383
## [526] 0.2939022 0.3118610 0.3279204 0.3510342 0.2174260 0.2180937 0.1382883
## [533] 0.2967207 0.2995259 0.3487380 0.2475527 0.3072009 0.2412898 0.3668535
## [540] 0.3101660 0.2952448 0.3963915 0.3033121 0.3601499 0.2423973 0.3179112
## [547] 0.2884055 0.3097562 0.2677762 0.2880590 0.2801722 0.2708141 0.2841817
## [554] 0.2638178 0.2899541 0.2761694 0.2969708 0.3472984 0.3649267 0.3210722
## [561] 0.3800094 0.2747578 0.2993579 0.2775319 0.3377034 0.2992242 0.3213558
## [568] 0.4409128 0.2715182 0.3243603 0.2638724 0.3798768 0.3068629 0.2471409
## [575] 0.3391103 0.3050841 0.2535937 0.3158398 0.3314474 0.3355527 0.3406960
## [582] 0.3147244 0.3759492 0.2765051 0.3749351 0.2762395 0.2931653 0.3394086
## [589] 0.3114363 0.2963454 0.3250467 0.2553336 0.3116604 0.3203130 0.2542026
## [596] 0.3060304 0.3592573 0.2834062 0.2128566 0.2257197 0.2855223 0.3399706
## [603] 0.2170983 0.2471447 0.2923304 0.2857854 0.3202403 0.3614444 0.2565574
## [610] 0.2647274 0.3454949 0.2925145 0.2580490 0.3024332 0.3265660 0.3181555
## [617] 0.1939610 0.3720757 0.3095707 0.2829387 0.3054471 0.4699618 0.3036757
## [624] 0.2680165 0.2166689 0.3138436 0.2867496 0.2998441 0.2894315 0.2775197
## [631] 0.3020289 0.3220357 0.2729106 0.2711389 0.2553248 0.2939345 0.2480763
## [638] 0.3029873 0.3086275 0.3013730 0.2835061 0.2782920 0.2205928 0.2851429
## [645] 0.3282791 0.3284208 0.2599651 0.2382606 0.3311637 0.3516598 0.2582156
## [652] 0.2613260 0.3096045 0.3204902 0.3177249 0.2950453 0.2298937 0.2475166
## [659] 0.3529991 0.2594940 0.3440378 0.4012327 0.3189032 0.2820304 0.2380007
## [666] 0.3702474 0.3170095 0.2839759 0.2004734 0.2907752 0.3076191 0.3023502
## [673] 0.3485515 0.1744005 0.1723691 0.2885173 0.3023789 0.3318895 0.3259227
## [680] 0.3536787 0.3272712 0.3569397 0.3000618 0.3287629 0.2788358 0.3540310
## [687] 0.3173974 0.3198080 0.2333719 0.2390582 0.2835945 0.3161687 0.2810854
## [694] 0.3454864 0.2849144 0.3254340 0.3804711 0.1899178 0.3037181 0.2642069
## [701] 0.3034596 0.2845777 0.3377719 0.2924157 0.4254455 0.3104892 0.3456803
## [708] 0.3429954 0.3096050 0.3547205 0.3460196 0.2867235 0.2342220 0.3188197
## [715] 0.3023412 0.2924670 0.2698862 0.3212468 0.1319789 0.2216626 0.2855811
## [722] 0.3113906 0.2645934 0.2658591 0.3077310 0.2721352 0.3485571 0.3464472
## [729] 0.2442452 0.2733301 0.2841136 0.3235815 0.3188862 0.3695041 0.2745718
## [736] 0.3417531 0.2901801 0.2411076 0.2721777 0.2372661 0.4264274 0.4173010
## [743] 0.2932013 0.3034878 0.1679266 0.3090294 0.2227498 0.2731706 0.2631141
## [750] 0.3370155 0.3139676 0.2798165 0.2952915 0.3656172 0.3006157 0.2133543
## [757] 0.2968068 0.3269207 0.3989975 0.3878598 0.2410682 0.2587807 0.1313351
## [764] 0.2500081 0.2706668 0.3251028 0.2361956 0.2875484 0.3558866 0.3312559
## [771] 0.2381131 0.2621751 0.3086935 0.3515573 0.3231163 0.2269514 0.3747695
## [778] 0.3024638 0.4372783 0.2533829 0.3394093 0.2774934 0.3391564 0.2498298
## [785] 0.3023045 0.2113023 0.2915376 0.3116361 0.2548743 0.3561569 0.3609321
## [792] 0.3351247 0.3200086 0.3424773 0.2758190 0.2663047 