regresion multipli-giosett alerjandro villegas.docx
TRANSCRIPT
REGRESION EXPONENCIAL
AUAGLog(AG)AUAU*Log(AG)Log(AG)AG tAG - Ag t(AG - Ag t)
0.010.7-0.1549020.000025-0.000774510.023994620.534511260.165488740.027386524
0.011.40.146128040.0000360.000876770.02135340.535418110.864581890.747501852
0.011.40.146128040.0000250.000730640.02135340.534511260.865488740.749070765
0.012.10.322219290.0000640.002577750.103825270.537236421.562763582.442230003
0.011.70.230448920.0000250.001152240.053106710.534511261.165488741.358364011
0.011.30.113943350.0000640.000911550.012983090.537236420.762763580.581808277
0.014.80.681241240.0000250.003406210.464089620.534511264.2654887418.19439422
0.0120.301030.0001690.003913390.090619060.541809271.458190732.126320196
0.011.90.27875360.0000360.001672520.077703570.535418111.364581891.862083747
0.010.8-0.096910.000049-0.000678370.009391550.536326490.263673510.069523718
0.421.40.146128040.1780840.061666030.02135341.083804890.316195110.09997935
0.241.40.146128040.0556960.034486220.02135340.790712160.609287840.371231671
0.130.9-0.04575750.015625-0.005719690.002093750.655089330.244910670.059981237
0.010.3-0.52287870.000064-0.004183030.273402180.53723642-0.23723640.05628112
0.010.1-10.000064-0.00810.53723642-0.43723640.191175688
0.010.1-10.000049-0.00710.53632649-0.43632640.190380808
0.010.1-10.000049-0.00710.53632649-0.43632640.190380808
0.010.1-10.000049-0.00710.53632649-0.43632640.190380808
0.020.2-0.698970.000225-0.010484550.488559070.54364929-0.34364920.118094837
0.010.1-10.0001-0.0110.53906091-0.43906090.192774485
0.010.1-10.000064-0.00810.53723642-0.43723640.191175688
0.010.1-10.000144-0.01210.5408916-0.44089160.194385402
0.010.1-10.000064-0.00810.53723642-0.43723640.191175688
1.99131.110589713.9521442.207852341.233409515.4111831-2.51118316.306040606
1.474.80.681241242.1491560.998699650.464089626.36122888-1.56122882.43743561
0.535.30.724275870.28090.383866210.524575541.301548653.9984513515.98761319
13.30.518513941.0060090.520069480.268856712.901895040.398104960.158487559
0.432.40.380211240.1874890.164631470.144560591.104203891.295796111.67908755
0.151.20.079181250.0216090.011639640.006269670.679981130.520018870.270419621
0.120.7-0.1549020.015376-0.019207840.023994620.653979790.046020210.00211786
2.013.50.544068044.04011.093576770.2960100415.9967707-12.496770156.1692781
0.051.30.113943350.0022090.005355340.012983090.573954070.726045930.527142693
0.091.10.041392690.0088360.003890910.001713350.621553350.478446650.228911199
0.060.6-0.22184870.003249-0.012645380.049216870.583766420.016233580.000263529
0.060.2-0.698970.003249-0.039841290.488559070.58376642-0.38376640.147276668
0.020.1-10.000289-0.01710.54549556-0.44549550.198466297
0.211.70.230448920.0449440.048855170.053106710.759188610.940811390.88512607
0.140.7-0.1549020.020449-0.022150980.023994620.675386030.024613970.000605847
0.08100.005776000.602874420.397125580.157708723
0.020.3-0.52287870.000256-0.008366060.273402180.54457165-0.24457160.05981529
0.010.1-10.000196-0.01410.5427285-0.44272850.196008528
0.010.2-0.698970.000081-0.006290730.488559070.53814789-0.33814780.114343998
0.010.1-10.0001-0.0110.53906091-0.43906090.192774485
0.010.1-10.000025-0.00510.53451126-0.43451120.188800032
0.050.8-0.096910.002704-0.005039320.009391550.578839460.221160540.048911987
0.312.20.342422680.0973440.106835880.117253290.899434221.300565781.691471341
0.081.10.041392690.00640.003311410.001713350.606976180.493023820.243072486
0.020.1-10.0004-0.0210.54827673-0.44827670.200952027
0.010.1-10.000049-0.00710.53632649-0.43632640.190380808
0.060.4-0.397940.003249-0.022682580.158356250.58376642-0.18376640.033770098
0.130.6-0.22184870.017689-0.029505880.049216870.66403367-0.06403360.004100311
0.010.1-10.000121-0.01110.53997548-0.43997540.193578423
0.010.1-10.000036-0.00610.53541811-0.43541810.189588927
0.010.1-10.000025-0.00510.53451126-0.43451120.188800032
0.010.1-10.000036-0.00610.53541811-0.43541810.189588927
0.411.40.146128040.1705690.060350880.02135341.067395410.332604590.110625816
