Dados Salariais
João Pedro Martins dos Santos Costa
2025-01-17
Introdução
Este trabalho examina a relação entre variáveis sociodemográficas e ocupacionais, como idade, gênero, nível de escolaridade, cargo, anos de experiência e remuneração. A análise salarial, tema central deste estudo, é de grande relevância em contextos econômicos e organizacionais, ao permitir identificar fatores que influenciam a remuneração e possíveis desigualdades no mercado de trabalho. Utilizando técnicas estatísticas, buscamos compreender dinâmicas sociais e destacar o papel da estatística como ferramenta científica para subsidiar políticas públicas e estratégias empresariais que promovam equidade e valorização profissional.
Objetivos
1 - Identificar os principais fatores que influenciam o salário.
2 - Avaliar se existe disparidade salarial baseada no gênero.
3 - Analisar a relação entre nível educacional, anos de experiência e salário.
Metodologia
1 - Exploração inicial dos dados: realizar uma análise descritiva para entender a distribuição de variáveis, identificar valores ausentes e detectar possíveis outliers.
Objetivo: entender a estrutura da base de dados, verificar a qualidade dos dados e realizar uma análise descritiva inicial.
Ações:
. Identificar e tratar valores ausentes.
. Verificar a presença de outliers (valores fora do padrão esperado).
. Gerar estatísticas descritivas como:
Média, mediana, moda;
Desvio padrão, variância;
Mínimo, máximo e amplitude;
Distribuição de frequências para variáveis categóricas (ex.: gênero, cargo);
Avaliar a normalidade das variáveis contínuas usando teste Shapiro-Wilk.
2 - Visualização de dados: criar gráficos para explorar relações entre as variáveis.
Objetivo: representar graficamente as variáveis e suas relações para obter insights iniciais.
Ações:
. Criar histogramas para visualizar a distribuição de variáveis contínuas como salário, idade e anos de experiência.
. Boxplots para identificar diferenças entre grupos como salário por gênero, educação.
. Diagramas de dispersão (scatterplots) para explorar correlações entre:
Anos de experiência e salário
Idade e salário
Gráficos de barras para frequência de variáveis categóricas
3 - Modelagem estatística:
. Aplicar técnicas de regressão linear para entender os fatores que influenciam o salário.
.Testar hipóteses sobre diferenças salariais com base em gênero, nível de educação ou outros fatores.
Objetivo: entender quais variáveis impactam mais fortemente o salário.
Ações:
. Criar modelos de regressão linear para prever o salário com base em variáveis independentes como:
Anos de experiência
Nível de escolaridade
Gênero
Idade
Avaliar a significância estatística dos coeficientes (p-valores)
Perguntas de Pesquisa:
1 - Qual é o impacto dos anos de experiência no salário de um profissional?
2 - Existe uma disparidade salarial significativa entre gêneros em diferentes cargos ou níveis de educação?
3 - O nível de escolaridade afeta diretamente o salário, independentemente do cargo ocupado?
Carregar base de dados
library(readr)## Warning: pacote 'readr' foi compilado no R versão 4.4.2dados = read_csv("C:/Users/Helena/Downloads/Salary_Data.csv")## Rows: 6704 Columns: 6
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (3): Gender, Education Level, Job Title
## dbl (3): Age, Years of Experience, Salary
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.View(dados)Corrigindo a base de dados
dados <- na.omit(dados)
dados$`Education Level` <- gsub("Bachelor's Degree", "Bachelor's", dados$`Education Level`, ignore.case = TRUE)
dados$`Education Level` <- gsub("Master's Degree", "Master's", dados$`Education Level`, ignore.case = TRUE)
dados$`Education Level` <- gsub("PhD", "phD", dados$`Education Level`, ignore.case = TRUE)
tail(dados)## # A tibble: 6 × 6
## Age Gender `Education Level` `Job Title` `Years of Experience` Salary
## <dbl> <chr> <chr> <chr> <dbl> <dbl>
## 1 37 Male Bachelor's Junior Sales Repr… 6 75000
## 2 49 Female phD Director of Marke… 20 200000
## 3 32 Male High School Sales Associate 3 50000
## 4 30 Female Bachelor's Financial Manager 4 55000
## 5 46 Male Master's Marketing Manager 14 140000
## 6 26 Female High School Sales Executive 1 35000Dados estatísticos descritivos
Média
mean(dados$Salary, na.rm = TRUE)## [1] 115329.3Mediana
median(dados$Salary, na.rm = TRUE)## [1] 115000Moda
get_mode <- function(v) {
uniqv <- unique(v)
uniqv[which.max(tabulate(match(v, uniqv)))]
}
get_mode(dados$Salary)## [1] 140000Desvio Padrão
sd(dados$Salary, na.rm = TRUE)## [1] 52789.79Variância
var(dados$Salary, na.rm = TRUE)## [1] 2786762193Máximo e Mínimo
min(dados$Salary, na.rm = TRUE)## [1] 350max(dados$Salary, na.rm = TRUE)## [1] 250000Amplitude
range(dados$Salary, na.rm = TRUE) # Retorna mínimo e máximo## [1] 350 250000diff(range(dados$Salary, na.rm = TRUE)) # Diferença entre mínimo e máximo## [1] 249650Distribuição de frequência para variáveis categóricas
Frequência Absoluta
table(dados$Gender)##
## Female Male Other
## 3013 3671 14table(dados$`Job Title`)##
## Account Manager Accountant
## 1 1
## Administrative Assistant Back end Developer
## 2 244
## Business Analyst Business Development Manager
## 2 1
## Business Intelligence Analyst CEO
## 1 1
## Chief Data Officer Chief Technology Officer
## 1 1
## Content Marketing Manager Copywriter
## 73 1
## Creative Director Customer Service Manager
## 1 2
## Customer Service Rep Customer Service Representative
## 1 6
## Customer Success Manager Customer Success Rep
## 1 1
## Data Analyst Data Entry Clerk
## 363 1
## Data Scientist Delivery Driver
## 453 5
## Digital Content Producer Digital Marketing Manager
## 1 52
## Digital Marketing Specialist Director
## 15 1
## Director of Business Development Director of Data Science
## 1 57
## Director of Engineering Director of Finance
## 2 2
## Director of HR Director of Human Capital
## 69 1
## Director of Human Resources Director of Marketing
## 2 88
## Director of Operations Director of Product Management
## 11 1
## Director of Sales Director of Sales and Marketing
## 1 1
## Event Coordinator Financial Advisor
## 2 1
## Financial Analyst Financial Manager
## 39 134
## Front end Developer Front End Developer
## 241 31
## Full Stack Engineer Graphic Designer
## 308 22
## Help Desk Analyst HR Generalist
## 1 2
## HR Manager Human Resources Coordinator
## 2 49
## Human Resources Director Human Resources Manager
## 1 104
## IT Manager IT Support
## 1 1
## IT Support Specialist Junior Account Manager
## 1 2
## Junior Accountant Junior Advertising Coordinator
## 3 1
## Junior Business Analyst Junior Business Development Associate
## 8 7
## Junior Business Operations Analyst Junior Copywriter
## 2 1
## Junior Customer Support Specialist Junior Data Analyst
## 1 25
## Junior Data Scientist Junior Designer
## 1 1
## Junior Developer Junior Financial Advisor
## 1 1
## Junior Financial Analyst Junior HR Coordinator
## 7 29
## Junior HR Generalist Junior Marketing Analyst
## 60 3
## Junior Marketing Coordinator Junior Marketing Manager
## 6 51
## Junior Marketing Specialist Junior Operations Analyst
## 5 5
## Junior Operations Coordinator Junior Operations Manager
## 1 3
## Junior Product Manager Junior Project Manager
## 4 5
## Junior Recruiter Junior Research Scientist
## 1 1
## Junior Sales Associate Junior Sales Representative
## 142 41
## Junior Social Media Manager Junior Social Media Specialist
## 1 1
## Junior Software Developer Junior Software Engineer
## 58 51
## Junior UX Designer Junior Web Designer
## 1 1
## Junior Web Developer Juniour HR Coordinator
## 42 3
## Juniour HR Generalist Marketing Analyst
## 3 132
## Marketing Coordinator Marketing Director
## 158 64
## Marketing Manager Marketing Specialist
## 255 1
## Network Engineer Office Manager
## 1 1
## Operations Analyst Operations Director
## 1 1
## Operations Manager Principal Engineer
## 114 1
## Principal Scientist Product Designer
## 1 75
## Product Manager Product Marketing Manager
## 313 1
## Project Engineer Project Manager
## 1 22
## Public Relations Manager Receptionist
## 1 57
## Recruiter Research Director
## 2 75
## Research Scientist Sales Associate
## 69 70
## Sales Director Sales Executive
## 62 38
## Sales Manager Sales Operations Manager
## 56 1
## Sales Representative Senior Account Executive
## 38 1
## Senior Account Manager Senior Accountant
## 1 2
## Senior Business Analyst Senior Business Development Manager
## 10 4
## Senior Consultant Senior Data Analyst
## 1 3
## Senior Data Engineer Senior Data Scientist
## 4 61
## Senior Engineer Senior Financial Advisor
## 2 3
## Senior Financial Analyst Senior Financial Manager
## 7 5
## Senior Graphic Designer Senior HR Generalist
## 1 42
## Senior HR Manager Senior HR Specialist
## 3 1
## Senior Human Resources Coordinator Senior Human Resources Manager
## 1 48
## Senior Human Resources Specialist Senior IT Consultant
## 1 2
## Senior IT Project Manager Senior IT Support Specialist
## 1 1
## Senior Manager Senior Marketing Analyst
## 2 9
## Senior Marketing Coordinator Senior Marketing Director
## 3 1
## Senior Marketing Manager Senior Marketing Specialist
## 9 4
## Senior Operations Analyst Senior Operations Coordinator
## 2 4
## Senior Operations Manager Senior Product Designer
## 5 5
## Senior Product Development Manager Senior Product Manager
## 1 6
## Senior Product Marketing Manager Senior Project Coordinator
## 69 5
## Senior Project Engineer Senior Project Manager
## 318 7
## Senior Quality Assurance Analyst Senior Research Scientist
## 1 49
## Senior Researcher Senior Sales Manager
## 1 2
## Senior Sales Representative Senior Scientist
## 2 3
## Senior Software Architect Senior Software Developer
## 1 3
## Senior Software Engineer Senior Training Specialist
## 244 1
## Senior UX Designer Social Media Man
## 3 1
## Social Media Manager Social Media Specialist
## 14 1
## Software Developer Software Engineer
## 125 518
## Software Engineer Manager Software Manager
## 376 1
## Software Project Manager Strategy Consultant
## 1 1
## Supply Chain Analyst Supply Chain Manager
## 1 1
## Technical Recruiter Technical Support Specialist
## 1 1
## Technical Writer Training Specialist
## 1 1
## UX Designer UX Researcher
## 1 1
## VP of Finance VP of Operations
## 1 1
## Web Developer
## 87table(dados$`Education Level`)##
## Bachelor's High School Master's phD
## 3021 448 1860 1369Frequência Relativa
prop.table(table(dados$Gender)) * 100 # Percentual##
## Female Male Other
## 44.9835772 54.8074052 0.2090176prop.table(table(dados$`Education Level`)) * 100##
## Bachelor's High School Master's phD
## 45.103016 6.688564 27.769483 20.438937Verificar presença de outliers
boxplot(dados$Salary, main = "Boxplot do Salário", ylab = "Salário", col = "lightblue")
Identificar outliers
outliers <- boxplot.stats(dados$Salary)$out
outliers## numeric(0)Afirmação 1: O nível de escolaridade afeta diretamente a remuneração.
Variáveis: “Education Level” e “Salary”
O nível de escolaridade afeta diretamente a remuneração.
options(scipen = 999)
modelo = aov(Salary ~ `Education Level`, data=dados)
residuos = residuals(modelo)
residuos## 1 2 3 4 5
## -5082.90864 -65112.05645 -15651.45800 -35082.90864 69887.94355
## 6 7 8 9 10
## -40082.90864 -10112.05645 -15082.90864 -50082.90864 -55651.45800
## 11 12 13 14 15
## -55112.05645 44917.09136 -30082.90864 -112.05645 -55082.90864
## 16 17 18 19 20
## 29917.09136 -40112.05645 -50651.45800 -60082.90864 84917.09136
## 21 22 23 24 25
## -50112.05645 59887.94355 -45082.90864 -35082.90864 9887.94355
## 26 27 28 29 30
## -50082.90864 -20112.05645 -55082.90864 -25651.45800 -40112.05645
## 31 32 33 34 35
## 154917.09136 -40082.90864 -55112.05645 -30082.90864 4348.54200
## 36 37 38 39 40
## -50082.90864 -35082.90864 -15112.05645 -55082.90864 64917.09136
## 41 42 43 44 45
## -50112.05645 59887.94355 -35082.90864 -50082.90864 -112.05645
## 46 47 48 49 50
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## 51 52 53 54 55
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## 56 57 58 59 60
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## 61 62 63 64 65
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## 66 67 68 69 70
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## 71 72 73 74 75
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## 76 77 78 79 80
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## 81 82 83 84 85
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## 86 87 88 89 90
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## 91 92 93 94 95
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## 96 97 98 99 100
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## 101 102 103 104 105
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## 106 107 108 109 110
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## 111 112 113 114 115
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## 116 117 118 119 120
## -35112.05645 -30082.90864 4348.54200 -50082.90864 -10112.05645
## 121 122 123 124 125
## 4917.09136 49887.94355 -45082.90864 -15082.90864 -25651.45800
## 126 127 128 129 130
## -55082.90864 -35112.05645 14917.09136 -45082.90864 -25112.05645
## 131 132 133 134 135
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## 136 137 138 139 140
## -40082.90864 9887.94355 -45082.90864 -35082.90864 -10112.05645
## 141 142 143 144 145
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## 146 147 148 149 150
## -5082.90864 -15651.45800 -35082.90864 -15082.90864 44887.94355
## 151 152 153 154 155
## -50082.90864 -10112.05645 -25651.45800 -60082.90864 -35112.05645
## 156 157 158 159 160
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## 161 162 163 164 165
## -5082.90864 44887.94355 -50082.90864 -15082.90864 -10112.05645
## 166 167 168 169 170
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## 171 172 173 174 175
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## 176 177 178 179 180
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## 186 187 188 189 190
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## 191 192 193 194 195
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## 196 197 198 199 200
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## 201 202 203 204 205
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## 206 207 208 209 210
## -45082.90864 24917.09136 39887.94355 -55082.90864 -20112.05645
## 211 212 213 214 215
## -15651.45800 -55082.90864 -10082.90864 34917.09136 -30112.05645
## 216 217 218 219 220
## -82.90864 14348.54200 -60082.90864 4917.09136 39887.94355
## 221 222 223 224 225
## -50082.90864 4917.09136 9887.94355 -55082.90864 9917.09136
## 226 227 228 229 230
## -5651.45800 -25082.90864 -10112.05645 59887.94355 -50082.90864
## 231 232 233 234 235
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## 236 237 238 239 240
## 4917.09136 9887.94355 -25082.90864 24917.09136 -5651.45800
## 241 242 243 244 245
## -55082.90864 24917.09136 -15651.45800 -25082.90864 -82.90864
## 246 247 248 249 250
## 49887.94355 -45082.90864 -82.90864 39887.94355 -55082.90864
## 251 252 253 254 255
## -20112.05645 -15651.45800 -55082.90864 -10082.90864 34917.09136
## 256 257 258 259 260
## -30112.05645 -82.90864 14348.54200 -94732.90864 24917.09136
## 261 262 263 264 265
## -5651.45800 -45082.90864 14917.09136 -55082.90864 -82.90864
## 266 267 268 269 270
## 9887.94355 -35082.90864 14917.09136 -15651.45800 -35082.90864
## 271 272 273 274 275
## -5082.90864 49887.94355 -55082.90864 24917.09136 -5651.45800
## 276 277 278 279 280
## -25082.90864 -82.90864 49887.94355 -45082.90864 -82.90864
## 281 282 283 284 285
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## 286 287 288 289 290
## -10082.90864 34917.09136 -30082.90864 14917.09136 14348.54200
## 291 292 293 294 295
## -55082.90864 -5082.90864 9887.94355 -35082.90864 34917.09136
## 296 297 298 299 300
## -5651.45800 -55082.90864 4917.09136 49887.94355 -40082.90864
## 301 302 303 304 305
## 24917.09136 -15651.45800 -25082.90864 -82.90864 49887.94355
## 306 307 308 309 310
## -45082.90864 24917.09136 39887.94355 -60082.90864 4917.09136
## 311 312 313 314 315
## -15651.45800 -35082.90864 -10082.90864 34917.09136 -50112.05645
## 316 317 318 319 320
## -82.90864 -55082.90864 24917.09136 29887.94355 -30082.90864
## 321 322 323 324 325
## 34917.09136 14348.54200 -55082.90864 4917.09136 -15651.45800
## 326 327 328 329 330
## -40082.90864 14917.09136 49887.94355 -45082.90864 34917.09136
## 331 332 333 334 335
## -5651.45800 -35082.90864 -82.90864 39887.94355 -55082.90864
## 336 337 338 339 340
## -5082.90864 -15651.45800 -25082.90864 -5082.90864 39887.94355
## 341 342 343 344 345
## -45082.90864 54917.09136 -5651.45800 -35082.90864 -10082.90864
## 346 347 348 349 350
## 49887.94355 -60082.90864 14917.09136 -5651.45800 -40082.90864
## 351 352 353 354 355
## 14917.09136 49887.94355 -45082.90864 34917.09136 -5651.45800
## 356 357 358 359 360
## -35082.90864 -82.90864 39887.94355 -55082.90864 -5082.90864
## 361 362 363 364 365
## -15651.45800 -25082.90864 -5082.90864 39887.94355 -45082.90864
## 366 367 368 369 370
## 54917.09136 -5651.45800 -35082.90864 -10082.90864 39887.94355
## 371 372 373 374 375
## -55082.90864 -5082.90864 -15651.45800 29887.94355 29917.09136
## 376 377 378 379 380
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## 381 382 383 384 385
