Ciencia de Datos I - Trabajo Final

Variación del precio del maíz blanco en San Salvador

El maíz es un producto básico para la cocina mesoamericana, países como México, Guatemala, El Salvador, Honduras y Nicaragua utilizan el maíz como parte de la dieta básica de cada tiempo de comida. En El Salvador, la dependencia al maíz se muestra tanto en la cobertura destinada a a su siembra, que asciende a más de 40% de las tierras cultivables(1), como también en el consumo cuya ingesta es manifestada en el 94% de los hogares del país (2). Para ello, se formuló la siguiente pregunta: ¿Cómo ha sido el patrón temporal en cuánto a la fluctuación de precios del maíz blanco en San Salvador? Para este trabajo, se empleará la base de datos de precios proporcionada por el Fondo Mundial de Alimentos (FAO), que recopila precios de productos básicos desde el año 2005 al 2020 (3).

Importación y limpieza de datos

Se creó un proyecto titulado “final ciencia de datos I”. Que servirá para la exportación del proyecto para su evaluación. Después se trabajó en la creación de scripts en la cual se pueda representar cada paso de forma limpia. Se importó utilizando los siguientes códigos.

library(tidyverse)

## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ dplyr     1.1.4     ✔ readr     2.1.5
## ✔ forcats   1.0.0     ✔ stringr   1.5.1
## ✔ ggplot2   3.5.1     ✔ tibble    3.2.1
## ✔ lubridate 1.9.3     ✔ tidyr     1.3.1
## ✔ purrr     1.0.2     
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag()    masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errors

precio_SV <- read.csv("data/basic_grains_SLV_2005_2020.csv", stringsAsFactors = TRUE)

summary(precio_SV)

##          date             Department                 Municipality 
##  15/01/2006:  59   SAN SALVADOR:2077   SAN SALVADOR        :2077  
##  15/01/2007:  59   AHUACHAPAN  : 460   AHUACHAPAN          : 460  
##  15/01/2008:  59   SANTA ANA   : 459   SANTA ANA           : 459  
##  15/01/2009:  59   USULUTAN    : 459   USULUTAN            : 459  
##  15/01/2010:  59   MORAZAN     : 458   SAN FRANCISCO GOTERA: 458  
##  15/01/2011:  59   SAN MIGUEL  : 458   SAN MIGUEL          : 458  
##  (Other)   :7410   (Other)     :3393   (Other)             :3393  
##                   market        latitude       longitude     
##  San Salvador        :2077   Min.   :13.34   Min.   :-89.84  
##  Ahuachapan          : 460   1st Qu.:13.63   1st Qu.:-89.20  
##  Santa Ana           : 459   Median :13.71   Median :-88.93  
##  Usulutan            : 459   Mean   :13.69   Mean   :-88.93  
##  San Francisco Gotera: 458   3rd Qu.:13.72   3rd Qu.:-88.63  
##  San Miquel          : 458   Max.   :14.03   Max.   :-87.84  
##  (Other)             :3393   NA's   :244     NA's   :244     
##                category               commodity           unit     
##  cereals and tubers:4166   Beans (red)     :1799   45 KG    :6159  
##  pulses and nuts   :3598   Beans (silk red):1799   46 KG    : 422  
##                            Maize (white)   :1801   50 Pounds: 198  
##                            Rice            :1772   Libra    : 985  
##                            Sorghum         : 395                   
##                            Wheat flour     : 198                   
##                                                                    
##      priceflag        pricetype    currency       price           usdprice     
##  actual   :7744   Retail   : 985   USD:7764   Min.   :  0.13   Min.   :  0.13  
##  aggregate:  20   Wholesale:6779              1st Qu.: 15.20   1st Qu.: 15.20  
##                                               Median : 36.56   Median : 36.56  
##                                               Mean   : 35.52   Mean   : 35.52  
##                                               3rd Qu.: 46.85   3rd Qu.: 46.85  
##                                               Max.   :135.90   Max.   :135.90  
## 

Una vez agregado los datos, se trabajó en su depuración para que solamente se quedaran las variables necesarias dentro de nuestro trabajo de monitoreo de precios en quince años. Se realizó la siguiente codificación

precio_SV %>% 
  select(Department,
         Municipality,
         market) %>% 
  filter(Municipality %in% c("SAN SALVADOR"))

##        Department Municipality       market
## 1    SAN SALVADOR SAN SALVADOR San Salvador
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## 371  SAN SALVADOR SAN SALVADOR San Salvador
## 372  SAN SALVADOR SAN SALVADOR San Salvador
## 373  SAN SALVADOR SAN SALVADOR San Salvador
## 374  SAN SALVADOR SAN SALVADOR San Salvador
## 375  SAN SALVADOR SAN SALVADOR San Salvador
## 376  SAN SALVADOR SAN SALVADOR San Salvador
## 377  SAN SALVADOR SAN SALVADOR San Salvador
## 378  SAN SALVADOR SAN SALVADOR San Salvador
## 379  SAN SALVADOR SAN SALVADOR San Salvador
## 380  SAN SALVADOR SAN SALVADOR San Salvador
## 381  SAN SALVADOR SAN SALVADOR San Salvador
## 382  SAN SALVADOR SAN SALVADOR San Salvador
## 383  SAN SALVADOR SAN SALVADOR San Salvador
## 384  SAN SALVADOR SAN SALVADOR San Salvador
## 385  SAN SALVADOR SAN SALVADOR San Salvador
## 386  SAN SALVADOR SAN SALVADOR San Salvador
## 387  SAN SALVADOR SAN SALVADOR San Salvador
## 388  SAN SALVADOR SAN SALVADOR San Salvador
## 389  SAN SALVADOR SAN SALVADOR San Salvador
## 390  SAN SALVADOR SAN SALVADOR San Salvador
## 391  SAN SALVADOR SAN SALVADOR San Salvador
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## 395  SAN SALVADOR SAN SALVADOR San Salvador
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## 397  SAN SALVADOR SAN SALVADOR San Salvador
## 398  SAN SALVADOR SAN SALVADOR San Salvador
## 399  SAN SALVADOR SAN SALVADOR San Salvador
## 400  SAN SALVADOR SAN SALVADOR San Salvador
## 401  SAN SALVADOR SAN SALVADOR San Salvador
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## 403  SAN SALVADOR SAN SALVADOR San Salvador
## 404  SAN SALVADOR SAN SALVADOR San Salvador
## 405  SAN SALVADOR SAN SALVADOR San Salvador
## 406  SAN SALVADOR SAN SALVADOR San Salvador
## 407  SAN SALVADOR SAN SALVADOR San Salvador
## 408  SAN SALVADOR SAN SALVADOR San Salvador
## 409  SAN SALVADOR SAN SALVADOR San Salvador
## 410  SAN SALVADOR SAN SALVADOR San Salvador
## 411  SAN SALVADOR SAN SALVADOR San Salvador
## 412  SAN SALVADOR SAN SALVADOR San Salvador
## 413  SAN SALVADOR SAN SALVADOR San Salvador
## 414  SAN SALVADOR SAN SALVADOR San Salvador
## 415  SAN SALVADOR SAN SALVADOR San Salvador
## 416  SAN SALVADOR SAN SALVADOR San Salvador
## 417  SAN SALVADOR SAN SALVADOR San Salvador
## 418  SAN SALVADOR SAN SALVADOR San Salvador
## 419  SAN SALVADOR SAN SALVADOR San Salvador
## 420  SAN SALVADOR SAN SALVADOR San Salvador
## 421  SAN SALVADOR SAN SALVADOR San Salvador
## 422  SAN SALVADOR SAN SALVADOR San Salvador
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## 424  SAN SALVADOR SAN SALVADOR San Salvador
## 425  SAN SALVADOR SAN SALVADOR San Salvador
## 426  SAN SALVADOR SAN SALVADOR San Salvador
## 427  SAN SALVADOR SAN SALVADOR San Salvador
## 428  SAN SALVADOR SAN SALVADOR San Salvador
## 429  SAN SALVADOR SAN SALVADOR San Salvador
## 430  SAN SALVADOR SAN SALVADOR San Salvador
## 431  SAN SALVADOR SAN SALVADOR San Salvador
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## 434  SAN SALVADOR SAN SALVADOR San Salvador
