ANÁLISIS NO SUPERVISADO-GASTO EN VIVIENDA
Integrantes:
- Juliana Hidalgo-2223740
- Jesus Sarria-2227452
- Nicoll Hurtado-2229293
2023-11-22
INTRODUCCIÓN
El departamento administrativo nacional de estadística (DANE) coordina el sistema estadístico nacional, planea, analiza, procesa y difunde las estadísticas oficiales de Colombia. Desde el 2007 recoge datos sobre consumo de televisión, hábitos de lectura y gastos de los hogares en bienes y servicios culturales, entre otros. Gracias a que ofrece más de 100 operaciones estadísticas en aspectos industriales, económicos, agropecuarios, poblacionales y de calidad de vida, es que el país puede caracterizar su organización política-administrativa y aproximarse a la realidad socioeconómica colombiana.
De acuerdo a lo mencionado anteriormente, se toma como referencia para aplicar el modelo APC y clustering la muestra de la encuesta nacional de ingresos y gastos (ENIG) de 2006 - 2007 presentada por el DANE. Esta encuesta principalmente contempla el presupuesto familiar, por eso indaga tanto por los ingresos como los gastos, no obstante, para la clasificación mediante el aprendizaje no supervisado, se consideró 18 variables que hacen parte de la composición de los gastos en pesos colombianos, donde la unidad de análisis es la vivienda (hogar).
De esa forma, las variables sujetas a estudio se relacionan en mayor medida con gasto en alimentación, seguido de bebidas, hábitos de consumo general y transporte, precisamente las necesidades básicas y diarias que varían dependiendo del ingreso de los hogares. El Dane señala que el 41,4% del gasto a nivel nacional se destina a Alojamiento, agua, electricidad, gas y otros combustibles, seguido de Alimentos y bebidas no alcohólicas (15,8%) y Transporte (7,6%). Así que el conjunto de variables nos permite conocer características y patrones de consumo de los hogares urbanos y rurales.
METODOLOGÍA
ACP
El análisis de componentes principales (ACP) (principal component analysis) o en sus siglas en inglés PCA, es una de las técnicas de aprendizaje no supervisado, tiene como objetivo la reducción de la dimensionalidad, es decir, transformar un conjunto de variables, llamadas variables originales, en un nuevo conjunto de variables llamadas componentes principales. Cada dimensión o componente principal generada por PCA será una combinación lineal de las variables originales, y serán además independientes o no correlacionadas entre sí.
A diferencia de los métodos de aprendizaje supervisado, donde contamos con un grupo de variables o características (X1,X2..Xi) medidas sobre un conjunto de observaciones “n” con la intención de obtener predicciones sobre una variable respuesta “y” asociada, en los no supervisados solo contamos con un número de variables de las cuales nos interesa conocer o de las que queremos extraer información, por ejemplo, sobre la existencia de subgrupos entre las variables u observaciones.
En muchas ocasiones nos encontramos situaciones en las que, para analizar un fenómeno, disponemos de información de muchas variables que están correlacionadas entre sí en mayor o menor grado. Estas correlaciones son como un velo que impide evaluar adecuadamente el papel que juega cada variable en el fenómeno estudiado. El ACP permite pasar a un nuevo conjunto de variables -los componentes principales- que tienen la ventaja de ordenarse según la información que llevan incorporada y para ello la varianza juega un papel importante. Es decir, cuanto mayor es su varianza, mayor es la información que lleva este componente. Por este motivo, se selecciona como primer componente el de mayor varianza, mientras que, por el contrario, el último es el de menor varianza.
Clusterización - Ward
El análisis cluster es una técnica diseñada para clasificar tantas observaciones en grupos de tal forma que cada grupo o conglomerado sea homogéneo respecto a las variables utilizadas para caracterizarlo (principio de cohesión), y que los grupos sean los más distintos posibles (principio de separación).
El método de Ward es bastante aplicado en el análisis del cluster jerárquico, cuenta con el criterio de la varianza mínima, es decir, minimiza la varianza total dentro de los clusters. En cada paso del algoritmo se debe encontrar el par de clúster que llevan al incremento mínimo de la varianza total dentro de los clúster después de mezclarlos. El par de clúster que al unirse hagan mínima la varianza total dentro de los clúster, son mezclados. Cabe mencionar que las distancias iniciales del clúster en este método se definen como el cuadrado de la distancia euclidiana (distancia “ordinaria”) entre puntos.
A modo de resumen, el objetivo del método de Ward es encontrar en cada etapa aquellos dos clusters cuya unión proporcione el menor incremento en la suma total de errores.
- Unidad de análisis u observación: Vivienda, caracterizada por código.
Variables
- Bus: Pasaje en bus, buseta y colectivo.
- Gaseosa: Gaseosa y otros refrescos.
- Almuerzos: Almuerzos completos (Almuerzos).
- Bebidas: Bebidas calientes en cafeterías y similares: Tinto, café con leche, chocolate, té, bebida achocolatada caliente, leche, agua de panela, agua aromática, avena caliente y similares.
- Entredia: Onces, medias nueves, media mañana, algo, entredía, recreo.
- Fritanga: Productos de salsamentaria y fritanga chorizos, jamones, rellenas y similares.
- Agua: Agua mineral (familiar).
- Taxi: Taxi urbano.
- Gasolina: Gasolina corriente y extra.
- Minutos: Pago de llamadas por minuto desde celular en la calle a cualquier destino.
- Desayunos: Desayunos completos.
- Jugos: Jugos naturales.
- Alojamiento: Servicios de alojamiento en moteles y residencias.
- Pan: Pan, almojábanas, buñuelos, pandeyucas, arepas y similares.
- Informal: Otros transporte urbano: servicio pirata, bicitaxi, mototaxi, funicular, telesfésrico, etc.
- Cigarrillo: Cigarrillos con filtro.
- Valor: Valor imputado de alimentos que pagaría a precios de mercado para personas de 3 años y más.
- Helados: Helados, paletas, conos y similares.
ESTADÍSTICA DESCRIPTIVA
General
Valor Desayunos Cigarrillo Minutos
Min. : 0.0 Min. : 0 Min. : 0.0 Min. : 0
1st Qu.: 700.0 1st Qu.: 2180 1st Qu.: 762.3 1st Qu.: 700
Median : 964.7 Median : 2603 Median : 942.7 Median : 1192
Mean : 1156.1 Mean : 2915 Mean : 1063.7 Mean : 1635
3rd Qu.: 1308.0 3rd Qu.: 3098 3rd Qu.: 1170.8 3rd Qu.: 2000
Max. :10000.0 Max. :22500 Max. :15000.0 Max. :20350
Bus Taxi
Min. : 0 Min. : 0
1st Qu.: 2000 1st Qu.: 3722
Median : 2463 Median : 4923
Mean : 2712 Mean : 5608
3rd Qu.: 3103 3rd Qu.: 6516
Max. :19500 Max. :49522 
De acuerdo al resultado de contribución de cada variable tanto para la dimensión 1 como la dimensión 2, decidimos tomar en cuenta para el análisis de la estadística descriptiva 6 variables: Valor, Cigarrillo, Desayunos y Minutos como las que más incidencia tienen en la Dim 1 y Bus, Taxi como las que mejor contribuyen a la Dim 2; otra razón por las que las elegimos es porque entre ellas podemos observar la relación de alimentación, transporte y gastos adicionales (cigarrillo y minutos) y por la importancia que estas reflejan dentro de los gastos de los hogares.
Nota: A los valores que se mostraban como negativos en la base de datos inicial, los convertimos en 0.
Alimentación
Valor Desayunos Cigarrillo Minutos
Min. : 0.0 Min. : 0 Min. : 0.0 Min. : 0
1st Qu.: 700.0 1st Qu.: 2180 1st Qu.: 762.3 1st Qu.: 700
Median : 964.7 Median : 2603 Median : 942.7 Median : 1192
Mean : 1156.1 Mean : 2915 Mean : 1063.7 Mean : 1635
3rd Qu.: 1308.0 3rd Qu.: 3098 3rd Qu.: 1170.8 3rd Qu.: 2000
Max. :10000.0 Max. :22500 Max. :15000.0 Max. :20350
Bus Taxi
Min. : 0 Min. : 0
1st Qu.: 2000 1st Qu.: 3722
Median : 2463 Median : 4923
Mean : 2712 Mean : 5608
3rd Qu.: 3103 3rd Qu.: 6516
Max. :19500 Max. :49522 [1] 0.8377327En cuanto a la parte de alimentación, la media del valor imputado en alimentos o impuestos por alimentación es de $1156, mientras que en desayunos es de $2915 y además mediante los distintos cuartiles entre los que se encuentran los valores y por los máximos se puede inferir que las viviendas tienden a gastar más en desayuno, esto se puede deber a que el valor imputado por ser un impuesto solo sería un porcentaje del valor total que gastan por cada producto que adquieran para su alimentación.
Mediante el gráfico de correlación y su coeficiente (0.838) se puede decir que entre las variables valor y desayunos hay una correlación intensa positiva, además de ser la más grande entre la hallada para las tres relaciones, lo cual implica que a medida que el valor aumenta o disminuye el gasto en desayunos hace lo mismo.
Nota: A los valores que se mostraban como negativos en la base de datos inicial, los convertimos en 0.
Transporte
Bus Taxi
Min. : 0 Min. : 0
1st Qu.: 2000 1st Qu.: 3722
Median : 2463 Median : 4923
Mean : 2712 Mean : 5608
3rd Qu.: 3103 3rd Qu.: 6516
Max. :19500 Max. :49522 [1] 0.7866281En relación a las dos variables tomadas como referencia de transporte, la mayor diferencia entre ambas se puede encontrar en sus máximos, donde en el gasto por pasajes de bus, buseta o colectivo es de $19500, mientras que en taxi es de $49522, ambos valores se pueden tomar como atípicos pues se refieren a las familias que más gasto hacen en cada uno, para tener en cuenta valores más cercanos a la realidad se dan en el promedio y los distintos cuartiles. Además, el gasto en taxi es el más grande en cuanto a las seis variables que usamos.
En las variables bus y taxi, al igual que en los dos anteriores casos, hay una correlación intensa positiva con coeficiente de 0.787, entonces se puede observar que hay una relación directa entre ambas.
Nota: A los valores que se mostraban como negativos en la base de datos inicial, los convertimos en 0.
Gastos Adicionales
Bus Taxi
Min. : 0 Min. : 0
1st Qu.: 2000 1st Qu.: 3722
Median : 2463 Median : 4923
Mean : 2712 Mean : 5608
3rd Qu.: 3103 3rd Qu.: 6516
Max. :19500 Max. :49522 [1] 0.6867508El gasto en cigarrillos tiene como mediana $943 el cual representa que la mitad de los valores son mayores o menores a este, mientras que en minutos es de $1192, los promedios de ambos son mayores debido a los distintos valores atípicos y se puede observar que en este caso hay un mayor gasto en minutos.
En este caso, se puede decir que hay una correlación intensa positiva pero no es tan grande como en las otras dos relaciones, siendo su coeficiente de 0.687, entonces, al incrementarse el gasto en cigarrillo, también lo hace el de minutos y viceversa. Aunque se debe tener en cuenta que la correlación no implica causalidad.
Nota: A los valores que se mostraban como negativos en la base de datos inicial, los convertimos en 0.
ANÁLISIS
ACP - COMPONENTES
Standard deviations (1, .., p=18):
[1] 3.1306994 1.5126948 1.3056171 1.2345966 0.6711301 0.6204139 0.5973660
[8] 0.5184538 0.5056620 0.4655998 0.4296301 0.3831827 0.3475826 0.2955383
[15] 0.2667633 0.2458512 0.2033502 0.1887846
Rotation (n x k) = (18 x 18):
PC1 PC2 PC3 PC4 PC5
Bus -0.07144989 -0.588895535 0.11797329 0.17817236 -0.096064016
Gaseosa -0.23975543 -0.092896861 -0.07306063 -0.07394613 0.893631369
Almuerzo -0.22558863 0.008703670 -0.32857070 -0.40879382 -0.096235845
Bebidas -0.25411305 -0.003052462 -0.05860487 0.10100828 0.086367334
Entredia -0.27668709 0.028019475 0.11834097 0.32113343 -0.062156006
Fritanga -0.26293621 0.035208449 -0.17302296 0.11066988 -0.313997745
Agua -0.26543263 0.032761225 0.04390593 -0.02932434 -0.017456545
Taxi -0.13802134 -0.486564377 0.36693094 -0.04244429 -0.016227649
Gasolina -0.17991377 0.439596180 0.31554474 -0.09351006 0.016532456
Minutos -0.27258408 -0.137248887 0.29703662 0.10411988 -0.060139355
Desayunos -0.28218869 0.028182414 -0.02631852 -0.20167414 -0.027173961
Jugos -0.26786759 -0.096342944 -0.13711394 -0.19130761 0.001279431
Alojamiento -0.06280661 -0.059011335 0.31556613 -0.66316931 -0.188338496
Pan -0.27255651 0.168961197 -0.24531742 0.04505275 -0.104888257
Informal -0.15829074 0.342707848 0.43871666 0.26570725 0.013984067
Cigarrillo -0.28185438 0.108504105 -0.01271192 0.03852784 -0.006089741
Valor -0.29852405 -0.044578492 0.06798360 -0.05079544 -0.020167679
Helados -0.23843717 -0.138732433 -0.35289264 0.23257525 -0.143894302
PC6 PC7 PC8 PC9 PC10
Bus -0.039923606 0.071896749 0.10793335 -0.172282666 -0.113876027
Gaseosa -0.060052652 0.281156675 0.13387860 0.131367366 0.030775628
Almuerzo 0.017548538 0.081615018 0.05609902 -0.128982358 -0.073885363
Bebidas 0.844840520 -0.407224340 0.15967688 0.056233172 0.001389532
Entredia 0.001661573 0.140147475 0.10989179 -0.128829410 0.007281242
Fritanga 0.041284581 0.359674769 0.01274889 0.724534313 0.242050605
Agua -0.474851989 -0.595943986 0.53177623 0.177707019 0.124803808
Taxi -0.009151392 -0.040620166 -0.12310333 0.046992658 0.041121723
Gasolina -0.024967137 0.007187579 -0.07824941 -0.022859691 -0.177619986
Minutos -0.021322756 0.008391204 -0.09341242 0.126763652 -0.079257073
Desayunos -0.083853483 -0.123926946 -0.33601557 -0.004790243 0.154943534
Jugos -0.090689621 -0.240161182 -0.40451111 0.073033342 -0.504239852
Alojamiento 0.175173968 0.276965828 0.38676003 -0.096180380 0.029684869
Pan -0.057664698 0.130343539 0.14490171 -0.166795808 -0.290455713
Informal 0.002557551 0.161770739 0.07462548 -0.081017689 -0.229334652
Cigarrillo -0.028831428 -0.023671666 -0.19545749 -0.451693415 0.652524150
Valor -0.012472429 0.064708065 -0.27517029 0.003167520 0.070251328
Helados -0.046070280 0.199269929 0.22393820 -0.297164678 -0.141621517
PC11 PC12 PC13 PC14 PC15
Bus -0.002504489 -0.586587079 -0.193320855 -0.188322554 -0.014217744
Gaseosa -0.022588314 -0.048738027 0.036731193 0.009715003 0.026716786
Almuerzo 0.061002238 0.005290855 -0.283146935 0.079005360 -0.732225302
Bebidas 0.027290324 -0.054277125 -0.022195152 -0.018057472 0.019951296
Entredia -0.070103095 0.311492029 0.243144820 -0.138264378 -0.127603387
Fritanga -0.170459921 -0.203898085 0.006863674 0.020128197 0.011717479
Agua -0.029832427 0.014191361 -0.047015399 -0.086563632 0.003305362
Taxi 0.007198539 0.091747069 -0.110930128 0.378190207 -0.024662443
Gasolina 0.037053235 -0.394321396 -0.224012424 -0.084804756 0.078628773
Minutos 0.175761806 0.329256762 0.055375964 0.308818438 -0.137893718
Desayunos 0.626957175 -0.264738088 0.455057312 -0.036281520 0.038889004
Jugos -0.545479933 -0.009522975 0.248901325 -0.059961203 0.079264929
Alojamiento -0.123543594 0.075892710 0.229415587 -0.096861404 0.237502452
Pan 0.151795379 0.001586981 -0.288032979 0.517886033 0.459752563
Informal -0.069191443 -0.119377620 0.090928960 -0.036906540 -0.309105096
Cigarrillo -0.408253699 -0.118237674 -0.016101614 0.177466646 0.044208849
Valor 0.137890924 0.362842055 -0.506922065 -0.571464383 0.208280366
Helados 0.091861451 0.060178967 0.289070380 -0.208183932 0.061965028
PC16 PC17 PC18
Bus -0.2654373892 0.161965679 -0.135361832
Gaseosa -0.0003338244 0.021896014 -0.014095195
Almuerzo -0.0417078720 0.002620219 0.066531372
Bebidas 0.0159130818 -0.025854257 -0.015606413
Entredia -0.4661702347 0.180785679 0.553927135
Fritanga 0.0250177787 -0.046120949 0.010030240
Agua 0.0078721242 -0.055404869 -0.029441179
Taxi 0.3095594864 -0.388307573 0.419158464
Gasolina 0.3445351024 0.385364163 0.373232783
Minutos 0.1044354758 0.552317090 -0.447054124
Desayunos -0.1617907420 -0.137175084 0.009213206
Jugos -0.0579776066 -0.015099036 -0.037188861
Alojamiento -0.0610222951 0.010133898 -0.085701366
Pan -0.2602372844 -0.128777242 -0.023746060
Informal -0.0298992450 -0.517406265 -0.332424178
Cigarrillo 0.0360816679 0.042053291 -0.142345576
Valor -0.0169149283 -0.156425553 -0.118047609
Helados 0.6169623179 -0.026676950 -0.008491777Tomando como referencia la base de datos “Gastos Vivienda” con 2500 registros como muestra y conjunto de entrenamiento, obtuvimos un total de 18 componentes. Al aplicar el método APC, nos resulta en primer lugar la matriz de rotación que proporciona los loadings de los componentes principales (cada columna contiene el vector de loadings de cada componente principal). Los loadings pueden interpretarse como el peso/importancia que tiene cada variable en cada componente, define además la dirección en el espacio sobre el cual la varianza de los datos es mayor (de allí el signo).
Por ejemplo, en la primera columna perteneciente a PC1 la mayoría de variables, a excepción de: Bus, Taxi, Gasolina, Alojamiento e Informal, cuentan con pesos similares o cercanos entre sí, esto significa que la primera componente recoge especialmente información correspondiente a variables relacionados con alimentación, bebidas y hábitos de consumo. Mientras que para PC2 las variables anteriormente mencionadas son las que tienen mayor importancia, por lo que la segunda componente brinda información sobre variables relacionadas a medios de transporte. De esta forma se estructura la matriz de rotación. Lo dicho anteriormente se refleja mejor en el gráfico “Variables - PCA”.
Importance of components:
PC1 PC2 PC3 PC4 PC5 PC6 PC7
Standard deviation 3.1307 1.5127 1.3056 1.23460 0.67113 0.62041 0.59737
Proportion of Variance 0.5445 0.1271 0.0947 0.08468 0.02502 0.02138 0.01982
Cumulative Proportion 0.5445 0.6716 0.7663 0.85102 0.87604 0.89743 0.91725
PC8 PC9 PC10 PC11 PC12 PC13 PC14
Standard deviation 0.51845 0.50566 0.46560 0.42963 0.38318 0.34758 0.29554
Proportion of Variance 0.01493 0.01421 0.01204 0.01025 0.00816 0.00671 0.00485
Cumulative Proportion 0.93219 0.94639 0.95844 0.96869 0.97685 0.98356 0.98841
PC15 PC16 PC17 PC18
Standard deviation 0.26676 0.24585 0.2034 0.18878
Proportion of Variance 0.00395 0.00336 0.0023 0.00198
Cumulative Proportion 0.99236 0.99572 0.9980 1.00000Por otro lado, contamos con diferentes valores que reflejan la importancia de cada componente como la desviación estándar, la proporción de Varianza y la proporción acumulativa, esta última es crucial para la elección del número de componentes, puesto que representa el porcentaje de explicación de varianza sobre los datos. A modo de ejemplo, si queremos que nuestro modelo tenga un mayor porcentaje de explicación es necesario aumentar el número de componentes, sin embargo, aquello dificulta la visualización, la interpretación y la representación gráfica, por eso, usualmente se opta por la elección de 3 o menos componentes.
El siguientes gráfico muestra la relación presentada anteriormente:
Elección de los componentes principales
De acuerdo a todo lo descrito con anterioridad, decidimos elegir dos componentes (dimensiones): PC1, PC2, debido a que suman un porcentaje de explicación de 67.16% que bajo criterio grupal nos parece bueno. Con esto, tenemos que la dimensión 1 logra explicar un 54.5% los datos y la dimensión 2 un 12.7%, en efecto la componente 1 contiene una mayor información que ya se podía determinar desde la matriz de rotación.
En ese sentido, observando la relación de las variables para cada dimensión, denominamos la dimensión 1 (factor 1) como gastos hormigas, es decir el tipo de gasto que se efectúa por fuera de casa de productos o servicios no planificados y que no constituyen necesidades vitales (Desayunos, Cigarrillos, Almuerzos, Entredia, Fritanga, Helados, Jugos ,Agua, Alojamiento, Pan, Bebidas, Gaseosa, Minutos, Valor). En la mayoría de los casos, son gastos muy regulares e inofensivos pero que a largo tiempo pueden incidir significativamente en las finanzas, por eso, los expertos recomiendan que este tipo de gasto no debe exceder el 12% de los ingresos mensuales.
Por su parte, distinguimos la dimensión 2 (factor 2) como gasto en transporte (Bus, Informal, Taxi, Gasolina), puesto que involucra los costos de desplazamiento en medios de transporte bastante usados; alternativos al uso del Sistema de Transporte Masivo (MIO), y asocia el gasto de gasolina que subyace a este tema. El Dane con respecto a esta última variable ha señalado que hace parte de las divisiones que más pesa dentro del gasto de los hogares con alrededor del 28%, y con referencia al gasto en pasajes (tarifas) representa alrededor del 15%. Se toma como referencia que desde el origen hacia la parte superior es mayor gasto y hacia la parte inferior es menor gasto.
Coordinates
Dim.1 Dim.2 Dim.3 Dim.4 Dim.5
Bus -0.2236881 -0.890819240 0.15402794 0.21997099 -0.0644714504
Gaseosa -0.7506022 -0.140524603 -0.09538921 -0.09129364 0.5997428908
Almuerzo -0.7062502 0.013165996 -0.42898752 -0.50469548 -0.0645867704
Bebidas -0.7955516 -0.004617444 -0.07651552 0.12470448 0.0579637158
Entredia -0.8662241 0.042384916 0.15450800 0.39647025 -0.0417147654
Fritanga -0.8231742 0.053259639 -0.22590174 0.13663266 -0.2107333314
Agua -0.8309898 0.049557736 0.05732434 -0.03620373 -0.0117156123
Taxi -0.4321033 -0.736023425 0.47907130 -0.05240158 -0.0108908636
Gasolina -0.5632559 0.664974875 0.41198060 -0.11544720 0.0110954285
Minutos -0.8533788 -0.207615684 0.38781608 0.12854605 -0.0403613302
Desayunos -0.8834480 0.042631393 -0.03436192 -0.24898621 -0.0182372629
Jugos -0.8386129 -0.145737475 -0.17901831 -0.23618773 0.0008586647
Alojamiento -0.1966286 -0.089266143 0.41200854 -0.81874660 -0.1263996295
Pan -0.8532925 0.255586732 -0.32029061 0.05562197 -0.0703936642
Informal -0.4955607 0.518412395 0.57279597 0.32804128 0.0093851279
Cigarrillo -0.8824014 0.164133601 -0.01659691 0.04756634 -0.0040870085
Valor -0.9345891 -0.067433655 0.08876055 -0.06271188 -0.0135351360
Helados -0.7464751 -0.209859836 -0.46074266 0.28713662 -0.0965717941
Dim.6 Dim.7 Dim.8 Dim.9 Dim.10
Bus -0.024769160 0.042948670 0.055958458 -0.087116803 -0.0530206529
Gaseosa -0.037257500 0.167953425 0.069409874 0.066427489 0.0143291256
Almuerzo 0.010887357 0.048754033 0.029084752 -0.065221481 -0.0344010085
Bebidas 0.524150799 -0.243261955 0.082785091 0.028434980 0.0006469656
Entredia 0.001030863 0.083719329 0.056973819 -0.065144141 0.0033901445
Fritanga 0.025613528 0.214857460 0.006609712 0.366369492 0.1126987075
Agua -0.294604773 -0.355996646 0.275701423 0.089859692 0.0581086252
Taxi -0.005677650 -0.024265104 -0.063823392 0.023762403 0.0191462651
Gasolina -0.015489959 0.004293615 -0.040568704 -0.011559278 -0.0826998257
Minutos -0.013228934 0.005012620 -0.048430028 0.064099566 -0.0369020755
Desayunos -0.052023866 -0.074029738 -0.174208556 -0.002422244 0.0721416749
Jugos -0.056265101 -0.143464112 -0.209720331 0.036930188 -0.2347739625
Alojamiento 0.108680364 0.165449955 0.200517215 -0.048634766 0.0138212686
Pan -0.035775980 0.077862792 0.075124844 -0.084342307 -0.1352361152
Informal 0.001586740 0.096636331 0.038689866 -0.040967569 -0.1067781628
Cigarrillo -0.017887418 -0.014140647 -0.101335684 -0.228404209 0.3038150988
Valor -0.007738068 0.038654395 -0.142663090 0.001601695 0.0327090026
Helados -0.028582642 0.119037070 0.116101617 -0.150264894 -0.0659389468
Dim.11 Dim.12 Dim.13 Dim.14 Dim.15
Bus -0.001076004 -0.2247699930 -0.067194966 -0.055656521 -0.0037927716
Gaseosa -0.009704620 -0.0186755666 0.012767124 0.002871155 0.0071270567
Almuerzo 0.026208398 0.0020273640 -0.098416949 0.023349107 -0.1953308042
Bebidas 0.011724745 -0.0207980526 -0.007714649 -0.005336674 0.0053222726
Entredia -0.030118401 0.1193583421 0.084512910 -0.040862415 -0.0340398947
Fritanga -0.073234715 -0.0781302090 0.002385694 0.005948652 0.0031257929
Agua -0.012816909 0.0054378834 -0.016341735 -0.025582866 0.0008817492
Taxi 0.003092709 0.0351558852 -0.038557383 0.111769678 -0.0065790336
Gasolina 0.015919186 -0.1510971186 -0.077862822 -0.025063051 0.0209752673
Minutos 0.075512565 0.1261654796 0.019247722 0.091267666 -0.0367849769
Desayunos 0.269359683 -0.1014430429 0.158170006 -0.010722578 0.0103741572
Jugos -0.234354606 -0.0036490388 0.086513771 -0.017720830 0.0211449705
Alojamiento -0.053078048 0.0290807701 0.079740867 -0.028626252 0.0633569269
Pan 0.065215866 0.0006081035 -0.100115253 0.153055141 0.1226450896
Informal -0.029726728 -0.0457434331 0.031605325 -0.010907295 -0.0824578812
Cigarrillo -0.175398084 -0.0453066257 -0.005596641 0.052448185 0.0117932963
Valor 0.059242093 0.1390347813 -0.176197292 -0.168889594 0.0555615481
Helados 0.039466446 0.0230595362 0.100475836 -0.061526319 0.0165299924
Dim.16 Dim.17 Dim.18
Bus -6.525811e-02 0.0329357577 -0.025554232
Gaseosa -8.207113e-05 0.0044525594 -0.002660956
Almuerzo -1.025393e-02 0.0005328222 0.012560100
Bebidas 3.912251e-03 -0.0052574691 -0.002946251
Entredia -1.146085e-01 0.0367628090 0.104572923
Fritanga 6.150651e-03 -0.0093787055 0.001893555
Agua 1.935371e-03 -0.0112665926 -0.005558042
Taxi 7.610558e-02 -0.0789624334 0.079130671
Gasolina 8.470438e-02 0.0783638904 0.070460609
Minutos 2.567559e-02 0.1123138061 -0.084396942
Desayunos -3.977645e-02 -0.0278945845 0.001739312
Jugos -1.425387e-02 -0.0030703923 -0.007020685
Alojamiento -1.500241e-02 0.0020607305 -0.016179100
Pan -6.397965e-02 -0.0261868814 -0.004482891
Informal -7.350766e-03 -0.1052146819 -0.062756572
Cigarrillo 8.870722e-03 0.0085515463 -0.026872655
Valor -4.158556e-03 -0.0318091719 -0.022285573
Helados 1.516809e-01 -0.0054247638 -0.001603117Se puede observar que la variable Alojamiento no tiene una contribución, es decir no cuenta con la significación suficiente para la clasificación. Por su parte la variable Valor cuenta con la mayor contribución asociada con la dimensión 1 y la variable Bus es la que mayor contribuye a la dimensión 2. Entre mayor sea la longitud de la flecha la variable está mejor representada.