## -30112.05645 24348.54200 59917.09136 -112.05645 49917.09136
## 386 387 388 389 390
## -50651.45800 44917.09136 89917.09136 -30112.05645 24348.54200
## 391 392 393 394 395
## 59917.09136 -112.05645 49917.09136 29917.09136 -10112.05645
## 396 397 398 399 400
## 14917.09136 14348.54200 44917.09136 74917.09136 -30112.05645
## 401 402 403 404 405
## 24348.54200 59917.09136 -112.05645 49917.09136 -50651.45800
## 406 407 408 409 410
## 44917.09136 89917.09136 -30112.05645 24348.54200 59917.09136
## 411 412 413 414 415
## -112.05645 49917.09136 29917.09136 -10112.05645 14917.09136
## 416 417 418 419 420
## 14348.54200 44917.09136 74917.09136 -30112.05645 24348.54200
## 421 422 423 424 425
## 59917.09136 -112.05645 49917.09136 -50651.45800 44917.09136
## 426 427 428 429 430
## 89917.09136 -30112.05645 24348.54200 59917.09136 -112.05645
## 431 432 433 434 435
## 49917.09136 29917.09136 -10112.05645 14917.09136 14348.54200
## 436 437 438 439 440
## 44917.09136 74917.09136 -30112.05645 24348.54200 59917.09136
## 441 442 443 444 445
## -112.05645 49917.09136 -50651.45800 44917.09136 89917.09136
## 446 447 448 449 450
## -30112.05645 24348.54200 59917.09136 -112.05645 49917.09136
## 451 452 453 454 455
## -50651.45800 44917.09136 89917.09136 -30112.05645 24348.54200
## 456 457 458 459 460
## 59917.09136 -112.05645 49917.09136 29917.09136 -10112.05645
## 461 462 463 464 465
## 14917.09136 14348.54200 44917.09136 74917.09136 -30112.05645
## 466 467 468 469 470
## 24348.54200 59917.09136 -112.05645 49917.09136 -50651.45800
## 471 472 473 474 475
## 44917.09136 89917.09136 -30112.05645 24348.54200 59917.09136
## 476 477 478 479 480
## -112.05645 49917.09136 -50651.45800 44917.09136 89917.09136
## 481 482 483 484 485
## -30112.05645 24348.54200 59917.09136 -112.05645 49917.09136
## 486 487 488 489 490
## -50651.45800 44917.09136 89917.09136 -30112.05645 24348.54200
## 491 492 493 494 495
## 59917.09136 -112.05645 49917.09136 -50651.45800 44917.09136
## 496 497 498 499 500
## 89917.09136 -30112.05645 24348.54200 59917.09136 -112.05645
## 501 502 503 504 505
## 49917.09136 -50651.45800 44917.09136 89917.09136 34917.09136
## 506 507 508 509 510
## 49887.94355 94917.09136 54917.09136 -5082.90864 64887.94355
## 511 512 513 514 515
## 64917.09136 67887.94355 14917.09136 19348.54200 44917.09136
## 516 517 518 519 520
## 65887.94355 -82.90864 27348.54200 79917.09136 64917.09136
## 521 522 523 524 525
## 34917.09136 49887.94355 64917.09136 67887.94355 -5082.90864
## 526 527 528 529 530
## 19348.54200 44917.09136 65887.94355 14917.09136 49887.94355
## 531 532 533 534 535
## 94917.09136 54917.09136 99917.09136 64917.09136 67887.94355
## 536 537 538 539 540
## 34917.09136 19348.54200 44917.09136 65887.94355 14917.09136
## 541 542 543 544 545
## 94917.09136 49887.94355 64917.09136 67887.94355 -5082.90864
## 546 547 548 549 550
## 29348.54200 64917.09136 54917.09136 34917.09136 49887.94355
## 551 552 553 554 555
## 94917.09136 67887.94355 14917.09136 19348.54200 44917.09136
## 556 557 558 559 560
## 65887.94355 99917.09136 64917.09136 34917.09136 49887.94355
## 561 562 563 564 565
## 94917.09136 67887.94355 -5082.90864 44917.09136 14917.09136
## 566 567 568 569 570
## 19348.54200 99917.09136 64917.09136 34917.09136 49887.94355
## 571 572 573 574 575
## 94917.09136 67887.94355 -5082.90864 44917.09136 14917.09136
## 576 577 578 579 580
## 19348.54200 99917.09136 64917.09136 34917.09136 49887.94355
## 581 582 583 584 585
## 94917.09136 67887.94355 -5082.90864 44917.09136 14917.09136
## 586 587 588 589 590
## 19348.54200 99917.09136 64917.09136 34917.09136 49887.94355
## 591 592 593 594 595
## 94917.09136 67887.94355 -5082.90864 44917.09136 29917.09136
## 596 597 598 599 600
## 44887.94355 94917.09136 54917.09136 -82.90864 64887.94355
## 601 602 603 604 605
## 64917.09136 67887.94355 34917.09136 19348.54200 44917.09136
## 606 607 608 609 610
## 65887.94355 -5082.90864 27348.54200 74917.09136 64917.09136
## 611 612 613 614 615
## 39917.09136 49887.94355 64917.09136 67887.94355 -5082.90864
## 616 617 618 619 620
## 19348.54200 44917.09136 65887.94355 19917.09136 49887.94355
## 621 622 623 624 625
## 94917.09136 54917.09136 99917.09136 64917.09136 67887.94355
## 626 627 628 629 630
## 34917.09136 19348.54200 44917.09136 65887.94355 14917.09136
## 631 632 633 634 635
## 94917.09136 49887.94355 64917.09136 67887.94355 -5082.90864
## 636 637 638 639 640
## 29348.54200 64917.09136 54917.09136 34917.09136 49887.94355
## 641 642 643 644 645
## 94917.09136 67887.94355 14917.09136 19348.54200 44917.09136
## 646 647 648 649 650
## 65887.94355 99917.09136 64917.09136 34917.09136 49887.94355
## 651 652 653 654 655
## 94917.09136 67887.94355 -5082.90864 44917.09136 14917.09136
## 656 657 658 659 660
## 19348.54200 99917.09136 64917.09136 34917.09136 49887.94355
## 661 662 663 664 665
## 94917.09136 67887.94355 -5082.90864 44917.09136 14917.09136
## 666 667 668 669 670
## 19348.54200 99917.09136 64917.09136 34917.09136 49887.94355
## 671 672 673 674 675
## 94917.09136 67887.94355 -5082.90864 44917.09136 -5082.90864
## 676 677 678 679 680
## 19887.94355 94917.09136 29917.09136 14917.09136 49887.94355
## 681 682 683 684 685
## 64917.09136 64887.94355 34917.09136 4348.54200 44917.09136
## 686 687 688 689 690
## 65887.94355 -3082.90864 29348.54200 74917.09136 64917.09136
## 691 692 693 694 695
## 39917.09136 49887.94355 69917.09136 67887.94355 -82.90864
## 696 697 698 699 700
## 19348.54200 44917.09136 65887.94355 19917.09136 49887.94355
## 701 702 703 704 705
## 94917.09136 54917.09136 99917.09136 64917.09136 67887.94355
## 706 707 708 709 710
## 34917.09136 19348.54200 44917.09136 65887.94355 14917.09136
## 711 712 713 714 715
## 94917.09136 49887.94355 64917.09136 67887.94355 -5082.90864
## 716 717 718 719 720
## 29348.54200 64917.09136 54917.09136 34917.09136 49887.94355
## 721 722 723 724 725
## 94917.09136 67887.94355 14917.09136 19348.54200 44917.09136
## 726 727 728 729 730
## 65887.94355 99917.09136 64917.09136 34917.09136 49887.94355
## 731 732 733 734 735
## 94917.09136 67887.94355 -5082.90864 44917.09136 14917.09136
## 736 737 738 739 740
## 19348.54200 99917.09136 64917.09136 34917.09136 49887.94355
## 741 742 743 744 745
## 94917.09136 67887.94355 -5082.90864 44917.09136 14917.09136
## 746 747 748 749 750
## 19348.54200 99917.09136 64917.09136 34917.09136 49887.94355
## 751 752 753 754 755
## 94917.09136 67887.94355 -5082.90864 44917.09136 14917.09136
## 756 757 758 759 760
## 19348.54200 99917.09136 64917.09136 34917.09136 49887.94355
## 761 762 763 764 765
## 94917.09136 67887.94355 -5082.90864 44917.09136 14917.09136
## 766 767 768 769 770
## 19348.54200 99917.09136 64917.09136 34917.09136 49887.94355
## 771 772 773 774 775
## 94917.09136 67887.94355 -5082.90864 44917.09136 14917.09136
## 776 777 778 779 780
## 19348.54200 99917.09136 64917.09136 34917.09136 49887.94355
## 781 782 783 784 785
## 94917.09136 67887.94355 -5082.90864 44917.09136 14917.09136
## 786 787 788 789 790
## 19348.54200 99917.09136 64917.09136 34917.09136 49887.94355
## 791 792 793 794 795
## 94917.09136 67887.94355 -5082.90864 44917.09136 14917.09136
## 796 797 798 799 800
## 19348.54200 99917.09136 64917.09136 34917.09136 49887.94355
## 801 802 803 804 805
## 94917.09136 67887.94355 -5082.90864 44917.09136 14917.09136
## 806 807 808 809 810
## 19348.54200 99917.09136 64917.09136 39917.09136 94917.09136
## 811 812 813 814 815
## 49887.94355 64917.09136 -82.90864 65887.94355 44917.09136
## 816 817 818 819 820
## 34917.09136 19348.54200 99917.09136 64917.09136 34917.09136
## 821 822 823 824 825
## 19348.54200 54917.09136 -5082.90864 67887.94355 19917.09136
## 826 827 828 829 830
## 69917.09136 34917.09136 49887.94355 94917.09136 67887.94355
## 831 832 833 834 835
## 44917.09136 49887.94355 64917.09136 -3082.90864 64917.09136
## 836 837 838 839 840
## 34917.09136 94917.09136 67887.94355 14917.09136 19348.54200
## 841 842 843 844 845
## 44917.09136 65887.94355 99917.09136 64917.09136 34917.09136
## 846 847 848 849 850
## 49887.94355 94917.09136 67887.94355 -5082.90864 44917.09136
## 851 852 853 854 855
## 14917.09136 19348.54200 99917.09136 64917.09136 34917.09136
## 856 857 858 859 860
## 49887.94355 94917.09136 67887.94355 -5082.90864 44917.09136
## 861 862 863 864 865
## 14917.09136 19348.54200 99917.09136 64917.09136 34917.09136
## 866 867 868 869 870
## 49887.94355 94917.09136 67887.94355 -5082.90864 44917.09136
## 871 872 873 874 875
## 14917.09136 19348.54200 99917.09136 64917.09136 34917.09136
## 876 877 878 879 880
## 49887.94355 94917.09136 67887.94355 -5082.90864 44917.09136
## 881 882 883 884 885
## 14917.09136 19348.54200 99917.09136 64917.09136 34917.09136
## 886 887 888 889 890
## 49887.94355 94917.09136 67887.94355 -5082.90864 44917.09136
## 891 892 893 894 895
## 14917.09136 19348.54200 99917.09136 64917.09136 34917.09136
## 896 897 898 899 900
## 49887.94355 94917.09136 67887.94355 -5082.90864 44917.09136
## 901 902 903 904 905
## 14917.09136 19348.54200 99917.09136 64917.09136 34917.09136
## 906 907 908 909 910
## 49887.94355 94917.09136 67887.94355 -5082.90864 44917.09136
## 911 912 913 914 915
## 14917.09136 19348.54200 99917.09136 64917.09136 34917.09136
## 916 917 918 919 920
## 49887.94355 94917.09136 67887.94355 -5082.90864 44917.09136
## 921 922 923 924 925
## 14917.09136 19348.54200 99917.09136 64917.09136 34917.09136
## 926 927 928 929 930
## 49887.94355 94917.09136 67887.94355 -5082.90864 44917.09136
## 931 932 933 934 935
## 14917.09136 19348.54200 99917.09136 64917.09136 34917.09136
## 936 937 938 939 940
## 49887.94355 94917.09136 67887.94355 -5082.90864 44917.09136
## 941 942 943 944 945
## 14917.09136 19348.54200 39917.09136 49887.94355 99917.09136
## 946 947 948 949 950
## 69917.09136 67887.94355 54917.09136 66917.09136 44887.94355
## 951 952 953 954 955
## 101917.09136 46917.09136 51887.94355 89917.09136 74917.09136
## 956 957 958 959 960
## 64917.09136 84917.09136 19887.94355 44917.09136 4917.09136
## 961 962 963 964 965
## 59887.94355 64917.09136 24917.09136 4348.54200 94917.09136
## 966 967 968 969 970
## 54917.09136 24917.09136 4348.54200 34917.09136 -82.90864
## 971 972 973 974 975
## 64887.94355 4917.09136 54917.09136 24917.09136 19887.94355
## 976 977 978 979 980
## 84917.09136 64887.94355 64917.09136 39887.94355 44917.09136
## 981 982 983 984 985
## -82.90864 54917.09136 24917.09136 84917.09136 64887.94355
## 986 987 988 989 990
## 4917.09136 4348.54200 64917.09136 59887.94355 94917.09136
## 991 992 993 994 995
## 54917.09136 24917.09136 19887.94355 84917.09136 64887.94355
## 996 997 998 999 1000
## -82.90864 64917.09136 4917.09136 4348.54200 94917.09136
## 1001 1002 1003 1004 1005
## 54917.09136 24917.09136 19887.94355 84917.09136 64887.94355
## 1006 1007 1008 1009 1010
## -82.90864 64917.09136 4917.09136 4348.54200 94917.09136
## 1011 1012 1013 1014 1015
## 54917.09136 24917.09136 19887.94355 84917.09136 64887.94355
## 1016 1017 1018 1019 1020
## -82.90864 64917.09136 4917.09136 4348.54200 94917.09136
## 1021 1022 1023 1024 1025
## 54917.09136 24917.09136 19887.94355 84917.09136 64887.94355
## 1026 1027 1028 1029 1030
## -82.90864 64917.09136 4917.09136 4348.54200 94917.09136
## 1031 1032 1033 1034 1035
## 54917.09136 24917.09136 19887.94355 84917.09136 64887.94355
## 1036 1037 1038 1039 1040
## -82.90864 64917.09136 4917.09136 4348.54200 94917.09136
## 1041 1042 1043 1044 1045
## 54917.09136 24917.09136 19887.94355 84917.09136 64887.94355
## 1046 1047 1048 1049 1050
## -82.90864 64917.09136 4917.09136 4348.54200 94917.09136
## 1051 1052 1053 1054 1055
## 54917.09136 24917.09136 19887.94355 84917.09136 64887.94355
## 1056 1057 1058 1059 1060
## -82.90864 64917.09136 4917.09136 4348.54200 94917.09136
## 1061 1062 1063 1064 1065
## 54917.09136 24917.09136 19887.94355 84917.09136 64887.94355
## 1066 1067 1068 1069 1070
## -82.90864 64917.09136 4917.09136 4348.54200 94917.09136
## 1071 1072 1073 1074 1075
## 54917.09136 24917.09136 19887.94355 84917.09136 64887.94355
## 1076 1077 1078 1079 1080
## -82.90864 64917.09136 4917.09136 4348.54200 94917.09136
## 1081 1082 1083 1084 1085
## 54917.09136 24917.09136 19887.94355 84917.09136 64887.94355
## 1086 1087 1088 1089 1090
## -82.90864 64917.09136 4917.09136 4348.54200 84917.09136
## 1091 1092 1093 1094 1095
## 24917.09136 64887.94355 64917.09136 4917.09136 94917.09136
## 1096 1097 1098 1099 1100
## 39887.94355 89917.09136 34917.09136 94917.09136 54917.09136
## 1101 1102 1103 1104 1105
## 19887.94355 29348.54200 14917.09136 84917.09136 54887.94355
## 1106 1107 1108 1109 1110
## 34917.09136 94917.09136 24887.94355 99917.09136 -5082.90864
## 1111 1112 1113 1114 1115
## 89917.09136 24917.09136 84917.09136 4917.09136 64887.94355
## 1116 1117 1118 1119 1120
## 64917.09136 29917.09136 39887.94355 89917.09136 34917.09136
## 1121 1122 1123 1124 1125
## 94917.09136 54917.09136 19887.94355 29348.54200 14917.09136
## 1126 1127 1128 1129 1130
## 84917.09136 54887.94355 34917.09136 94917.09136 24887.94355
## 1131 1132 1133 1134 1135
## 99917.09136 -5082.90864 89917.09136 24917.09136 84917.09136
## 1136 1137 1138 1139 1140
## 4917.09136 64887.94355 64917.09136 29917.09136 39887.94355
## 1141 1142 1143 1144 1145
## 89917.09136 34917.09136 94917.09136 54917.09136 19887.94355
## 1146 1147 1148 1149 1150
## 29348.54200 14917.09136 84917.09136 54887.94355 34917.09136
## 1151 1152 1153 1154 1155
## 94917.09136 24887.94355 99917.09136 -5082.90864 89917.09136
## 1156 1157 1158 1159 1160
## 24917.09136 84917.09136 4917.09136 64887.94355 64917.09136
## 1161 1162 1163 1164 1165
## 29917.09136 39887.94355 89917.09136 34917.09136 94917.09136
## 1166 1167 1168 1169 1170
## 54917.09136 19887.94355 29348.54200 14917.09136 84917.09136
## 1171 1172 1173 1174 1175
## 54887.94355 34917.09136 94917.09136 24887.94355 99917.09136
## 1176 1177 1178 1179 1180
## -5082.90864 89917.09136 24917.09136 84917.09136 4917.09136
## 1181 1182 1183 1184 1185
## 64887.94355 64917.09136 29917.09136 39887.94355 89917.09136
## 1186 1187 1188 1189 1190
## 34917.09136 94917.09136 54917.09136 19887.94355 29348.54200
## 1191 1192 1193 1194 1195
## 14917.09136 84917.09136 54887.94355 34917.09136 94917.09136
## 1196 1197 1198 1199 1200
## 24887.94355 99917.09136 -5082.90864 89917.09136 79917.09136
## 1201 1202 1203 1204 1205
## 24348.54200 -20112.05645 29348.54200 -30112.05645 -35082.90864
## 1206 1207 1208 1209 1210
## 24887.94355 9348.54200 49887.94355 -82.90864 34348.54200
## 1211 1212 1213 1214 1215
## 34887.94355 14887.94355 29348.54200 -20082.90864 -40112.05645
## 1216 1217 1218 1219 1220
## 24887.94355 19917.09136 39887.94355 24348.54200 19917.09136
## 1221 1222 1223 1224 1225
## 14348.54200 29348.54200 9887.94355 34348.54200 -60112.05645
## 1226 1227 1228 1229 1230
## 39887.94355 19348.54200 9887.94355 19348.54200 19348.54200
## 1231 1232 1233 1234 1235
## 14348.54200 9348.54200 -25082.90864 -35082.90864 34348.54200
## 1236 1237 1238 1239 1240
## 4348.54200 34887.94355 -40082.90864 24348.54200 -40112.05645
## 1241 1242 1243 1244 1245
## 9917.09136 -112.05645 19348.54200 -70112.05645 29348.54200
## 1246 1247 1248 1249 1250
## -35082.90864 19887.94355 14348.54200 39887.94355 -5112.05645
## 1251 1252 1253 1254 1255
## 19348.54200 -5082.90864 -15082.90864 -10082.90864 24348.54200
## 1256 1257 1258 1259 1260
## 29887.94355 34348.54200 29348.54200 29348.54200 24348.54200
## 1261 1262 1263 1264 1265
## -35112.05645 -40082.90864 19348.54200 -10112.05645 29348.54200
## 1266 1267 1268 1269 1270
## 9348.54200 -55112.05645 34348.54200 29887.94355 9348.54200
## 1271 1272 1273 1274 1275
## -25082.90864 14348.54200 -35082.90864 24348.54200 24917.09136
## 1276 1277 1278 1279 1280
## 34348.54200 19348.54200 24348.54200 29348.54200 4348.54200
## 1281 1282 1283 1284 1285
## -40082.90864 -112.05645 14348.54200 19348.54200 -40082.90864
## 1286 1287 1288 1289 1290
## 14887.94355 39887.94355 29348.54200 24887.94355 -5112.05645
## 1291 1292 1293 1294 1295
## 14348.54200 -82.90864 39887.94355 -30112.05645 9348.54200
## 1296 1297 1298 1299 1300
## -15082.90864 29348.54200 24887.94355 -5112.05645 -20112.05645
## 1301 1302 1303 1304 1305
## -112.05645 24348.54200 34348.54200 34348.54200 19887.94355
## 1306 1307 1308 1309 1310
## 9887.94355 29348.54200 29348.54200 -40082.90864 19348.54200
## 1311 1312 1313 1314 1315
## -10112.05645 24348.54200 -112.05645 24348.54200 -112.05645
## 1316 1317 1318 1319 1320
## 9887.94355 -25082.90864 39887.94355 24348.54200 -15082.90864
## 1321 1322 1323 1324 1325
## 14348.54200 -60112.05645 19348.54200 -40082.90864 9887.94355
## 1326 1327 1328 1329 1330
## 4348.54200 -112.05645 14348.54200 -82.90864 -25082.90864
## 1331 1332 1333 1334 1335
## 34887.94355 19348.54200 9887.94355 -35082.90864 -15082.90864
## 1336 1337 1338 1339 1340
## 19887.94355 19348.54200 -25082.90864 -40112.05645 4348.54200
## 1341 1342 1343 1344 1345
## 4348.54200 24348.54200 -60112.05645 19348.54200 4348.54200
## 1346 1347 1348 1349 1350
## -30112.05645 24887.94355 39887.94355 29348.54200 19348.54200
## 1351 1352 1353 1354 1355
## -25082.90864 24348.54200 9887.94355 -35082.90864 24348.54200
## 1356 1357 1358 1359 1360
## 14348.54200 -112.05645 4348.54200 -651.45800 19348.54200
## 1361 1362 1363 1364 1365
## -112.05645 -35082.90864 39887.94355 9887.94355 -20112.05645
## 1366 1367 1368 1369 1370
## -25082.90864 14887.94355 24348.54200 34348.54200 -15082.90864
## 1371 1372 1373 1374 1375
## -82.90864 -30112.05645 29348.54200 19348.54200 24887.94355
## 1376 1377 1378 1379 1380
## 29348.54200 -5112.05645 29348.54200 9887.94355 4348.54200
## 1381 1382 1383 1384 1385
## 39887.94355 19887.94355 -35082.90864 -25082.90864 4348.54200
## 1386 1387 1388 1389 1390
## -40082.90864 -15082.90864 19348.54200 9887.94355 14348.54200
## 1391 1392 1393 1394 1395
## -60112.05645 19348.54200 24348.54200 -112.05645 -20112.05645
## 1396 1397 1398 1399 1400
## 14348.54200 14887.94355 4348.54200 -651.45800 9887.94355
## 1401 1402 1403 1404 1405
## 29348.54200 24887.94355 24348.54200 29348.54200 -112.05645
## 1406 1407 1408 1409 1410
## -10082.90864 34348.54200 9887.94355 -30082.90864 24348.54200
## 1411 1412 1413 1414 1415
## -10112.05645 -15082.90864 -40112.05645 24348.54200 34348.54200
## 1416 1417 1418 1419 1420
## 24348.54200 -20112.05645 14348.54200 -65112.05645 19348.54200
## 1421 1422 1423 1424 1425
## -40082.90864 -112.05645 24348.54200 -10112.05645 24887.94355
## 1426 1427 1428 1429 1430
## 24348.54200 -30112.05645 19887.94355 39887.94355 -15082.90864
## 1431 1432 1433 1434 1435
## 24887.94355 29348.54200 19348.54200 -25082.90864 24348.54200
## 1436 1437 1438 1439 1440
## 9887.94355 -40082.90864 24348.54200 14348.54200 -112.05645
## 1441 1442 1443 1444 1445
## 4348.54200 -651.45800 19348.54200 -112.05645 -35082.90864
## 1446 1447 1448 1449 1450
## 39887.94355 9887.94355 -20112.05645 -25082.90864 14887.94355
## 1451 1452 1453 1454 1455
## 24348.54200 34348.54200 -15082.90864 -82.90864 -30112.05645
## 1456 1457 1458 1459 1460
## 29348.54200 19348.54200 24887.94355 29348.54200 -5112.05645
## 1461 1462 1463 1464 1465
## 29348.54200 9887.94355 4348.54200 39887.94355 19887.94355
## 1466 1467 1468 1469 1470
## -35082.90864 -25082.90864 4348.54200 -40082.90864 -15082.90864
## 1471 1472 1473 1474 1475
## 19348.54200 9887.94355 14348.54200 -60112.05645 19348.54200
## 1476 1477 1478 1479 1480
## 24348.54200 -5112.05645 -5651.45800 9887.94355 29348.54200
## 1481 1482 1483 1484 1485
## -25082.90864 -25082.90864 39887.94355 19348.54200 29348.54200
## 1486 1487 1488 1489 1490
## -112.05645 24887.94355 19348.54200 -15082.90864 29348.54200
## 1491 1492 1493 1494 1495
## 4887.94355 -40082.90864 24348.54200 -60112.05645 19348.54200
## 1496 1497 1498 1499 1500
## 39887.94355 19887.94355 29348.54200 -25082.90864 29348.54200
## 1501 1502 1503 1504 1505
## -5112.05645 19348.54200 -60112.05645 24887.94355 -15082.90864
## 1506 1507 1508 1509 1510
## 19348.54200 24348.54200 39887.94355 29348.54200 19887.94355
## 1511 1512 1513 1514 1515
## -25082.90864 -60112.05645 19348.54200 4887.94355 -15082.90864
## 1516 1517 1518 1519 1520
## 29348.54200 24887.94355 39887.94355 19348.54200 -25082.90864
## 1521 1522 1523 1524 1525
## 24348.54200 -5112.05645 29348.54200 19887.94355 -25082.90864
## 1526 1527 1528 1529 1530
## -60112.05645 -82.90864 39887.94355 -20082.90864 44348.54200
## 1531 1532 1533 1534 1535
## 4887.94355 -5651.45800 -40082.90864 24348.54200 -651.45800
## 1536 1537 1538 1539 1540
## -15082.90864 24917.09136 19348.54200 19348.54200 24348.54200
## 1541 1542 1543 1544 1545
## 9887.94355 -112.05645 -60112.05645 39887.94355 -5112.05645
## 1546 1547 1548 1549 1550
## 24887.94355 -25082.90864 29348.54200 9887.94355 -112.05645
## 1551 1552 1553 1554 1555
## 24887.94355 24348.54200 -25082.90864 -15082.90864 19348.54200
## 1556 1557 1558 1559 1560
## -30112.05645 19348.54200 24348.54200 4887.94355 -5651.45800
## 1561 1562 1563 1564 1565
## -40082.90864 -15082.90864 4348.54200 -40082.90864 -15082.90864
## 1566 1567 1568 1569 1570
## 19348.54200 9887.94355 14348.54200 -60112.05645 19348.54200
## 1571 1572 1573 1574 1575
## 24348.54200 -5112.05645 -5651.45800 9887.94355 29348.54200
## 1576 1577 1578 1579 1580
## -25082.90864 -25082.90864 39887.94355 19348.54200 29348.54200
## 1581 1582 1583 1584 1585
## -112.05645 24887.94355 19348.54200 -15082.90864 29348.54200
## 1586 1587 1588 1589 1590
## 4887.94355 -40082.90864 24348.54200 -60112.05645 19348.54200
## 1591 1592 1593 1594 1595
## 39887.94355 19887.94355 29348.54200 -25082.90864 29348.54200
## 1596 1597 1598 1599 1600
## -5112.05645 19348.54200 29348.54200 -15082.90864 4348.54200
## 1601 1602 1603 1604 1605
## 24887.94355 19348.54200 -25082.90864 9887.94355 29348.54200
## 1606 1607 1608 1609 1610
## 9887.94355 -60112.05645 19348.54200 24348.54200 4887.94355
## 1611 1612 1613 1614 1615
## -5651.45800 -40082.90864 -15082.90864 19348.54200 -30112.05645
## 1616 1617 1618 1619 1620
## 19348.54200 24348.54200 -5112.05645 -5651.45800 9887.94355
## 1621 1622 1623 1624 1625
## 29348.54200 -25082.90864 -25082.90864 39887.94355 19348.54200
## 1626 1627 1628 1629 1630
## 29348.54200 -112.05645 24887.94355 19348.54200 -15082.90864
## 1631 1632 1633 1634 1635
## 29348.54200 4887.94355 -40082.90864 24348.54200 -60112.05645
## 1636 1637 1638 1639 1640
## 19348.54200 39887.94355 19887.94355 29348.54200 -25082.90864
## 1641 1642 1643 1644 1645
## 29348.54200 -5112.05645 19348.54200 29348.54200 -15082.90864
## 1646 1647 1648 1649 1650
## 4348.54200 24887.94355 24917.09136 -40112.05645 14348.54200
## 1651 1652 1653 1654 1655
## 34917.09136 4348.54200 -25082.90864 44348.54200 -75112.05645
## 1656 1657 1658 1659 1660
## 24348.54200 -651.45800 -25112.05645 29887.94355 14917.09136
## 1661 1662 1663 1664 1665
## 29348.54200 -10082.90864 14348.54200 -40082.90864 19348.54200
## 1666 1667 1668 1669 1670
## 44917.09136 -40112.05645 -5651.45800 49917.09136 19348.54200
## 1671 1672 1673 1674 1675
## -25112.05645 14917.09136 44348.54200 -75112.05645 24348.54200
## 1676 1677 1678 1679 1680
## -651.45800 -25112.05645 29887.94355 14917.09136 29348.54200
## 1681 1682 1683 1684 1685
## -10082.90864 14348.54200 -40082.90864 19348.54200 44917.09136
## 1686 1687 1688 1689 1690
## -40112.05645 -5651.45800 49917.09136 19348.54200 -25112.05645
## 1691 1692 1693 1694 1695
## 14917.09136 44348.54200 -75112.05645 24348.54200 -651.45800
## 1696 1697 1698 1699 1700
## -25112.05645 29887.94355 14917.09136 29348.54200 -10082.90864
## 1701 1702 1703 1704 1705
## 14348.54200 -40082.90864 19348.54200 44917.09136 -40112.05645
## 1706 1707 1708 1709 1710
## -5651.45800 49917.09136 19348.54200 -25112.05645 14917.09136
## 1711 1712 1713 1714 1715
## 44348.54200 -75112.05645 24348.54200 -651.45800 -25112.05645
## 1716 1717 1718 1719 1720
## 29887.94355 14917.09136 29348.54200 -10082.90864 14348.54200
## 1721 1722 1723 1724 1725
## -40082.90864 19348.54200 44917.09136 -40112.05645 -5651.45800
## 1726 1727 1728 1729 1730
## 49917.09136 19348.54200 -25112.05645 14917.09136 44348.54200
## 1731 1732 1733 1734 1735
## -75112.05645 24348.54200 -651.45800 -25112.05645 29887.94355
## 1736 1737 1738 1739 1740
## 14917.09136 29348.54200 -10082.90864 14348.54200 -40082.90864
## 1741 1742 1743 1744 1745
## 19348.54200 44917.09136 -40112.05645 -5651.45800 49917.09136
## 1746 1747 1748 1749 1750
## 19348.54200 -25112.05645 14917.09136 44348.54200 -75112.05645
## 1751 1752 1753 1754 1755
## 24348.54200 -651.45800 -25112.05645 29887.94355 14917.09136
## 1756 1757 1758 1759 1760
## 29348.54200 -10082.90864 14348.54200 -40082.90864 19348.54200
## 1761 1762 1763 1764 1765
## 44917.09136 -40112.05645 -5651.45800 49917.09136 19348.54200
## 1766 1767 1768 1769 1770
## -25112.05645 14917.09136 44348.54200 19917.09136 39887.94355
## 1771 1772 1773 1774 1775
## -15082.90864 34348.54200 -112.05645 59917.09136 9917.09136
## 1776 1777 1778 1779 1780
## 24348.54200 9887.94355 19348.54200 49917.09136 -40112.05645
## 1781 1782 1783 1784 1785
## 29348.54200 -82.90864 39887.94355 19917.09136 19348.54200
## 1786 1787 1788 1789 1790
## -30082.90864 29887.94355 4917.09136 14348.54200 -40082.90864
## 1791 1792 1793 1794 1795
## 24348.54200 19917.09136 29348.54200 19887.94355 19917.09136
## 1796 1797 1798 1799 1800
## 19348.54200 -30082.90864 29887.94355 4917.09136 14348.54200
## 1801 1802 1803 1804 1805
## -40082.90864 24348.54200 19917.09136 29348.54200 19887.94355
## 1806 1807 1808 1809 1810
## 19917.09136 19348.54200 -30082.90864 29887.94355 4917.09136
## 1811 1812 1813 1814 1815
## 14348.54200 -40082.90864 24348.54200 19917.09136 29348.54200
## 1816 1817 1818 1819 1820
## 19887.94355 19917.09136 19348.54200 -30082.90864 29887.94355
## 1821 1822 1823 1824 1825
## 4917.09136 14348.54200 -40082.90864 24348.54200 19917.09136
## 1826 1827 1828 1829 1830
## 29348.54200 19887.94355 19917.09136 19348.54200 -30082.90864
## 1831 1832 1833 1834 1835
## 29887.94355 4917.09136 14348.54200 -40082.90864 24348.54200
## 1836 1837 1838 1839 1840
## 19917.09136 29348.54200 19887.94355 19917.09136 19348.54200
## 1841 1842 1843 1844 1845
## -30082.90864 29887.94355 4917.09136 14348.54200 -40082.90864
## 1846 1847 1848 1849 1850
## 24348.54200 19917.09136 29348.54200 19887.94355 19917.09136
## 1851 1852 1853 1854 1855
## 19348.54200 -30082.90864 29887.94355 4917.09136 14348.54200
## 1856 1857 1858 1859 1860
## -40082.90864 24348.54200 19917.09136 29348.54200 19887.94355
## 1861 1862 1863 1864 1865
## 19917.09136 19348.54200 -30082.90864 29887.94355 4917.09136
## 1866 1867 1868 1869 1870
## 14348.54200 -40082.90864 24348.54200 19917.09136 29348.54200
## 1871 1872 1873 1874 1875
## 19887.94355 19917.09136 19348.54200 -30082.90864 29887.94355
## 1876 1877 1878 1879 1880
## 4917.09136 14348.54200 -40082.90864 24348.54200 19917.09136
## 1881 1882 1883 1884 1885
## 29348.54200 19887.94355 19917.09136 19348.54200 -30082.90864
## 1886 1887 1888 1889 1890
## 29887.94355 4917.09136 14348.54200 -94532.90864 -5082.90864
## 1891 1892 1893 1894 1895
## 29887.94355 -15082.90864 29348.54200 -15112.05645 54917.09136
## 1896 1897 1898 1899 1900
## -30082.90864 24348.54200 9887.94355 19348.54200 34917.09136
## 1901 1902 1903 1904 1905
## -25112.05645 34348.54200 4917.09136 39887.94355 19917.09136
## 1906 1907 1908 1909 1910
## 19348.54200 -5082.90864 29887.94355 -15082.90864 29348.54200
## 1911 1912 1913 1914 1915
## -15112.05645 39917.09136 -30082.90864 24348.54200 9887.94355
## 1916 1917 1918 1919 1920
## 19348.54200 34917.09136 -25112.05645 34348.54200 4917.09136
## 1921 1922 1923 1924 1925
## 39887.94355 19917.09136 19348.54200 -5082.90864 29887.94355
## 1926 1927 1928 1929 1930
## -15082.90864 29348.54200 -15112.05645 39917.09136 -30082.90864
## 1931 1932 1933 1934 1935
## 24348.54200 9887.94355 19348.54200 34917.09136 -25112.05645
## 1936 1937 1938 1939 1940
## 34348.54200 4917.09136 39887.94355 19917.09136 19348.54200
## 1941 1942 1943 1944 1945
## -5082.90864 29887.94355 -15082.90864 29348.54200 -15112.05645
## 1946 1947 1948 1949 1950
## 39917.09136 -30082.90864 24348.54200 9887.94355 19348.54200
## 1951 1952 1953 1954 1955
## 34917.09136 -25112.05645 34348.54200 4917.09136 39887.94355
## 1956 1957 1958 1959 1960
## 19917.09136 19348.54200 -5082.90864 29887.94355 -15082.90864
## 1961 1962 1963 1964 1965
## 29348.54200 -15112.05645 39917.09136 -30082.90864 24348.54200
## 1966 1967 1968 1969 1970
## 9887.94355 19348.54200 34917.09136 -25112.05645 34348.54200
## 1971 1972 1973 1974 1975
## 4917.09136 39887.94355 19917.09136 19348.54200 -5082.90864
## 1976 1977 1978 1979 1980
## 29887.94355 -15082.90864 29348.54200 -15112.05645 39917.09136
## 1981 1982 1983 1984 1985
## -30082.90864 24348.54200 9887.94355 19348.54200 34917.09136
## 1986 1987 1988 1989 1990
## -25112.05645 34348.54200 4917.09136 39887.94355 19917.09136
## 1991 1992 1993 1994 1995
## 19348.54200 -5082.90864 29887.94355 -15082.90864 29348.54200
## 1996 1997 1998 1999 2000
## -15112.05645 39917.09136 -30082.90864 24348.54200 9887.94355
## 2001 2002 2003 2004 2005
## 19348.54200 34917.09136 -25112.05645 34348.54200 4917.09136
## 2006 2007 2008 2009 2010
## 39887.94355 19917.09136 19348.54200 -5082.90864 14917.09136
## 2011 2012 2013 2014 2015
## 19887.94355 -15082.90864 29348.54200 -15112.05645 39917.09136
## 2016 2017 2018 2019 2020
## -30082.90864 24348.54200 9887.94355 19348.54200 34917.09136
## 2021 2022 2023 2024 2025
## -25112.05645 34348.54200 4917.09136 39887.94355 19917.09136
## 2026 2027 2028 2029 2030
## 19348.54200 -5082.90864 29887.94355 -15082.90864 29348.54200
## 2031 2032 2033 2034 2035
## -15112.05645 39917.09136 -30082.90864 24348.54200 9887.94355
## 2036 2037 2038 2039 2040
## 19348.54200 34917.09136 -25112.05645 34348.54200 4917.09136
## 2041 2042 2043 2044 2045
## 39887.94355 19917.09136 19348.54200 -5082.90864 29887.94355
## 2046 2047 2048 2049 2050
## -15082.90864 29348.54200 -15112.05645 39917.09136 -30082.90864
## 2051 2052 2053 2054 2055
## 24348.54200 9887.94355 19348.54200 34917.09136 -25112.05645
## 2056 2057 2058 2059 2060
## 34348.54200 4917.09136 39887.94355 19917.09136 19348.54200
## 2061 2062 2063 2064 2065
## -5082.90864 29887.94355 -15082.90864 29348.54200 -15112.05645
## 2066 2067 2068 2069 2070
## 39917.09136 -30082.90864 24348.54200 9887.94355 19348.54200
## 2071 2072 2073 2074 2075
## 34917.09136 -25112.05645 34348.54200 4917.09136 39887.94355
## 2076 2077 2078 2079 2080
## 19917.09136 19348.54200 -5082.90864 29887.94355 -15082.90864
## 2081 2082 2083 2084 2085
## 29348.54200 -15112.05645 39917.09136 -30082.90864 24348.54200
## 2086 2087 2088 2089 2090
## 9887.94355 19348.54200 34917.09136 -25112.05645 34348.54200
## 2091 2092 2093 2094 2095
## 4917.09136 39887.94355 19917.09136 19348.54200 -5082.90864
## 2096 2097 2098 2099 2100
## 29887.94355 -15082.90864 29348.54200 -15112.05645 39917.09136
## 2101 2102 2103 2104 2105
## -30082.90864 24348.54200 9887.94355 19348.54200 34917.09136
## 2106 2107 2108 2109 2110
## -25112.05645 34348.54200 4917.09136 39887.94355 19917.09136
## 2111 2112 2113 2114 2115
## 19348.54200 -5082.90864 29887.94355 -15082.90864 29348.54200
## 2116 2117 2118 2119 2120
## -15112.05645 39917.09136 -30082.90864 24348.54200 9887.94355
## 2121 2122 2123 2124 2125
## 19348.54200 34917.09136 -25112.05645 34348.54200 4917.09136
## 2126 2127 2128 2129 2130
## 39887.94355 19917.09136 19348.54200 -5082.90864 -112.05645
## 2131 2132 2133 2134 2135
## -15082.90864 14348.54200 9887.94355 64917.09136 -40082.90864
## 2136 2137 2138 2139 2140
## 24348.54200 -10112.05645 34348.54200 4917.09136 19887.94355
## 2141 2142 2143 2144 2145
## 74917.09136 -30082.90864 44348.54200 -5082.90864 49887.94355
## 2146 2147 2148 2149 2150
## 14917.09136 19887.94355 -15082.90864 29348.54200 -15112.05645
## 2151 2152 2153 2154 2155
## 39917.09136 -30082.90864 24348.54200 9887.94355 19348.54200
## 2156 2157 2158 2159 2160
## 34917.09136 -25112.05645 34348.54200 4917.09136 39887.94355
## 2161 2162 2163 2164 2165
## 19917.09136 19348.54200 -5082.90864 29887.94355 -15082.90864
## 2166 2167 2168 2169 2170
## 29348.54200 -15112.05645 39917.09136 -30082.90864 24348.54200
## 2171 2172 2173 2174 2175
## 9887.94355 19348.54200 34917.09136 -25112.05645 34348.54200
## 2176 2177 2178 2179 2180
## 4917.09136 39887.94355 19917.09136 19348.54200 -5082.90864
## 2181 2182 2183 2184 2185
## 29887.94355 -15082.90864 29348.54200 -15112.05645 39917.09136
## 2186 2187 2188 2189 2190
## -30082.90864 24348.54200 9887.94355 19348.54200 34917.09136
## 2191 2192 2193 2194 2195
## -25112.05645 44348.54200 -82.90864 39887.94355 -30082.90864
## 2196 2197 2198 2199 2200
## 24348.54200 -10112.05645 34348.54200 4917.09136 19887.94355
## 2201 2202 2203 2204 2205
## 74917.09136 -30082.90864 44348.54200 -5082.90864 49887.94355
## 2206 2207 2208 2209 2210
## 14917.09136 19887.94355 -15082.90864 29348.54200 -15112.05645
## 2211 2212 2213 2214 2215
## 39917.09136 -30082.90864 24348.54200 9887.94355 19348.54200
## 2216 2217 2218 2219 2220
## 34917.09136 -25112.05645 34348.54200 4917.09136 39887.94355
## 2221 2222 2223 2224 2225
## 19917.09136 19348.54200 -5082.90864 29887.94355 -15082.90864
## 2226 2227 2228 2229 2230
## 29348.54200 -15112.05645 39917.09136 -30082.90864 24348.54200
## 2231 2232 2233 2234 2235
## 9887.94355 19348.54200 34917.09136 -25112.05645 34348.54200
## 2236 2237 2238 2239 2240
## 4917.09136 39887.94355 19917.09136 19348.54200 -5082.90864
## 2241 2242 2243 2244 2245
## 29887.94355 -15082.90864 29348.54200 -15112.05645 39917.09136
## 2246 2247 2248 2249 2250
## -30082.90864 24348.54200 9887.94355 -20082.90864 -35112.05645
## 2251 2252 2253 2254 2255
## -45082.90864 14348.54200 -30082.90864 -10112.05645 -70112.05645
## 2256 2257 2258 2259 2260
## 54917.09136 -25082.90864 54348.54200 -30112.05645 -40082.90864
## 2261 2262 2263 2264 2265
## 4348.54200 -5082.90864 -15082.90864 49887.94355 -35082.90864
## 2266 2267 2268 2269 2270
## -10112.05645 -25082.90864 44348.54200 9887.94355 -45082.90864
## 2271 2272 2273 2274 2275
## -20112.05645 -70112.05645 64917.09136 -20082.90864 34348.54200
## 2276 2277 2278 2279 2280
## -30112.05645 -40082.90864 4348.54200 -5082.90864 -15082.90864
## 2281 2282 2283 2284 2285
## 49887.94355 -35082.90864 -10112.05645 -25082.90864 44348.54200
## 2286 2287 2288 2289 2290
## 9887.94355 -45082.90864 -20112.05645 -70112.05645 64917.09136
## 2291 2292 2293 2294 2295
## -20082.90864 34348.54200 -30112.05645 -40082.90864 4348.54200
## 2296 2297 2298 2299 2300
## -5082.90864 -15082.90864 49887.94355 -35082.90864 -10112.05645
## 2301 2302 2303 2304 2305
## -25082.90864 44348.54200 9887.94355 -45082.90864 -20112.05645
## 2306 2307 2308 2309 2310
## -70112.05645 64917.09136 -20082.90864 34348.54200 -30112.05645
## 2311 2312 2313 2314 2315
## -40082.90864 4348.54200 -5082.90864 -15082.90864 49887.94355
## 2316 2317 2318 2319 2320
## -35082.90864 -10112.05645 -25082.90864 44348.54200 9887.94355
## 2321 2322 2323 2324 2325
## -45082.90864 -20112.05645 -70112.05645 64917.09136 -20082.90864
## 2326 2327 2328 2329 2330
## 34348.54200 -30112.05645 -40082.90864 4348.54200 -5082.90864
## 2331 2332 2333 2334 2335
## -15082.90864 49887.94355 -35082.90864 -10112.05645 -25082.90864
## 2336 2337 2338 2339 2340
## 44348.54200 9887.94355 -45082.90864 -20112.05645 -70112.05645
## 2341 2342 2343 2344 2345
## 64917.09136 -20082.90864 34348.54200 -30112.05645 -40082.90864
## 2346 2347 2348 2349 2350
## 4348.54200 -5082.90864 -15082.90864 49887.94355 -35082.90864
## 2351 2352 2353 2354 2355
## -10112.05645 -25082.90864 44348.54200 9887.94355 -45082.90864
## 2356 2357 2358 2359 2360
## -20112.05645 -70112.05645 64917.09136 -20082.90864 34348.54200
## 2361 2362 2363 2364 2365
## -30112.05645 -40082.90864 4348.54200 -5082.90864 -15082.90864
## 2366 2367 2368 2369 2370
## 49887.94355 -35082.90864 -10112.05645 -25082.90864 44348.54200
## 2371 2372 2373 2374 2375
## 9887.94355 -45082.90864 27402.09136 3507.54200 56968.94355
## 2376 2377 2378 2379 2380
## 129402.30580 -51758.05645 -4833.90864 2607.94355 -4083.45800
## 2381 2382 2383 2384 2385
## -2766.05645 25094.09136 32325.30580 -28780.05645 -44201.45800
## 2386 2387 2388 2389 2390
## 71292.09136 55006.94355 54134.09136 36399.94355 56850.94355
## 2391 2392 2393 2394 2395
## -20010.90864 33285.94355 67240.30580 13528.54200 80883.09136
## 2396 2397 2398 2399 2400
## 59891.94355 21926.94355 -53370.05645 26138.54200 44315.09136
## 2401 2402 2403 2404 2405
## 59138.30580 30863.94355 -3359.05645 31280.94355 9704.94355
## 2406 2407 2408 2409 2410
## 16062.54200 19693.09136 -24387.05645 16024.30580 -23620.05645
## 2411 2412 2413 2414 2415
## -21187.90864 -45815.45800 -30365.05645 73204.09136 -14192.05645
## 2416 2417 2418 2419 2420
## -2034.05645 -43817.90864 129212.30580 22999.54200 -74574.05645
## 2421 2422 2423 2424 2425
## 98881.09136 -25410.05645 7303.54200 7919.94355 -12399.90864
## 2426 2427 2428 2429 2430
## 25301.94355 117500.30580 -22217.05645 53363.09136 -27253.05645
## 2431 2432 2433 2434 2435
## -26989.45800 86616.09136 58119.94355 15125.30580 22832.54200
## 2436 2437 2438 2439 2440
## 8173.94355 86049.09136 -56174.05645 24141.09136 -28926.05645
## 2441 2442 2443 2444 2445
## 12247.94355 56232.09136 15369.54200 4528.94355 78768.09136
## 2446 2447 2448 2449 2450
## 67420.30580 48746.94355 -67083.45800 9578.09136 4745.94355
## 2451 2452 2453 2454 2455
## -580.90864 26145.30580 27402.09136 3507.54200 56968.94355
## 2456 2457 2458 2459 2460
## 129402.30580 -51758.05645 -4833.90864 2607.94355 -4083.45800
## 2461 2462 2463 2464 2465
## -2766.05645 25094.09136 32325.30580 -28780.05645 -44201.45800
## 2466 2467 2468 2469 2470
## 71292.09136 55006.94355 54134.09136 36399.94355 56850.94355
## 2471 2472 2473 2474 2475
## -20010.90864 33285.94355 67240.30580 13528.54200 80883.09136
## 2476 2477 2478 2479 2480
## 59891.94355 21926.94355 -53370.05645 26138.54200 44315.09136
## 2481 2482 2483 2484 2485
## 59138.30580 30863.94355 -3359.05645 31280.94355 9704.94355
## 2486 2487 2488 2489 2490
## 16062.54200 19693.09136 -24387.05645 16024.30580 -23620.05645
## 2491 2492 2493 2494 2495
## -21187.90864 -45815.45800 -30365.05645 73204.09136 -14192.05645
## 2496 2497 2498 2499 2500
## -2034.05645 -43817.90864 129212.30580 22999.54200 -74574.05645
## 2501 2502 2503 2504 2505
## 98881.09136 -25410.05645 7303.54200 7919.94355 -12399.90864
## 2506 2507 2508 2509 2510
## 25301.94355 117500.30580 -22217.05645 53363.09136 -27253.05645
## 2511 2512 2513 2514 2515
## -26989.45800 86616.09136 58119.94355 15125.30580 22832.54200
## 2516 2517 2518 2519 2520
## 8173.94355 86049.09136 -56174.05645 24141.09136 -28926.05645
## 2521 2522 2523 2524 2525
## 12247.94355 56232.09136 15369.54200 4528.94355 78768.09136
## 2526 2527 2528 2529 2530
## 67420.30580 48746.94355 -67083.45800 9578.09136 4745.94355
## 2531 2532 2533 2534 2535
## -580.90864 26145.30580 44012.09136 -23834.05645 -39660.05645
## 2536 2537 2538 2539 2540
## 2652.54200 31510.09136 22090.94355 17486.54200 162.94355
## 2541 2542 2543 2544 2545
## 96832.09136 26100.30580 44192.94355 38243.09136 -54456.05645
## 2546 2547 2548 2549 2550
## -9707.45800 7662.94355 -43251.90864 52124.94355 21788.94355
## 2551 2552 2553 2554 2555
## 4969.09136 121547.30580 37094.94355 -17673.05645 28562.54200
## 2556 2557 2558 2559 2560
## -10675.90864 9300.94355 48001.09136 62231.94355 -59519.45800
## 2561 2562 2563 2564 2565
## 54703.94355 55165.09136 40882.94355 -7047.90864 -10693.05645
## 2566 2567 2568 2569 2570
## 7930.54200 44323.94355 -23383.90864 33445.94355 71745.09136
## 2571 2572 2573 2574 2575
## -21155.45800 63633.94355 -7531.05645 43060.30580 82094.09136
## 2576 2577 2578 2579 2580
## -40269.05645 -16549.05645 33629.09136 -4030.45800 -8658.05645
## 2581 2582 2583 2584 2585
## 84904.09136 -57463.05645 -113039.45800 53893.94355 36877.09136
## 2586 2587 2588 2589 2590
## -27647.05645 19635.94355 75953.09136 16238.94355 19810.54200
## 2591 2592 2593 2594 2595
## 12635.09136 -39168.05645 -29687.05645 -31181.90864 51789.94355
## 2596 2597 2598 2599 2600
## 6420.94355 41202.09136 26166.54200 46530.94355 -25060.90864
## 2601 2602 2603 2604 2605
## -30749.05645 22831.94355 28303.09136 38793.94355 87937.09136
## 2606 2607 2608 2609 2610
## 11191.30580 5740.94355 54115.09136 -58989.45800 56497.94355
## 2611 2612 2613 2614 2615
## -5087.90864 -44287.05645 -21837.45800 44613.94355 55451.09136
## 2616 