## 435  SAN SALVADOR SAN SALVADOR San Salvador
## 436  SAN SALVADOR SAN SALVADOR San Salvador
## 437  SAN SALVADOR SAN SALVADOR San Salvador
## 438  SAN SALVADOR SAN SALVADOR San Salvador
## 439  SAN SALVADOR SAN SALVADOR San Salvador
## 440  SAN SALVADOR SAN SALVADOR San Salvador
## 441  SAN SALVADOR SAN SALVADOR San Salvador
## 442  SAN SALVADOR SAN SALVADOR San Salvador
## 443  SAN SALVADOR SAN SALVADOR San Salvador
## 444  SAN SALVADOR SAN SALVADOR San Salvador
## 445  SAN SALVADOR SAN SALVADOR San Salvador
## 446  SAN SALVADOR SAN SALVADOR San Salvador
## 447  SAN SALVADOR SAN SALVADOR San Salvador
## 448  SAN SALVADOR SAN SALVADOR San Salvador
## 449  SAN SALVADOR SAN SALVADOR San Salvador
## 450  SAN SALVADOR SAN SALVADOR San Salvador
## 451  SAN SALVADOR SAN SALVADOR San Salvador
## 452  SAN SALVADOR SAN SALVADOR San Salvador
## 453  SAN SALVADOR SAN SALVADOR San Salvador
## 454  SAN SALVADOR SAN SALVADOR San Salvador
## 455  SAN SALVADOR SAN SALVADOR San Salvador
## 456  SAN SALVADOR SAN SALVADOR San Salvador
## 457  SAN SALVADOR SAN SALVADOR San Salvador
## 458  SAN SALVADOR SAN SALVADOR San Salvador
## 459  SAN SALVADOR SAN SALVADOR San Salvador
## 460  SAN SALVADOR SAN SALVADOR San Salvador
## 461  SAN SALVADOR SAN SALVADOR San Salvador
## 462  SAN SALVADOR SAN SALVADOR San Salvador
## 463  SAN SALVADOR SAN SALVADOR San Salvador
## 464  SAN SALVADOR SAN SALVADOR San Salvador
## 465  SAN SALVADOR SAN SALVADOR San Salvador
## 466  SAN SALVADOR SAN SALVADOR San Salvador
## 467  SAN SALVADOR SAN SALVADOR San Salvador
## 468  SAN SALVADOR SAN SALVADOR San Salvador
## 469  SAN SALVADOR SAN SALVADOR San Salvador
## 470  SAN SALVADOR SAN SALVADOR San Salvador
## 471  SAN SALVADOR SAN SALVADOR San Salvador
## 472  SAN SALVADOR SAN SALVADOR San Salvador
## 473  SAN SALVADOR SAN SALVADOR San Salvador
## 474  SAN SALVADOR SAN SALVADOR San Salvador
## 475  SAN SALVADOR SAN SALVADOR San Salvador
## 476  SAN SALVADOR SAN SALVADOR San Salvador
## 477  SAN SALVADOR SAN SALVADOR San Salvador
## 478  SAN SALVADOR SAN SALVADOR San Salvador
## 479  SAN SALVADOR SAN SALVADOR San Salvador
## 480  SAN SALVADOR SAN SALVADOR San Salvador
## 481  SAN SALVADOR SAN SALVADOR San Salvador
## 482  SAN SALVADOR SAN SALVADOR San Salvador
## 483  SAN SALVADOR SAN SALVADOR San Salvador
## 484  SAN SALVADOR SAN SALVADOR San Salvador
## 485  SAN SALVADOR SAN SALVADOR San Salvador
## 486  SAN SALVADOR SAN SALVADOR San Salvador
## 487  SAN SALVADOR SAN SALVADOR San Salvador
## 488  SAN SALVADOR SAN SALVADOR San Salvador
## 489  SAN SALVADOR SAN SALVADOR San Salvador
## 490  SAN SALVADOR SAN SALVADOR San Salvador
## 491  SAN SALVADOR SAN SALVADOR San Salvador
## 492  SAN SALVADOR SAN SALVADOR San Salvador
## 493  SAN SALVADOR SAN SALVADOR San Salvador
## 494  SAN SALVADOR SAN SALVADOR San Salvador
## 495  SAN SALVADOR SAN SALVADOR San Salvador
## 496  SAN SALVADOR SAN SALVADOR San Salvador
## 497  SAN SALVADOR SAN SALVADOR San Salvador
## 498  SAN SALVADOR SAN SALVADOR San Salvador
## 499  SAN SALVADOR SAN SALVADOR San Salvador
## 500  SAN SALVADOR SAN SALVADOR San Salvador
## 501  SAN SALVADOR SAN SALVADOR San Salvador
## 502  SAN SALVADOR SAN SALVADOR San Salvador
## 503  SAN SALVADOR SAN SALVADOR San Salvador
## 504  SAN SALVADOR SAN SALVADOR San Salvador
## 505  SAN SALVADOR SAN SALVADOR San Salvador
## 506  SAN SALVADOR SAN SALVADOR San Salvador
## 507  SAN SALVADOR SAN SALVADOR San Salvador
## 508  SAN SALVADOR SAN SALVADOR San Salvador
## 509  SAN SALVADOR SAN SALVADOR San Salvador
## 510  SAN SALVADOR SAN SALVADOR San Salvador
## 511  SAN SALVADOR SAN SALVADOR San Salvador
## 512  SAN SALVADOR SAN SALVADOR San Salvador
## 513  SAN SALVADOR SAN SALVADOR San Salvador
## 514  SAN SALVADOR SAN SALVADOR San Salvador
## 515  SAN SALVADOR SAN SALVADOR San Salvador
## 516  SAN SALVADOR SAN SALVADOR San Salvador
## 517  SAN SALVADOR SAN SALVADOR San Salvador
## 518  SAN SALVADOR SAN SALVADOR San Salvador
## 519  SAN SALVADOR SAN SALVADOR San Salvador
## 520  SAN SALVADOR SAN SALVADOR San Salvador
## 521  SAN SALVADOR SAN SALVADOR San Salvador
## 522  SAN SALVADOR SAN SALVADOR San Salvador
## 523  SAN SALVADOR SAN SALVADOR San Salvador
## 524  SAN SALVADOR SAN SALVADOR San Salvador
## 525  SAN SALVADOR SAN SALVADOR San Salvador
## 526  SAN SALVADOR SAN SALVADOR San Salvador
## 527  SAN SALVADOR SAN SALVADOR San Salvador
## 528  SAN SALVADOR SAN SALVADOR San Salvador
## 529  SAN SALVADOR SAN SALVADOR San Salvador
## 530  SAN SALVADOR SAN SALVADOR San Salvador
## 531  SAN SALVADOR SAN SALVADOR San Salvador
## 532  SAN SALVADOR SAN SALVADOR San Salvador
## 533  SAN SALVADOR SAN SALVADOR San Salvador
## 534  SAN SALVADOR SAN SALVADOR San Salvador
## 535  SAN SALVADOR SAN SALVADOR San Salvador
## 536  SAN SALVADOR SAN SALVADOR San Salvador
## 537  SAN SALVADOR SAN SALVADOR San Salvador
## 538  SAN SALVADOR SAN SALVADOR San Salvador
## 539  SAN SALVADOR SAN SALVADOR San Salvador
## 540  SAN SALVADOR SAN SALVADOR San Salvador
## 541  SAN SALVADOR SAN SALVADOR San Salvador
## 542  SAN SALVADOR SAN SALVADOR San Salvador
## 543  SAN SALVADOR SAN SALVADOR San Salvador
## 544  SAN SALVADOR SAN SALVADOR San Salvador
## 545  SAN SALVADOR SAN SALVADOR San Salvador
## 546  SAN SALVADOR SAN SALVADOR San Salvador
## 547  SAN SALVADOR SAN SALVADOR San Salvador
## 548  SAN SALVADOR SAN SALVADOR San Salvador
## 549  SAN SALVADOR SAN SALVADOR San Salvador
## 550  SAN SALVADOR SAN SALVADOR San Salvador
## 551  SAN SALVADOR SAN SALVADOR San Salvador
## 552  SAN SALVADOR SAN SALVADOR San Salvador
## 553  SAN SALVADOR SAN SALVADOR San Salvador
## 554  SAN SALVADOR SAN SALVADOR San Salvador
## 555  SAN SALVADOR SAN SALVADOR San Salvador
## 556  SAN SALVADOR SAN SALVADOR San Salvador
## 557  SAN SALVADOR SAN SALVADOR San Salvador
## 558  SAN SALVADOR SAN SALVADOR San Salvador
## 559  SAN SALVADOR SAN SALVADOR San Salvador
## 560  SAN SALVADOR SAN SALVADOR San Salvador
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## 562  SAN SALVADOR SAN SALVADOR San Salvador
## 563  SAN SALVADOR SAN SALVADOR San Salvador
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## 565  SAN SALVADOR SAN SALVADOR San Salvador
## 566  SAN SALVADOR SAN SALVADOR San Salvador
## 567  SAN SALVADOR SAN SALVADOR San Salvador
## 568  SAN SALVADOR SAN SALVADOR San Salvador
## 569  SAN SALVADOR SAN SALVADOR San Salvador
## 570  SAN SALVADOR SAN SALVADOR San Salvador
## 571  SAN SALVADOR SAN SALVADOR San Salvador
## 572  SAN SALVADOR SAN SALVADOR San Salvador
## 573  SAN SALVADOR SAN SALVADOR San Salvador
## 574  SAN SALVADOR SAN SALVADOR San Salvador
## 575  SAN SALVADOR SAN SALVADOR San Salvador
## 576  SAN SALVADOR SAN SALVADOR San Salvador
## 577  SAN SALVADOR SAN SALVADOR San Salvador
## 578  SAN SALVADOR SAN SALVADOR San Salvador
## 579  SAN SALVADOR SAN SALVADOR San Salvador
## 580  SAN SALVADOR SAN SALVADOR San Salvador
## 581  SAN SALVADOR SAN SALVADOR San Salvador
## 582  SAN SALVADOR SAN SALVADOR San Salvador
## 583  SAN SALVADOR SAN SALVADOR San Salvador
## 584  SAN SALVADOR SAN SALVADOR San Salvador
## 585  SAN SALVADOR SAN SALVADOR San Salvador
## 586  SAN SALVADOR SAN SALVADOR San Salvador
## 587  SAN SALVADOR SAN SALVADOR San Salvador
## 588  SAN SALVADOR SAN SALVADOR San Salvador
## 589  SAN SALVADOR SAN SALVADOR San Salvador
## 590  SAN SALVADOR SAN SALVADOR San Salvador
## 591  SAN SALVADOR SAN SALVADOR San Salvador
## 592  SAN SALVADOR SAN SALVADOR San Salvador
## 593  SAN SALVADOR SAN SALVADOR San Salvador
## 594  SAN SALVADOR SAN SALVADOR San Salvador
## 595  SAN SALVADOR SAN SALVADOR San Salvador
## 596  SAN SALVADOR SAN SALVADOR San Salvador
## 597  SAN SALVADOR SAN SALVADOR San Salvador
## 598  SAN SALVADOR SAN SALVADOR San Salvador
## 599  SAN SALVADOR SAN SALVADOR San Salvador
## 600  SAN SALVADOR SAN SALVADOR San Salvador
## 601  SAN SALVADOR SAN SALVADOR San Salvador
## 602  SAN SALVADOR SAN SALVADOR San Salvador
## 603  SAN SALVADOR SAN SALVADOR San Salvador
## 604  SAN SALVADOR SAN SALVADOR San Salvador
## 605  SAN SALVADOR SAN SALVADOR San Salvador
## 606  SAN SALVADOR SAN SALVADOR San Salvador
## 607  SAN SALVADOR SAN SALVADOR San Salvador
## 608  SAN SALVADOR SAN SALVADOR San Salvador
## 609  SAN SALVADOR SAN SALVADOR San Salvador
## 610  SAN SALVADOR SAN SALVADOR San Salvador
## 611  SAN SALVADOR SAN SALVADOR San Salvador
## 612  SAN SALVADOR SAN SALVADOR San Salvador
## 613  SAN SALVADOR SAN SALVADOR San Salvador
## 614  SAN SALVADOR SAN SALVADOR San Salvador
## 615  SAN SALVADOR SAN SALVADOR San Salvador
## 616  SAN SALVADOR SAN SALVADOR San Salvador
## 617  SAN SALVADOR SAN SALVADOR San Salvador
## 618  SAN SALVADOR SAN SALVADOR San Salvador
## 619  SAN SALVADOR SAN SALVADOR San Salvador
## 620  SAN SALVADOR SAN SALVADOR San Salvador
## 621  SAN SALVADOR SAN SALVADOR San Salvador
## 622  SAN SALVADOR SAN SALVADOR San Salvador
## 623  SAN SALVADOR SAN SALVADOR San Salvador
## 624  SAN SALVADOR SAN SALVADOR San Salvador
## 625  SAN SALVADOR SAN SALVADOR San Salvador
## 626  SAN SALVADOR SAN SALVADOR San Salvador
## 627  SAN SALVADOR SAN SALVADOR San Salvador
## 628  SAN SALVADOR SAN SALVADOR San Salvador
## 629  SAN SALVADOR SAN SALVADOR San Salvador
## 630  SAN SALVADOR SAN SALVADOR San Salvador
## 631  SAN SALVADOR SAN SALVADOR San Salvador
## 632  SAN SALVADOR SAN SALVADOR San Salvador
## 633  SAN SALVADOR SAN SALVADOR San Salvador
## 634  SAN SALVADOR SAN SALVADOR San Salvador
## 635  