Modelo de Regresión Multiple


0. Carga de librerías

library(dplyr)
## 
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
## 
##     filter, lag
## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union
library(scatterplot3d)
library(gt)
library(htmltools)

1. Carga de datos

setwd("/cloud/project/")
datos <- read.csv("DerramesEEUU.csv", header = TRUE, sep=";" , dec=",", na.strings = "-")

2. Selección de tres variables (Causa y Efecto)

Causa y efecto

Se eligió la Liberación Involuntaria de Barriles (\(y\)) como variable dependiente por ser el indicador crítico del derrame. Como variables independientes se seleccionaron la Pérdida Neta (\(x_1\)) y los Costos de Respuesta de Emergencia (\(x_2\)), debido a que un mayor volumen de hidrocarburo perdido incrementa directamente los recursos y costos operativos necesarios para su mitigación.

# Definición teórica de causa y efecto
y <- as.numeric(datos$LiberacionInvoluntariaBarriles)
x1 <- as.numeric(datos$PerdidaNetaBarriles)
x2 <- as.numeric(datos$CostosRespuestaEmergencia)

datos_interes <- data.frame(y, x1, x2)
cat("Tamaño muestral inicial = ", nrow(datos_interes))
## Tamaño muestral inicial =  2760

3. Tabla de Tripleta de Valores

calcular_limites <- function(x) {
  lim_inf <- quantile(x, 0.01, na.rm = TRUE)
  lim_sup <- quantile(x, 0.99, na.rm = TRUE)
  return(list(inf = lim_inf, sup = lim_sup))
}

lim_LINB <- calcular_limites(datos_interes$y)
lim_PNB  <- calcular_limites(datos_interes$x1)
lim_CRE  <- calcular_limites(datos_interes$x2)

TTP <- datos_interes %>%
  filter(
    y >= lim_LINB$inf, y <= lim_LINB$sup,
    x1 >= lim_PNB$inf,  x1 <= lim_PNB$sup,
    x2 >= lim_CRE$inf,  x2 <= lim_CRE$sup
  )

cat("Tamaño muestral depurado del modelo = ", nrow(TTP))
## Tamaño muestral depurado del modelo =  2698
# Tabla interactiva con gt
tabla_ttp <- TTP %>%
  gt() %>%
  cols_align(align = "center", columns = everything()) %>%
  fmt_number(columns = everything(), decimals = 2) %>%
  tab_header(
    title = md("*Tabla N°1*"),
    subtitle = md("*Tripleta de valores de Liberación Involuntaria (y), Pérdida Neta (x1) y Costos de Emergencia (x2)*")
  ) %>%
  tab_source_note(
    source_note = md(paste0("**Nota:** Tamaño muestral n = ", nrow(TTP), " observaciones."))
  )