0.260.3-0.52287870.066049-0.134379840.273402180.81936717-0.51936710.269742259
0.010.1-10.000049-0.00710.53632649-0.43632640.190380808
0.010.2-0.698970.0001-0.00698970.488559070.53906091-0.33906090.114962302
0.010.7-0.1549020.000036-0.000929410.023994620.535418110.164581890.0270872
0.010.7-0.1549020.000025-0.000774510.023994620.534511260.165488740.027386524
0.010.6-0.22184870.000025-0.001109240.049216870.534511260.065488740.004288775
0.010.8-0.096910.000036-0.000581460.009391550.535418110.264581890.070003579
0.010.7-0.1549020.000064-0.001239220.023994620.537236420.162763580.026491983
0.010.1-10.000025-0.00510.53451126-0.43451120.188800032
0.010.2-0.698970.000036-0.004193820.488559070.53541811-0.33541810.112505305
1.9121.068185863.6252162.033825881.1410210413.365814-1.66581392.774936217
1.123.50.544068041.2588840.610444350.296010043.55049718-0.05049710.002549965
1.833.50.544068043.3415840.994556390.2960100411.7501774-8.250177368.06542662
1.835.70.755874863.34891.383250990.571346811.7900818-6.090081737.08909586
2.023.60.55630254.08041.123731050.3094724716.2702525-12.670252160.5352978
0.271.30.113943350.0702250.030194990.012983090.83055450.46944550.220379073
0.10.5-0.301030.010609-0.031006090.090619060.63110873-0.13110870.017189498
0.360.8-0.096910.1296-0.03488760.009391550.97567882-0.17567880.030863046
0.030.5-0.301030.001024-0.009632960.090619060.55954392-0.05954390.003545478
0.010.4-0.397940.0001-0.00397940.158356250.53906091-0.13906090.019337937
0.010.2-0.698970.000081-0.006290730.488559070.53814789-0.33814780.114343998
0.010.1-10.000049-0.00710.53632649-0.43632640.190380808
0.010.1-10.000064-0.00810.53723642-0.43723640.191175688
0.010.1-10.000064-0.00810.53723642-0.43723640.191175688
0.010.1-10.000036-0.00610.53541811-0.43541810.189588927
0.010.1-10.000036-0.00610.53541811-0.43541810.189588927
0.010.2-0.698970.000064-0.005591760.488559070.53723642-0.33723640.113728404
0.010.1-10.000049-0.00710.53632649-0.43632640.190380808
0.010.2-0.698970.000081-0.006290730.488559070.53814789-0.33814780.114343998
0.010.3-0.52287870.000081-0.004705910.273402180.53814789-0.23814780.056714419
0.010.4-0.397940.000036-0.002387640.158356250.53541811-0.13541810.018338063
0.150.6-0.22184870.022801-0.033499160.049216870.6846075-0.08460750.007158429
2.76181.243038057.6341693.434514131.5451435957.3309107-39.8309101586.501449
0.823.60.55630250.67240.456168050.309472472.127931311.472068692.166986217
0.472.50.397940010.2180890.185837980.158356251.169714791.330285211.769658747
0.311.30.113943350.0948640.035094550.012983090.893356120.406643880.165359241
0.211.20.079181250.0420250.016232160.006269670.750233240.449766760.202290136
0.040.3-0.52287870.001369-0.019346510.273402180.56430665-0.26430660.069858005
0.010.1-10.0001-0.0110.53906091-0.43906090.192774485
0.030.1-10.000676-0.02610.55388168-0.45388160.206008576
0.010.2-0.698970.000049-0.004892790.488559070.53632649-0.33632640.11311551
0.010.1-10.0001-0.0110.53906091-0.43906090.192774485
0.010.1-10.000049-0.00710.53632649-0.43632640.190380808
00.1-1.2924298001.670374850.53-0.4790.229441
1.67321.505149982.78892.513600462.265476468.9892872523.0107127529.4929011
0.687.10.851258350.4556250.574599390.724640781.664213375.4357866329.54777632
0.665.80.763427990.4290250.500045340.58282231.608737044.1912629617.5666852
0.262.10.322219290.0691690.084743670.103825270.827743431.272256571.618636775
0.342.30.361727840.1176490.124072650.130847030.94796331.35203671.828003248
1.7840.602059993.16841.071666780.3624762310.8319577-6.831957646.67564584
0.421.60.204119980.1722250.084709790.041664971.071020350.528979650.279819468
0.070.9-0.04575750.005041-0.003248780.002093750.597786180.302213820.09133319
0.040.5-0.301030.001764-0.012643260.090619060.56910992-0.06910990.004776181
0.230.5-0.301030.051984-0.068634840.090619060.78006149-0.28006140.07843444
0.010.3-0.52287870.000196-0.00732030.273402180.5427285-0.24272850.058917126
0.020.2-0.698970.0004-0.01397940.488559070.54827673-0.34827670.121296681
0.050.3-0.52287870.002916-0.028235450.273402180.58080523-0.28080520.078851579