SAN SALVADOR SAN SALVADOR San Salvador
## 636  SAN SALVADOR SAN SALVADOR San Salvador
## 637  SAN SALVADOR SAN SALVADOR San Salvador
## 638  SAN SALVADOR SAN SALVADOR San Salvador
## 639  SAN SALVADOR SAN SALVADOR San Salvador
## 640  SAN SALVADOR SAN SALVADOR San Salvador
## 641  SAN SALVADOR SAN SALVADOR San Salvador
## 642  SAN SALVADOR SAN SALVADOR San Salvador
## 643  SAN SALVADOR SAN SALVADOR San Salvador
## 644  SAN SALVADOR SAN SALVADOR San Salvador
## 645  SAN SALVADOR SAN SALVADOR San Salvador
## 646  SAN SALVADOR SAN SALVADOR San Salvador
## 647  SAN SALVADOR SAN SALVADOR San Salvador
## 648  SAN SALVADOR SAN SALVADOR San Salvador
## 649  SAN SALVADOR SAN SALVADOR San Salvador
## 650  SAN SALVADOR SAN SALVADOR San Salvador
## 651  SAN SALVADOR SAN SALVADOR San Salvador
## 652  SAN SALVADOR SAN SALVADOR San Salvador
## 653  SAN SALVADOR SAN SALVADOR San Salvador
## 654  SAN SALVADOR SAN SALVADOR San Salvador
## 655  SAN SALVADOR SAN SALVADOR San Salvador
## 656  SAN SALVADOR SAN SALVADOR San Salvador
## 657  SAN SALVADOR SAN SALVADOR San Salvador
## 658  SAN SALVADOR SAN SALVADOR San Salvador
## 659  SAN SALVADOR SAN SALVADOR San Salvador
## 660  SAN SALVADOR SAN SALVADOR San Salvador
## 661  SAN SALVADOR SAN SALVADOR San Salvador
## 662  SAN SALVADOR SAN SALVADOR San Salvador
## 663  SAN SALVADOR SAN SALVADOR San Salvador
## 664  SAN SALVADOR SAN SALVADOR San Salvador
## 665  SAN SALVADOR SAN SALVADOR San Salvador
## 666  SAN SALVADOR SAN SALVADOR San Salvador
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## 668  SAN SALVADOR SAN SALVADOR San Salvador
## 669  SAN SALVADOR SAN SALVADOR San Salvador
## 670  SAN SALVADOR SAN SALVADOR San Salvador
## 671  SAN SALVADOR SAN SALVADOR San Salvador
## 672  SAN SALVADOR SAN SALVADOR San Salvador
## 673  SAN SALVADOR SAN SALVADOR San Salvador
## 674  SAN SALVADOR SAN SALVADOR San Salvador
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## 676  SAN SALVADOR SAN SALVADOR San Salvador
## 677  SAN SALVADOR SAN SALVADOR San Salvador
## 678  SAN SALVADOR SAN SALVADOR San Salvador
## 679  SAN SALVADOR SAN SALVADOR San Salvador
## 680  SAN SALVADOR SAN SALVADOR San Salvador
## 681  SAN SALVADOR SAN SALVADOR San Salvador
## 682  SAN SALVADOR SAN SALVADOR San Salvador
## 683  SAN SALVADOR SAN SALVADOR San Salvador
## 684  SAN SALVADOR SAN SALVADOR San Salvador
## 685  SAN SALVADOR SAN SALVADOR San Salvador
## 686  SAN SALVADOR SAN SALVADOR San Salvador
## 687  SAN SALVADOR SAN SALVADOR San Salvador
## 688  SAN SALVADOR SAN SALVADOR San Salvador
## 689  SAN SALVADOR SAN SALVADOR San Salvador
## 690  SAN SALVADOR SAN SALVADOR San Salvador
## 691  SAN SALVADOR SAN SALVADOR San Salvador
## 692  SAN SALVADOR SAN SALVADOR San Salvador
## 693  SAN SALVADOR SAN SALVADOR San Salvador
## 694  SAN SALVADOR SAN SALVADOR San Salvador
## 695  SAN SALVADOR SAN SALVADOR San Salvador
## 696  SAN SALVADOR SAN SALVADOR San Salvador
## 697  SAN SALVADOR SAN SALVADOR San Salvador
## 698  SAN SALVADOR SAN SALVADOR San Salvador
## 699  SAN SALVADOR SAN SALVADOR San Salvador
## 700  SAN SALVADOR SAN SALVADOR San Salvador
## 701  SAN SALVADOR SAN SALVADOR San Salvador
## 702  SAN SALVADOR SAN SALVADOR San Salvador
## 703  SAN SALVADOR SAN SALVADOR San Salvador
## 704  SAN SALVADOR SAN SALVADOR San Salvador
## 705  SAN SALVADOR SAN SALVADOR San Salvador
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## 708  SAN SALVADOR SAN SALVADOR San Salvador
## 709  SAN SALVADOR SAN SALVADOR San Salvador
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## 711  SAN SALVADOR SAN SALVADOR San Salvador
## 712  SAN SALVADOR SAN SALVADOR San Salvador
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## 714  SAN SALVADOR SAN SALVADOR San Salvador
## 715  SAN SALVADOR SAN SALVADOR San Salvador
## 716  SAN SALVADOR SAN SALVADOR San Salvador
## 717  SAN SALVADOR SAN SALVADOR San Salvador
## 718  SAN SALVADOR SAN SALVADOR San Salvador
## 719  SAN SALVADOR SAN SALVADOR San Salvador
## 720  SAN SALVADOR SAN SALVADOR San Salvador
## 721  SAN SALVADOR SAN SALVADOR San Salvador
## 722  SAN SALVADOR SAN SALVADOR San Salvador
## 723  SAN SALVADOR SAN SALVADOR San Salvador
## 724  SAN SALVADOR SAN SALVADOR San Salvador
## 725  SAN SALVADOR SAN SALVADOR San Salvador
## 726  SAN SALVADOR SAN SALVADOR San Salvador
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## 728  SAN SALVADOR SAN SALVADOR San Salvador
## 729  SAN SALVADOR SAN SALVADOR San Salvador
## 730  SAN SALVADOR SAN SALVADOR San Salvador
## 731  SAN SALVADOR SAN SALVADOR San Salvador
## 732  SAN SALVADOR SAN SALVADOR San Salvador
## 733  SAN SALVADOR SAN SALVADOR San Salvador
## 734  SAN SALVADOR SAN SALVADOR San Salvador
## 735  SAN SALVADOR SAN SALVADOR San Salvador
## 736  SAN SALVADOR SAN SALVADOR San Salvador
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## 738  SAN SALVADOR SAN SALVADOR San Salvador
## 739  SAN SALVADOR SAN SALVADOR San Salvador
## 740  SAN SALVADOR SAN SALVADOR San Salvador
## 741  SAN SALVADOR SAN SALVADOR San Salvador
## 742  SAN SALVADOR SAN SALVADOR San Salvador
## 743  SAN SALVADOR SAN SALVADOR San Salvador
## 744  SAN SALVADOR SAN SALVADOR San Salvador
## 745  SAN SALVADOR SAN SALVADOR San Salvador
## 746  SAN SALVADOR SAN SALVADOR San Salvador
## 747  SAN SALVADOR SAN SALVADOR San Salvador
## 748  SAN SALVADOR SAN SALVADOR San Salvador
## 749  SAN SALVADOR SAN SALVADOR San Salvador
## 750  SAN SALVADOR SAN SALVADOR San Salvador
## 751  SAN SALVADOR SAN SALVADOR San Salvador
## 752  SAN SALVADOR SAN SALVADOR San Salvador
## 753  SAN SALVADOR SAN SALVADOR San Salvador
## 754  SAN SALVADOR SAN SALVADOR San Salvador
## 755  SAN SALVADOR SAN SALVADOR San Salvador
## 756  SAN SALVADOR SAN SALVADOR San Salvador
## 757  SAN SALVADOR SAN SALVADOR San Salvador
## 758  SAN SALVADOR SAN SALVADOR San Salvador
## 759  SAN SALVADOR SAN SALVADOR San Salvador
## 760  SAN SALVADOR SAN SALVADOR San Salvador
## 761  SAN SALVADOR SAN SALVADOR San Salvador
## 762  SAN SALVADOR SAN SALVADOR San Salvador
## 763  SAN SALVADOR SAN SALVADOR San Salvador
## 764  SAN SALVADOR SAN SALVADOR San Salvador
## 765  SAN SALVADOR SAN SALVADOR San Salvador
## 766  SAN SALVADOR SAN SALVADOR San Salvador
## 767  SAN SALVADOR SAN SALVADOR San Salvador
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## 769  SAN SALVADOR SAN SALVADOR San Salvador
## 770  SAN SALVADOR SAN SALVADOR San Salvador
## 771  SAN SALVADOR SAN SALVADOR San Salvador
## 772  SAN SALVADOR SAN SALVADOR San Salvador
## 773  SAN SALVADOR SAN SALVADOR San Salvador
## 774  SAN SALVADOR SAN SALVADOR San Salvador
## 775  SAN SALVADOR SAN SALVADOR San Salvador
## 776  SAN SALVADOR SAN SALVADOR San Salvador
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## 778  SAN SALVADOR SAN SALVADOR San Salvador
## 779  SAN SALVADOR SAN SALVADOR San Salvador
## 780  SAN SALVADOR SAN SALVADOR San Salvador
## 781  SAN SALVADOR SAN SALVADOR San Salvador
## 782  SAN SALVADOR SAN SALVADOR San Salvador
## 783  SAN SALVADOR SAN SALVADOR San Salvador
## 784  SAN SALVADOR SAN SALVADOR San Salvador
## 785  SAN SALVADOR SAN SALVADOR San Salvador
## 786  SAN SALVADOR SAN SALVADOR San Salvador
## 787  SAN SALVADOR SAN SALVADOR San Salvador
## 788  SAN SALVADOR SAN SALVADOR San Salvador
## 789  SAN SALVADOR SAN SALVADOR San Salvador
## 790  SAN SALVADOR SAN SALVADOR San Salvador
## 791  SAN SALVADOR SAN SALVADOR San Salvador
## 792  SAN SALVADOR SAN SALVADOR San Salvador
## 793  SAN SALVADOR SAN SALVADOR San Salvador
## 794  SAN SALVADOR SAN SALVADOR San Salvador
## 795  SAN SALVADOR SAN SALVADOR San Salvador
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## 797  SAN SALVADOR SAN SALVADOR San Salvador
## 798  SAN SALVADOR SAN SALVADOR San Salvador
## 799  SAN SALVADOR SAN SALVADOR San Salvador
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## 803  SAN SALVADOR SAN SALVADOR San Salvador
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## 805  SAN SALVADOR SAN SALVADOR San Salvador