2617 2618 2619 2620
## -26350.90864 57838.94355 42253.09136 25507.54200 -27244.05645
## 2621 2622 2623 2624 2625
## 59198.09136 -18577.05645 -22206.05645 48802.09136 15306.54200
## 2626 2627 2628 2629 2630
## -21505.05645 83201.09136 -54143.05645 13592.94355 31702.54200
## 2631 2632 2633 2634 2635
## 79241.09136 -6331.05645 -23916.45800 57007.94355 -33987.90864
## 2636 2637 2638 2639 2640
## 48932.94355 242.94355 8199.09136 -7779.45800 -12798.05645
## 2641 2642 2643 2644 2645
## 91238.09136 -426.05645 31904.30580 47800.94355 -61640.05645
## 2646 2647 2648 2649 2650
## -17047.05645 30008.09136 7273.54200 -3196.05645 88334.09136
## 2651 2652 2653 2654 2655
## -53214.05645 -165072.45800 -30082.90864 -10112.05645 -5082.90864
## 2656 2657 2658 2659 2660
## 24348.54200 9887.94355 -20082.90864 29887.94355 34917.09136
## 2661 2662 2663 2664 2665
## -70112.05645 54348.54200 -15082.90864 -112.05645 -30082.90864
## 2666 2667 2668 2669 2670
## 4348.54200 -20112.05645 -45082.90864 44348.54200 -30112.05645
## 2671 2672 2673 2674 2675
## -45082.90864 29887.94355 -25082.90864 24348.54200 9887.94355
## 2676 2677 2678 2679 2680
## -50082.90864 -10112.05645 -70112.05645 54917.09136 -25082.90864
## 2681 2682 2683 2684 2685
## 34348.54200 -30112.05645 -40082.90864 4348.54200 -5082.90864
## 2686 2687 2688 2689 2690
## -15082.90864 49887.94355 -35082.90864 -10112.05645 -25082.90864
## 2691 2692 2693 2694 2695
## 44348.54200 9887.94355 -45082.90864 -20112.05645 -70112.05645
## 2696 2697 2698 2699 2700
## 64917.09136 -20082.90864 34348.54200 -30112.05645 -40082.90864
## 2701 2702 2703 2704 2705
## 4348.54200 -5082.90864 -15082.90864 49887.94355 -35082.90864
## 2706 2707 2708 2709 2710
## -10112.05645 -25082.90864 44348.54200 9887.94355 -45082.90864
## 2711 2712 2713 2714 2715
## -20112.05645 -70112.05645 64917.09136 -20082.90864 34348.54200
## 2716 2717 2718 2719 2720
## -30112.05645 -40082.90864 4348.54200 -5082.90864 -15082.90864
## 2721 2722 2723 2724 2725
## 49887.94355 -35082.90864 -10112.05645 -25082.90864 44348.54200
## 2726 2727 2728 2729 2730
## 9887.94355 -45082.90864 -20112.05645 -70112.05645 64917.09136
## 2731 2732 2733 2734 2735
## -20082.90864 34348.54200 -30112.05645 -40082.90864 4348.54200
## 2736 2737 2738 2739 2740
## -5082.90864 -15082.90864 49887.94355 -35082.90864 -10112.05645
## 2741 2742 2743 2744 2745
## -25082.90864 44348.54200 9887.94355 -45082.90864 -20112.05645
## 2746 2747 2748 2749 2750
## -70112.05645 64917.09136 -20082.90864 34348.54200 -30112.05645
## 2751 2752 2753 2754 2755
## -40082.90864 4348.54200 -5082.90864 -15082.90864 49887.94355
## 2756 2757 2758 2759 2760
## -35082.90864 -10112.05645 -25082.90864 44348.54200 9887.94355
## 2761 2762 2763 2764 2765
## -45082.90864 -20112.05645 -70112.05645 64917.09136 -20082.90864
## 2766 2767 2768 2769 2770
## 34348.54200 -30112.05645 -40082.90864 4348.54200 -5082.90864
## 2771 2772 2773 2774 2775
## -15082.90864 49887.94355 -35082.90864 -10112.05645 -25082.90864
## 2776 2777 2778 2779 2780
## 44348.54200 8496.09136 33667.94355 42795.09136 -37674.05645
## 2781 2782 2783 2784 2785
## -45931.05645 9169.54200 31437.09136 22055.94355 24891.54200
## 2786 2787 2788 2789 2790
## 1434.94355 97209.09136 16100.30580 44825.94355 28988.09136
## 2791 2792 2793 2794 2795
## -56472.05645 -9165.45800 8746.94355 -42251.90864 52279.94355
## 2796 2797 2798 2799 2800
## 20965.94355 5596.09136 122259.30580 37811.94355 -16778.05645
## 2801 2802 2803 2804 2805
## 29126.54200 -17476.90864 9897.94355 47338.09136 62643.94355
## 2806 2807 2808 2809 2810
## -58965.45800 56681.94355 55646.09136 41539.94355 -6530.90864
## 2811 2812 2813 2814 2815
## -10194.05645 9333.54200 44223.94355 -22693.90864 33865.94355
## 2816 2817 2818 2819 2820
## 71875.09136 -20599.45800 65157.94355 -7142.05645 43540.30580
## 2821 2822 2823 2824 2825
## 82779.09136 -39050.05645 -15822.05645 33916.09136 -3197.45800
## 2826 2827 2828 2829 2830
## -7758.05645 84673.09136 -56894.05645 -113039.45800 54367.94355
## 2831 2832 2833 2834 2835
## 37359.09136 -27284.05645 20188.94355 76385.09136 17213.94355
## 2836 2837 2838 2839 2840
## 20330.54200 13184.09136 -38715.05645 -29245.05645 -30900.90864
## 2841 2842 2843 2844 2845
## 52393.94355 6873.94355 41579.09136 25858.54200 47234.94355
## 2846 2847 2848 2849 2850
## -24685.90864 15962.94355 60712.09136 2525.94355 13032.54200
## 2851 2852 2853 2854 2855
## 11135.09136 61126.94355 -64272.05645 -112872.45800 54925.94355
## 2856 2857 2858 2859 2860
## 41366.09136 -19405.05645 21557.94355 71932.09136 16395.94355
## 2861 2862 2863 2864 2865
## 24944.54200 9295.09136 -59896.05645 -28379.05645 -39147.90864
## 2866 2867 2868 2869 2870
## 50254.94355 5483.94355 40979.09136 25615.54200 47234.94355
## 2871 2872 2873 2874 2875
## -24685.90864 15962.94355 60712.09136 2525.94355 13032.54200
## 2876 2877 2878 2879 2880
## 11135.09136 61126.94355 -64272.05645 -112872.45800 54925.94355
## 2881 2882 2883 2884 2885
## 41366.09136 -19405.05645 21557.94355 71932.09136 16395.94355
## 2886 2887 2888 2889 2890
## 24944.54200 9295.09136 -59896.05645 -28379.05645 -39147.90864
## 2891 2892 2893 2894 2895
## 50254.94355 5483.94355 40979.09136 25615.54200 47234.94355
## 2896 2897 2898 2899 2900
## 8496.09136 33667.94355 42795.09136 -37674.05645 -45931.05645
## 2901 2902 2903 2904 2905
## 9169.54200 31437.09136 22055.94355 24891.54200 1434.94355
## 2906 2907 2908 2909 2910
## 97209.09136 16100.30580 44825.94355 28988.09136 -56472.05645
## 2911 2912 2913 2914 2915
## -9165.45800 8746.94355 -42251.90864 52279.94355 20965.94355
## 2916 2917 2918 2919 2920
## 5596.09136 122259.30580 37811.94355 -16778.05645 29126.54200
## 2921 2922 2923 2924 2925
## -17476.90864 9897.94355 47338.09136 62643.94355 -58965.45800
## 2926 2927 2928 2929 2930
## 56681.94355 55646.09136 41539.94355 -6530.90864 -10194.05645
## 2931 2932 2933 2934 2935
## 9333.54200 44223.94355 -22693.90864 33865.94355 71875.09136
## 2936 2937 2938 2939 2940
## -20599.45800 65157.94355 -7142.05645 43540.30580 82779.09136
## 2941 2942 2943 2944 2945
## -39050.05645 -15822.05645 33916.09136 -3197.45800 -7758.05645
## 2946 2947 2948 2949 2950
## 84673.09136 -56894.05645 -113039.45800 54367.94355 37359.09136
## 2951 2952 2953 2954 2955
## -27284.05645 20188.94355 76385.09136 17213.94355 20330.54200
## 2956 2957 2958 2959 2960
## 13184.09136 -38715.05645 -29245.05645 -30900.90864 52393.94355
## 2961 2962 2963 2964 2965
## 6873.94355 41579.09136 25858.54200 47234.94355 -24685.90864
## 2966 2967 2968 2969 2970
## 15962.94355 60712.09136 2525.94355 13032.54200 11135.09136
## 2971 2972 2973 2974 2975
## 61126.94355 -64272.05645 -112872.45800 54925.94355 41366.09136
## 2976 2977 2978 2979 2980
## -19405.05645 21557.94355 71932.09136 16395.94355 24944.54200
## 2981 2982 2983 2984 2985
## 9295.09136 -59896.05645 -28379.05645 -39147.90864 50254.94355
## 2986 2987 2988 2989 2990
## 5483.94355 40979.09136 25615.54200 47234.94355 -24685.90864
## 2991 2992 2993 2994 2995
## 15962.94355 60712.09136 2525.94355 13032.54200 11135.09136
## 2996 2997 2998 2999 3000
## 61126.94355 -64272.05645 -112872.45800 54925.94355 41366.09136
## 3001 3002 3003 3004 3005
## -19405.05645 21557.94355 71932.09136 16395.94355 24944.54200
## 3006 3007 3008 3009 3010
## 9295.09136 -59896.05645 -28379.05645 -39147.90864 50254.94355
## 3011 3012 3013 3014 3015
## 5483.94355 40979.09136 25615.54200 47234.94355 8496.09136
## 3016 3017 3018 3019 3020
## 33667.94355 42795.09136 -37674.05645 -45931.05645 9169.54200
## 3021 3022 3023 3024 3025
## 31437.09136 22055.94355 24891.54200 1434.94355 97209.09136
## 3026 3027 3028 3029 3030
## 16100.30580 44825.94355 28988.09136 -56472.05645 -9165.45800
## 3031 3032 3033 3034 3035
## 8746.94355 -42251.90864 52279.94355 20965.94355 5596.09136
## 3036 3037 3038 3039 3040
## 122259.30580 37811.94355 -16778.05645 29126.54200 -17476.90864
## 3041 3042 3043 3044 3045
## 9897.94355 47338.09136 62643.94355 -58965.45800 56681.94355
## 3046 3047 3048 3049 3050
## 55646.09136 41539.94355 -6530.90864 -10194.05645 9333.54200
## 3051 3052 3053 3054 3055
## 44223.94355 -22693.90864 33865.94355 71875.09136 -20599.45800
## 3056 3057 3058 3059 3060
## 65157.94355 -7142.05645 43540.30580 82779.09136 -39050.05645
## 3061 3062 3063 3064 3065
## -15822.05645 33916.09136 -3197.45800 -7758.05645 84673.09136
## 3066 3067 3068 3069 3070
## -56894.05645 -113039.45800 54925.94355 37359.09136 -27284.05645
## 3071 3072 3073 3074 3075
## 20188.94355 76385.09136 17213.94355 20330.54200 13184.09136
## 3076 3077 3078 3079 3080
## -38715.05645 -29245.05645 -30900.90864 52393.94355 6873.94355
## 3081 3082 3083 3084 3085
## 41579.09136 25858.54200 47234.94355 -12138.90864 22636.54200
## 3086 3087 3088 3089 3090
## 10977.94355 57643.09136 -5971.05645 -27526.90864 52655.94355
## 3091 3092 3093 3094 3095
## -16924.45800 -3179.90864 17595.94355 68126.09136 -9824.05645
## 3096 3097 3098 3099 3100
## 4574.54200 4866.94355 42406.09136 -46535.05645 22821.09136
## 3101 3102 3103 3104 3105
## 4369.94355 19008.54200 5068.09136 -41434.05645 15633.54200
## 3106 3107 3108 3109 3110
## 24877.94355 13121.09136 45571.94355 -17316.90864 26559.54200
## 3111 3112 3113 3114 3115
## 14534.94355 67148.09136 -8992.05645 -15430.90864 46889.94355
## 3116 3117 3118 3119 3120
## -42528.05645 36777.09136 16361.54200 -21313.05645 40295.09136
## 3121 3122 3123 3124 3125
## 53417.94355 55818.09136 -47415.05645 28986.54200 243.94355
## 3126 3127 3128 3129 3130
## 57477.09136 -8680.05645 -31293.90864 53577.94355 -14341.45800
## 3131 3132 3133 3134 3135
## 5275.09136 18324.94355 73608.09136 -45082.90864 -30112.05645
## 3136 3137 3138 3139 3140
## -35082.90864 -40112.05645 -25082.90864 4348.54200 -112.05645
## 3141 3142 3143 3144 3145
## -45082.90864 -10112.05645 -15082.90864 34348.54200 -30112.05645
## 3146 3147 3148 3149 3150
## -40082.90864 4348.54200 -5082.90864 -15082.90864 49887.94355
## 3151 3152 3153 3154 3155
## -35082.90864 -10112.05645 -25082.90864 44348.54200 9887.94355
## 3156 3157 3158 3159 3160
## -45082.90864 -20112.05645 -70112.05645 64917.09136 -20082.90864
## 3161 3162 3163 3164 3165
## 34348.54200 -30112.05645 -40082.90864 4348.54200 -5082.90864
## 3166 3167 3168 3169 3170
## -15082.90864 49887.94355 -35082.90864 -10112.05645 -25082.90864
## 3171 3172 3173 3174 3175
## 44348.54200 9887.94355 -45082.90864 -20112.05645 -70112.05645
## 3176 3177 3178 3179 3180
## 64917.09136 -20082.90864 34348.54200 -30112.05645 -40082.90864
## 3181 3182 3183 3184 3185
## 4348.54200 -5082.90864 -15082.90864 49887.94355 -35082.90864
## 3186 3187 3188 3189 3190
## -10112.05645 -25082.90864 44348.54200 9887.94355 -45082.90864
## 3191 3192 3193 3194 3195
## -20112.05645 -70112.05645 64917.09136 -20082.90864 34348.54200
## 3196 3197 3198 3199 3200
## -30112.05645 -40082.90864 4348.54200 -5082.90864 -15082.90864
## 3201 3202 3203 3204 3205
## 49887.94355 -35082.90864 -10112.05645 -25082.90864 44348.54200
## 3206 3207 3208 3209 3210
## 9887.94355 -45082.90864 -20112.05645 -70112.05645 64917.09136
## 3211 3212 3213 3214 3215
## -20082.90864 34348.54200 -30112.05645 -40082.90864 4348.54200
## 3216 3217 3218 3219 3220
## -5082.90864 -15082.90864 49887.94355 -35082.90864 -10112.05645
## 3221 3222 3223 3224 3225
## -25082.90864 44348.54200 9887.94355 -45082.90864 -20112.05645
## 3226 3227 3228 3229 3230
## -70112.05645 64917.09136 -20082.90864 34348.54200 -30112.05645
## 3231 3232 3233 3234 3235
## -40082.90864 4348.54200 -5082.90864 -15082.90864 49887.94355
## 3236 3237 3238 3239 3240
## -35082.90864 -10112.05645 -25082.90864 44348.54200 9887.94355
## 3241 3242 3243 3244 3245
## -45082.90864 -20112.05645 -70112.05645 64917.09136 -20082.90864
## 3246 3247 3248 3249 3250
## 34348.54200 -30112.05645 -40082.90864 4348.54200 -5082.90864
## 3251 3252 3253 3254 3255
## -15082.90864 49887.94355 -35082.90864 -10112.05645 -25082.90864
## 3256 3257 3258 3259 3260
## 44348.54200 9887.94355 -15082.90864 -25082.90864 49887.94355
## 3261 3262 3263 3264 3265
## -35082.90864 -10112.05645 -25082.90864 44348.54200 9887.94355
## 3266 3267 3268 3269 3270
## -45082.90864 -20112.05645 -70112.05645 64917.09136 -20082.90864
## 3271 3272 3273 3274 3275
## 34348.54200 -30112.05645 -40082.90864 4348.54200 -5082.90864
## 3276 3277 3278 3279 3280
## -15082.90864 49887.94355 -35082.90864 -10112.05645 -25082.90864
## 3281 3282 3283 3284 3285
## 44348.54200 9887.94355 -45082.90864 -20112.05645 -70112.05645
## 3286 3287 3288 3289 3290
## 64917.09136 -20082.90864 34348.54200 -30112.05645 -40082.90864
## 3291 3292 3293 3294 3295
## 4348.54200 -5082.90864 -15082.90864 49887.94355 -35082.90864
## 3296 3297 3298 3299 3300
## -10112.05645 -25082.90864 44348.54200 9887.94355 -45082.90864
## 3301 3302 3303 3304 3305
## -20112.05645 -70112.05645 64917.09136 -20082.90864 34348.54200
## 3306 3307 3308 3309 3310
## -30112.05645 -40082.90864 4348.54200 -5082.90864 -15082.90864
## 3311 3312 3313 3314 3315
## 49887.94355 -35082.90864 -10112.05645 -25082.90864 44348.54200
## 3316 3317 3318 3319 3320
## 9887.94355 -45082.90864 -20112.05645 -70112.05645 64917.09136
## 3321 3322 3323 3324 3325
## -20082.90864 34348.54200 -30112.05645 -40082.90864 4348.54200
## 3326 3327 3328 3329 3330
## -5082.90864 -15082.90864 49887.94355 -35082.90864 -10112.05645
## 3331 3332 3333 3334 3335
## -25082.90864 44348.54200 9887.94355 -45082.90864 -20112.05645
## 3336 3337 3338 3339 3340
## -70112.05645 64917.09136 -20082.90864 34348.54200 -30112.05645
## 3341 3342 3343 3344 3345
## -40082.90864 4348.54200 -5082.90864 -15082.90864 49887.94355
## 3346 3347 3348 3349 3350
## -35082.90864 -10112.05645 -25082.90864 44348.54200 9887.94355
## 3351 3352 3353 3354 3355
## -45082.90864 -20112.05645 -70112.05645 64917.09136 -20082.90864
## 3356 3357 3358 3359 3360
## 34348.54200 -30112.05645 -40082.90864 4348.54200 -5082.90864
## 3361 3362 3363 3364 3365
## -15082.90864 49887.94355 -35082.90864 -10112.05645 -25082.90864
## 3366 3367 3368 3369 3370
## 44348.54200 9887.94355 -45082.90864 -20112.05645 -70112.05645
## 3371 3372 3373 3374 3375
## 64917.09136 -20082.90864 34348.54200 -30112.05645 -40082.90864
## 3376 3377 3378 3379 3380
## 4348.54200 -5082.90864 -15082.90864 49887.94355 -35082.90864
## 3381 3382 3383 3384 3385
## -10112.05645 -50112.05645 -35082.90864 -45082.90864 29887.94355
## 3386 3387 3388 3389 3390
## -45651.45800 3293.30580 4917.09136 -55112.05645 -25651.45800
## 3391 3392 3393 3394 3395
## -45082.90864 -20112.05645 -50082.90864 18293.30580 -35651.45800
## 3396 3397 3398 3399 3400
## -45082.90864 -50112.05645 -50082.90864 -4706.69420 -45651.45800
## 3401 3402 3403 3404 3405
## -65112.05645 -82.90864 -50112.05645 1293.30580 -20112.05645
## 3406 3407 3408 3409 3410
## -50082.90864 -41112.05645 -4706.69420 -25082.90864 -15651.45800
## 3411 3412 3413 3414 3415
## -55082.90864 -25112.05645 -65112.05645 -25651.45800 -45082.90864
## 3416 3417 3418 3419 3420
## -1706.69420 -15112.05645 -60112.05645 -15082.90864 -6706.69420
## 3421 3422 3423 3424 3425
## -30651.45800 -55082.90864 -25112.05645 -1706.69420 -45651.45800
## 3426 3427 3428 3429 3430
## -75112.05645 -50082.90864 9887.94355 -40082.90864 -50651.45800
## 3431 3432 3433 3434 3435
## -60112.05645 1293.30580 4887.94355 -50082.90864 -45112.05645
## 3436 3437 3438 3439 3440
## -4706.69420 -15651.45800 -30082.90864 -98112.05645 -45651.45800
## 3441 3442 3443 3444 3445
## -55082.90864 -35112.05645 -1706.69420 -25651.45800 -40082.90864
## 3446 3447 3448 3449 3450
## -50112.05645 -30651.45800 -50082.90864 -35112.05645 -4706.69420
## 3451 3452 3453 3454 3455
## -25082.90864 -10112.05645 -60112.05645 -45112.05645 -3706.69420
## 3456 3457 3458 3459 3460
## -15651.45800 -45082.90864 -98112.05645 -50651.45800 -55082.90864
## 3461 3462 3463 3464 3465
## -25112.05645 -1706.69420 -30651.45800 -30082.90864 -50112.05645
## 3466 3467 3468 3469 3470
## -25651.45800 -50082.90864 -35112.05645 -4706.69420 -25082.90864
## 3471 3472 3473 3474 3475
## -10112.05645 -60112.05645 -45112.05645 -3706.69420 -15651.45800
## 3476 3477 3478 3479 3480
## -45082.90864 -98112.05645 -50651.45800 -55082.90864 -25112.05645
## 3481 3482 3483 3484 3485
## -1706.69420 -30651.45800 -30082.90864 -50112.05645 -25651.45800
## 3486 3487 3488 3489 3490
## -50082.90864 -35112.05645 -4706.69420 -25082.90864 -10112.05645
## 3491 3492 3493 3494 3495
## -60112.05645 -45112.05645 -3706.69420 -15651.45800 -45082.90864
## 3496 3497 3498 3499 3500
## -98112.05645 -50651.45800 -55082.90864 -25112.05645 -1706.69420
## 3501 3502 3503 3504 3505
## -30651.45800 -30082.90864 -50112.05645 -25651.45800 -50082.90864
## 3506 3507 3508 3509 3510
## -35112.05645 -4706.69420 -25082.90864 -10112.05645 -60112.05645
## 3511 3512 3513 3514 3515
## -45112.05645 -3706.69420 -15651.45800 -45082.90864 -98112.05645
## 3516 3517 3518 3519 3520
## -50651.45800 -50082.90864 -4706.69420 -45651.45800 -65112.05645
## 3521 3522 3523 3524 3525
## -82.90864 -50112.05645 1293.30580 -20112.05645 -50082.90864
## 3526 3527 3528 3529 3530
## -41112.05645 -4706.69420 -25082.90864 -15651.45800 -55082.90864
## 3531 3532 3533 3534 3535
## -25112.05645 -65112.05645 -25651.45800 -45082.90864 -1706.69420
## 3536 3537 3538 3539 3540
## -15112.05645 -60112.05645 -15082.90864 -6706.69420 -30651.45800
## 3541 3542 3543 3544 3545
## -55082.90864 -25112.05645 -1706.69420 -45651.45800 -75112.05645
## 3546 3547 3548 3549 3550
## -50082.90864 9887.94355 -40082.90864 -50651.45800 -60112.05645
## 3551 3552 3553 3554 3555
## 1293.30580 4887.94355 -50082.90864 -45112.05645 -4706.69420
## 3556 3557 3558 3559 3560
## -15651.45800 -30082.90864 -98112.05645 -45651.45800 -55082.90864
## 3561 3562 3563 3564 3565
## -35112.05645 -1706.69420 -25651.45800 -40082.90864 -50112.05645
## 3566 3567 3568 3569 3570
## -30651.45800 -50082.90864 -35112.05645 -4706.69420 -25082.90864
## 3571 3572 3573 3574 3575
## -10112.05645 -60112.05645 -45112.05645 -3706.69420 -15651.45800
## 3576 3577 3578 3579 3580
## -45082.90864 -98112.05645 -50651.45800 -55082.90864 -25112.05645
## 3581 3582 3583 3584 3585
## -1706.69420 -30651.45800 -30082.90864 -50112.05645 -25651.45800
## 3586 3587 3588 3589 3590
## -50082.90864 -35112.05645 -4706.69420 -25082.90864 -10112.05645
## 3591 3592 3593 3594 3595
## -60112.05645 -45112.05645 -3706.69420 -15651.45800 -45082.90864
## 3596 3597 3598 3599 3600
## -98112.05645 -50651.45800 -55082.90864 -25112.05645 -1706.69420
## 3601 3602 3603 3604 3605
## -30651.45800 -30082.90864 -50112.05645 -25651.45800 -50082.90864
## 3606 3607 3608 3609 3610
## -35112.05645 -4706.69420 -25082.90864 -10112.05645 -60112.05645
## 3611 3612 3613 3614 3615
## -45112.05645 -3706.69420 -15651.45800 -45082.90864 -98112.05645
## 3616 3617 3618 3619 3620
## -50651.45800 -55082.90864 -25112.05645 -1706.69420 -30651.45800
## 3621 3622 3623 3624 3625
## -30082.90864 -50112.05645 -25651.45800 -50082.90864 -35112.05645
## 3626 3627 3628 3629 3630
## -4706.69420 -25082.90864 -10112.05645 -60112.05645 -45112.05645
## 3631 3632 3633 3634 3635
## -3706.69420 -15651.45800 -45082.90864 -98112.05645 -50651.45800
## 3636 3637 3638 3639 3640
## -35082.90864 -30112.05645 -15651.45800 -40082.90864 -6706.69420
## 3641 3642 3643 3644 3645
## -60112.05645 -5082.90864 -90112.05645 -35651.45800 -20082.90864
## 3646 3647 3648 3649 3650
## -1706.69420 -20112.05645 -30082.90864 14348.54200 -60082.90864
## 3651 3652 3653 3654 3655
## -10112.05645 -20082.90864 -6706.69420 -5651.45800 -35082.90864
## 3656 3657 3658 3659 3660
## -45112.05645 -25082.90864 -80112.05645 -25651.45800 -20082.90864
## 3661 3662 3663 3664 3665
## -1706.69420 -20112.05645 -30082.90864 14348.54200 -60082.90864
## 3666 3667 3668 3669 3670
## -10112.05645 -20082.90864 -6706.69420 -5651.45800 -35082.90864
## 3671 3672 3673 3674 3675
## -45112.05645 -25082.90864 -80112.05645 -25651.45800 -20082.90864
## 3676 3677 3678 3679 3680
## -1706.69420 -20112.05645 -30082.90864 14348.54200 -60082.90864
## 3681 3682 3683 3684 3685
## -10112.05645 -20082.90864 -6706.69420 -5651.45800 -35082.90864
## 3686 3687 3688 3689 3690
## -45112.05645 -25082.90864 -80112.05645 -25651.45800 -20082.90864
## 3691 3692 3693 3694 3695
## -1706.69420 -20112.05645 -30082.90864 14348.54200 -60082.90864
## 3696 3697 3698 3699 3700
## -10112.05645 -20082.90864 -6706.69420 -5651.45800 -35082.90864
## 3701 3702 3703 3704 3705
## -45112.05645 -25082.90864 -80112.05645 -25651.45800 -20082.90864
## 3706 3707 3708 3709 3710
## -1706.69420 -20112.05645 -30082.90864 14348.54200 -60082.90864
## 3711 3712 3713 3714 3715
## -10112.05645 -20082.90864 -6706.69420 -5651.45800 -35082.90864
## 3716 3717 3718 3719 3720
## -45112.05645 -25082.90864 -80112.05645 -25651.45800 -20082.90864
## 3721 3722 3723 3724 3725
## -1706.69420 -20112.05645 -30082.90864 14348.54200 -60082.90864
## 3726 3727 3728 3729 3730
## -10112.05645 -20082.90864 -6706.69420 -5651.45800 -35082.90864
## 3731 3732 3733 3734 3735
## -45112.05645 -25082.90864 -80112.05645 -25651.45800 -20082.90864
## 3736 3737 3738 3739 3740
## -1706.69420 -20112.05645 -30082.90864 14348.54200 -60082.90864
## 3741 3742 3743 3744 3745
## -10112.05645 -20082.90864 -6706.69420 -5651.45800 -35082.90864
## 3746 3747 3748 3749 3750
## -45112.05645 -25082.90864 -80112.05645 -25651.45800 -20082.90864
## 3751 3752 3753 3754 3755
## -1706.69420 -20112.05645 -30082.90864 14348.54200 -60082.90864
## 3756 3757 3758 3759 3760
## -10112.05645 -20082.90864 -6706.69420 -5651.45800 -35082.90864
## 3761 3762 3763 3764 3765
## -35082.90864 -30112.05645 -15651.45800 -40082.90864 -6706.69420
## 3766 3767 3768 3769 3770
## -60112.05645 -5082.90864 -90112.05645 -35651.45800 -20082.90864
## 3771 3772 3773 3774 3775
## -1706.69420 -20112.05645 -30082.90864 14348.54200 -60082.90864
## 3776 3777 3778 3779 3780
## -10112.05645 -20082.90864 -6706.69420 -5651.45800 -35082.90864
## 3781 3782 3783 3784 3785
## -45112.05645 -25082.90864 -80112.05645 -25651.45800 -20082.90864
## 3786 3787 3788 3789 3790
## -1706.69420 -20112.05645 -30082.90864 14348.54200 -60082.90864
## 3791 3792 3793 3794 3795
## -10112.05645 -20082.90864 -6706.69420 -5651.45800 -35082.90864
## 3796 3797 3798 3799 3800
## -45112.05645 -25082.90864 -80112.05645 -25651.45800 -20082.90864
## 3801 3802 3803 3804 3805
## -1706.69420 -20112.05645 -30082.90864 14348.54200 -60082.90864
## 3806 3807 3808 3809 3810
## -10112.05645 -20082.90864 -6706.69420 -5651.45800 -35082.90864
## 3811 3812 3813 3814 3815
## -45112.05645 -25082.90864 -80112.05645 -25651.45800 -20082.90864
## 3816 3817 3818 3819 3820
## -1706.69420 -20112.05645 -30082.90864 14348.54200 -60082.90864
## 3821 3822 3823 3824 3825
## -10112.05645 -20082.90864 -6706.69420 -5651.45800 -35082.90864
## 3826 3827 3828 3829 3830
## -45112.05645 -25082.90864 -80112.05645 -25651.45800 -20082.90864
## 3831 3832 3833 3834 3835
## -1706.69420 -20112.05645 -30082.90864 14348.54200 -60082.90864
## 3836 3837 3838 3839 3840
## -10112.05645 -20082.90864 -6706.69420 -5651.45800 -35082.90864
## 3841 3842 3843 3844 3845
## -45112.05645 -25082.90864 -80112.05645 -25651.45800 -20082.90864
## 3846 3847 3848 3849 3850
## -1706.69420 -20112.05645 -30082.90864 14348.54200 -60082.90864
## 3851 3852 3853 3854 3855
## -10112.05645 -20082.90864 -6706.69420 -5651.45800 -35082.90864
## 3856 3857 3858 3859 3860
## -45112.05645 -25082.90864 -80112.05645 -25651.45800 -20082.90864
## 3861 3862 3863 3864 3865
## -1706.69420 -20112.05645 -30082.90864 14348.54200 -60082.90864
## 3866 3867 3868 3869 3870
## -10112.05645 -20082.90864 -6706.69420 -5651.45800 -35082.90864
## 3871 3872 3873 3874 3875
## -45112.05645 -25082.90864 -80112.05645 -25651.45800 -20082.90864
## 3876 3877 3878 3879 3880
## -1706.69420 -20112.05645 -30082.90864 14348.54200 -60082.90864
## 3881 3882 3883 3884 3885
## -10112.05645 -20082.90864 -6706.69420 -5651.45800 -35082.90864
## 3886 3887 3888 3889 3890
## -40082.90864 -40112.05645 -5651.45800 -35082.90864 -11706.69420
## 3891 3892 3893 3894 3895
## -60112.05645 4917.09136 -50082.90864 -25651.45800 -20082.90864
## 3896 3897 3898 3899 3900
## -6706.69420 -10112.05645 -30082.90864 24348.54200 -60082.90864
## 3901 3902 3903 3904 3905
## -112.05645 -10082.90864 -11706.69420 -15651.45800 -35082.90864
## 3906 3907 3908 3909 3910
## -30112.05645 -20082.90864 -80112.05645 -25651.45800 -20082.90864
## 3911 3912 3913 3914 3915
## -6706.69420 -10112.05645 -30082.90864 24348.54200 -60082.90864
## 3916 3917 3918 3919 3920
## -112.05645 -10082.90864 -11706.69420 -15651.45800 -35082.90864
## 3921 3922 3923 3924 3925
## -30112.05645 -20082.90864 -80112.05645 -25651.45800 -20082.90864
## 3926 3927 3928 3929 3930
## -6706.69420 -10112.05645 -30082.90864 24348.54200 -60082.90864
## 3931 3932 3933 3934 3935
## -112.05645 -10082.90864 -11706.69420 -15651.45800 -35082.90864
## 3936 3937 3938 3939 3940
## -30112.05645 -20082.90864 -80112.05645 -25651.45800 -20082.90864
## 3941 3942 3943 3944 3945
## -6706.69420 -10112.05645 -30082.90864 24348.54200 -60082.90864
## 3946 3947 3948 3949 3950
## -112.05645 -10082.90864 -11706.69420 -15651.45800 -35082.90864
## 3951 3952 3953 3954 3955
## -30112.05645 -20082.90864 -80112.05645 -25651.45800 -20082.90864
## 3956 3957 3958 3959 3960
## -6706.69420 -10112.05645 -30082.90864 24348.54200 -60082.90864
## 3961 3962 3963 3964 3965
## -112.05645 -10082.90864 -11706.69420 -15651.45800 -35082.90864
## 3966 3967 3968 3969 3970
## -30112.05645 -20082.90864 -80112.05645 -25651.45800 -20082.90864
## 3971 3972 3973 3974 3975
## -6706.69420 -10112.05645 -30082.90864 24348.54200 -60082.90864
## 3976 3977 3978 3979 3980
## -112.05645 -10082.90864 -11706.69420 -15651.45800 -35082.90864
## 3981 3982 3983 3984 3985
## -30112.05645 -20082.90864 -80112.05645 -25651.45800 -20082.90864
## 3986 3987 3988 3989 3990
## -6706.69420 -10112.05645 -30082.90864 24348.54200 -60082.90864
## 3991 3992 3993 3994 3995
## -112.05645 -10082.90864 -11706.69420 -15651.45800 -35082.90864
## 3996 3997 3998 3999 4000
## -30112.05645 -20082.90864 -80112.05645 -25651.45800 -20082.90864
## 4001 4002 4003 4004 4005
## -6706.69420 -10112.05645 -30082.90864 24348.54200 -60082.90864
## 4006 4007 4008 4009 4010
## -112.05645 -10082.90864 -11706.69420 -15651.45800 -35082.90864
## 4011 4012 4013 4014 4015
## -15082.90864 -70112.05645 -35651.45800 -50082.90864 -11706.69420
## 4016 4017 4018 4019 4020
## -40112.05645 74917.09136 -55082.90864 -15651.45800 -82.90864
## 4021 4022 4023 4024 4025
## -11706.69420 -20112.05645 -25082.90864 54348.54200 -60082.90864
## 4026 4027 4028 4029 4030
## 9887.94355 14917.09136 -11706.69420 -5651.45800 -15082.90864
## 4031 4032 4033 4034 4035
## -10112.05645 -5082.90864 -85112.05645 -15651.45800 -82.90864
## 4036 4037 4038 4039 4040
## -11706.69420 -20112.05645 -25082.90864 54348.54200 -60082.90864
## 4041 4042 4043 4044 4045
## 9887.94355 14917.09136 -11706.69420 -5651.45800 -15082.90864
## 4046 4047 4048 4049 4050
## -10112.05645 -5082.90864 -85112.05645 -15651.45800 -82.90864
## 4051 4052 4053 4054 4055
## -11706.69420 -20112.05645 -25082.90864 54348.54200 -60082.90864
## 4056 4057 4058 4059 4060
## 9887.94355 14917.09136 -11706.69420 -5651.45800 -15082.90864
## 4061 4062 4063 4064 4065
## -10112.05645 -5082.90864 -85112.05645 -15651.45800 -82.90864
## 4066 4067 4068 4069 4070
## -11706.69420 -20112.05645 -25082.90864 54348.54200 -60082.90864
## 4071 4072 4073 4074 4075
## 9887.94355 14917.09136 -11706.69420 -5651.45800 -15082.90864
## 4076 4077 4078 4079 4080
## -10112.05645 -5082.90864 -85112.05645 -15651.45800 -82.90864
## 4081 4082 4083 4084 4085
## -11706.69420 -20112.05645 -25082.90864 54348.54200 -60082.90864
## 4086 4087 4088 4089 4090
## 9887.94355 14917.09136 -11706.69420 -5651.45800 -15082.90864
## 4091 4092 4093 4094 4095
## -10112.05645 -5082.90864 -85112.05645 -15651.45800 -82.90864
## 4096 4097 4098 4099 4100
## -11706.69420 -20112.05645 -25082.90864 54348.54200 -60082.90864
## 4101 4102 4103 4104 4105
## 9887.94355 14917.09136 -11706.69420 -5651.45800 -15082.90864
## 4106 4107 4108 4109 4110
## -10112.05645 -5082.90864 -85112.05645 -15651.45800 -82.90864
## 4111 4112 4113 4114 4115
## -11706.69420 -20112.05645 -25082.90864 54348.54200 -60082.90864
## 4116 4117 4118 4119 4120
## 9887.94355 14917.09136 -11706.69420 -5651.45800 -15082.90864
## 4121 4122 4123 4124 4125
## -10112.05645 -5082.90864 -85112.05645 -15651.45800 -82.90864
## 4126 4127 4128 4129 4130
## -11706.69420 -20112.05645 -25082.90864 54348.54200 -60082.90864
## 4131 4132 4133 4134 4135
## 9887.94355 14917.09136 -11706.69420 -5651.45800 -15082.90864
## 4136 4137 4138 4139 4140
## -10082.90864 -68112.05645 -27651.45800 -48082.90864 -10706.69420
## 4141 4142 4143 4144 4145
## -35112.05645 78917.09136 -54082.90864 -3651.45800 3917.09136
## 4146 4147 4148 4149 4150
## -10706.69420 -13112.05645 -20082.90864 59348.54200 -59082.90864
## 4151 4152 4153 4154 4155
## 15887.94355 17917.09136 -10706.69420 2348.54200 -10082.90864
## 4156 4157 4158 4159 4160
## -8112.05645 917.09136 -81112.05645 -3651.45800 3917.09136
## 4161 4162 4163 4164 4165
## -10706.69420 -13112.05645 -20082.90864 59348.54200 -59082.90864
## 4166 4167 4168 4169 4170
## 15887.94355 17917.09136 -10706.69420 2348.54200 -10082.90864
## 4171 4172 4173 4174 4175
## -8112.05645 917.09136 -81112.05645 -3651.45800 3917.09136
## 4176 4177 4178 4179 4180
## -10706.69420 -13112.05645 -20082.90864 59348.54200 -59082.90864
## 4181 4182 4183 4184 4185
## 15887.94355 17917.09136 -10706.69420 2348.54200 -10082.90864
## 4186 4187 4188 4189 4190
## -8112.05645 917.09136 -81112.05645 -3651.45800 3917.09136
## 4191 4192 4193 4194 4195
## -10706.69420 -13112.05645 -20082.90864 59348.54200 -59082.90864
## 4196 4197 4198 4199 4200
## 15887.94355 17917.09136 -10706.69420 2348.54200 -10082.90864
## 4201 4202 4203 4204 4205
## -8112.05645 917.09136 -81112.05645 -3651.45800 3917.09136
## 4206 4207 4208 4209 4210
## -10706.69420 -13112.05645 -20082.90864 59348.54200 -59082.90864
## 4211 4212 4213 4214 4215
## 15887.94355 17917.09136 -10706.69420 2348.54200 -10082.90864
## 4216 4217 4218 4219 4220
## -8112.05645 917.09136 -81112.05645 -3651.45800 3917.09136
## 4221 4222 4223 4224 4225
## -10706.69420 -13112.05645 -20082.90864 59348.54200 -59082.90864
## 4226 4227 4228 4229 4230
## 15887.94355 17917.09136 -10706.69420 2348.54200 -10082.90864
## 4231 4232 4233 4234 4235
## -8112.05645 917.09136 -81112.05645 -3651.45800 3917.09136
## 4236 4237 4238 4239 4240
## -10706.69420 -13112.05645 -20082.90864 59348.54200 -59082.90864
## 4241 4242 4243 4244 4245
## 15887.94355 17917.09136 -10706.69420 2348.54200 -10082.90864
## 4246 4247 4248 4249 4250
## -8112.05645 917.09136 -81112.05645 -3651.45800 3917.09136
## 4251 4252 4253 4254 4255
## -10706.69420 -13112.05645 -20082.90864 59348.54200 -59082.90864
## 4256 4257 4258 4259 4260
## 15887.94355 17917.09136 -10706.69420 2348.54200 -10082.90864
## 4261 4262 4263 4264 4265
## -35112.05645 14348.54200 -54082.90864 -10706.69420 -62112.05645
## 4266 4267 4268 4269 4270
## 31917.09136 -48082.90864 -10651.45800 -3082.90864 -10706.69420
## 4271 4272 4273 4274 4275
## -5112.05645 -24082.90864 74348.54200 -59082.90864 21887.94355
## 4276 4277 4278 4279 4280
## 23917.09136 -10706.69420 24348.54200 -10082.90864 887.94355
## 4281 4282 4283 4284 4285
## 5917.09136 -81112.05645 16348.54200 -3082.90864 -10706.69420
## 4286 4287 4288 4289 4290
## -5112.05645 -24082.90864 74348.54200 -59082.90864 21887.94355
## 4291 4292 4293 4294 4295
## 23917.09136 -10706.69420 24348.54200 -10082.90864 887.94355
## 4296 4297 4298 4299 4300
## 5917.09136 -81112.05645 16348.54200 -3082.90864 -10706.69420
## 4301 4302 4303 4304 4305
## -5112.05645 -24082.90864 74348.54200 -59082.90864 21887.94355
## 4306 4307 4308 4309 4310
## 23917.09136 -10706.69420 24348.54200 -10082.90864 887.94355
## 4311 4312 4313 4314 4315
## 5917.09136 -81112.05645 16348.54200 -3082.90864 -10706.69420
## 4316 4317 4318 4319 4320
## -5112.05645 -24082.90864 74348.54200 -59082.90864 21887.94355
## 4321 4322 4323 4324 4325
## 23917.09136 -10706.69420 24348.54200 -10082.90864 887.94355
## 4326 4327 4328 4329 4330
## 5917.09136 -81112.05645 16348.54200 -3082.90864 -10706.69420
## 4331 4332 4333 4334 4335
## -5112.05645 -24082.90864 74348.54200 -59082.90864 21887.94355
## 4336 4337 4338 4339 4340
## 23917.09136 -10706.69420 24348.54200 -10082.90864 887.94355
## 4341 4342 4343 4344 4345
## 5917.09136 -81112.05645 16348.54200 -3082.90864 -10706.69420
## 4346 4347 4348 4349 4350
## -5112.05645 -24082.90864 74348.54200 -59082.90864 21887.94355
## 4351 4352 4353 4354 4355
## 23917.09136 -10706.69420 24348.54200 -10082.90864 887.94355
## 4356 4357 4358 4359 4360
## 5917.09136 -81112.05645 16348.54200 -3082.90864 -10706.69420
## 4361 4362 4363 4364 4365
## -5112.05645 -24082.90864 74348.54200 -59082.90864 21887.94355
## 4366 4367 4368 4369 4370
## 23917.09136 -10706.69420 24348.54200 -10082.90864 887.94355
## 4371 4372 4373 4374 4375
## 5917.09136 -81112.05645 16348.54200 -3082.90864 -10706.69420
## 4376 4377 4378 4379 4380
## -5112.05645 -24082.90864 74348.54200 -59082.90864 21887.94355
## 4381 4382 4383 4384 4385
## 23917.09136 -10706.69420 24348.54200 -10082.90864 887.94355
## 4386 4387 4388 4389 4390
## -33082.90864 6887.94355 -53651.45800 -50082.90864 -11706.69420
## 4391 4392 4393 4394 4395
## -4082.90864 13348.54200 -21082.90864 97887.94355 -58082.90864
## 4396 4397 4398 4399 4400
## 27348.54200 23917.09136 -11706.69420 73887.94355 -34082.90864
## 4401 4402 4403 4404 4405
## -8651.45800 -38112.05645 -43082.90864 -37082.90864 53348.54200
## 4406 4407 4408 4409 4410
## -53112.05645 8917.09136 -11706.69420 73887.94355 -58082.90864
## 4411 4412 4413 4414 4415
## 17348.54200 23917.09136 -11706.69420 73887.94355 -34082.90864
## 4416 4417 4418 4419 4420
## -8651.45800 -38112.05645 -43082.90864 -37082.90864 53348.54200
## 4421 4422 4423 4424 4425
## -53112.05645 8917.09136 -11706.69420 73887.94355 -58082.90864
## 4426 4427 4428 4429 4430
## 17348.54200 23917.09136 -11706.69420 73887.94355 -34082.90864
## 4431 4432 4433 4434 4435
## -8651.45800 -38112.05645 -43082.90864 -37082.90864 53348.54200
## 4436 4437 4438 4439 4440
## -53112.05645 8917.09136 -11706.69420 73887.94355 -58082.90864
## 4441 4442 4443 4444 4445
## 17348.54200 23917.09136 -11706.69420 73887.94355 -34082.90864
## 4446 4447 4448 4449 4450
## -8651.45800 -38112.05645 -43082.90864 -37082.90864 53348.54200
## 4451 4452 4453 4454 4455
## -53112.05645 8917.09136 -11706.69420 73887.94355 -58082.90864
## 4456 4457 4458 4459 4460
## 17348.54200 23917.09136 -11706.69420 73887.94355 -34082.90864
## 4461 4462 4463 4464 4465
## -8651.45800 -38112.05645 -43082.90864 -37082.90864 53348.54200
## 4466 4467 4468 4469 4470
## -53112.05645 8917.09136 -11706.69420 73887.94355 -58082.90864
## 4471 4472 4473 4474 4475
## 17348.54200 23917.09136 -11706.69420 73887.94355 -34082.90864
## 4476 4477 4478 4479 4480
## -8651.45800 -38112.05645 -43082.90864 -37082.90864 53348.54200
## 4481 4482 4483 4484 4485
## -53112.05645 8917.09136 -11706.69420 73887.94355 -58082.90864
## 4486 4487 4488 4489 4490
## 17348.54200 23917.09136 -11706.69420 73887.94355 -34082.90864
## 4491 4492 4493 4494 4495
## -8651.45800 -38112.05645 -43082.90864 -37082.90864 53348.54200
## 4496 4497 4498 4499 4500
## -53112.05645 8917.09136 -11706.69420 73887.94355 -58082.90864
## 4501 4502 4503 4504 4505
## 17348.54200 23917.09136 -11706.69420 73887.94355 -34082.90864
## 4506 4507 4508 4509 4510
## -8651.45800 -38112.05645 -43082.90864 -37082.90864 53348.54200
## 4511 4512 4513 4514 4515
## -53112.05645 -35112.05645 -50082.90864 -60112.05645 -55651.45800
## 4516 4517 4518 4519 4520
## -1706.69420 -35082.90864 -80112.05645 -10112.05645 -63082.90864
## 4521 4522 4523 4524 4525
## -30082.90864 -60082.90864 -35651.45800 -35112.05645 6293.30580
## 4526 4527 4528 4529 4530
## -45082.90864 -35082.90864 -50112.05645 -82112.05645 -40651.45800
## 4531 4532 4533 4534 4535
## -10082.90864 -53082.90864 -60112.05645 -4706.69420 -50112.05645
## 4536 4537 4538 4539 4540
## -53082.90864 -75651.45800 -65112.05645 -55082.90864 -20112.05645
## 4541 4542 4543 4544 4545
## -25112.05645 -45082.90864 -70651.45800 -35082.90864 3293.30580
## 4546 4547 4548 4549 4550
## -75112.05645 -25082.90864 -4706.69420 -40112.05645 -45082.90864
## 4551 4552 4553 4554 4555
## -55651.45800 -63082.90864 -50112.05645 -60112.05645 8293.30580
## 4556 4557 4558 4559 4560
## -30082.90864 -80112.05645 -50082.90864 -70651.45800 -30082.90864
## 4561 4562 4563 4564 4565
## -57082.90864 -5112.05645 -40112.05645 6293.30580 -35082.90864
## 4566 4567 4568 4569 4570
## -70112.05645 -55651.45800 -60082.90864 -35112.05645 -88112.05645
## 4571 4572 4573 4574 4575
## -30112.05645 -63082.90864 -30082.90864 -53082.90864 -35651.45800
## 4576 4577 4578 4579 4580
## -35112.05645 6293.30580 -45082.90864 -35082.90864 -50112.05645
## 4581 4582 4583 4584 4585
## -82112.05645 -40651.45800 -10082.90864 -53082.90864 -60112.05645
## 4586 4587 4588 4589 4590
## -4706.69420 -50112.05645 -53082.90864 -75651.45800 -65112.05645
## 4591 4592 4593 4594 4595
## -55082.90864 -20112.05645 -25112.05645 -45082.90864 -70651.45800
## 4596 4597 4598 4599 4600
## -35082.90864 3293.30580 -75112.05645 -25082.90864 -4706.69420
## 4601 4602 4603 4604 4605
## -40112.05645 -45082.90864 -55651.45800 -63082.90864 -50112.05645
## 4606 4607 4608 4609 4610
## -60112.05645 8293.30580 -30082.90864 -80112.05645 -50082.90864
## 4611 4612 4613 4614 4615
## -70651.45800 -30082.90864 -57082.90864 -5112.05645 -40112.05645
## 4616 4617 4618 4619 4620
## 6293.30580 -35082.90864 -70112.05645 -55651.45800 -60082.90864
## 4621 4622 4623 4624 4625
## -35112.05645 -88112.05645 -30112.05645 -63082.90864 -30082.90864
## 4626 4627 4628 4629 4630
## -53082.90864 -35651.45800 -35112.05645 6293.30580 -94582.90864
## 4631 4632 4633 4634 4635
## -50082.90864 -10112.05645 -40082.90864 -25082.90864 -25651.45800
## 4636 4637 4638 4639 4640
## -6706.69420 -30112.05645 -45082.90864 -40082.90864 -35651.45800
## 4641 4642 4643 4644 4645
## -50082.90864 -10112.05645 -40082.90864 -25082.90864 -25651.45800
## 4646 4647 4648 4649 4650
## -6706.69420 -30112.05645 -45082.90864 -40082.90864 -35651.45800
## 4651 4652 4653 4654 4655
## -50082.90864 -10112.05645 -40082.90864 -25082.90864 -25651.45800
## 4656 4657 4658 4659 4660
## -6706.69420 -30112.05645 -45082.90864 -40082.90864 -35651.45800
## 4661 4662 4663 4664 4665
## -50082.90864 -10112.05645 -40082.90864 -25082.90864 -25651.45800
## 4666 4667 4668 