0.2822756 0.2565897
## [799] 0.3241515 0.2252698 0.4251986 0.3302128 0.2679336 0.2484497 0.2916917
## [806] 0.2689879 0.2920759 0.2666197 0.2092213 0.3350821 0.2775113 0.3040429
## [813] 0.2677047 0.2771757 0.3727381 0.3131175 0.3111578 0.3805724 0.1790284
## [820] 0.3355702 0.3399096 0.2946403 0.3138660 0.3536129 0.3047827 0.2980620
## [827] 0.2435257 0.2418988 0.4180992 0.3842497 0.2106708 0.3031168 0.3180052
## [834] 0.2745103 0.2983207 0.2759116 0.3685513 0.3594348 0.3032112 0.2956219
## [841] 0.3355726 0.2209658 0.3104008 0.3253313 0.2727205 0.3165808 0.2850867
## [848] 0.4034871 0.2710969 0.3355991 0.2652195 0.2747437 0.3262386 0.1066325
## [855] 0.3183328 0.3639929 0.2686804 0.3672819 0.3286376 0.3119877 0.3202082
## [862] 0.1964971 0.2398564 0.2411909 0.2464174 0.2992050 0.2865007 0.1931998
## [869] 0.3172258 0.2989429 0.3137793 0.3238786 0.2549947 0.2250903 0.3321698
## [876] 0.3320407 0.3194430 0.1992649 0.2683983 0.2519059 0.2475159 0.3396210
## [883] 0.1985520 0.2896626 0.2831220 0.3566289 0.3230240 0.2634109 0.3439325
## [890] 0.2501130 0.3132860 0.2106932 0.2593031 0.2550037 0.3517341 0.3035662
## [897] 0.3994089 0.3485931 0.3356998 0.3109101 0.2529672 0.3402798 0.3448092
## [904] 0.2332639 0.2084478 0.2051741 0.2981929 0.3220801 0.3004136 0.2732137
## [911] 0.2784501 0.2106462 0.2819939 0.3091248 0.3222186 0.2449054 0.3225585
## [918] 0.3237093 0.3116713 0.3235463 0.2793590 0.3107526 0.2526449 0.2184448
## [925] 0.2720676 0.2150313 0.2789434 0.1590856 0.2273574 0.2081452 0.2516367
## [932] 0.2544248 0.2271857 0.3269092 0.3436431 0.2778089 0.2926661 0.3091231
## [939] 0.2739419 0.2678482 0.3043345 0.2138344 0.3964258 0.2610388 0.2300957
## [946] 0.3382173 0.3573020 0.2721197 0.3206300 0.3053165 0.3021288 0.3269429
## [953] 0.3071166 0.2272964 0.4262046 0.2809319 0.2683501 0.2492604 0.2880423
## [960] 0.3063880 0.2548221 0.2705606 0.3559955 0.2675132 0.3063604 0.2605503
## [967] 0.2787039 0.3222925 0.2977102 0.3081487 0.4000766 0.3240423 0.3517652
## [974] 0.3102164 0.1944347 0.3301223 0.2897736 0.3041016 0.3020776 0.3058997
## [981] 0.3067282 0.2557433 0.3481628 0.3622199 0.2246856 0.2382321 0.3195200
## [988] 0.3047113 0.3010745 0.2555728 0.3361467 0.2736965 0.2829559 0.3332859
## [995] 0.2683390 0.3010631 0.2801800 0.2637450 0.3092738 0.3228825
#consistencia
resultados2 = c()
for (s in 1:1000) {
set.seed(1)
x = rnorm(20000, 1030000, 200000)
beta1 = rnorm(20000, 0.3, 0.02)
beta = runif(20000, 150000, 200000)
Y = beta + beta1 * x
datos1 = datos[sample(nrow(datos), s), ]
reg_2 = lm(Y ~ x, data = datos1)
resultados2 = c(resultados2, reg_2$coefficients[[2]])
}
resultados2