## 806  SAN SALVADOR SAN SALVADOR San Salvador
## 807  SAN SALVADOR SAN SALVADOR San Salvador
## 808  SAN SALVADOR SAN SALVADOR San Salvador
## 809  SAN SALVADOR SAN SALVADOR San Salvador
## 810  SAN SALVADOR SAN SALVADOR San Salvador
## 811  SAN SALVADOR SAN SALVADOR San Salvador
## 812  SAN SALVADOR SAN SALVADOR San Salvador
## 813  SAN SALVADOR SAN SALVADOR San Salvador
## 814  SAN SALVADOR SAN SALVADOR San Salvador
## 815  SAN SALVADOR SAN SALVADOR San Salvador
## 816  SAN SALVADOR SAN SALVADOR San Salvador
## 817  SAN SALVADOR SAN SALVADOR San Salvador
## 818  SAN SALVADOR SAN SALVADOR San Salvador
## 819  SAN SALVADOR SAN SALVADOR San Salvador
## 820  SAN SALVADOR SAN SALVADOR San Salvador
## 821  SAN SALVADOR SAN SALVADOR San Salvador
## 822  SAN SALVADOR SAN SALVADOR San Salvador
## 823  SAN SALVADOR SAN SALVADOR San Salvador
## 824  SAN SALVADOR SAN SALVADOR San Salvador
## 825  SAN SALVADOR SAN SALVADOR San Salvador
## 826  SAN SALVADOR SAN SALVADOR San Salvador
## 827  SAN SALVADOR SAN SALVADOR San Salvador
## 828  SAN SALVADOR SAN SALVADOR San Salvador
## 829  SAN SALVADOR SAN SALVADOR San Salvador
## 830  SAN SALVADOR SAN SALVADOR San Salvador
## 831  SAN SALVADOR SAN SALVADOR San Salvador
## 832  SAN SALVADOR SAN SALVADOR San Salvador
## 833  SAN SALVADOR SAN SALVADOR San Salvador
## 834  SAN SALVADOR SAN SALVADOR San Salvador
## 835  SAN SALVADOR SAN SALVADOR San Salvador
## 836  SAN SALVADOR SAN SALVADOR San Salvador
## 837  SAN SALVADOR SAN SALVADOR San Salvador
## 838  SAN SALVADOR SAN SALVADOR San Salvador
## 839  SAN SALVADOR SAN SALVADOR San Salvador
## 840  SAN SALVADOR SAN SALVADOR San Salvador
## 841  SAN SALVADOR SAN SALVADOR San Salvador
## 842  SAN SALVADOR SAN SALVADOR San Salvador
## 843  SAN SALVADOR SAN SALVADOR San Salvador
## 844  SAN SALVADOR SAN SALVADOR San Salvador
## 845  SAN SALVADOR SAN SALVADOR San Salvador
## 846  SAN SALVADOR SAN SALVADOR San Salvador
## 847  SAN SALVADOR SAN SALVADOR San Salvador
## 848  SAN SALVADOR SAN SALVADOR San Salvador
## 849  SAN SALVADOR SAN SALVADOR San Salvador
## 850  SAN SALVADOR SAN SALVADOR San Salvador
## 851  SAN SALVADOR SAN SALVADOR San Salvador
## 852  SAN SALVADOR SAN SALVADOR San Salvador
## 853  SAN SALVADOR SAN SALVADOR San Salvador
## 854  SAN SALVADOR SAN SALVADOR San Salvador
## 855  SAN SALVADOR SAN SALVADOR San Salvador
## 856  SAN SALVADOR SAN SALVADOR San Salvador
## 857  SAN SALVADOR SAN SALVADOR San Salvador
## 858  SAN SALVADOR SAN SALVADOR San Salvador
## 859  SAN SALVADOR SAN SALVADOR San Salvador
## 860  SAN SALVADOR SAN SALVADOR San Salvador
## 861  SAN SALVADOR SAN SALVADOR San Salvador
## 862  SAN SALVADOR SAN SALVADOR San Salvador
## 863  SAN SALVADOR SAN SALVADOR San Salvador
## 864  SAN SALVADOR SAN SALVADOR San Salvador
## 865  SAN SALVADOR SAN SALVADOR San Salvador
## 866  SAN SALVADOR SAN SALVADOR San Salvador
## 867  SAN SALVADOR SAN SALVADOR San Salvador
## 868  SAN SALVADOR SAN SALVADOR San Salvador
## 869  SAN SALVADOR SAN SALVADOR San Salvador
## 870  SAN SALVADOR SAN SALVADOR San Salvador
## 871  SAN SALVADOR SAN SALVADOR San Salvador
## 872  SAN SALVADOR SAN SALVADOR San Salvador
## 873  SAN SALVADOR SAN SALVADOR San Salvador
## 874  SAN SALVADOR SAN SALVADOR San Salvador
## 875  SAN SALVADOR SAN SALVADOR San Salvador
## 876  SAN SALVADOR SAN SALVADOR San Salvador
## 877  SAN SALVADOR SAN SALVADOR San Salvador
## 878  SAN SALVADOR SAN SALVADOR San Salvador
## 879  SAN SALVADOR SAN SALVADOR San Salvador
## 880  SAN SALVADOR SAN SALVADOR San Salvador
## 881  SAN SALVADOR SAN SALVADOR San Salvador
## 882  SAN SALVADOR SAN SALVADOR San Salvador
## 883  SAN SALVADOR SAN SALVADOR San Salvador
## 884  SAN SALVADOR SAN SALVADOR San Salvador
## 885  SAN SALVADOR SAN SALVADOR San Salvador
## 886  SAN SALVADOR SAN SALVADOR San Salvador
## 887  SAN SALVADOR SAN SALVADOR San Salvador
## 888  SAN SALVADOR SAN SALVADOR San Salvador
## 889  SAN SALVADOR SAN SALVADOR San Salvador
## 890  SAN SALVADOR SAN SALVADOR San Salvador
## 891  SAN SALVADOR SAN SALVADOR San Salvador
## 892  SAN SALVADOR SAN SALVADOR San Salvador
## 893  SAN SALVADOR SAN SALVADOR San Salvador
## 894  SAN SALVADOR SAN SALVADOR San Salvador
## 895  SAN SALVADOR SAN SALVADOR San Salvador
## 896  SAN SALVADOR SAN SALVADOR San Salvador
## 897  SAN SALVADOR SAN SALVADOR San Salvador
## 898  SAN SALVADOR SAN SALVADOR San Salvador
## 899  SAN SALVADOR SAN SALVADOR San Salvador
## 900  SAN SALVADOR SAN SALVADOR San Salvador
## 901  SAN SALVADOR SAN SALVADOR San Salvador
## 902  SAN SALVADOR SAN SALVADOR San Salvador
## 903  SAN SALVADOR SAN SALVADOR San Salvador
## 904  SAN SALVADOR SAN SALVADOR San Salvador
## 905  SAN SALVADOR SAN SALVADOR San Salvador
## 906  SAN SALVADOR SAN SALVADOR San Salvador
## 907  SAN SALVADOR SAN SALVADOR San Salvador
## 908  SAN SALVADOR SAN SALVADOR San Salvador
## 909  SAN SALVADOR SAN SALVADOR San Salvador
## 910  SAN SALVADOR SAN SALVADOR San Salvador
## 911  SAN SALVADOR SAN SALVADOR San Salvador
## 912  SAN SALVADOR SAN SALVADOR San Salvador
## 913  SAN SALVADOR SAN SALVADOR San Salvador
## 914  SAN SALVADOR SAN SALVADOR San Salvador
## 915  SAN SALVADOR SAN SALVADOR San Salvador
## 916  SAN SALVADOR SAN SALVADOR San Salvador
## 917  SAN SALVADOR SAN SALVADOR San Salvador
## 918  SAN SALVADOR SAN SALVADOR San Salvador
## 919  SAN SALVADOR SAN SALVADOR San Salvador
## 920  SAN SALVADOR SAN SALVADOR San Salvador
## 921  SAN SALVADOR SAN SALVADOR San Salvador
## 922  SAN SALVADOR SAN SALVADOR San Salvador
## 923  SAN SALVADOR SAN SALVADOR San Salvador
## 924  SAN SALVADOR SAN SALVADOR San Salvador
## 925  SAN SALVADOR SAN SALVADOR San Salvador
## 926  SAN SALVADOR SAN SALVADOR San Salvador
## 927  SAN SALVADOR SAN SALVADOR San Salvador
## 928  SAN SALVADOR SAN SALVADOR San Salvador
## 929  SAN SALVADOR SAN SALVADOR San Salvador
## 930  SAN SALVADOR SAN SALVADOR San Salvador
## 931  SAN SALVADOR SAN SALVADOR San Salvador
## 932  SAN SALVADOR SAN SALVADOR San Salvador
## 933  SAN SALVADOR SAN SALVADOR San Salvador
## 934  SAN SALVADOR SAN SALVADOR San Salvador
## 935  SAN SALVADOR SAN SALVADOR San Salvador
## 936  SAN SALVADOR SAN SALVADOR San Salvador
## 937  SAN SALVADOR SAN SALVADOR San Salvador
## 938  SAN SALVADOR SAN SALVADOR San Salvador
## 939  SAN SALVADOR SAN SALVADOR San Salvador
## 940  SAN SALVADOR SAN SALVADOR San Salvador
## 941  SAN SALVADOR SAN SALVADOR San Salvador
## 942  SAN SALVADOR SAN SALVADOR San Salvador
## 943  SAN SALVADOR SAN SALVADOR San Salvador
## 944  SAN SALVADOR SAN SALVADOR San Salvador
## 945  SAN SALVADOR SAN SALVADOR San Salvador
## 946  SAN SALVADOR SAN SALVADOR San Salvador
## 947  SAN SALVADOR SAN SALVADOR San Salvador
## 948  SAN SALVADOR SAN SALVADOR San Salvador
## 949  SAN SALVADOR SAN SALVADOR San Salvador
## 950  SAN SALVADOR SAN SALVADOR San Salvador
## 951  SAN SALVADOR SAN SALVADOR San Salvador
## 952  SAN SALVADOR SAN SALVADOR San Salvador
## 953  SAN SALVADOR SAN SALVADOR San Salvador
## 954  SAN SALVADOR SAN SALVADOR San Salvador
## 955  SAN SALVADOR SAN SALVADOR San Salvador
## 956  SAN SALVADOR SAN SALVADOR San Salvador
## 957  SAN SALVADOR SAN SALVADOR San Salvador
## 958  SAN SALVADOR SAN SALVADOR San Salvador
## 959  SAN SALVADOR SAN SALVADOR San Salvador
## 960  SAN SALVADOR SAN SALVADOR San Salvador
## 961  SAN SALVADOR SAN SALVADOR San Salvador
## 962  SAN SALVADOR SAN SALVADOR San Salvador
## 963  SAN SALVADOR SAN SALVADOR San Salvador
## 964  SAN SALVADOR SAN SALVADOR San Salvador
## 965  SAN SALVADOR SAN SALVADOR San Salvador
## 966  SAN SALVADOR SAN SALVADOR San Salvador
## 967  SAN SALVADOR SAN SALVADOR San Salvador
## 968  SAN SALVADOR SAN SALVADOR San Salvador
## 969  SAN SALVADOR SAN SALVADOR San Salvador
## 970  SAN SALVADOR SAN SALVADOR San Salvador
## 971  SAN SALVADOR SAN SALVADOR San Salvador
## 972  SAN SALVADOR SAN SALVADOR San Salvador
## 973  SAN SALVADOR SAN SALVADOR San Salvador
## 974  SAN SALVADOR SAN SALVADOR San Salvador
## 975  SAN SALVADOR SAN SALVADOR San Salvador
## 976  SAN SALVADOR SAN SALVADOR San Salvador
## 977  SAN SALVADOR SAN SALVADOR San Salvador
## 978  SAN SALVADOR SAN SALVADOR San Salvador
## 979  SAN SALVADOR SAN SALVADOR San Salvador
## 980  SAN SALVADOR SAN SALVADOR San Salvador
## 981  SAN SALVADOR SAN SALVADOR San Salvador
## 982  SAN SALVADOR SAN SALVADOR San Salvador
## 983  SAN SALVADOR SAN SALVADOR San Salvador
## 984  SAN SALVADOR SAN SALVADOR San Salvador
## 985  SAN SALVADOR SAN SALVADOR San Salvador
## 986  SAN SALVADOR SAN SALVADOR San Salvador
## 987  SAN SALVADOR SAN SALVADOR San Salvador
## 988  SAN SALVADOR SAN SALVADOR San Salvador
## 989  SAN SALVADOR SAN SALVADOR San Salvador
## 990  SAN SALVADOR SAN SALVADOR San Salvador
## 991  SAN SALVADOR SAN SALVADOR San Salvador
## 992  SAN SALVADOR