0.010.4-0.397940.000169-0.005173220.158356250.54180927-0.14180920.02010987
0.010.1-10.000144-0.01210.5408916-0.44089160.194385402
0.010.2-0.698970.000049-0.004892790.488559070.53632649-0.33632640.11311551
3.23161.2041199810.43293.889307541.44990493126.529838-110.5298312216.84504
1.17161.204119981.36891.408820381.449904933.8514710612.1485289147.5867554
1.78211.320146293.16842.349860391.7427862210.831957710.0680423101.365476
1.92191.27875363.68642.455206911.6352107713.73328935.2667107227.73824177
2.34121.068185865.47562.499554921.1410210427.9883572-16.288357265.3105818
0.182.60.414973350.0331240.075525150.172202880.721545571.878454433.52859103
0.282.40.380211240.0778410.106078940.144560590.850501141.549498862.400946722
0.232.90.4623980.0506250.104039550.213811910.776104582.123895424.51093174
0.47111.053078440.22090.494946871.108974211.1756784910.1243215102.5018861
0.223.10.491361690.0501760.110065020.241436310.774790082.325209925.406601176
1.141.80.255272511.2950440.290500110.065164053.64811338-1.84811333.41552307
0.464.50.653212510.2152960.303090610.426686591.163781343.3362186611.13035497
0.123.90.591064610.0136890.069154560.349357370.646265463.2537345410.58678845
0.124.80.681241240.0132250.078342740.464089620.644078134.1559218717.2716866
0.052.40.380211240.0020250.017109510.144560590.572011481.827988523.341542027
0.063.80.57978360.0039690.036526370.336149020.589734173.2102658310.30580667
0.352.70.431363760.1197160.149251860.18607470.952796411.747203593.052720368
0.076.30.799340550.0044890.053555820.638945310.593746535.7062534732.56132866
0.153.80.57978360.0216090.085228190.336149020.679981133.120018879.734517721
0.092.40.380211240.0075690.033078380.144560590.614221521.785778483.189004775
1.75141.149219113.0590012.009984231.3207045710.27743743.8225625914.61198478
1.46231.361727842.1345211.989484371.85430276.3075403216.6924597278.63821
0.93201.298853080.86491.207933361.687019312.5641256417.3358744300.5325398
0.18171.220108090.0316840.217179241.488663750.7166695915.8833304252.2801848
1.96191.269512943.8494442.49078441.6116631214.74670023.8532997614.84791903
0.92201.296665190.8445611.191635311.681340622.5167561117.2832439298.7105193
0.228.60.934498450.04840.205589660.873287360.769554297.8304457161.31588006
0.4111.056904850.1632160.426989561.117047861.0512343810.3487656107.0969499
0.113.60.55630250.0114490.059524370.309472470.635402582.964597428.78883786
0.07141.14301480.0044890.076581991.306482830.5937465313.3062535177.0563814
0.01181.264817820.0000490.008853721.599764130.5363264917.8636735319.1108312
0.0730.477121250.0050410.033875610.227644690.597786182.402213825.770631217
0.11101.012837220.01210.111412091.025839240.638642139.6613578793.34183586
0.34131.107209970.1183360.380880231.225913920.9495716111.8504284140.4326531
AUAGLog(AG)AUAU*Log(AG) Log(AG)AG tAG - Ag t(AG - Ag t)
54.4532-1.326781.5845245.066162383.9619845482.94259148.908409317765.0363
Clculos para ajuste ExponencialN*Log(a) + AU*Log(b) = Log(AG) 150*Log a + 54.384*Log b = -1.3267
(AU)*Log(a) + (AU)*Log(b) = AU*Log(AG)54.384*Log(a) + 81.584*Log(b) = 45.066
Loga-0.2757a0.53
Logb0.7362b5.4475
PROMEDIO (AG)3.545673PROMEDIO(AGt)3.21961727
VARIANZA RESIDUAL118.4336
ERROR EST. ESTIM.10.88272
COEF. CORRELAC. EXP.0.908041
Grafica inicial y Grafica Ajustada
REGRESION POTENCIAL
AUAGLog(AU)Log(AG)Log(AU) .Log(AG)Log(AU)Log(AG)AGtAG - AGt(AG - AGt)
0.0050.7-2.30103-0.154900.356435.294740.023990.189710.510290.26039
0.0061.4-2.221850.14613-0.324674.936610.021350.213591.186411.40758
0.0051.4-2.301030.14613-0.336245.294740.021350.189711.210291.46479
0.0082.1-2.096910.32222-0.675664.397030.103830.257511.842493.39476
0.0051.7-2.301030.23045-0.530275.294740.053110.189711.510292.28096
0.0081.3-2.096910.11394-0.238934.397030.012980.257511.042491.08678
0.0054.8-2.301030.68124-1.567565.294740.464090.189714.6102921.25474
0.0132-1.886060.30103-0.567763.557210.090620.353081.646922.71235
0.0061.9-2.221850.27875-0.619354.936610.077700.213591.686412.84399
0.0070.8-2.15490-0.096910.208834.643600.009390.236100.563900.31798