div(style = "height:400px; overflow-y:auto;", tabla_ttp)
Tabla N°1
Tripleta de valores de Liberación Involuntaria (y), Pérdida Neta (x1) y Costos de Emergencia (x2)
y x1 x2
0.24 0.17 0.00
1,700.00 1.00 0.00
0.36 0.36 0.00
1.31 1.31 1,000.00
0.36 0.12 400.00
4.00 0.00 2,445.00
0.60 0.60 10,999.00
2.00 0.00 2,000.00
7.88 0.80 15,000.00
33.80 33.80 0.00
0.23 0.00 3,500.00
7.52 7.52 12,400.00
14.00 0.00 5,000.00
2.00 2.00 2,000.00
3.00 0.01 15,000.00
1.00 1.00 3,790.00
0.71 0.00 540.00
1.70 1.70 0.00
0.24 0.24 4,000.00
1.00 1.00 0.00
3.00 0.00 7,971.00
0.50 0.50 1,863.00
0.50 0.00 2,500.00
0.24 0.00 2,500.00
920.00 121.00 1,800,000.00
0.98 0.98 0.00
2.00 2.00 7,872.00
15.00 5.00 5,589.00
0.48 0.48 1,000.00
85.00 0.00 30,000.00
20.00 20.00 0.00
241.00 241.00 0.00
0.10 0.00 145,736.00
0.00 0.00 0.00
288.50 288.50 0.00
48.00 42.88 70,000.00
0.53 0.53 0.00
0.50 0.50 0.00
6.20 6.20 5,000.00
5.00 3.00 0.00
48.00 0.00 100,000.00
0.29 0.29 2,659.00
12.00 0.00 5,500.00
1.00 1.00 3,000.00
0.12 0.00 1,500.00
2.40 2.40 2,520.00
4.00 0.00 2,500.00
0.76 0.76 630.00
2.30 2.30 0.00
0.48 0.36 2,000.00
8.19 0.00 25,000.00
8.36 8.36 0.00
3.00 3.00 0.00
406.00 406.00 0.00
2.50 0.00 31,813.00
0.02 0.02 35,946.00
1.00 1.00 0.00
0.67 0.00 1,000.00
1.70 1.70 0.00
4.10 4.10 15,000.00
4.46 4.46 7,000.00
87.00 87.00 10,000.00
6.76 0.00 105,000.00
2,530.00 2,530.00 975.00
0.36 0.36 41,800.00
1.00 1.00 100.00
20.00 0.00 19,083.00
4.00 0.00 57,000.00
0.89 0.89 0.00
33.00 33.00 3,000.00
4.88 4.88 0.00
40.00 16.00 44,678.00
3.00 0.00 200,000.00
2.00 0.00 30,000.00
1.00 0.00 50,000.00
23.00 23.00 3,400.00
79.00 0.00 100,000.00
0.38 0.38 0.00
1,967.00 1,967.00 1,500.00
50.00 50.00 1,000.00
3.57 0.00 4,500.00
15.00 15.00 1,000.00
2.00 2.00 1,000.00
1.00 1.00 5,000.00
1,250.00 1,035.00 101,501.00
80.00 80.00 9,700.00
0.35 0.35 31,650.00
3.43 3.43 5,000.00
120.00 79.00 230,000.00
1,669.00 1,659.00 110,000.00
0.70 0.70 15,000.00
0.48 0.00 0.00
2.62 0.00 0.00
3.26 3.26 40,000.00
4.00 3.00 100,000.00
100.00 100.00 212,385.00
0.35 0.35 0.00
700.00 2.00 7,500.00
0.16 0.00 0.00
85.00 85.00 0.00
83.00 83.00 25,000.00
50.00 50.00 12,000.00
0.48 0.00 0.00
1.43 1.43 20,000.00
360.00 360.00 1,500.00
300.00 32.00 0.00
38.00 14.00 15,000.00
100.00 100.00 15,000.00
56.00 56.00 250,000.00
45.00 45.00 1,000,000.00
10.00 10.00 13,000.00
0.60 0.00 3,000.00
0.29 0.00 1,900.00
20.00 0.00 6,977.00
500.00 500.00 450,000.00
40.00 2.00 9,940.00
1.00 1.00 0.00
4.00 0.43 0.00
0.50 0.00 12,000.00
0.01 0.00 27,000.00
3,104.00 3,104.00 49,093.00
0.50 0.50 0.00
0.45 0.00 1,000.00
5.00 0.00 0.00
0.00 0.00 10,500.00
2.40 0.00 160,080.00
1.00 1.00 10,000.00
35.00 0.00 30,000.00
0.20 0.20 0.00
1.70 0.80 120,000.00
200.00 80.00 2,835.00
0.00 0.00 0.00
1,000.00 530.00 5,546.00
30.00 10.00 1,000.00
0.16 0.00 0.00
0.23 0.23 1,350.00
803.00 627.00 0.00
100.00 100.00 96,446.00
5.00 0.00 325,000.00
3.06 3.06 10,000.00
600.00 304.00 200,000.00
100.00 100.00 20,000.00
0.23 0.00 135,935.00
0.50 0.50 5,150.00
10.00 10.00 5,000.00
1.50 1.50 0.00
222.00 0.00 96,753.00
5.23 5.23 0.00
0.23 0.23 0.00
140.00 55.00 10,000.00
656.00 656.00 0.00
20.00 0.00 3,000.00
0.48 0.00 2,750.00
3.60 3.60 500.00
183.00 2.00 10,000.00
2.00 2.00 10,000.00
228.00 205.00 65,000.00
0.12 0.12 6,000.00
204.00 15.00 1,745,562.00
6.30 6.30 0.00
2.70 0.00 3,800.00
0.60 0.20 5,000.00
0.24 0.00 0.00
20.00 20.00 0.00
2,184.00 1,990.00 240,000.00
0.36 0.36 3,000.00
0.44 0.44 0.00
131.00 0.00 100,000.00
4.00 0.00 600.00
1.00 0.75 0.00
3.00 3.00 25,000.00
1.00 0.50 0.00
0.01 0.00 53,360.00
9.29 0.00 0.00
0.48 0.48 0.00
3.00 3.00 4,321.00
1.50 0.00 2,850.00
0.36 0.36 0.00
0.20 0.20 0.00
26.00 6.00 26,000.00
0.53 0.53 0.00
27.40 0.00 40,000.00
0.24 0.24 0.00
0.24 0.24 15,000.00
20.00 5.00 250,000.00
590.00 290.00 50,000.00
2.00 2.00 500.00
0.12 0.00 0.00
5.00 5.00 0.00
60.00 2.00 10,500.00
1,958.00 1,905.00 2,000.00
3,784.00 2,237.00 1,800,000.00
25.00 0.00 75,000.00
0.30 0.00 0.00
0.20 0.20 1,500.00
3.68 0.00 10,000.00
0.20 0.20 25,000.00
1.50 1.50 0.00
0.00 0.00 0.00
2.38 0.00 2,800.00
22.00 1.00 15,060.00
35.00 0.00 65,227.00
20.00 0.00 50,000.00
4.00 0.00 0.00
25.00 0.00 0.00
0.70 0.00 2,700.00
0.00 0.00 0.00
0.02 0.00 25,000.00
10.52 2.62 12,000.00
0.24 0.00 50,000.00
0.23 0.00 1,500.00
1.00 0.00 0.00
0.38 0.00 0.00
1,030.00 535.00 524,000.00
60.00 1.00 3,400.00
1.90 0.47 10,000.00
4.83 4.83 1,440.00
29.00 0.00 1,096.00
40.00 0.00 22,550.00
23.00 1.00 84,345.00
595.00 324.00 497,010.00
2,490.00 0.00 0.00
28.00 28.00 0.00
0.24 0.24 500.00
11.90 5.95 1,500.00
0.14 0.14 0.00
0.50 0.50 50.00
21.00 21.00 0.00
1.50 1.50 0.00
3.20 3.20 120.00
1.11 1.11 120.00
2.00 2.00 120.00
30.00 30.00 0.00
0.85 0.85 0.00
0.85 0.85 0.00
20.00 7.00 750.00
20.00 20.00 0.00
3.99 3.99 0.00
3.44 3.44 0.00
0.74 0.74 100.00
2.60 2.60 100.00
4.50 4.50 0.00
0.95 0.95 0.00
11.00 11.00 155.00
15.00 9.00 20,000.00
0.94 0.00 35,000.00
0.12 0.00 0.00
0.22 0.00 2,000.00
84.00 1.00 5,849.00
440.00 195.00 5,000.00
0.24 0.05 0.00
1.00 1.00 0.00
116.00 76.00 5,000.00
150.00 20.00 500.00
20.00 18.00 7,500.00
0.36 0.36 100.00
0.74 0.00 0.00
0.50 0.00 3,000.00
0.48 0.00 0.00
1.20 0.00 3,623.00
0.19 0.19 0.00
20.00 20.00 500.00
1.00 0.00 70,000.00
482.00 432.00 149,000.00
1,000.00 995.00 3,000.00
0.55 0.00 500.00
3.75 3.75 0.00
0.17 0.00 0.00
0.36 0.36 0.00
4.00 0.00 2,500.00
5.95 0.00 40,000.00
4.50 0.00 500.00
5.00 0.00 500.00
0.50 0.00 1,500.00
0.19 0.00 500.00
1.00 0.02 17,000.00
100.00 0.00 1,000.00
2.00 0.00 1,000.00
1,855.00 0.00 26,500.00
0.24 0.00 1,000.00
0.71 0.00 2,000.00
0.02 0.02 0.00
0.70 0.00 380.00
0.48 0.00 2,000.00
0.12 0.00 0.00
3.00 1.33 3,000.00
508.00 8.00 40,000.00
0.76 0.00 0.00
31.00 4.00 17,221.00
30.00 0.00 6,000.00
0.35 0.00 500.00
0.23 0.00 0.00
1.90 0.00 200.00
115.00 70.00 340,000.00
0.24 0.00 800.00
1.00 0.75 1,000.00
0.60 0.00 0.00
0.12 0.00 4,000.00
0.83 0.00 5,000.00
0.12 0.00 0.00
1.42 0.42 2,000.00
0.95 0.12 1,000.00
168.00 93.00 1,000.00
0.12 0.00 0.00
0.12 0.00 0.00
1.79 0.89 10,000.00
0.36 0.00 0.00
0.24 0.00 200.00
1.19 0.09 5,000.00
0.35 0.00 0.00
15.00 0.00 20,000.00
250.00 250.00 130,000.00
0.71 0.00 125.00
5.95 0.00 13,000.00
0.71 0.71 0.00
262.00 20.00 5,000.00
0.24 0.00 6,000.00
3,117.00 3,117.00 255,000.00
0.00 0.00 0.00
2.00 0.00 8,682.00
0.14 0.00 0.00
0.24 0.00 0.00
0.50 0.30 0.00
0.12 0.12 600.00
2.50 2.50 0.00
239.00 19.00 15,000.00
3.00 3.00 5,000.00
2.00 0.00 0.00
70.00 0.50 0.00
1.00 0.88 0.00
10.00 2.00 0.00
1.09 1.09 750.00
15.00 5.00 0.00
10.00 8.00 0.00
1.00 1.00 0.00
0.24 0.24 0.00
1.00 0.00 0.00
4.50 0.50 0.00
0.71 0.71 0.00
10.00 0.00 5,000.00
0.60 0.60 10,000.00
0.60 0.60 4,500.00
125.00 0.00 700,000.00
17.00 5.00 3,000.00
3.00 0.17 7,550.00
3.00 0.00 2,500.00
15.67 15.67 5,000.00
1.00 0.00 1,000.00
0.95 0.00 2,500.00
3.49 3.49 0.00
2.00 2.00 0.00
25.00 25.00 2,000.00
6.00 1.00 0.00
0.50 0.50 0.00
210.00 200.00 500.00
3.00 3.00 2,066.00
0.23 0.23 0.00
6.00 3.00 18,000.00
1.50 1.50 5,000.00
1.00 1.00 0.00
1.00 1.00 0.00
75.00 15.00 10,000.00
3.00 0.00 6,000.00
1.00 0.50 500.00
1.00 0.80 0.00
8.00 1.00 1,000.00
90.00 0.00 120,000.00
10.00 0.00 10,000.00
4.25 0.25 0.00
1.00 1.00 0.00
12.00 12.00 0.00
0.60 0.00 0.00
0.23 0.00 150.00
0.95 0.00 5,500.00
1.19 0.00 4,500.00
75.00 11.00 67,207.00
0.48 0.00 3,003.00
38.50 0.00 50,000.00
0.17 0.17 0.00
0.24 0.04 50,000.00
1.00 0.50 0.00
7.00 2.00 812.00
0.19 0.00 1,026.00
198.00 2.00 11,470.00
75.00 17.00 15,715.00
100.00 10.00 15,000.00
0.52 0.00 0.00
3.00 0.00 5,000.00
0.19 0.00 500.00
0.24 0.03 1,800.00
1.00 1.00 300.00
2.00 2.00 1,952.00
0.12 0.00 0.00
0.24 0.00 1,500.00
1.00 1.00 0.00
1.00 1.00 1,598.00
200.00 200.00 1,400.00
25.00 25.00 5,000.00
0.23 0.03 0.00
3.00 3.00 2,520.00
2.00 2.00 2,500.00
0.10 0.10 0.00
1.00 1.00 0.00
2.00 0.50 22,457.00
2.00 2.00 0.00
0.48 0.48 0.00
0.48 0.48 0.00
0.87 0.00 10,000.00
88.10 2.40 0.00
4.00 1.00 0.00
2.00 0.00 0.00
0.14 0.14 0.00
3.00 2.00 0.00
1.00 1.00 8,012.00
5.00 3.00 215,000.00
1.30 1.30 0.00
70.00 0.00 0.00
60.00 10.00 184,745.00
10.00 0.00 0.00
8.00 2.00 5,634.00
304.00 91.00 97,534.00
4.14 0.00 0.00
38.00 0.00 257,250.00
0.24 0.24 0.00
13.00 3.00 2,382.00
2.00 2.00 900.00
0.12 0.12 125.00
0.12 0.12 400.00
10.00 2.00 783.00
0.24 0.00 0.00
5.00 5.00 9,106.00
3.00 0.00 0.00
1.00 0.00 300.00
0.24 0.00 0.00
0.50 0.50 1,000.00
4.50 0.00 1,500.00
1,100.00 0.00 0.00
14.00 0.00 50,000.00
41.64 0.00 43,000.00
1.21 0.00 0.00
1.00 1.00 0.00
20.00 20.00 0.00
19.86 19.86 0.00
0.36 0.00 125.00
9.00 0.00 700.00
0.00 0.00 100,000.00