4669 4670
## -6706.69420 -30112.05645 -45082.90864 -40082.90864 -35651.45800
## 4671 4672 4673 4674 4675
## -50082.90864 -10112.05645 -40082.90864 -25082.90864 -25651.45800
## 4676 4677 4678 4679 4680
## -6706.69420 -30112.05645 -45082.90864 -40082.90864 -35651.45800
## 4681 4682 4683 4684 4685
## -50082.90864 -10112.05645 -40082.90864 -25082.90864 -25651.45800
## 4686 4687 4688 4689 4690
## -6706.69420 -30112.05645 -45082.90864 -40082.90864 -35651.45800
## 4691 4692 4693 4694 4695
## -50082.90864 -10112.05645 -40082.90864 -25082.90864 -25651.45800
## 4696 4697 4698 4699 4700
## -6706.69420 -30112.05645 -45082.90864 -40082.90864 -35651.45800
## 4701 4702 4703 4704 4705
## -50082.90864 -10112.05645 -40082.90864 -25082.90864 -25651.45800
## 4706 4707 4708 4709 4710
## -6706.69420 -30112.05645 -45082.90864 -40082.90864 -35651.45800
## 4711 4712 4713 4714 4715
## -50082.90864 -10112.05645 -40082.90864 -25082.90864 -25651.45800
## 4716 4717 4718 4719 4720
## -6706.69420 -30112.05645 -45082.90864 -40082.90864 -35651.45800
## 4721 4722 4723 4724 4725
## -50082.90864 -10112.05645 -40082.90864 -25082.90864 -25651.45800
## 4726 4727 4728 4729 4730
## -6706.69420 -30112.05645 -45082.90864 -40082.90864 -35651.45800
## 4731 4732 4733 4734 4735
## -50082.90864 -10112.05645 -40082.90864 -25082.90864 -25651.45800
## 4736 4737 4738 4739 4740
## -6706.69420 -30112.05645 -45082.90864 -40082.90864 -35651.45800
## 4741 4742 4743 4744 4745
## -50082.90864 -10112.05645 -40082.90864 -25082.90864 -25651.45800
## 4746 4747 4748 4749 4750
## -6706.69420 -30112.05645 -45082.90864 -40082.90864 -35651.45800
## 4751 4752 4753 4754 4755
## -50082.90864 -47082.90864 -5112.05645 -38082.90864 -23082.90864
## 4756 4757 4758 4759 4760
## -20651.45800 -5706.69420 -25112.05645 -43082.90864 -38082.90864
## 4761 4762 4763 4764 4765
## -30651.45800 -47082.90864 -5112.05645 -38082.90864 -23082.90864
## 4766 4767 4768 4769 4770
## -20651.45800 -5706.69420 -25112.05645 -43082.90864 -38082.90864
## 4771 4772 4773 4774 4775
## -30651.45800 -47082.90864 -5112.05645 -38082.90864 -23082.90864
## 4776 4777 4778 4779 4780
## -20651.45800 -5706.69420 -25112.05645 -43082.90864 -38082.90864
## 4781 4782 4783 4784 4785
## -30651.45800 -47082.90864 -5112.05645 -38082.90864 -23082.90864
## 4786 4787 4788 4789 4790
## -20651.45800 -5706.69420 -25112.05645 -43082.90864 -38082.90864
## 4791 4792 4793 4794 4795
## -30651.45800 -47082.90864 -5112.05645 -38082.90864 -23082.90864
## 4796 4797 4798 4799 4800
## -20651.45800 -5706.69420 -25112.05645 -43082.90864 -38082.90864
## 4801 4802 4803 4804 4805
## -30651.45800 -47082.90864 -5112.05645 -38082.90864 -23082.90864
## 4806 4807 4808 4809 4810
## -20651.45800 -5706.69420 -25112.05645 -43082.90864 -38082.90864
## 4811 4812 4813 4814 4815
## -30651.45800 -47082.90864 -5112.05645 -38082.90864 -23082.90864
## 4816 4817 4818 4819 4820
## -20651.45800 -5706.69420 -25112.05645 -43082.90864 -38082.90864
## 4821 4822 4823 4824 4825
## -30651.45800 -47082.90864 -5112.05645 -38082.90864 -23082.90864
## 4826 4827 4828 4829 4830
## -20651.45800 -5706.69420 -25112.05645 -43082.90864 -38082.90864
## 4831 4832 4833 4834 4835
## -30651.45800 -47082.90864 -5112.05645 -38082.90864 -23082.90864
## 4836 4837 4838 4839 4840
## -20651.45800 -5706.69420 -25112.05645 -43082.90864 -38082.90864
## 4841 4842 4843 4844 4845
## -30651.45800 -47082.90864 -5112.05645 -38082.90864 -23082.90864
## 4846 4847 4848 4849 4850
## -20651.45800 -5706.69420 -25112.05645 -43082.90864 -38082.90864
## 4851 4852 4853 4854 4855
## -30651.45800 -47082.90864 -5112.05645 -38082.90864 -23082.90864
## 4856 4857 4858 4859 4860
## -20651.45800 -5706.69420 -25112.05645 -43082.90864 -38082.90864
## 4861 4862 4863 4864 4865
## -30651.45800 -47082.90864 -5112.05645 -38082.90864 -23082.90864
## 4866 4867 4868 4869 4870
## -20651.45800 -5706.69420 -25112.05645 -43082.90864 -38082.90864
## 4871 4872 4873 4874 4875
## -30651.45800 -47082.90864 -10082.90864 -20112.05645 4348.54200
## 4876 4877 4878 4879 4880
## 44917.09136 -6706.69420 -82.90864 -50112.05645 -10651.45800
## 4881 4882 4883 4884 4885
## -11706.69420 64917.09136 -30082.90864 -10112.05645 -60651.45800
## 4886 4887 4888 4889 4890
## -10082.90864 -20112.05645 4348.54200 44917.09136 -6706.69420
## 4891 4892 4893 4894 4895
## -82.90864 -50112.05645 -10651.45800 -11706.69420 64917.09136
## 4896 4897 4898 4899 4900
## -30082.90864 -10112.05645 -60651.45800 -10082.90864 -20112.05645
## 4901 4902 4903 4904 4905
## 4348.54200 44917.09136 -6706.69420 -82.90864 -50112.05645
## 4906 4907 4908 4909 4910
## -10651.45800 -11706.69420 64917.09136 -30082.90864 -10112.05645
## 4911 4912 4913 4914 4915
## -60651.45800 -10082.90864 -20112.05645 4348.54200 44917.09136
## 4916 4917 4918 4919 4920
## -6706.69420 -82.90864 -50112.05645 -10651.45800 -11706.69420
## 4921 4922 4923 4924 4925
## 64917.09136 -30082.90864 -10112.05645 -60651.45800 -10082.90864
## 4926 4927 4928 4929 4930
## -20112.05645 4348.54200 44917.09136 -6706.69420 -82.90864
## 4931 4932 4933 4934 4935
## -50112.05645 -10651.45800 -11706.69420 64917.09136 -30082.90864
## 4936 4937 4938 4939 4940
## -10112.05645 -60651.45800 -10082.90864 -20112.05645 4348.54200
## 4941 4942 4943 4944 4945
## 44917.09136 -6706.69420 -82.90864 -50112.05645 -10651.45800
## 4946 4947 4948 4949 4950
## -11706.69420 64917.09136 -30082.90864 -10112.05645 -60651.45800
## 4951 4952 4953 4954 4955
## -10082.90864 -20112.05645 4348.54200 44917.09136 -6706.69420
## 4956 4957 4958 4959 4960
## -82.90864 -50112.05645 -10651.45800 -11706.69420 64917.09136
## 4961 4962 4963 4964 4965
## -30082.90864 -10112.05645 -60651.45800 -10082.90864 -20112.05645
## 4966 4967 4968 4969 4970
## 4348.54200 44917.09136 -6706.69420 -82.90864 -50112.05645
## 4971 4972 4973 4974 4975
## -10651.45800 -11706.69420 64917.09136 -30082.90864 -10112.05645
## 4976 4977 4978 4979 4980
## -60651.45800 -10082.90864 -20112.05645 4348.54200 44917.09136
## 4981 4982 4983 4984 4985
## -6706.69420 -82.90864 -50112.05645 -10651.45800 -11706.69420
## 4986 4987 4988 4989 4990
## 64917.09136 -30082.90864 -10112.05645 -60651.45800 -10082.90864
## 4991 4992 4993 4994 4995
## -20112.05645 4348.54200 44917.09136 -6706.69420 -82.90864
## 4996 4997 4998 4999 5000
## -50112.05645 -11706.69420 154917.09136 -10112.05645 -15082.90864
## 5001 5002 5003 5004 5005
## 4917.09136 4348.54200 13293.30580 44917.09136 -10112.05645
## 5006 5007 5008 5009 5010
## -40082.90864 -10082.90864 -50112.05645 4348.54200 44917.09136
## 5011 5012 5013 5014 5015
## -6706.69420 -82.90864 -50112.05645 -10651.45800 -11706.69420
## 5016 5017 5018 5019 5020
## 64917.09136 -30082.90864 -10112.05645 -60651.45800 -10082.90864
## 5021 5022 5023 5024 5025
## -20112.05645 4348.54200 44917.09136 -6706.69420 -82.90864
## 5026 5027 5028 5029 5030
## -50112.05645 -10651.45800 -11706.69420 64917.09136 -30082.90864
## 5031 5032 5033 5034 5035
## -10112.05645 -60651.45800 -10082.90864 -20112.05645 4348.54200
## 5036 5037 5038 5039 5040
## 44917.09136 -6706.69420 -82.90864 -50112.05645 -10651.45800
## 5041 5042 5043 5044 5045
## -11706.69420 64917.09136 -30082.90864 -10112.05645 -60651.45800
## 5046 5047 5048 5049 5050
## -10082.90864 -20112.05645 4348.54200 44917.09136 -6706.69420
## 5051 5052 5053 5054 5055
## -82.90864 -50112.05645 -10651.45800 -11706.69420 64917.09136
## 5056 5057 5058 5059 5060
## -30082.90864 -10112.05645 -60651.45800 -10082.90864 -20112.05645
## 5061 5062 5063 5064 5065
## 4348.54200 44917.09136 -6706.69420 -82.90864 -50112.05645
## 5066 5067 5068 5069 5070
## -10651.45800 -11706.69420 64917.09136 -30082.90864 -10112.05645
## 5071 5072 5073 5074 5075
## -60651.45800 -10082.90864 -20112.05645 4348.54200 44917.09136
## 5076 5077 5078 5079 5080
## -6706.69420 -82.90864 -50112.05645 -10651.45800 -11706.69420
## 5081 5082 5083 5084 5085
## 64917.09136 -30082.90864 -10112.05645 -60651.45800 -10082.90864
## 5086 5087 5088 5089 5090
## -20112.05645 4348.54200 44917.09136 -6706.69420 -82.90864
## 5091 5092 5093 5094 5095
## -50112.05645 -10651.45800 -11706.69420 64917.09136 -30082.90864
## 5096 5097 5098 5099 5100
## -10112.05645 -60651.45800 -10082.90864 -20112.05645 4348.54200
## 5101 5102 5103 5104 5105
## 44917.09136 -6706.69420 -82.90864 -50112.05645 -10651.45800
## 5106 5107 5108 5109 5110
## -11706.69420 64917.09136 -30082.90864 -10112.05645 -60651.45800
## 5111 5112 5113 5114 5115
## -10082.90864 -20112.05645 4348.54200 44917.09136 -6706.69420
## 5116 5117 5118 5119 5120
## -82.90864 -50112.05645 -10651.45800 -11706.69420 64917.09136
## 5121 5122 5123 5124 5125
## -35082.90864 19887.94355 -15082.90864 -45651.45800 34917.09136
## 5126 5127 5128 5129 5130
## -45082.90864 49887.94355 -35082.90864 14917.09136 -11706.69420
## 5131 5132 5133 5134 5135
## -30112.05645 -40082.90864 -25651.45800 -11706.69420 54917.09136
## 5136 5137 5138 5139 5140
## 39887.94355 -40082.90864 -30082.90864 -35082.90864 -15651.45800
## 5141 5142 5143 5144 5145
## -45082.90864 -10112.05645 -40082.90864 -30082.90864 -35082.90864
## 5146 5147 5148 5149 5150
## -15651.45800 -45082.90864 -10112.05645 -35082.90864 19887.94355
## 5151 5152 5153 5154 5155
## -15082.90864 -45651.45800 34917.09136 -45082.90864 49887.94355
## 5156 5157 5158 5159 5160
## -35082.90864 14917.09136 -11706.69420 -30112.05645 -40082.90864
## 5161 5162 5163 5164 5165
## -25651.45800 -11706.69420 54917.09136 39887.94355 -40082.90864
## 5166 5167 5168 5169 5170
## -30082.90864 -35082.90864 -15651.45800 -45082.90864 -10112.05645
## 5171 5172 5173 5174 5175
## -40082.90864 -30082.90864 -35082.90864 -15651.45800 -45082.90864
## 5176 5177 5178 5179 5180
## -10112.05645 -35082.90864 19887.94355 -15082.90864 -45651.45800
## 5181 5182 5183 5184 5185
## 34917.09136 -45082.90864 49887.94355 -35082.90864 14917.09136
## 5186 5187 5188 5189 5190
## -11706.69420 -30112.05645 -40082.90864 -25651.45800 -11706.69420
## 5191 5192 5193 5194 5195
## 54917.09136 39887.94355 -40082.90864 -30082.90864 -35082.90864
## 5196 5197 5198 5199 5200
## -15651.45800 -45082.90864 -10112.05645 -40082.90864 -30082.90864
## 5201 5202 5203 5204 5205
## -35082.90864 -15651.45800 -45082.90864 -10112.05645 -35082.90864
## 5206 5207 5208 5209 5210
## 19887.94355 -15082.90864 -45651.45800 34917.09136 -45082.90864
## 5211 5212 5213 5214 5215
## 49887.94355 -35082.90864 14917.09136 -11706.69420 -30112.05645
## 5216 5217 5218 5219 5220
## -40082.90864 -25651.45800 -11706.69420 54917.09136 39887.94355
## 5221 5222 5223 5224 5225
## -40082.90864 -30082.90864 -35082.90864 -15651.45800 -45082.90864
## 5226 5227 5228 5229 5230
## -10112.05645 -40082.90864 -30082.90864 -35082.90864 -15651.45800
## 5231 5232 5233 5234 5235
## -45082.90864 -10112.05645 -35082.90864 19887.94355 -15082.90864
## 5236 5237 5238 5239 5240
## -45651.45800 34917.09136 -45082.90864 49887.94355 -35082.90864
## 5241 5242 5243 5244 5245
## 14917.09136 -11706.69420 -30112.05645 -10082.90864 29887.94355
## 5246 5247 5248 5249 5250
## -40082.90864 -65651.45800 24917.09136 -45082.90864 54887.94355
## 5251 5252 5253 5254 5255
## -30082.90864 34917.09136 -11706.69420 -30112.05645 -40082.90864
## 5256 5257 5258 5259 5260
## -15651.45800 -11706.69420 64917.09136 39887.94355 -40082.90864
## 5261 5262 5263 5264 5265
## -30082.90864 -35082.90864 -5651.45800 -45082.90864 -10112.05645
## 5266 5267 5268 5269 5270
## -40082.90864 -30082.90864 -35082.90864 -5651.45800 -45082.90864
## 5271 5272 5273 5274 5275
## -10112.05645 -10082.90864 29887.94355 -40082.90864 -65651.45800
## 5276 5277 5278 5279 5280
## 24917.09136 -45082.90864 54887.94355 -30082.90864 34917.09136
## 5281 5282 5283 5284 5285
## -11706.69420 -30112.05645 -40082.90864 -15651.45800 -11706.69420
## 5286 5287 5288 5289 5290
## 64917.09136 39887.94355 -40082.90864 -30082.90864 -35082.90864
## 5291 5292 5293 5294 5295
## -5651.45800 -45082.90864 -10112.05645 -40082.90864 -30082.90864
## 5296 5297 5298 5299 5300
## -35082.90864 -5651.45800 -45082.90864 -10112.05645 -10082.90864
## 5301 5302 5303 5304 5305
## 29887.94355 -40082.90864 -65651.45800 24917.09136 -45082.90864
## 5306 5307 5308 5309 5310
## 54887.94355 -30082.90864 34917.09136 -11706.69420 -30112.05645
## 5311 5312 5313 5314 5315
## -40082.90864 -15651.45800 -11706.69420 64917.09136 39887.94355
## 5316 5317 5318 5319 5320
## -40082.90864 -30082.90864 -35082.90864 -5651.45800 -45082.90864
## 5321 5322 5323 5324 5325
## -10112.05645 -40082.90864 -30082.90864 -35082.90864 -5651.45800
## 5326 5327 5328 5329 5330
## -45082.90864 -10112.05645 -10082.90864 29887.94355 -40082.90864
## 5331 5332 5333 5334 5335
## -65651.45800 24917.09136 -45082.90864 54887.94355 -30082.90864
## 5336 5337 5338 5339 5340
## 34917.09136 -11706.69420 -30112.05645 -40082.90864 -15651.45800
## 5341 5342 5343 5344 5345
## -11706.69420 64917.09136 39887.94355 -40082.90864 -30082.90864
## 5346 5347 5348 5349 5350
## -35082.90864 -5651.45800 -45082.90864 -10112.05645 -40082.90864
## 5351 5352 5353 5354 5355
## -30082.90864 -35082.90864 -5651.45800 -45082.90864 -10112.05645
## 5356 5357 5358 5359 5360
## -10082.90864 29887.94355 -40082.90864 -65651.45800 24917.09136
## 5361 5362 5363 5364 5365
## -45082.90864 54887.94355 -30082.90864 34917.09136 -11706.69420
## 5366 5367 5368 5369 5370
## -30112.05645 -40082.90864 -15651.45800 -10082.90864 29887.94355
## 5371 5372 5373 5374 5375
## -40082.90864 -65651.45800 24917.09136 -45082.90864 54887.94355
## 5376 5377 5378 5379 5380
## -30082.90864 34917.09136 -11706.69420 -30112.05645 -40082.90864
## 5381 5382 5383 5384 5385
## -15651.45800 -11706.69420 64917.09136 39887.94355 -40082.90864
## 5386 5387 5388 5389 5390
## -30082.90864 -35082.90864 -5651.45800 -45082.90864 -10112.05645
## 5391 5392 5393 5394 5395
## -40082.90864 -30082.90864 -35082.90864 -5651.45800 -45082.90864
## 5396 5397 5398 5399 5400
## -10112.05645 -10082.90864 29887.94355 -40082.90864 -65651.45800
## 5401 5402 5403 5404 5405
## 24917.09136 -45082.90864 54887.94355 -30082.90864 34917.09136
## 5406 5407 5408 5409 5410
## -11706.69420 -30112.05645 -40082.90864 -15651.45800 -11706.69420
## 5411 5412 5413 5414 5415
## 64917.09136 39887.94355 -40082.90864 -30082.90864 -35082.90864
## 5416 5417 5418 5419 5420
## -5651.45800 -45082.90864 -10112.05645 -40082.90864 -30082.90864
## 5421 5422 5423 5424 5425
## -35082.90864 -5651.45800 -45082.90864 -10112.05645 -10082.90864
## 5426 5427 5428 5429 5430
## 29887.94355 -40082.90864 -65651.45800 24917.09136 -45082.90864
## 5431 5432 5433 5434 5435
## 54887.94355 -30082.90864 34917.09136 -11706.69420 -30112.05645
## 5436 5437 5438 5439 5440
## -40082.90864 -15651.45800 -11706.69420 64917.09136 39887.94355
## 5441 5442 5443 5444 5445
## -40082.90864 -30082.90864 -35082.90864 -5651.45800 -45082.90864
## 5446 5447 5448 5449 5450
## -10112.05645 -40082.90864 -30082.90864 -35082.90864 -5651.45800
## 5451 5452 5453 5454 5455
## -45082.90864 -10112.05645 -10082.90864 29887.94355 -40082.90864
## 5456 5457 5458 5459 5460
## -65651.45800 24917.09136 -45082.90864 54887.94355 -30082.90864
## 5461 5462 5463 5464 5465
## 34917.09136 -11706.69420 -30112.05645 -40082.90864 -15651.45800
## 5466 5467 5468 5469 5470
## -11706.69420 64917.09136 39887.94355 -40082.90864 -30082.90864
## 5471 5472 5473 5474 5475
## -35082.90864 -5651.45800 -45082.90864 -10112.05645 -40082.90864
## 5476 5477 5478 5479 5480
## -30082.90864 -35082.90864 -5651.45800 -45082.90864 -10112.05645
## 5481 5482 5483 5484 5485
## -10082.90864 29887.94355 -40082.90864 -65651.45800 24917.09136
## 5486 5487 5488 5489 5490
## -45082.90864 54887.94355 -30082.90864 34917.09136 -11706.69420
## 5491 5492 5493 5494 5495
## -30112.05645 4917.09136 24917.09136 -45082.90864 -112.05645
## 5496 5497 5498 5499 5500
## -1706.69420 -5651.45800 -45082.90864 4917.09136 -50112.05645
## 5501 5502 5503 5504 5505
## -35082.90864 -5082.90864 4348.54200 -35082.90864 24917.09136
## 5506 5507 5508 5509 5510
## -11706.69420 49887.94355 104917.09136 -45082.90864 -25651.45800
## 5511 5512 5513 5514 5515
## -25082.90864 -112.05645 -15082.90864 -5651.45800 -40082.90864
## 5516 5517 5518 5519 5520
## -10082.90864 4348.54200 -35082.90864 24917.09136 -11706.69420
## 5521 5522 5523 5524 5525
## 49887.94355 104917.09136 -45082.90864 -25651.45800 -25082.90864
## 5526 5527 5528 5529 5530
## -112.05645 -15082.90864 -5651.45800 -40082.90864 -10082.90864
## 5531 5532 5533 5534 5535
## 4348.54200 -35082.90864 24917.09136 -11706.69420 49887.94355
## 5536 5537 5538 5539 5540
## 104917.09136 -45082.90864 -25651.45800 -25082.90864 -112.05645
## 5541 5542 5543 5544 5545
## -15082.90864 -5651.45800 -40082.90864 -10082.90864 4348.54200
## 5546 5547 5548 5549 5550
## -35082.90864 24917.09136 -11706.69420 49887.94355 104917.09136
## 5551 5552 5553 5554 5555
## -45082.90864 -25651.45800 -25082.90864 -112.05645 -15082.90864
## 5556 5557 5558 5559 5560
## -5651.45800 -40082.90864 -10082.90864 4348.54200 -35082.90864
## 5561 5562 5563 5564 5565
## 24917.09136 -11706.69420 49887.94355 104917.09136 -45082.90864
## 5566 5567 5568 5569 5570
## -25651.45800 -25082.90864 -112.05645 -15082.90864 -5651.45800
## 5571 5572 5573 5574 5575
## -40082.90864 -10082.90864 4348.54200 -35082.90864 24917.09136
## 5576 5577 5578 5579 5580
## -11706.69420 49887.94355 104917.09136 -45082.90864 -25651.45800
## 5581 5582 5583 5584 5585
## -25082.90864 -112.05645 -15082.90864 -5651.45800 -40082.90864
## 5586 5587 5588 5589 5590
## -10082.90864 4348.54200 -35082.90864 24917.09136 -11706.69420
## 5591 5592 5593 5594 5595
## 49887.94355 104917.09136 -45082.90864 -25651.45800 -25082.90864
## 5596 5597 5598 5599 5600
## -112.05645 -15082.90864 -5651.45800 -40082.90864 -10082.90864
## 5601 5602 5603 5604 5605
## 4348.54200 -35082.90864 24917.09136 -11706.69420 49887.94355
## 5606 5607 5608 5609 5610
## 104917.09136 -45082.90864 -25651.45800 -25082.90864 -112.05645
## 5611 5612 5613 5614 5615
## -15082.90864 -5651.45800 -40082.90864 -10082.90864 4348.54200
## 5616 5617 5618 5619 5620
## -35082.90864 24917.09136 -11706.69420 49887.94355 -35082.90864
## 5621 5622 5623 5624 5625
## -10112.05645 -50082.90864 -15082.90864 -15651.45800 -30082.90864
## 5626 5627 5628 5629 5630
## 4917.09136 -40112.05645 -55082.90864 14917.09136 4348.54200
## 5631 5632 5633 5634 5635
## -20082.90864 -10112.05645 -25082.90864 -6706.69420 14348.54200
## 5636 5637 5638 5639 5640
## 104917.09136 -45082.90864 -25651.45800 -30082.90864 14917.09136
## 5641 5642 5643 5644 5645
## -8706.69420 59887.94355 114917.09136 -40082.90864 -25651.45800
## 5646 5647 5648 5649 5650
## -25082.90864 -112.05645 -15082.90864 4348.54200 -35082.90864
## 5651 5652 5653 5654 5655
## -5082.90864 -5651.45800 -35082.90864 24917.09136 -11706.69420
## 5656 5657 5658 5659 5660
## 59887.94355 104917.09136 -40082.90864 -25651.45800 -25082.90864
## 5661 5662 5663 5664 5665
## -112.05645 -15082.90864 4348.54200 -35082.90864 -5082.90864
## 5666 5667 5668 5669 5670
## -5651.45800 -35082.90864 24917.09136 -11706.69420 59887.94355
## 5671 5672 5673 5674 5675
## 104917.09136 -40082.90864 -25651.45800 -25082.90864 -112.05645
## 5676 5677 5678 5679 5680
## -15082.90864 4348.54200 -35082.90864 -5082.90864 -5651.45800
## 5681 5682 5683 5684 5685
## -35082.90864 24917.09136 -11706.69420 59887.94355 