0.4221.4-0.374690.14613-0.054750.140390.021353.39167-1.991673.96676
0.2361.4-0.627090.14613-0.091640.393240.021352.32449-0.924490.85469
0.1250.9-0.90309-0.045760.041320.815570.002091.53780-0.637800.40679
0.0080.3-2.09691-0.522881.096434.397030.273400.257510.042490.00181
0.0080.1-2.09691-1.000002.096914.397031.000000.25751-0.157510.02481
0.0070.1-2.15490-1.000002.154904.643601.000000.23610-0.136100.01852
0.0070.1-2.15490-1.000002.154904.643601.000000.23610-0.136100.01852
0.0070.1-2.15490-1.000002.154904.643601.000000.23610-0.136100.01852
0.0150.2-1.82391-0.698971.274863.326640.488560.38750-0.187500.03516
0.010.1-2.00000-1.000002.000004.000001.000000.29771-0.197710.03909
0.0080.1-2.09691-1.000002.096914.397031.000000.25751-0.157510.02481
0.0120.1-1.92082-1.000001.920823.689541.000000.33518-0.235180.05531
0.0080.1-2.09691-1.000002.096914.397031.000000.25751-0.157510.02481
1.98812.90.298421.110590.331420.089051.233419.289643.6103613.03470
1.4664.80.166130.681240.113180.027600.464097.62083-2.820837.95707
0.535.3-0.275720.72428-0.199700.076020.524583.933241.366761.86804
1.0033.30.001300.518510.000670.000000.268865.95448-2.654487.04629
0.4332.4-0.363510.38021-0.138210.132140.144563.44889-1.048891.10017
0.1471.2-0.832680.07918-0.065930.693360.006271.70872-0.508720.25880
0.1240.7-0.90658-0.154900.140430.821880.023991.52979-0.829790.68855
2.013.50.303200.544070.164960.091930.296019.35634-5.8563434.29676
0.0471.3-1.327900.11394-0.151311.763320.012980.814200.485800.23601
0.0941.1-1.026870.04139-0.042501.054470.001711.27770-0.177700.03158
0.0570.6-1.24413-0.221850.276011.547850.049220.92298-0.322980.10432
0.0570.2-1.24413-0.698970.869611.547850.488560.92298-0.722980.52270
0.0170.1-1.76955-1.000001.769553.131311.000000.42035-0.320350.10263
0.2121.7-0.673660.23045-0.155250.453820.053112.16795-0.467950.21898
0.1430.7-0.84466-0.154900.130840.713460.023991.67835-0.978350.95717
0.0761-1.119190.000000.000001.252580.000001.11280-0.112800.01272
0.0160.3-1.79588-0.522880.939033.225190.273400.40411-0.104110.01084
0.0140.1-1.85387-1.000001.853873.436841.000000.37051-0.270510.07317
0.0090.2-2.04576-0.698971.429924.185120.488560.27800-0.078000.00608
0.010.1-2.00000-1.000002.000004.000001.000000.29771-0.197710.03909
0.0050.1-2.30103-1.000002.301035.294741.000000.18971-0.089710.00805
0.0520.8-1.28400-0.096910.124431.648650.009390.86951-0.069510.00483
0.3122.2-0.505850.34242-0.173210.255880.117252.78707-0.587070.34465
0.081.1-1.096910.04139-0.045401.203210.001711.15053-0.050530.00255
0.020.1-1.69897-1.000001.698972.886501.000000.46719-0.367190.13483
0.0070.1-2.15490-1.000002.154904.643601.000000.23610-0.136100.01852
0.0570.4-1.24413-0.397940.495091.547850.158360.92298-0.522980.27351
0.1330.6-0.87615-0.221850.194370.767640.049221.60108-1.001081.00217
0.0110.1-1.95861-1.000001.958613.836141.000000.31674-0.216740.04698
0.0060.1-2.22185-1.000002.221854.936611.000000.21359-0.113590.01290
0.0050.1-2.30103-1.000002.301035.294741.000000.18971-0.089710.00805
0.0060.1-2.22185-1.000002.221854.936611.000000.21359-0.113590.01290
0.4131.4-0.384050.14613-0.056120.147490.021353.34447-1.944473.78097
0.2570.3-0.59007-0.522880.308530.348180.273402.45695-2.156954.65242
0.0070.1-2.15490-1.000002.154904.643601.000000.23610-0.136100.01852
0.010.2-2.00000-0.698971.397944.000000.488560.29771-0.097710.00955
0.0060.7-2.22185-0.154900.344174.936610.023990.213590.486410.23660
0.0050.7-2.30103-0.154900.356435.294740.023990.189710.510290.26039
0.0050.6-2.30103-0.221850.510485.294740.049220.189710.410290.16833
0.0060.8-2.22185-0.096910.215324.936610.009390.213590.586410.34388
0.0080.7-2.09691-0.154900.324824.397030.023990.257510.442490.19580
0.0050.1-2.30103-1.000002.301035.294741.000000.18971-0.089710.00805
0.0060.2-2.22185-0.698971.553014.936610.488560.21359-0.013590.00018
1.90411.70.279671.068190.298740.078211.141029.032542.667467.11534
1.1223.50.049990.544070.027200.002500.296016.40470-2.904708.43728
1.8283.50.261980.544070.142530.068630.296018.79648-5.2964828.05275
1.835.70.262450.755870.198380.068880.571358.80274-3.102749.62700