Contributions to the PCs
Dim.1 Dim.2 Dim.3 Dim.4 Dim.5
Bus 0.5105087 3.467980e+01 1.39176968 3.17453893 9.228295e-01
Gaseosa 5.7482664 8.629827e-01 0.53378554 0.54680299 7.985770e+01
Almuerzo 5.0890230 7.575387e-03 10.79587032 16.71123886 9.261338e-01
Bebidas 6.4573441 9.317527e-04 0.34345306 1.02026721 7.459316e-01
Entredia 7.6555748 7.850910e-02 1.40045856 10.31266777 3.863369e-01
Fritanga 6.9135452 1.239635e-01 2.99369461 1.22478228 9.859458e+00
Agua 7.0454481 1.073298e-01 0.19277311 0.08599168 3.047310e-02
Taxi 1.9049889 2.367449e+01 13.46383116 0.18015181 2.633366e-02
Gasolina 3.2368963 1.932448e+01 9.95684807 0.87441308 2.733221e-02
Minutos 7.4302082 1.883726e+00 8.82307526 1.08409488 3.616742e-01
Desayunos 7.9630457 7.942485e-02 0.06926647 4.06724583 7.384242e-02
Jugos 7.1753046 9.281963e-01 1.88002339 3.65986025 1.636944e-04
Alojamiento 0.3944670 3.482338e-01 9.95819849 43.97935333 3.547139e+00
Pan 7.4287049 2.854789e+00 6.01806341 0.20297499 1.100155e+00
Informal 2.5055957 1.174487e+01 19.24723108 7.06003423 1.955541e-02
Cigarrillo 7.9441894 1.177314e+00 0.01615930 0.14843945 3.708495e-03
Valor 8.9116607 1.987242e-01 0.46217695 0.25801771 4.067353e-02
Helados 5.6852282 1.924669e+00 12.45332153 5.40912470 2.070557e+00
Dim.6 Dim.7 Dim.8 Dim.9 Dim.10
Bus 1.593894e-01 0.516914252 1.16496078 2.968131694 1.296775e+00
Gaseosa 3.606321e-01 7.904907615 1.79234806 1.725738472 9.471393e-02
Almuerzo 3.079512e-02 0.666101112 0.31471002 1.663644863 5.459047e-01
Bebidas 7.137555e+01 16.583166301 2.54967069 0.316216968 1.930798e-04
Entredia 2.760826e-04 1.964131470 1.20762055 1.659701696 5.301648e-03
Fritanga 1.704417e-01 12.936593924 0.01625343 52.494997082 5.858850e+00
Agua 2.254844e+01 35.514923476 28.27859640 3.157978461 1.557599e+00
Taxi 8.374797e-03 0.164999789 1.51544295 0.220830992 1.690996e-01
Gasolina 6.233579e-02 0.005166130 0.61229695 0.052256549 3.154886e+00
Minutos 4.546599e-02 0.007041231 0.87258808 1.606902352 6.281684e-01
Desayunos 7.031407e-01 1.535788807 11.29064612 0.002294642 2.400750e+00
Jugos 8.224607e-01 5.767739311 16.36292369 0.533386908 2.542578e+01
Alojamiento 3.068592e+00 7.671006969 14.95833176 0.925066557 8.811915e-02
Pan 3.325217e-01 1.698943825 2.09965043 2.782084143 8.436452e+00
Informal 6.541065e-04 2.616977191 0.55689623 0.656386594 5.259438e+00
Cigarrillo 8.312512e-02 0.056034776 3.82036313 20.402694138 4.257878e+01
Valor 1.555615e-02 0.418713368 7.57186894 0.001003318 4.935249e-01
Helados 2.122471e-01 3.970850453 5.01483181 8.830684569 2.005665e+00
Dim.11 Dim.12 Dim.13 Dim.14 Dim.15
Bus 6.272466e-04 3.440844e+01 3.737295282 3.546538437 0.020214424
Gaseosa 5.102319e-02 2.375395e-01 0.134918056 0.009438129 0.071378664
Almuerzo 3.721273e-01 2.799315e-03 8.017218674 0.624184694 53.615389320
Bebidas 7.447618e-02 2.946006e-01 0.049262477 0.032607230 0.039805421
Entredia 4.914444e-01 9.702728e+00 5.911940351 1.911703828 1.628262431
Fritanga 2.905658e+00 4.157443e+00 0.004711002 0.040514431 0.013729932
Agua 8.899737e-02 2.013947e-02 0.221044770 0.749326238 0.001092542
Taxi 5.181897e-03 8.417525e-01 1.230549332 14.302783241 0.060823610
Gasolina 1.372942e-01 1.554894e+01 5.018156625 0.719184667 0.618248394
Minutos 3.089221e+00 1.084100e+01 0.306649735 9.536882767 1.901467745
Desayunos 3.930753e+01 7.008626e+00 20.707715732 0.131634873 0.151235462
Jugos 2.975484e+01 9.068705e-03 6.195186949 0.359534587 0.628292903
Alojamiento 1.526302e+00 5.759703e-01 5.263151157 0.938213161 5.640741466
Pan 2.304184e+00 2.518508e-04 8.296299684 26.820594290 21.137241878
Informal 4.787456e-01 1.425102e+00 0.826807571 0.136209271 9.554596038
Cigarrillo 1.666711e+01 1.398015e+00 0.025926198 3.149441042 0.195442229
Valor 1.901391e+00 1.316544e+01 25.696997950 32.657154145 4.338071074
Helados 8.438526e-01 3.621508e-01 8.356168455 4.334054969 0.383966466
Dim.16 Dim.17 Dim.18
Bus 7.045701e+00 2.623288109 1.832282563
Gaseosa 1.114387e-05 0.047943543 0.019867453
Almuerzo 1.739547e-01 0.000686555 0.442642347
Bebidas 2.532262e-02 0.066844262 0.024356012
Entredia 2.173147e+01 3.268346177 30.683527057
Fritanga 6.258892e-02 0.212714194 0.010060572
Agua 6.197034e-03 0.306969945 0.086678304
Taxi 9.582708e+00 15.078277104 17.569381762
Gasolina 1.187044e+01 14.850553847 13.930271016
Minutos 1.090677e+00 30.505416828 19.985738985
Desayunos 2.617624e+00 1.881700357 0.008488316
Jugos 3.361403e-01 0.022798088 0.138301135
Alojamiento 3.723721e-01 0.010269589 0.734472417
Pan 6.772344e+00 1.658357796 0.056387535
Informal 8.939648e-02 26.770924340 11.050583387
Cigarrillo 1.301887e-01 0.176847928 2.026226305
Valor 2.861148e-02 2.446895374 1.393523806
Helados 3.806425e+01 0.071165964 0.007211028Se puede observar que la variable Alojamiento no tiene una contribución, es decir no cuenta con la significación suficiente para la clasificación. Por su parte la variable Valor cuenta con la mayor contribución asociada con la dimensión 1 y la variable Bus es la que mayor contribuye a la dimensión 2. Entre mayor sea la longitud de la flecha la variable está mejor representada.
Quality of representation
Dim.1 Dim.2 Dim.3 Dim.4 Dim.5
Bus 0.05003639 7.935589e-01 0.0237246068 0.048387238 4.156568e-03
Gaseosa 0.56340362 1.974716e-02 0.0090991004 0.008334529 3.596915e-01
Almuerzo 0.49878933 1.733435e-04 0.1840302901 0.254717524 4.171451e-03
Bebidas 0.63290230 2.132079e-05 0.0058546245 0.015551207 3.359792e-03
Entredia 0.75034423 1.796481e-03 0.0238727205 0.157188657 1.740122e-03
Fritanga 0.67761584 2.836589e-03 0.0510315956 0.018668485 4.440854e-02
Agua 0.69054402 2.455969e-03 0.0032860798 0.001310710 1.372556e-04
Taxi 0.18671328 5.417305e-01 0.2295093106 0.002745926 1.186109e-04
Gasolina 0.31725724 4.421916e-01 0.1697280149 0.013328056 1.231085e-04
Minutos 0.72825543 4.310427e-02 0.1504013156 0.016524087 1.629037e-03
Desayunos 0.78048032 1.817436e-03 0.0011807412 0.061994134 3.325978e-04
Jugos 0.70327161 2.123941e-02 0.0320475552 0.055784646 7.373050e-07
Alojamiento 0.03866281 7.968444e-03 0.1697510346 0.670345991 1.597687e-02
Pan 0.72810809 6.532458e-02 0.1025860744 0.003093803 4.955268e-03
Informal 0.24558042 2.687514e-01 0.3280952267 0.107611078 8.808063e-05
Cigarrillo 0.77863215 2.693984e-02 0.0002754573 0.002262557 1.670364e-05
Valor 0.87345672 4.547298e-03 0.0078784346 0.003932780 1.831999e-04
Helados 0.55722507 4.404115e-02 0.2122837999 0.082447439 9.326111e-03
Dim.6 Dim.7 Dim.8 Dim.9 Dim.10
Bus 6.135113e-04 1.844588e-03 0.0031313490 7.589337e-03 2.811190e-03
Gaseosa 1.388121e-03 2.820835e-02 0.0048177306 4.412611e-03 2.053238e-04
Almuerzo 1.185345e-04 2.376956e-03 0.0008459228 4.253842e-03 1.183429e-03
Bebidas 2.747341e-01 5.917638e-02 0.0068533712 8.085481e-04 4.185645e-07
Entredia 1.062679e-06 7.008926e-03 0.0032460160 4.243759e-03 1.149308e-05
Fritanga 6.560528e-04 4.616373e-02 0.0000436883 1.342266e-01 1.270100e-02
Agua 8.679197e-02 1.267336e-01 0.0760112746 8.074764e-03 3.376612e-03
Taxi 3.223572e-05 5.887953e-04 0.0040734253 5.646518e-04 3.665795e-04
Gasolina 2.399388e-04 1.843513e-05 0.0016458197 1.336169e-04 6.839261e-03
Minutos 1.750047e-04 2.512636e-05 0.0023454676 4.108754e-03 1.361763e-03
Desayunos 2.706483e-03 5.480402e-03 0.0303486209 5.867265e-06 5.204421e-03
Jugos 3.165762e-03 2.058195e-02 0.0439826174 1.363839e-03 5.511881e-02
Alojamiento 1.181142e-02 2.737369e-02 0.0402071534 2.365341e-03 1.910275e-04
Pan 1.279921e-03 6.062614e-03 0.0056437421 7.113625e-03 1.828881e-02
Informal 2.517744e-06 9.338580e-03 0.0014969057 1.678342e-03 1.140158e-02
Cigarrillo 3.199597e-04 1.999579e-04 0.0102689210 5.216848e-02 9.230361e-02
Valor 5.987770e-05 1.494162e-03 0.0203527573 2.565426e-06 1.069879e-03
Helados 8.169674e-04 1.416982e-02 0.0134795855 2.257954e-02 4.347945e-03
Dim.11 Dim.12 Dim.13 Dim.14 Dim.15
Bus 1.157785e-06 5.052155e-02 4.515163e-03 3.097648e-03 1.438512e-05
Gaseosa 9.417965e-05 3.487768e-04 1.629995e-04 8.243532e-06 5.079494e-05
Almuerzo 6.868801e-04 4.110205e-06 9.685896e-03 5.451808e-04 3.815412e-02
Bebidas 1.374696e-04 4.325590e-04 5.951580e-05 2.848009e-05 2.832659e-05
Entredia 9.071181e-04 1.424641e-02 7.142432e-03 1.669737e-03 1.158714e-03
Fritanga 5.363324e-03 6.104330e-03 5.691534e-06 3.538647e-05 9.770581e-06
Agua 1.642732e-04 2.957058e-05 2.670523e-04 6.544830e-04 7.774817e-07
Taxi 9.564851e-06 1.235936e-03 1.486672e-03 1.249246e-02 4.328368e-05
Gasolina 2.534205e-04 2.283034e-02 6.062619e-03 6.281565e-04 4.399618e-04
Minutos 5.702147e-03 1.591773e-02 3.704748e-04 8.329787e-03 1.353135e-03
Desayunos 7.255464e-02 1.029069e-02 2.501775e-02 1.149737e-04 1.076231e-04
Jugos 5.492208e-02 1.331548e-05 7.484633e-03 3.140278e-04 4.471098e-04
Alojamiento 2.817279e-03 8.456912e-04 6.358606e-03 8.194623e-04 4.014100e-03
Pan 4.253109e-03 3.697898e-07 1.002306e-02 2.342588e-02 1.504182e-02
Informal 8.836783e-04 2.092462e-03 9.988965e-04 1.189691e-04 6.799302e-03
Cigarrillo 3.076449e-02 2.052690e-03 3.132239e-05 2.750812e-03 1.390818e-04
Valor 3.509626e-03 1.933067e-02 3.104549e-02 2.852369e-02 3.087086e-03
Helados 1.557600e-03 5.317422e-04 1.009539e-02 3.785488e-03 2.732406e-04
Dim.16 Dim.17 Dim.18
Bus 4.258620e-03 1.084764e-03 6.530188e-04
Gaseosa 6.735670e-09 1.982529e-05 7.080687e-06
Almuerzo 1.051431e-04 2.838995e-07 1.577561e-04
Bebidas 1.530570e-05 2.764098e-05 8.680393e-06
Entredia 1.313511e-02 1.351504e-03 1.093550e-02
Fritanga 3.783051e-05 8.796012e-05 3.585551e-06
Agua 3.745662e-06 1.269361e-04 3.089183e-05
Taxi 5.792059e-03 6.235066e-03 6.261663e-03
Gasolina 7.174831e-03 6.140899e-03 4.964697e-03
Minutos 6.592359e-04 1.261439e-02 7.122844e-03
Desayunos 1.582166e-03 7.781078e-04 3.025205e-06
Jugos 2.031727e-04 9.427309e-06 4.929002e-05
Alojamiento 2.250722e-04 4.246610e-06 2.617633e-04
Pan 4.093396e-03 6.857528e-04 2.009631e-05
Informal 5.403376e-05 1.107013e-02 3.938387e-03
Cigarrillo 7.868971e-05 7.312894e-05 7.221396e-04
Valor 1.729359e-05 1.011823e-03 4.966468e-04
Helados 2.300711e-02 2.942806e-05 2.569984e-06Se puede observar que la variable Alojamiento no tiene una contribución, es decir no cuenta con la significación suficiente para la clasificación. Por su parte la variable Valor cuenta con la mayor contribución asociada con la dimensión 1 y la variable Bus es la que mayor contribuye a la dimensión 2. Entre mayor sea la longitud de la flecha la variable está mejor representada.
CLUSTERS
La elección del número de clusters fue criterio grupal, intentamos que las divisiones se pudieran observar lo más uniforme y equitativas posibles, sin embargo, lograr esto fue bastante complicado porque al aumentar número de clusters varios grupos quedaron conformados por muy pocos individuos, así que decidimos elegir 4 como un número intermedio de clusters.
Dendograma
Base Con Cluster
Cluster Bus Gaseosa Almuerzo Bebidas Entredia
1 1 3148.15177 2266.6667 3800.00000 1691.32286 10000.000000
2 2 1800.00000 1800.0000 3500.00000 800.00000 3067.722782
3 3 3000.00000 800.0000 6916.69754 900.00000 800.000000
4 3 1800.00000 1121.7029 6037.70020 658.78240 729.292815
5 2 5200.00000 1675.4465 2500.00000 1057.58475 4565.858039
6 3 1000.00000 475.5386 0.00000 347.82476 500.000000
7 2 2364.60531 1000.0000 10833.33333 1000.00000 1000.000000
8 2 2706.66667 840.0000 4250.00000 821.05263 916.666667
9 2 3380.00000 1425.0000 4000.00000 1071.20460 4827.822434
10 3 4550.00000 800.0000 0.00000 300.00000 584.486808
11 3 800.00000 1450.0000 7277.99504 550.00000 1157.768316
12 2 2063.32194 1301.8042 5277.45043 804.59391 2087.408523
13 3 2342.29762 1000.0000 3757.02461 353.84615 625.000000
14 3 2100.00000 1124.3159 4947.74074 689.58581 1341.698068
15 3 1575.00000 720.0000 1405.17582 506.47299 600.000000
16 2 2200.00000 1239.6385 5161.42269 756.39192 1724.734814
17 3 2170.67323 739.8527 2544.04848 418.78739 0.000000
18 2 1456.65835 800.0000 13479.61953 400.00000 3200.000000
19 2 3067.54694 1230.8261 3000.00000 3000.00000 2218.439753
20 2 4500.00000 1000.0000 1584.56788 698.98597 1910.427472
21 3 1733.33333 800.0000 5600.00000 1333.33333 750.000000
22 3 2000.00000 1000.0000 3000.00000 573.75088 771.450247
23 3 2402.64759 933.3333 3032.01825 581.28647 724.971961
24 3 3028.43743 900.0000 4067.55336 500.00000 859.560881
25 2 4200.00000 1647.1004 5343.71466 1014.38301 3615.014469
26 3 2968.35001 1034.6936 3000.00000 619.98471 1106.726649
27 3 2604.12463 1000.0000 3513.85311 500.00000 500.000000
28 2 4940.03129 1713.4333 7463.09610 400.00000 200.000000
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1823 212.11039 134.08237 2572.45436 5461.7299 0.000000 1000.00000
1824 600.00000 546.49861 5163.43588 12925.8890 1096.633389 2401.85417
1825 913.95972 724.42686 6000.00000 16791.8973 1511.311143 3157.68492
1826 1574.45349 1020.47645 5146.89549 21758.5024 2439.352514 4030.99694
1827 600.00000 528.29234 4425.03862 14374.0244 918.912859 2381.02988
1828 500.00000 418.51341 2088.74918 17956.8635 286.855676 2000.00000
1829 820.68167 577.66037 5586.22249 11582.0000 1293.870350 2600.00000
1830 818.46958 558.38787 3770.93897 16797.5847 960.134167 2476.13257
1831 1070.56023 728.33267 5550.52240 14851.9902 1699.274676 2984.08085
1832 300.00000 200.00000 3986.65609 18269.7329 1083.357097 2000.00000
1833 427.29125 250.00000 3425.08541 10140.8162 23.599071 1722.48327
1834 946.69353 603.39637 3735.07895 14795.9884 1000.000000 2686.30961
1835 1000.00000 582.20354 4921.90024 13959.3669 1301.654141 2431.48916
1836 1222.66341 749.56379 4479.94202 16334.6985 1750.786528 2975.07959
1837 1396.02976 887.15607 10000.00000 637.9945 2995.124913 3148.09011
1838 933.46578 621.83735 4303.16049 14066.1101 1027.498957 2780.26167
1839 630.48508 250.00000 3086.43349 14491.7926 385.652776 2108.19348
1840 1466.66073 1043.22745 11352.48223 6551.4300 3668.883475 3675.36049
1841 525.00000 354.92642 5800.00000 1256.7275 572.850472 1699.21545
1842 667.49653 611.90934 7000.00000 15423.2437 470.000000 2675.18312
1843 1113.99451 1025.86188 11200.00000 0.0000 550.000000 5215.65223
1844 944.16795 692.70993 10860.31083 0.0000 2586.360697 2469.01114
1845 531.95753 293.38878 1181.86196 12372.4269 0.000000 1285.71429
1846 760.87627 531.36200 4479.99419 13719.2701 956.192587 2368.00221
1847 712.32780 513.11709 4954.27729 13054.1255 1066.454623 2229.65220
1848 1441.30920 1129.15218 11800.00000 12901.4999 3928.137974 4050.29883
1849 650.96610 420.35863 3470.99050 10000.0000 236.501067 2000.00000
1850 904.42511 300.00000 3000.00000 9928.0345 167.445206 2866.46965
1851 233.33333 150.00000 5314.46711 5943.2462 412.691075 1100.00000
1852 1000.00000 1522.70978 18157.97413 24917.8009 6628.334537 4922.69804
1853 563.97033 200.00000 4114.17169 11146.6234 471.816239 1981.15408
1854 672.15236 455.34139 4322.34062 11433.0435 736.751535 2000.00000
1855 928.42420 640.16011 3125.79920 23117.0612 975.000000 2730.34221
1856 400.00000 433.36419 4730.40757 11846.3818 678.294076 2054.08377
1857 734.95496 445.43242 4534.41616 7098.4840 500.000000 2027.59061
1858 500.00000 442.13632 5594.68821 8268.4427 740.508797 2095.64102
1859 1000.00000 859.03626 10940.75687 4242.9259 2995.863715 3124.62155
1860 1126.07396 755.26486 3161.09788 25153.2147 1543.849739 3131.38116
1861 1038.44743 1000.00000 4800.00000 16522.2124 1601.286099 3250.00000
1862 633.25978 512.25277 6124.40695 8646.1049 1000.000000 2389.66189
1863 749.54956 1500.00000 10265.08507 13564.9204 2594.392893 2850.00000
1864 921.93082 607.77857 3510.93319 16647.0424 907.881292 2747.46140
1865 1800.00000 300.00000 7550.74399 0.0000 1414.378670 2000.00000
1866 1966.95819 1164.58565 3500.00000 32764.2918 3491.252750 4500.00000
1867 2632.54012 1186.74063 5000.00000 3204.2001 3789.355297 3737.06878
1868 1554.58891 3000.00000 7204.39335 34882.7924 3973.898981 4081.32301
1869 2581.61379 1000.00000 7200.00000 34090.7437 4702.514182 6228.96961
1870 1310.55308 886.98013 6291.35760 15418.7543 2152.717991 3569.21833
1871 822.78527 599.97217 6806.62630 9180.5154 1582.382661 2445.45632
1872 973.63891 659.51691 5447.06691 11180.2906 1278.374326 2872.57088
1873 600.00000 157.14286 3301.13681 6982.2345 287.575489 1050.00000
1874 1200.00000 767.51466 7159.23455 12999.8962 1965.512712 3128.91411
1875 200.00000 300.00000 6443.37266 3000.0000 957.142857 2500.00000
1876 1279.80000 666.36757 8685.71429 1950.3629 2440.000000 1726.66667
1877 489.45647 381.68029 4365.52749 11610.3742 498.885818 1874.02816
1878 659.58786 465.22336 4713.41918 10000.0000 684.455903 2194.46924
1879 543.69339 473.48600 9803.34811 0.0000 1667.373823 1868.64819
1880 500.00000 612.14594 3162.28204 30000.0000 1271.305984 2629.83566
1881 884.44176 300.00000 3932.25562 3750.0000 225.000000 2419.99888
1882 250.00000 358.53931 4441.85088 10977.0999 400.000000 1820.87343
1883 1208.03200 680.67048 2200.00000 17288.0934 1021.027803 2945.01929
1884 673.41937 505.90619 3000.00000 21931.0630 1000.000000 2272.51106
1885 1374.61480 587.67535 4823.95153 0.0000 1000.000000 2058.77983
1886 999.47461 300.00000 7158.09476 4857.7357 1718.843901 2589.11203
1887 1076.27153 732.91737 5626.69330 14766.5645 1726.944952 2994.49580
1888 742.12975 1200.00000 3850.81555 24000.0000 1111.857238 2761.10213
1889 2500.00000 2362.50000 9537.83243 36351.6146 6309.137031 6136.16845
1890 721.33128 300.00000 4481.84962 12167.7341 828.627718 2273.45186
1891 300.00000 447.39245 5940.61174 4988.7522 929.161434 1982.39281
1892 639.95479 300.00000 2107.80624 15355.7399 52.730095 2196.75551
1893 865.35154 565.19442 2544.68779 19152.2804 678.874937 2625.94802
1894 500.00000 499.41288 2800.00000 4260.3500 500.000000 2437.53848
1895 607.47083 440.38291 2500.00000 17966.3489 200.000000 2262.04985
1896 950.00000 483.33333 2907.11490 5698.1947 1280.000000 2860.00000
1897 900.00000 683.81988 6579.52059 7537.2925 1388.519081 2985.89296
1898 4003.02267 2426.27515 14615.81101 31500.0000 9853.514422 7101.31479
1899 531.29116 1000.00000 9918.49832 10295.5127 2025.395606 2621.31337
1900 853.29264 532.39782 5702.58057 5456.8491 1000.000000 2282.80158
1901 500.00000 418.70248 3967.43933 11951.6248 1600.000000 1715.22124
1902 1227.56855 815.29290 5400.00000 17157.8211 2000.000000 3262.89184
1903 941.05983 748.17189 6632.96643 28727.3966 3171.970220 2291.04127
1904 3000.00000 1598.68601 30000.00000 37627.9505 9703.694223 2000.00000
1905 600.00000 498.48136 4897.28369 12424.0678 908.064316 2253.91717
1906 687.50000 476.33172 5662.23925 8239.8156 888.439698 2175.25119
1907 818.30108 535.97511 5957.51625 5000.0000 1037.084617 2372.82432
1908 1132.60007 777.65354 6459.26310 13551.9025 2007.767621 3092.35356
1909 700.00000 2370.73383 6000.00000 0.0000 2755.141153 10448.43092
1910 2400.00000 1000.59814 3566.58798 30500.0000 2237.579519 4020.51411
1911 0.00000 163.84910 5366.11180 5000.0000 0.000000 1774.98479
1912 400.00000 465.51011 4380.07880 11328.8320 480.787946 2326.39005
1913 837.59631 651.49621 9593.75488 811.2796 1962.001440 2609.54111
1914 1206.94113 833.12060 5409.67397 20000.0000 2077.034254 3309.89736
1915 853.54441 486.60682 3370.97766 9884.1283 900.000000 2766.66667
1916 999.34891 694.63801 5930.46924 13885.0641 1728.737178 2810.17163
1917 504.63353 314.28571 3986.79857 11799.4652 474.776383 1770.89958
1918 798.16007 505.00000 8359.86269 20509.5789 2363.730327 2500.00000
1919 2340.20199 1887.39781 10000.00000 60000.0000 6941.118091 6246.70456
1920 1434.97066 928.43235 10000.00000 2461.3078 3086.225695 3319.84602
1921 807.00442 587.83745 6000.00000 11371.0634 1384.663049 2473.54538
1922 800.00000 552.99248 5198.10905 12090.5431 1142.294250 2396.83083
1923 1000.00000 200.00000 5518.37521 5000.0000 645.581594 1500.00000
1924 1200.57781 780.68082 6244.29424 8596.3682 1603.140652 3321.97858
1925 433.33333 413.27928 4343.19890 11912.3486 600.000000 1961.73266
1926 1442.69860 926.20590 5659.41142 17429.7105 2311.762536 3624.96344
1927 898.75761 591.75181 3034.00970 18452.2332 844.986523 2684.24871
1928 993.45788 681.31464 5455.49212 14015.3220 1536.854044 2834.84651
1929 814.79692 541.36655 5949.15359 6000.0000 1093.234138 2371.53783
1930 352.44663 235.98457 3020.66568 9523.7498 0.000000 1401.57408
1931 1069.73369 760.58855 8540.51183 7017.2955 2310.340227 2833.33333
1932 1308.51215 1020.20129 10000.00000 15588.7293 3364.711562 3744.32524
1933 4388.84810 1500.00000 49521.98062 28500.0000 20350.438572 11366.96985
1934 1895.64095 594.13124 10000.00000 0.0000 2071.741466 1773.52887
1935 1466.29272 960.47246 5646.82030 13993.2881 1805.530117 4128.64318
1936 820.63892 444.56362 6195.51569 0.0000 836.530753 1961.01832
1937 896.31820 474.83713 3224.95510 8495.3093 595.426100 2151.64016
1938 493.46059 200.00000 3718.34671 13002.4114 290.173488 2266.66667
1939 979.74512 628.14685 4000.00000 15000.0000 1119.732008 2731.01175
1940 669.76174 490.25757 5135.21200 11574.8671 1000.000000 2174.03804
1941 1000.00000 636.66964 4352.36466 7500.0000 1000.000000 2916.36693
1942 1365.51529 2000.00000 6686.92481 20000.0000 2205.631736 4361.62105
1943 1500.00000 400.00000 7729.22414 6500.0000 2434.848464 3787.22912
1944 1306.52585 863.51859 5730.30724 15607.9602 1991.341917 3511.16770
1945 1317.93209 1233.14403 15000.00000 17751.3307 5043.511833 4145.11366
1946 625.00000 300.00000 8611.55124 25503.5548 2277.602239 3920.33413
1947 1900.00000 599.36279 4157.91574 16333.4640 550.000000 2844.74822
1948 1662.27610 872.98211 3800.00000 15000.0000 2349.608083 3132.84044
1949 1000.00000 724.69281 1365.17615 18205.8055 544.406415 3440.20707
1950 666.66667 517.83419 7888.62197 0.0000 1000.000000 3000.00000
1951 707.76270 472.23049 4626.99913 10480.0798 800.000000 2115.36039
1952 662.52840 399.08376 3765.21783 5000.0000 36.827223 2000.00000
1953 133.33333 272.90446 3849.39986 11609.1635 386.590825 1333.67863
1954 1047.44049 1200.00000 7500.00000 11106.9071 2078.330620 3025.57094
1955 500.00000 450.00000 4257.23667 17247.3729 790.817025 2422.05950
1956 1000.00000 300.00000 4819.60846 2000.0000 440.238224 2119.74951
1957 998.97580 671.42398 4501.97544 16352.0914 1343.321279 2859.15079