## [1] NA 0.07232028 0.05509322 0.08580759 0.25625268 0.26281956
## [7] 0.27172631 0.30153031 0.29778250 0.30499775 0.30587083 0.31096552
## [13] 0.31076812 0.31178529 0.30424510 0.28450311 0.32132104 0.33420698
## [19] 0.32456183 0.31590860 0.30918816 0.30889487 0.29719249 0.29674140
## [25] 0.29404279 0.29659038 0.29860295 0.29901320 0.29622867 0.30715374
## [31] 0.30788691 0.30787907 0.30922888 0.30938555 0.31048544 0.30925732
## [37] 0.30934169 0.30928667 0.30614522 0.30565392 0.30747341 0.30797085
## [43] 0.30529552 0.30308461 0.30213968 0.30208924 0.30272403 0.30267511
## [49] 0.30181964 0.30555251 0.30565174 0.30545488 0.30567760 0.30596225
## [55] 0.30627644 0.30511188 0.30457887 0.30416846 0.30438159 0.30447902
## [61] 0.30470877 0.30413221 0.30349273 0.30298499 0.30276753 0.30447663
## [67] 0.30365672 0.30285498 0.30268722 0.30325492 0.30269747 0.30212107
## [73] 0.30253964 0.30297131 0.30203316 0.30286107 0.30220079 0.30165927
## [79] 0.30160359 0.30194891 0.30251503 0.30162914 0.30068803 0.30102019
## [85] 0.30156000 0.30247995 0.30249084 0.30789330 0.30932114 0.30895964
## [91] 0.30874907 0.30875703 0.30613238 0.30647965 0.30650698 0.30651254
## [97] 0.30515772 0.30633702 0.30582286 0.30430431 0.30436061 0.30529562
## [103] 0.30527877 0.30541066 0.30726845 0.30719920 0.30593334 0.30587995
## [109] 0.30689575 0.30726763 0.31000330 0.31006393 0.31054657 0.31053735
## [115] 0.31057288 0.31003664 0.30882402 0.30964868 0.30664080 0.30505062
## [121] 0.30527975 0.30515775 0.30350312 0.30312664 0.30288579 0.30280677
## [127] 0.30274115 0.30260381 0.30234466 0.30296512 0.30239841 0.30141519
## [133] 0.30135022 0.30116326 0.30040917 0.30005190 0.30042560 0.30200382
## [139] 0.30233116 0.30239144 0.30308022 0.30307351 0.30205954 0.30258594
## [145] 0.30269710 0.30270305 0.30268355 0.30288760 0.30251022 0.30248086
## [151] 0.30328539 0.30385451 0.30420796 0.30406921 0.30430383 0.30438489
## [157] 0.30387991 0.30402522 0.30320742 0.30301111 0.30544163 0.30538009
## [163] 0.30512979 0.30531114 0.30537038 0.30534895 0.30564383 0.30508734
## [169] 0.30517697 0.30512284 0.30386229 0.30369674 0.30387153 0.30008956
## [175] 0.30053309 0.30051136 0.30056887 0.30197627 0.30222124 0.30254632
## [181] 0.30268485 0.30229022 0.30149415 0.30143375 0.30154412 0.30115874
## [187] 0.30095801 0.30044970 0.30046120 0.29898627 0.29732695 0.29661206
## [193] 0.29668226 0.29666988 0.29709797 0.29678235 0.29671845 0.29672766
## [199] 0.29676258 0.30143872 0.30049731 0.30051445 0.30030201 0.30001430
## [205] 0.29956922 0.29978594 0.29984855 0.29991962 0.29988811 0.29881129
## [211] 0.29701860 0.29739990 0.29746903 0.29750899 0.29795785 0.29769954
## [217] 0.29767717 0.29744992 0.29679629 0.29714352 0.29679927 0.29684492
## [223] 0.29656607 0.29687511 0.29687127 0.29655240 0.29711503 0.29753043
## [229] 0.29751836 0.29766488 0.29781651 0.29786961 0.29766434 0.29814085
## [235] 0.29835135 0.29836727 0.29815298 0.29750752 0.29723120 0.29720625
## [241] 0.29734992 0.29734382 0.29637288 0.29638148 0.29638203 0.29567822
## [247] 0.29573286 0.29580801 0.29567201 0.29652257 0.29652542 0.29655276
## [253] 0.29686824 0.29631279 0.29663507 0.29663854 0.29675605 0.29682235
## [259] 0.29676155 0.29663448 0.29708552 0.29772994 0.29789195 0.29766044
## [265] 0.29831961 0.29831956 0.29826568 0.29826831 0.29841954 0.29839551
## [271] 0.29882382 0.29893575 0.29863741 0.29813918 0.29933151 0.29917227
## [277] 0.29922244 0.29924624 0.29880616 0.29900637 0.29850794 0.29801332