2.023.60.305350.556300.169870.093240.309479.38658-5.7865833.48450
0.2651.3-0.576750.11394-0.065720.332650.012982.50640-1.206401.45540
0.1030.5-0.98716-0.301030.297170.974490.090621.35595-0.855950.73265
0.360.8-0.44370-0.096910.043000.196870.009393.05880-2.258805.10216
0.0320.5-1.49485-0.301030.449992.234580.090620.63416-0.134160.01800
0.010.4-2.00000-0.397940.795884.000000.158360.297710.102290.01046
0.0090.2-2.04576-0.698971.429924.185120.488560.27800-0.078000.00608
0.0070.1-2.15490-1.000002.154904.643601.000000.23610-0.136100.01852
0.0080.1-2.09691-1.000002.096914.397031.000000.25751-0.157510.02481
0.0080.1-2.09691-1.000002.096914.397031.000000.25751-0.157510.02481
0.0060.1-2.22185-1.000002.221854.936611.000000.21359-0.113590.01290
0.0060.1-2.22185-1.000002.221854.936611.000000.21359-0.113590.01290
0.0080.2-2.09691-0.698971.465684.397030.488560.25751-0.057510.00331
0.0070.1-2.15490-1.000002.154904.643601.000000.23610-0.136100.01852
0.0090.2-2.04576-0.698971.429924.185120.488560.27800-0.078000.00608
0.0090.3-2.04576-0.522881.069684.185120.273400.278000.022000.00048
0.0060.4-2.22185-0.397940.884164.936610.158360.213590.186410.03475
0.1510.6-0.82102-0.221850.182140.674080.049221.73881-1.138811.29688
2.76317.50.441381.243040.548650.194821.5451411.506425.9935835.92303
0.823.6-0.086190.55630-0.047950.007430.309475.22359-1.623592.63603
0.4672.5-0.330680.39794-0.131590.109350.158363.62261-1.122611.26025
0.3081.3-0.511450.11394-0.058280.261580.012982.76379-1.463792.14268
0.2051.2-0.688250.07918-0.054500.473680.006272.12114-0.921140.84850
0.0370.3-1.43180-0.522880.748662.050050.273400.69693-0.396930.15755
0.010.1-2.00000-1.000002.000004.000001.000000.29771-0.197710.03909
0.0260.1-1.58503-1.000001.585032.512311.000000.55408-0.454080.20619
0.0070.2-2.15490-0.698971.506214.643600.488560.23610-0.036100.00130
0.010.1-2.00000-1.000002.000004.000001.000000.29771-0.197710.03909
0.0070.1-2.15490-1.000002.154904.643601.000000.23610-0.136100.01852
0.0010.051-3.00000-1.292433.877299.000001.670370.06663-0.015630.00024
1.67320.222721.505150.335220.049602.265488.2944323.70557561.95418
0.6757.1-0.170700.85126-0.145310.029140.724644.602872.497136.23565
0.6555.8-0.183760.76343-0.140290.033770.582824.513741.286261.65446
0.2632.1-0.580040.32222-0.186900.336450.103832.49409-0.394090.15530
0.3432.3-0.464710.36173-0.168100.215950.130852.96410-0.664100.44103
1.7840.250420.602060.150770.062710.362488.64563-4.6456321.58184
0.4151.6-0.381950.20412-0.077960.145890.041663.35499-1.754993.08000
0.0710.9-1.14874-0.045760.052561.319610.002091.06464-0.164640.02711
0.0420.5-1.37675-0.301030.414441.895440.090620.75679-0.256790.06594
0.2280.5-0.64207-0.301030.193280.412250.090622.27296-1.772963.14339
0.0140.3-1.85387-0.522880.969353.436840.273400.37051-0.070510.00497
0.020.2-1.69897-0.698971.187532.886500.488560.46719-0.267190.07139
0.0540.3-1.26761-0.522880.662801.606830.273400.89110-0.591100.34940
0.0130.4-1.88606-0.397940.750543.557210.158360.353080.046920.00220
0.0120.1-1.92082-1.000001.920823.689541.000000.33518-0.235180.05531
0.0070.2-2.15490-0.698971.506214.643600.488560.23610-0.036100.00130
3.23160.509201.204120.613140.259291.4499012.735943.2640610.65409
1.17160.068191.204120.082100.004651.449906.581529.4184888.70781
1.7820.90.250421.320150.330590.062711.742798.6456312.25437150.16967
1.92190.283301.278750.362270.080261.635219.081819.9181998.37044
2.3411.70.369221.068190.394390.136321.1410210.328221.371781.88177
0.1822.6-0.739930.41497-0.307050.547490.172201.963230.636770.40548
0.2792.4-0.554400.38021-0.210790.307350.144562.59171-0.191710.03675
0.2252.9-0.647820.46240-0.299550.419670.213812.253470.646530.41800
0.4711.3-0.327901.05308-0.345310.107521.108973.637727.6622858.71054
0.2243.1-0.649750.49136-0.319260.422180.241442.246960.853040.72768
1.1381.80.056140.255270.014330.003150.065166.46393-4.6639321.75222
0.4644.5-0.333480.65321-0.217830.111210.426693.607460.892540.79662
0.1173.9-0.931810.59106-0.550760.868280.349361.473082.426925.88995
0.1154.8-0.939300.68124-0.639890.882290.464091.456663.3433411.17792