1958 270.00000 733.00816 8768.10170 8636.3986 2323.194004 2700.00000
1959 900.00000 671.12637 3000.00000 15568.8286 722.718067 3157.75959
1960 906.06594 600.00000 4478.34185 19627.7255 1500.000000 2679.75582
1961 100.00000 166.66667 4491.52579 9051.2732 453.440545 1729.51281
1962 848.91988 477.94808 3524.84736 9005.7514 605.100232 2195.16804
1963 623.01510 418.52821 3731.39108 11418.4792 400.000000 2051.46446
1964 1150.50834 603.27216 2555.46727 14608.5912 800.000000 2460.21222
1965 841.19244 600.00000 4266.66667 17430.6897 1000.000000 2567.32421
1966 154.78109 150.00000 2991.93930 8742.5326 0.000000 1096.98016
1967 900.93070 630.98016 5749.33287 12395.9723 1464.778284 2630.76536
1968 446.78943 338.06128 3840.28780 11504.1131 294.869378 1740.51885
1969 1200.00000 747.83970 9361.31865 6262.2573 2613.956436 2688.63329
1970 609.09091 476.46149 4201.80864 15776.6613 936.738019 2333.33333
1971 250.00000 434.54860 4915.26794 11677.7659 745.822992 2027.20704
1972 500.00000 450.00000 4300.00000 7134.5662 801.792191 1789.18273
1973 4892.62447 3509.96952 15400.00000 80000.0000 12156.801016 10000.00000
1974 595.66406 365.41676 4186.40362 5448.6032 262.511579 1500.00000
1975 674.44498 524.85495 1664.43103 30000.0000 844.527511 2336.33272
1976 1310.76576 919.29296 9068.97997 9818.3172 2893.696076 3403.29059
1977 1066.66667 1113.26973 8192.54176 21727.7838 2915.076544 5000.00000
1978 1009.84938 600.00000 7815.61198 10288.9840 1616.559782 3702.85234
1979 1000.00000 729.89823 7570.09561 11274.0164 2118.448516 3000.00000
1980 1359.40972 968.34919 10486.99844 8000.0000 3380.958137 4000.00000
1981 890.40609 585.11246 2911.67923 18627.2450 803.458626 2669.67354
1982 1076.27153 732.91737 5626.69330 14766.5645 1726.944952 2994.49580
1983 723.61008 518.70813 4672.35314 12332.4942 839.434401 2387.50871
1984 1151.24054 817.01619 7000.00000 14392.1792 2221.232620 3205.21469
1985 2150.00000 300.00000 7000.00000 9891.3619 1800.000000 2275.00000
1986 1000.00000 609.53269 4969.15851 12878.9087 1321.263392 2553.22559
1987 1052.33330 533.33333 9383.17125 5000.0000 1150.000000 3428.57143
1988 588.25309 494.35718 10385.63049 0.0000 1656.754570 2000.23487
1989 1065.78794 724.53876 5480.61927 14951.9970 1675.544450 2975.75218
1990 1750.00000 763.46143 8708.43772 11666.6667 2209.909318 3062.33362
1991 1629.25296 517.72968 0.00000 12500.0000 0.000000 3724.40127
1992 756.56427 355.35106 3000.00000 3630.1507 177.704352 1755.21759
1993 500.00000 250.00000 3153.57096 9477.4854 5.121067 1750.00000
1994 850.00000 670.40034 6425.00072 7295.4297 722.090033 3377.25602
1995 960.39755 566.66667 3350.04615 11377.1300 859.994596 2714.28571
1996 903.42199 617.11485 4460.92224 15985.5854 1233.495122 2644.21153
1997 500.00000 300.00000 3623.91208 9996.9843 91.040160 1542.55629
1998 1200.00000 717.00204 4304.81443 18177.9530 1258.572541 3500.00000
1999 1014.36273 586.95402 10000.00000 0.0000 1356.848623 2541.49324
2000 663.36403 412.26889 3971.35303 7000.0000 292.671758 2093.24276
2001 2400.00000 622.84517 1659.08006 9533.3670 769.312410 2000.00000
2002 622.84335 625.00000 5514.16518 5000.0000 684.749033 2006.32591
2003 1115.96987 724.02400 3281.10725 20532.0312 1261.704448 3127.93522
2004 3190.37032 3000.00000 42928.15942 0.0000 13768.712875 6571.12176
2005 500.00000 450.00000 3854.52903 15986.4602 997.245538 2676.21014
2006 1076.27153 732.91737 5626.69330 14766.5645 1726.944952 2994.49580
2007 4500.00000 1333.60973 5457.96582 13000.0000 4289.238778 2000.00000
2008 861.02714 200.00000 8289.15742 0.0000 1400.000000 2480.00000
2009 1076.27153 732.91737 5626.69330 14766.5645 1726.944952 2994.49580
2010 696.91793 503.21781 4254.59918 15000.0000 886.122497 2263.75785
2011 200.00000 644.07986 4552.41505 18166.5347 1300.394210 2771.76082
2012 800.00000 457.48618 4839.36923 7440.0113 766.666667 1750.00000
2013 493.94057 295.46158 11104.02233 0.0000 600.000000 1500.00000
2014 800.00000 478.32137 0.00000 4091.2111 184.005978 1833.33333
2015 4000.00000 1012.37611 2500.00000 36063.4602 2632.297487 3784.53682
2016 916.32873 650.30569 5427.18182 13422.7259 1336.392807 2806.32589
2017 1032.38187 697.98137 4991.29736 15652.0442 1509.432864 2917.45148
2018 1034.23190 950.55705 13819.19450 0.0000 3106.320134 3744.59554
2019 1000.00000 761.04103 4000.00000 15800.0000 1724.535675 3000.01180
2020 533.33333 490.25592 3614.85513 14745.2464 600.000000 2389.72570
2021 649.03696 453.82255 4725.24702 10000.0000 720.538534 2109.63022
2022 900.00000 350.29632 4000.00000 5000.0000 0.000000 2412.94469
2023 1000.00000 699.09479 5525.74753 14431.7894 1608.562041 2888.26475
2024 300.00000 433.69327 3880.22861 16011.9729 814.741912 1925.63990
2025 934.89164 680.42488 5496.66650 17135.7192 1667.309551 3000.00000
2026 662.45685 493.33361 4985.20171 12106.5323 900.820855 2236.65061
2027 894.41172 619.76037 4934.33036 15134.6721 1352.200795 2607.51765
2028 834.57729 300.00000 12487.41123 12000.0000 1240.000000 6000.00000
2029 1002.80582 864.98824 6832.42601 27436.1526 3500.000000 2000.00000
2030 670.12722 450.00000 3670.26028 13520.8052 546.465041 2220.86395
2031 600.00000 498.79264 6524.23845 8317.1437 1238.449172 2123.76275
2032 556.48111 351.21777 4310.34958 5000.0000 213.606001 1837.65807
2033 405.47318 323.18651 5132.97534 5655.4924 304.179207 1709.83327
2034 6694.24283 4212.80951 5129.49244 88500.0000 10441.168248 15844.59388
2035 1176.64727 697.08566 2825.46288 12000.0000 489.588416 3166.66667
2036 838.90990 555.82325 4354.55501 12675.1885 900.000000 2487.43358
2037 1036.80038 1047.38074 13478.75409 11456.0236 3606.872500 3998.49268
2038 948.85011 487.06753 3685.81105 4900.0000 598.314016 2215.94862
2039 1000.00000 300.00000 2611.95671 21139.1778 758.787362 2500.00000
2040 943.23945 611.96547 4295.41219 8925.1302 561.786799 3003.30049
2041 1225.96124 820.79759 5213.73868 19758.6206 2097.999459 3208.79893
2042 879.19475 600.00000 3000.00000 13694.8473 591.013950 2500.00000
2043 767.67368 484.49914 3279.27446 13998.4401 600.000000 2239.60637
2044 1368.07431 986.94230 6512.94064 24816.4173 3000.000000 3681.39752
2045 2063.25096 1368.63670 4746.30758 36000.0000 3564.644912 5180.24952
2046 300.00000 150.00000 2400.39712 10337.0138 0.000000 1605.24307
2047 1615.02804 926.27509 3800.00000 16612.9013 1890.483894 10500.00000
2048 2120.95093 1116.58728 3000.00000 22773.5104 3235.429368 5750.00000
2049 1188.89949 716.19008 22218.88509 0.0000 3091.462188 2591.66979
2050 1013.37498 589.16427 6314.66239 3810.3024 1569.588716 2289.58534
2051 1065.78794 724.53876 5480.61927 14951.9970 1675.544450 2975.75218
2052 500.00000 333.33333 6071.43082 10000.0000 1157.686687 2703.20873
2053 200.00000 2000.00000 0.00000 88257.4673 0.000000 6477.45863
2054 1525.47559 1059.40929 11897.69989 5000.0000 3946.843435 4000.00000
2055 2000.00000 912.54254 3039.08861 8666.6667 1000.000000 3993.67975
2056 1000.00000 706.88912 6236.30278 10874.8135 1666.221158 2913.72256
2057 998.97580 671.42398 4501.97544 16352.0914 1343.321279 2859.15079
2058 742.19003 496.12348 6545.11150 2952.7131 1000.000000 2161.79226
2059 1992.15475 916.98652 6000.00000 0.0000 2391.468512 3303.97835
2060 984.66424 684.31504 6000.00000 10736.3812 1424.869153 2944.22292
2061 300.00000 506.61969 8201.93620 1944.2869 1600.000000 2152.57022
2062 1386.06451 819.64557 5272.31425 9634.4809 1685.419616 3388.34439
2063 350.00000 200.00000 1922.03913 13596.4013 85.436583 1487.64457
2064 979.71747 732.96615 8660.60381 7215.4588 2205.480979 3000.00000
2065 1200.00000 657.71773 4217.18801 16077.5615 1304.410516 2785.02540
2066 1600.00000 933.62440 6212.43892 13905.3814 2226.218031 3736.98883
2067 754.90797 516.58892 3000.00000 17484.6580 608.072678 2444.79448
2068 934.32317 783.33333 5142.85714 24169.4989 1650.000000 3500.00000
2069 750.00000 493.49388 4524.34307 12484.4742 822.807510 2254.57601
2070 1025.00000 1288.11112 20000.00000 4283.5924 5664.685067 5000.00000
2071 774.29018 542.45234 3993.87187 16975.4412 1024.910862 2368.70452
2072 668.84836 471.71745 4136.21480 13287.3013 717.574677 2188.36230
2073 4485.76888 2463.53374 3239.77576 30326.0967 5076.269580 9648.79649
2074 998.97580 671.42398 4501.97544 16352.0914 1343.321279 2859.15079
2075 703.14579 501.55643 4579.15798 12541.2916 835.274451 2293.85937
2076 800.00000 582.89942 4644.18466 8755.8943 1000.000000 2375.00000
2077 1000.00000 1200.00000 2755.95318 18728.6529 746.047107 3037.81398
2078 2223.18102 1588.45936 5400.00000 27000.0000 2105.589362 7329.08175
2079 899.50312 652.55853 6114.14719 12320.5596 1517.900595 2800.00000
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2338 1500.00000 1089.02306 3500.00000 20540.5053 1500.000000 4147.43672
2339 518.11611 431.15829 5912.60617 8967.5889 1000.000000 1975.25152
2340 200.00000 300.00000 754.45584 16359.7155 0.000000 2273.23092
2341 400.00000 573.18777 9296.24270 4299.5453 1563.321833 2496.31667
2342 395.16855 200.00000 8587.85283 10333.3333 2000.000000 1500.00000
2343 861.43669 589.05006 7096.46206 3609.9459 1362.375300 2509.30898
2344 1312.65190 1100.00000 5660.00000 30997.9817 3101.457370 3347.93826
2345 572.94981 400.00000 4273.26734 10858.5765 508.156311 2014.82713
2346 1519.21630 1097.03477 7211.62876 23774.5527 3105.220109 4172.61751
2347 655.55556 491.48689 4510.13890 13063.9466 765.492207 2500.00000
2348 1099.19520 782.13910 6666.78657 17000.0000 2336.835681 2938.53078
2349 868.70333 651.74733 7000.00000 16845.7123 2000.000000 2342.53986
2350 459.26147 317.72928 3310.45005 9651.7019 0.000000 1792.53664
2351 750.00000 200.00000 2559.48342 5454.0512 1000.000000 1548.53134
2352 3603.15414 1895.78983 8000.00000 25722.0489 6907.471724 5682.98215
2353 550.00000 1300.00000 3350.00000 4000.0000 649.038484 3150.00000
2354 832.96393 600.00000 4953.26325 13512.8029 1180.155507 2509.65546
2355 674.93344 1450.00000 12832.28325 7573.3235 2950.854811 3026.81782
2356 552.00348 100.00000 5027.38048 12386.7072 1000.000000 1870.43372
2357 873.47827 773.13992 9000.00000 14164.2238 1300.000000 3000.00000
2358 800.00000 1600.00000 5240.91445 21894.8729 1475.000000 3213.53441
2359 1013.08390 687.21995 5500.15493 12541.3619 1443.152621 2920.54337
2360 883.98113 702.64811 8319.27737 9219.1664 2033.186338 2804.47000
2361 1065.78794 724.53876 5480.61927 14951.9970 1675.544450 2975.75218
2362 750.00000 300.00000 5000.00000 20000.0000 1538.044967 1833.33333
2363 490.00000 608.61775 2800.00000 5000.0000 1207.074587 2539.24535
2364 1400.00000 415.29374 3000.00000 13327.1061 700.000000 2083.33333
2365 740.89599 492.88672 4612.87744 10000.0000 786.542260 2257.24013
2366 226.23727 247.46305 7891.99264 2495.2866 1000.000000 851.43329
2367 601.15600 404.42729 5195.89486 5000.0000 554.954572 1955.50259
2368 1961.83047 1283.33113 10666.66667 20000.0000 4168.770847 10750.00000
2369 466.66667 1295.00000 379.43138 5000.0000 0.000000 3000.00000
2370 600.00000 617.52053 9502.33593 3281.1661 2074.697886 2369.51385
2371 938.16199 709.65778 6141.75084 15727.3556 1702.051623 2949.53473
2372 842.50676 651.46911 9746.45318 2662.6510 2271.574239 2422.44567
2373 1144.56719 779.56343 5677.11500 17078.2662 1992.413602 3080.45168
2374 805.58797 567.83193 4796.48095 14983.2303 1224.076338 2411.63553
2375 2500.00000 300.00000 13136.52217 6666.6667 3264.522739 2329.69493
2376 687.27513 493.43526 4563.66906 12345.3140 791.577754 2278.82795
2377 1296.23653 769.30793 8000.00000 0.0000 1475.018451 2500.00000
2378 401.33999 152.27247 934.35698 3000.0000 0.000000 1517.25009
2379 4000.00000 1815.77876 3700.00000 31385.4029 4628.345572 6622.84604
2380 608.17773 381.85260 3031.37881 12266.9785 250.000000 1893.79468
2381 750.00000 1173.78612 33960.80823 0.0000 7980.380001 2739.87901
2382 4173.29994 2222.03009 0.00000 50000.0000 750.000000 10375.70626
2383 1297.19296 300.00000 7070.99970 2549.0921 1350.000000 3933.83202
2384 958.36796 602.37175 3500.00000 15344.8321 956.227492 2670.37218
2385 3283.85702 1985.25278 6613.82476 22887.9937 4263.156458 7948.21994
2386 1040.00000 556.32701 3685.92632 12680.9086 796.215783 2527.74765
2387 1000.00000 625.00000 5177.56831 15198.1037 1601.085831 2801.02939
2388 1244.56100 717.54842 2581.71516 16710.1108 800.000000 3158.21574
2389 1202.56564 846.81294 5523.65642 23019.7013 2367.938789 3218.32114
2390 635.38774 441.71155 3610.83471 14238.1621 580.538769 2090.49409
2391 1750.00000 638.10706 2000.00000 26902.0016 1163.530684 3000.00000
2392 1131.10759 698.74162 4964.44166 13000.0000 1604.542747 2819.95268
2393 5600.00000 2500.00000 883.20594 80000.0000 6591.377376 7625.95518
2394 664.44485 488.13898 3000.00000 18961.7276 559.380089 2343.70874
2395 777.93417 500.00000 7651.39199 5780.4614 1555.527301 2458.73842
2396 491.51637 312.82448 4417.21542 6197.8542 400.000000 1538.38663
2397 1187.90608 1123.34607 15095.99947 7000.0000 4167.686840 7000.00000
2398 940.49794 1183.33333 6142.64012 6000.0000 1374.337961 3000.00000
2399 500.00000 858.66241 15234.98504 4500.0000 3384.869385 5000.00000
2400 2500.00000 300.00000 4277.77778 3600.0000 1005.555556 2130.69243
2401 764.79587 400.00000 4086.93760 12686.0617 728.702725 2407.86610
2402 795.35124 300.00000 3829.25261 10929.9727 462.249942 2599.92596
2403 2000.00000 604.10589 3587.48775 5000.0000 860.000000 2761.23592
2404 686.63592 472.83674 3644.92913 14022.5323 588.199987 2249.52919
2405 1032.38187 697.98137 4991.29736 15652.0442 1509.432864 2917.45148
2406 1206.24231 798.89493 6212.66490 16800.1393 2393.376826 2941.01761
2407 826.09600 542.95246 5543.38331 7000.0000 1000.000000 2412.22566
2408 400.00000 331.60735 5246.66530 7959.9068 550.000000 1637.52030
2409 857.06859 445.96062 4920.29270 600.0000 705.397453 1989.30141
2410 1150.00000 1150.71441 9100.00000 16553.8053 3646.086673 4158.41490
2411 939.83121 1500.00000 4095.45198 19142.0960 1356.458198 2700.00000
2412 500.00000 133.33333 2946.94573 20492.6165 624.566532 3000.00000
2413 1448.02250 1037.19063 7601.11876 24149.1041 3454.467997 3000.00000
2414 867.58830 582.76644 3000.00000 18909.8479 800.000000 2668.41725
2415 965.56974 644.86659 4012.65353 17052.1387 1177.209694 2800.85010
2416 1076.27153 732.91737 5626.69330 14766.5645 1726.944952 2994.49580
2417 954.08314 639.14925 5803.15644 10000.0000 1398.939265 2698.62030
2418 1132.60007 777.65354 6459.26310 13551.9025 2007.767621 3092.35356
2419 600.00000 250.00000 3838.03581 16019.7092 1000.000000 2504.63732
2420 1760.69478 1037.59108 7500.00000 4666.6667 3000.000000 4034.95976
2421 604.91982 450.00000 5055.04830 13599.0791 897.012425 2238.56234
2422 500.00000 329.19098 4500.00000 2192.5035 200.000000 1682.26407
2423 1071.32337 750.00000 4673.77495 13425.8605 3000.000000 2927.52787
2424 1222.16201 884.63114 9955.28263 7957.8912 3044.277820 3174.54800
2425 1676.10669 1092.82310 7094.39394 18031.4340 3081.287704 4090.45460
2426 400.00000 560.58596 3000.00000 15463.0157 1031.860284 2364.13632
2427 2413.16595 1795.68685 25216.60310 0.0000 8375.378396 5327.21344
2428 1008.13251 1800.00000 7200.00000 20000.0000 4500.000000 3625.00000
2429 1700.00000 707.18318 3183.01677 14550.8800 1000.000000 3012.91030
2430 827.65415 542.16357 5999.89767 5000.0000 1059.891770 2392.98178
2431 1111.91164 1200.00000 5595.80837 21552.1513 2241.097854 2997.02620
2432 932.16367 618.30920 3523.33162 17752.1859 1011.098108 2742.54941
2433 1004.65474 677.94352 5724.45994 12000.0000 1534.558263 2820.87571
2434 920.00000 604.37322 5027.01066 13475.7280 1223.773898 2608.51144
2435 1055.93819 760.22482 8020.26649 10549.4988 2351.336790 2865.86395
2436 916.15834 648.43495 4669.65551 16806.1555 1293.363723 3000.00000
2437 1076.27153 732.91737 5626.69330 14766.5645 1726.944952 2994.49580
2438 889.01417 584.00590 2891.29081 18656.4136 796.537310 2667.24435
2439 791.06230 520.12341 4098.29962 12252.7949 733.333333 2385.20719
2440 2030.71199 1744.33154 17975.91785 20000.0000 6772.381238 5917.89348
2441 547.42705 100.00000 3860.67328 7966.1784 183.478740 1904.21514
2442 728.22713 507.25057 4603.55744 13265.4939 995.413743 2219.29083
2443 2100.00000 400.00000 6200.00000 11875.0000 700.000000 2987.94685
2444 1166.59187 870.67206 3518.06187 33750.0000 2115.884840 3459.75523
2445 1076.27153 732.91737 5626.69330 14766.5645 1726.944952 2994.49580
2446 2247.95178 1465.44241 10383.79932 11701.3731 4209.548867 5476.87153
2447 750.00000 433.96761 4300.00000 3399.3681 561.381607 2004.96365
2448 869.46897 300.00000 2004.85476 20073.4542 547.918756 2635.09111
2449 950.00000 780.52062 6333.33333 14675.6742 1944.205321 3154.27749
2450 584.54383 449.37417 4888.39882 11947.6470 788.973642 2074.78233
2451 604.20099 309.25613 2309.64321 8750.0000 0.000000 1651.54254
2452 588.27059 300.00000 8065.32629 4733.3137 1280.689326 2363.38787
2453 366.25256 289.42777 4136.66391 8311.7379 89.946913 1623.05394
2454 676.13891 250.00000 4230.93298 12098.4235 691.552219 2184.75159
2455 1000.00000 477.98676 3937.82245 12580.1606 695.764225 2210.22275
2456 1145.44856 787.86792 6647.46383 13282.6535 2071.656692 3114.77691
2457 303.81356 422.14510 6314.05308 12243.8192 600.000000 2175.32538
2458 1366.44253 963.55528 9884.51649 8651.5718 3170.548719 3500.45841
2459 578.48131 441.73019 5208.90476 8600.8812 625.446816 2143.77547
2460 1032.38187 697.98137 4991.29736 15652.0442 1509.432864 2917.45148
2461 200.00000 233.33333 4257.64159 13892.9511 698.963015 1500.00000
2462 3500.00000 947.14788 4300.00000 14000.0000 3000.000000 2500.00000
2463 813.78062 503.56979 2355.80316 15288.2201 329.578982 2490.52742
2464 1187.87013 200.00000 8728.35418 9648.7589 2667.381587 3128.47892
2465 768.95484 536.88679 4729.06692 13214.8077 1038.785968 2355.31009
2466 878.97759 703.47325 5383.17633 21915.2497 1751.066555 3083.33333
2467 2092.64611 884.03786 5400.00000 0.0000 1066.666667 3000.00000
2468 650.00000 497.46930 7418.01373 5169.5742 1371.199666 2069.18756
2469 1299.63040 910.44050 8905.87266 10051.6663 2838.325548 3383.85702
2470 743.04167 250.00000 3533.24181 10454.3991 611.422999 1978.71634
2471 606.56949 600.00000 4559.01861 12478.2086 719.963664 2126.53311
2472 854.60333 629.73678 7989.97896 5200.0000 1750.607683 2546.57412
2473 200.00000 465.67959 3979.97676 14656.8232 648.533823 2207.31285
2474 436.86804 300.00000 691.83094 3000.0000 0.000000 1587.39361
2475 642.56224 454.05617 4658.01110 11202.9003 786.587230 2000.00000
2476 1000.00000 1200.00000 2811.01637 18285.1684 701.831489 3166.66667
2477 600.00000 1187.30735 6150.00000 30000.0000 600.000000 3000.00000
2478 200.00000 200.00000 8896.82433 3333.3333 1340.537599 2222.08288
2479 1400.00000 400.00000 4169.49760 15148.1341 1532.419387 2500.00000
2480 4970.47275 3078.32269 8936.94810 53525.5064 8896.019401 10940.87684
2481 300.00000 435.63557 4807.04314 13210.1950 809.398045 1994.67091
2482 400.00000 580.86752 6240.22393 12611.3893 1350.000000 2600.00000
2483 2087.73233 1487.58909 11042.82075 23699.6600 5250.000000 5155.54240
2484 1946.57891 1367.98660 6800.63644 34020.4716 4200.000000 5014.20309
2485 874.14812 566.66667 3657.31092 37072.1847 1704.527394 5000.00000
2486 809.30862 561.94976 4959.28078 13944.4885 1254.400970 2362.22207
2487 1415.33587 865.78663 0.00000 34333.3333 600.000000 2800.00000
2488 786.70219 488.56705 3300.50328 12754.4974 566.757717 2000.00000
2489 3000.00000 2016.13465 10000.00000 0.0000 12000.000000 7893.92576
2490 1336.33078 525.00000 4350.00000 16576.1885 1876.617721 1800.00000
2491 3078.60169 1967.28218 5505.02720 40000.0000 4787.032896 7569.41688
2492 672.48207 488.42772 4937.82201 11012.4073 850.000000 2247.13321
2493 1112.04056 718.75475 6868.02538 6000.0000 1700.772653 2954.73805
2494 2738.46213 300.00000 3023.90756 15611.5788 3838.949091 3200.00000
2495 561.73103 200.00000 4481.58391 6435.4457 200.000000 2000.00000
2496 747.67553 528.97182 4398.44688 15412.7752 1057.270075 2294.55866
2497 425.00000 353.42140 5217.24407 5000.0000 530.467636 1706.66700
2498 400.00000 366.76164 5391.93930 4000.0000 445.965254 1842.58545
2499 3125.00000 627.87785 4000.00000 19133.5596 500.000000 2500.00000
2500 740.60624 300.00000 2700.00000 22038.3172 756.581891 3000.00000
Jugos Alojamiento Pan Informal Cigarrillo Valor
1 1991.9836 0.000000e+00 3969.675705 10115.708805 3000.0000 2794.19114
2 1168.9967 1.000000e+03 1858.351595 4247.103738 1181.2626 1037.42688
3 1352.5306 9.395622e+03 940.294306 328.725526 894.5593 940.84876
4 1225.9232 1.212256e+04 950.806990 2000.000000 925.7402 878.33150
5 1623.9876 9.773912e+03 780.932172 3526.451004 1290.2609 1763.91661
6 500.0000 7.500000e+03 0.000000 5721.222607 604.5534 247.68604
7 1641.8041 1.672113e+04 1401.609299 398.733259 1106.1397 1283.57772
8 3000.0000 1.396686e+04 80.845838 1014.481205 1800.0000 927.39750
9 1445.0535 0.000000e+00 2313.438635 4325.135783 1422.9798 1482.06325
10 983.5807 1.139705e+04 0.000000 1123.672225 516.9044 643.49945
11 1283.0985 1.270718e+04 1583.615981 3229.468052 1110.3040 1013.37441
12 1500.0000 1.229761e+04 1232.317115 3617.185018 1140.7844 1196.27881
13 833.3333 3.900000e+03 400.000000 1000.000000 739.9137 1200.00000
14 1173.9878 7.407701e+03 1148.234918 2356.978134 953.2054 857.97010
15 896.6824 1.216946e+04 197.141795 3791.960169 765.7756 619.18110
16 1291.2952 1.118370e+04 1075.999787 2900.329481 1048.5924 1078.57506
17 872.6571 9.240046e+03 100.000000 1349.760216 100.0000 372.24499
18 1913.8082 1.596289e+04 2808.445829 1800.000000 1569.3462 1777.43341
19 1254.7646 9.000000e+03 734.253195 2333.333333 1000.9030 1091.00392
20 1227.4146 9.279743e+03 0.000000 1643.339086 812.4869 1011.02313
21 1267.7250 9.377040e+03 250.000000 0.000000 769.1342 600.00000
22 1024.7876 1.020791e+04 496.316909 2746.405293 809.9415 703.80816
23 1081.9706 1.267749e+04 250.002694 2533.046142 798.6879 780.08261
24 1158.0505 8.097976e+03 465.881701 993.320200 774.5555 766.32659
25 1647.1312 1.086396e+04 1166.338051 2658.741197 1274.9251 1642.55440
26 1108.5814 8.000000e+03 401.189762 1723.439771 789.5738 772.80028
27 1107.5675 1.254937e+04 100.000000 1868.629582 762.2905 700.00000