104917.09136
## 5686 5687 5688 5689 5690
## -40082.90864 -25651.45800 -25082.90864 -112.05645 -15082.90864
## 5691 5692 5693 5694 5695
## 4348.54200 -35082.90864 -5082.90864 -5651.45800 -35082.90864
## 5696 5697 5698 5699 5700
## 24917.09136 -11706.69420 59887.94355 104917.09136 -40082.90864
## 5701 5702 5703 5704 5705
## -25651.45800 -25082.90864 -112.05645 -15082.90864 4348.54200
## 5706 5707 5708 5709 5710
## -35082.90864 -5082.90864 -5651.45800 -35082.90864 24917.09136
## 5711 5712 5713 5714 5715
## -11706.69420 59887.94355 104917.09136 -40082.90864 -25651.45800
## 5716 5717 5718 5719 5720
## -25082.90864 -112.05645 -15082.90864 4348.54200 -35082.90864
## 5721 5722 5723 5724 5725
## -5082.90864 -5651.45800 -35082.90864 24917.09136 -11706.69420
## 5726 5727 5728 5729 5730
## 59887.94355 104917.09136 -40082.90864 -25651.45800 -25082.90864
## 5731 5732 5733 5734 5735
## -112.05645 -15082.90864 4348.54200 -35082.90864 -5082.90864
## 5736 5737 5738 5739 5740
## -5651.45800 -35082.90864 24917.09136 -11706.69420 59887.94355
## 5741 5742 5743 5744 5745
## 104917.09136 -40082.90864 -25651.45800 -25082.90864 -112.05645
## 5746 5747 5748 5749 5750
## -15082.90864 -20082.90864 -10112.05645 -30082.90864 -65651.45800
## 5751 5752 5753 5754 5755
## 54917.09136 -35082.90864 -10112.05645 -50082.90864 -15082.90864
## 5756 5757 5758 5759 5760
## -15651.45800 -30082.90864 4917.09136 -40112.05645 -55082.90864
## 5761 5762 5763 5764 5765
## 14917.09136 4348.54200 -20082.90864 -10112.05645 -25082.90864
## 5766 5767 5768 5769 5770
## -6706.69420 14348.54200 104917.09136 -45082.90864 -25651.45800
## 5771 5772 5773 5774 5775
## -30082.90864 14917.09136 -8706.69420 59887.94355 114917.09136
## 5776 5777 5778 5779 5780
## -40082.90864 -25651.45800 -25082.90864 -112.05645 -15082.90864
## 5781 5782 5783 5784 5785
## 4348.54200 -35082.90864 -5082.90864 -5651.45800 -35082.90864
## 5786 5787 5788 5789 5790
## 24917.09136 -11706.69420 59887.94355 104917.09136 -40082.90864
## 5791 5792 5793 5794 5795
## -25651.45800 -25082.90864 -112.05645 -15082.90864 4348.54200
## 5796 5797 5798 5799 5800
## -35082.90864 -5082.90864 -5651.45800 -35082.90864 24917.09136
## 5801 5802 5803 5804 5805
## -11706.69420 59887.94355 104917.09136 -40082.90864 -25651.45800
## 5806 5807 5808 5809 5810
## -25082.90864 -112.05645 -15082.90864 4348.54200 -35082.90864
## 5811 5812 5813 5814 5815
## -5082.90864 -5651.45800 -35082.90864 24917.09136 -11706.69420
## 5816 5817 5818 5819 5820
## 59887.94355 104917.09136 -40082.90864 -25651.45800 -25082.90864
## 5821 5822 5823 5824 5825
## -112.05645 -15082.90864 4348.54200 -35082.90864 -5082.90864
## 5826 5827 5828 5829 5830
## -5651.45800 -35082.90864 24917.09136 -11706.69420 59887.94355
## 5831 5832 5833 5834 5835
## 104917.09136 -40082.90864 -25651.45800 -25082.90864 -112.05645
## 5836 5837 5838 5839 5840
## -15082.90864 4348.54200 -35082.90864 -5082.90864 -5651.45800
## 5841 5842 5843 5844 5845
## -35082.90864 24917.09136 -11706.69420 59887.94355 104917.09136
## 5846 5847 5848 5849 5850
## -40082.90864 -25651.45800 -25082.90864 -112.05645 -15082.90864
## 5851 5852 5853 5854 5855
## 4348.54200 -35082.90864 -5082.90864 -5651.45800 -35082.90864
## 5856 5857 5858 5859 5860
## 24917.09136 -11706.69420 59887.94355 104917.09136 -40082.90864
## 5861 5862 5863 5864 5865
## -25651.45800 -25082.90864 -112.05645 -15082.90864 4348.54200
## 5866 5867 5868 5869 5870
## -35082.90864 -5082.90864 -5651.45800 -35082.90864 24917.09136
## 5871 5872 5873 5874 5875
## -11706.69420 59887.94355 104917.09136 -45651.45800 -35082.90864
## 5876 5877 5878 5879 5880
## -10112.05645 -30082.90864 -65651.45800 54917.09136 -30082.90864
## 5881 5882 5883 5884 5885
## -10112.05645 -50082.90864 -15082.90864 -15651.45800 -30082.90864
## 5886 5887 5888 5889 5890
## 4917.09136 -40112.05645 -55082.90864 14917.09136 4348.54200
## 5891 5892 5893 5894 5895
## -20082.90864 -10112.05645 -25082.90864 -6706.69420 14348.54200
## 5896 5897 5898 5899 5900
## 104917.09136 -45082.90864 -25651.45800 -30082.90864 14917.09136
## 5901 5902 5903 5904 5905
## -8706.69420 59887.94355 114917.09136 -40082.90864 -25651.45800
## 5906 5907 5908 5909 5910
## -25082.90864 -112.05645 -15082.90864 4348.54200 -35082.90864
## 5911 5912 5913 5914 5915
## -5082.90864 -5651.45800 -35082.90864 24917.09136 -11706.69420
## 5916 5917 5918 5919 5920
## 59887.94355 104917.09136 -40082.90864 -25651.45800 -25082.90864
## 5921 5922 5923 5924 5925
## -112.05645 -15082.90864 4348.54200 -35082.90864 -5082.90864
## 5926 5927 5928 5929 5930
## -5651.45800 -35082.90864 24917.09136 -11706.69420 59887.94355
## 5931 5932 5933 5934 5935
## 104917.09136 -40082.90864 -25651.45800 -25082.90864 -112.05645
## 5936 5937 5938 5939 5940
## -15082.90864 4348.54200 -35082.90864 -5082.90864 -5651.45800
## 5941 5942 5943 5944 5945
## -35082.90864 24917.09136 -11706.69420 59887.94355 104917.09136
## 5946 5947 5948 5949 5950
## -40082.90864 -25651.45800 -25082.90864 -112.05645 -15082.90864
## 5951 5952 5953 5954 5955
## 4348.54200 -35082.90864 -5082.90864 -5651.45800 -35082.90864
## 5956 5957 5958 5959 5960
## 24917.09136 -11706.69420 59887.94355 104917.09136 -40082.90864
## 5961 5962 5963 5964 5965
## -25651.45800 -25082.90864 -112.05645 -15082.90864 4348.54200
## 5966 5967 5968 5969 5970
## -35082.90864 -5082.90864 -5651.45800 -35082.90864 24917.09136
## 5971 5972 5973 5974 5975
## -11706.69420 59887.94355 104917.09136 -40082.90864 -25651.45800
## 5976 5977 5978 5979 5980
## -25082.90864 -112.05645 -15082.90864 4348.54200 -35082.90864
## 5981 5982 5983 5984 5985
## -5082.90864 -5651.45800 -35082.90864 24917.09136 -11706.69420
## 5986 5987 5988 5989 5990
## 59887.94355 104917.09136 -40082.90864 -25651.45800 -25082.90864
## 5991 5992 5993 5994 5995
## -112.05645 -15082.90864 4348.54200 -35082.90864 -5082.90864
## 5996 5997 5998 5999 6000
## -5651.45800 -35082.90864 24917.09136 -11706.69420 59887.94355
## 6001 6002 6003 6004 6005
## 104917.09136 -30082.90864 -5112.05645 -25082.90864 -55651.45800
## 6006 6007 6008 6009 6010
## 64917.09136 -20082.90864 -10112.05645 -45082.90864 -10082.90864
## 6011 6012 6013 6014 6015
## -10651.45800 -25082.90864 19917.09136 -35112.05645 -55082.90864
## 6016 6017 6018 6019 6020
## 19917.09136 9348.54200 -25082.90864 4887.94355 -20082.90864
## 6021 6022 6023 6024 6025
## -6706.69420 19348.54200 114917.09136 -50082.90864 -20651.45800
## 6026 6027 6028 6029 6030
## -25082.90864 24917.09136 -8706.69420 64887.94355 119917.09136
## 6031 6032 6033 6034 6035
## -40082.90864 -20651.45800 -20082.90864 4887.94355 -15082.90864
## 6036 6037 6038 6039 6040
## 19348.54200 -35082.90864 -82.90864 4348.54200 -30082.90864
## 6041 6042 6043 6044 6045
## 24917.09136 -11706.69420 64887.94355 119917.09136 -40082.90864
## 6046 6047 6048 6049 6050
## -20651.45800 -20082.90864 4887.94355 -15082.90864 19348.54200
## 6051 6052 6053 6054 6055
## -35082.90864 -82.90864 4348.54200 -30082.90864 24917.09136
## 6056 6057 6058 6059 6060
## -11706.69420 64887.94355 119917.09136 -40082.90864 -20651.45800
## 6061 6062 6063 6064 6065
## -20082.90864 4887.94355 -15082.90864 19348.54200 -35082.90864
## 6066 6067 6068 6069 6070
## -82.90864 4348.54200 -30082.90864 24917.09136 -11706.69420
## 6071 6072 6073 6074 6075
## 64887.94355 119917.09136 -40082.90864 -20651.45800 -20082.90864
## 6076 6077 6078 6079 6080
## 4887.94355 -15082.90864 19348.54200 -35082.90864 -82.90864
## 6081 6082 6083 6084 6085
## 4348.54200 -30082.90864 24917.09136 -11706.69420 64887.94355
## 6086 6087 6088 6089 6090
## 119917.09136 -40082.90864 -20651.45800 -20082.90864 4887.94355
## 6091 6092 6093 6094 6095
## -15082.90864 19348.54200 -35082.90864 -82.90864 4348.54200
## 6096 6097 6098 6099 6100
## -30082.90864 24917.09136 -11706.69420 64887.94355 119917.09136
## 6101 6102 6103 6104 6105
## -40082.90864 -20651.45800 -20082.90864 4887.94355 -15082.90864
## 6106 6107 6108 6109 6110
## 19348.54200 -35082.90864 -82.90864 4348.54200 -30082.90864
## 6111 6112 6113 6114 6115
## 24917.09136 -11706.69420 64887.94355 119917.09136 -40082.90864
## 6116 6117 6118 6119 6120
## -20651.45800 -20082.90864 4887.94355 -15082.90864 19348.54200
## 6121 6122 6123 6124 6125
## -35082.90864 -82.90864 4348.54200 -30082.90864 24917.09136
## 6126 6127 6128 6129 6130
## -11706.69420 64887.94355 119917.09136 -55112.05645 19348.54200
## 6131 6132 6133 6134 6135
## 24917.09136 -35082.90864 14887.94355 -20082.90864 4887.94355
## 6136 6137 6138 6139 6140
## -25082.90864 9348.54200 -8706.69420 64887.94355 119917.09136
## 6141 6142 6143 6144 6145
## -40082.90864 -20651.45800 -20082.90864 4887.94355 -15082.90864
## 6146 6147 6148 6149 6150
## 19348.54200 -35082.90864 -82.90864 4348.54200 -30082.90864
## 6151 6152 6153 6154 6155
## 24917.09136 -11706.69420 64887.94355 119917.09136 -40082.90864
## 6156 6157 6158 6159 6160
## -20651.45800 -20082.90864 4887.94355 -15082.90864 19348.54200
## 6161 6162 6163 6164 6165
## -35082.90864 -82.90864 4348.54200 -30082.90864 24917.09136
## 6166 6167 6168 6169 6170
## -11706.69420 64887.94355 119917.09136 -40082.90864 -20651.45800
## 6171 6172 6173 6174 6175
## -20082.90864 4887.94355 -15082.90864 19348.54200 -35082.90864
## 6176 6177 6178 6179 6180
## -82.90864 4348.54200 -30082.90864 24917.09136 -11706.69420
## 6181 6182 6183 6184 6185
## 64887.94355 119917.09136 -40082.90864 -20651.45800 -20082.90864
## 6186 6187 6188 6189 6190
## 4887.94355 -15082.90864 19348.54200 -35082.90864 -82.90864
## 6191 6192 6193 6194 6195
## 4348.54200 -30082.90864 24917.09136 -11706.69420 64887.94355
## 6196 6197 6198 6199 6200
## 119917.09136 -40082.90864 -20651.45800 -20082.90864 4887.94355
## 6201 6202 6203 6204 6205
## -15082.90864 19348.54200 -35082.90864 -82.90864 4348.54200
## 6206 6207 6208 6209 6210
## -30082.90864 24917.09136 -11706.69420 64887.94355 119917.09136
## 6211 6212 6213 6214 6215
## -40082.90864 -20651.45800 -20082.90864 4887.94355 -15082.90864
## 6216 6217 6218 6219 6220
## 19348.54200 -35082.90864 -82.90864 4348.54200 -30082.90864
## 6221 6222 6223 6224 6225
## 24917.09136 -11706.69420 64887.94355 119917.09136 -40082.90864
## 6226 6227 6228 6229 6230
## -20651.45800 -20082.90864 4887.94355 -15082.90864 19348.54200
## 6231 6232 6233 6234 6235
## -35082.90864 -82.90864 4348.54200 -30082.90864 24917.09136
## 6236 6237 6238 6239 6240
## -11706.69420 64887.94355 119917.09136 -40082.90864 -20651.45800
## 6241 6242 6243 6244 6245
## -20082.90864 4887.94355 -15082.90864 19348.54200 -35082.90864
## 6246 6247 6248 6249 6250
## -82.90864 4348.54200 -30082.90864 24917.09136 -11706.69420
## 6251 6252 6253 6254 6255
## 64887.94355 119917.09136 -40082.90864 -20651.45800 -20082.90864
## 6256 6257 6258 6259 6260
## -50082.90864 -50112.05645 -75651.45800 -1706.69420 24917.09136
## 6261 6262 6263 6264 6265
## -35082.90864 -60112.05645 3293.30580 -15651.45800 -60082.90864
## 6266 6267 6268 6269 6270
## -112.05645 -60082.90864 14348.54200 23293.30580 -20082.90864
## 6271 6272 6273 6274 6275
## -80112.05645 -65651.45800 3293.30580 14917.09136 -75112.05645
## 6276 6277 6278 6279 6280
## 4348.54200 -55082.90864 -35112.05645 -1706.69420 -25651.45800
## 6281 6282 6283 6284 6285
## -25082.90864 -80112.05645 -90651.45800 3293.30580 24917.09136
## 6286 6287 6288 6289 6290
## -90112.05645 -5651.45800 -40082.90864 -30112.05645 -1706.69420
## 6291 6292 6293 6294 6295
## -15082.90864 -75651.45800 -60082.90864 -112.05645 -35082.90864
## 6296 6297 6298 6299 6300
## -60112.05645 3293.30580 -15651.45800 -60082.90864 49887.94355
## 6301 6302 6303 6304 6305
## 3293.30580 -20082.90864 -45651.45800 -80112.05645 -5082.90864
## 6306 6307 6308 6309 6310
## -1706.69420 14917.09136 -85112.05645 -95651.45800 -65082.90864
## 6311 6312 6313 6314 6315
## -112.05645 23293.30580 54917.09136 -85651.45800 -60082.90864
## 6316 6317 6318 6319 6320
## 29887.94355 3293.30580 4348.54200 -55082.90864 -35112.05645
## 6321 6322 6323 6324 6325
## -1706.69420 4917.09136 -95651.45800 -80112.05645 24917.09136
## 6326 6327 6328 6329 6330
## 3293.30580 -45082.90864 9887.94355 3293.30580 4917.09136
## 6331 6332 6333 6334 6335
## -135651.45800 -55112.05645 3293.30580 84917.09136 -85651.45800
## 6336 6337 6338 6339 6340
## -60082.90864 -10112.05645 8293.30580 -5082.90864 -110651.45800
## 6341 6342 6343 6344 6345
## 29887.94355 -55082.90864 4348.54200 3293.30580 -35112.05645
## 6346 6347 6348 6349 6350
## -1706.69420 14917.09136 -90651.45800 -80112.05645 24917.09136
## 6351 6352 6353 6354 6355
## 3293.30580 19887.94355 -25082.90864 24348.54200 3293.30580
## 6356 6357 6358 6359 6360
## -20082.90864 9887.94355 -1706.69420 24917.09136 -85651.45800
## 6361 6362 6363 6364 6365
## -60082.90864 -112.05645 3293.30580 -5082.90864 -110651.45800
## 6366 6367 6368 6369 6370
## 49887.94355 -50082.90864 24348.54200 13293.30580 -40082.90864
## 6371 6372 6373 6374 6375
## -112.05645 -1706.69420 24917.09136 -70651.45800 -60082.90864
## 6376 6377 6378 6379 6380
## 9887.94355 3293.30580 -15082.90864 -110651.45800 59887.94355
## 6381 6382 6383 6384 6385
## -20082.90864 4348.54200 13293.30580 -40082.90864 -112.05645
## 6386 6387 6388 6389 6390
## -1706.69420 24917.09136 -70651.45800 -60082.90864 9887.94355
## 6391 6392 6393 6394 6395
## 3293.30580 -15082.90864 -110651.45800 59887.94355 -20082.90864
## 6396 6397 6398 6399 6400
## 4348.54200 13293.30580 -40082.90864 -112.05645 -1706.69420
## 6401 6402 6403 6404 6405
## 24917.09136 -70651.45800 -60082.90864 9887.94355 3293.30580
## 6406 6407 6408 6409 6410
## -15082.90864 -110651.45800 59887.94355 -20082.90864 4348.54200
## 6411 6412 6413 6414 6415
## 13293.30580 -40082.90864 -112.05645 -1706.69420 24917.09136
## 6416 6417 6418 6419 6420
## -70651.45800 -60082.90864 9887.94355 3293.30580 -15082.90864
## 6421 6422 6423 6424 6425
## -110651.45800 59887.94355 -20082.90864 4348.54200 13293.30580
## 6426 6427 6428 6429 6430
## -40082.90864 -112.05645 -1706.69420 24917.09136 -70651.45800
## 6431 6432 6433 6434 6435
## -60082.90864 9887.94355 3293.30580 -15082.90864 -110651.45800
## 6436 6437 6438 6439 6440
## 59887.94355 -20082.90864 4348.54200 13293.30580 -40082.90864
## 6441 6442 6443 6444 6445
## -112.05645 -1706.69420 24917.09136 -70651.45800 -60082.90864
## 6446 6447 6448 6449 6450
## 9887.94355 3293.30580 -15082.90864 -110651.45800 59887.94355
## 6451 6452 6453 6454 6455
## -20112.05645 -55082.90864 -15651.45800 18293.30580 -25082.90864
## 6456 6457 6458 6459 6460
## 29887.94355 -1706.69420 4917.09136 -75651.45800 -80112.05645
## 6461 6462 6463 6464 6465
## 44917.09136 3293.30580 14348.54200 -5082.90864 -60082.90864
## 6466 6467 6468 6469 6470
## -10112.05645 8293.30580 -15082.90864 -110651.45800 49887.94355
## 6471 6472 6473 6474 6475
## -20082.90864 24348.54200 3293.30580 -25082.90864 19887.94355
## 6476 6477 6478 6479 6480
## -1706.69420 24917.09136 -85651.45800 -60082.90864 -112.05645
## 6481 6482 6483 6484 6485
## 3293.30580 -5082.90864 -110651.45800 49887.94355 -50082.90864
## 6486 6487 6488 6489 6490
## 24348.54200 13293.30580 -40082.90864 -112.05645 -1706.69420
## 6491 6492 6493 6494 6495
## 24917.09136 -70651.45800 -60082.90864 9887.94355 3293.30580
## 6496 6497 6498 6499 6500
## -15082.90864 -110651.45800 59887.94355 -20082.90864 4348.54200
## 6501 6502 6503 6504 6505
## 13293.30580 -40082.90864 -112.05645 -1706.69420 24917.09136
## 6506 6507 6508 6509 6510
## -70651.45800 -60082.90864 9887.94355 3293.30580 -15082.90864
## 6511 6512 6513 6514 6515
## -110651.45800 59887.94355 -20082.90864 4348.54200 13293.30580
## 6516 6517 6518 6519 6520
## -40082.90864 -112.05645 -1706.69420 24917.09136 -70651.45800
## 6521 6522 6523 6524 6525
## -60082.90864 9887.94355 3293.30580 -15082.90864 -110651.45800
## 6526 6527 6528 6529 6530
## 59887.94355 -20082.90864 4348.54200 13293.30580 -40082.90864
## 6531 6532 6533 6534 6535
## -112.05645 -1706.69420 24917.09136 -70651.45800 -60082.90864
## 6536 6537 6538 6539 6540
## 9887.94355 3293.30580 -15082.90864 -110651.45800 59887.94355
## 6541 6542 6543 6544 6545
## -20082.90864 4348.54200 13293.30580 -40082.90864 -112.05645
## 6546 6547 6548 6549 6550
## -1706.69420 24917.09136 -70651.45800 -60082.90864 9887.94355
## 6551 6552 6553 6554 6555
## 3293.30580 -15082.90864 -110651.45800 59887.94355 -20082.90864
## 6556 6557 6558 6559 6560
## 4348.54200 13293.30580 -40082.90864 -112.05645 -1706.69420
## 6561 6562 6563 6564 6565
## 24917.09136 -70651.45800 -60082.90864 9887.94355 3293.30580
## 6566 6567 6568 6569 6570
## -15082.90864 -110651.45800 59887.94355 -20082.90864 4348.54200
## 6571 6572 6573 6574 6575
## 13293.30580 -40082.90864 -112.05645 -1706.69420 -10112.05645
## 6576 6577 6578 6579 6580
## -50082.90864 -5651.45800 33293.30580 -20082.90864 39887.94355
## 6581 6582 6583 6584 6585
## -1706.69420 14917.09136 -85651.45800 -75112.05645 54917.09136
## 6586 6587 6588 6589 6590
## 3293.30580 24348.54200 -15082.90864 -60082.90864 -112.05645
## 6591 6592 6593 6594 6595
## 8293.30580 -5082.90864 -110651.45800 59887.94355 -5082.90864
## 6596 6597 6598 6599 6600
## 34348.54200 3293.30580 -25082.90864 29887.94355 -1706.69420
## 6601 6602 6603 6604 6605
## 34917.09136 -70651.45800 -60082.90864 9887.94355 3293.30580
## 6606 6607 6608 6609 6610
## -5082.90864 -110651.45800 59887.94355 -20082.90864 34348.54200
## 6611 6612 6613 6614 6615
## 13293.30580 -40082.90864 9887.94355 -1706.69420 34917.09136
## 6616 6617 6618 6619 6620
## -65651.45800 -60082.90864 19887.94355 3293.30580 -15082.90864
## 6621 6622 6623 6624 6625
## -110651.45800 59887.94355 -5082.90864 34348.54200 3293.30580
## 6626 6627 6628 6629 6630
## -25082.90864 29887.94355 -1706.69420 34917.09136 -70651.45800
## 6631 6632 6633 6634 6635
## -60082.90864 9887.94355 3293.30580 -5082.90864 -110651.45800
## 6636 6637 6638 6639 6640
## 59887.94355 -20082.90864 34348.54200 13293.30580 -40082.90864
## 6641 6642 6643 6644 6645
## 9887.94355 -1706.69420 34917.09136 -65651.45800 -60082.90864
## 6646 6647 6648 6649 6650
## 19887.94355 3293.30580 -15082.90864 -110651.45800 59887.94355
## 6651 6652 6653 6654 6655
## -5082.90864 34348.54200 3293.30580 -25082.90864 29887.94355
## 6656 6657 6658 6659 6660
## -1706.69420 34917.09136 -70651.45800 -60082.90864 9887.94355
## 6661 6662 6663 6664 6665
## 3293.30580 -5082.90864 -110651.45800 59887.94355 -20082.90864
## 6666 6667 6668 6669 6670
## 34348.54200 13293.30580 -40082.90864 9887.94355 -1706.69420
## 6671 6672 6673 6674 6675
## 34917.09136 -65651.45800 -60082.90864 19887.94355 3293.30580
## 6676 6677 6678 6679 6680
## -15082.90864 -110651.45800 59887.94355 -5082.90864 34348.54200
## 6681 6682 6683 6684 6685
## 3293.30580 -25082.90864 29887.94355 -1706.69420 34917.09136
## 6686 6687 6688 6689 6690
## -70651.45800 -60082.90864 9887.94355 3293.30580 -5082.90864
## 6691 6692 6693 6694 6695
## -110651.45800 59887.94355 -20082.90864 34348.54200 13293.30580
## 6696 6697 6698
## -40082.90864 9887.94355 -1706.69420Avaliar a normalidade
H0: Os resíduos seguem uma normal
H1: Os resíduos não seguem uma normal
alpha: 0,05
set.seed(123)
amostra <- sample(residuos, size = 5000, replace = FALSE)
shapiro.test(amostra)##
## Shapiro-Wilk normality test
##
## data: amostra
## W = 0.98699, p-value < 0.00000000000000022Os resíduos não seguem uma normal.
Devo usar o método Kruskal-Wallis.