0.0452.4-1.346790.38021-0.512061.813840.144560.791501.608502.58727
0.0633.8-1.200660.57978-0.696121.441580.336150.985032.814977.92405
0.3462.7-0.460920.43136-0.198830.212450.186072.98093-0.280930.07892
0.0676.3-1.173930.79934-0.938371.378100.638951.025255.2747527.82299
0.1473.8-0.832680.57978-0.482780.693360.336151.708722.091284.37344
0.0872.4-1.060480.38021-0.403211.124620.144561.215011.184991.40420
1.74914.10.242791.149220.279020.058951.320708.547445.5525630.83092
1.461230.164651.361730.224210.027111.854307.6039215.39608237.03929
0.9319.9-0.031521.29885-0.040940.000991.687025.6690414.23096202.52035
0.17816.6-0.749581.22011-0.914570.561871.488661.9350714.66493215.06020
1.96218.60.292701.269510.371590.085671.611669.210489.3895288.16317
0.91919.8-0.036681.29667-0.047570.001351.681345.6253514.17465200.92060
0.228.6-0.657580.93450-0.614500.432410.873292.220796.3792140.69433
0.40411.4-0.393621.05690-0.416020.154941.117053.296918.1030965.66009
0.1073.6-0.970620.55630-0.539960.942100.309471.389962.210044.88430
0.06713.9-1.173931.14301-1.341811.378101.306481.0252512.87475165.75920
0.00718.4-2.154901.26482-2.725564.643601.599760.2361018.16390329.92725
0.0713-1.148740.47712-0.548091.319610.227641.064641.935363.74563
0.1110.3-0.958611.01284-0.970910.918931.025841.415178.8848378.94025
0.34412.8-0.463441.10721-0.513130.214781.225912.969729.8302896.63446
AUAGLog(AU)Log(AG)Log(AU) .Log(AG)Log(AU)Log(AG)AGt(AG - AGt)(AG - AGt)
54.39531.9-180.62889-1.3267079.97396338.0597983.96198340.73115191.119853114.88565
Clculos para el ajuste PotencialN*Log(b) + a*Log(AU) = Log(AG)150*Logb + a*-180.629 = -1.327
Log(b)*Log(AU) + a* Log(AU) = Log(AU)*Log(AG)Logb*(-180.629) + a*338.059 = 79.973
Logb0.774b5.9429
a0.6501a0.6501
PROMEDIO (AG)3.545673333PROMEDIO (AGt)2.271541
VARIANZA RESIDUAL20.76590434
ERROR EST. ESTIM.4.556962183
COEF. CORRELA. POT.0.640651525
Graficas inicial y Grafica ajustada
REGRESIN LINEAL MLTIPLEAUAGCUAU*AGAU*CUAG*CUAGCUAUtAU-AUt(AU-AUt)
0.010.72.560.00350.01281.7920.496.55360.160692-0.155690.02424
0.011.42.580.00840.015483.6121.966.65640.214836-0.208830.04361247
0.011.42.580.0070.01293.6121.966.65640.214836-0.209830.04403115
0.012.12.580.01680.020645.4184.416.65640.265656-0.257650.06638661
0.011.72.590.00850.012954.4032.896.70810.238278-0.233270.05441863
0.011.32.60.01040.02083.381.696.760.2109-0.20290.04116841
0.014.82.430.0240.0121511.66423.045.90490.436746-0.431740.18640461
0.0122.330.0260.030294.6645.42890.216846-0.203840.04155319
0.011.92.530.01140.015184.8073.616.40090.242826-0.236820.05608655
0.010.82.480.00560.017361.9840.646.15040.154656-0.147650.02180229
0.421.42.520.59081.063443.5281.966.35040.2048640.2171360.04714804
0.241.42.540.33040.599443.5561.966.45160.2081880.0278120.00077351
0.130.92.540.11250.31752.2860.816.45160.171888-0.046880.00219848
0.010.32.50.00240.020.750.096.250.12168-0.113680.01292314
0.010.12.510.00080.020080.2510.016.30010.108822-0.100820.01016508
0.010.12.480.00070.017360.2480.016.15040.103836-0.096830.00937721
0.010.12.350.00070.016450.2350.015.52250.08223-0.075230.00565955
0.010.12.40.00070.01680.240.015.760.09054-0.083540.00697893
0.020.22.40.0030.0360.480.045.760.0978-0.08280.00685584
0.010.12.460.0010.02460.2460.016.05160.100512-0.090510.00819242
0.010.12.450.00080.01960.2450.016.00250.09885-0.090850.00825372
0.010.12.540.00120.030480.2540.016.45160.113808-0.101800.01036487
0.010.12.50.00080.020.250.016.250.10716-0.099160.00983271
1.99132.5725.64525.1091633.153166.416.60491.0480740.9399260.88346089
1.474.82.597.03683.7969412.43223.046.70810.4633381.0026621.00533109
0.535.32.582.8091.367413.67428.096.65640.4979760.0320240.00102554
13.32.63.30992.60788.5810.896.760.35610.64690.41847961
0.432.42.581.03921.117146.1925.766.65640.2874360.1455640.02118888
0.151.22.60.17640.38223.121.446.760.20364-0.056640.00320809
0.120.72.530.08680.313721.7710.496.40090.155706-0.031700.00100527
2.013.52.557.0355.12558.92512.256.50250.362311.647692.71488234
0.051.32.530.06110.118913.2891.696.40090.199266-0.152260.02318493