3.00 0.00 1,500.00
125.00 0.00 8,400.00
1.00 0.00 0.00
2.00 0.00 750.00
3.00 0.00 2,200.00
5.00 0.00 2,700.00
1.50 0.50 0.00
1.50 0.00 4,000.00
1.00 0.00 3,000.00
9.00 0.00 600.00
275.00 0.00 6,000.00
123.00 0.00 7,992.00
4.00 0.00 1,500.00
73.00 0.00 9,000.00
80.00 0.00 5,000.00
60.00 0.00 260,000.00
0.00 0.00 0.00
15.00 0.00 2,500.00
10.00 0.00 3,000.00
4.00 0.00 1,500.00
10.00 0.00 7,000.00
3.00 0.00 700.00
27.00 0.00 50,000.00
2.00 0.50 3,500.00
0.35 0.35 2,000.00
2.50 2.50 5,192.00
0.71 0.71 500.00
0.36 0.36 2,000.00
0.48 0.48 0.00
0.12 0.12 0.00
0.50 0.50 1,588.00
78.00 0.00 150,000.00
2.00 2.00 5,395.00
4.00 3.00 1,600.00
1.50 1.50 2,394.00
8.00 2.00 23,767.00
1.00 1.00 1,309.00
78.00 58.00 6,500.00
0.50 0.50 7,973.00
4.00 1.00 2,964.00
0.50 0.50 1,261.00
0.48 0.48 2,293.00
1.00 1.00 1,659.00
4.50 0.00 5,000.00
2.90 0.00 20,000.00
0.50 0.00 5,000.00
0.24 0.00 0.00
1.00 0.17 1,800.00
10.00 0.00 53,300.00
2.00 1.00 100.00
100.00 98.00 46,829.00
3.00 2.50 2,000.00
6.00 6.00 12,728.00
37.16 37.16 0.00
1.00 0.40 10,000.00
0.14 0.14 2,000.00
0.50 0.50 0.00
1.00 1.00 2,000.00
3.00 3.00 5,613.00
0.36 0.36 2,481.00
3.00 0.00 4,665.00
1.00 0.50 2,500.00
1.00 0.95 7,967.00
0.12 0.12 755.00
286.00 95.00 212,000.00
4.50 4.50 0.00
2.00 0.00 15,000.00
1.00 0.00 0.00
45.00 0.00 4,000.00
13.00 0.00 25,000.00
382.00 382.00 0.00
3.00 3.00 0.00
22.00 22.00 0.00
4.30 4.30 0.00
2.00 2.00 0.00
0.28 0.28 700.00
5.00 5.00 0.00
21.00 0.00 13,357.00
9.00 0.00 20,000.00
1.00 0.00 5,000.00
1.50 0.00 1,000.00
115.00 0.00 1,538.00
142.00 2.00 1,500.00
99.00 6.00 3,500.00
2.11 0.00 0.00
15.00 5.00 2,000.00
0.37 0.00 5,000.00
0.30 0.00 0.00
1.00 1.00 0.00
1.00 1.00 0.00
4.76 0.00 27,095.00
0.36 0.00 5,000.00
0.36 0.00 2,500.00
3.09 0.00 40.00
23.00 0.00 1,000.00
2,580.00 1,119.00 1,700,000.00
308.00 0.00 1,570,000.00
3.26 0.00 24,825.00
0.24 0.00 5,000.00
0.24 0.00 5,000.00
2.38 0.00 5,000.00
0.11 0.11 155,000.00
400.00 0.00 250,000.00
15.00 0.00 85,000.00
8.50 0.00 120,000.00
15.00 0.00 2,800.00
15.00 0.00 2,000.00
25.00 0.00 2,000.00
600.00 0.00 60,000.00
0.71 0.00 670.00
1.00 0.05 0.00
0.98 0.00 0.00
1.00 1.00 0.00
2.00 2.00 0.00
0.64 0.00 450.00
0.24 0.00 3,000.00
0.28 0.00 0.00
1.80 0.00 40,000.00
5.95 0.00 3,000.00
0.79 0.00 20,000.00
35.00 0.00 1,085.00
23.50 0.00 9,000.00
6.00 0.00 3,500.00
3.00 0.00 101,000.00
0.78 0.00 0.00
0.19 0.00 30,000.00
0.37 0.37 600.00
20.00 0.00 152,500.00
26.00 26.00 200.00
15.15 15.15 0.00
3.88 3.88 0.00
299.00 299.00 250.00
2.00 0.00 0.00
0.46 0.00 360.00
0.16 0.00 550.00
2.00 0.00 2,000.00
1.00 0.00 1,000,000.00
3.00 0.00 4,000.00
0.36 0.00 3,000.00
20.00 0.00 4,000.00
0.71 0.00 3,000.00
0.12 0.00 0.00
3.00 0.00 2,000.00
1.00 0.00 0.00
0.71 0.00 9,034.00
27.29 0.00 0.00
4.70 4.10 3,500.00
3.00 3.00 1,800.00
0.60 0.00 0.00
7.14 0.00 60,000.00
0.02 0.02 0.00
5.00 5.00 0.00
0.24 0.05 0.00
2.00 0.00 1,000.00
0.36 0.00 35,000.00
0.71 0.00 2,314.00
0.71 0.00 2,007.00
7.50 0.00 5,000.00
4.00 0.00 0.00
8.00 0.00 12,000.00
161.00 0.00 10,900.00
0.48 0.00 0.00
53.00 2.00 0.00
3.00 1.00 6,500.00
10.00 5.00 3,500.00
6.00 2.00 3,000.00
0.83 0.00 1,800.00
29.40 13.40 40,000.00
0.48 0.48 0.00
5.00 2.00 3,000.00
3.00 1.00 2,000.00
0.40 0.40 0.00
0.24 0.00 2,000.00
0.60 0.00 5,000.00
5.00 2.00 0.00
0.95 0.10 0.00
0.50 0.00 10,000.00
0.83 0.00 0.00
0.59 0.00 2,000.00
0.71 0.71 2,200.00
10.00 10.00 0.00
0.36 0.00 0.00
0.48 0.48 0.00
0.71 0.11 0.00
2.00 0.81 0.00
4.70 4.10 8,000.00
2.30 0.00 3,000.00
240.00 0.00 2,000.00
5.30 0.00 23,025.00
0.20 0.20 0.00
1.00 1.00 0.00
158.40 5.60 5,746.00
7.30 5.30 3,000.00
0.30 0.00 4,800.00
10.00 9.00 6,700.00
4.00 0.00 35,000.00
3.10 0.00 4,000.00
1,500.00 1,245.00 915,512.00
0.24 0.00 0.00
121.00 85.00 5,000.00
1.50 0.00 0.00
10.00 0.00 2,500.00
1.00 0.00 5,300.00
13.00 1.00 0.00
32.00 2.00 0.00
0.95 0.00 6,300.00
2.38 0.00 174,672.00
0.83 0.00 400.00
0.20 0.00 4,637.00
91.00 12.00 171,265.00
96.00 0.00 34,650.00
4.47 0.00 42,451.00
0.08 0.00 0.00
0.60 0.00 14,114.00
1.50 0.00 3,700.00
0.15 0.00 0.00
80.00 0.00 22,572.00
13.00 0.00 46,135.00
1.30 0.00 0.00
0.29 0.00 25,000.00
1.60 0.00 100.00
0.14 0.00 2,500.00
0.40 0.00 500.00
0.10 0.00 56,000.00
0.20 0.00 15,504.00
0.48 0.48 0.00
1.90 1.90 7,600.00
0.24 0.24 0.00
0.83 0.00 0.00
1.00 0.09 0.00
0.12 0.12 0.00
0.23 0.00 600.00
1.20 0.10 5,000.00
0.67 0.15 12,000.00
117.00 117.00 5,000.00
1.00 0.75 500.00
2.00 2.00 4,000.00
40.00 0.00 0.00
1.30 0.00 2,000.00
0.95 0.00 500.00
0.47 0.00 3,400.00
0.45 0.45 500.00
10.00 0.00 3,000.00
0.24 0.00 1,000.00
0.20 0.00 700.00
1.00 1.00 0.00
7.00 7.00 10,000.00
0.12 0.00 5,000.00
5.00 5.00 120,000.00
2.90 2.90 0.00
50.00 0.00 10,000.00
0.40 0.00 0.00
6.00 0.00 0.00
35.00 5.00 0.00
0.38 0.00 0.00
2.00 0.00 0.00
1.00 0.00 160.00
4.00 2.00 5,500.00
0.71 0.71 0.00
47.00 0.00 5,000.00
40.00 20.00 0.00
0.40 0.00 0.00
23.00 15.00 30,791.00
1.00 0.00 0.00
0.42 0.00 0.00
1.19 0.00 0.00
2.00 0.00 780.00
0.25 0.05 0.00
0.12 0.00 0.00
10.00 0.00 0.00
2.00 0.00 0.00
1.00 0.00 0.00
0.12 0.03 100.00
0.50 0.10 500.00
1.00 0.00 0.00
0.48 0.08 0.00
35.26 0.00 0.00
0.12 0.00 0.00
0.83 0.00 5,000.00
0.59 0.00 0.00
1.00 0.00 0.00
675.00 675.00 135,000.00
20.00 20.00 67,000.00
3.00 1.00 0.00
0.48 0.48 0.00
75.00 45.00 28,546.00
0.24 0.00 12,500.00
0.69 0.00 500.00
0.24 0.24 25,000.00
2.00 0.00 1,000.00
0.20 0.00 1,500.00
2.65 0.00 18,000.00
0.36 0.00 30,000.00
11.00 0.00 200,000.00
3.50 0.90 60,000.00
0.38 0.00 5,000.00
1.19 0.00 20,000.00
1.38 0.12 23,250.00
0.21 0.00 7,000.00
0.95 0.00 10,000.00
0.83 0.04 5,000.00
0.36 0.00 2,700.00
14.00 0.79 22,733.00
0.40 0.00 0.00
0.87 0.00 13,372.00
2.50 0.00 3,000.00
5.40 0.00 30,000.00
0.33 0.00 0.00
0.95 0.00 59,868.00
0.31 0.00 10,000.00
0.20 0.00 0.00
131.30 25.40 200,000.00
2.00 1.00 3,000.00
400.00 160.00 10,000.00
0.24 0.05 200.00
0.35 0.16 180.00
0.38 0.17 500.00
2.00 0.00 300.00
15.00 0.80 5,000.00
17.00 3.00 2,500.00
150.00 50.00 5,000.00
3.00 3.00 50,000.00
0.60 0.00 0.00
0.48 0.48 0.00
0.90 0.90 700.00
0.50 0.00 7,661.00
0.38 0.38 0.00
0.50 0.00 4,000.00
8.62 8.62 10,000.00
3.00 0.00 23,199.00
0.30 0.00 3,500.00
90.00 0.00 20,000.00
20.00 0.00 51,000.00
2.00 0.05 3,102.00
1.00 1.00 51,000.00
0.23 0.00 2,500.00
53.30 15.50 20,000.00
0.70 0.00 1,362.00
1,330.00 1,330.00 0.00
2.00 0.00 3,500.00
10.00 10.00 33,632.00
3.00 0.00 1,500.00
0.60 0.00 0.00
0.47 0.00 1,000.00
0.43 0.00 0.00
2.00 2.00 38,000.00
0.70 0.00 0.00
1.60 1.60 0.00
135.00 5.00 0.00
0.47 0.00 1,400.00
1.50 0.00 0.00
1.00 0.00 1,500.00
190.76 50.76 900,000.00
24.20 0.00 82,641.00
2.20 0.00 7,500.00
1.00 1.00 0.00
50.00 0.00 5,000.00
0.48 0.00 5,200.00
0.30 0.30 4,075.00
250.00 100.00 10,000.00
37.50 17.50 12,420.00
0.71 0.00 0.00
0.24 0.07 124,000.00
4,153.00 3,034.00 25,000.00
0.48 0.24 500.00
0.28 0.00 0.00
3.00 2.00 1,500.00
1.00 0.00 0.00
0.48 0.00 38,716.00
75.00 0.00 59,580.00
1.00 0.00 15,000.00
2.20 0.00 19,180.00
0.02 0.02 495,000.00
0.10 0.00 5,000.00
100.00 0.00 35,000.00
0.23 0.00 0.00
0.23 0.00 0.00
0.35 0.35 0.00
1.00 0.80 200.00
0.30 0.03 0.00
0.02 0.02 0.00
0.24 0.00 250.00
0.24 0.05 500.00
0.67 0.00 500.00
0.42 0.00 1,000.00
5.75 0.00 0.00
6.71 0.00 12,000.00
0.35 0.00 1,000.00
19.60 0.00 50,000.00
85.00 1.00 42,000.00
3.50 0.50 2,000.00
0.60 0.00 2,500.00
2.00 1.00 500.00
5.60 0.00 45,000.00
20.00 0.00 10,000.00
0.38 0.00 9,000.00
5.50 0.00 1,500.00
2.40 0.00 14,000.00
189.00 0.00 50,000.00
7.00 0.00 3,000.00
3.00 1.00 5,100.00
11.00 0.00 100,000.00
0.71 0.00 5,000.00
2.00 0.50 5,000.00
0.10 0.00 0.00
200.00 0.00 250,000.00
0.20 0.00 18,000.00
0.84 0.00 5,000.00
0.48 0.00 6,000.00
0.50 0.00 1,000.00
0.20 0.00 3,500.00
0.90 0.00 40,000.00
2.00 0.00 13,245.00
0.84 0.00 2,000.00
0.50 0.00 15,000.00
0.14 0.00 0.00
1.50 0.00 15,000.00
200.00 200.00 0.00
0.34 0.00 2,000.00
53.18 0.00 0.00
16.00 0.00 0.00
0.47 0.00 10,000.00
0.47 0.00 50.00
2.00 0.00 0.00
0.48 0.00 10,000.00
0.70 0.00 4,400.00
0.30 0.00 1,900.00
12.50 0.00 84,000.00
3.30 1.30 15,000.00
69.00 1.00 300,000.00
0.45 0.00 2,000.00
8.54 0.00 16,000.00
0.80 0.00 0.00
0.19 0.00 2,170.00
0.29 0.00 0.00
0.45 0.09 4,500.00
1.74 0.00 15,000.00
0.52 0.00 48,000.00
0.40 0.40 2,153.00
8.62 0.00 18,588.00
1.17 0.17 7,745.00
0.55 0.00 0.00
1.35 0.00 4,500.00
1.20 0.00 56,000.00
3.00 0.00 0.00
0.38 0.36 19,000.00
0.83 0.00 0.00
1.29 0.00 0.00
10.83 9.52 0.00
3.57 0.00 24,650.00
3.36 0.00 5,000.00
0.48 0.12 0.00
0.24 0.00 12,200.00
1.48 0.00 0.00
0.43 0.00 19,800.00
220.00 0.00 10,000.00
0.24 0.24 0.00
20.00 2.00 22,957.00