## [283] 0.29853412 0.29885487 0.29882478 0.29854701 0.29864125 0.29851862
## [289] 0.29794624 0.29785026 0.29792269 0.29794173 0.29802568 0.29817788
## [295] 0.29894775 0.29840248 0.29736126 0.29733833 0.29737324 0.29766418
## [301] 0.29773479 0.29763409 0.29765079 0.29767220 0.29745362 0.29831455
## [307] 0.29823162 0.29844203 0.29849435 0.29874216 0.29940941 0.29997298
## [313] 0.29904163 0.29920907 0.29885265 0.29880648 0.29878062 0.29834767
## [319] 0.29808019 0.29819573 0.29818070 0.29827240 0.29863979 0.29904312
## [325] 0.29859987 0.29899713 0.29951807 0.29986483 0.29978327 0.29969344
## [331] 0.29909669 0.29874286 0.29874234 0.29911124 0.30032644 0.30020800
## [337] 0.30040756 0.30087757 0.30038040 0.30033765 0.30035437 0.30021911
## [343] 0.29979339 0.29961603 0.29922142 0.29922700 0.29941818 0.29915800
## [349] 0.29923049 0.30023491 0.30023581 0.30002862 0.29980133 0.30003445
## [355] 0.29977971 0.30007344 0.30002878 0.30037046 0.30114908 0.30178260
## [361] 0.30169946 0.30170318 0.30208853 0.30199193 0.30195480 0.30212816
## [367] 0.30233980 0.30218474 0.30131856 0.30135549 0.30138010 0.30144871
## [373] 0.30142934 0.30128665 0.30147300 0.30142566 0.30143509 0.30143327
## [379] 0.30199852 0.30233090 0.30209306 0.30265341 0.30265548 0.30249572
## [385] 0.30258327 0.30341333 0.30344796 0.30345341 0.30348091 0.30318157
## [391] 0.30319571 0.30351352 0.30343241 0.30337716 0.30343294 0.30403122
## [397] 0.30413542 0.30411470 0.30411777 0.30426086 0.30414397 0.30462279
## [403] 0.30444864 0.30463565 0.30474300 0.30487936 0.30474202 0.30451153
## [409] 0.30424529 0.30390781 0.30356694 0.30371860 0.30386127 0.30377912
## [415] 0.30379121 0.30381109 0.30361160 0.30375054 0.30368444 0.30321575
## [421] 0.30324136 0.30360872 0.30371011 0.30390045 0.30392446 0.30341531
## [427] 0.30341249 0.30341542 0.30371414 0.30394064 0.30407913 0.30407378
## [433] 0.30330123 0.30382562 0.30391527 0.30384997 0.30416857 0.30394861
## [439] 0.30349574 0.30352919 0.30331060 0.30329908 0.30319487 0.30313337
## [445] 0.30289075 0.30288649 0.30278027 0.30276989 0.30276417 0.30280153
## [451] 0.30261944 0.30286814 0.30244498 0.30258239 0.30261035 0.30251906
## [457] 0.30283108 0.30290246 0.30209603 0.30215592 0.30207020 0.30212267
## [463] 0.30203270 0.30203310 0.30212412 0.30199697 0.30201736 0.30220453
## [469] 0.30211688 0.30220380 0.30102675 0.30095896 0.30103307 0.30117826
## [475] 0.30115290 0.30113426 0.30044945 0.30064279 0.30066046 0.30067407
## [481] 0.30072418 0.30041021 0.30057058 0.30055066 0.30049062 0.30032187
## [487] 0.30020087 0.30044660 0.30036121 0.29973660 0.29977061 0.29924207
## [493] 0.29921658 0.29939288 0.29930130 0.29933177 0.29938679 0.29934531
## [499] 0.29929923 0.29916276 0.29910510 0.29933077 0.30032926 0.30110552
## [505] 0.30081152 0.30080216 0.30058040 0.30057316 0.30086336 0.30075169
## [511] 0.30077980 0.30055046 0.30049143 0.30047867 0.30052087 0.30062924
## [517] 0.30047239 0.30052175 0.30069392 0.30078403 0.30077210 0.30063103
## [523] 0.30062972 0.30036760 0.30003888 0.30010043 0.30010043 0.30040344