0.091.12.520.10340.236882.7721.216.35040.183084-0.089080.00793596
0.060.62.560.03420.145921.5360.366.55360.153432-0.096430.00929913
0.060.22.540.01140.144780.5080.046.45160.121068-0.064060.00410471
0.020.12.370.00170.040290.2370.015.61690.085554-0.068550.00469965
0.211.72.590.36040.549084.4032.896.70810.238278-0.026270.00069053
0.140.72.560.10010.366081.7920.496.55360.160692-0.017690.00031301
0.0812.520.0760.191522.5216.35040.175824-0.099820.00996483
0.020.32.550.00480.04080.7650.096.50250.12999-0.113990.01299372
0.010.12.540.00140.035560.2540.016.45160.113808-0.099800.00996164
0.010.22.560.00180.023040.5120.046.55360.124392-0.115390.01331531
0.010.12.520.0010.02520.2520.016.35040.110484-0.100480.01009703
0.010.12.60.00050.0130.260.016.760.12378-0.118780.01410869
0.050.82.560.04160.133122.0480.646.55360.167952-0.115950.01344487
0.312.22.590.68640.808085.6984.846.70810.2745780.0374220.00140041
0.081.12.570.0880.20562.8271.216.60490.191394-0.111390.01240862
0.020.12.550.0020.0510.2550.016.50250.11547-0.095470.00911452
0.010.12.60.00070.01820.260.016.760.12378-0.116780.01363757
0.060.42.620.02280.149341.0480.166.86440.148884-0.091880.00844267
0.130.62.540.07980.337821.5240.366.45160.150108-0.017100.00029268
0.010.12.470.00110.027170.2470.016.10090.102174-0.091170.0083127
0.010.12.490.00060.014940.2490.016.20010.105498-0.099490.00989985
0.010.12.540.00050.01270.2540.016.45160.113808-0.108800.01183918
0.010.12.560.00060.015360.2560.016.55360.117132-0.111130.01235032
0.411.42.450.57821.011853.431.966.00250.193230.219770.04829885
0.260.32.50.07710.64250.750.096.250.121680.135320.0183115
0.010.12.590.00070.018130.2590.016.70810.122118-0.115110.01325215
0.010.22.580.0020.02580.5160.046.65640.127716-0.117710.01385706
0.010.72.590.00420.015541.8130.496.70810.165678-0.159670.02549706
0.010.72.610.00350.013051.8270.496.81210.169002-0.164000.02689666
0.010.62.60.0030.0131.560.366.760.16008-0.155080.02404981
0.010.82.510.00480.015062.0080.646.30010.159642-0.153640.02360586
0.010.72.510.00560.020081.7570.496.30010.152382-0.144380.02084616
0.010.12.570.00050.012850.2570.016.60490.118794-0.113790.01294907
0.010.22.560.00120.015360.5120.046.55360.124392-0.118390.01401667
1.9122.5822.27684.9123230.186136.896.65640.9626160.9413840.88620384
1.123.52.593.9272.905989.06512.256.70810.3689580.7530420.56707225
1.833.52.66.3984.75289.112.256.760.370621.457382.12395646
1.835.72.6210.4314.794614.93432.496.86440.5336641.2963361.68048702
2.023.62.637.2725.31269.46812.966.91690.3828661.6371342.68020773
0.271.32.60.34450.6893.381.696.760.21090.05410.00292681
0.10.52.630.05150.270891.3150.256.91690.157806-0.054800.0030037
0.360.82.560.2880.92162.0480.646.55360.1679520.1920480.03688243
0.030.52.610.0160.083521.3050.256.81210.154482-0.122480.01500184
0.010.42.610.0040.02611.0440.166.81210.147222-0.137220.01882988
0.010.22.610.00180.023490.5220.046.81210.132702-0.123700.01530218
0.010.12.50.00070.01750.250.016.250.10716-0.100160.01003203
0.010.12.620.00080.020960.2620.016.86440.127104-0.119100.01418576
0.010.12.570.00080.020560.2570.016.60490.118794-0.110790.01227531
0.010.12.570.00060.015420.2570.016.60490.118794-0.112790.01272249
0.010.12.170.00060.013020.2170.014.70890.052314-0.046310.00214499
0.010.22.440.00160.019520.4880.045.95360.104448-0.096440.00930222
0.010.12.520.00070.017640.2520.016.35040.110484-0.103480.01070894
0.010.22.540.00180.022860.5080.046.45160.121068-0.112060.01255924
0.010.32.520.00270.022680.7560.096.35040.125004-0.116000.01345693
0.010.42.550.00240.01531.020.166.50250.13725-0.131250.01722656
0.150.62.370.09060.357871.4220.365.61690.1218540.0291460.00084949
2.76182.5948.35257.1561745.325306.256.70811.3853581.3776421.89789748
0.823.62.612.9522.14029.39612.966.81210.3795420.4404580.19400325
0.472.52.641.16751.232886.66.256.96960.3046680.1623320.02635168
0.311.32.610.40040.803883.3931.696.81210.2125620.0954380.00910841
0.211.22.610.2460.535053.1321.446.81210.205302-0.000309.1204E-08
0.040.32.590.01110.095830.7770.096.70810.136638-0.099630.00992773