0.12 0.00 1,000.00
20.00 5.00 0.00
21.00 0.00 0.00
16.10 0.00 99,647.00
3.00 0.00 60,000.00
0.01 0.01 0.00
0.36 0.00 5,000.00
1.00 0.00 2,400.00
323.80 23.30 64,000.00
0.30 0.00 5,964.00
0.36 0.00 1,084.00
3.33 0.00 22,010.00
0.83 0.00 75,000.00
20.00 10.00 0.00
19.00 9.00 0.00
1.83 0.00 3,500.00
1.20 0.00 2,000.00
1.00 1.00 0.00
2.00 0.00 5,000.00
0.60 0.00 150.00
197.00 0.00 75,000.00
1.90 0.00 10,000.00
0.40 0.30 20,000.00
30.00 5.00 5,000.00
0.54 0.00 0.00
9.00 9.00 1,275.00
5.00 5.00 0.00
2.00 0.00 400.00
80.00 0.00 0.00
2,880.00 2,880.00 120.00
2.50 0.00 15,360.00
12.00 0.00 3,000.00
0.20 0.00 0.00
0.95 0.00 3,500.00
2.00 0.00 8,775.00
1.85 0.02 2,000.00
0.31 0.31 0.00
0.60 0.00 7,000.00
0.36 0.00 0.00
86.00 0.00 200,000.00
3.00 0.00 10,000.00
1.00 0.00 0.00
6.00 0.00 500.00
217.00 217.00 60.00
100.00 65.00 35,000.00
24.00 0.00 80,000.00
1.00 0.00 1,500.00
0.17 0.00 3,500.00
0.95 0.00 25,000.00
0.29 0.00 47,000.00
15.00 0.00 80,000.00
0.48 0.00 0.00
0.60 0.00 0.00
4.50 0.00 3,000.00
1.00 0.00 0.00
4.00 4.00 1,000.00
10.00 0.60 24,904.00
70.00 2.00 30,000.00
0.72 0.36 2,000.00
10.00 0.00 45,000.00
0.24 0.00 0.00
0.36 0.00 5,000.00
0.24 0.00 5,000.00
0.75 0.00 5,000.00
0.48 0.00 11,300.00
1.43 0.00 3,000.00
0.25 0.00 400.00
0.74 0.74 500.00
7.00 0.00 6,000.00
1.00 1.00 0.00
1.00 1.00 0.00
1.00 1.00 0.00
1.50 1.50 0.00
0.16 0.16 0.00
0.24 0.24 0.00
6.00 0.00 4,000.00
445.00 445.00 324,000.00
12.00 12.00 0.00
155.00 0.00 84,000.00
0.48 0.00 0.00
3.00 3.00 0.00
3.40 3.40 0.00
0.30 0.30 0.00
0.60 0.00 0.00
0.25 0.10 0.00
0.25 0.05 250.00
0.48 0.00 2,000.00
1.19 0.00 10,100.00
0.70 0.00 3,000.00
4.10 0.00 250,000.00
0.50 0.00 750.00
200.00 200.00 150,000.00
0.25 0.25 20,000.00
1.00 0.00 9,000.00
0.81 0.12 0.00
0.24 0.00 0.00
1.00 0.00 0.00
20.00 0.00 120,000.00
3.81 2.38 14,248.00
928.50 0.00 100,000.00
4.00 4.00 30.00
1.00 0.00 2,000.00
26.00 10.00 5,000.00
3.70 3.70 3,400.00
1.00 0.00 250.00
870.00 50.00 150,000.00
1.57 1.57 0.00
0.27 0.00 1,500.00
2.00 2.00 0.00
0.01 0.00 0.00
3.42 0.00 11,217.00
0.24 0.24 0.00
48.00 32.00 47,583.00
0.20 0.00 21,025.00
0.71 0.00 4,000.00
0.04 0.04 0.00
9.00 9.00 0.00
0.10 0.10 6,000.00
0.60 0.00 38,000.00
0.24 0.00 60,000.00
2.00 0.50 10,000.00
350.00 230.00 16,400.00
5.88 5.88 0.00
9.00 0.00 10,000.00
329.00 329.00 250,000.00
33.79 13.79 600.00
0.24 0.00 35,000.00
70.00 10.00 14,183.00
20.00 20.00 4,000.00
25.00 25.00 5,400.00
25.00 25.00 0.00
0.12 0.00 15,000.00
200.00 158.00 20,000.00
0.24 0.00 2,000.00
0.48 0.00 6,000.00
1.00 0.00 4,500.00
0.50 0.50 1,500.00
1.00 0.00 450.00
1,187.69 1,187.69 0.00
1.17 0.00 15,000.00
15.00 13.00 0.00
0.90 0.90 1,000.00
0.48 0.00 0.00
0.36 0.00 0.00
1.20 1.20 30,000.00
0.45 0.00 6,000.00
0.60 0.00 8,250.00
3.00 2.00 16,904.00
15.50 0.00 23,000.00
1.36 0.00 20,000.00
15.00 15.00 3,000.00
4.00 4.00 500.00
7.00 7.00 7,000.00
125.00 0.00 2,000.00
1.70 0.00 3,500.00
0.20 0.00 0.00
0.23 0.00 0.00
0.24 0.00 6,000.00
1.00 1.00 0.00
0.24 0.00 1,300.00
0.95 0.00 2,000.00
9.50 0.10 20,000.00
0.60 0.00 6,175.00
1.20 0.00 5,250.00
544.00 0.00 35,000.00
125.00 70.00 100,000.00
150.00 0.00 20,000.00
1.00 1.00 2,272.00
5.00 0.00 25,000.00
40.00 0.00 180,000.00
7.00 7.00 5,000.00
12.50 12.50 0.00
7.00 0.50 115,000.00
7.60 0.00 212,000.00
34.00 8.00 0.00
30.00 0.00 70,000.00
0.28 0.00 18,000.00
33.33 0.00 5,053.00
5.30 0.00 35,000.00
0.40 0.00 5,300.00
7.00 0.00 5,000.00
0.12 0.10 0.00
0.23 0.03 3,500.00
1.00 0.00 500.00
0.10 0.00 51,540.00
450.00 0.00 10,000.00
75.00 25.00 18,130.00
2.38 0.33 10,000.00
8.70 8.68 10,423.00
100.00 73.50 0.00
0.17 0.00 1,060.00
0.60 0.00 43,000.00
0.60 0.17 800.00
0.23 0.00 312.00
0.02 0.02 3,200.00
0.48 0.48 3,000.00
0.40 0.00 0.00
125.00 0.00 0.00
5.00 0.00 0.00
550.00 50.00 1,568,228.00
2.00 2.00 750.00
0.01 0.01 1,000.00
12.00 2.00 6,000.00
3.20 0.58 0.00
0.24 0.00 952.00
3.78 0.00 35,100.00
0.02 0.02 0.00
7.00 0.00 1,500.00
118.00 0.00 5,000.00
0.48 0.48 0.00
411.00 400.00 0.00
0.16 0.00 2,000.00
0.50 0.00 0.00
15.00 2.00 162,952.00
0.71 0.00 500.00
97.52 97.52 12,000.00
8.50 0.00 0.00
0.20 0.00 17,180.00
1.60 0.00 810.00
0.24 0.00 1,000.00
5.00 0.00 2,500.00
30.00 28.00 33,000.00
0.47 0.00 36,000.00
5.00 5.00 0.00
2.97 2.97 10,000.00
17.00 17.00 1,000.00
1.96 0.00 7,500.00
0.97 0.00 7,000.00
41.00 0.00 5,000.00
0.24 0.00 65.00
1.00 0.50 0.00
0.24 0.00 1,000.00
2,752.00 1,935.00 151,051.00
2.90 2.90 1,000.00
0.50 0.00 350.00
0.60 0.00 5,000.00
110.00 10.00 1,000.00
0.24 0.24 0.00
1.00 0.00 11,000.00
1.30 0.00 4,000.00
1.00 0.00 50,000.00
0.60 0.00 0.00
0.36 0.36 0.00
0.20 0.20 2,400.00
0.71 0.06 479,441.00
0.79 0.00 0.00
253.00 253.00 8,000.00
0.12 0.00 23,000.00
0.24 0.24 0.00
2.00 2.00 20,000.00
0.12 0.00 0.00
4.00 0.00 0.00
0.07 0.00 56,000.00
0.74 0.00 0.00
0.36 0.00 1,590.00
35.00 15.00 4,200.00
0.50 0.00 1,500.00
3.00 3.00 150.00
1.84 1.84 150.00
0.00 0.00 0.00
0.24 0.00 2,880.00
0.80 0.00 8,000.00
0.48 0.00 66,874.00
0.24 0.00 57,138.00
0.18 0.00 600.00
0.50 0.00 0.00
12.00 0.00 0.00
1.00 1.00 3,344.00
0.24 0.00 500.00
1.10 0.10 29,000.00
0.48 0.00 1,400.00
0.25 0.00 500.00
15.00 0.00 1,875.00
6.00 0.00 2,000.00
1.00 0.12 12,000.00
0.71 0.00 500.00
10.00 0.00 0.00
0.12 0.12 1,020.00
3.75 0.25 25,000.00
0.48 0.00 1,250.00
0.24 0.00 3,870.00
10.65 0.00 32,500.00
0.95 0.00 4,400.00
2.00 0.00 8,000.00
2.80 0.00 0.00
130.00 0.00 0.00
321.50 321.50 250.00
2.50 2.50 0.00
0.08 0.08 500.00
0.22 0.00 6,196.00
1,729.00 629.00 623,877.00
7.00 0.00 4,533.00
0.30 0.00 2,745.00
14.60 0.00 1,961.00
0.40 0.40 0.00
4.50 0.40 10,000.00
800.00 0.00 25,000.00
1.00 0.50 58,270.00
0.00 0.00 0.00
1.00 0.00 0.00
0.12 0.00 0.00
0.54 0.54 0.00
0.00 0.00 50,000.00
1.30 0.00 75,000.00
8.00 8.00 0.00
0.50 0.00 2,500.00
13.00 13.00 0.00
0.10 0.00 2,000.00
0.13 0.00 2,800.00
1.00 0.00 3,880.00
2.25 0.00 41,000.00
0.80 0.80 0.00
440.00 0.00 219,257.00
0.16 0.00 250.00
65.00 7.00 20,000.00
300.00 15.00 1,200.00
0.60 0.60 0.00
0.20 0.00 0.00
10.00 0.00 36,916.00
52.00 0.00 500,000.00
1.25 0.00 5,947.00
67.00 37.00 7,429.00
3.00 0.00 0.00
0.28 0.00 1,500.00
0.40 0.00 0.00
0.12 0.00 3,420.00
54.65 54.65 5,086.00
23.81 23.81 11,889.00
18.18 18.18 43,000.00
16.43 16.43 12,000.00
8.78 8.78 9,650.00
8.57 8.57 12,500.00
5.23 5.23 8,000.00
5.00 5.00 43,000.00
4.52 4.52 12,000.00
3.40 3.40 15,000.00
2.00 2.00 13,000.00
0.12 0.00 1,177.00
20.00 0.00 55,000.00
8.20 0.00 7,500.00
30.00 1.00 0.00
1.00 0.00 1,000.00
47.00 33.00 1,200.00
138.00 97.00 1,200.00
0.24 0.00 4,500.00
0.10 0.10 50,000.00
10.00 7.00 0.00
11.00 0.00 20,000.00
3.70 0.00 3,000.00
2.00 2.00 1,500.00
2.50 2.50 0.00
1.12 0.00 3,000.00
18.70 7.50 131,000.00
8.00 0.00 0.00
0.48 0.24 0.00
0.24 0.00 6,500.00
8.33 0.00 9,000.00
600.00 7.00 1,000.00
2.80 2.80 1,000.00
1.00 0.00 500.00
90.00 0.00 1,392.00
2.00 2.00 0.00
26.00 26.00 9,700.00
95.00 5.00 5,000.00
35.00 0.50 0.00
0.70 0.70 0.00
0.19 0.19 500.00
20.00 0.00 101,000.00
5.00 5.00 21,192.00
300.00 140.00 5,000.00
5.00 0.00 13,750.00
186.00 0.00 41,270.00
50.00 38.00 12,000.00
17.85 0.00 18,000.00
5.00 5.00 0.00
150.00 60.00 11,000.00
0.08 0.08 0.00
0.50 0.00 12,000.00
0.24 0.00 4,200.00
4.50 0.00 0.00
21.00 21.00 8,000.00
0.12 0.12 500.00
0.60 0.00 16,000.00
2.00 1.00 0.00
0.48 0.00 18,000.00
20.00 3.31 150,000.00
718.00 55.00 0.00
160.00 0.00 175,000.00
20.00 0.00 2,500.00
320.00 0.00 45,000.00
3.00 0.00 3,550.00
132.00 132.00 200,000.00
465.00 465.00 5,500.00
2,491.00 2,491.00 0.00
1.07 0.00 18,000.00
14.70 8.70 3,500.00
0.38 0.00 5,920.00
1.00 0.00 0.00
10.00 0.00 15,000.00
0.79 0.00 24,000.00
49.00 0.00 48,000.00
0.80 0.30 5,000.00
0.35 0.35 897.00
39.00 0.00 300,000.00
0.27 0.00 0.00
1.00 0.00 10,200.00
2.00 0.10 98,500.00
30.00 10.00 124,515.00
15.00 5.00 6,000.00
0.36 0.00 8,495.00
4.00 4.00 0.00
1.00 0.00 3,146.00
716.00 716.00 20,000.00
1.52 1.52 300.00
0.05 0.05 0.00
5.00 1.00 500.00
0.50 0.00 11,428.00
5.00 4.00 1,000.00
4.50 4.50 0.00
4.00 1.50 0.00
1.00 0.50 0.00
15.00 2.00 0.00
0.54 0.00 0.00
1.19 0.00 20,000.00
6.70 0.80 5,000.00
28.40 0.00 24,000.00
20.00 0.00 400,000.00
491.00 1.00 85,000.00
160.00 0.00 10,000.00
1.50 0.00 1,500.00
5.00 0.00 0.00
4.00 0.10 0.00
30.00 0.00 37,000.00
10.00 0.00 992.00
100.00 0.00 20,000.00
0.25 0.00 0.00
0.50 0.03 2,000.00
0.26 0.00 2,800.00
0.44 0.00 8,518.00
25.00 0.00 17,000.00
1.00 0.00 3,000.00
5.00 5.00 3,000.00
650.00 60.00 65,000.00
5.00 0.00 30,787.00
4.00 0.00 5,500.00
1.00 0.00 0.00
0.02 0.00 25,900.00
3.00 0.00 19,500.00
20.00 0.00 144,000.00
0.19 0.00 1,800.00
17.80 17.80 2,000.00