28 1983.9386 3.975543e+04 0.000000 2000.000000 350.0000 2028.69279
29 1154.8659 9.934112e+03 1000.000000 3827.195719 1011.3958 993.73450
30 1372.4320 1.253045e+04 876.789444 1400.000000 969.9510 1065.03588
31 1000.0000 9.601331e+03 474.012399 2967.930977 761.9298 573.65214
32 1064.6936 1.051707e+04 428.525996 2357.120603 799.9877 733.86297
33 1156.7390 1.145715e+04 906.761498 2923.949021 944.4494 874.37353
34 1316.5300 1.088080e+04 991.662122 2684.624712 1042.4548 1112.59286
35 967.3907 5.000000e+03 500.000000 2751.941446 793.5148 669.88113
36 1345.7676 8.463730e+03 1274.511263 2837.098974 700.0000 1169.48631
37 1092.3578 1.072420e+04 451.577330 2605.726685 837.7949 801.92233
38 1391.8555 3.408475e+03 1379.884814 3111.697967 1189.4852 1324.22518
39 3000.0000 7.765210e+03 3501.209443 0.000000 1467.8078 1661.62991
40 1309.5519 1.111772e+04 926.340704 2695.875203 1000.0000 1108.05649
41 500.0000 2.536445e+03 50.000000 2214.285714 872.8506 800.00000
42 1196.7062 8.638029e+03 692.573389 3693.412415 1017.2792 1089.00666
43 1000.0000 1.047211e+03 1500.000000 4009.602638 905.5233 596.57596
44 1450.8159 1.196224e+04 1445.517479 3873.379053 1257.3091 1393.70053
45 1000.0000 8.997766e+03 776.987409 1797.532912 1039.0128 1259.22117
46 1039.0814 0.000000e+00 1324.239757 0.000000 733.3333 501.15095
47 500.0000 8.620143e+03 0.000000 1696.463060 533.0408 550.03217
48 1240.9122 2.450000e+03 915.122728 1039.923294 400.0000 500.00000
49 1090.3470 8.251933e+03 994.030899 4270.647547 1020.0781 936.91869
50 1500.0000 1.465832e+04 0.000000 99.000000 314.2483 0.00000
51 1074.3945 2.000000e+03 2625.000000 1264.726880 812.5000 697.42092
52 848.3094 9.614950e+03 0.000000 2000.000000 590.9708 404.70785
53 991.6931 1.038326e+04 276.903518 2248.517550 729.9315 621.35640
54 1200.2650 1.151009e+04 9.441851 1239.017522 763.1603 884.58993
55 400.0000 1.098847e+04 1448.047923 2216.666667 1071.4313 1056.61613
56 1500.0000 1.041658e+04 798.211801 1890.864059 853.2584 500.00000
57 1373.3957 1.111519e+04 1098.016546 2849.769423 1101.2849 1209.04236
58 2000.0000 8.211245e+03 2066.163484 3137.384945 1376.9534 1528.56994
59 1133.9742 8.053335e+02 1229.784748 1738.769086 914.9902 792.35520
60 1000.0000 1.000000e+04 1430.610071 5058.398448 1189.4511 1138.04139
61 973.7493 9.900000e+01 889.458980 2000.000000 800.1448 1000.00000
62 1052.6642 1.006942e+04 565.593278 3355.494054 880.0486 809.53784
63 1425.9982 0.000000e+00 1497.649588 0.000000 1023.0186 1138.35291
64 1406.2939 1.350220e+04 750.000000 2604.917617 1068.1910 1247.48092
65 991.0459 8.719336e+03 600.000000 3273.781957 851.3338 695.63735
66 1071.4803 1.152935e+04 943.942566 3019.376489 898.6507 735.42123
67 1260.0096 1.516579e+04 0.000000 127.717540 1200.0000 829.91660
68 1682.7148 1.083198e+04 1175.371878 2634.582368 1297.5584 1698.95234
69 1327.1124 9.424898e+03 1092.564489 2571.921918 1056.5095 1122.11241
70 1000.0000 1.256349e+04 100.000000 2166.666667 801.3212 1500.00000
71 1000.0000 1.700000e+04 0.000000 2006.570522 681.2664 790.77389
72 878.0562 8.785057e+03 92.760836 2966.307542 696.1222 552.96667
73 1268.3668 9.969444e+03 642.862159 1533.145782 896.4441 964.15290
74 891.5619 8.828059e+03 350.000000 2333.333333 674.0840 483.25633
75 1329.1607 1.659893e+04 334.047206 2004.949287 915.6187 1079.22775
76 1245.0924 8.735465e+03 500.000000 651.229691 807.1589 863.67210
77 1284.1785 1.119009e+04 1074.193022 2905.161247 1044.0658 1067.29547
78 922.1245 1.219008e+04 0.000000 2203.143856 632.3160 535.86782
79 1189.7782 1.163407e+04 633.151758 2620.420997 1033.3333 931.75932
80 1232.3857 7.317067e+03 1096.947215 3804.812604 1092.9534 1122.44240
81 1500.0000 3.500000e+04 0.000000 3000.000000 962.3183 1373.36930
82 1362.4624 1.111975e+04 1094.067440 2852.011824 1093.8590 1191.37093
83 1134.1544 1.336900e+04 307.125705 2405.719422 826.5339 837.82226
84 1535.6251 3.534801e+04 0.000000 4564.141780 1098.7524 1573.24129
85 4000.0000 0.000000e+00 3664.921955 0.000000 556.6318 1700.00000
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833 1801.5171 1.130360e+04 1221.985509 2570.131485 1373.6625 1879.75219
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837 2400.0000 1.049438e+04 59.166287 1189.534354 705.7993 725.05256
838 1441.8461 1.139926e+04 1226.433269 3049.981600 1172.2348 1325.21908
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840 1500.0000 1.205658e+04 562.514041 3412.989624 907.7419 872.51824
841 1133.6031 1.117536e+04 611.251622 2339.750320 859.1088 815.12856
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843 1109.8234 0.000000e+00 1375.793414 1500.000000 942.6458 809.31935
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846 1268.3668 9.969444e+03 642.862159 1533.145782 896.4441 964.15290
847 965.7690 1.159634e+04 13.435879 2377.835478 692.2765 612.83509
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855 815.2278 1.200000e+03 208.631045 1712.692778 603.4496 386.65893
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861 1821.0346 1.292494e+04 2516.378625 1082.898085 1396.1360 1554.89344
862 4000.0000 9.200000e+03 1125.000000 4043.373038 2000.0000 966.66667
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864 1405.2255 2.500000e+04 0.000000 1547.814233 800.0000 1203.58808
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866 833.9849 9.720872e+03 0.000000 3064.149931 646.7219 511.83924
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870 2574.1157 1.708353e+04 3450.499651 2653.477516 2080.3644 2816.34633
871 1711.5510 1.329715e+04 1672.227791 2288.161035 1329.5354 1612.27416
872 1104.5335 1.274054e+04 308.241379 1801.122201 765.3490 729.43079
873 1134.6430 1.049528e+04 751.436666 3172.487884 936.8461 897.10487
874 1008.0100 1.095714e+04 100.000000 2666.666667 755.2150 703.82017
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876 1647.5856 6.000000e+03 1557.756749 0.000000 1057.9652 1240.48374
877 1136.9525 2.000000e+04 3969.265003 20730.678841 2496.1088 2266.56256
878 1255.7116 1.121567e+04 1066.965961 2924.488309 1025.9591 1022.17713
879 1024.4183 1.142351e+04 1008.246089 3081.520694 878.8429 655.59055
880 1370.4753 2.874628e+04 0.000000 3000.000000 840.6892 1293.70587
881 1148.9608 1.131160e+04 1039.864482 2996.964795 958.0593 852.98332
882 1031.1830 1.400000e+03 1322.347058 3527.134929 984.7858 794.81414
883 962.6740 1.332985e+04 0.000000 2042.360324 639.3456 577.57308
884 1083.2581 1.188479e+04 306.916300 2042.228982 772.1682 700.00000
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886 1297.8462 8.375000e+03 2504.907066 4345.532577 1307.1302 1087.86518
887 2400.0000 9.617559e+03 3397.692792 3215.731916 1750.8976 1967.08222
888 1747.9513 1.077336e+04 1191.933893 2590.291183 1339.0527 1802.34855
889 1567.5822 1.055579e+04 1636.350340 3240.306306 1311.6142 1512.24642
890 1638.2335 1.511116e+04 1387.727090 3333.333333 1320.1267 1614.76206
891 1966.9953 0.000000e+00 3241.621206 6043.065178 1985.8992 2436.19866
892 1255.7116 1.121567e+04 1066.965961 2924.488309 1025.9591 1022.17713
893 868.6078 1.137365e+04 0.000000 2684.162706 625.8030 521.87998
894 1362.4624 1.111975e+04 1094.067440 2852.011824 1093.8590 1191.37093
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896 1639.5795 1.813979e+04 1327.006791 2000.000000 1206.3087 1443.34718
897 1753.8819 1.076803e+04 1193.439530 2586.264711 1342.8249 1811.74821
898 1237.8587 1.495975e+04 300.000000 1995.408904 865.4329 1600.00000
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900 978.3702 8.426361e+03 100.000000 2425.233589 100.0000 1000.00000
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902 1000.0000 1.093277e+04 1000.000000 1200.000000 935.9548 700.00000
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907 862.0907 2.400000e+03 668.643279 1704.075403 673.2986 387.49283
908 1079.4927 1.043323e+04 807.699106 2428.412882 851.7905 716.15496
909 500.0000 8.261708e+03 0.000000 3199.728301 569.7640 377.84062
910 2666.6667 1.020000e+04 1673.072805 0.000000 500.0000 1500.00000
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912 1080.1560 1.149812e+04 512.454428 2695.903189 839.2441 773.57438
913 1193.8694 4.500000e+03 1225.710276 2829.221739 1019.4893 967.77761
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924 1463.1510 1.012176e+04 1300.000000 2420.096635 1164.8674 850.00000
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930 1180.1570 5.100000e+03 1216.228645 1742.941968 1000.0000 820.12169
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937 877.8956 1.014285e+04 77.340858 2399.700722 647.8380 476.37990
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940 1000.0000 1.019915e+04 428.211221 2529.063127 816.5610 763.70992
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943 999.6551 6.642393e+03 784.683294 3219.932481 869.5926 717.50868
944 1228.2616 1.113870e+04 1078.867291 2907.383969 1008.0946 973.44358
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946 739.4676 6.976577e+03 0.000000 1380.616507 388.0547 320.39505
947 976.8204 1.162656e+04 865.996334 3415.851583 857.5051 628.84262
948 2781.1397 3.413238e+03 12500.000000 18854.116752 1600.0000 4633.99738
949 1243.2516 1.156083e+04 786.497791 3570.896282 1036.7031 1105.65639
950 1255.7116 1.121567e+04 1066.965961 2924.488309 1025.9591 1022.17713
951 1006.1291 0.000000e+00 1549.928823 0.000000 707.9324 400.49350
952 1381.7978 1.396801e+04 979.438332 2030.223422 1024.4207 1115.03843
953 933.3333 1.168537e+04 82.042682 2500.406135 715.7547 636.92819
954 1647.1312 1.086396e+04 1166.338051 2658.741197 1274.9251 1642.55440
955 1176.2974 2.586530e+04 0.000000 3803.969141 748.1933 1800.00000
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958 2119.0343 0.000000e+00 4148.424070 3942.673962 2052.7143 2443.97370
959 1500.0000 1.510484e+02 1133.045275 0.000000 856.5011 961.36444
960 2662.0063 6.294206e+04 1136.739947 1911.111111 1743.9956 600.00000
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962 625.0000 1.300000e+04 252.020810 3222.222222 700.0000 350.00000
963 2879.4444 2.462793e+04 3700.000000 0.000000 2059.7625 2798.00913
964 1034.9091 1.181787e+04 938.222195 3843.865406 933.2498 761.21640
965 1915.0532 1.469868e+04 2651.749871 6544.590654 1863.7603 2269.77032
966 1158.8038 3.000000e+03 2055.434278 4801.686923 1226.4032 1029.81735
967 1326.8788 1.115172e+04 1085.033614 2876.170652 1071.2257 1134.97300
968 937.2061 6.896361e+03 184.061350 1725.842774 660.3620 527.58037
969 1465.3120 1.575303e+04 548.043881 1533.168461 450.0000 1238.05110
970 1315.6586 1.331697e+04 796.267051 1704.767821 941.9695 1000.95766
971 1500.0000 1.154421e+04 586.279708 2041.597096 826.3986 763.38054
972 1541.4347 1.899173e+04 97.682337 2405.886228 1052.5820 1483.14620
973 1207.5504 9.305176e+03 375.310386 753.068025 776.1558 820.97036
974 999.7112 9.814596e+03 330.992440 2884.779596 789.1605 703.93178
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978 1036.4816 9.627341e+03 876.349784 4463.302670 600.0000 866.55878
979 1493.0016 1.039008e+04 1261.135074 1445.264605 1095.7202 1243.56992
980 1000.0000 3.523292e+03 1423.432971 2625.000000 989.7213 822.56917
981 1001.7950 7.220107e+03 100.000000 1609.321991 727.3564 571.33855
982 1373.8397 1.194350e+04 974.256714 2000.000000 1025.5908 1125.61735
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987 858.0644 2.000000e+03 1300.076938 3665.175079 876.5474 514.33076
988 750.0000 2.757080e+03 0.000000 1832.213078 502.9430 306.91584
989 1352.8524 4.400000e+03 4000.000000 4378.178083 1278.3607 1350.60145
990 978.9715 8.806111e+03 0.000000 385.497336 550.1270 473.64794
991 1133.0352 1.196352e+04 315.660537 1240.923712 746.8262 724.63871
992 500.0000 4.196847e+03 1229.069002 4007.142217 1060.2558 979.71963
993 1282.3993 1.119169e+04 1073.741331 2906.369188 1042.9341 1064.47558
994 500.0000 2.400000e+03 520.978000 1285.714286 776.6430 734.83158
995 1550.4815 1.765532e+04 1904.441905 3998.843386 1354.2909 1443.63111
996 1802.1680 1.739283e+04 2037.744710 0.000000 1166.3822 1303.78896
997 828.3926 1.018260e+04 142.098918 5000.000000 804.9126 657.88142
998 350.0000 7.154597e+03 100.000000 3474.907606 594.4090 300.00000
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1000 1376.1860 1.096525e+04 1136.702164 3000.000000 1118.3237 1226.58648
1001 827.9536 9.800276e+03 342.124610 3574.459478 727.7627 488.93412
1002 914.2239 1.051893e+04 250.000000 2554.141905 705.2376 516.50662
1003 1009.9188 1.044752e+04 334.028839 2579.173111 771.3668 679.61457
1004 1165.5197 1.277336e+04 1061.935345 5747.054479 1166.6360 1160.48119
1005 1454.3613 1.603889e+04 0.000000 0.000000 706.1729 1118.00520
1006 1587.6528 1.345685e+04 2047.508968 5628.554006 1527.9578 1715.86124
1007 1150.0000 1.503725e+04 150.000000 2396.273452 859.1917 855.32464
1008 1000.0000 7.421823e+03 0.000000 279.689093 483.9631 299.25759
1009 999.8581 7.586170e+03 765.101440 4821.552058 981.3734 883.98047
1010 1314.3364 0.000000e+00 2646.575513 0.000000 994.2488 810.84582
1011 1482.1214 6.904607e+03 1340.024172 3000.124784 1223.3683 1426.80294
1012 1027.2814 1.010992e+04 781.543644 3243.822107 875.8295 724.85456
1013 1413.8859 1.205020e+04 0.000000 0.000000 780.5050 1106.01209
1014 1223.2941 1.073221e+04 854.520195 3161.630100 1250.0000 1028.22366
1015 2919.0096 0.000000e+00 7287.541250 7789.251340 3159.1559 3773.12130
1016 1000.0000 0.000000e+00 1242.275759 2000.000000 810.4975 498.76571
1017 3109.7348 2.501970e+04 4777.572003 0.000000 2213.3842 2968.49165
1018 1316.7864 1.458127e+04 500.000000 1366.778474 890.7642 982.00380
1019 1036.0362 1.246466e+04 248.317545 2000.000000 734.5927 1200.00000
1020 750.0000 3.000000e+03 2004.010829 0.000000 300.0000 903.81179
1021 1220.0551 1.040612e+04 765.270527 3122.132859 991.0234 1034.52752
1022 1813.0426 1.194667e+04 0.000000 0.000000 725.8016 1642.34571
1023 1332.3822 9.199067e+03 520.213934 2721.616139 1016.6604 1227.68930
1024 825.6448 2.000000e+03 649.447419 2436.216189 702.6239 413.74248
1025 1422.3349 1.791924e+04 464.285714 471.448067 250.0000 1016.24079
1026 1247.1969 1.292863e+04 634.419531 1791.997671 889.2235 921.96222
1027 1294.6556 2.293991e+04 0.000000 3605.586491 940.8314 1200.00000
1028 1245.1637 7.401343e+03 927.886409 2969.229644 1023.6147 700.00000
1029 1151.7254 1.047744e+04 754.203438 3162.416879 947.6816 924.58940
1030 1045.5159 1.158512e+04 321.714801 2285.783220 767.7418 695.29543
1031 1337.3263 1.190650e+04 1750.000000 264.077089 823.2063 943.72603
1032 1189.5938 1.620628e+04 100.000000 2734.635512 874.5702 934.70300
1033 1284.4538 1.196646e+04 1338.012290 3492.967821 1109.6710 1086.75135
1034 1433.6296 1.105580e+04 1112.135093 2803.694167 1139.1255 1304.16680
1035 1683.4643 2.799724e+04 200.000000 1600.235062 1068.6533 2500.00000
1036 2000.0000 4.000000e+03 0.000000 3466.666667 537.0939 900.00000
1037 905.0319 1.511004e+04 891.989231 5659.178836 963.4674 707.20984
1038 1178.1577 1.019606e+04 668.574871 3202.124068 960.8105 988.43549
1039 1326.8788 1.115172e+04 1085.033614 2876.170652 1071.2257 1134.97300
1040 1255.7116 1.121567e+04 1066.965961 2924.488309 1025.9591 1022.17713
1041 1000.0000 1.511169e+04 400.000000 3700.000000 906.7439 876.99356
1042 950.4675 2.000000e+03 1250.000000 1000.000000 732.3210 600.00000
1043 1454.3362 1.345451e+04 998.594478 2866.952857 1137.1797 1332.14010
1044 1493.6867 1.534875e+04 264.101090 2000.000000 1032.7345 1396.88050
1045 930.9536 1.190941e+04 63.484717 2198.241399 659.8489 524.04226
1046 1279.8667 4.469455e+03 736.399966 931.761673 890.2465 972.01948
1047 1217.8789 1.029910e+04 753.417088 2192.826885 920.8741 932.26155
1048 1291.2952 1.118370e+04 1075.999787 2900.329481 1048.5924 1078.57506
1049 645.2027 1.035548e+04 0.000000 2000.000000 397.0321 133.85915
1050 1276.5819 2.196034e+04 0.000000 3271.892705 897.9165 1141.52614
1051 920.3252 6.293265e+03 200.000000 2309.417931 728.4131 522.21382
1052 2502.3094 7.333403e+03 3533.398684 0.000000 1727.6711 2000.00000
1053 1000.0000 2.000000e+04 277.682798 1000.000000 939.6813 1224.36364
1054 1396.0497 8.900000e+03 898.375297 5026.445180 383.3333 1539.19327
1055 1590.9617 1.510882e+04 1630.090716 5787.699961 1495.1897 1775.32365
1056 2578.5637 1.591060e+04 3613.618414 0.000000 1702.4353 2217.10633
1057 3000.0000 1.939023e+04 0.000000 2306.023055 888.5596 1174.25023
1058 1000.0000 1.634762e+04 355.832610 3607.149342 807.2619 669.49845
1059 1291.2952 1.118370e+04 1075.999787 2900.329481 1048.5924 1078.57506
1060 960.2695 1.024512e+04 156.562967 2260.131735 699.0504 587.75005
1061 1202.0672 1.553875e+04 0.000000 953.903614 685.8451 866.73115
1062 1555.9145 1.096328e+04 983.662955 2438.890621 1180.8562 1488.62055
1063 1120.1311 1.308931e+04 800.000000 2772.608886 834.4093 872.93722
1064 1184.8917 1.105218e+04 193.882943 3001.369180 901.5184 1031.79297
1065 1054.8231 9.722301e+03 318.008399 2034.260139 762.2940 706.63951
1066 1000.0000 2.540703e+04 0.000000 2481.317353 817.5890 1045.22025
1067 1063.3153 6.388909e+03 239.682147 1523.254603 735.8123 716.27180
1068 1265.2148 1.791549e+04 116.246560 2446.520857 879.7976 1033.38892
1069 1267.5930 1.471694e+04 224.694753 7516.817925 1275.0998 3000.00000
1070 1803.1948 1.022221e+04 2388.522318 3778.341012 1579.7141 1869.52324
1071 1187.8901 1.018658e+04 670.474432 3197.690933 967.1077 1004.18465
1072 1509.5584 1.532383e+04 1613.200147 3695.836103 1286.1429 1409.52393
1073 1000.0000 1.089123e+04 135.982270 2429.409723 718.5519 630.82749
1074 1270.6480 1.250000e+04 737.240894 1408.209472 700.0000 960.00000
1075 4047.1603 2.800000e+04 9024.006573 14810.421654 4434.4546 5737.12760
1076 1546.0894 1.024838e+04 1180.068739 1530.724176 1129.6309 1354.94679
1077 1000.0000 5.279704e+03 637.033023 2000.000000 774.0357 500.00000
1078 1255.7116 1.121567e+04 1066.965961 2924.488309 1025.9591 1022.17713
1079 1041.0101 1.034008e+04 134.355576 2407.287556 760.4221 741.53546
1080 1291.2952 1.118370e+04 1075.999787 2900.329481 1048.5924 1078.57506
1081 1326.8788 1.115172e+04 1085.033614 2876.170652 1071.2257 1134.97300
1082 1334.6188 9.829879e+03 980.611108 4022.609991 1155.2327 1303.46470
1083 1264.5352 2.000000e+03 1625.948693 3506.894281 1163.7418 1136.78792
1084 1000.0000 1.063746e+04 291.937637 2335.735433 723.3239 591.33434
1085 1000.2294 5.000000e+03 1037.376402 4067.745116 466.6667 796.29799
1086 1536.9899 1.204702e+04 1436.624077 3434.065648 1280.6703 1490.88340
1087 1229.9687 1.039715e+04 767.387624 3118.442497 997.5132 1050.62708
1088 2000.0000 4.520414e+03 1548.608246 4347.021290 1346.2032 1561.85538
1089 1375.6117 0.000000e+00 2901.262490 6216.752927 1586.5986 1537.13727
1090 1565.5067 1.110345e+04 1550.965970 4400.838081 1384.8153 1640.44285
1091 1000.0000 9.885979e+03 537.183245 2403.898370 839.2822 790.66702
1092 1714.9693 1.048987e+04 1983.214633 3422.408781 1400.0000 1733.89900
1093 1441.7641 1.927485e+04 166.666667 1911.642106 968.4388 1800.00000
1094 1255.7116 1.121567e+04 1066.965961 2924.488309 1025.9591 1022.17713
1095 1200.0000 6.398097e+03 2068.459197 1363.787433 1166.7623 1000.00000
1096 1172.4636 1.020201e+04 667.652614 3205.481070 957.1986 979.27398
1097 1373.3957 1.111519e+04 1098.016546 2849.769423 1101.2849 1209.04236
1098 1682.7148 1.083198e+04 1175.371878 2634.582368 1297.5584 1698.95234
1099 1329.1260 9.958636e+03 1128.237698 2691.538291 1067.9623 1127.23808
1100 999.2893 1.040424e+04 726.939534 3506.301149 870.2231 710.25174
1101 1291.2952 1.118370e+04 1075.999787 2900.329481 1048.5924 1078.57506
1102 1373.0363 1.111309e+04 1096.892477 2848.997817 1100.8919 1208.53132
1103 1225.1025 7.249851e+03 500.000000 1196.623604 860.1705 700.00000
1104 1054.2647 0.000000e+00 930.941502 1568.760110 1685.7143 694.27557
1105 1064.3408 5.640412e+03 744.916325 1785.658348 807.2460 687.25430
1106 1186.2790 1.627524e+04 287.157884 2612.038347 862.7775 915.42539
1107 925.0308 9.578673e+03 160.530403 1831.011223 647.4294 489.14976
1108 966.7299 9.756924e+03 400.565532 3470.527244 817.2441 703.68901
1109 1188.0083 0.000000e+00 990.150764 2230.555123 969.8092 500.00000
1110 1500.0000 1.344942e+04 199.783647 1600.559300 730.5836 695.93780
1111 1125.1420 1.029992e+04 150.000000 2186.419840 808.7536 846.79951
1112 420.8770 0.000000e+00 0.000000 0.000000 0.0000 0.00000
1113 1500.0000 6.000000e+04 0.000000 1000.000000 281.0703 652.73798
1114 1150.3435 1.000000e+04 100.000000 1665.415595 811.0338 803.41768
1115 1152.7133 1.103006e+04 451.339133 2000.000000 834.0308 836.68658
1116 1187.8901 1.018658e+04 670.474432 3197.690933 967.1077 1004.18465
1117 1100.1645 2.500000e+03 1070.009413 3700.391078 400.0000 950.28127
1118 1850.0000 0.000000e+00 1600.000000 2625.000000 350.0000 936.85373
1119 1116.5366 4.650039e+03 1523.846122 4378.133604 1110.1102 964.69091
1120 500.0000 7.309698e+03 107.367126 1786.252127 100.0000 421.60043
1121 2095.7512 0.000000e+00 6000.000000 0.000000 1405.8478 1371.74236
1122 1061.6949 9.842849e+03 117.866317 1701.511311 300.0000 707.52741
1123 1480.0000 1.403646e+04 308.513248 2400.000000 836.7037 200.00000
1124 1134.6786 2.675000e+04 0.000000 4126.118878 1000.0000 1016.99957
1125 1373.8397 1.194350e+04 974.256714 2000.000000 1025.5908 1125.61735
1126 1072.9503 9.969541e+03 453.623964 2315.809583 806.9274 746.49901
1127 739.8548 7.940109e+03 200.000000 3762.463040 600.0000 400.79738
1128 1001.1430 1.030622e+04 362.242788 1874.762752 200.0000 585.79435
1129 750.0000 1.069748e+04 5.415395 2818.048397 690.6336 579.46273
1130 4000.0000 1.036737e+04 950.000000 993.085515 926.2651 2333.33333
1131 500.0000 8.970868e+03 471.309129 3412.123715 754.8671 523.46005
1132 1228.9955 1.844848e+04 0.000000 2596.989021 852.2855 1000.18974
1133 1212.3847 1.125485e+04 1084.793147 2994.932051 1004.1784 954.07618
1134 2177.4351 1.178344e+04 2308.228103 4920.396516 1895.6848 2615.87347
1135 2000.0000 2.500000e+04 431.016367 4137.881248 1439.2119 2196.58961
1136 1500.0000 8.794509e+03 1719.167709 2523.775422 1144.1446 1112.09308