0.010.12.580.0010.02580.2580.016.65640.120456-0.110450.01220053
0.030.12.520.00260.065520.2520.016.35040.110484-0.084480.00713755
0.010.22.550.00140.017850.510.046.50250.12273-0.115730.01339343
0.010.12.530.0010.02530.2530.016.40090.112146-0.102140.01043381
0.010.12.550.00070.017850.2550.016.50250.11547-0.108470.01176574
00000000-0.31560.31560.09960336
1.67322.3553.443.924575.210245.52252.39817-0.728170.53023155
0.687.12.554.79251.7212518.10550.416.50250.623670.051330.00263477
0.665.82.73.7991.768515.6633.647.290.554220.100780.01015661
0.262.12.610.55230.686435.4814.416.81210.270642-0.007645.84E-05
0.342.32.620.78890.898666.0265.296.86440.2868240.0561760.00315574
1.7842.637.124.681410.52166.91690.4119061.3680941.87168119
0.421.62.560.6641.06244.0962.566.55360.2260320.1889680.03570891
0.070.92.550.06390.181052.2950.816.50250.17355-0.102550.0105165
0.040.52.640.0210.110881.320.256.96960.159468-0.117460.01379873
0.230.52.590.1140.590521.2950.256.70810.1511580.0768420.00590469
0.010.32.360.00420.033040.7080.095.56960.098412-0.084410.00712539
0.020.22.480.0040.04960.4960.046.15040.111096-0.091090.00829848
0.050.32.50.01620.1350.750.096.250.12168-0.067680.00458058
0.010.42.50.00520.032510.166.250.12894-0.115940.01344208
0.010.12.570.00120.030840.2570.016.60490.118794-0.106790.01140496
0.010.22.270.00140.015890.4540.045.15290.076194-0.069190.00478781
3.23162.5951.688.365741.442566.70811.2764581.9535423.81632635
1.17162.518.722.925402566.251.2615-0.09150.00837225
1.78212.6237.2024.663654.758436.816.86441.6371840.1428160.02039641
1.92192.6636.485.107250.543617.07561.5058920.4141080.17148544
2.34122.5227.3785.896829.484136.896.35040.9526441.3873561.92475667
0.182.62.580.47320.469566.7086.766.65640.301956-0.119950.01438944
0.282.42.570.66960.717036.1685.766.60490.285774-0.006774.5887E-05
0.232.92.560.65250.5767.4248.416.55360.320412-0.095410.00910345
0.47112.585.3111.212629.154127.696.65640.933576-0.463570.21490271
0.223.12.560.69440.573447.9369.616.55360.334932-0.110930.01230591
1.141.82.52.04842.8454.53.246.250.230580.907420.82341106
0.464.52.492.0881.1553611.20520.256.20010.4249380.0390620.00152584
0.123.92.50.45630.29259.7515.216.250.38304-0.266040.07077728
0.124.82.540.5520.292112.19223.046.45160.455028-0.340020.11561904
0.052.42.520.1080.11346.0485.766.35040.277464-0.232460.05403951
0.063.82.570.23940.161919.76614.446.60490.387414-0.324410.10524444
0.352.72.590.93420.896146.9937.296.70810.3108780.0351220.00123355
0.076.32.610.42210.1748716.44339.696.81210.575562-0.508560.25863531
0.153.82.60.55860.38229.8814.446.760.3924-0.24540.06022116
0.092.42.60.20880.22626.245.766.760.29076-0.203760.04151814
1.75142.6124.66094.5648936.801198.816.81211.1418420.6071580.36864084
1.46232.5933.6033.7839959.575296.70811.784658-0.323650.1047545
0.93202.618.5072.41851.74396.016.761.56126-0.631260.39848919
0.18172.642.95480.4699243.824275.566.96961.328328-1.150321.32325451
1.96192.5736.49325.0423447.802345.966.60491.4618940.5001060.25010601
0.92202.5818.19622.3710251.084392.046.65641.550676-0.631670.39901457
0.228.62.581.8920.567622.18873.966.65640.737556-0.517550.26786421
0.4112.544.60561.0261628.956129.966.45160.934188-0.530180.28109932
0.113.62.580.38520.276069.28812.966.65640.374556-0.267550.07158621
0.07142.610.93130.1748736.279193.216.81211.127322-1.060321.12428274
0.01182.510.12880.0175746.184338.566.30011.437402-1.430402.04604988
0.0732.650.2130.188157.9597.02250.34263-0.271630.07378286
0.11102.511.1330.276125.853106.096.30010.849342-0.739340.54662659
0.34132.64.40320.894433.28163.846.761.0458-0.70180.49252324
AUAGCUAU*AGAU*CUAG*CUAGCUAUtAU-AUt(AU-AUt)
54.4532379.5561.29140.0921363.56914.2967.26554.336590.04740634.6734346
Clculos para el ajuste Lineal Mltiplena+bAG+cCU=AU150.a+532.b+379,5.c=54,4
aAG+bAG+cAG.CU=AG.AU532.a+6914,2.b+1363,5.c=561,29
aCU+bAG.CU+cCU= AU.CU379,5.a+1363,5.b+967.265=140.092
a-0.3156
b0.0726
c0.1662
PROMEDIO (AU)0.36256PROMEDIO (AUt)0.36224396
VARIANZA RESIDUAL0.231156231
ERROR EST. ESTIMACION0.480787095
COEF. CORRELACION LIN.0.99912831
Grafica Inicial y Grafica Ajustada