150.00 40.00 6,800.00
0.76 0.00 145,967.00
0.48 0.00 1,000.00
2.00 0.00 5,000.00
0.50 0.00 1,000.00
20.00 0.00 2,000.00
12.00 0.00 4,000.00
1.00 0.00 5,000.00
0.28 0.00 300.00
0.24 0.00 5,000.00
0.71 0.00 7,405.00
5.00 0.00 20,000.00
30.00 5.00 10,000.00
0.90 0.00 1,720.00
0.24 0.00 656,869.00
5.70 0.80 375,000.00
475.00 25.00 11,400.00
3.00 0.00 1,500.00
1.50 0.00 10,806.00
0.90 0.00 0.00
12.00 3.00 10,167.00
1.00 0.00 115,000.00
0.75 0.27 2,800.00
1.50 0.00 108,795.00
1.00 0.00 28,379.00
2.00 0.00 374,394.00
0.25 0.00 374,394.00
9.00 0.00 235,845.00
0.23 0.00 37,186.00
65.00 0.00 69,700.00
3.50 3.50 6,000.00
1.00 1.00 500.00
20.00 20.00 200,000.00
0.24 0.00 10,900.00
499.00 0.00 2,802,660.00
2.00 0.00 1,000.00
608.00 445.00 900,000.00
50.00 0.00 280,000.00
3.00 1.00 1,400.00
0.50 0.50 2,000.00
5.00 0.00 100,000.00
0.24 0.00 2,200.00
37.00 0.00 5,000.00
238.00 0.00 102,000.00
0.52 0.00 0.00
10.00 0.00 0.00
3.00 0.00 0.00
890.00 787.00 80,000.00
2.00 0.00 0.00
500.00 10.00 166,000.00
0.60 0.60 2,800.00
600.00 0.00 63,100.00
3.00 0.00 20,000.00
2.00 2.00 1,758.00
989.00 389.00 150,986.00
364.00 0.00 1,400,000.00
20.00 10.00 21,713.00
0.48 0.00 0.00
1.36 0.61 232,500.00
10.00 0.00 9,000.00
0.10 0.10 0.00
1.00 1.00 100.00
4.20 4.20 1,000.00
0.78 0.00 0.00
0.67 0.00 2,000.00
2.00 0.00 0.00
10.00 0.00 20,000.00
2.00 0.00 10,000.00
7.10 0.00 0.00
1.33 0.00 789,328.00
3.00 0.10 5,000.00
200.00 0.00 10,000.00
3.00 0.20 3,000.00
500.00 0.00 2,500.00
4.00 4.00 2,000.00
7.14 0.00 83,474.00
4.00 0.00 500.00
3.50 3.50 1,603.00
0.20 0.20 7,000.00
0.48 0.48 2,000.00
0.01 0.01 0.00
10.00 0.00 2,500.00
1.00 0.00 5,000.00
0.48 0.12 10,000.00
0.28 0.28 0.00
1.60 0.00 14,870.00
3.50 0.00 0.00
1.10 0.00 50,000.00
76.00 0.00 734,805.00
6.00 1.00 13,375.00
2.90 0.80 4,205.00
400.00 133.00 50,000.00
25.00 1.00 100,000.00
0.60 0.60 2,000.00
1.00 0.07 1,000.00
22.00 0.00 0.00
0.26 0.00 0.00
20.00 0.00 5,000.00
1.00 0.00 2,000.00
3.00 3.00 5,000.00
0.30 0.00 8,500.00
0.71 0.71 0.00
0.36 0.01 1,000.00
30.00 0.00 185,000.00
704.00 19.00 2,726,171.00
0.20 0.00 50.00
0.93 0.93 0.00
16.60 0.00 4,000.00
0.48 0.00 500.00
1.00 0.00 1,000.00
1.00 0.00 1,500.00
5.00 2.00 0.00
1.90 1.90 0.00
15.00 5.00 0.00
2.00 2.00 20,000.00
30.00 0.00 9,330.00
0.30 0.00 267.00
4.70 0.00 75,000.00
473.00 473.00 0.00
34.60 34.60 0.00
0.36 0.00 15,000.00
10.00 0.00 324,728.00
250.00 0.00 200,000.00
0.95 0.00 11,262.00
50.00 0.00 0.00
3,500.00 0.00 0.00
1.50 0.00 0.00
15.00 5.00 13,500.00
0.20 0.00 0.00
0.50 0.00 2,780.00
2.13 0.00 4,300.00
0.71 0.00 300.00
0.47 0.00 3,000.00
1.20 1.20 0.00
0.80 0.00 12,000.00
2.50 1.50 800.00
15.00 9.00 100,000.00
40.00 0.00 20,000.00
115.00 20.00 3,000.00
1.00 1.00 5,000.00
2.99 2.99 0.00
128.00 28.00 4,200.00
5.00 0.00 24,000.00
0.71 0.42 233,702.00
0.47 0.00 3,000.00
7.60 0.00 14,000.00
23.00 23.00 0.00
60.00 0.00 0.00
0.12 0.00 7,000.00
0.13 0.13 0.00
2.30 1.12 74,500.00
199.00 4.00 389,430.00
2.38 0.00 0.00
0.24 0.24 0.00
0.06 0.06 0.00
0.45 0.00 16,000.00
0.71 0.00 100.00
84.00 0.00 166,000.00
31.20 1.20 3,600.00
7.00 0.00 36,000.00
142.50 42.50 10,380.00
2.12 0.00 25,000.00
3.00 2.00 40,000.00
95.00 2.00 68,000.00
0.60 0.60 0.00
0.10 0.10 0.00
0.10 0.10 25,000.00
5.00 0.00 39,742.00
0.17 0.17 0.00
15.00 3.00 5,000.00
331.00 0.00 1,419,000.00
3.00 0.00 11,000.00
0.83 0.83 100.00
1.78 0.00 22,000.00
2,121.00 1,120.00 278,000.00
0.71 0.00 1,000.00
744.05 445.27 250,000.00
0.10 0.10 0.00
0.12 0.00 0.00
2.00 0.00 5,000.00
3.40 3.40 150.00
919.00 581.00 2,200,000.00
100.00 0.00 2,000.00
0.36 0.36 0.00
2.00 1.00 0.00
0.36 0.00 11,220.00
790.00 0.00 143,500.00
7.20 0.20 16,750.00
12.76 0.00 52,120.00
5.00 0.00 1,500.00
250.00 50.00 0.00
2.39 2.39 10,500.00
2.50 0.00 57,730.00
20.00 0.00 10,000.00
0.24 0.24 100.00
100.00 0.00 0.00
0.20 0.20 500.00
0.48 0.00 650.00
0.10 0.00 12,000.00
40.00 1.00 2,000.00
14.00 14.00 154.00
2.00 0.00 3,770.00
200.00 0.00 284,638.00
6.00 0.00 85,000.00
0.24 0.00 2,500.00
7.00 7.00 1,800.00
65.00 0.00 68,000.00
25.00 9.00 0.00
25.00 3.00 194,815.00
3.00 0.00 8,000.00
4.50 0.00 1,000.00
0.05 0.00 0.00
4.00 0.00 0.00
0.20 0.00 0.00
5.95 0.00 15,976.00
400.00 177.00 2,500,000.00
20.00 8.00 2,000.00
2.40 2.19 23,489.00
0.24 0.00 1,000.00
0.00 0.00 0.00
0.10 0.00 122,000.00
17.10 17.10 3,000.00
0.17 0.00 720.00
0.71 0.00 4,000.00
0.95 0.00 926.00
0.36 0.00 10,000.00
0.50 0.50 0.00
1.00 0.00 0.00
0.24 0.00 12,000.00
0.10 0.00 0.00
0.20 0.00 5,000.00
0.00 0.00 0.00
6.00 0.00 10,000.00
3.00 0.00 5,100.00
59.70 0.00 50,000.00
100.00 1.00 50,000.00
1.43 1.43 5,000.00
21.40 0.00 159,388.00
64.00 9.00 15,000.00
2.38 2.17 0.00
3.00 2.00 0.00
0.50 0.00 4,000.00
181.00 181.00 1,000.00
5.00 3.28 150,000.00
2.00 0.10 11,000.00
7.30 0.00 10,000.00
1.00 0.00 0.00
1.00 0.00 4,000.00
0.90 0.00 0.00
0.63 0.00 1,700.00
0.15 0.15 0.00
0.20 0.00 0.00
58.90 0.00 23,285.00
5.00 0.00 31,428.00
0.48 0.48 500.00
450.00 8.00 2,706,148.00
1.55 0.00 0.00
3.00 0.00 500.00
0.50 0.00 150.00
0.88 0.00 0.00
4.00 0.00 0.00
0.10 0.10 0.00
2.00 0.00 1,800.00
0.50 0.00 2,500.00
0.00 0.00 0.00
85.70 23.80 375,000.00
15.88 0.00 0.00
2.00 0.00 0.00
1,238.10 190.50 75,000.00
0.70 0.00 4,000.00
0.60 0.02 53,773.00
40.00 0.00 280,000.00
646.00 298.00 1,200,000.00
2.38 0.00 25,000.00
1.50 0.50 0.00
15.00 0.00 2,500.00
2,066.00 2,066.00 0.00
0.35 0.00 0.00
0.50 0.00 0.00
0.47 0.00 1,000.00
0.00 0.00 0.00
1.00 0.00 1,000.00
1.00 1.00 3,000.00
0.02 0.02 0.00
0.31 0.00 1,000.00
35.00 0.00 5,600.00
0.23 0.00 100.00
0.86 0.00 5,300.00
0.38 0.38 0.00
0.24 0.24 200.00
30.00 25.00 6,005.00
80.00 80.00 1,589.00
0.20 0.00 0.00
0.10 0.10 9,945.00
2.90 0.00 0.00
62.00 4.00 6,800.00
0.25 0.00 5,000.00
50.00 0.00 1,500.00
0.20 0.00 0.00
2.00 0.00 0.00
0.20 0.00 0.00
0.02 0.00 0.00
0.50 0.00 4,500.00
5.00 0.00 0.00
0.11 0.00 4,920.00
2.97 0.00 3,000.00
0.20 0.00 0.00
0.20 0.00 500.00
0.70 0.00 11,250.00
0.00 0.00 0.00
2.50 0.00 30,000.00
1.50 0.00 0.00
23.00 0.00 0.00
770.00 770.00 0.00
0.02 0.02 0.00
2.00 0.00 0.00
4.00 0.00 6,500.00
0.20 0.00 0.00
0.33 0.33 0.00
25.00 0.00 0.00
1.00 0.00 0.00
500.00 65.00 6,000.00
0.10 0.10 0.00
0.20 0.20 0.00
0.42 0.00 1,000.00
0.19 0.00 0.00
0.70 0.00 50,000.00
31.42 31.42 1,000.00
0.16 0.06 5,000.00
0.24 0.00 5,000.00
0.20 0.00 0.00
0.33 0.33 0.00
225.00 0.00 25,000.00
300.00 300.00 120,000.00
5.00 0.92 1,700.00
0.00 0.00 0.00
15.00 0.00 2,500.00
0.24 0.00 2,835.00
1.45 0.00 17,546.00
119.05 71.43 80,000.00
1.19 1.19 12,410.00
0.95 0.00 11,000.00
0.71 0.00 1,000.00
0.00 0.00 200,000.00
3.00 0.00 17,500.00
3.00 3.00 0.00
100.00 90.00 15,000.00
0.60 0.60 2,200.00
0.07 0.07 8,000.00
3.00 0.00 8,000.00
0.40 0.00 3,000.00
5.00 5.00 0.00
0.85 0.10 1,545.00
1.66 0.00 7,000.00
0.21 0.00 2,000.00
0.70 0.00 1,000.00
0.50 0.00 20,000.00
0.40 0.00 0.00
6.90 6.90 50.00
1.00 1.00 150.00
1.75 1.25 2,623.00
535.00 0.00 616,000.00
4.31 0.00 30,775.00
143.00 13.00 818,521.00
0.01 0.00 10,000.00
80.00 0.00 25,000.00
0.10 0.10 0.00
286.00 286.00 0.00
100.00 5.00 20,000.00
0.06 0.00 0.00
270.00 0.00 8,867.00
5.00 0.00 7,000.00
0.57 0.00 0.00
4.40 4.40 0.00
0.48 0.48 0.00
176.00 176.00 0.00
52.00 52.00 2,500.00
15.00 0.00 80,000.00
8.00 0.00 5,000.00
0.44 0.19 0.00
0.20 0.00 0.00
8.00 0.00 700.00
3.00 0.00 0.00
0.40 0.00 0.00
0.26 0.00 4,000.00
2.38 0.00 1,600.00
5.00 5.00 0.00
1.00 0.00 0.00
2.40 0.00 34,694.00
0.36 0.00 0.00
2.30 2.30 0.00
3.00 0.00 0.00
3,299.00 990.00 403,295.00
0.12 0.00 400.00
0.59 0.00 0.00
0.26 0.00 10,000.00
0.50 0.00 5,000.00
4.00 0.00 0.00
0.20 0.00 0.00
2.00 0.00 0.00
0.95 0.00 5,000.00
2.40 0.00 5,000.00
10.00 0.00 0.00
8.00 0.00 500.00
0.24 0.00 3,200.00
3.00 0.00 3,188.00
0.55 0.00 0.00
0.30 0.00 500.00
1.00 0.00 30,000.00
0.17 0.00 0.00
0.50 0.00 0.00
0.20 0.00 1,500.00
0.45 0.00 5,000.00
0.12 0.00 3,000.00
0.83 0.00 5,000.00
1.00 0.00 17,000.00
3.70 0.00 0.00
0.20 0.00 0.00
1.50 0.00 0.00
0.40 0.00 0.00
100.00 0.00 12,000.00
0.01 0.00 75.00
391.80 41.80 9,670.00
0.48 0.00 0.00
0.20 0.00 0.00
445.00 0.00 0.00
361.00 0.00 90,000.00
400.00 0.00 0.00
120.00 0.00 5,000.00
0.20 0.00 0.00
0.25 0.00 0.00
10.00 0.00 0.00
1.00 0.00 0.00
1.00 0.00 3,437.00
0.71 0.00 1,500.00
0.59 0.00 2,000.00
250.00 0.00 800,000.00
10.00 0.00 10,000.00
20.00 0.00 900,000.00
2.00 0.00 10,000.00
1.11 0.48 8,000.00
6.00 0.00 5,000.00
1.00 0.00 2,800.00
5.69 0.00 50,000.00
0.90 0.00 1,000.00
0.91 0.00 60,000.00
0.79 0.00 30,000.00
900.00 0.00 300,000.00
475.00 100.00 331,720.00
13.00 0.00 1,650.00
0.20 0.00 0.00
0.26 0.00 3,000.00
770.00 770.00 0.00