## [529] 0.30056020 0.30056665 0.30056572 0.30059052 0.30077421 0.30077766
## [535] 0.30070735 0.30049113 0.30045984 0.30050113 0.30052484 0.30055961
## [541] 0.30061019 0.30061453 0.30047793 0.30049464 0.30055440 0.30048649
## [547] 0.30054935 0.30038273 0.30036817 0.30041986 0.30036893 0.30037605
## [553] 0.30022983 0.30031142 0.30024568 0.30024556 0.30022341 0.30019541
## [559] 0.29998612 0.29998843 0.30005005 0.30023512 0.30054503 0.30044467
## [565] 0.30079150 0.30060569 0.30070221 0.30069169 0.30032632 0.30032397
## [571] 0.30039540 0.30049099 0.30035841 0.30061592 0.30081999 0.30078478
## [577] 0.30041984 0.30067625 0.30066686 0.30072491 0.30079012 0.30104495
## [583] 0.30085753 0.30072605 0.30066746 0.30057666 0.30076449 0.30066525
## [589] 0.30063113 0.30087044 0.30084263 0.30086084 0.30096053 0.30124565
## [595] 0.30093849 0.30095982 0.30025742 0.30033127 0.29988386 0.29990285
## [601] 0.29988229 0.29996804 0.30001746 0.30002093 0.30021937 0.30023669
## [607] 0.30014909 0.30017705 0.30022535 0.30026278 0.30042932 0.30042811
## [613] 0.30038655 0.30065548 0.30030744 0.30011717 0.30006484 0.29997528
## [619] 0.30001381 0.29991775 0.29993009 0.29981718 0.29927556 0.29918146
## [625] 0.29917943 0.29916853 0.29905169 0.29913306 0.29913309 0.29916464
## [631] 0.29916075 0.29894688 0.29902231 0.29925409 0.29934398 0.29924923
## [637] 0.29947414 0.29904171 0.29904203 0.29881994 0.29888361 0.29891710
## [643] 0.29897381 0.29865798 0.29879657 0.29871475 0.29868729 0.29868890
## [649] 0.29939643 0.29965134 0.29956171 0.29959515 0.30022551 0.30007164
## [655] 0.29996941 0.29998478 0.29983465 0.29989379 0.29990523 0.29989859
## [661] 0.29960982 0.29954632 0.29953358 0.29955145 0.29891779 0.29909517
## [667] 0.29899123 0.29888434 0.29890956 0.29891283 0.29893427 0.29883415
## [673] 0.29871276 0.29871271 0.29867009 0.29861966 0.29838764 0.29843158
## [679] 0.29841998 0.29846630 0.29846386 0.29845311 0.29844924 0.29870647
## [685] 0.29878845 0.29880312 0.29875827 0.29894907 0.29895808 0.29894611
## [691] 0.29896090 0.29884897 0.29915762 0.29915754 0.29920754 0.29887013
## [697] 0.29868742 0.29867919 0.29845601 0.29847364 0.29839637 0.29843228
## [703] 0.29840759 0.29840760 0.29836286 0.29864471 0.29866643 0.29865950
## [709] 0.29900413 0.29921239 0.29896520 0.29877825 0.29876753 0.29875619
## [715] 0.29875533 0.29882157 0.29889089 0.29883658 0.29871187 0.29871657
## [721] 0.29878515 0.29878202 0.29873988 0.29860517 0.29861805 0.29859017
## [727] 0.29832234 0.29831722 0.29838110 0.29852310 0.29847007 0.29844374
## [733] 0.29844190 0.29909627 0.29913753 0.29915478 0.29917276 0.29907120
## [739] 0.29903228 0.29920796 0.29920201 0.29864111 0.29866462 0.29871653
## [745] 0.29872107 0.29875930 0.29875259 0.29870630 0.29878873 0.29876270
## [751] 0.29888573 0.29847821 0.29867251 0.29880549 0.29881855 0.29856198
## [757] 0.29846615 0.29842211 0.29843824 0.29843399 0.29851744 0.29851084
## [763] 0.29863375 0.29864296 0.29881073 0.29878834 0.29873200 0.29869074
## [769] 0.29871606 0.29854504 0.29854543 0.29865097 0.29871663 