SAN SALVADOR San Salvador
## 993  SAN SALVADOR SAN SALVADOR San Salvador
## 994  SAN SALVADOR SAN SALVADOR San Salvador
## 995  SAN SALVADOR SAN SALVADOR San Salvador
## 996  SAN SALVADOR SAN SALVADOR San Salvador
## 997  SAN SALVADOR SAN SALVADOR San Salvador
## 998  SAN SALVADOR SAN SALVADOR San Salvador
## 999  SAN SALVADOR SAN SALVADOR San Salvador
## 1000 SAN SALVADOR SAN SALVADOR San Salvador
## 1001 SAN SALVADOR SAN SALVADOR San Salvador
## 1002 SAN SALVADOR SAN SALVADOR San Salvador
## 1003 SAN SALVADOR SAN SALVADOR San Salvador
## 1004 SAN SALVADOR SAN SALVADOR San Salvador
## 1005 SAN SALVADOR SAN SALVADOR San Salvador
## 1006 SAN SALVADOR SAN SALVADOR San Salvador
## 1007 SAN SALVADOR SAN SALVADOR San Salvador
## 1008 SAN SALVADOR SAN SALVADOR San Salvador
## 1009 SAN SALVADOR SAN SALVADOR San Salvador
## 1010 SAN SALVADOR SAN SALVADOR San Salvador
## 1011 SAN SALVADOR SAN SALVADOR San Salvador
## 1012 SAN SALVADOR SAN SALVADOR San Salvador
## 1013 SAN SALVADOR SAN SALVADOR San Salvador
## 1014 SAN SALVADOR SAN SALVADOR San Salvador
## 1015 SAN SALVADOR SAN SALVADOR San Salvador
## 1016 SAN SALVADOR SAN SALVADOR San Salvador
## 1017 SAN SALVADOR SAN SALVADOR San Salvador
## 1018 SAN SALVADOR SAN SALVADOR San Salvador
## 1019 SAN SALVADOR SAN SALVADOR San Salvador
## 1020 SAN SALVADOR SAN SALVADOR San Salvador
## 1021 SAN SALVADOR SAN SALVADOR San Salvador
## 1022 SAN SALVADOR SAN SALVADOR San Salvador
## 1023 SAN SALVADOR SAN SALVADOR San Salvador
## 1024 SAN SALVADOR SAN SALVADOR San Salvador
## 1025 SAN SALVADOR SAN SALVADOR San Salvador
## 1026 SAN SALVADOR SAN SALVADOR San Salvador
## 1027 SAN SALVADOR SAN SALVADOR San Salvador
## 1028 SAN SALVADOR SAN SALVADOR San Salvador
## 1029 SAN SALVADOR SAN SALVADOR San Salvador
## 1030 SAN SALVADOR SAN SALVADOR San Salvador
## 1031 SAN SALVADOR SAN SALVADOR San Salvador
## 1032 SAN SALVADOR SAN SALVADOR San Salvador
## 1033 SAN SALVADOR SAN SALVADOR San Salvador
## 1034 SAN SALVADOR SAN SALVADOR San Salvador
## 1035 SAN SALVADOR SAN SALVADOR San Salvador
## 1036 SAN SALVADOR SAN SALVADOR San Salvador
## 1037 SAN SALVADOR SAN SALVADOR San Salvador
## 1038 SAN SALVADOR SAN SALVADOR San Salvador
## 1039 SAN SALVADOR SAN SALVADOR San Salvador
## 1040 SAN SALVADOR SAN SALVADOR San Salvador
## 1041 SAN SALVADOR SAN SALVADOR San Salvador
## 1042 SAN SALVADOR SAN SALVADOR San Salvador
## 1043 SAN SALVADOR SAN SALVADOR San Salvador
## 1044 SAN SALVADOR SAN SALVADOR San Salvador
## 1045 SAN SALVADOR SAN SALVADOR San Salvador
## 1046 SAN SALVADOR SAN SALVADOR San Salvador
## 1047 SAN SALVADOR SAN SALVADOR San Salvador
## 1048 SAN SALVADOR SAN SALVADOR San Salvador
## 1049 SAN SALVADOR SAN SALVADOR San Salvador
## 1050 SAN SALVADOR SAN SALVADOR San Salvador
## 1051 SAN SALVADOR SAN SALVADOR San Salvador
## 1052 SAN SALVADOR SAN SALVADOR San Salvador
## 1053 SAN SALVADOR SAN SALVADOR San Salvador
## 1054 SAN SALVADOR SAN SALVADOR San Salvador
## 1055 SAN SALVADOR SAN SALVADOR San Salvador
## 1056 SAN SALVADOR SAN SALVADOR San Salvador
## 1057 SAN SALVADOR SAN SALVADOR San Salvador
## 1058 SAN SALVADOR SAN SALVADOR San Salvador
## 1059 SAN SALVADOR SAN SALVADOR San Salvador
## 1060 SAN SALVADOR SAN SALVADOR San Salvador
## 1061 SAN SALVADOR SAN SALVADOR San Salvador
## 1062 SAN SALVADOR SAN SALVADOR San Salvador
## 1063 SAN SALVADOR SAN SALVADOR San Salvador
## 1064 SAN SALVADOR SAN SALVADOR San Salvador
## 1065 SAN SALVADOR SAN SALVADOR San Salvador
## 1066 SAN SALVADOR SAN SALVADOR San Salvador
## 1067 SAN SALVADOR SAN SALVADOR San Salvador
## 1068 SAN SALVADOR SAN SALVADOR San Salvador
## 1069 SAN SALVADOR SAN SALVADOR San Salvador
## 1070 SAN SALVADOR SAN SALVADOR San Salvador
## 1071 SAN SALVADOR SAN SALVADOR San Salvador
## 1072 SAN SALVADOR SAN SALVADOR San Salvador
## 1073 SAN SALVADOR SAN SALVADOR San Salvador
## 1074 SAN SALVADOR SAN SALVADOR San Salvador
## 1075 SAN SALVADOR SAN SALVADOR San Salvador
## 1076 SAN SALVADOR SAN SALVADOR San Salvador
## 1077 SAN SALVADOR SAN SALVADOR San Salvador
## 1078 SAN SALVADOR SAN SALVADOR San Salvador
## 1079 SAN SALVADOR SAN SALVADOR San Salvador
## 1080 SAN SALVADOR SAN SALVADOR San Salvador
## 1081 SAN SALVADOR SAN SALVADOR San Salvador
## 1082 SAN SALVADOR SAN SALVADOR San Salvador
## 1083 SAN SALVADOR SAN SALVADOR San Salvador
## 1084 SAN SALVADOR SAN SALVADOR San Salvador
## 1085 SAN SALVADOR SAN SALVADOR San Salvador
## 1086 SAN SALVADOR SAN SALVADOR San Salvador
## 1087 SAN SALVADOR SAN SALVADOR San Salvador
## 1088 SAN SALVADOR SAN SALVADOR San Salvador
## 1089 SAN SALVADOR SAN SALVADOR San Salvador
## 1090 SAN SALVADOR SAN SALVADOR San Salvador
## 1091 SAN SALVADOR SAN SALVADOR San Salvador
## 1092 SAN SALVADOR SAN SALVADOR San Salvador
## 1093 SAN SALVADOR SAN SALVADOR San Salvador
## 1094 SAN SALVADOR SAN SALVADOR San Salvador
## 1095 SAN SALVADOR SAN SALVADOR San Salvador
## 1096 SAN SALVADOR SAN SALVADOR San Salvador
## 1097 SAN SALVADOR SAN SALVADOR San Salvador
## 1098 SAN SALVADOR SAN SALVADOR San Salvador
## 1099 SAN SALVADOR SAN SALVADOR San Salvador
## 1100 SAN SALVADOR SAN SALVADOR San Salvador
## 1101 SAN SALVADOR SAN SALVADOR San Salvador
## 1102 SAN SALVADOR SAN SALVADOR San Salvador
## 1103 SAN SALVADOR SAN SALVADOR San Salvador
## 1104 SAN SALVADOR SAN SALVADOR San Salvador
## 1105 SAN SALVADOR SAN SALVADOR San Salvador
## 1106 SAN SALVADOR SAN SALVADOR San Salvador
## 1107 SAN SALVADOR SAN SALVADOR San Salvador
## 1108 SAN SALVADOR SAN SALVADOR San Salvador
## 1109 SAN SALVADOR SAN SALVADOR San Salvador
## 1110 SAN SALVADOR SAN SALVADOR San Salvador
## 1111 SAN SALVADOR SAN SALVADOR San Salvador
## 1112 SAN SALVADOR SAN SALVADOR San Salvador
## 1113 SAN SALVADOR SAN SALVADOR San Salvador
## 1114 SAN SALVADOR SAN SALVADOR San Salvador
## 1115 SAN SALVADOR SAN SALVADOR San Salvador
## 1116 SAN SALVADOR SAN SALVADOR San Salvador
## 1117 SAN SALVADOR SAN SALVADOR San Salvador
## 1118 SAN SALVADOR SAN SALVADOR San Salvador
## 1119 SAN SALVADOR SAN SALVADOR San Salvador
## 1120 SAN SALVADOR SAN SALVADOR San Salvador
## 1121 SAN SALVADOR SAN SALVADOR San Salvador
## 1122 SAN SALVADOR SAN SALVADOR San Salvador
## 1123 SAN SALVADOR SAN SALVADOR San Salvador
## 1124 SAN SALVADOR SAN SALVADOR San Salvador
## 1125 SAN SALVADOR SAN SALVADOR San Salvador
## 1126 SAN SALVADOR SAN SALVADOR San Salvador
## 1127 SAN SALVADOR SAN SALVADOR San Salvador
## 1128 SAN SALVADOR SAN SALVADOR San Salvador
## 1129 SAN SALVADOR SAN SALVADOR San Salvador
## 1130 SAN SALVADOR SAN SALVADOR San Salvador
## 1131 SAN SALVADOR SAN SALVADOR San Salvador
## 1132 SAN SALVADOR SAN SALVADOR San Salvador
## 1133 SAN SALVADOR SAN SALVADOR San Salvador
## 1134 SAN SALVADOR SAN SALVADOR San Salvador
## 1135 SAN SALVADOR SAN SALVADOR San Salvador
## 1136 SAN SALVADOR SAN SALVADOR San Salvador
## 1137 SAN SALVADOR SAN SALVADOR San Salvador
## 1138 SAN SALVADOR SAN SALVADOR San Salvador
## 1139 SAN SALVADOR SAN SALVADOR San Salvador
## 1140 SAN SALVADOR SAN SALVADOR San Salvador
## 1141 SAN SALVADOR SAN SALVADOR San Salvador
## 1142 SAN SALVADOR SAN SALVADOR San Salvador
## 1143 SAN SALVADOR SAN SALVADOR San Salvador
## 1144 SAN SALVADOR SAN SALVADOR San Salvador
## 1145 SAN SALVADOR SAN SALVADOR San Salvador
## 1146 SAN SALVADOR SAN SALVADOR San Salvador
## 1147 SAN SALVADOR SAN SALVADOR San Salvador
## 1148 SAN SALVADOR SAN SALVADOR San Salvador
## 1149 SAN SALVADOR SAN SALVADOR San Salvador
## 1150 SAN SALVADOR SAN SALVADOR San Salvador
## 1151 SAN SALVADOR SAN SALVADOR San Salvador
## 1152 SAN SALVADOR SAN SALVADOR San Salvador
## 1153 SAN SALVADOR SAN SALVADOR San Salvador
## 1154 SAN SALVADOR SAN SALVADOR San Salvador
## 1155 SAN SALVADOR SAN SALVADOR San Salvador
## 1156 SAN SALVADOR SAN SALVADOR San Salvador
## 1157 SAN SALVADOR SAN SALVADOR San Salvador
## 1158 SAN SALVADOR SAN SALVADOR San Salvador
## 1159 SAN SALVADOR SAN SALVADOR San Salvador
## 1160 SAN SALVADOR SAN SALVADOR San Salvador
## 1161 SAN SALVADOR SAN SALVADOR San Salvador
## 1162 SAN SALVADOR SAN SALVADOR San Salvador
## 1163 SAN SALVADOR SAN SALVADOR San Salvador
## 1164 SAN SALVADOR SAN SALVADOR San Salvador
## 1165 SAN SALVADOR SAN SALVADOR San Salvador
## 1166 SAN SALVADOR SAN SALVADOR San Salvador
## 1167 SAN SALVADOR SAN SALVADOR San Salvador
## 1168 SAN SALVADOR SAN SALVADOR San Salvador
## 1169 SAN SALVADOR SAN SALVADOR San Salvador
## 1170 SAN