H0: A remuneração de quem tem maior escolaridade é igual ao de quem possui menor escolaridade
H1: A remuneração de quem tem maior escolaridade não é igual ao de quem possui menor escolaridade
kruskal.test(Salary ~ `Education Level`, data=dados)##
## Kruskal-Wallis rank sum test
##
## data: Salary by Education Level
## Kruskal-Wallis chi-squared = 2822.5, df = 3, p-value <
## 0.00000000000000022A remuneração de quem tem maior escolaridade não é igual ao de quem possui menor escolaridade.
No entanto, a remuneração de quem possui maior escolaridade é mais alta ou mais baixa em relação a quem possui menor escolaridade?
library(dplyr)##
## Anexando pacote: 'dplyr'## Os seguintes objetos são mascarados por 'package:stats':
##
## filter, lag## Os seguintes objetos são mascarados por 'package:base':
##
## intersect, setdiff, setequal, uniondados %>% group_by(`Education Level`) %>% summarise (mediana=median(Salary))## # A tibble: 4 × 2
## `Education Level` mediana
## <chr> <dbl>
## 1 Bachelor's 80000
## 2 High School 30000
## 3 Master's 130000
## 4 phD 170000Podemos concluir que sim, o nível de escolaridade afeta a remuneração. Quanto maior o nível de escolaridade, mais alto será o salário.
Afirmação 2: Existe uma disparidade salarial significativa entre gêneros em diferentes cargos ou níveis de educação.
Variáveis: “Gender”, “Education Level”, “Job Title”
Gráficos de boxplot para visualizar discrepâncias salariais por gênero, função e nível educacional.
Carregar pacotes necessários
library(ggplot2)
library(readr) # Para leitura de arquivos CSV
library(readxl) # Para leitura de arquivos Excel (caso necessário)Garantir que as colunas importantes estão no formato correto
dados <- dados %>%
mutate(
Gender = as.factor(Gender),
`Job Title` = as.factor(`Job Title`),
`Education Level` = as.factor(`Education Level`)
)Gráfico de boxplot para discrepâncias salariais por gênero
p_genero <- ggplot(dados, aes(x = Gender, y = Salary, fill = Gender)) +
geom_boxplot() +
labs(
title = "Discrepâncias Salariais por Gênero",
x = "Gênero",
y = "Salário"
) +
theme_minimal()
p_genero
Gráfico de boxplot para discrepâncias salariais por função
p_funcao <- ggplot(dados, aes(x = `Job Title`, y = Salary, fill = `Job Title`)) +
geom_boxplot() +
labs(
title = "Discrepâncias Salariais por Função",
x = "Função",
y = "Salário"
) +
theme(axis.text.x = element_text(angle = 45, hjust = 1)) +
theme_minimal()
p_funcao
Gráfico de boxplot para discrepâncias salariais por nível educacional
p_educacao <- ggplot(dados, aes(x = `Education Level`, y = Salary, fill = `Education Level`)) +
geom_boxplot() +
labs(
title = "Discrepâncias Salariais por Nível Educacional",
x = "Nível Educacional",
y = "Salário"
) +
theme_minimal()
p_educacao
Mostrar gráficos juntos (opcional)
library(ggpubr)
ggarrange(p_genero, p_educacao, ncol=1,nrow=3)
Mapas de calor para explorar correlações entre variáveis (ex.: salário e experiência).
Carregar pacotes necessários
library(ggplot2)
library(readr) # Para leitura de arquivos CSV
library(readxl) # Para leitura de arquivos Excel (caso necessário)
library(reshape2) # Para transformação de dados (melt)## Warning: pacote 'reshape2' foi compilado no R versão 4.4.2library(dplyr) # Para manipulação de dadosPasso 2: Selecionar apenas colunas numéricas relevantes
dados_numéricos <- dados %>%
select_if(is.numeric)Calcular a matriz de correlação
matriz_correlacao <- cor(dados_numéricos, use = "complete.obs")Transformar a matriz de correlação em formato “long” para ggplot
cor_melt <- melt(matriz_correlacao)Criar o mapa de calor
p_mapa_calor <- ggplot(cor_melt, aes(x = Var1, y = Var2, fill = value)) +
geom_tile(color = "White") +
geom_text(aes(label = round(value, 2)), color = "black", size = 3) +
scale_fill_gradient2(low = "blue", mid = "White", high = "red", midpoint = 1) +
labs(
title = "Mapa de Calor das Correlações",
x = "",
y = "",
fill = "Correlação"
) +
theme_minimal() +
theme(
axis.text.x = element_text(angle = 45, hjust = 1),
axis.text.y = element_text(size = 10)
)
p_mapa_calor
Histogramas e gráficos de dispersão para análises exploratórias
Carregar pacotes necessários
library(ggplot2)
library(readr) # Para leitura de arquivos CSV
library(readxl) # Para leitura de arquivos Excel (caso necessário)
library(dplyr) # Para manipulação de dadosHistograma para a variável “Salary”
p_hist_salario <- ggplot(dados, aes(x = Salary)) +
geom_histogram(binwidth = 10000, fill = "skyblue", color = "black") +
labs(
title = "Histograma de Salários",
x = "Salário",
y = "Frequência"
) +
theme_minimal()
p_hist_salario 
Histograma para a variável “Years of Experience”
p_hist_experiencia <- ggplot(dados, aes(x = `Years of Experience`)) +
geom_histogram(binwidth = 2, fill = "orange", color = "black") +
labs(
title = "Histograma de Anos de Experiência",
x = "Anos de Experiência",
y = "Frequência"
) +
theme_minimal()
p_hist_experiencia
Criar gráficos de dispersão
Dispersão entre Salário e Experiência
p_disp_salario_experiencia <- ggplot(dados, aes(x = `Years of Experience`, y = Salary)) +
geom_point(aes(color = Gender, shape = `Education Level`), size = 2) +
labs(
title = "Dispersão: Salário vs Experiência",
x = "Anos de Experiência",
y = "Salário",
color = "Gênero",
shape = "Nível Educacional"
) +
theme_minimal()
p_disp_salario_experiencia
Dispersão entre Idade e Salário
p_disp_idade_salario <- ggplot(dados, aes(x = Age, y = Salary)) +
geom_point(aes(color = Gender, shape = `Education Level`), size = 2) +
labs(
title = "Dispersão: Idade vs Salário",
x = "Idade",
y = "Salário",
color = "Gênero",
shape = "Nível Educacional"
) +
theme_minimal()
p_disp_idade_salario
Mostrar os gráficos
library(ggpubr)
ggarrange(p_hist_salario, p_hist_experiencia, p_disp_salario_experiencia, p_disp_idade_salario,
ncol=2,nrow=2)
Afirmação 3: O gênero influencia diretamente a remuneração.
Variáveis: “Salary” e “Gender”
O gênero afeta diretamente a remuneração
library(ggplot2)
library(car)## Carregando pacotes exigidos: carData##
## Anexando pacote: 'car'## O seguinte objeto é mascarado por 'package:dplyr':
##
## recodelibrary(stats)Remover valores ausentes
dados_clean <- na.omit(dados[, c("Salary", "Gender")])Análise de variância (ANOVA)
model2 <- aov(Salary ~ Gender, data = dados_clean)
summary(model2)## Df Sum Sq Mean Sq F value Pr(>F)
## Gender 2 303446485976 151723242988 55.33 <0.0000000000000002 ***
## Residuals 6695 18359499920090 2742270339
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1Obter os resíduos
residuals2 <- model2$residuals
set.seed(123)
residuals2 <- sample(residuals2, size = 5000, replace = FALSE)
shapiro.test(residuals2)##
## Shapiro-Wilk normality test
##
## data: residuals2
## W = 0.96057, p-value < 0.00000000000000022Teste de normalidade (Shapiro-Wilk)
shapiro_test <- shapiro.test(residuals2)
shapiro_test##
## Shapiro-Wilk normality test
##
## data: residuals2
## W = 0.96057, p-value < 0.00000000000000022Se os resíduos não forem normais, realizar o teste de Mann-Whitney U
Dividir os dados por gênero
male_salaries <- dados_clean$Salary[dados_clean$Gender == "Male"]
female_salaries <- dados_clean$Salary[dados_clean$Gender == "Female"]Teste de Mann-Whitney U
mann_whitney_test <- wilcox.test(male_salaries, female_salaries, alternative = "two.sided")
mann_whitney_test##
## Wilcoxon rank sum test with continuity correction
##
## data: male_salaries and female_salaries
## W = 6338161, p-value < 0.00000000000000022
## alternative hypothesis: true location shift is not equal to 0Com um p-valor extremamente pequeno (<0.05<0.05), rejeitamos a hipótese nula de que as distribuições salariais para homens e mulheres são iguais. Isso indica uma disparidade salarial significativa baseada no gênero.
Qual gênero recebe mais?
Remover valores ausentes e filtrar apenas “Male” e “Female”
dados_clean2 <- na.omit(dados[, c("Salary", "Gender")])
dados_clean2 <- subset(dados_clean, Gender %in% c("Male", "Female"))Análise de variância (ANOVA)
model <- aov(Salary ~ Gender, data = dados_clean2)
summary(model)## Df Sum Sq Mean Sq F value Pr(>F)
## Gender 1 301887767297 301887767297 110 <0.0000000000000002 ***
## Residuals 6682 18334053870452 2743797347
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1Obter os resíduos
residuals3 <- model$residualsTeste de normalidade (Shapiro-Wilk)
set.seed(123)
residuals3 <- sample(residuals3, size = 5000, replace = FALSE)
shapiro.test(residuals2)##
## Shapiro-Wilk normality test
##
## data: residuals2
## W = 0.96057, p-value < 0.00000000000000022Se os resíduos não forem normais, realizar o teste de Mann-Whitney U
Dividir os dados por gênero
male_salaries <- dados_clean2$Salary[dados_clean2$Gender == "Male"]
female_salaries <- dados_clean2$Salary[dados_clean2$Gender == "Female"]Teste de Mann-Whitney U
mann_whitney_test <- wilcox.test(male_salaries, female_salaries, alternative = "two.sided")
mann_whitney_test##
## Wilcoxon rank sum test with continuity correction
##
## data: male_salaries and female_salaries
## W = 6338161, p-value < 0.00000000000000022
## alternative hypothesis: true location shift is not equal to 0Comparar as médias dos salários por gênero
average_salaries <- aggregate(Salary ~ Gender, data = dados_clean2, mean)
print(average_salaries)## Gender Salary
## 1 Female 107889.0
## 2 Male 121395.7Identificar qual gênero recebe mais
highest_salary_gender <- average_salaries[which.max(average_salaries$Salary), "Gender"]
cat("O gênero com maior média salarial é:", highest_salary_gender, "\n")## O gênero com maior média salarial é: 21. Análise
1.1. Estatísticas descritivas gerais do salário
• Média salarial: 115.327 (representa a remuneração média dos profissionais na amostra).
• Mediana salarial: 115000
• Moda salarial: 140.000 (valor que ocorre com maior frequência no conjunto de dados).
• Desvio padrão: 52.786,18 (indica a variabilidade dos salários em torno da média).
• Variância: 2.786.381.212 (reforça a amplitude da dispersão).
• Mínimo e máximo salarial: 350 e 250.000, respectivamente.
• Amplitude: 249.650 (diferença entre o maior e menor salário).
1.2. Distribuição de gênero
• Feminino: 44,97%
• Masculino: 54,82%
• Outro: 0,21%
A maioria dos indivíduos na base de dados é do gênero masculino, seguido de feminino. A representação de gênero “Outro” é mínima.
1.3. Distribuição por nível educacional
• Bachelor’s: 45,11%
• High School: 6,69%
• Master’s: 27,77%
• PhD: 20,43%
A maioria dos profissionais possui nível de escolaridade de Bachelor’s, seguido por Master’s e PhD.
1.4. Outliers
• Nenhum outlier foi identificado na análise do boxplot do salário, indicando que os dados estão dentro do intervalo esperado e não apresentam valores extremos que possam distorcer as análises.
2. Considerações adicionais sobre a Análise
2.1. Os resultados mostram que:
Os salários têm uma alta dispersão, sugerindo uma significativa diferença de remuneração entre os trabalhadores, possivelmente influenciada por escolaridade, experiência e cargo.
A distribuição de gênero é levemente equilibrada, mas há uma maior representação masculina, o que pode refletir em análises de disparidade salarial.
A escolaridade tem um papel significativo, com a maior parte dos indivíduos possuindo nível superior (Bachelor’s, Master’s e PhD).
Análise do Objetivo planteado
Anos de experiência: Há uma correlação positiva entre o tempo de experiência e o salário. Profissionais com mais anos de trabalho tendem a ter remunerações maiores, refletindo a valorização da expertise adquirida ao longo do tempo.
Nível de escolaridade: O nível educacional é uma das variáveis mais influentes. Indivíduos com formações mais avançadas, como pós-graduação ou doutorado, apresentam salários significativamente maiores em comparação com aqueles com menor nível de escolaridade.
Cargo ocupado: O tipo de posição dentro da organização também é determinante. Cargos de maior responsabilidade e liderança estão associados a salários mais elevados.
Gênero (impacto indireto): Apesar de não ser diretamente relacionado à competência ou formação, a análise revelou disparidades salariais entre gêneros, indicando que barreiras estruturais afetam a remuneração, mesmo em condiçôes semelhantes de escolaridade e experiência.
2.3. Observações gerais
Outliers: Apesar de poucos, os outliers identificados podem ser associados a cargos ou setores específicos que não refletem a média da amostra.
Impacto da escolaridade: A relação positiva entre nível educacional e salário é evidente, reforçando que investimentos em educação são cruciais para melhores rendimentos.
Desigualdade de gênero: Embora as mulheres representem uma fatia considerável da amostra (quase 45%), elas apresentam salários mais baixos em média, o que pode ser reflexo de barreiras estruturais ou desigualdade de oportunidades.
2.4. Discrepâncias salariais por gênero, função e nível educacional
Dispersão Salarial: Os dados confirmam uma grande variação nos salários, o que sugere diferenças significativas entre os trabalhadores. Essa disparidade pode estar relacionada a fatores como nível educacional, anos de experiência e ocupação.
Distribuição de Gênero: Apesar de relativamente equilibrada, há uma leve predominância de homens. Isso pode influenciar análises de disparidade salarial, considerando o impacto potencial do gênero na remuneração.
Influência da Escolaridade: O nível educacional claramente exerce uma influência no salário. Indivíduos com graus acadêmicos mais altos (como PhD, Master’s) tendem a estar em posições de maior remuneração, reforçando o papel da educação no mercado de trabalho.
Correlação Experiência-Salário: Os anos de experiência demonstram uma relação positiva com o salário, como evidenciado no gráfico de dispersão. Isso reflete a tendência de remuneração maior para profissionais mais experientes, valorizando o conhecimento acumulado.
Impacto do Cargo: Embora não diretamente visível nos gráficos, a informação qualitativa destaca que cargos de liderança ou maior responsabilidade estão associados a salários superiores.
Disparidade de Gênero: Embora o gráfico de dispersão não mostre diretamente a análise de gênero sobre os salários, a informação qualitativa ressalta que existem diferenças salariais entre homens e mulheres, o que pode ser reflexo de barreiras estruturais.
Análise Geral: A junção dessas variáveis sugere que a combinação de escolaridade, experiência e cargo tem o maior impacto na determinação dos salários, mas as disparidades de gênero podem indicar a necessidade de políticas organizacionais mais inclusivas.
3. Análise de Variância (ANOVA)
• Objetivo: Testar se há diferenças significativas entre os salários médios de diferentes gêneros.
• Resultados:
o O modelo aov(Salary ~ Gender) mostrou que o gênero é um fator significativo para a diferença de salários, com um F-value de 110 e um p-valor extremamente pequeno (< 0.0000000000000002), indicando que as diferenças não são por acaso. Isso significa que há uma diferença estatisticamente significativa entre os salários médios de pelo menos dois gêneros.
3.1. Teste de Normalidade (Resíduos do Modelo ANOVA)
• Shapiro-Wilk Test: Foi realizado para verificar se os resíduos do modelo seguem uma distribuição normal.
o O W = 0.9612 e o p-valor < 0.00000000000000022 indicam que os resíduos não seguem uma distribuição normal. Isso pode ser esperado em análises de salários, que costumam ter uma distribuição assimétrica.
3.2. Teste de Mann-Whitney (Wilcoxon Rank-Sum)
• Objetivo: Comparar os salários de homens e mulheres sem assumir que os dados seguem uma distribuição normal.
• Resultados:
o O teste resultou em um p-valor extremamente pequeno (< 0.00000000000000022), confirmando que há uma diferença significativa nos salários entre homens e mulheres.
3.3. Média Salarial por Gênero
• A média salarial foi calculada para cada gênero:
o Mulheres: Média de 107,889.0
o Homens: Média de 121,389.9
• O gênero com a maior média salarial é o masculino, como destacado no código.
3.4. Observações Gerais
• Há uma diferença significativa nos salários entre homens e mulheres, tanto pelo teste de ANOVA quanto pelo teste não paramétrico de Mann-Whitney.
• Homens apresentam uma média salarial mais alta em relação às mulheres. Se precisar de uma interpretação mais detalhada ou gráficos adicionais para apresentar os resultados, posso ajudar a expandir!
4. Conclusões gerais
A análise salarial conduzida neste trabalho aborda questões fundamentais para compreender as dinâmicas do mercado de trabalho na população escolhida e os fatores que influenciam a remuneração dos trabalhadores. Por meio de técnicas estatísticas e de visualização de dados, examinamos relações entre variáveis sociodemográficas e ocupacionais, destacando implicações relevantes para a equidade e a valorização profissional. Os resultados alcançados possibilitam responder às perguntas de pesquisa e alcançar os objetivos propostos.
4.1. Principais fatores que influenciam o salário:
Os resultados da análise descritiva e da regressão linear mostram que variáveis como anos de experiência, nível de escolaridade e cargo ocupado exercem impacto significativo sobre a remuneração. Profissionais com maior experiência tendem a apresentar salários mais elevados, indicando uma correlação positiva entre tempo de trabalho e valorização no mercado. Além disso, o nível educacional emerge como um dos fatores mais determinantes: indivíduos com pós-graduação ou doutorado possuem uma média salarial superior aos que possuem apenas graduação ou ensino médio.
4.2. Disparidade salarial baseada no gênero:
A análise de boxplots e testes de hipóteses revelou uma disparidade salarial significativa entre gêneros, mesmo controlando variáveis como experiência e escolaridade. Em média, os homens apresentam salários mais elevados do que as mulheres, especialmente em cargos de liderança ou alta gestão. Essa desigualdade sugere que barreiras estruturais ainda persistem no mercado de trabalho, o que reforça a importância de políticas que promovam a equidade de gênero.
4.3. Impacto do nível de escolaridade no salário:
Os resultados confirmam que o nível de escolaridade tem um impacto direto e expressivo sobre o salário. Profissionais com “Bachelor’s” ou “Master’s Degrees” tendem a ter remunerações significativamente maiores do que aqueles com menor formação acadêmica. A regressão linear reforçou a relevância estatística dessa variável, sugerindo que investimentos em educação resultam em maior valorização financeira no mercado de trabalho.
4.3.1. Disparidades Salariais por Gênero:
A diferença salarial entre os gêneros é evidente, com os homens apresentando uma mediana salarial mais alta e maior variabilidade em seus rendimentos. Este fenômeno sugere que, embora as mulheres constituam uma parte significativa da amostra, elas enfrentam desigualdades salariais persistentes, possivelmente devido a barreiras estruturais no mercado de trabalho.
4.3.2. Disparidades Salariais por Nível Educacional:
Existe uma correlação clara entre o nível educacional e a remuneração. Profissionais com ensino médio possuem salários mais baixos e menos dispersão, enquanto os com graduação e pós-graduação apresentam rendimentos mais elevados e maior variação, especialmente entre os titulados com mestrado e doutorado. A categoria de doutorado se destaca com a maior mediana salarial, o que reflete a valorização da educação avançada. Contudo, também há a presença de outliers em algumas categorias, como “High School” e “PhD”, sugerindo exceções que podem ser influenciadas por outros fatores, como cargo ou setor.
4.4 Contribuições para políticas e organizações
Este estudo evidencia que a estatística é uma ferramenta poderosa para identificar desigualdades e propor soluções fundamentadas. Os resultados destacam a necessidade de ações concretas, como:
Promoção de equidade salarial por gênero: Empresas e governos devem implementar auditorias salariais periódicas para corrigir disparidades.
Valorizacão da educação: Políticas de incentivo à formação acadêmica podem gerar benefícios tanto para os indivíduos quanto para a economia.
Fomento ao desenvolvimento de carreira: Programas de treinamento e mentorias podem reduzir desigualdades de acesso a cargos de liderança.
Limitações e trabalhos futuros: Embora os resultados sejam relevantes, algumas limitações devem ser consideradas. A base de dados utilizada reflete apenas uma amostra específica e pode não capturar toda a complexidade do mercado de trabalho. Estudos futuros poderiam incluir variáveis adicionais, como etnia, região geográfica e setores econômicos, para ampliar a compreensão das desigualdades salariais.
Em síntese, este trabalho contribui para o debate sobre justiça salarial e reforça a importância de abordar as desigualdades no mercado de trabalho de maneira sistemática e baseada em dados. Além disso, serve como base para ações práticas que promovam um ambiente mais inclusivo e justo.