0.29891144
## [775] 0.29900570 0.29894687 0.29911926 0.29918556 0.29897816 0.29895953
## [781] 0.29910168 0.29911690 0.29910412 0.29912463 0.29922438 0.29903125
## [787] 0.29868466 0.29876944 0.29878033 0.29919881 0.29915392 0.29937288
## [793] 0.29971535 0.29981140 0.29984639 0.29972327 0.29969370 0.29962637
## [799] 0.29967938 0.29963434 0.29975213 0.29985178 0.29981728 0.29980868
## [805] 0.29982257 0.29975751 0.29976942 0.29972550 0.29971630 0.29977608
## [811] 0.29979519 0.29985710 0.30004162 0.29997421 0.30003979 0.30005750
## [817] 0.30003210 0.29994134 0.30033346 0.30029999 0.30025977 0.30019106
## [823] 0.30016054 0.30016825 0.29986599 0.29993559 0.30012752 0.30032919
## [829] 0.30008258 0.30010919 0.30006875 0.29998329 0.29937738 0.29973010
## [835] 0.29971179 0.29963881 0.29898656 0.29901066 0.29874273 0.29862295
## [841] 0.29860820 0.29875733 0.29867291 0.29843771 0.29826192 0.29823925
## [847] 0.29839668 0.29830360 0.29825818 0.29829796 0.29831238 0.29836285
## [853] 0.29849554 0.29847959 0.29847624 0.29847501 0.29824250 0.29813281
## [859] 0.29827590 0.29824899 0.29818337 0.29815100 0.29794650 0.29786898
## [865] 0.29784136 0.29782461 0.29792402 0.29793352 0.29794967 0.29791916
## [871] 0.29789759 0.29808007 0.29829268 0.29829637 0.29824918 0.29831493
## [877] 0.29829642 0.29836287 0.29871008 0.29874709 0.29864584 0.29875312
## [883] 0.29904417 0.29903514 0.29910735 0.29905935 0.29909981 0.29916088
## [889] 0.29915622 0.29922771 0.29930830 0.29930418 0.29936732 0.29927107
## [895] 0.29931778 0.29934621 0.29933674 0.29921392 0.29917122 0.29917649
## [901] 0.29952019 0.29952228 0.29965568 0.29965532 0.29971580 0.29966861
## [907] 0.29951676 0.29940148 0.29939161 0.29936585 0.29936584 0.29947444
## [913] 0.29943953 0.29942514 0.29946971 0.29978846 0.29978430 0.29975344
## [919] 0.29976649 0.30047893 0.30061247 0.30034598 0.30031580 0.30041290
## [925] 0.30044879 0.30046549 0.30059505 0.30056454 0.30100380 0.30095326
## [931] 0.30093306 0.30096556 0.30120868 0.30120702 0.30117333 0.30082034
## [937] 0.30105697 0.30111159 0.30121221 0.30111361 0.30106582 0.30106196
## [943] 0.30093301 0.30062250 0.30062003 0.30080250 0.30083620 0.30084710
## [949] 0.30084525 0.30070514 0.30094522 0.30097442 0.30143353 0.30148839
## [955] 0.30145630 0.30146519 0.30155468 0.30168698 0.30156308 0.30154725
## [961] 0.30153565 0.30157167 0.30160761 0.30167038 0.30170387 0.30163228
## [967] 0.30159328 0.30145120 0.30145814 0.30150272 0.30151761 0.30176050
## [973] 0.30172646 0.30173033 0.30174154 0.30171102 0.30180131 0.30190412
## [979] 0.30172140 0.30170506 0.30180984 0.30201207 0.30198734 0.30161735
## [985] 0.30162928 0.30182334 0.30183313 0.30181022 0.30184814 0.30187068
## [991] 0.30183021 0.30185006 0.30180826 0.30173617 0.30164842 0.30164308
## [997] 0.30162166 0.30181585 0.30162303 0.30159467
En la demostracion de los resultados se evidencia como los valores se aproximan bastante al 0,3 que equivale al Beta1, al hablarse de sesgo, se determina que este es muy bajo, ya que los valores son muy cercanos al estimado