SALVADOR SAN SALVADOR San Salvador
## 1171 SAN SALVADOR SAN SALVADOR San Salvador
## 1172 SAN SALVADOR SAN SALVADOR San Salvador
## 1173 SAN SALVADOR SAN SALVADOR San Salvador
## 1174 SAN SALVADOR SAN SALVADOR San Salvador
## 1175 SAN SALVADOR SAN SALVADOR San Salvador
## 1176 SAN SALVADOR SAN SALVADOR San Salvador
## 1177 SAN SALVADOR SAN SALVADOR San Salvador
## 1178 SAN SALVADOR SAN SALVADOR San Salvador
## 1179 SAN SALVADOR SAN SALVADOR San Salvador
## 1180 SAN SALVADOR SAN SALVADOR San Salvador
## 1181 SAN SALVADOR SAN SALVADOR San Salvador
## 1182 SAN SALVADOR SAN SALVADOR San Salvador
## 1183 SAN SALVADOR SAN SALVADOR San Salvador
## 1184 SAN SALVADOR SAN SALVADOR San Salvador
## 1185 SAN SALVADOR SAN SALVADOR San Salvador
## 1186 SAN SALVADOR SAN SALVADOR San Salvador
## 1187 SAN SALVADOR SAN SALVADOR San Salvador
## 1188 SAN SALVADOR SAN SALVADOR San Salvador
## 1189 SAN SALVADOR SAN SALVADOR San Salvador
## 1190 SAN SALVADOR SAN SALVADOR San Salvador
## 1191 SAN SALVADOR SAN SALVADOR San Salvador
## 1192 SAN SALVADOR SAN SALVADOR San Salvador
## 1193 SAN SALVADOR SAN SALVADOR San Salvador
## 1194 SAN SALVADOR SAN SALVADOR San Salvador
## 1195 SAN SALVADOR SAN SALVADOR San Salvador
## 1196 SAN SALVADOR SAN SALVADOR San Salvador
## 1197 SAN SALVADOR SAN SALVADOR San Salvador
## 1198 SAN SALVADOR SAN SALVADOR San Salvador
## 1199 SAN SALVADOR SAN SALVADOR San Salvador
## 1200 SAN SALVADOR SAN SALVADOR San Salvador
## 1201 SAN SALVADOR SAN SALVADOR San Salvador
## 1202 SAN SALVADOR SAN SALVADOR San Salvador
## 1203 SAN SALVADOR SAN SALVADOR San Salvador
## 1204 SAN SALVADOR SAN SALVADOR San Salvador
## 1205 SAN SALVADOR SAN SALVADOR San Salvador
## 1206 SAN SALVADOR SAN SALVADOR San Salvador
## 1207 SAN SALVADOR SAN SALVADOR San Salvador
## 1208 SAN SALVADOR SAN SALVADOR San Salvador
## 1209 SAN SALVADOR SAN SALVADOR San Salvador
## 1210 SAN SALVADOR SAN SALVADOR San Salvador
## 1211 SAN SALVADOR SAN SALVADOR San Salvador
## 1212 SAN SALVADOR SAN SALVADOR San Salvador
## 1213 SAN SALVADOR SAN SALVADOR San Salvador
## 1214 SAN SALVADOR SAN SALVADOR San Salvador
## 1215 SAN SALVADOR SAN SALVADOR San Salvador
## 1216 SAN SALVADOR SAN SALVADOR San Salvador
## 1217 SAN SALVADOR SAN SALVADOR San Salvador
## 1218 SAN SALVADOR SAN SALVADOR San Salvador
## 1219 SAN SALVADOR SAN SALVADOR San Salvador
## 1220 SAN SALVADOR SAN SALVADOR San Salvador
## 1221 SAN SALVADOR SAN SALVADOR San Salvador
## 1222 SAN SALVADOR SAN SALVADOR San Salvador
## 1223 SAN SALVADOR SAN SALVADOR San Salvador
## 1224 SAN SALVADOR SAN SALVADOR San Salvador
## 1225 SAN SALVADOR SAN SALVADOR San Salvador
## 1226 SAN SALVADOR SAN SALVADOR San Salvador
## 1227 SAN SALVADOR SAN SALVADOR San Salvador
## 1228 SAN SALVADOR SAN SALVADOR San Salvador
## 1229 SAN SALVADOR SAN SALVADOR San Salvador
## 1230 SAN SALVADOR SAN SALVADOR San Salvador
## 1231 SAN SALVADOR SAN SALVADOR San Salvador
## 1232 SAN SALVADOR SAN SALVADOR San Salvador
## 1233 SAN SALVADOR SAN SALVADOR San Salvador
## 1234 SAN SALVADOR SAN SALVADOR San Salvador
## 1235 SAN SALVADOR SAN SALVADOR San Salvador
## 1236 SAN SALVADOR SAN SALVADOR San Salvador
## 1237 SAN SALVADOR SAN SALVADOR San Salvador
## 1238 SAN SALVADOR SAN SALVADOR San Salvador
## 1239 SAN SALVADOR SAN SALVADOR San Salvador
## 1240 SAN SALVADOR SAN SALVADOR San Salvador
## 1241 SAN SALVADOR SAN SALVADOR San Salvador
## 1242 SAN SALVADOR SAN SALVADOR San Salvador
## 1243 SAN SALVADOR SAN SALVADOR San Salvador
## 1244 SAN SALVADOR SAN SALVADOR San Salvador
## 1245 SAN SALVADOR SAN SALVADOR San Salvador
## 1246 SAN SALVADOR SAN SALVADOR San Salvador
## 1247 SAN SALVADOR SAN SALVADOR San Salvador
## 1248 SAN SALVADOR SAN SALVADOR San Salvador
## 1249 SAN SALVADOR SAN SALVADOR San Salvador
## 1250 SAN SALVADOR SAN SALVADOR San Salvador
## 1251 SAN SALVADOR SAN SALVADOR San Salvador
## 1252 SAN SALVADOR SAN SALVADOR San Salvador
## 1253 SAN SALVADOR SAN SALVADOR San Salvador
## 1254 SAN SALVADOR SAN SALVADOR San Salvador
## 1255 SAN SALVADOR SAN SALVADOR San Salvador
## 1256 SAN SALVADOR SAN SALVADOR San Salvador
## 1257 SAN SALVADOR SAN SALVADOR San Salvador
## 1258 SAN SALVADOR SAN SALVADOR San Salvador
## 1259 SAN SALVADOR SAN SALVADOR San Salvador
## 1260 SAN SALVADOR SAN SALVADOR San Salvador
## 1261 SAN SALVADOR SAN SALVADOR San Salvador
## 1262 SAN SALVADOR SAN SALVADOR San Salvador
## 1263 SAN SALVADOR SAN SALVADOR San Salvador
## 1264 SAN SALVADOR SAN SALVADOR San Salvador
## 1265 SAN SALVADOR SAN SALVADOR San Salvador
## 1266 SAN SALVADOR SAN SALVADOR San Salvador
## 1267 SAN SALVADOR SAN SALVADOR San Salvador
## 1268 SAN SALVADOR SAN SALVADOR San Salvador
## 1269 SAN SALVADOR SAN SALVADOR San Salvador
## 1270 SAN SALVADOR SAN SALVADOR San Salvador
## 1271 SAN SALVADOR SAN SALVADOR San Salvador
## 1272 SAN SALVADOR SAN SALVADOR San Salvador
## 1273 SAN SALVADOR SAN SALVADOR San Salvador
## 1274 SAN SALVADOR SAN SALVADOR San Salvador
## 1275 SAN SALVADOR SAN SALVADOR San Salvador
## 1276 SAN SALVADOR SAN SALVADOR San Salvador
## 1277 SAN SALVADOR SAN SALVADOR San Salvador
## 1278 SAN SALVADOR SAN SALVADOR San Salvador
## 1279 SAN SALVADOR SAN SALVADOR San Salvador
## 1280 SAN SALVADOR SAN SALVADOR San Salvador
## 1281 SAN SALVADOR SAN SALVADOR San Salvador
## 1282 SAN SALVADOR SAN SALVADOR San Salvador
## 1283 SAN SALVADOR SAN SALVADOR San Salvador
## 1284 SAN SALVADOR SAN SALVADOR San Salvador
## 1285 SAN SALVADOR SAN SALVADOR San Salvador
## 1286 SAN SALVADOR SAN SALVADOR San Salvador
## 1287 SAN SALVADOR SAN SALVADOR San Salvador
## 1288 SAN SALVADOR SAN SALVADOR San Salvador
## 1289 SAN SALVADOR SAN SALVADOR San Salvador
## 1290 SAN SALVADOR SAN SALVADOR San Salvador
## 1291 SAN SALVADOR SAN SALVADOR San Salvador
## 1292 SAN SALVADOR SAN SALVADOR San Salvador
## 1293 SAN SALVADOR SAN SALVADOR San Salvador
## 1294 SAN SALVADOR SAN SALVADOR San Salvador
## 1295 SAN SALVADOR SAN SALVADOR San Salvador
## 1296 SAN SALVADOR SAN SALVADOR San Salvador
## 1297 SAN SALVADOR SAN SALVADOR San Salvador
## 1298 SAN SALVADOR SAN SALVADOR San Salvador
## 1299 SAN SALVADOR SAN SALVADOR San Salvador
## 1300 SAN SALVADOR SAN SALVADOR San Salvador
## 1301 SAN SALVADOR SAN SALVADOR San Salvador
## 1302 SAN SALVADOR SAN SALVADOR San Salvador
## 1303 SAN SALVADOR SAN SALVADOR San Salvador
## 1304 SAN SALVADOR SAN SALVADOR San Salvador
## 1305 SAN SALVADOR SAN SALVADOR San Salvador
## 1306 SAN SALVADOR SAN SALVADOR San Salvador
## 1307 SAN SALVADOR SAN SALVADOR San Salvador
## 1308 SAN SALVADOR SAN SALVADOR San Salvador
## 1309 SAN SALVADOR SAN SALVADOR San Salvador
## 1310 SAN SALVADOR SAN SALVADOR San Salvador
## 1311 SAN SALVADOR SAN SALVADOR San Salvador
## 1312 SAN SALVADOR SAN SALVADOR San Salvador
## 1313 SAN SALVADOR SAN SALVADOR San Salvador
## 1314 SAN SALVADOR SAN SALVADOR San Salvador
## 1315 SAN SALVADOR SAN SALVADOR San Salvador
## 1316 SAN SALVADOR SAN SALVADOR San Salvador
## 1317 SAN SALVADOR SAN SALVADOR San Salvador
## 1318 SAN SALVADOR SAN SALVADOR San Salvador
## 1319 SAN SALVADOR SAN SALVADOR San Salvador
## 1320 SAN SALVADOR SAN SALVADOR San Salvador
## 1321 SAN SALVADOR SAN SALVADOR San Salvador
## 1322 SAN SALVADOR SAN SALVADOR San Salvador
## 1323 SAN SALVADOR SAN SALVADOR San Salvador
## 1324 SAN SALVADOR SAN SALVADOR San Salvador
## 1325 SAN SALVADOR SAN SALVADOR San Salvador
## 1326 SAN SALVADOR SAN SALVADOR San Salvador
## 1327 SAN SALVADOR SAN SALVADOR San Salvador
## 1328 SAN SALVADOR SAN SALVADOR San Salvador
## 1329 SAN SALVADOR SAN SALVADOR San Salvador
## 1330 SAN SALVADOR SAN SALVADOR San Salvador
## 1331 SAN SALVADOR SAN SALVADOR San Salvador
## 1332 SAN SALVADOR SAN SALVADOR San Salvador
## 1333 SAN SALVADOR SAN SALVADOR San Salvador
## 1334 SAN SALVADOR SAN SALVADOR San Salvador
## 1335 SAN SALVADOR SAN SALVADOR San Salvador
## 1336 SAN SALVADOR SAN SALVADOR San Salvador
## 1337 SAN SALVADOR SAN SALVADOR San Salvador
## 1338 SAN SALVADOR SAN SALVADOR San Salvador
## 1339 SAN SALVADOR SAN SALVADOR San Salvador
## 1340 SAN SALVADOR SAN SALVADOR San Salvador
## 1341 SAN SALVADOR SAN SALVADOR San Salvador
## 1342 SAN SALVADOR SAN SALVADOR San Salvador
## 1343 SAN SALVADOR SAN SALVADOR San Salvador
## 1344 SAN SALVADOR SAN SALVADOR San Salvador
## 1345 SAN SALVADOR SAN SALVADOR San Salvador
## 1346 SAN SALVADOR SAN SALVADOR San Salvador
## 1347 SAN SALVADOR SAN SALVADOR San Salvador
## 1348 SAN