1137 2255.7434 1.302299e+04 3104.022283 4372.424781 1978.9878 2564.79084
1138 600.0000 6.902350e+03 0.000000 2247.352031 588.0211 415.94535
1139 2189.8621 1.770204e+04 3910.994784 7767.594265 2243.7295 2658.47681
1140 1069.9991 1.069638e+04 132.128866 2000.000000 749.8891 744.45561
1141 1255.7116 1.121567e+04 1066.965961 2924.488309 1025.9591 1022.17713
1142 1360.2536 0.000000e+00 2589.343616 689.327050 300.0000 974.84090
1143 1759.1434 1.632110e+04 0.000000 0.000000 401.7397 1284.85466
1144 2000.0000 1.040520e+04 500.000000 1000.000000 926.4368 500.00000
1145 1149.9285 1.188065e+04 0.000000 1721.807603 734.8885 889.01643
1146 600.0000 8.535240e+03 0.000000 3039.486545 636.5643 461.36857
1147 1030.2259 1.074431e+04 313.039609 2273.872764 759.2215 700.00000
1148 1192.6938 2.153650e+02 200.000000 0.000000 777.6822 900.00000
1149 1479.4164 5.000000e+03 1719.585056 2500.000000 1219.0584 1324.59048
1150 1100.5153 9.785300e+03 387.434931 3060.239867 873.8574 885.41417
1151 996.8730 1.020376e+04 245.430772 2207.503785 727.9989 632.04278
1152 1062.9207 2.400000e+03 789.181536 2000.000000 841.1224 745.10548
1153 1077.6978 1.083065e+04 574.379426 2277.685809 815.5714 723.47486
1154 2716.6667 0.000000e+00 1312.173663 0.000000 692.2460 416.77840
1155 1611.5476 1.089593e+04 1157.304225 2682.900025 1252.2918 1586.15647
1156 1202.5653 7.300000e+03 600.000000 34.637205 600.0000 675.00000
1157 1315.1750 1.000000e+04 1500.000000 1196.995674 938.9632 954.62114
1158 1373.8397 1.194350e+04 974.256714 2000.000000 1025.5908 1125.61735
1159 1500.3145 1.017493e+04 1753.417911 3185.281514 966.6667 1381.80869
1160 1730.5564 1.317244e+04 2016.780509 2102.389144 1362.1206 1578.75494
1161 577.1631 3.600000e+03 0.000000 2000.000000 200.0000 166.48929
1162 1514.9635 1.098272e+04 1132.783839 2748.473988 1190.8587 1433.07636
1163 1285.3386 6.272327e+03 1713.188240 5560.313273 1319.6186 1332.44755
1164 1226.7682 1.079066e+04 1045.666234 1792.529426 923.6931 857.88419
1165 1254.6531 8.273344e+03 1472.314996 2996.500251 1080.9360 1009.08234
1166 1373.3957 1.111519e+04 1098.016546 2849.769423 1101.2849 1209.04236
1167 978.6217 1.017493e+04 21.820861 290.327823 554.3002 422.58185
1168 4612.1030 1.923569e+04 7501.250414 0.000000 3308.0143 4931.10520
1169 990.4674 6.707438e+03 500.000000 2702.041602 801.7180 500.00000
1170 1269.1927 1.251341e+04 865.803489 2719.700404 995.4572 1033.98466
1171 1444.4263 1.246856e+04 1656.113963 2036.314860 1137.0393 700.00000
1172 996.2779 1.094484e+04 103.165536 2983.923310 767.8457 726.13208
1173 1157.1915 1.081477e+04 600.721198 2662.107218 898.5863 895.84475
1174 1273.5034 1.119969e+04 1071.482874 2912.408895 1037.2758 1050.37609
1175 1460.3173 1.103182e+04 1118.910463 2785.575046 1156.1004 1346.46525
1176 825.6758 8.558456e+03 0.000000 0.000000 396.2021 133.40363
1177 895.9505 1.142909e+04 0.000000 1617.992275 225.0000 448.83612
1178 1141.9276 1.560745e+04 200.000000 2611.161388 838.7397 845.13230
1179 1162.2987 1.140893e+04 1119.593001 3000.000000 974.9987 864.71523
1180 1302.6202 1.031993e+04 778.643260 3073.456334 1043.3948 1167.36942
1181 967.1945 0.000000e+00 905.415677 278.175231 600.0000 472.21395
1182 1072.5850 9.235095e+03 362.218266 1557.552159 745.2407 684.38298
1183 1028.2500 1.402906e+04 466.666667 2997.889203 812.9060 666.66667
1184 1327.0928 1.048885e+04 1104.777850 2767.616577 1067.8846 1128.85987
1185 1000.0000 1.144773e+04 0.000000 658.962400 676.1114 777.13550
1186 1704.7721 1.268061e+04 1000.000000 1000.000000 1184.3828 1532.60806
1187 1334.3989 1.500000e+04 539.484614 0.000000 772.1810 821.57418
1188 2048.5814 4.000000e+03 200.000000 6578.476648 1959.6082 5000.00000
1189 1900.0000 0.000000e+00 2454.802869 4318.523965 1489.8200 1595.83595
1190 1034.6218 0.000000e+00 1446.221194 2651.524037 833.3333 749.35228
1191 1526.8364 1.279258e+04 1779.957195 4848.476249 1407.6695 1572.67870
1192 1311.3548 9.235357e+03 238.607647 2069.245650 927.8312 1158.79129
1193 1243.3355 1.171092e+04 666.882134 1750.000000 892.6809 923.14252
1194 1222.7545 9.471243e+03 442.198329 948.087464 806.2278 856.76600
1195 1000.0000 1.914986e+04 0.000000 2789.006873 749.5108 803.29822
1196 1117.5605 1.051311e+04 748.669893 3182.558889 926.0106 869.62034
1197 1825.0491 1.070409e+04 1211.507183 2537.947055 1388.0915 1924.54408
1198 1414.1989 4.709974e+03 1200.000000 2353.012209 1111.9380 1307.75815
1199 1027.5241 1.063363e+04 302.433463 2549.346153 777.0035 707.99990
1200 1301.7499 1.289585e+04 915.693075 1853.790484 956.8532 982.76086
1201 968.9992 3.000000e+03 742.002781 2643.334383 600.0000 652.88815
1202 1043.8758 1.248751e+04 594.525553 2000.000000 769.7368 615.11487
1203 1000.0000 1.140155e+04 93.714073 2346.262090 710.9614 632.86727
1204 1809.2557 1.843860e+04 2539.113741 3532.316452 1548.5024 1732.49523
1205 800.0000 4.095395e+04 800.000000 7000.000000 1358.5400 1875.46759
1206 1500.0000 1.121656e+04 1141.988915 3381.113122 1028.2291 963.74838
1207 1868.3801 1.014700e+04 2389.281511 3690.889327 1616.5586 1970.46313
1208 1172.4021 1.263058e+04 473.528972 1989.971287 840.1574 843.17988
1209 1500.0000 1.247111e+04 570.315916 3041.760984 893.7876 861.81393
1210 1796.9318 2.208042e+04 1391.192133 0.000000 1049.8349 1276.77594
1211 1273.5034 1.119969e+04 1071.482874 2912.408895 1037.2758 1050.37609
1212 3039.3526 1.945162e+04 4934.654887 0.000000 2304.9493 3047.65134
1213 2000.0000 2.050907e+04 5000.000000 1430.755304 1931.0516 2422.57779
1214 1241.1566 8.372206e+03 1162.485709 2591.828029 1012.2221 982.97934
1215 1257.0924 8.452005e+03 0.000000 0.000000 690.6238 841.53619
1216 1084.7972 4.398935e+03 600.000000 1348.809783 783.0129 703.86184
1217 1511.7425 1.329730e+04 1081.119234 2000.000000 1121.2249 1326.47333
1218 1272.8032 1.032880e+04 989.371498 763.966707 875.0837 836.23836
1219 1127.2958 1.045406e+04 531.820156 2853.270945 887.6607 880.15435
1220 1526.1469 1.097267e+04 1135.623041 2740.881213 1197.9720 1450.80143
1221 1645.7357 1.150000e+04 1903.807613 7165.283895 1672.1638 2024.31055
1222 500.0000 7.280084e+03 349.923383 3432.415420 1100.0000 527.09900
1223 1373.4694 8.495248e+03 600.000000 0.000000 808.7219 991.67070
1224 1154.5155 1.198917e+04 484.149057 2668.866557 881.5583 893.60429
1225 1042.2101 1.140752e+04 1012.763002 3069.441280 890.1595 683.78952
1226 1157.1915 1.081477e+04 600.721198 2662.107218 898.5863 895.84475
1227 1897.5386 9.868022e+03 2660.523522 3754.051482 1667.5675 1993.03704
1228 1133.7013 1.265082e+04 762.933415 4255.707091 1008.2653 986.07088
1229 1000.0000 1.082854e+04 169.470450 2038.461538 2500.0000 672.47183
1230 1000.0000 1.078205e+04 87.550370 2336.992692 707.9741 629.72247
1231 1584.8599 1.091991e+04 1150.528855 2701.019146 1235.3169 1543.85802
1232 1101.7930 7.862664e+03 766.666667 5745.632226 1150.3707 1700.00000
1233 1015.6919 7.682794e+03 800.000000 1773.969394 759.5672 400.00000
1234 934.6804 1.115482e+04 0.000000 1864.533615 400.0000 519.95563
1235 1432.6069 7.099342e+03 1998.186609 5634.420434 1446.1788 1539.63210
1236 1373.0638 0.000000e+00 1995.402367 129.751364 1034.0193 933.07705
1237 1635.0932 9.587308e+03 600.000000 2693.254130 1293.8048 800.00000
1238 1006.3319 2.333333e+03 1039.191471 2460.350425 859.5001 663.47751
1239 992.0243 1.109471e+04 923.094702 4139.250275 500.0000 732.17137
1240 1046.4028 9.430959e+03 339.369325 3249.701846 848.8599 825.88762
1241 984.1031 5.382381e+03 362.500000 2977.942774 100.0000 683.48579
1242 860.6791 1.026437e+04 0.000000 3681.065309 711.8468 600.00000
1243 1374.3384 9.200000e+03 1042.857143 1065.229921 1000.0000 2000.00000
1244 1094.3535 8.400202e+03 843.660391 2966.461934 912.2399 819.78386
1245 893.8010 1.042555e+04 5.895209 2401.516170 650.4596 509.59050
1246 2000.0000 2.000000e+03 1893.147875 865.702101 1162.2118 600.00000
1247 4532.5707 8.800000e+03 11469.689883 0.000000 3065.5777 3470.91062
1248 1087.5200 1.412465e+04 88.888889 3305.015410 869.8166 500.00000
1249 1000.0000 1.232356e+04 222.812647 2704.573284 806.3983 797.64094
1250 1092.0072 1.175008e+04 500.000000 2909.706521 866.4051 807.19649
1251 1795.5184 2.301633e+04 1325.248860 4224.781466 1455.5212 1893.94775
1252 1170.2390 1.038144e+04 866.666667 2354.307601 912.0620 853.21597
1253 1080.8441 1.188401e+04 554.854949 1636.289389 925.0000 400.00000
1254 1134.0733 1.446327e+04 352.773989 3480.513262 905.2882 1000.00000
1255 1602.8569 1.362291e+04 2114.396912 5823.573445 1558.0299 1751.65688
1256 2394.1944 8.507562e+03 3355.920327 0.000000 2000.0000 1885.79552
1257 1148.9608 1.131160e+04 1039.864482 2996.964795 958.0593 852.98332
1258 1207.6768 1.500000e+03 1681.206050 2230.458189 1040.1389 900.05688
1259 1459.0465 1.103296e+04 1118.587826 2786.437861 1155.2921 1344.45104
1260 1229.9687 1.039715e+04 767.387624 3118.442497 997.5132 1050.62708
1261 1000.0000 8.222172e+03 220.875305 988.185935 709.9509 694.78788
1262 1262.2442 1.122072e+04 1086.844287 2955.436104 1034.4160 1033.79259
1263 1117.8359 1.238636e+04 200.000000 1500.000000 766.5193 1200.00000
1264 821.0441 1.006128e+04 430.915202 3523.242569 727.0172 456.49892
1265 1092.1726 0.000000e+00 1898.643369 3664.628985 1120.9853 930.44260
1266 1517.5940 1.163737e+04 1684.230724 3191.757933 1275.6188 1403.18578
1267 1010.6700 1.029923e+04 234.750341 2103.831013 728.0925 644.21997
1268 1229.3833 1.336739e+04 389.745184 2039.325419 870.3359 946.84772
1269 954.7901 1.026816e+04 166.164973 2000.000000 677.8270 500.00000
1270 831.4847 9.383688e+03 0.000000 2660.421286 572.5556 529.96675
1271 1009.0432 1.075459e+04 402.549390 2618.561106 779.0886 669.41763
1272 1832.1538 1.049857e+04 958.799172 3072.164856 1408.2966 2031.62100
1273 1028.6610 2.611147e+03 1120.829778 7734.587883 1266.9086 1262.92220
1274 1010.9467 1.139964e+04 551.023272 2000.000000 748.0569 578.79932
1275 2000.0000 1.415111e+04 282.467368 1100.000321 708.8413 646.12290
1276 1434.5959 3.626599e+04 0.000000 822.838623 720.4072 1032.14308
1277 1326.8788 1.115172e+04 1085.033614 2876.170652 1071.2257 1134.97300
1278 1259.9449 5.485996e+03 872.655692 2075.329206 1042.8571 1032.57710
1279 1396.6586 1.206924e+04 1462.932151 1000.000000 1021.6315 998.32811
1280 1443.1788 1.005419e+04 755.106580 2796.780181 1114.3711 1380.07450
1281 500.0000 1.692309e+04 0.000000 3000.000000 533.3650 500.00000
1282 1140.9321 1.100000e+04 83.827397 523.494794 680.8991 702.65604
1283 2078.2720 8.165517e+03 2795.413781 1311.571506 2000.0000 2032.74955
1284 1237.9198 1.123166e+04 1062.449048 2936.567724 1014.6425 993.97816
1285 1170.6381 1.686084e+04 0.000000 2889.685982 832.0579 800.00000
1286 5116.6545 3.386495e+04 11210.037053 6158.782379 4692.0856 6221.02830
1287 1160.4558 1.153294e+04 542.590750 2488.247969 879.6423 881.49354
1288 3192.9288 2.502295e+04 7440.939164 1400.000000 1800.0000 3064.34327
1289 1365.0777 2.174594e+04 332.487420 2980.400674 100.0000 1183.82714
1290 1148.9867 1.293020e+04 0.000000 985.905519 680.6076 788.32896
1291 1185.8902 1.044178e+04 759.736983 3142.274869 969.3525 979.55846
1292 1379.9464 1.707436e+04 873.502757 3950.150784 1141.4735 1298.23166
1293 1500.0000 1.182217e+04 10.454853 362.257324 655.5164 676.44714
1294 1403.1973 1.839960e+04 200.000000 2219.443878 928.7799 500.00000
1295 832.5478 8.755881e+03 0.000000 2814.714980 639.5694 482.20282
1296 1181.6744 2.088661e+03 1532.871697 3232.234654 600.0000 979.04767
1297 1023.1759 1.116709e+04 1000.000000 3592.729663 920.0352 707.36590
1298 990.3639 9.657702e+03 485.618787 2250.000000 757.6153 600.00000
1299 918.8067 2.000000e+03 789.422654 3028.305487 820.7140 616.20964
1300 1326.8788 1.115172e+04 1085.033614 2876.170652 1071.2257 1134.97300
1301 1187.3820 1.178034e+04 938.476815 1400.000000 857.4606 755.02419
1302 1145.7487 1.165681e+04 84.156254 1215.158154 732.1852 778.33845
1303 1117.4029 9.543576e+03 404.404237 2596.400095 853.5988 863.80050
1304 952.7734 7.268264e+03 966.666667 2557.481289 650.0000 471.42857
1305 2042.4862 9.423200e+03 2605.622441 3348.961879 1729.7056 2205.53087
1306 1527.6315 1.500000e+04 8900.000000 7177.542009 1608.7429 1748.77085
1307 1208.7975 1.013534e+04 806.204093 2784.976494 963.9398 976.49872
1308 1057.0182 1.052011e+04 340.495537 2000.000000 760.4630 694.05289
1309 1792.9094 2.328563e+03 3704.311834 1500.000000 1581.1944 1547.36750
1310 1383.9063 1.057458e+04 1148.319714 2363.773083 1079.5752 1173.39341
1311 1240.4243 1.180489e+04 0.000000 1472.380861 773.0534 1019.75676
1312 1245.1773 1.594797e+04 447.876581 2390.340474 902.0476 972.49731
1313 2525.3440 5.600000e+04 1045.511374 0.000000 2000.0000 1443.76333
1314 979.9398 1.304859e+04 200.000000 2357.874042 633.3333 581.96847
1315 1059.8736 1.169005e+04 452.202661 2409.027702 798.3690 713.94594
1316 2136.1551 1.460881e+04 3273.046868 6486.201572 2065.1314 2552.26331
1317 1304.5257 0.000000e+00 200.000000 0.000000 688.5937 759.92569
1318 968.2592 1.046157e+04 614.682532 3210.899986 817.1638 640.29701
1319 1897.2427 1.648597e+04 2488.790975 4487.546053 1678.9532 2300.00000
1320 1075.9228 8.806002e+03 108.807982 286.267009 631.6710 590.71137
1321 2865.1753 1.283958e+04 2680.698456 5863.701346 2448.9040 5000.00000
1322 1491.6469 4.550000e+03 1512.035306 1418.750058 1139.5959 1275.39765
1323 2000.0000 2.234100e+04 7260.416433 0.000000 2804.2946 3446.40946
1324 976.4111 1.045183e+04 417.257865 2366.037077 741.7335 588.61393
1325 1395.2731 7.207879e+03 1082.513430 0.000000 908.7741 966.27232
1326 1274.8414 1.231082e+04 766.013951 2167.369198 949.9323 999.15049
1327 1279.3057 1.114971e+04 1073.128332 4341.930642 1146.0289 1216.67817
1328 1876.4768 0.000000e+00 4995.823338 7415.964187 2245.7784 900.00000
1329 951.5631 9.900000e+01 1856.247122 4256.611756 1042.2252 683.92338
1330 2065.2308 4.244316e+04 2322.051330 11651.480741 2197.3448 2787.58103
1331 2000.0000 1.163247e+04 3231.422883 2314.573464 1500.0000 2484.60374
1332 1146.4502 9.321692e+03 330.419554 843.367862 738.1817 733.91333
1333 1104.3086 1.235603e+04 817.078610 3320.699490 926.8785 830.72190
1334 1295.0180 4.800000e+03 1220.229582 3022.717909 1098.5244 1156.29129
1335 1156.2280 7.729297e+03 857.408804 2644.192126 933.2772 894.98637
1336 1346.7813 1.504554e+04 1008.421753 4400.000000 1092.0347 1176.46887
1337 1438.1230 1.126449e+04 1245.465183 2963.789903 1165.8334 1308.59772
1338 1150.0000 3.000000e+03 1000.000000 6000.000000 2550.2328 2196.46844
1339 1005.7418 1.601959e+04 136.395249 4725.421774 885.0985 866.06223
1340 700.0000 7.682512e+03 732.455199 2865.944818 839.3772 685.36627
1341 1585.2889 9.771066e+03 734.516279 2962.098446 1219.0556 1643.48347
1342 1356.9520 0.000000e+00 475.000000 0.000000 1083.4988 775.00000
1343 1336.3534 2.200000e+03 250.000000 3000.000000 1073.0030 1139.94490
1344 1291.2952 1.118370e+04 1075.999787 2900.329481 1048.5924 1078.57506
1345 1710.2763 0.000000e+00 2924.907870 3837.630251 1500.0000 1818.89595
1346 600.0000 1.039916e+04 200.000000 2959.520388 688.8215 463.44467
1347 1328.5935 0.000000e+00 2338.890365 2414.285714 1258.3943 1163.65354
1348 1400.0000 1.535250e+04 3205.905293 10134.843497 2064.2248 2289.64958
1349 1011.1298 8.184560e+03 700.000000 2733.419277 817.2341 600.00000
1350 600.0000 3.618476e+03 129.507492 34.101548 618.6716 700.00000
1351 1104.1338 1.027334e+04 656.585525 3245.765090 913.8568 869.33585
1352 4523.0134 1.282543e+04 8430.835760 4965.601612 4027.7409 5724.58239
1353 1166.6667 2.000000e+04 300.000000 4816.709905 600.0000 700.00000
1354 1253.4458 1.076393e+04 858.543569 2733.779475 992.1806 1031.28908
1355 1504.7968 1.099185e+04 1130.202746 2755.376510 1184.3920 1416.96267
1356 1126.9851 3.000000e+04 0.000000 4419.856797 804.0548 988.25096
1357 1174.8377 0.000000e+00 5000.000000 2375.000000 1128.8916 800.00000
1358 1211.9350 1.030691e+04 725.853399 3152.406113 984.4823 1030.72318
1359 1116.0703 1.225837e+04 368.221938 2533.382371 834.1498 800.00000
1360 1027.5241 1.063363e+04 302.433463 2549.346153 777.0035 707.99990
1361 1034.4158 2.000000e+03 902.396737 1408.924614 789.1343 618.40590
1362 1078.8616 1.346443e+04 81.997608 2170.189885 750.8740 748.42519
1363 2150.0000 5.121157e+03 4052.672238 8038.683232 2383.2272 2968.88547
1364 1373.3957 1.111519e+04 1098.016546 2849.769423 1101.2849 1209.04236
1365 1109.2599 1.122399e+04 350.000000 1747.034486 765.7419 756.41077
1366 2150.8908 3.312616e+03 3000.000000 855.746387 1533.3333 2205.57008
1367 1153.8757 1.251262e+04 199.795051 1596.572890 773.2736 750.00000
1368 1117.4498 1.423159e+04 27.089122 472.478250 643.8013 626.01871
1369 914.9511 0.000000e+00 2211.494752 6970.498620 1300.2109 1025.96623
1370 1014.3836 4.241200e+03 1551.870395 9845.073327 1447.1567 1391.16390
1371 1871.7939 0.000000e+00 3179.035823 3646.868819 1743.4925 800.00000
1372 1611.5476 1.089593e+04 1157.304225 2682.900025 1252.2918 1586.15647
1373 2277.6100 6.000000e+04 0.000000 0.000000 1028.4554 1771.52811
1374 1500.0000 2.544132e+04 0.000000 3388.911141 973.3475 1294.52546
1375 1160.4558 1.153294e+04 542.590750 2488.247969 879.6423 881.49354
1376 1470.8047 1.083116e+04 1014.349769 1530.462664 1061.8753 1243.62773
1377 813.9449 4.864503e+03 440.136947 6000.000000 919.2751 769.26980
1378 4000.0000 3.424966e+04 0.000000 0.000000 754.9029 800.00000
1379 2400.0000 4.400000e+03 1079.114631 0.000000 911.4627 1200.00000
1380 1000.3820 9.907778e+03 228.373548 2206.405052 729.7257 643.73994
1381 2000.0000 1.325016e+04 1962.247537 3430.749495 1449.5100 1719.46018
1382 3570.1759 2.312337e+04 6675.003065 17862.949403 4135.6482 5643.02814
1383 966.6667 1.358190e+04 1300.000000 3450.890697 1206.5031 1342.89965
1384 1089.0549 1.020082e+04 340.413216 1992.410433 782.0619 750.80851
1385 988.2271 1.032448e+04 264.756618 1917.106134 702.4618 581.68469
1386 1165.3250 1.062305e+04 491.402501 2572.252662 887.5711 916.87061
1387 980.3681 6.265648e+03 642.419897 2546.271923 795.3684 400.00000
1388 3118.9409 4.000000e+04 4738.364470 3380.625070 2527.6136 3359.22749
1389 1787.7082 2.500000e+04 2406.740849 7421.632413 1781.0192 2059.92527
1390 1445.3071 1.507503e+04 1110.293989 3501.076871 1182.1407 1351.36049
1391 1039.0213 8.182454e+03 500.000000 2519.987917 815.6992 600.00000
1392 2249.3610 1.200000e+03 7188.015044 23986.267940 3849.1745 4287.69711
1393 840.9394 0.000000e+00 1166.243843 1582.344563 718.6107 334.77648
1394 1297.9089 1.604687e+04 576.160088 1873.547728 910.9026 986.17324
1395 1191.9676 1.027372e+04 918.340682 4069.550045 1057.1184 1071.61261
1396 1000.0000 3.000000e+03 300.000000 0.000000 550.0000 588.34152
1397 1180.0853 6.590149e+03 1066.941571 2443.202977 958.8479 898.61540
1398 1448.4644 0.000000e+00 2037.650918 181.900416 1118.9858 1146.53019
1399 1362.3175 1.373372e+04 0.000000 0.000000 701.1456 1005.33618
1400 719.1148 1.015843e+04 0.000000 2290.087065 488.1136 263.48574
1401 1077.6407 1.018607e+04 655.542340 2810.819770 864.8448 778.44984
1402 1381.8462 1.357190e+04 733.354770 500.000000 893.8981 991.49210
1403 1187.5557 9.286020e+03 0.000000 1200.000000 671.5427 1006.96256
1404 1148.9608 1.131160e+04 1039.864482 2996.964795 958.0593 852.98332
1405 928.4090 1.051407e+04 328.517454 1906.963099 125.0000 468.97467
1406 1644.1124 1.800000e+04 0.000000 966.666667 1003.4858 1598.51865
1407 2325.7976 2.361756e+04 1136.265475 6857.427047 900.0000 3092.08901
1408 1307.8218 1.788249e+04 0.000000 2652.684886 890.6423 1173.59651
1409 1698.2096 1.041046e+04 1144.958187 2295.790272 1281.6614 1697.26686
1410 3000.0000 0.000000e+00 29.751796 7500.000000 569.9482 41.41779
1411 1214.0404 9.806822e+03 92.062292 1054.874249 773.2821 897.16596
1412 939.1931 1.844612e+03 296.925927 3233.547716 802.3416 741.75537
1413 1067.1268 1.003169e+04 390.054760 2496.541209 809.9551 764.30675
1414 1291.2952 1.118370e+04 1075.999787 2900.329481 1048.5924 1078.57506
1415 848.5996 6.792743e+03 47.070095 362.098135 489.5060 249.35795
1416 1641.8118 1.933758e+04 1351.805789 4138.761811 1364.8736 1667.06559
1417 1100.0000 0.000000e+00 1784.692352 2730.267756 1171.7141 1172.03037
1418 992.1107 6.803679e+03 718.073804 2566.541970 809.7878 640.51168
1419 1131.4023 8.419872e+03 1106.881431 2525.190139 929.6091 797.98747
1420 1001.3497 9.934190e+03 557.277668 2926.878732 814.6566 679.14844
1421 2309.0477 7.236155e+03 4487.326694 3528.498394 2107.9046 2445.09834
1422 2214.6228 1.790300e+04 2114.936346 2505.143346 1701.2088 2366.39640
1423 1283.1422 1.520829e+04 100.000000 2749.498997 1400.0000 1107.54901
1424 1386.7143 9.426961e+03 1431.891891 1434.882359 1045.2112 1052.15556
1425 1333.0399 1.121223e+04 958.230105 2756.041957 1054.0403 1148.67609
1426 1794.7867 1.632459e+04 936.950039 3602.968561 1397.9631 1958.83399
1427 1594.2221 2.000000e+03 1714.137380 0.000000 989.8703 1000.00000
1428 1018.5596 1.066791e+04 341.562312 2559.564523 775.4915 688.30955
1429 1500.0000 1.093733e+04 2170.915468 3863.317800 1358.0463 1377.39050
1430 1137.9888 7.789998e+03 0.000000 2339.865545 783.1891 993.01749
1431 1500.7387 1.746088e+04 1066.293343 2315.758132 1118.4391 1292.09984
1432 1187.8944 1.349930e+04 1030.671838 3331.802048 998.8391 929.70784
1433 1022.7149 2.420000e+03 1045.672217 2432.411930 825.0000 686.07128
1434 1233.5661 0.000000e+00 1774.371221 1486.229311 175.0000 800.00000
1435 1027.5241 1.063363e+04 302.433463 2549.346153 777.0035 707.99990
1436 1835.3320 3.364076e+03 2174.921851 4097.541900 2400.0000 2070.84111
1437 1500.0000 1.820960e+04 449.927175 3500.000000 919.3930 926.74151
1438 1182.3474 1.021707e+04 678.244437 3194.124947 963.8318 993.04469
1439 1754.8978 1.528358e+04 2783.276345 7773.767838 1858.7507 2109.61323
1440 1208.7975 1.013534e+04 806.204093 2784.976494 963.9398 976.49872
1441 1702.3693 1.800000e+03 3326.780419 6798.859336 1857.2324 2004.92572
1442 1600.9817 3.000000e+03 1052.529336 0.000000 1300.0000 1108.13105
1443 1009.6019 1.301302e+04 0.000000 2135.320156 695.3439 646.46525
1444 1930.9356 2.646144e+04 902.783995 0.000000 939.5642 1314.43439
1445 2153.6348 1.993150e+04 1063.654828 3860.855009 1651.1698 2529.75304