2.00 0.50 0.00
0.50 0.50 0.00
0.20 0.00 2,650.00
2.85 2.85 1,000.00
30.00 0.00 36,000.00
4.76 0.00 0.00
0.18 0.00 5,000.00
1.50 1.50 1,000.00
1.00 1.00 0.00
0.48 0.00 2,561.00
0.40 0.00 0.00
0.79 0.79 53,663.00
5.00 5.00 10,000.00
0.24 0.24 100.00
1,609.00 1,609.00 2,500.00
1.00 0.00 10,000.00
1,477.00 281.76 414,000.00
3.57 0.00 0.00
0.00 0.00 0.00
0.19 0.00 3,385.00
3.00 0.00 110,000.00
976.00 976.00 0.00
25.00 8.38 1,006,918.00
5.00 0.00 1,006,918.00
0.01 0.01 0.00
4.71 4.71 200,000.00
2.00 0.00 1,500.00
6.00 6.00 100.00
0.60 0.00 30,000.00
560.00 120.00 24,550.00
15.00 3.00 38,000.00
31.80 31.80 200.00
7.86 6.20 5,000.00
0.16 0.00 9,400.00
0.10 0.00 0.00
0.30 0.00 0.00
35.00 0.00 20,000.00
4.00 0.00 2,000.00
0.24 0.00 5,376.00
1.00 0.00 15,160.00
100.00 20.00 0.00
0.60 0.00 6,209.00
260.00 0.00 0.00
0.62 0.00 10,000.00
128.00 0.00 50,000.00
0.20 0.20 0.00
0.24 0.24 1,000.00
0.01 0.01 0.00
1.79 0.00 0.00
12.70 0.00 22,000.00
2.86 0.00 0.00
1.00 0.00 20,000.00
0.60 0.60 0.00
1.00 0.00 2,000.00
1.43 1.43 2,500.00
162.00 0.00 65,000.00
1.00 0.00 80,000.00
0.10 0.10 0.00
0.60 0.00 13,657.00
30.00 15.00 344,269.00
6.02 0.00 60,642.00
5.00 5.00 2,500.00
27.00 27.00 300.00
398.00 0.00 102,000.00
13.90 0.00 26,178.00
0.20 0.20 2,500.00
1.50 0.00 0.00
100.00 10.00 144,888.00
1.00 0.00 1,000.00
8.98 0.00 0.00
67.82 0.00 0.00
0.01 0.00 972.00
172.00 0.00 6,000.00
0.95 0.00 9,903.00
1.60 1.60 200.00
3.50 0.00 15,000.00
9.52 9.52 72,000.00
145.00 5.58 198,724.00
1.00 0.00 35,000.00
23.00 23.00 132.00
0.71 0.47 5,000.00
51.00 51.00 10,000.00
1,924.00 1,924.00 10,000.00
23.10 0.00 30,000.00
22.60 20.60 19,250.00
0.12 0.00 0.00
173.00 173.00 2,000.00
1.10 0.00 82,000.00
142.90 25.00 160,000.00
0.71 0.00 810.00
0.21 0.00 0.00
0.10 0.10 0.00
0.70 0.00 16,400.00
0.24 0.00 252.00
20.00 0.00 1,500.00
10.00 6.70 10,000.00
3.93 0.00 93,204.00
0.74 0.00 6,000.00
2.00 0.50 250.00
300.00 100.00 250,000.00
1.00 0.00 0.00
0.96 0.00 37,000.00
202.00 0.00 600,000.00
4.05 4.05 7,987.00
3.00 0.00 30,000.00
0.80 0.00 5,000.00
5.00 0.00 12,000.00
650.00 592.00 240,000.00
30.00 0.00 5,000.00
0.47 0.35 5,327.00
160.00 48.00 1,100,000.00
10.00 0.00 200.00
1.00 0.10 1,000.00
0.48 0.00 0.00
3.00 3.00 2,500.00
90.00 90.00 0.00
1.00 1.00 3,000.00
5.70 0.00 5,170.00
0.60 0.60 0.00
273.00 0.00 400,000.00
0.71 0.00 3,000.00
6.50 0.50 750,688.00
500.00 50.00 155,000.00
100.00 100.00 20,000.00
0.92 0.92 0.00
200.00 20.00 173,000.00
0.07 0.00 0.00
25.00 0.00 2,989.00
2.00 0.00 1,600.00
0.45 0.45 1,000.00
390.00 5.00 0.00
0.21 0.09 5,000.00
2.00 0.00 1,000.00
13.21 0.00 9,500.00
20.00 1.10 291,448.00
0.50 0.00 0.00
1.30 1.00 5,000.00
0.20 0.00 0.00
2.00 2.00 2,000.00
1,300.00 1,300.00 20,000.00
350.00 0.00 20,000.00
6.00 6.00 250.00
0.25 0.25 500.00
16.50 0.00 2,500.00
5.00 0.00 5,000.00
20.00 20.00 0.00
20.70 10.70 6,130.00
0.01 0.00 0.00
20.00 3.00 25,000.00
0.36 0.36 2,000.00
5.00 0.00 8,900.00
0.24 0.24 0.00
6.25 0.00 0.00
0.20 0.00 35,000.00
1.00 0.50 10,000.00
10.00 0.00 1,000.00
0.38 0.00 500.00
0.50 0.00 500.00
5.00 5.00 0.00
93.85 93.85 250.00
0.20 0.00 1,000.00
4.00 0.00 10,000.00
0.01 0.00 5,000.00
0.15 0.00 50.00
4.00 0.00 2,359.00
150.00 115.00 2,000.00
0.10 0.10 0.00
7.49 0.00 1,260,147.00
215.00 0.00 19,000.00
0.60 0.00 0.00
17.00 8.00 0.00
20.00 2.50 213,432.00
1.00 0.00 4,500.00
0.10 0.00 0.00
1.90 0.00 4,760.00
15.00 0.00 5,300.00
0.50 0.00 0.00
0.23 0.00 26,000.00
0.29 0.00 1,000.00
0.89 0.00 5,000.00
1.00 0.00 8,000.00
0.50 0.00 0.00
40.00 0.00 18,000.00
6.00 6.00 0.00
62.90 0.00 945,000.00
0.50 0.00 0.00
1.50 0.00 0.00
0.30 0.00 0.00
24.00 19.00 4,500.00
15.00 0.00 1,000.00
24.00 24.00 0.00
0.12 0.00 575.00
10.00 0.00 250,000.00
308.00 0.00 60,000.00
35.00 30.00 0.00
0.71 0.00 12,000.00
10.80 0.00 2,000.00
1.40 0.70 0.00
0.01 0.00 2,000.00
0.12 0.00 3,000.00
0.20 0.00 5,000.00
1.00 1.00 1,000.00
0.20 0.20 500.00
30.00 5.00 2,000.00
0.10 0.00 0.00
264.00 208.00 0.00
53.47 0.47 40,000.00
0.10 0.00 500.00
45.00 0.00 0.00
0.28 0.00 3,000.00
0.50 0.00 0.00
0.20 0.00 0.00
38.70 0.20 45,000.00
1.00 0.00 0.00
0.47 0.00 8,000.00
1.50 0.00 0.00
17.30 17.30 3,000.00
0.20 0.00 3,000.00
0.04 0.04 7,500.00
12.00 12.00 0.00
160.00 5.00 17,000.00
2.00 0.00 9,000.00
19.00 4.00 3,000.00
4.50 4.50 0.00
28.00 28.00 0.00
800.00 150.00 5,000.00
72.00 0.00 150,000.00
50.00 0.00 15,000.00
297.00 0.00 10,000.00
0.24 0.00 30,000.00
0.10 0.10 85,000.00
80.00 28.00 830,000.00
0.48 0.00 3,800.00
2.00 0.00 16,729.00
2.00 2.00 0.00
0.10 0.10 0.00
0.10 0.10 100.00
0.10 0.10 0.00
682.00 0.00 10,000.00
2.38 1.38 133,159.00
4.00 0.00 60,000.00
0.02 0.02 50.00
225.00 14.00 7,500.00
100.00 0.00 0.00
5.00 1.50 0.00
200.00 125.00 0.00
100.00 0.00 0.00
632.00 51.00 408,753.00
10.00 0.00 0.00
60.00 10.00 21,488.00
2.50 0.00 15,000.00
30.00 30.00 71,000.00
0.40 0.00 0.00
2.00 0.00 0.00
0.23 0.00 100.00
5.70 0.00 1,000.00
0.10 0.10 0.00
0.80 0.80 0.00
1.70 0.00 6,000.00
0.35 0.35 1,000.00
0.60 0.00 4,500.00
10.00 8.00 10,000.00
0.35 0.35 0.00
0.40 0.40 2,500.00
1,850.00 250.00 94,450.00
1.00 0.00 7,125.00
2.00 1.00 25,000.00
11.00 1.00 8,000.00
200.00 0.00 16,400.00
10.00 0.00 30,370.00
8.90 0.00 35,000.00
3.69 0.00 130,000.00
150.00 35.00 7,240.00
3.00 0.00 0.00
0.36 0.00 0.00
4.00 0.00 0.00
4.00 0.00 0.00
0.20 0.00 0.00
13.60 0.00 132,000.00
0.60 0.00 0.00
0.00 0.00 140,000.00
6.00 0.00 7,000.00
747.70 0.00 932,556.00
1.00 0.00 0.00
3.00 3.00 0.00
2.67 0.00 5,000.00
0.48 0.00 500.00
0.50 0.50 0.00
1.00 1.00 0.00
0.50 0.00 2,500.00
0.01 0.00 0.00
0.20 0.20 0.00
0.20 0.20 0.00
1.40 0.00 6,000.00
0.01 0.00 1,800.00
0.05 0.05 0.00
0.10 0.00 0.00
1.00 0.00 0.00
51.50 11.50 518,755.00
1.02 0.00 9,100.00
11.00 0.00 17,000.00
41.00 24.80 131,500.00
1.20 0.00 10,000.00
2.80 0.00 0.00
10.00 0.00 5,000.00
25.00 0.00 320.00
40.00 0.00 2,000.00
3.00 0.00 1,100.00
10.00 0.00 12,300.00
0.75 0.00 1,100.00
0.52 0.00 32,150.00
0.24 0.00 5,000.00
11.90 8.60 285,000.00
0.48 0.00 8,400.00
0.36 0.00 500.00
24.00 24.00 0.00
0.30 0.00 1,000.00
104.00 0.00 11,142.00
0.10 0.00 250.00
69.00 0.00 0.00
20.00 0.00 0.00
0.59 0.35 12,945.00
2.40 0.00 10,000.00
35.00 0.00 43,000.00
0.24 0.00 2,000.00
0.20 0.20 0.00
105.00 0.00 4,920.00
300.00 0.00 9,960.00
3.00 0.00 1,500.00
0.36 0.00 0.00
0.07 0.07 0.00
1.50 0.00 0.00
0.24 0.00 2,000.00
0.19 0.00 1,000.00
1.14 0.00 18,000.00
0.01 0.01 100.00
10.00 9.00 0.00
40.00 0.00 2,600.00
2.40 0.00 0.00
8.00 0.00 5,000.00
0.29 0.29 0.00
34.00 14.00 1,000.00
5.65 0.00 5,000.00
0.24 0.00 0.00
2.45 0.00 5,000.00
0.20 0.20 0.00
195.00 20.00 6,500.00
5.00 3.00 87,826.00
3.00 2.00 1,000.00
0.10 0.10 0.00
4.93 0.00 25,000.00
0.95 0.47 205,000.00
0.00 0.00 0.00
760.00 0.00 150,000.00
0.36 0.00 2,500.00
2.38 0.48 10,000.00
0.80 0.00 0.00
0.60 0.00 3,600.00
0.12 0.00 30,000.00
11.00 0.00 60,000.00
24.00 0.60 15,000.00
211.00 1.00 300,000.00
1.60 0.85 4,883.00
223.00 223.00 0.00
85.00 4.00 2,000.00
1.07 0.00 0.00
3,300.00 200.00 403,551.00
9.76 0.00 168,143.00
4.00 4.00 600.00
20.00 4.00 390.00
20.00 10.00 390.00
8.00 0.50 390.00
80.00 10.00 400.00
9.00 4.00 800.00
0.20 0.20 0.00
21.00 21.00 0.00
6.00 6.00 0.00
1.00 0.00 395,225.00
0.24 0.24 1,000.00
0.24 0.24 1,000.00
35.00 2.00 5,000.00
1.00 0.50 15,000.00
443.00 443.00 0.00
0.24 0.00 400,000.00
8.30 8.30 0.00
1.60 1.60 1,500.00
0.24 0.00 0.00
2.00 2.00 60,788.00
84.00 0.00 308,850.00
255.00 57.00 40,000.00
5.00 0.00 2,500.00
0.38 0.15 2,500.00
0.10 0.00 0.00
9.40 8.80 88,000.00
3.30 0.00 8,550.00
70.00 0.00 6,000.00
10.00 10.00 8,200.00
0.64 0.00 7,000.00
2.00 2.00 5,000.00
45.00 45.00 0.00
10.00 0.00 0.00
0.24 0.00 0.00
0.26 0.00 14,970.00
1.43 0.05 15,500.00
0.10 0.00 0.00
330.00 30.00 1,800,000.00
61.00 0.00 7,000.00
2.10 0.00 50,000.00
0.14 0.00 9,000.00
6.00 1.00 500.00
0.18 0.00 0.00
0.24 0.00 0.00
533.00 53.00 0.00
14.29 8.58 514,000.00
0.14 0.14 106,417.00
1.00 0.00 0.00
0.70 0.70 0.00
0.10 0.10 0.00
32.00 2.00 4,365.00
4.00 0.00 3,500.00
0.10 0.00 0.00
123.00 0.00 502,315.00
190.00 0.00 8,500.00
0.17 0.00 0.00
1.00 1.00 0.00
40.00 0.00 0.00
2.00 2.00 0.00
2.00 2.00 6,000.00
47.62 47.62 0.00
4.00 0.00 2,500.00
2.39 2.26 40,000.00
694.00 694.00 0.00
960.00 426.00 277,168.00
1.50 0.00 65,000.00
14.00 0.00 7,000.00
0.90 0.00 915.00
0.24 0.00 0.00
0.20 0.00 0.00
22.00 0.00 268,400.00
91.10 80.10 72,000.00
5.00 1.00 180,000.00
1.00 0.00 15,000.00
1,000.00 0.00 0.00
1.00 0.22 25,000.00
1.00 1.00 1,500.00
22.10 0.00 15,000.00
4.48 0.00 75,000.00
0.01 0.00 0.00
315.00 315.00 153,556.00
0.67 0.00 8,500.00