SALVADOR SAN SALVADOR San Salvador
## 1349 SAN SALVADOR SAN SALVADOR San Salvador
## 1350 SAN SALVADOR SAN SALVADOR San Salvador
## 1351 SAN SALVADOR SAN SALVADOR San Salvador
## 1352 SAN SALVADOR SAN SALVADOR San Salvador
## 1353 SAN SALVADOR SAN SALVADOR San Salvador
## 1354 SAN SALVADOR SAN SALVADOR San Salvador
## 1355 SAN SALVADOR SAN SALVADOR San Salvador
## 1356 SAN SALVADOR SAN SALVADOR San Salvador
## 1357 SAN SALVADOR SAN SALVADOR San Salvador
## 1358 SAN SALVADOR SAN SALVADOR San Salvador
## 1359 SAN SALVADOR SAN SALVADOR San Salvador
## 1360 SAN SALVADOR SAN SALVADOR San Salvador
## 1361 SAN SALVADOR SAN SALVADOR San Salvador
## 1362 SAN SALVADOR SAN SALVADOR San Salvador
## 1363 SAN SALVADOR SAN SALVADOR San Salvador
## 1364 SAN SALVADOR SAN SALVADOR San Salvador
## 1365 SAN SALVADOR SAN SALVADOR San Salvador
## 1366 SAN SALVADOR SAN SALVADOR San Salvador
## 1367 SAN SALVADOR SAN SALVADOR San Salvador
## 1368 SAN SALVADOR SAN SALVADOR San Salvador
## 1369 SAN SALVADOR SAN SALVADOR San Salvador
## 1370 SAN SALVADOR SAN SALVADOR San Salvador
## 1371 SAN SALVADOR SAN SALVADOR San Salvador
## 1372 SAN SALVADOR SAN SALVADOR San Salvador
## 1373 SAN SALVADOR SAN SALVADOR San Salvador
## 1374 SAN SALVADOR SAN SALVADOR San Salvador
## 1375 SAN SALVADOR SAN SALVADOR San Salvador
## 1376 SAN SALVADOR SAN SALVADOR San Salvador
## 1377 SAN SALVADOR SAN SALVADOR San Salvador
## 1378 SAN SALVADOR SAN SALVADOR San Salvador
## 1379 SAN SALVADOR SAN SALVADOR San Salvador
## 1380 SAN SALVADOR SAN SALVADOR San Salvador
## 1381 SAN SALVADOR SAN SALVADOR San Salvador
## 1382 SAN SALVADOR SAN SALVADOR San Salvador
## 1383 SAN SALVADOR SAN SALVADOR San Salvador
## 1384 SAN SALVADOR SAN SALVADOR San Salvador
## 1385 SAN SALVADOR SAN SALVADOR San Salvador
## 1386 SAN SALVADOR SAN SALVADOR San Salvador
## 1387 SAN SALVADOR SAN SALVADOR San Salvador
## 1388 SAN SALVADOR SAN SALVADOR San Salvador
## 1389 SAN SALVADOR SAN SALVADOR San Salvador
## 1390 SAN SALVADOR SAN SALVADOR San Salvador
## 1391 SAN SALVADOR SAN SALVADOR San Salvador
## 1392 SAN SALVADOR SAN SALVADOR San Salvador
## 1393 SAN SALVADOR SAN SALVADOR San Salvador
## 1394 SAN SALVADOR SAN SALVADOR San Salvador
## 1395 SAN SALVADOR SAN SALVADOR San Salvador
## 1396 SAN SALVADOR SAN SALVADOR San Salvador
## 1397 SAN SALVADOR SAN SALVADOR San Salvador
## 1398 SAN SALVADOR SAN SALVADOR San Salvador
## 1399 SAN SALVADOR SAN SALVADOR San Salvador
## 1400 SAN SALVADOR SAN SALVADOR San Salvador
## 1401 SAN SALVADOR SAN SALVADOR San Salvador
## 1402 SAN SALVADOR SAN SALVADOR San Salvador
## 1403 SAN SALVADOR SAN SALVADOR San Salvador
## 1404 SAN SALVADOR SAN SALVADOR San Salvador
## 1405 SAN SALVADOR SAN SALVADOR San Salvador
## 1406 SAN SALVADOR SAN SALVADOR San Salvador
## 1407 SAN SALVADOR SAN SALVADOR San Salvador
## 1408 SAN SALVADOR SAN SALVADOR San Salvador
## 1409 SAN SALVADOR SAN SALVADOR San Salvador
## 1410 SAN SALVADOR SAN SALVADOR San Salvador
## 1411 SAN SALVADOR SAN SALVADOR San Salvador
## 1412 SAN SALVADOR SAN SALVADOR San Salvador
## 1413 SAN SALVADOR SAN SALVADOR San Salvador
## 1414 SAN SALVADOR SAN SALVADOR San Salvador
## 1415 SAN SALVADOR SAN SALVADOR San Salvador
## 1416 SAN SALVADOR SAN SALVADOR San Salvador
## 1417 SAN SALVADOR SAN SALVADOR San Salvador
## 1418 SAN SALVADOR SAN SALVADOR San Salvador
## 1419 SAN SALVADOR SAN SALVADOR San Salvador
## 1420 SAN SALVADOR SAN SALVADOR San Salvador
## 1421 SAN SALVADOR SAN SALVADOR San Salvador
## 1422 SAN SALVADOR SAN SALVADOR San Salvador
## 1423 SAN SALVADOR SAN SALVADOR San Salvador
## 1424 SAN SALVADOR SAN SALVADOR San Salvador
## 1425 SAN SALVADOR SAN SALVADOR San Salvador
## 1426 SAN SALVADOR SAN SALVADOR San Salvador
## 1427 SAN SALVADOR SAN SALVADOR San Salvador
## 1428 SAN SALVADOR SAN SALVADOR San Salvador
## 1429 SAN SALVADOR SAN SALVADOR San Salvador
## 1430 SAN SALVADOR SAN SALVADOR San Salvador
## 1431 SAN SALVADOR SAN SALVADOR San Salvador
## 1432 SAN SALVADOR SAN SALVADOR San Salvador
## 1433 SAN SALVADOR SAN SALVADOR San Salvador
## 1434 SAN SALVADOR SAN SALVADOR San Salvador
## 1435 SAN SALVADOR SAN SALVADOR San Salvador
## 1436 SAN SALVADOR SAN SALVADOR San Salvador
## 1437 SAN SALVADOR SAN SALVADOR San Salvador
## 1438 SAN SALVADOR SAN SALVADOR San Salvador
## 1439 SAN SALVADOR SAN SALVADOR San Salvador
## 1440 SAN SALVADOR SAN SALVADOR San Salvador
## 1441 SAN SALVADOR SAN SALVADOR San Salvador
## 1442 SAN SALVADOR SAN SALVADOR San Salvador
## 1443 SAN SALVADOR SAN SALVADOR San Salvador
## 1444 SAN SALVADOR SAN SALVADOR San Salvador
## 1445 SAN SALVADOR SAN SALVADOR San Salvador
## 1446 SAN SALVADOR SAN SALVADOR San Salvador
## 1447 SAN SALVADOR SAN SALVADOR San Salvador
## 1448 SAN SALVADOR SAN SALVADOR San Salvador
## 1449 SAN SALVADOR SAN SALVADOR San Salvador
## 1450 SAN SALVADOR SAN SALVADOR San Salvador
## 1451 SAN SALVADOR SAN SALVADOR San Salvador
## 1452 SAN SALVADOR SAN SALVADOR San Salvador
## 1453 SAN SALVADOR SAN SALVADOR San Salvador
## 1454 SAN SALVADOR SAN SALVADOR San Salvador
## 1455 SAN SALVADOR SAN SALVADOR San Salvador
## 1456 SAN SALVADOR SAN SALVADOR San Salvador
## 1457 SAN SALVADOR SAN SALVADOR San Salvador
## 1458 SAN SALVADOR SAN SALVADOR San Salvador
## 1459 SAN SALVADOR SAN SALVADOR San Salvador
## 1460 SAN SALVADOR SAN SALVADOR San Salvador
## 1461 SAN SALVADOR SAN SALVADOR San Salvador
## 1462 SAN SALVADOR SAN SALVADOR San Salvador
## 1463 SAN SALVADOR SAN SALVADOR San Salvador
## 1464 SAN SALVADOR SAN SALVADOR San Salvador
## 1465 SAN SALVADOR SAN SALVADOR San Salvador
## 1466 SAN SALVADOR SAN SALVADOR San Salvador
## 1467 SAN SALVADOR SAN SALVADOR San Salvador
## 1468 SAN SALVADOR SAN SALVADOR San Salvador
## 1469 SAN SALVADOR SAN SALVADOR San Salvador
## 1470 SAN SALVADOR SAN SALVADOR San Salvador
## 1471 SAN SALVADOR SAN SALVADOR San Salvador
## 1472 SAN SALVADOR SAN SALVADOR San Salvador
## 1473 SAN SALVADOR SAN SALVADOR San Salvador
## 1474 SAN SALVADOR SAN SALVADOR San Salvador
## 1475 SAN SALVADOR SAN SALVADOR San Salvador
## 1476 SAN SALVADOR SAN SALVADOR San Salvador
## 1477 SAN SALVADOR SAN SALVADOR San Salvador
## 1478 SAN SALVADOR SAN SALVADOR San Salvador
## 1479 SAN SALVADOR SAN SALVADOR San Salvador
## 1480 SAN SALVADOR SAN SALVADOR San Salvador
## 1481 SAN SALVADOR SAN SALVADOR San Salvador
## 1482 SAN SALVADOR SAN SALVADOR San Salvador
## 1483 SAN SALVADOR SAN SALVADOR San Salvador
## 1484 SAN SALVADOR SAN SALVADOR San Salvador
## 1485 SAN SALVADOR SAN SALVADOR San Salvador
## 1486 SAN SALVADOR SAN SALVADOR San Salvador
## 1487 SAN SALVADOR SAN SALVADOR San Salvador
## 1488 SAN SALVADOR SAN SALVADOR San Salvador
## 1489 SAN SALVADOR SAN SALVADOR San Salvador
## 1490 SAN SALVADOR SAN SALVADOR San Salvador
## 1491 SAN SALVADOR SAN SALVADOR San Salvador
## 1492 SAN SALVADOR SAN SALVADOR San Salvador
## 1493 SAN SALVADOR SAN SALVADOR San Salvador
## 1494 SAN SALVADOR SAN SALVADOR San Salvador
## 1495 SAN SALVADOR SAN SALVADOR San Salvador
## 1496 SAN SALVADOR SAN SALVADOR San Salvador
## 1497 SAN SALVADOR SAN SALVADOR San Salvador
## 1498 SAN SALVADOR SAN SALVADOR San Salvador
## 1499 SAN SALVADOR SAN SALVADOR San Salvador
## 1500 SAN SALVADOR SAN SALVADOR San Salvador
## 1501 SAN SALVADOR SAN SALVADOR San Salvador
## 1502 SAN SALVADOR SAN SALVADOR San Salvador
## 1503 SAN SALVADOR SAN SALVADOR San Salvador
## 1504 SAN SALVADOR SAN SALVADOR San Salvador
## 1505 SAN SALVADOR SAN SALVADOR San Salvador
## 1506 SAN SALVADOR SAN SALVADOR San Salvador
## 1507 SAN SALVADOR SAN SALVADOR San Salvador
## 1508 SAN SALVADOR SAN SALVADOR San Salvador
## 1509 SAN SALVADOR SAN SALVADOR San Salvador
## 1510 SAN SALVADOR SAN SALVADOR San Salvador
## 1511 SAN SALVADOR SAN SALVADOR San Salvador
## 1512 SAN SALVADOR SAN SALVADOR San Salvador
## 1513 SAN SALVADOR SAN SALVADOR San Salvador
## 1514 SAN SALVADOR SAN SALVADOR San Salvador
## 1515 SAN SALVADOR SAN SALVADOR San Salvador
## 1516 SAN SALVADOR SAN SALVADOR San Salvador
## 1517 SAN SALVADOR SAN SALVADOR San Salvador
## 1518 SAN SALVADOR SAN SALVADOR San Salvador
## 1519 SAN SALVADOR SAN SALVADOR San Salvador
## 1520 SAN SALVADOR SAN SALVADOR San Salvador
## 1521 SAN SALVADOR SAN SALVADOR San Salvador
## 1522 SAN SALVADOR SAN SALVADOR San Salvador
## 1523 SAN SALVADOR SAN SALVADOR San Salvador
## 1524 SAN SALVADOR SAN SALVADOR San Salvador
## 1525 SAN SALVADOR SAN SALVADOR San Salvador
## 1526 