1446 1146.2590 1.425932e+03 1260.923037 1406.672807 899.3797 764.97863
1447 1294.5520 1.198599e+04 1391.012826 6271.257687 1324.6062 1399.80591
1448 1000.0000 1.736698e+04 541.694843 2884.160179 1031.2179 1225.34016
1449 400.0000 8.980543e+03 0.000000 2707.016295 521.3353 287.85098
1450 1044.2204 1.082271e+04 463.973784 2000.000000 800.0000 652.94980
1451 1500.0000 0.000000e+00 2021.539398 1939.649703 1222.8336 1268.36476
1452 1337.1510 1.859955e+04 408.779058 3306.881341 1015.6043 1200.42327
1453 1373.3957 1.111519e+04 1098.016546 2849.769423 1101.2849 1209.04236
1454 866.7869 7.855591e+02 445.509544 2133.333333 686.8544 483.86470
1455 3196.7189 2.000000e+04 500.000000 1590.736345 1266.6667 3642.02016
1456 4518.9690 0.000000e+00 9035.910770 5171.574888 4152.7320 5829.33814
1457 3333.3333 3.577052e+04 5209.845135 0.000000 2453.1626 3804.98926
1458 1284.9278 1.265465e+04 1073.982498 1723.586782 952.4418 921.70258
1459 1015.1814 1.011151e+04 261.770792 1932.372457 721.8436 631.70074
1460 1370.9944 1.109039e+04 1094.355776 2849.526997 1099.4306 1205.77344
1461 899.8852 1.028482e+04 148.172395 2989.643429 711.7394 566.49069
1462 7000.0000 5.000000e+03 300.000000 1756.217326 688.8889 777.04308
1463 883.6920 1.186632e+04 112.590400 2028.135858 621.2119 419.80339
1464 1117.5185 6.000000e+03 600.000000 2656.747847 450.0000 900.00000
1465 1000.0000 8.080653e+03 500.000000 7475.848336 2285.6353 3350.94848
1466 770.9649 8.384547e+03 0.000000 422.291588 411.2048 141.82889
1467 768.2660 1.082080e+04 0.000000 3041.857787 559.5499 266.66667
1468 1117.5605 1.051311e+04 748.669893 3182.558889 926.0106 869.62034
1469 1291.2952 1.118370e+04 1075.999787 2900.329481 1048.5924 1078.57506
1470 1046.6279 9.824398e+03 542.080352 1993.449615 775.1100 656.76614
1471 1183.2309 1.071322e+04 562.095956 2215.326791 600.0000 897.32731
1472 1672.9559 1.500000e+03 4357.267205 11702.033315 3500.0000 2354.95475
1473 2407.8122 4.950000e+03 4000.000000 1951.363912 1000.0000 2505.20824
1474 1284.7540 7.000000e+03 1408.881507 2141.823551 1036.8403 989.92178
1475 982.9648 1.363804e+04 0.000000 2995.880143 733.0249 654.54545
1476 1061.1002 1.325667e+04 151.249398 2583.624400 900.0000 756.83771
1477 833.0230 1.036190e+04 0.000000 2380.204557 594.6293 426.23262
1478 986.3890 1.159390e+04 43.885184 2433.468354 712.8533 650.00000
1479 1257.8328 0.000000e+00 2682.211229 0.000000 1043.8212 858.35227
1480 3082.8121 2.400000e+04 4284.772879 2194.995105 3000.0000 3425.15496
1481 852.8446 1.889220e+03 237.800196 7552.722861 1055.6673 1500.00000
1482 963.1067 1.020562e+04 535.000015 3365.687059 818.4101 662.45373
1483 1068.7040 1.170435e+04 395.869385 2570.735344 810.5261 600.00000
1484 1362.4624 1.111975e+04 1094.067440 2852.011824 1093.8590 1191.37093
1485 1383.1641 1.484455e+04 342.084520 55.563942 816.0682 977.39973
1486 1000.0000 9.019150e+03 0.000000 1149.013698 655.8772 671.37931
1487 750.0000 1.239574e+04 0.000000 2400.000000 580.2988 600.00000
1488 1226.2118 0.000000e+00 1958.800913 3817.479048 1201.5998 1087.18819
1489 1136.5631 9.593128e+03 0.000000 1828.006895 730.8867 922.56937
1490 994.3597 5.549552e+03 711.168852 2000.000000 784.1566 613.77410
1491 1302.9443 5.858072e+03 940.092322 2594.118343 1041.3110 1147.92824
1492 1309.5519 1.111772e+04 926.340704 2695.875203 1000.0000 1108.05649
1493 1163.0740 1.229889e+04 475.000000 5717.899694 1130.2984 1207.40970
1494 1057.8488 1.012488e+04 100.499313 2000.000000 738.7620 731.82782
1495 1140.2909 1.131461e+04 444.202890 1048.856154 752.4348 706.32836
1496 1045.9825 1.000000e+04 0.000000 1000.000000 651.1588 632.94428
1497 1100.0000 1.032627e+04 188.164845 2373.298562 751.9878 702.08448
1498 1600.0000 3.793930e+03 844.262456 1907.181629 932.7500 965.09321
1499 1117.3700 6.014512e+03 1164.660059 2160.391131 908.5380 755.94778
1500 1000.0000 0.000000e+00 2240.240567 0.000000 1135.2335 1169.54699
1501 983.0361 9.356663e+03 200.000000 3864.231372 896.1921 725.69137
1502 1068.4349 1.045558e+04 637.719665 3711.165352 921.9022 860.44864
1503 937.7445 2.000000e+03 1039.739085 3756.186202 166.6667 692.79998
1504 1186.8256 9.124482e+03 466.707943 452.509114 750.0360 743.07107
1505 1500.0000 1.827697e+04 433.957525 3224.646451 1061.1631 1314.48509
1506 2810.5107 4.941256e+03 6525.759405 11000.000000 3165.2156 700.00000
1507 950.9071 1.265314e+04 0.000000 1166.666667 575.0995 467.74850
1508 1906.9388 1.694425e+04 3452.155778 9723.962230 2159.4715 2467.56958
1509 1062.6321 1.098512e+04 383.807118 2295.409579 788.0025 724.02455
1510 1214.5517 7.500000e+03 1282.679557 4054.384418 1116.6993 1092.38509
1511 1200.0000 7.000000e+03 133.908691 3652.940326 840.5913 800.00000
1512 964.5393 1.192075e+04 0.000000 1784.770062 613.6011 588.80337
1513 1024.4183 1.142351e+04 1008.246089 3081.520694 878.8429 655.59055
1514 1033.2588 1.105500e+04 277.675922 2355.861435 762.6092 694.74596
1515 965.9400 1.182308e+04 367.964952 2577.846877 740.3013 584.13877
1516 4421.0727 1.000000e+05 1400.000000 0.000000 2466.6852 4931.60140
1517 1070.5644 8.747050e+03 1117.604800 4632.281871 1043.5167 920.35716
1518 1370.4377 1.336196e+04 738.710812 550.000000 891.1281 979.21212
1519 1218.6708 7.207473e+03 1387.928824 2370.649814 1007.4625 600.00000
1520 1000.0000 1.047309e+04 371.709725 2610.807156 805.4045 749.76160
1521 1095.6988 9.709092e+03 325.465416 1928.571429 784.8052 766.88251
1522 726.4974 9.186847e+03 0.000000 3047.298672 551.5691 371.21092
1523 1159.4579 1.072316e+04 845.365549 3102.567680 956.2236 915.71237
1524 500.0000 6.405620e+03 578.232800 2053.999064 200.0000 604.34945
1525 1532.0334 6.500000e+03 1500.000000 4436.044780 1500.0000 1595.61280
1526 1200.0000 1.019321e+05 0.000000 1400.000000 1024.0371 4023.68810
1527 1292.3975 1.287218e+04 90.450491 1413.395770 100.0000 1031.10951
1528 1619.2966 1.575711e+04 1579.335252 2874.076811 1293.2741 1503.72682
1529 873.0425 9.731940e+03 0.000000 1273.040930 548.8164 371.23636
1530 1308.7542 1.772683e+04 300.000000 4095.305403 1875.0000 1225.20676
1531 1499.1116 5.537754e+03 1094.952257 7060.605974 1513.2776 1948.79533
1532 2689.5277 7.000000e+03 5532.274597 12149.139790 3090.3433 3887.78804
1533 1935.1380 4.266461e+04 0.000000 8499.480587 1640.1629 2559.70738
1534 1016.3311 7.213045e+03 600.000000 821.245032 668.9876 524.29723
1535 987.5017 1.048030e+04 491.860595 3493.335963 838.5802 719.95355
1536 1255.7116 1.121567e+04 1066.965961 2924.488309 1025.9591 1022.17713
1537 1157.7460 9.296153e+03 330.041395 1362.744734 783.6723 810.01595
1538 1201.1619 1.135704e+04 575.729923 2191.380542 700.0000 915.20311
1539 1061.5324 1.468545e+04 0.000000 1400.000000 597.8378 715.88962
1540 1002.8996 1.038084e+04 425.510480 2777.649299 790.3406 677.89048
1541 1011.2220 1.003772e+04 458.716865 2151.360072 754.5184 623.15116
1542 3936.1102 2.448968e+04 7203.216838 0.000000 3074.8567 4159.14034
1543 1000.0000 9.547855e+03 593.060416 4040.479658 838.6620 641.01474
1544 1758.4776 2.528982e+04 909.566835 4950.408292 1435.4240 1939.60282
1545 1143.9928 1.023173e+04 663.041327 3222.266078 939.1395 933.46642
1546 1000.0000 0.000000e+00 654.979880 0.000000 575.0392 361.71425
1547 1025.9417 1.035050e+04 307.833952 2324.095997 761.0959 683.44312
1548 1057.2126 2.550000e+03 450.000000 1922.797336 1360.0000 715.80136
1549 1394.6906 1.113563e+04 814.775228 0.000000 827.3592 893.98186
1550 1108.0474 9.712601e+03 112.042049 1452.925251 734.9694 760.73971
1551 557.3521 1.000000e+03 100.000000 2538.972825 314.2857 54.56394
1552 1713.2551 3.000000e+03 3109.563852 0.000000 1305.9160 1000.00000
1553 961.1980 9.750464e+03 360.366561 3000.000000 774.1873 646.80129
1554 3254.1584 1.179634e+04 4741.739924 1412.605010 2581.7146 3714.25199
1555 1778.9021 0.000000e+00 3961.151303 3127.692465 1743.9041 1784.70216
1556 924.5134 0.000000e+00 2050.553495 1662.862444 892.8988 453.25293
1557 997.2593 1.152934e+04 0.000000 2235.730086 681.8023 680.74268
1558 2000.0000 1.317501e+04 6888.966739 0.000000 2490.6360 3160.39045
1559 1577.5196 1.406787e+04 1576.379446 398.468407 1090.9095 1183.95460
1560 1507.6942 3.000000e+04 0.000000 0.000000 680.7576 978.21470
1561 937.3335 8.337563e+03 0.000000 760.000000 543.0206 479.44088
1562 1500.0000 3.000000e+03 466.371071 4992.691392 900.0000 768.89927
1563 1084.4521 9.261467e+03 588.097596 2288.716985 828.1985 753.26960
1564 1241.6913 1.670885e+04 397.904582 2603.661914 907.6109 987.45616
1565 754.1755 1.064601e+04 0.000000 3200.000000 576.3361 411.29193
1566 760.6800 1.148854e+04 0.000000 1431.954564 200.0000 238.38480
1567 1675.6635 1.114284e+04 1815.806833 2736.222340 1360.8544 1607.56603
1568 1149.3725 9.641945e+03 335.928789 1230.498055 767.7217 776.47659
1569 1255.7116 1.121567e+04 1066.965961 2924.488309 1025.9591 1022.17713
1570 1813.1339 0.000000e+00 2878.914442 2421.294398 1576.9697 1806.27021
1571 961.3067 9.916879e+03 758.476375 3917.334391 880.2284 692.89263
1572 1000.0000 1.290449e+04 225.000000 2483.094807 743.3495 700.00000
1573 1386.7570 1.095203e+04 1573.302920 3389.957863 1196.0122 1228.06683
1574 1074.4602 6.600000e+03 869.576387 3250.867887 800.0000 835.38926
1575 1182.7427 1.048514e+04 710.793324 2773.954220 935.4529 940.13816
1576 1095.5855 1.135956e+04 1026.313742 3033.203037 924.1094 768.38642
1577 1054.7124 9.675491e+03 221.872374 2570.905418 792.4018 778.67947
1578 1685.2605 8.687037e+03 2032.295419 3609.364534 1461.3800 1719.60448
1579 3200.0000 1.150000e+04 2516.249795 0.000000 1375.0000 1425.78431
1580 1000.0000 1.470654e+04 347.818866 2189.055183 836.1427 860.66859
1581 1550.4318 0.000000e+00 3243.892643 4483.400000 1617.5686 1626.30237
1582 861.7376 1.234272e+04 0.000000 2126.835890 570.5828 446.36279
1583 1022.6053 8.258634e+03 804.291173 0.000000 535.8946 219.51978
1584 2762.5184 0.000000e+00 6556.396180 3999.955132 2722.5341 3239.09976
1585 800.0000 1.306100e+04 159.521397 2374.866310 757.8166 721.54743
1586 1312.3074 1.685393e+04 0.000000 1522.583056 805.5029 1083.40926
1587 2194.5665 2.835109e+04 1201.164799 3198.220773 1610.3725 2405.19277
1588 1500.0000 6.000000e+03 1213.549920 3110.803756 1027.0263 966.36342
1589 3153.4694 1.400000e+03 6496.972815 4870.019862 2977.6323 3810.90718
1590 1500.0000 1.341756e+04 375.983846 1856.867295 830.3691 863.97285
1591 1244.8004 9.712040e+03 539.185847 1230.865651 849.8324 908.66967
1592 1360.8676 4.200000e+03 1337.195487 1578.042722 1050.0204 1101.63046
1593 1375.0129 1.145437e+04 1055.479439 2500.000000 1071.9572 1176.10192
1594 1012.7982 8.080149e+03 1000.000000 1529.873971 700.0000 590.06369
1595 981.4963 1.307173e+04 300.000000 1050.000000 616.4829 460.21966
1596 500.0000 7.312128e+03 0.000000 2647.068701 555.8106 396.60666
1597 1077.1560 1.000000e+04 652.624057 2735.921413 150.0000 771.70143
1598 1610.5535 2.000000e+04 1267.217138 5476.899891 400.0000 1764.88191
1599 1011.0893 1.179249e+04 149.828212 1824.018704 693.9535 607.71417
1600 933.5641 5.500000e+03 481.487741 1444.014980 671.4839 467.61648
1601 2851.2040 0.000000e+00 6796.723011 5016.706953 2833.2555 3324.48186
1602 1682.7148 1.083198e+04 1175.371878 2634.582368 1297.5584 1698.95234
1603 1046.0519 5.500000e+03 1313.579536 5216.263475 1101.5769 955.97943
1604 1452.4368 9.103661e+03 1966.360662 6019.765137 1476.6145 1595.02954
1605 2363.8419 0.000000e+00 4102.779122 0.000000 738.1413 858.64933
1606 1079.3635 1.021864e+04 250.000000 2488.070935 847.0129 738.97847
1607 1123.4095 9.368409e+03 686.213006 2784.568349 899.1412 858.37871
1608 400.0000 1.151836e+04 0.000000 1500.000000 484.3347 340.10166
1609 1373.3957 1.111519e+04 1098.016546 2849.769423 1101.2849 1209.04236
1610 1272.8478 9.235713e+03 709.392832 2925.000000 1006.4497 1117.64439
1611 1156.3959 4.793359e+00 1285.557177 1080.923521 1733.3333 760.39567
1612 1718.9448 1.252564e+04 1765.868442 3682.717485 1448.4243 1773.73566
1613 1522.7312 1.188912e+04 350.000000 4083.376385 1296.3708 1572.16093
1614 1133.8330 9.794911e+03 771.929573 3187.672424 942.1012 903.14007
1615 1362.4624 1.111975e+04 1094.067440 2852.011824 1093.8590 1191.37093
1616 1274.3525 7.031225e+03 1748.087457 4944.297779 1267.7573 1232.70920
1617 1682.7148 1.083198e+04 1175.371878 2634.582368 1297.5584 1698.95234
1618 1564.6677 6.931069e+02 1419.890548 999.443369 1162.9602 1411.86703
1619 1575.6002 1.155437e+04 2195.527458 3200.000000 1329.9820 1382.63873
1620 1722.5661 7.801901e+03 2657.133026 3309.317870 1527.5792 1675.63605
1621 1505.3744 1.186136e+04 293.368914 1110.317920 980.4443 1341.13618
1622 1080.5805 1.354226e+04 100.000000 2253.035312 758.3852 758.54801
1623 1205.7914 1.260098e+04 445.999841 1000.000000 789.5709 798.91947
1624 908.8568 7.660379e+03 0.000000 2266.666667 607.6935 604.61396
1625 1208.7074 9.467677e+03 483.191170 1833.333333 869.5605 930.05563
1626 1224.9358 1.040102e+04 766.061034 3119.255429 994.1192 1042.38025
1627 1148.3532 0.000000e+00 200.000000 0.000000 1700.0000 550.43042
1628 1160.4558 1.153294e+04 542.590750 2488.247969 879.6423 881.49354
1629 1033.2907 5.723447e+03 902.707814 3075.019371 896.0326 753.44673
1630 1325.8654 6.862876e+03 1609.815086 3832.777510 1207.6519 1218.76498
1631 2000.0000 2.755127e+04 0.000000 2717.527276 1106.5436 1620.34753
1632 1627.6524 1.800000e+04 1199.461809 2527.550941 1600.0000 1504.44262
1633 1027.5241 1.063363e+04 302.433463 2549.346153 777.0035 707.99990
1634 1662.9468 2.018515e+04 1433.539986 1680.427286 1203.5259 1412.69828
1635 1041.7802 1.001100e+04 226.528651 1586.115334 711.0007 644.63367
1636 1140.5004 1.193773e+04 0.000000 1900.738018 752.5184 876.57521
1637 1800.0000 1.438300e+04 222.081523 5162.032754 1270.5589 1789.03615
1638 1800.0000 1.062812e+04 1224.675999 4082.459698 1278.1534 1518.15413
1639 2000.0000 1.606876e+04 210.677658 2631.765781 948.4336 1162.67919
1640 1500.0000 1.200680e+04 200.000000 2500.000000 798.9195 679.09220
1641 1092.6157 1.020390e+04 140.064167 1147.014193 703.2413 691.58271
1642 3000.0000 2.020295e+04 1382.476806 0.000000 200.0000 1445.98872
1643 1633.9534 1.800000e+04 433.427520 0.000000 1000.0000 1261.54371
1644 99.0000 1.271708e+04 250.000000 2709.085169 773.9400 661.46484
1645 1611.5476 1.089593e+04 1157.304225 2682.900025 1252.2918 1586.15647
1646 870.7167 9.934082e+03 220.000000 3098.000747 706.4013 650.00000
1647 1293.8047 8.808752e+03 577.938372 684.496704 849.3139 937.17272
1648 1000.0000 1.037362e+04 1673.174548 203.383535 1150.8548 1323.97429
1649 1023.0562 1.009571e+04 200.000000 3407.569230 875.7884 1400.00000
1650 1373.3957 1.111519e+04 1098.016546 2849.769423 1101.2849 1209.04236
1651 1323.8321 7.059834e+04 1200.000000 25226.901871 1806.2500 1133.33333
1652 1446.4448 1.143739e+04 566.326093 0.000000 852.6528 1035.49366
1653 792.8393 8.462935e+03 0.000000 3206.270809 480.0000 675.00000
1654 1386.4628 7.825921e+03 1376.779359 2250.000000 1196.6341 1200.00000
1655 1255.7116 1.121567e+04 1066.965961 2924.488309 1025.9591 1022.17713
1656 1163.2634 1.187717e+04 91.263207 1726.271786 780.9343 859.99681
1657 1500.0000 5.000000e+03 905.646262 2047.537227 831.0593 667.69748
1658 1967.3835 1.057619e+04 1247.642489 2441.311741 1478.6246 2150.13581
1659 1235.1765 1.584899e+04 549.546941 0.000000 240.0000 493.84942
1660 2567.0707 0.000000e+00 2000.000000 10927.667790 2978.8752 3619.06607
1661 766.5672 4.500000e+03 525.000000 4321.382354 960.0000 600.00000
1662 1137.6715 9.287307e+03 1104.298139 3686.924353 800.0000 925.23875
1663 1298.7750 1.030158e+04 776.638045 1923.184660 956.5882 1035.74417
1664 1200.0000 1.145732e+04 0.000000 0.000000 557.0302 593.83211
1665 1291.2952 1.118370e+04 1075.999787 2900.329481 1048.5924 1078.57506
1666 1000.1058 1.133287e+04 142.721291 2365.179648 727.4092 654.90093
1667 1846.8342 2.700000e+04 627.670768 992.417443 1170.3064 1673.62037
1668 1079.7557 9.592174e+03 119.800938 794.737823 669.4177 641.65124
1669 1670.3941 9.990935e+03 0.000000 0.000000 985.2006 1559.66069
1670 591.7249 1.750000e+03 200.000000 5545.472975 400.0000 500.00000
1671 1373.8397 1.194350e+04 974.256714 2000.000000 1025.5908 1125.61735
1672 857.6594 0.000000e+00 628.770857 0.000000 517.9956 235.31258
1673 800.0000 0.000000e+00 3164.060932 6351.552487 1755.9364 1866.24463
1674 1593.7558 1.091192e+04 1152.787312 2694.979439 1240.9752 1557.95750
1675 1134.9078 8.789134e+03 279.401099 1205.804466 754.2454 767.47831
1676 1364.2502 1.816907e+04 839.293296 5329.385565 1224.5343 1413.80707
1677 1212.9832 3.215832e+03 998.817828 2500.000000 933.2997 924.14712
1678 1040.8346 9.740188e+03 475.165599 1880.839559 756.9390 644.81517
1679 1291.2952 1.118370e+04 1075.999787 2900.329481 1048.5924 1078.57506
1680 1153.6796 1.163989e+04 489.611086 2538.868865 873.3718 881.50497
1681 1053.5414 1.117922e+04 389.910897 2466.841489 794.4037 724.26656
1682 842.8163 1.034740e+04 0.000000 855.629752 492.3733 272.42945
1683 2025.6495 5.000000e+03 9218.493714 19517.245139 3553.6108 3094.00346
1684 1099.0532 1.090167e+04 393.687268 1800.000000 777.5616 731.71957
1685 1174.8437 7.628817e+03 449.653339 1417.576968 816.8881 848.83338
1686 2070.9825 8.513180e+03 3568.761778 6638.832831 2085.4384 2000.00000
1687 933.4865 1.342800e+04 0.000000 1377.517882 570.6336 455.33810
1688 1000.0000 1.116545e+04 174.337943 1967.385252 685.4243 566.80223
1689 956.1867 4.800000e+03 357.182859 1370.823893 950.0000 522.62676
1690 1043.5823 1.449199e+04 566.387517 2900.274904 823.7803 690.63387
1691 750.0000 1.425000e+04 300.000000 2000.000000 775.0544 100.00000
1692 746.8284 1.122158e+04 0.000000 1371.675053 100.0000 219.75736
1693 760.1578 0.000000e+00 634.192010 4121.047760 575.0000 400.00000
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1695 1524.5196 1.187113e+04 1445.779969 2563.703449 1210.3516 1375.72405
1696 800.0000 7.808862e+03 285.213509 0.000000 743.4197 840.18392
1697 1050.9381 5.000000e+03 1126.776417 3435.035349 958.1867 800.34107
1698 1186.0393 4.108296e+03 1216.949720 2396.805465 983.3988 913.40934
1699 1566.7974 4.446342e+03 3017.748916 7879.798041 1807.1835 1904.70927
1700 1415.3498 1.000000e+04 2033.892450 2240.192945 1178.8815 800.00000
1701 800.0000 1.868656e+04 52.644689 2612.595014 849.1831 964.67272
1702 1000.0000 7.000000e+04 0.000000 1541.374546 900.0000 1119.45369
1703 1373.3957 1.111519e+04 1098.016546 2849.769423 1101.2849 1209.04236
1704 1065.0742 4.551334e+03 78.683861 0.000000 600.0920 571.61278
1705 1000.0000 0.000000e+00 2500.000000 4633.457549 1271.4904 600.00000
1706 1630.3211 9.538119e+03 735.413153 1384.057209 1134.2126 1549.58837
1707 3552.3146 1.099468e+04 7887.992015 15360.001390 4104.4417 5322.59530
1708 1664.9719 9.397790e+03 1422.426215 1530.818410 1234.4699 1532.47040
1709 1390.1745 6.674983e+03 2208.839244 5840.323733 1455.2620 1467.32376
1710 2000.0000 9.772346e+03 831.142713 3000.000000 1156.5128 1600.00000
1711 3896.1209 1.600000e+04 6317.118108 2953.206995 3252.2945 4698.07167
1712 876.3609 1.170256e+04 0.000000 2204.596842 598.5250 472.94208
1713 1697.7910 1.817072e+04 1758.040071 0.000000 1020.6232 1086.22999
1714 1407.8189 1.904936e+04 0.000000 2179.149785 924.4078 1265.89136
1715 1485.4850 1.277292e+04 1103.279366 3067.935789 1185.0890 1400.60003
1716 895.8178 1.185224e+04 0.000000 2000.000000 601.7889 472.05752
1717 1241.7596 9.678827e+03 525.808258 1191.861763 843.8179 901.51054
1718 4000.0000 3.224192e+04 2327.503113 0.000000 1736.4709 2540.38933
1719 926.2727 2.254267e+03 167.839416 1142.857143 629.1115 600.00000
1720 2000.0000 1.381680e+04 485.820294 3282.281376 1000.0000 962.04928
1721 1146.1026 1.384409e+04 312.768189 2798.492920 861.8394 894.28777
1722 492.9944 1.000000e+03 0.000000 3297.712194 200.0000 78.25214
1723 1233.4610 1.000000e+04 688.894498 3168.990110 997.4813 1077.50501
1724 4000.0000 9.449503e+03 3516.698375 10178.428661 2311.3111 2813.07434
1725 1080.6938 1.190213e+04 11.943118 2138.270803 749.0240 776.52214
1726 1433.6296 1.105580e+04 1112.135093 2803.694167 1139.1255 1304.16680
1727 962.7510 1.002023e+04 470.208943 2512.125797 750.2025 500.00000
1728 1376.1860 1.096525e+04 1136.702164 3000.000000 1118.3237 1226.58648
1729 1284.1785 1.119009e+04 1074.193022 2905.161247 1044.0658 1067.29547
1730 1024.7996 1.053192e+04 450.000000 2492.804754 786.3550 677.52076
1731 800.0000 1.316342e+04 1500.000000 2552.783094 825.0779 844.45593
1732 1413.4817 1.373628e+04 200.000000 3779.222720 1000.0000 1441.56722
1733 876.3380 7.000000e+03 252.559335 2777.035500 900.0000 528.99793
1734 1291.2952 1.118370e+04 1075.999787 2900.329481 1048.5924 1078.57506
1735 1567.9771 5.436435e+03 3098.905041 4024.739269 1529.9180 1462.53844
1736 3981.5898 2.507984e+04 7556.489464 0.000000 2583.3041 3354.56930
1737 995.0933 7.212685e+03 366.228742 2013.326908 735.8019 627.83555
1738 755.6163 1.100000e+03 445.097643 3035.487271 684.1582 399.93484
1739 870.4641 1.102049e+04 0.000000 2507.901460 621.8739 501.06110
1740 500.0000 1.080163e+04 200.000000 2386.471615 742.6135 800.00000
1741 1200.0000 1.078943e+04 746.792515 3582.556257 939.7274 873.62964
1742 1281.6917 1.200000e+04 629.174696 1357.142857 888.6816 952.84790
1743 993.7717 6.581407e+03 200.000000 1833.333333 702.6517 666.44359
1744 937.3972 1.231149e+04 0.000000 2286.064664 649.1999 567.40247
1745 973.5110 9.328464e+03 0.000000 461.018628 1200.0000 508.10858
1746 1213.0113 1.125404e+04 1056.125369 2953.478903 998.7992 954.49961
1747 733.7184 6.230691e+03 0.000000 1159.827213 450.5629 183.68270
1748 1051.1157 8.514218e+03 119.422531 1037.938166 672.4943 633.18951
1749 1375.5835 1.112474e+04 1103.299596 2852.860029 1103.4223 1212.22866
1750 1138.3744 1.638873e+04 898.908593 4275.667555 1011.4746 932.21380
1751 1380.3530 2.771193e+03 2250.339113 7159.066150 1564.3442 1636.70350
1752 1109.8280 1.026739e+04 657.507782 3242.408089 917.4686 878.49736
1753 1117.4625 1.303699e+04 321.337661 2801.168537 847.1357 855.04440
1754 1401.2319 6.834467e+03 1729.527030 3111.698427 1216.1159 1250.92188
1755 1226.5730 4.795909e+03 2000.000000 1416.152865 931.3108 872.25284