10.00 0.00 80,000.00
0.10 0.00 0.00
38.00 0.00 8,000.00
1.40 0.00 2,200.00
20.00 15.00 30,000.00
0.20 0.00 0.00
0.14 0.14 0.00
0.24 0.00 0.00
0.10 0.10 0.00
25.00 0.00 0.00
0.20 0.00 0.00
0.16 0.16 150.00
0.20 0.20 0.00
4.00 0.00 0.00
20.00 0.00 10,000.00
0.41 0.00 1,285.00
2.00 1.00 390.00
0.10 0.10 250.00
0.02 0.02 50.00
798.00 0.00 0.00
0.35 0.00 11,121.00
200.00 130.00 361,307.00
25.00 0.00 75,000.00
24.00 6.00 30,850.00
2.00 0.00 3,000.00
4.20 3.70 300.00
0.48 0.00 10,400.00
0.29 0.29 0.00
1.97 1.97 150,000.00
650.00 20.00 60,000.00
1,181.00 1,181.00 0.00
100.00 60.00 105,000.00
12.00 0.00 70,000.00
0.00 0.00 359,000.00
0.71 0.01 2,050.00
1.00 1.00 20,000.00
470.80 105.80 39,946.00
14.00 0.00 6,000.00
13.71 0.00 275,000.00
3.02 0.12 275,000.00
17.97 0.97 10,000.00
1,064.00 20.00 750,000.00
0.37 0.37 0.00
0.48 0.00 4,500.00
60.00 2.00 647,000.00
10.00 2.00 12,000.00
400.00 100.00 20,000.00
211.00 201.00 50,000.00
20.00 19.00 8,000.00
98.00 38.00 11,268.00
150.00 25.00 1,125,861.00
0.50 0.00 1,500.00
30.00 0.00 5,000.00
0.12 0.00 0.00
40.00 0.00 6,500.00
0.20 0.00 1,500.00
3.00 2.00 1,000.00
0.50 0.00 0.00
0.01 0.00 200.00
169.00 149.00 400,000.00
2,535.00 2,535.00 0.00
1.10 1.10 0.00
0.10 0.10 0.00
4.00 3.50 7,500.00
1.80 0.00 84,802.00
1.00 0.00 11,000.00
2.00 0.00 4,359.00
0.10 0.10 0.00
0.71 0.71 150.00
0.50 0.00 1,000.00
0.20 0.00 9,976.00
10.00 10.00 500.00
130.00 9.00 1,559,000.00
222.00 0.00 5,745.00
83.00 83.00 0.00
100.10 100.10 0.00
0.71 0.71 20,000.00
1.00 0.00 0.00
100.00 3.00 26,399.00
0.25 0.00 0.00
4.00 0.00 1,500.00
65.30 65.30 6,900.00
5.80 0.00 10,000.00
5.90 5.90 0.00
500.00 100.00 1,585,000.00
3.57 2.68 277,000.00
0.38 0.38 0.00
1.19 0.00 5,072.00
70.00 70.00 0.00
65.98 0.00 62,935.00
16.66 2.80 1,500.00
13.21 0.00 79,000.00
2.28 2.28 200.00
300.00 0.00 76,600.00
5.00 2.26 38,198.00
81.40 81.40 0.00
15.60 0.00 2,500.00
5.60 5.60 2,000.00
138.30 28.30 120,000.00
9.60 0.00 0.00
2.00 0.00 0.00
321.00 156.00 3,218.00
1,861.00 88.00 2,462,404.00
800.00 200.00 5,000.00
5.74 0.00 60,000.00
150.00 0.00 0.00
0.23 0.00 3,000.00
2.39 1.39 38,090.00
4.76 0.00 23,000.00
2.19 0.00 25,000.00
50.00 26.50 35,500.00
2.60 0.00 5,000.00
0.23 0.00 500.00
0.01 0.00 278,708.00
0.31 0.01 0.00
0.60 0.00 1,000.00
10.00 9.93 7,000.00
1.00 1.00 1,300.00
3.61 0.00 107,000.00
0.00 0.00 4,000.00
0.88 0.00 0.00
2.00 2.00 12,300.00
150.00 10.00 5,000.00
519.00 319.00 28,000.00
14.00 2.00 0.00
15.00 0.00 3,554.00
0.12 0.00 0.00
4.76 0.64 76,000.00
1.00 0.00 3,500.00
0.10 0.10 1,000.00
4.00 0.00 0.00
0.11 0.00 40,000.00
2.00 2.00 6,500.00
0.36 0.00 100.00
4.87 4.87 134,250.00
238.00 0.00 2,500.00
15.00 0.00 2,500.00
152.00 0.00 80,000.00
6.15 6.15 800.00
0.36 0.00 1,000.00
0.40 0.00 82,000.00
20.00 0.00 94,704.00
0.18 0.18 0.00
1.00 0.00 0.00
0.02 0.02 0.00
4.00 0.50 40,000.00
700.00 200.00 50,000.00
8.30 0.00 32,000.00
2.90 0.00 120,000.00
0.12 0.12 0.00
24.00 12.00 150,000.00
250.00 0.00 16,404.00
2.00 0.00 3,000.00
0.60 0.00 10,000.00
359.00 59.00 10,000.00
17.00 17.00 0.00
15.00 0.00 20,000.00
0.69 0.00 11,179.00
56.00 56.00 0.00
12.05 0.12 132,000.00
295.00 0.00 63,000.00
5.00 0.00 433,856.00
0.70 0.70 0.00
10.00 0.00 4,000.00
52.20 4.40 150,000.00
71.80 1.00 400,000.00
15.00 0.00 20,000.00
0.27 0.27 500.00
0.05 0.05 7,935.00
4.40 4.40 500.00
4.40 0.00 200.00
280.00 0.00 450,000.00
1.79 0.89 30,000.00
173.00 0.00 44,100.00
20.00 2.00 40,000.00
0.05 0.00 16,000.00
3.00 0.00 0.00
0.24 0.00 0.00
0.10 0.10 0.00
0.20 0.20 0.00
0.20 0.20 0.00
0.20 0.20 0.00
0.20 0.20 0.00
31.00 0.00 0.00
0.00 0.00 0.00
1.00 0.00 5,000.00
1.00 1.00 0.00
0.47 0.00 14,000.00
0.00 0.00 0.00
0.80 0.00 0.00
0.36 0.00 2,000.00
4.00 0.00 6,000.00
1,300.00 480.00 400,000.00
0.10 0.10 0.00
8.90 0.00 80,000.00
0.33 0.00 5,000.00
7.20 7.20 50.00
2.48 2.48 0.00
0.21 0.00 3,344.00
0.03 0.00 44,694.00
25.00 5.00 50,000.00
25.00 5.00 50,000.00
3.00 0.00 5,200.00
16.00 0.00 27,700.00
1.00 0.00 411.00
19.00 0.00 10,000.00
60.00 0.00 0.00
140.00 140.00 26,000.00
15.00 0.00 500.00
184.14 36.14 620,000.00
27.00 2.00 246,810.00
4.50 0.00 6,035.00
10.00 0.00 0.00
5.00 0.10 34,500.00
0.62 0.17 1,292.00
2.38 0.38 50,000.00
0.60 0.00 3,000.00
0.50 0.50 0.00
22.00 0.00 2,000.00
1.00 0.00 10,000.00
0.24 0.00 14,000.00
0.12 0.00 250.00
9.10 9.10 7,570.00
0.31 0.00 3,900.00
1.07 0.00 8,396.00
3.48 0.00 30,000.00
900.00 100.00 900,000.00
5.00 0.90 52,000.00
5.00 0.00 7,590.00
1.48 0.00 780.00
1.74 1.74 200.00
0.20 0.00 770.00
30.00 5.00 0.00
0.12 0.00 200.00
0.50 0.00 200.00
65.00 0.50 200.00
1.00 0.50 200.00
2.00 0.50 200.00
0.50 0.00 200.00
0.50 0.00 200.00
11.90 9.50 10,000.00
1.19 0.00 100.00
31.00 0.00 63,820.00
0.01 0.00 0.00
2.00 1.00 3,000.00
8.98 1.80 17,820.00
0.50 0.00 1,000.00
11.50 3.50 0.00
10.71 0.00 41,841.00
0.30 0.00 0.00
203.00 203.00 0.00
6.30 6.30 0.00
15.00 0.00 1,000.00
1.58 1.58 0.00
1.00 0.00 5,000.00
1.50 0.00 0.00
0.00 0.00 0.00
575.00 0.00 5,000.00
20.00 0.00 0.00
522.00 5.00 25,000.00
0.86 0.00 60,000.00
6.00 0.00 1,200.00
7.90 5.90 35,000.00
4.80 4.80 0.00
0.50 0.00 1,800.00
0.48 0.00 15,000.00
4.50 4.50 20,000.00
1.00 1.00 200.00
35.00 1.00 200.00
649.00 649.00 0.00
0.01 0.00 20,000.00
3.00 3.00 8,000.00
500.00 0.00 87,531.00
5.00 0.00 2,000.00
0.24 0.00 9,970.00
5.00 5.00 1,375.00
485.00 1.00 39,780.00
0.71 0.00 10,000.00
0.21 0.00 59,207.00
40.00 0.00 526,154.00
2,587.00 1,523.00 2,415,900.00
1,300.00 50.00 0.00
90.00 90.00 3,400.00
0.36 0.00 0.00
9.00 0.00 0.00
1.75 0.00 0.00
2.00 1.00 3,500.00
20.00 0.00 585,468.00
0.37 0.09 1,000.00
3.48 2.48 486,940.00
0.50 0.50 100.00
10.00 0.00 99,257.00
0.12 0.12 20,000.00
0.24 0.00 100.00
0.15 0.00 162.00
5.00 0.00 400.00
45.00 0.00 600.00
3.00 3.00 400.00
4.00 4.00 15,000.00
0.20 0.20 10,000.00
2.98 0.00 3,000.00
0.50 0.00 3,000.00
0.48 0.48 1,000.00
8.00 2.00 4,400.00
2,853.50 2,834.00 75,000.00
180.00 20.00 169,052.00
0.59 0.00 3,000.00
0.02 0.00 0.00
1,722.00 35.00 0.00
63.00 63.00 0.00
249.00 0.00 0.00
1,208.00 1,208.00 0.00
1,238.00 1,238.00 856,704.00
0.27 0.00 0.00
4.00 0.00 19,000.00
200.00 5.00 83,283.00
2.82 0.00 3,500.00
1.34 0.00 150.00
80.00 0.00 105,500.00
0.40 0.00 100,000.00
0.71 0.71 23,000.00
0.50 0.00 0.00
18.00 0.00 222,000.00
0.05 0.00 5,000.00
10.00 4.00 0.00
0.20 0.00 6,000.00
1.20 0.00 2,000.00
16.91 16.91 150,000.00
0.00 0.00 4,000.00
7.00 0.00 2,000.00
2.50 0.00 2,000.00
0.02 0.02 0.00
45.00 0.00 275.00
0.50 0.50 2,000.00
4.00 0.00 10,000.00
1.00 0.00 3,500.00
0.40 0.40 250.00
1.00 1.00 300.00
0.60 0.00 100.00
2.00 0.00 1,970.00
5.00 0.00 27,000.00
10.00 0.00 1,458.00
0.00 0.00 0.00
0.12 0.12 0.00
1,820.00 1,820.00 15,302.00
3.00 0.00 30.00
1.40 0.00 2,000.00
2.00 0.00 1,000.00
168.00 150.00 8,735.00
5.00 5.00 1,971.00
6.91 6.91 0.00
0.20 0.00 2,000.00
656.77 86.96 1,250,000.00
24.00 24.00 0.00
26.00 26.00 500.00
0.20 0.00 22,000.00
20.00 0.00 41,722.00
1.50 1.38 25,000.00
4.20 4.20 150.00
0.40 0.10 0.00
2.40 0.10 20,435.00
0.60 0.00 1,906.00
0.10 0.10 0.00
1.00 0.00 9,182.00
0.70 0.70 0.00
72.00 31.00 1,500.00
29.00 29.00 0.00
4.00 0.00 8,000.00
0.36 0.00 5,000.00
0.24 0.00 1,500.00
1.50 0.00 5,636.00
0.48 0.00 5,000.00
0.28 0.00 3,000.00
0.38 0.38 0.00
5.00 0.00 20,000.00
1,025.00 945.60 98,873.00
0.20 0.00 3,120.00
500.00 0.00 900,000.00
150.00 45.00 150,000.00
0.40 0.40 2,500.00
25.00 0.00 5,000.00
20.00 0.00 250,000.00
0.20 0.10 0.00
4.00 0.00 3,000.00
854.00 854.00 1,750,789.00
3.00 1.00 3,000.00
33.00 33.00 0.00
25.00 25.00 74,500.00
5.10 0.10 25,000.00
0.13 0.00 0.00
0.10 0.00 12,811.00
50.24 0.00 3,382.00
1.10 1.10 8,900.00
15.00 0.00 12,508.00
16.00 0.00 50,000.00
133.00 20.00 30,000.00
0.24 0.24 0.00
1.98 1.98 0.00
400.00 190.00 5,000.00
50.00 5.00 5,000.00
4,200.00 1,402.00 0.00
1.05 0.00 2,500.00
60.00 35.00 200.00
3.00 3.00 0.00
0.22 0.00 0.00
34.10 9.10 45,000.00
5.00 0.00 200.00
15.00 15.00 4,000.00
500.00 489.70 666,080.00
11.40 0.00 10,000.00
0.22 0.00 0.00
4.16 4.16 1,500.00
2.00 0.00 2,500.00
4.00 0.00 5,000.00
0.00 0.00 265,000.00
1.19 0.00 90,990.00
0.25 0.00 0.00
5.00 0.00 5,000.00
75.00 0.00 5,000.00
0.12 0.00 2,073.00
191.00 1.00 0.00
30.00 30.00 2,500.00
1.70 0.00 17,674.00
3.00 0.00 0.00
0.69 0.00 5,000.00
12.50 0.00 32,000.00
202.00 0.00 105,000.00
37.50 0.00 103,869.00
0.20 0.00 29,565.00
3.00 0.00 53,889.00
10.00 0.00 9,448.00
0.14 0.14 0.00
4.00 0.00 0.00
50.00 10.00 10,000.00
400.00 0.00 1,608,352.00
3.00 1.00 2,000.00
1.00 0.00 5,000.00
580.00 580.00 0.00
15.00 0.00 175,000.00
6.00 2.00 0.00
Nota: Tamaño muestral n = 2698 observaciones.