1756 1317.1581 5.488738e+03 700.000000 1537.433397 945.3232 1102.36870
1757 1092.7456 1.028522e+04 654.741010 3252.479094 906.6332 851.01283
1758 993.6513 0.000000e+00 892.105533 0.000000 578.7164 353.35075
1759 1296.7921 1.054099e+04 997.868034 2631.436350 1027.4890 1076.86301
1760 1283.4842 1.168387e+04 736.719684 2000.000000 944.4566 1009.22752
1761 1220.1280 1.124765e+04 1057.932134 2948.647138 1003.3259 965.77919
1762 1834.9013 2.000000e+03 1100.000000 0.000000 896.8358 870.30145
1763 1166.7526 1.129561e+04 1044.381395 2984.885380 969.3760 881.18229
1764 2000.0000 9.350000e+03 531.290291 838.464118 788.6861 700.00000
1765 1611.5476 1.089593e+04 1157.304225 2682.900025 1252.2918 1586.15647
1766 1255.7116 1.121567e+04 1066.965961 2924.488309 1025.9591 1022.17713
1767 1490.8166 1.221800e+04 1733.352512 2809.226078 1232.5098 1302.62131
1768 1084.3401 1.500000e+04 0.000000 625.654039 600.0091 1200.00000
1769 943.1877 1.231640e+04 138.274338 2000.000000 659.7336 508.93500
1770 1017.1654 2.000000e+03 680.702973 1522.309444 764.7673 631.96187
1771 1272.0474 1.060772e+04 864.300816 3039.194062 1027.9187 1097.06950
1772 1136.5708 1.343196e+04 250.000000 2214.285714 809.9128 1233.33333
1773 1624.8762 0.000000e+00 2786.641267 3155.508896 1548.2194 1740.62839
1774 1392.5085 1.077471e+04 514.522708 2017.261364 900.0000 1233.52557
1775 1138.2361 1.482189e+04 338.634319 2818.648328 856.8579 867.85333
1776 3000.0000 1.501127e+04 2724.699139 0.000000 1383.6891 1739.46860
1777 954.8556 1.090346e+04 466.018053 2721.624093 756.5238 579.08239
1778 1384.2335 9.944377e+03 1314.069437 4000.000000 1216.4058 1335.63899
1779 1650.8541 1.220000e+04 1400.000000 2113.280296 1650.0000 1598.00419
1780 1266.9824 1.094098e+04 1125.291455 2963.682079 1042.9195 1040.85456
1781 1639.2663 2.054335e+04 600.000000 1643.145099 1180.5695 1369.02638
1782 1187.0334 1.000000e+04 115.717883 2000.000000 200.0000 925.90015
1783 754.5936 3.056022e+04 0.000000 3257.005920 670.0000 451.29794
1784 943.4321 9.662612e+03 92.236093 424.767277 549.7487 374.74010
1785 1583.7697 3.704352e+03 2556.611962 4330.872002 1517.1443 1617.15353
1786 1501.7418 1.300150e+04 1467.052108 5644.550170 1418.4528 1657.30323
1787 1138.2651 1.000000e+03 1416.486475 2617.340478 650.0000 866.37494
1788 1005.2890 8.367889e+03 616.016896 2856.722377 823.8182 689.19790
1789 1226.4598 1.283333e+04 798.570617 5193.641170 1140.4201 1236.88457
1790 764.1097 8.634386e+03 0.000000 1976.990596 500.0561 324.41633
1791 779.6616 3.500000e+03 325.575181 2969.765251 674.4373 420.37764
1792 1175.4440 1.208690e+04 539.026882 2050.856301 855.0207 852.67988
1793 1693.4286 1.194413e+04 2109.724254 2851.682846 1406.2106 1600.46884
1794 1373.3957 1.111519e+04 1098.016546 2849.769423 1101.2849 1209.04236
1795 1373.3957 1.111519e+04 1098.016546 2849.769423 1101.2849 1209.04236
1796 833.3333 1.342980e+04 623.766515 3888.580005 976.5247 1100.00000
1797 800.0000 1.021503e+04 340.375196 3122.177075 823.5717 768.95627
1798 1124.5290 1.114955e+04 485.764255 2512.803768 853.8110 836.09410
1799 755.2241 8.810646e+03 0.000000 2675.123789 551.3622 374.07393
1800 1283.8007 1.680556e+04 284.258324 3670.554886 1002.0439 1189.08642
1801 1611.5476 1.089593e+04 1157.304225 2682.900025 1252.2918 1586.15647
1802 981.2085 1.125040e+04 163.845288 2132.297679 700.2939 595.80388
1803 1977.4209 5.179200e+03 3464.887935 3457.485656 1794.0019 2043.00634
1804 1207.6053 1.336197e+04 588.019053 2000.000000 869.8295 875.46619
1805 863.3069 1.063527e+04 0.000000 826.932843 474.5174 339.85779
1806 1404.8970 1.152804e+04 1095.125188 2833.333333 1119.0649 1255.81966
1807 1051.6777 2.400000e+04 0.000000 2000.000000 616.3064 649.77077
1808 1118.2340 1.114868e+04 500.000000 2000.000000 843.3260 700.00000
1809 1222.7545 9.471243e+03 442.198329 948.087464 806.2278 856.76600
1810 865.5288 9.993003e+03 0.000000 2079.575262 603.9078 440.65663
1811 1842.5108 8.924468e+03 2000.000000 3117.281165 842.8571 1200.00000
1812 3000.0000 1.634089e+04 0.000000 1638.906142 755.5027 963.18989
1813 1042.3391 7.200000e+03 784.728484 2441.600960 838.5542 697.43968
1814 1000.0000 1.238183e+04 0.000000 1000.000000 559.6598 441.45138
1815 1280.6201 1.119329e+04 1073.289639 2907.577129 1041.8024 1061.65568
1816 1473.8821 1.508342e+04 572.907290 0.000000 741.3774 863.39209
1817 1100.0000 0.000000e+00 100.000000 0.000000 336.0144 600.00000
1818 1182.7981 1.044158e+04 657.521573 2630.160767 920.0053 932.27747
1819 2118.3503 4.000000e+04 0.000000 0.000000 1114.8536 1884.10123
1820 2800.0000 1.351442e+04 2928.700036 1896.718262 1827.0155 2434.77620
1821 1255.7116 1.121567e+04 1066.965961 2924.488309 1025.9591 1022.17713
1822 1257.8079 1.144969e+04 1022.066284 5031.178797 1176.2367 1259.07185
1823 678.6221 9.428423e+03 0.000000 576.915371 327.9109 32.64081
1824 1124.4928 1.180622e+04 388.607500 2531.529049 843.2633 843.26657
1825 1446.5412 1.873507e+04 737.067955 2000.000000 1025.7646 1199.61003
1826 1767.1111 1.212210e+04 2355.564930 3507.854638 1525.6824 1760.62389
1827 1200.0000 1.164781e+04 470.702730 2658.342627 842.3987 800.17662
1828 903.9949 9.582193e+03 547.579263 3288.555470 777.5007 560.44311
1829 1158.9792 1.032964e+04 500.000000 2557.410431 883.4367 700.00000
1830 1104.7487 1.052648e+04 746.594814 3190.112143 917.8840 849.00694
1831 1367.5458 1.111518e+04 1095.357987 2848.560563 1097.0923 1199.42778
1832 1014.5296 1.023255e+04 557.031531 3958.607177 897.6334 400.00000
1833 846.8023 1.068607e+04 0.000000 1705.821074 300.0000 369.58567
1834 1230.9505 1.000000e+04 1051.409363 2431.084143 500.0000 943.44974
1835 1114.1098 8.802806e+03 658.004992 3262.063436 927.4229 905.59453
1836 1000.0000 6.120436e+03 1200.000000 3712.760185 1199.1636 1400.00000
1837 1609.0499 4.510683e+03 1165.660380 1788.315672 1210.6458 1560.76034
1838 1290.5182 1.200044e+04 956.983338 2000.000000 969.0796 987.34182
1839 966.6354 1.043838e+04 398.503858 2528.477702 745.4325 592.61619
1840 1789.4655 1.073606e+04 1202.473357 2562.105883 1365.4582 1868.14614
1841 942.4297 7.269938e+03 0.000000 836.765277 300.0000 491.22744
1842 1236.0908 1.868867e+04 62.393304 2441.670866 852.1131 981.75374
1843 2751.4954 4.670787e+04 765.930616 0.000000 1016.5279 1912.75566
1844 1328.7347 7.701748e+03 100.000000 1614.711616 889.7334 1188.27609
1845 625.0000 8.663511e+03 421.771991 1000.000000 612.2439 323.54241
1846 1095.9762 1.072684e+04 511.009884 2669.467003 850.5538 806.88216
1847 1036.1700 1.006109e+04 322.137333 2971.730347 817.7004 772.97826
1848 1896.7333 1.738989e+04 1146.684116 3085.773535 1443.2799 2032.47682
1849 1057.3631 1.087501e+04 396.883767 1190.379793 705.3763 594.01641
1850 1403.5808 1.432051e+04 1094.900696 0.000000 867.7944 861.91841
1851 888.1537 1.101072e+04 0.000000 1200.000000 523.8046 434.97566
1852 500.0000 2.945843e+04 497.496394 6886.638266 1780.8781 5300.00000
1853 951.5910 1.064516e+04 96.276443 2104.686593 674.6175 559.47694
1854 989.6165 8.967555e+03 307.723135 2505.813277 755.8217 659.00731
1855 1137.8076 1.095777e+04 2000.000000 4477.163123 1066.3915 991.74943
1856 978.5144 1.206159e+04 4.496097 2291.649080 691.6984 620.41966
1857 500.0000 6.263190e+03 402.632517 2000.000000 742.9924 648.30003
1858 1048.5496 1.272957e+04 0.000000 1451.403593 100.0000 800.00000
1859 1569.4227 1.216804e+04 489.000950 1942.461977 1101.1192 1509.54573
1860 1298.5284 1.123577e+04 1567.937615 4657.051408 2000.0000 1215.30120
1861 1266.1100 9.463207e+03 1000.000000 3503.829889 1085.0257 900.00000
1862 1188.8181 1.533197e+04 15.869197 1000.000000 727.1359 796.52594
1863 2600.0000 2.191465e+04 0.000000 2780.640255 954.8042 1327.00955
1864 1239.8657 1.167924e+04 1039.574908 2500.000000 981.0682 948.73901
1865 700.0000 3.773724e+03 231.896547 917.080221 755.4965 822.81188
1866 1563.4649 0.000000e+00 3384.251115 8580.493569 1911.6219 1989.16560
1867 800.0000 0.000000e+00 4509.582607 5333.333333 1989.1681 2086.30452
1868 1598.5518 1.328628e+04 2021.997034 8344.221819 1732.0082 2036.38111
1869 2633.4638 1.609864e+04 4516.305336 5220.584746 2413.6932 3064.07892
1870 1639.6419 1.315570e+04 1576.733107 2407.962495 1282.3441 1519.03588
1871 1187.7280 1.039720e+04 322.779201 2420.496048 875.8320 963.60098
1872 1372.6666 1.243262e+04 893.033989 1500.000000 979.2243 1075.13279
1873 1200.0000 1.361130e+03 200.000000 2728.519032 607.1099 338.45117
1874 1500.0000 1.503211e+04 700.000000 2202.876955 1073.1432 1294.33257
1875 800.0000 7.930717e+03 73.182408 1197.101372 703.9748 720.31641
1876 1411.8356 1.107826e+04 398.802272 599.801952 894.7434 1123.20863
1877 895.4909 1.123210e+04 0.000000 2376.726159 635.3710 515.78530
1878 1068.3393 1.120865e+04 242.563915 1725.155308 735.5668 687.76944
1879 1068.8402 1.036682e+04 0.000000 989.255359 588.1681 755.19204
1880 1008.9320 1.591588e+04 620.208008 5796.339878 1012.5558 924.06810
1881 1256.2895 8.018989e+03 859.793850 0.000000 787.1307 744.34354
1882 882.0126 1.203358e+04 0.000000 2124.025231 592.5577 473.16170
1883 1308.2120 5.880820e+03 1835.630489 2992.542168 1300.0000 1078.60124
1884 941.2057 1.150817e+04 516.930445 4432.615764 875.2936 728.75744
1885 1092.9434 0.000000e+00 100.000000 2000.000000 1056.4049 927.92533
1886 1305.8648 7.409453e+03 800.000000 1669.607369 943.1240 1070.26158
1887 1373.3957 1.111519e+04 1098.016546 2849.769423 1101.2849 1209.04236
1888 1200.0000 1.725719e+04 613.729955 3900.119628 966.7025 953.90205
1889 2519.7740 8.123564e+03 4582.164888 8811.564498 2638.7468 3353.11182
1890 1072.8033 1.047878e+04 415.046053 2334.399850 802.5091 747.31994
1891 900.0000 8.119397e+03 34.983518 1500.000000 689.2035 665.91771
1892 1003.2702 1.146438e+04 570.116705 2000.000000 744.6881 562.64261
1893 1148.9608 1.131160e+04 1039.864482 2996.964795 958.0593 852.98332
1894 1247.5400 4.000000e+03 300.000000 92.048761 1266.6667 754.83311
1895 1002.1417 1.346775e+04 458.737870 2566.184874 765.6599 611.46601
1896 850.0000 0.000000e+00 1290.981145 1567.622664 895.3269 734.00134
1897 1480.4751 1.425553e+04 764.821689 511.359967 956.4248 1140.76483
1898 2951.1690 0.000000e+00 6527.494184 12870.433914 3489.0456 4517.52876
1899 1284.8122 2.250000e+04 0.000000 1889.987423 500.0000 1061.28319
1900 1000.0000 6.861109e+03 521.789805 1540.624051 823.6808 830.82414
1901 785.4711 2.000000e+03 200.000000 4159.614207 774.3554 1450.00000
1902 1464.8461 1.065879e+04 1482.442370 3290.294266 1232.4665 1364.46035
1903 811.1189 3.585684e+03 562.450851 10000.000000 850.0000 1189.37024
1904 1693.6073 4.913170e+04 0.000000 13288.297581 1520.3121 3000.84151
1905 1062.2328 1.160218e+04 257.630229 2433.486724 783.3048 748.04031
1906 1082.0649 1.152444e+04 72.508200 1619.925813 719.2955 718.58847
1907 1213.2747 9.432564e+03 425.736853 954.858247 799.0507 844.25740
1908 1433.6296 1.105580e+04 1112.135093 2803.694167 1139.1255 1304.16680
1909 5443.2202 1.500000e+04 10106.658109 0.000000 3156.4948 4584.34329
1910 1653.9872 1.434751e+04 3200.000000 4932.314246 1549.8005 1694.72770
1911 1004.6169 3.000000e+04 0.000000 0.000000 128.1233 135.50291
1912 1124.0733 1.447153e+04 227.234786 1219.284183 721.1508 688.68286
1913 1384.1007 1.308747e+04 100.000000 561.039996 1071.4286 1103.96754
1914 1450.8159 1.196224e+04 1445.517479 3873.379053 1257.3091 1393.70053
1915 1500.0000 6.000000e+03 848.006337 2000.000000 838.8388 717.98932
1916 1296.1173 1.058050e+04 867.499728 3021.999639 1042.9073 1135.58862
1917 838.0369 9.061680e+03 0.000000 2758.028314 640.6387 477.60606
1918 1407.2906 2.272377e+04 151.581561 4400.000000 1045.6959 1339.95538
1919 2283.9302 2.325795e+04 3579.397877 13372.597119 2662.2893 3406.41259
1920 1669.1177 6.012722e+03 1272.720243 1887.914897 1261.9631 1639.92464
1921 1175.3452 1.120141e+04 600.000000 2513.904321 879.5276 931.77195
1922 1129.6490 1.055575e+04 464.281140 2529.907336 858.6521 856.71245
1923 1066.6667 8.082549e+03 216.666667 1690.482013 585.3915 498.66257
1924 1619.9746 1.279725e+04 1320.829366 594.250036 1113.4443 1326.88236
1925 800.0000 1.043346e+04 53.181256 2517.623928 687.1775 576.38356
1926 1627.9357 9.841946e+03 2000.000000 3275.090983 1386.8350 1583.74216
1927 1184.5444 1.127962e+04 1048.898308 2972.805966 980.6926 909.38126
1928 1309.5519 1.111772e+04 926.340704 2695.875203 1000.0000 1108.05649
1929 1198.5393 9.486883e+03 418.919365 1251.314662 810.1803 852.11102
1930 695.8931 7.817916e+03 0.000000 2181.491250 487.2707 222.23213
1931 1429.1359 1.037687e+04 660.414188 2166.666667 1047.6191 1294.96729
1932 1716.9716 1.633598e+04 1078.244648 3527.938682 1354.8547 1800.40803
1933 5080.4476 4.675000e+04 2989.693833 13958.766062 4397.7971 7971.77210
1934 1494.7928 0.000000e+00 1981.167057 0.000000 923.5721 1055.30656
1935 1940.9477 1.734432e+04 2076.447292 273.616978 1356.3716 1674.16216
1936 1000.0000 3.000000e+03 340.768465 88.433994 1000.0000 677.54556
1937 1047.2882 3.110127e+03 943.741916 2069.355427 845.7029 693.36471
1938 938.8903 1.289525e+04 5.762897 2047.499449 644.6762 516.76700
1939 1247.0389 9.718199e+03 1086.697334 2644.374677 1007.4404 992.52329
1940 1032.1904 1.054677e+04 200.000000 2571.537697 772.1654 700.00000
1941 1441.4644 9.823919e+03 1282.837280 273.288383 980.3515 1032.77489
1942 1984.1397 2.411158e+04 1748.806559 1148.654007 1391.1232 1804.54447
1943 1854.4815 1.013090e+04 1877.179429 714.635669 1340.3984 1691.60233
1944 1608.6770 1.229227e+04 1639.606353 2405.206578 1271.1626 1468.60890
1945 1878.8571 2.283806e+04 455.935970 5046.311253 1487.3861 2243.96174
1946 1100.0000 3.500000e+04 196.971816 2000.000000 1112.1485 1572.46606
1947 1306.5417 1.707666e+04 800.000000 1630.580243 907.5189 943.77536
1948 1386.6526 0.000000e+00 2574.199782 4948.426084 1467.7548 800.00000
1949 1553.2576 1.194581e+04 2165.638133 1000.000000 1194.3241 1170.28671
1950 1000.0000 8.186382e+03 96.638626 0.000000 705.8000 837.74755
1951 650.0000 8.417455e+03 343.762678 2435.640565 772.8335 695.48108
1952 1128.3461 1.073385e+04 381.907059 0.000000 650.6226 567.07264
1953 99.0000 6.366559e+03 0.000000 3589.355725 539.6107 289.84275
1954 1439.3029 1.278346e+04 777.357477 2257.000000 1068.3987 1285.03208
1955 1088.0583 1.545567e+04 200.000000 2707.220247 807.5687 1000.00000
1956 1134.5552 7.500000e+03 407.952979 77.263637 688.8228 641.90352
1957 1291.2952 1.118370e+04 1075.999787 2900.329481 1048.5924 1078.57506
1958 1356.8344 1.202968e+04 500.000000 2578.007462 1700.0000 1238.77048
1959 1457.9132 1.377696e+04 1470.979154 1124.426052 1056.3120 1079.83547
1960 1159.2965 1.106041e+04 857.331439 4112.968592 1029.8905 1020.08801
1961 1500.0000 9.213500e+03 0.000000 2176.126487 597.8555 100.00000
1962 1066.9114 5.250000e+03 775.000000 1925.416378 921.4286 1566.66667
1963 979.7419 9.908987e+03 284.316545 2060.400155 710.8515 585.46124
1964 1096.5791 0.000000e+00 1612.392420 3896.514976 1088.4010 1275.00000
1965 1139.7168 1.130779e+04 744.888402 3365.938832 950.5704 917.77971
1966 300.0000 9.054817e+03 0.000000 2000.000000 342.0404 34.43542
1967 1234.2467 1.077143e+04 662.101731 2619.647303 952.2477 1013.06390
1968 833.0230 1.036190e+04 0.000000 2380.204557 594.6293 426.23262
1969 1326.8288 8.148240e+03 432.874118 3000.000000 1027.3059 1270.82647
1970 525.0000 9.472232e+03 285.816792 3689.961451 800.6754 700.00000
1971 966.3958 1.172655e+04 0.000000 2423.604854 691.2636 600.00000
1972 888.0255 2.000000e+03 350.000000 2773.327663 746.7560 800.00000
1973 4605.7959 3.263855e+04 8977.288395 14655.867647 4767.3291 6607.31821
1974 972.0879 8.073371e+03 138.911339 972.696529 619.3149 495.80941
1975 863.0736 1.212936e+04 718.459337 6053.581582 959.5067 600.00000
1976 1623.4088 1.088527e+04 1160.315500 2674.847082 1259.8363 1604.95578
1977 2001.8472 2.416915e+04 1660.016974 2329.396298 1480.3795 1974.65788
1978 1000.0000 2.500000e+04 753.305878 0.000000 1039.1186 1430.99727
1979 1344.2827 1.142853e+04 629.497801 2852.036945 1035.9550 1220.02507
1980 1650.0023 9.884706e+03 1064.026884 3002.448361 1295.8821 1710.71389
1981 1175.6485 1.128761e+04 1046.639851 2978.845673 975.0343 895.28177
1982 1373.3957 1.111519e+04 1098.016546 2849.769423 1101.2849 1209.04236
1983 1129.6822 1.225746e+04 409.273349 2029.695154 810.2119 788.88974
1984 1477.1574 1.231351e+04 1092.260668 2976.959139 1173.6664 1383.73170
1985 1299.8015 6.200000e+03 275.000000 2882.112380 1064.8940 1159.14937
1986 1186.3352 8.650407e+03 814.943910 2853.211236 750.0000 963.03242
1987 800.0000 1.077401e+04 502.608951 1849.646598 1022.6124 1313.95929
1988 1182.5928 1.127169e+04 0.000000 0.000000 581.5170 810.42046
1989 1362.4624 1.111975e+04 1094.067440 2852.011824 1093.8590 1191.37093
1990 1500.0000 1.794234e+04 307.934158 2097.966398 1002.0132 2000.00000
1991 1784.3550 4.000000e+03 4343.238648 0.000000 1169.7281 700.00000
1992 924.0546 1.200000e+03 614.157615 1268.264325 681.6579 466.45111
1993 1500.0000 1.000000e+04 143.235352 1333.377360 400.0000 434.33755
1994 1707.7066 2.536901e+04 300.000000 0.000000 845.9927 1132.37233
1995 1089.4188 3.826926e+03 1083.693221 2428.571429 931.1174 806.70999
1996 1193.6228 1.068749e+04 850.899094 3082.425669 977.8945 970.68144
1997 758.7100 9.376939e+03 0.000000 2194.230455 522.0582 312.39848
1998 1000.0000 1.512032e+04 1206.709149 2313.045738 1089.3607 1169.65266
1999 800.0000 7.200000e+03 275.097753 0.000000 700.0499 1022.69813
2000 1060.4154 9.496896e+03 342.784599 849.814962 682.5744 586.04751
2001 1262.0336 0.000000e+00 2199.239208 2184.706304 1139.4876 969.95995
2002 1042.5015 9.543247e+03 26.763510 1090.692093 657.7898 624.50696
2003 1364.2862 1.165503e+04 1531.524856 3210.699329 1161.3784 1167.79096
2004 3725.6513 8.203415e+03 757.700139 908.294153 2485.0218 5036.43736
2005 1212.4533 1.110511e+04 945.175234 2664.591255 967.1830 938.86025
2006 1373.3957 1.111519e+04 1098.016546 2849.769423 1101.2849 1209.04236
2007 1901.5754 0.000000e+00 4707.771242 6434.004992 2173.1249 2360.41937
2008 1341.6071 9.579091e+03 196.191285 0.000000 772.2527 957.34179
2009 1373.3957 1.111519e+04 1098.016546 2849.769423 1101.2849 1209.04236
2010 1030.1685 1.096739e+04 393.547948 3014.267134 820.2468 746.82070
2011 1230.3766 1.307028e+04 829.100039 3225.132902 950.0000 1022.08776
2012 1000.0000 1.042170e+04 272.354161 1153.877121 718.4912 679.01894
2013 1109.1703 4.221514e+03 0.000000 0.000000 278.5171 459.75292
2014 1000.0000 0.000000e+00 2540.436250 1850.000000 1065.6165 672.98535
2015 1500.0000 7.907358e+03 2631.092639 7752.606538 1663.8769 1687.83375
2016 1500.0000 1.306497e+04 765.285681 2162.435700 970.6943 1051.19217
2017 1326.8788 1.115172e+04 1085.033614 2876.170652 1071.2257 1134.97300
2018 1964.2038 2.568180e+04 0.000000 0.000000 1026.9591 1736.37631
2019 1500.0000 3.543572e+03 1840.144942 3753.300050 1246.6058 1244.21199
2020 1103.8978 1.335597e+04 476.055845 2000.000000 795.7947 723.61026
2021 1024.6637 1.016856e+04 206.431393 2014.481280 728.5368 663.43503
2022 1284.1635 2.224229e+04 0.000000 0.000000 487.2500 488.36791
2023 1328.8448 1.121819e+04 974.726075 2786.088651 1055.0452 1142.59027
2024 849.2598 8.587020e+03 200.000000 3937.693425 350.0000 600.46721
2025 1239.5674 1.188706e+04 787.944285 3600.341139 1035.3142 1098.50977
2026 1058.8408 1.175295e+04 200.000000 2369.207656 771.6811 739.25971
2027 1185.8902 1.044178e+04 759.736983 3142.274869 969.3525 979.55846
2028 1576.2840 2.412966e+04 0.000000 2672.184740 1033.1647 1567.49665
2029 1346.8613 1.775697e+04 808.969993 5838.000090 1248.9754 1449.23115
2030 1033.8255 1.110650e+04 415.197411 2280.353673 600.0000 668.17697
2031 1050.7433 1.075964e+04 0.000000 2276.563578 737.1511 850.00000
2032 964.8229 8.781163e+03 34.775403 801.492665 589.2470 470.39632
2033 901.4223 1.144552e+04 0.000000 1000.000000 511.9259 419.71844
2034 6483.7194 4.177141e+04 14752.157192 6327.063631 5914.3875 7963.16075
2035 1626.6460 1.440860e+04 1767.231573 0.000000 1077.1409 1142.29429
2036 1166.1507 1.025865e+04 709.936746 2246.196447 886.7189 857.44139
2037 1927.7358 2.927928e+04 46.097615 1000.000000 1184.3234 1898.99746
2038 2000.0000 2.600000e+03 999.116122 1204.488469 841.1753 729.00206
2039 1021.7021 1.088223e+04 800.555863 3940.851024 922.0059 779.63589
2040 1481.6092 1.546231e+04 1013.653567 0.000000 905.5942 988.40669
2041 1399.5277 9.734415e+03 1498.509975 4224.123856 1800.0000 1365.62646
2042 1169.3914 9.408485e+03 987.402674 2000.000000 902.0224 810.46688
2043 1027.6742 8.338349e+03 677.243597 2730.302280 835.3068 705.11077
2044 1555.7933 1.289139e+04 1677.145258 5365.044511 1454.2241 1690.56883
2045 2116.3712 1.500000e+04 3595.108519 5976.965779 2044.3526 2414.83716
2046 600.0000 7.275607e+03 200.000000 2000.000000 568.3203 350.00000
2047 1600.0000 6.000000e+03 2591.603873 2624.648165 1456.1012 1574.59762
2048 1586.4746 0.000000e+00 3706.878180 7045.352113 1875.1937 1909.94349
2049 2215.5266 5.000000e+03 0.000000 0.000000 437.8765 1447.15017
2050 1000.0000 2.114357e+03 771.064695 2166.666667 300.0000 942.81233
2051 1362.4624 1.111975e+04 1094.067440 2852.011824 1093.8590 1191.37093
2052 1316.7063 1.511908e+04 420.644502 1149.493994 858.8936 971.08168
2053 4500.0000 2.000000e+04 10000.000000 8312.011075 2581.4639 900.00000
2054 1760.5535 7.702559e+03 1236.717365 3018.617195 1394.8436 1901.61701
2055 1925.7689 6.436466e+03 3016.954644 0.000000 1421.8809 1568.34189
2056 1500.0000 1.106138e+04 929.142045 2000.000000 1036.4912 1170.55789
2057 1291.2952 1.118370e+04 1075.999787 2900.329481 1048.5924 1078.57506
2058 1137.8249 8.503931e+03 153.194897 1008.276278 730.6551 771.39190
2059 1734.9926 0.000000e+00 2982.301332 682.665818 1700.0000 1600.85381
2060 1413.7875 1.330584e+04 848.719147 1400.000000 991.4215 1128.94128
2061 1153.8556 1.200000e+04 0.000000 800.000000 673.1867 806.24727
2062 1623.4115 8.000000e+03 1856.069757 1200.000000 1400.0000 1390.43178
2063 667.1692 3.503490e+03 400.000000 3607.695416 641.0509 309.41948
2064 1405.7867 1.226045e+04 446.835561 2000.000000 991.7955 1242.88969
2065 1255.4920 9.493849e+03 1138.244462 3065.201424 1049.6206 1048.45451
2066 1735.1359 1.152337e+04 1908.732292 2000.000000 1355.8534 1613.35331
2067 1087.8091 1.190507e+04 718.415446 2787.890870 869.2796 763.62171
2068 850.0000 1.572733e+04 878.295976 4590.434937 1123.5999 1203.88830
2069 1060.7691 1.093351e+04 354.411300 2388.379205 790.9459 735.65916
2070 2137.2222 2.780864e+04 200.000000 2224.837312 1356.2229 750.00000
2071 700.0000 1.017565e+04 606.733919 3535.351120 894.6554 1000.00000
2072 1018.5596 1.066791e+04 341.562312 2559.564523 775.4915 688.30955
2073 4300.5198 1.205635e+04 9528.699178 0.000000 3580.9364 4599.75468
2074 1291.2952 1.118370e+04 1075.999787 2900.329481 1048.5924 1078.57506
2075 1000.0000 1.136704e+04 365.979814 2311.576214 797.2721 752.41134
2076 1241.9640 7.494235e+03 946.450259 1629.914882 924.9546 919.23576
2077 1357.6721 1.395587e+04 1341.884447 2000.000000 1044.8607 1027.45369
2078 1000.0000 4.503615e+04 4177.882919 0.000000 2042.3201 2929.00105
2079 1291.6365 1.260299e+04 623.125470 2324.144554 957.5570 1060.35783
2080 1102.7641 1.022918e+04 612.146196 2000.000000 827.7809 752.55852
2081 2602.0857 6.000000e+03 1200.000000 0.000000 1966.7999 4000.00000
2082 1000.0000 8.600000e+03 0.000000 1800.000000 333.3333 733.33333
2083 766.6667 7.000000e+03 0.000000 5063.189541 731.1114 761.21462
2084 1118.9957 2.503202e+04 0.000000 1500.000000 566.4864 600.00000
2085 955.9977 8.988015e+03 526.688270 2987.704923 789.9782 625.13902
2086 1166.6289 0.000000e+00 1300.000000 0.000000 824.0145 658.66525
2087 1398.0460 1.108778e+04 1103.101266 2827.852996 1116.4922 1247.76886
2088 1185.4532 1.807997e+04 0.000000 0.000000 590.3972 696.44753
2089 1025.9725 8.074609e+03 500.000000 2927.540542 666.6667 800.00000
2090 1329.6202 1.681517e+04 200.000000 2309.013847 931.4567 1118.85556
2091 1373.3957 1.111519e+04 1098.016546 2849.769423 1101.2849 1209.04236
2092 1329.1832 1.063371e+04 910.413932 2313.223539 1016.7324 1107.33544
2093 1166.1225 2.138434e+04 2960.044977 15989.412388 2066.0014 1918.20797
2094 937.0292 1.071690e+04 0.000000 3170.885594 716.5017 687.53784
2095 838.2443 9.650942e+03 0.000000 1411.058845 529.2578 338.70947
2096 1373.3957 1.111519e+04 1098.016546 2849.769423 1101.2849 1209.04236
2097 1273.0374 1.540370e+04 29.388528 2356.355460 1200.0000 1079.02952
2098 833.0230 1.036190e+04 0.000000 2380.204557 594.6293 426.23262
2099 1448.1529 1.116633e+04 1514.008600 4827.846285 1335.0565 1493.87405
2100 999.2988 8.703090e+03 700.292155 3646.625057 884.4931 749.89957
2101 1348.2919 1.146620e+04 913.491950 3192.441316 1090.7105 1224.98713
2102 3200.0000 1.181362e+04 3914.005672 5910.276174 2257.0374 2849.55098
2103 1339.1696 1.027580e+04 967.043540 2474.607839 700.0000 1138.44153
2104 1048.0071 1.070603e+04 150.000000 1500.000000 756.5481 600.00000
2105 2726.6369 0.000000e+00 8598.095337 17435.437561 3896.6290 4426.40372
2106 1343.8855 1.483159e+04 1339.665545 2716.219494 1081.0407 1066.83175
2107 500.0000 1.741479e+04 0.000000 5381.861257 844.0163 826.17720
2108 1042.4401 5.405403e+03 488.685549 1274.299906 731.6505 632.14917
2109 991.9330 1.162394e+04 56.195955 1500.000000 650.6033 556.81433
2110 1129.4682 0.000000e+00 2176.481548 2359.300594 1088.7469 850.63093
2111 1200.0000 1.200000e+03 521.965361 2394.532008 666.6796 375.56740
2112 1313.9791 1.046764e+04 843.525989 2118.204100 986.6603 1071.53981
2113 3042.2264 3.126929e+04 3399.429228 0.000000 1703.6353 2505.21522
2114 1181.1739 1.010275e+04 1012.207608 3755.865642 1400.0000 1008.53684
2115 941.4509 9.746226e+03 151.381059 2605.628655 713.3742 600.59671
2116 933.8119 3.251528e+03 1000.000000 2311.275455 771.7600 550.29144
2117 4145.9761 5.968683e+04 3535.488028 0.000000 2557.3282 7000.00000
2118 1683.0935 1.576913e+04 1403.933358 3099.590243 1334.7946 2000.00000
2119 1010.8192 7.577583e+03 701.645652 2764.424211 832.0025 686.42154
2120 2517.1833 2.000000e+03 5252.139645 7002.175804 2592.4922 3133.63341
2121 1105.8160 1.110445e+04 670.542568 3540.310518 1600.0000 800.00000
2122 1675.1841 7.375517e+03 63.534650 1456.945090 1112.6745 1800.00000
2123 1240.5569 8.260835e+03 615.564630 992.881678 842.5881 882.82633
2124 840.6816 6.723649e+03 200.000000 0.000000 445.7578 164.53430
2125 850.0000 4.637352e+03 1954.467890 2000.000000 1291.2290 1432.94474
2126 1596.9473 9.786391e+03 1125.495502 1547.163039 1160.8136 1200.00000
2127 915.4388 1.180320e+04 0.000000 1000.000000 552.0603 388.54726
2128 1650.4628 1.968996e+04 2300.000000 7835.461286 1656.4093 2057.56785
2129 1453.7744 1.923099e+04 500.000000 2944.773271 1078.7686 1700.00000
2130 1229.9687 1.039715e+04 767.387624 3118.442497 997.5132 1050.62708
2131 2000.0000 1.047180e+04 2360.838409 2676.798033 1449.9399 1633.39064
2132 1000.0000 1.729896e+04 583.480079 4668.230404 958.1491 700.00000
2133 1261.7948 8.641089e+03 1255.856176 1000.000000 916.9147 827.32052
2134 1092.3761 1.034329e+04 429.269975 2431.410977 824.3747 790.56927
2135 1067.9599 1.077197e+04 587.805402 3183.708643 876.9709 804.95269
2136 1697.0884 1.238769e+04 1712.535948 1400.000000 1700.0000 1503.14034
2137 1012.7691 5.380129e+03 993.087847 3400.000000 902.9661 726.36631
2138 851.0573 1.015059e+04 0.000000 3343.769429 670.4462 574.75775
2139 926.8396 9.829335e+03 0.000000 155.250289 492.9062 351.33917
2140 1000.0000 1.157018e+04 168.572159 2349.532404 741.6275 682.06945
2141 1419.0889 1.000000e+04 394.536791 2000.000000 961.9739 1236.23123
2142 1088.2254 1.006552e+04 800.000000 2510.298770 851.4605 763.24543
2143 2718.1677 4.500000e+04 600.000000 0.000000 500.0000 700.00000
2144 1698.8917 1.481052e+04 1082.884310 3266.680563 1330.1814 1759.37203
2145 1267.0311 4.501725e+03 1586.642253 4183.966152 1201.5228 1189.99204
2146 1000.0000 8.500457e+03 663.280035 2954.953813 882.6869 813.76654
2147 475.0000 3.834701e+03 82.921406 2730.769231 636.5877 432.10154
2148 1427.7544 1.343635e+04 200.000000 3214.913034 1080.9030 800.00000
2149 1369.1704 1.255185e+04 1192.007088 1605.714799 1011.0002 1035.81948
2150 1291.2952 1.118370e+04 1075.999787 2900.329481 1048.5924 1078.57506
2151 1796.6618 1.910710e+04 1100.000000 6814.306996 1611.7193 2295.38450
2152 1212.0680 1.149932e+04 651.316082 2621.275461 933.9296 968.53340
2153 666.6667 1.257639e+04 0.000000 1859.514465 623.0607 542.89089
2154 1079.9631 7.500000e+03 600.000000 2818.264635 874.5728 819.55071
2155 500.0000 5.000000e+03 733.623317 2727.672152 1089.0063 1340.42337
2156 1132.0826 2.600000e+03 1560.915094 3558.203592 1071.7894 921.05602
2157 1255.7116 1.121567e+04 1066.965961 2924.488309 1025.9591 1022.17713
2158 1314.0845 6.899230e+03 1644.303932 2869.089982 1132.5804 1088.55473
2159 1079.9601 1.150555e+04 316.091380 2448.981221 802.1044 772.80872
2160 1425.6346 9.318110e+03 1107.680183 1210.616643 1023.5920 850.00000
2161 1887.3601 0.000000e+00 5500.000000 2618.198735 1744.4069 700.00000
2162 1133.8199 9.988561e+03 571.483962 3283.553993 929.0496 938.41709
2163 672.3336 6.000000e+03 0.000000 2000.000000 423.6943 266.01345
2164 1662.1705 1.569380e+04 2932.091393 10391.610231 2002.0311 2214.38239
2165 1177.1584 7.200000e+03 819.401745 2262.283215 917.4679 900.02127
2166 1263.3397 2.174215e+04 140.000000 2585.571429 884.3565 968.90725
2167 1380.4862 1.262410e+04 667.870478 1892.582946 988.6585 1500.00000
2168 1743.7905 0.000000e+00 2661.533250 2000.000000 1471.0656 1665.95487
2169 1100.0000 3.542857e+03 1000.937198 1145.241642 895.0098 868.49908
2170 1090.2582 1.079787e+04 746.274878 3348.836062 918.8863 838.70600
2171 1316.5300 1.088080e+04 991.662122 2684.624712 1042.4548 1112.59286
2172 938.5197 1.120777e+04 135.659536 2287.250878 680.9986 545.24244
2173 998.9653 9.947754e+02 853.182941 610.499290 706.6235 490.70526
2174 1084.6034 6.000000e+03 440.000000 3995.082124 959.5687 988.13509
2175 1342.2369 1.053122e+04 500.000000 3000.000000 800.0000 1275.31193
2176 1000.0000 0.000000e+00 1698.702972 1000.000000 815.5267 383.89293
2177 1373.3957 1.111519e+04 1098.016546 2849.769423 1101.2849 1209.04236
2178 912.3068 1.065389e+04 5.552213 2164.545603 644.3817 512.11206
2179 1605.1788 3.800000e+04 1500.000000 2277.229188 300.0000 1442.59377
2180 1437.5227 1.109514e+04 442.149645 2203.318747 1033.0659 1335.50743
2181 1800.0000 2.500000e+04 0.000000 2000.000000 1003.5014 1657.14293
2182 1057.0633 1.367798e+04 200.000000 2620.389098 777.6617 745.64007
2183 1325.0000 0.000000e+00 1331.777554 3563.088941 1017.8551 876.93371
2184 680.1948 9.578741e+03 0.000000 1921.716530 300.0000 183.31428
2185 1500.0000 3.000000e+04 1200.000000 1861.250183 1000.0000 1703.73197
2186 1305.2331 1.805460e+04 0.000000 0.000000 685.1576 817.77472
2187 4014.3905 6.062258e+04 2256.833535 1551.225926 2664.1322 4751.67447
2188 3498.7220 3.000000e+04 5508.419858 0.000000 2637.7101 3638.43075
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2209 1227.8771 1.140095e+04 718.466061 2602.785241 949.8248 985.20493
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2222 1497.0927 6.499369e+03 1770.352719 5125.017708 1431.6959 1630.68284
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2249 773.7963 8.072194e+03 0.000000 3105.948786 616.6230 435.08052
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2252 1369.1570 1.369471e+04 871.495976 2215.252878 1000.0000 1131.94192
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2254 1290.5977 1.072875e+04 996.204678 1924.380231 970.8007 987.14679
2255 950.2732 0.000000e+00 979.116881 51.006268 677.6360 430.94345
2256 1097.8496 1.388230e+04 115.670067 2333.333333 771.0266 779.73068
2257 2295.1016 1.790233e+04 3578.495399 1611.403869 1829.7597 2205.73026
2258 1111.1438 1.215101e+04 362.848272 2393.562976 820.5764 805.03425
2259 1523.3831 1.300000e+04 1500.000000 530.562487 1024.3797 1181.42801
2260 1016.9569 9.050211e+03 0.000000 614.781084 600.1429 546.69508
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2262 709.7326 6.986060e+03 200.000000 2440.148836 553.5405 234.58013
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2272 1166.1018 1.068551e+04 0.000000 0.000000 399.9514 546.38705
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2291 1015.1814 1.011151e+04 261.770792 1932.372457 721.8436 631.70074
2292 1247.6553 9.459487e+03 430.282324 454.903352 785.4233 846.54969
2293 1084.8535 1.120277e+04 388.571729 2393.694794 809.4295 768.85726
2294 1362.4624 1.111975e+04 1094.067440 2852.011824 1093.8590 1191.37093
2295 1064.0540 7.279961e+03 500.000000 1715.104775 757.9830 700.00000
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2297 1075.6631 1.030306e+04 651.974237 3262.550099 895.7977 823.52830
2298 1298.7750 1.030158e+04 776.638045 1923.184660 956.5882 1035.74417
2299 1263.9266 1.091802e+04 1173.554607 4187.799127 1135.2050 1163.16462
2300 1088.5836 1.280101e+04 0.000000 1750.008422 643.3071 847.69616
2301 984.4356 8.992482e+03 651.523702 3371.003786 848.7364 697.87650
2302 2386.3287 0.000000e+00 5215.786729 5363.970101 2415.1957 2840.71684
2303 1182.2439 9.995401e+03 655.530901 2083.339713 881.1650 877.30943
2304 700.0000 9.174064e+03 633.333333 3378.475143 925.5303 500.00000
2305 965.0088 9.680084e+03 34.460304 1509.765971 637.6879 537.18732
2306 1991.5827 2.414043e+04 400.000000 6486.483205 1694.2197 825.00000
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2308 1673.4035 0.000000e+00 3259.640668 5861.245878 1500.0000 1940.59454
2309 1038.3297 1.064872e+04 327.290774 2558.742909 787.1354 723.65364
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2312 2037.4942 7.893526e+03 2253.600882 801.411427 1512.0311 1985.18765
2313 907.7232 6.810349e+03 173.957278 747.865473 568.7769 373.55885
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2315 1274.0683 1.003172e+04 667.945138 1606.278072 907.7211 977.57627
2316 1097.4654 8.790978e+03 1171.995017 4580.534447 1062.4967 952.05857
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2318 500.0000 1.000000e+03 615.841946 4461.344995 680.2029 213.65782
2319 1389.7936 1.331846e+04 827.081027 2818.923994 675.0000 1243.20611
2320 1467.9957 7.895840e+03 1413.035700 2410.959798 1174.1811 1316.72106
2321 3000.0000 4.400000e+03 800.000000 1378.205907 250.0000 886.17237
2322 1000.0000 0.000000e+00 1002.231068 3000.000000 861.2597 660.43159
2323 699.9585 7.295365e+03 0.000000 3335.484028 571.0953 200.00000
2324 1666.3583 8.184800e+03 1786.497181 3421.990333 1413.4961 1706.77068
2325 1376.5592 7.968882e+03 1611.439828 1538.179303 1069.0123 1039.73901
2326 1245.8695 1.385577e+04 752.950582 4039.268139 1060.6037 1137.86116
2327 1130.0344 1.014799e+04 1115.648888 4899.929054 1096.6230 1032.88444
2328 967.6571 9.524269e+03 302.163218 1493.236847 664.6118 505.43206
2329 300.0000 1.350000e+04 0.000000 2545.993751 589.8194 600.00000
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2331 823.4450 9.447209e+03 0.000000 1685.091441 537.1399 350.74867
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2333 858.2178 2.170151e+03 1789.725576 5000.000000 1003.0750 565.51566
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2335 2679.0554 9.936706e+03 1428.319017 1958.135172 1931.2900 3278.09450
2336 1177.1422 8.973043e+03 241.534499 363.029147 716.0116 749.37909
2337 800.0000 7.831441e+03 0.000000 1362.937499 618.8983 650.00000
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2342 1069.7354 1.942477e+04 0.000000 2000.000000 1000.0000 797.57990
2343 1296.8970 1.043596e+04 374.402003 767.213063 831.5120 600.00000
2344 1299.3215 8.958565e+03 1750.000000 7931.727685 1484.0658 1593.43748
2345 972.0033 1.093238e+04 100.000000 2000.000000 679.9038 579.49824
2346 1811.3375 1.622015e+04 1965.884122 4260.707574 1556.4989 2500.00000
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2348 1305.4306 9.514307e+03 988.587385 4425.569349 1167.4996 1301.12662
2349 1017.9533 7.000000e+03 418.219111 5464.890639 1008.9857 1038.23253
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2351 798.1111 0.000000e+00 1066.666667 1400.000000 647.8943 364.40862
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2353 1000.0000 1.000000e+03 1226.470797 1122.526086 1500.0000 778.10903
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2356 500.0000 9.264729e+03 0.000000 3324.515536 701.1366 601.07745
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2358 1401.4293 1.850475e+04 600.000000 3250.340752 1101.7520 1236.50457
2359 1373.8397 1.194350e+04 974.256714 2000.000000 1025.5908 1125.61735
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2361 1362.4624 1.111975e+04 1094.067440 2852.011824 1093.8590 1191.37093
2362 1327.5909 1.306728e+04 1137.664349 3472.339450 1112.9885 1170.85935
2363 1264.8337 4.114286e+03 830.000000 1605.849848 1418.1818 3000.00000
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2366 503.8720 3.488131e+03 0.000000 4000.000000 400.0905 274.25624
2367 1019.1589 9.369740e+03 19.314839 1014.695426 636.8268 580.04935
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2371 1348.8161 1.468038e+04 728.980805 2786.063250 1031.1456 1167.40609
2372 1257.5151 9.870162e+03 0.000000 2009.653880 857.3574 1093.73166
2373 1377.7501 1.031308e+04 1244.999130 3666.666667 1180.1456 1293.89923
2374 1094.7744 1.002932e+04 565.159911 3306.573433 904.2828 875.59530
2375 1165.7226 1.638041e+04 500.000000 5000.000000 807.1108 1200.10320
2376 1076.4463 1.162162e+04 332.913574 2210.902324 783.5477 737.19691
2377 1788.6133 1.059305e+04 2000.000000 0.000000 1038.1028 1340.37199
2378 853.0570 8.210712e+03 145.254480 0.000000 390.9021 68.74338
2379 2817.3542 8.630462e+02 6476.360238 5207.639149 2781.3305 3291.59502
2380 888.3214 7.741169e+03 329.494128 2539.815235 698.5068 504.24568
2381 2068.9938 9.672099e+03 0.000000 0.000000 750.0000 2364.12550
2382 4473.1266 3.188830e+04 10581.213093 0.000000 3418.9838 4057.79378
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2384 1214.0829 9.350960e+03 1103.385161 2633.221857 987.9706 938.05674
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2393 2631.9338 9.000000e+03 7428.095627 16237.202376 3526.6451 3956.61113
2394 1022.9492 1.302676e+04 518.952533 3000.000000 827.5231 704.40357
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2396 500.0000 5.938385e+03 0.000000 2000.000000 563.1830 386.25915
2397 2021.3682 2.645167e+04 2000.000000 1220.856948 1257.6657 2063.65574
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2400 500.0000 5.315245e+03 868.750000 875.719438 1187.5000 733.33333
2401 1132.9271 1.124992e+04 581.491716 2000.000000 831.4645 781.21857
2402 1257.3045 1.343659e+04 700.000000 727.033467 823.3733 806.07888
2403 1389.1785 4.800000e+03 200.000000 218.805412 985.6460 964.66992
2404 1039.9978 1.103860e+04 457.248314 2405.963336 788.0704 687.40713
2405 1326.8788 1.115172e+04 1085.033614 2876.170652 1071.2257 1134.97300
2406 1000.0000 6.206701e+03 1277.439383 4752.131004 1228.2072 1328.20225
2407 1205.7591 9.726768e+03 505.747427 1268.320167 823.6127 851.42505
2408 830.7919 1.058397e+04 0.000000 2058.295229 420.0000 428.66587
2409 1074.0713 2.100000e+03 600.564681 839.916219 744.1852 662.86991
2410 1885.4113 1.164834e+04 2200.000000 3837.573420 1866.6667 2046.78413
2411 700.0000 1.026538e+04 1000.000000 3900.820503 1038.6023 1011.92250
2412 500.0000 1.442312e+04 605.349005 3171.982127 868.7046 769.65295
2413 1535.1079 1.000000e+04 1684.713804 6290.073123 1520.2670 1791.22419
2414 1173.0481 1.197215e+04 986.406828 2982.745784 965.1647 891.17438
2415 1255.7116 1.121567e+04 1066.965961 2924.488309 1025.9591 1022.17713
2416 1373.3957 1.111519e+04 1098.016546 2849.769423 1101.2849 1209.04236
2417 1298.7750 1.030158e+04 776.638045 1923.184660 956.5882 1035.74417
2418 1433.6296 1.105580e+04 1112.135093 2803.694167 1139.1255 1304.16680
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2499 1252.81831
2500 531.71765Gráfico de Cluster con factores
Cluster 1
|
Cluster 2
|
Cluster 3
|
Cluster 4
|
Cluster 1: Se encuentran las viviendas con mayores gastos hormiga, se puede observar que en general gastan poco en transporte, aunque su promedio en gasto de ellos es mayor al que engloba todos los grupos. Los consumos que más los diferencia es en desayunos, valor y pan, los cuales representan gastos en alimentación. Nombre: “Viviendas con mayores gastos hormiga”. Reune 208 hogares.
Cluster 2: Son los hogares que tienen como mayor gasto el transporte público (pasaje en bus, buseta y colectivo, y en taxi) en comparación con las otras viviendas, por lo que se puede inferir que no cuentan con transporte particular ya que su gasto en gasolina es algo inferior. Nombre “Viviendas con mayor gasto en transporte público”. Reune 859 hogares
Cluster 3:En este se presentan las viviendas que tienen un menor gastos hormigas, como en alimentación y minutos, lo que se puede observar al tener valores negativos en “test,value” que simboliza que su consumo o gasto en productos fuera de casa es muy bajo, prácticamente no son muy representativos. Esto puede significar que son hogares con pocos ingresos (bajo poder adquisitivo) por lo que no tienen el sustento económico para darse gastos por comodidades o disfrute no esenciales, u hogares ahorradores que prefieren consumir su mercado familiar. sin embargo en lo que más gastan sería en transporte. Nombre: “Viviendas con menor gasto hormiga” . Reune 1388 hogares.
Cluster 4: Se presentan hogares con menor gasto en transporte público por lo que es posible que cuenten con transporte particular, pues su promedio de gasto en gasolina es bastante mayor al global. Se puede inferir que son viviendas con buenos ingresos pues sus medias tienden a ser altas y puede que estén compuestas por un núcleo familiar adulto por el alto gasto en cigarrillos. Nombre “Viviendas con altos ingresos”. Reune 45 hogares.
CONCLUSIONES
Podemos concluir que la diferencia entre las dos técnicas usadas radica en sus objetivos, es decir, ACP se centra en reducir la dimensionalidad y encontrar las dimensiones que capturan la variabilidad máxima, mientras que la clusterización busca agrupar observaciones similares. Con la técnica de ACP pudimos comprender mejor las relaciones entre las variables pero la técnica de los clusters nos ofreció la facilidad de identificar patrones y comprender las características específicas de un grupo de viviendas de acuerdo a sus gastos.
Por otro lado observamos que la variable alojamiento tiene baja contribución, esto se debe a que es una de las variables con baja varianza que puede tener un loading o peso bajo en las componentes principales; básicamente sus valores no varían mucho entre las observaciones lo que puede tener un impacto limitado en el análisis del ACP, de hecho esta variable en la mayoría de los cluster representa el menor gasto en las viviendas.
Con las clasificaciones obtenidas de factores y clusters podemos interpretar diferentes situaciones, por ejemplo, en el caso de la clase tres que reúne el grupo de viviendas con menos gastos hormiga proporciona datos que pueden caracterizar su estado socioeconómico como hogares ahorradores, con estilo de vida consciente, priorización en necesidades básicas en lugar de compras compulsivas, pero también puede ser hogares con bajos ingresos mensuales, por ende se podría recopilar mayor información de su contexto financiero y proponer mejores políticas económicas que se adecuan a sus necesidades.
Con respecto al cluster uno y cuatro observamos que componen las viviendas más consumistas de productos o servicios fuera de casa, siendo su diferencia en que el cluster cuatro se aleja por el gasto en transporte público. En general son las viviendas que pueden tener un mejor poder adquisitivo o nivel de vida, pero si a largo tiempo no logran restringir estos gastos no esenciales podrían llegar a sufrir una crisis financiera en sus familias. Por lo tanto, el país como una medida política podría priorizar campañas de educación financieras para brindarle las herramientas que les permita ahorrar y mejorar su distribución del dinero.