4. Gráfica de Dispersión

scatterplot3d(
  x = TTP$x1, y = TTP$x2, z = TTP$y,
  pch = 16,
  color = rgb(0.1, 0.4, 0.8, 0.35),
  xlab = "Pérdida Neta (barriles)",
  ylab = "Costos Respuesta Emergencia",
  zlab = "Liberación Involuntaria (barriles)",
  main = "Gráfica N°1: Diagrama de dispersión tridimensional"
)

5. Conjetura

Se va a ajustar un plano lineal. La Pérdida Neta (\(x_1\)) y los Costos de Emergencia (\(x_2\)) están asociados con cambios en la Liberación Involuntaria de Barriles (\(y\)).

\[y = c + a \cdot x_1 + b \cdot x_2\]

6. Parámetros

modelo_mul <- lm(y ~ x1 + x2, data = TTP)

c <- modelo_mul$coefficients[1] # Intercepto
a <- modelo_mul$coefficients[2] # Coeficiente x1
b <- modelo_mul$coefficients[3] # Coeficiente x2

cat("El intercepto (c) es:", round(c, 2), "<br>")
## El intercepto (c) es: 23.95 <br>
cat("El coeficiente de x1 (a) es:", round(a, 3), "<br>")
## El coeficiente de x1 (a) es: 1.132 <br>
cat("El coeficiente de x2 (b) es:", round(b, 4), "<br>")
## El coeficiente de x2 (b) es: 3e-04 <br>

7. Gráfica de comparación de la realidad con el modelo

graf <- scatterplot3d(
  TTP$x1, TTP$x2, TTP$y,
  angle = 120,
  main = "Gráfica N°2: Regresión múltiple con el plano ajustado",
  xlab = "Pérdida Neta",
  ylab = "Costos Respuesta Emergencia",
  zlab = "Liberación Involuntaria",
  color = rgb(0.1, 0.4, 0.8, 0.35),
  pch = 16
)

graf$plane3d(modelo_mul, lty = "dashed", lwd = 2, col = "red")

8. Test de Bondad

8.1 Correlación de Pearson

r <- sqrt(summary(modelo_mul)$r.squared) * 100
cat("Correlación múltiple:", round(r, 2), "%")
## Correlación múltiple: 83.42 %

8.2 Coeficiente de Determinación

r2 <- summary(modelo_mul)$r.squared * 100
cat("R2:", round(r2, 2), "%\n")
## R2: 69.58 %

9. Restricciones

Dominios:

Dominio [\(x_1\)] (Pérdida Neta): \(D = \{\mathbb{Z}^+ \cup 0\}\)

Dominio [\(x_2\)] (Costos de Respuesta): \(D = \{\mathbb{R}^+ \cup 0\}\)

Dominio [\(y\)] (Liberación Involuntaria): \(D = \{\mathbb{R}^+ \cup 0\}\)


¿Existe una combinación de \(X_1\) y \(X_2\) que reemplazados en el plano genere un valor fuera del dominio de \(Y\)?

No hay restricciones físicas en el rango lógico de los datos. Dado que \(X_1\) y \(X_2\) son variables de cantidades y costos que no pueden tomar valores negativos, y al tratarse de un modelo lineal ajustado a operaciones petroleras, las variables se restringen al primer cuadrante. No se generan combinaciones dentro del dominio de las predictoras que arrojen un valor fuera del dominio natural de la variable dependiente \(Y\).

10. Estimación

¿Cuál sería la liberación de líquido si la pérdida neta fuera de 500 barriles y los costos de respuesta de emergencia fueran de 1000?

x1_pred <- 500
x2_pred <- 1000
y_esperado <- c + (a * x1_pred) + (b * x2_pred)
cat("La liberación involuntaria esperada es:", round(y_esperado, 2), "barriles.")
## La liberación involuntaria esperada es: 590.31 barriles.

11. Conclusión

Entre la Liberación Involuntaria de Barriles y la Pérdida Neta y Costos de Respuesta de Emergencia existe una relación de tipo lineal cuyo modelo matemático es \(y = 23.95 + 1.132x_1 + 0.0003x_2\), siendo \(y\) la Liberación Involuntaria de Barriles y \(x_1, x_2\) la Pérdida Neta y los Costos de Respuesta de Emergencia, donde NO existen restricciones operativas ya que las variables representan cantidades y costos no negativos restringidos al primer cuadrante. La Liberación Involuntaria de Barriles está influenciada en un 69.58% por la Pérdida Neta y los Costos de Respuesta de Emergencia y el resto 30.42% se debe a otros factores externos no incluidos en el modelo.