SAN SALVADOR SAN SALVADOR San Salvador
## 1527 SAN SALVADOR SAN SALVADOR San Salvador
## 1528 SAN SALVADOR SAN SALVADOR San Salvador
## 1529 SAN SALVADOR SAN SALVADOR San Salvador
## 1530 SAN SALVADOR SAN SALVADOR San Salvador
## 1531 SAN SALVADOR SAN SALVADOR San Salvador
## 1532 SAN SALVADOR SAN SALVADOR San Salvador
## 1533 SAN SALVADOR SAN SALVADOR San Salvador
## 1534 SAN SALVADOR SAN SALVADOR San Salvador
## 1535 SAN SALVADOR SAN SALVADOR San Salvador
## 1536 SAN SALVADOR SAN SALVADOR San Salvador
## 1537 SAN SALVADOR SAN SALVADOR San Salvador
## 1538 SAN SALVADOR SAN SALVADOR San Salvador
## 1539 SAN SALVADOR SAN SALVADOR San Salvador
## 1540 SAN SALVADOR SAN SALVADOR San Salvador
## 1541 SAN SALVADOR SAN SALVADOR San Salvador
## 1542 SAN SALVADOR SAN SALVADOR San Salvador
## 1543 SAN SALVADOR SAN SALVADOR San Salvador
## 1544 SAN SALVADOR SAN SALVADOR San Salvador
## 1545 SAN SALVADOR SAN SALVADOR San Salvador
## 1546 SAN SALVADOR SAN SALVADOR San Salvador
## 1547 SAN SALVADOR SAN SALVADOR San Salvador
## 1548 SAN SALVADOR SAN SALVADOR San Salvador
## 1549 SAN SALVADOR SAN SALVADOR San Salvador
## 1550 SAN SALVADOR SAN SALVADOR San Salvador
## 1551 SAN SALVADOR SAN SALVADOR San Salvador
## 1552 SAN SALVADOR SAN SALVADOR San Salvador
## 1553 SAN SALVADOR SAN SALVADOR San Salvador
## 1554 SAN SALVADOR SAN SALVADOR San Salvador
## 1555 SAN SALVADOR SAN SALVADOR San Salvador
## 1556 SAN SALVADOR SAN SALVADOR San Salvador
## 1557 SAN SALVADOR SAN SALVADOR San Salvador
## 1558 SAN SALVADOR SAN SALVADOR San Salvador
## 1559 SAN SALVADOR SAN SALVADOR San Salvador
## 1560 SAN SALVADOR SAN SALVADOR San Salvador
## 1561 SAN SALVADOR SAN SALVADOR San Salvador
## 1562 SAN SALVADOR SAN SALVADOR San Salvador
## 1563 SAN SALVADOR SAN SALVADOR San Salvador
## 1564 SAN SALVADOR SAN SALVADOR San Salvador
## 1565 SAN SALVADOR SAN SALVADOR San Salvador
## 1566 SAN SALVADOR SAN SALVADOR San Salvador
## 1567 SAN SALVADOR SAN SALVADOR San Salvador
## 1568 SAN SALVADOR SAN SALVADOR San Salvador
## 1569 SAN SALVADOR SAN SALVADOR San Salvador
## 1570 SAN SALVADOR SAN SALVADOR San Salvador
## 1571 SAN SALVADOR SAN SALVADOR San Salvador
## 1572 SAN SALVADOR SAN SALVADOR San Salvador
## 1573 SAN SALVADOR SAN SALVADOR San Salvador
## 1574 SAN SALVADOR SAN SALVADOR San Salvador
## 1575 SAN SALVADOR SAN SALVADOR San Salvador
## 1576 SAN SALVADOR SAN SALVADOR San Salvador
## 1577 SAN SALVADOR SAN SALVADOR San Salvador
## 1578 SAN SALVADOR SAN SALVADOR San Salvador
## 1579 SAN SALVADOR SAN SALVADOR San Salvador
## 1580 SAN SALVADOR SAN SALVADOR San Salvador
## 1581 SAN SALVADOR SAN SALVADOR San Salvador
## 1582 SAN SALVADOR SAN SALVADOR San Salvador
## 1583 SAN SALVADOR SAN SALVADOR San Salvador
## 1584 SAN SALVADOR SAN SALVADOR San Salvador
## 1585 SAN SALVADOR SAN SALVADOR San Salvador
## 1586 SAN SALVADOR SAN SALVADOR San Salvador
## 1587 SAN SALVADOR SAN SALVADOR San Salvador
## 1588 SAN SALVADOR SAN SALVADOR San Salvador
## 1589 SAN SALVADOR SAN SALVADOR San Salvador
## 1590 SAN SALVADOR SAN SALVADOR San Salvador
## 1591 SAN SALVADOR SAN SALVADOR San Salvador
## 1592 SAN SALVADOR SAN SALVADOR San Salvador
## 1593 SAN SALVADOR SAN SALVADOR San Salvador
## 1594 SAN SALVADOR SAN SALVADOR San Salvador
## 1595 SAN SALVADOR SAN SALVADOR San Salvador
## 1596 SAN SALVADOR SAN SALVADOR San Salvador
## 1597 SAN SALVADOR SAN SALVADOR San Salvador
## 1598 SAN SALVADOR SAN SALVADOR San Salvador
## 1599 SAN SALVADOR SAN SALVADOR San Salvador
## 1600 SAN SALVADOR SAN SALVADOR San Salvador
## 1601 SAN SALVADOR SAN SALVADOR San Salvador
## 1602 SAN SALVADOR SAN SALVADOR San Salvador
## 1603 SAN SALVADOR SAN SALVADOR San Salvador
## 1604 SAN SALVADOR SAN SALVADOR San Salvador
## 1605 SAN SALVADOR SAN SALVADOR San Salvador
## 1606 SAN SALVADOR SAN SALVADOR San Salvador
## 1607 SAN SALVADOR SAN SALVADOR San Salvador
## 1608 SAN SALVADOR SAN SALVADOR San Salvador
## 1609 SAN SALVADOR SAN SALVADOR San Salvador
## 1610 SAN SALVADOR SAN SALVADOR San Salvador
## 1611 SAN SALVADOR SAN SALVADOR San Salvador
## 1612 SAN SALVADOR SAN SALVADOR San Salvador
## 1613 SAN SALVADOR SAN SALVADOR San Salvador
## 1614 SAN SALVADOR SAN SALVADOR San Salvador
## 1615 SAN SALVADOR SAN SALVADOR San Salvador
## 1616 SAN SALVADOR SAN SALVADOR San Salvador
## 1617 SAN SALVADOR SAN SALVADOR San Salvador
## 1618 SAN SALVADOR SAN SALVADOR San Salvador
## 1619 SAN SALVADOR SAN SALVADOR San Salvador
## 1620 SAN SALVADOR SAN SALVADOR San Salvador
## 1621 SAN SALVADOR SAN SALVADOR San Salvador
## 1622 SAN SALVADOR SAN SALVADOR San Salvador
## 1623 SAN SALVADOR SAN SALVADOR San Salvador
## 1624 SAN SALVADOR SAN SALVADOR San Salvador
## 1625 SAN SALVADOR SAN SALVADOR San Salvador
## 1626 SAN SALVADOR SAN SALVADOR San Salvador
## 1627 SAN SALVADOR SAN SALVADOR San Salvador
## 1628 SAN SALVADOR SAN SALVADOR San Salvador
## 1629 SAN SALVADOR SAN SALVADOR San Salvador
## 1630 SAN SALVADOR SAN SALVADOR San Salvador
## 1631 SAN SALVADOR SAN SALVADOR San Salvador
## 1632 SAN SALVADOR SAN SALVADOR San Salvador
## 1633 SAN SALVADOR SAN SALVADOR San Salvador
## 1634 SAN SALVADOR SAN SALVADOR San Salvador
## 1635 SAN SALVADOR SAN SALVADOR San Salvador
## 1636 SAN SALVADOR SAN SALVADOR San Salvador
## 1637 SAN SALVADOR SAN SALVADOR San Salvador
## 1638 SAN SALVADOR SAN SALVADOR San Salvador
## 1639 SAN SALVADOR SAN SALVADOR San Salvador
## 1640 SAN SALVADOR SAN SALVADOR San Salvador
## 1641 SAN SALVADOR SAN SALVADOR San Salvador
## 1642 SAN SALVADOR SAN SALVADOR San Salvador
## 1643 SAN SALVADOR SAN SALVADOR San Salvador
## 1644 SAN SALVADOR SAN SALVADOR San Salvador
## 1645 SAN SALVADOR SAN SALVADOR San Salvador
## 1646 SAN SALVADOR SAN SALVADOR San Salvador
## 1647 SAN SALVADOR SAN SALVADOR San Salvador
## 1648 SAN SALVADOR SAN SALVADOR San Salvador
## 1649 SAN SALVADOR SAN SALVADOR San Salvador
## 1650 SAN SALVADOR SAN SALVADOR San Salvador
## 1651 SAN SALVADOR SAN SALVADOR San Salvador
## 1652 SAN SALVADOR SAN SALVADOR San Salvador
## 1653 SAN SALVADOR SAN SALVADOR San Salvador
## 1654 SAN SALVADOR SAN SALVADOR San Salvador
## 1655 SAN SALVADOR SAN SALVADOR San Salvador
## 1656 SAN SALVADOR SAN SALVADOR San Salvador
## 1657 SAN SALVADOR SAN SALVADOR San Salvador
## 1658 SAN SALVADOR SAN SALVADOR San Salvador
## 1659 SAN SALVADOR SAN SALVADOR San Salvador
## 1660 SAN SALVADOR SAN SALVADOR San Salvador
## 1661 SAN SALVADOR SAN SALVADOR San Salvador
## 1662 SAN SALVADOR SAN SALVADOR San Salvador
## 1663 SAN SALVADOR SAN SALVADOR San Salvador
## 1664 SAN SALVADOR SAN SALVADOR San Salvador
## 1665 SAN SALVADOR SAN SALVADOR San Salvador
## 1666 SAN SALVADOR SAN SALVADOR San Salvador
## 1667 SAN SALVADOR SAN SALVADOR San Salvador
## 1668 SAN SALVADOR SAN SALVADOR San Salvador
## 1669 SAN SALVADOR SAN SALVADOR San Salvador
## 1670 SAN SALVADOR SAN SALVADOR San Salvador
## 1671 SAN SALVADOR SAN SALVADOR San Salvador
## 1672 SAN SALVADOR SAN SALVADOR San Salvador
## 1673 SAN SALVADOR SAN SALVADOR San Salvador
## 1674 SAN SALVADOR SAN SALVADOR San Salvador
## 1675 SAN SALVADOR SAN SALVADOR San Salvador
## 1676 SAN SALVADOR SAN SALVADOR San Salvador
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## 1678 SAN SALVADOR SAN SALVADOR San Salvador
## 1679 SAN SALVADOR SAN SALVADOR San Salvador
## 1680 SAN SALVADOR SAN SALVADOR San Salvador
## 1681 SAN SALVADOR SAN SALVADOR San Salvador
## 1682 SAN SALVADOR SAN SALVADOR San Salvador
## 1683 SAN SALVADOR SAN SALVADOR San Salvador
## 1684 SAN SALVADOR SAN SALVADOR San Salvador
## 1685 SAN SALVADOR SAN SALVADOR San Salvador
## 1686 SAN SALVADOR SAN SALVADOR San Salvador
## 1687 SAN SALVADOR SAN SALVADOR San Salvador
## 1688 SAN SALVADOR SAN SALVADOR San Salvador
## 1689 SAN SALVADOR SAN SALVADOR San Salvador
## 1690 SAN SALVADOR SAN SALVADOR San Salvador
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## 1693 SAN SALVADOR SAN SALVADOR San Salvador
## 1694 SAN SALVADOR SAN SALVADOR San Salvador
## 1695 SAN SALVADOR SAN SALVADOR San Salvador
## 1696 SAN SALVADOR SAN SALVADOR San Salvador
## 1697 SAN SALVADOR SAN SALVADOR San Salvador
## 1698 SAN SALVADOR SAN SALVADOR San Salvador
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## 1700 SAN SALVADOR SAN SALVADOR San Salvador
## 1701 SAN SALVADOR SAN SALVADOR San Salvador
## 1702 SAN SALVADOR SAN SALVADOR San Salvador
## 1703 SAN SALVADOR SAN SALVADOR San Salvador
## 1704 SAN SALVADOR SAN SALVADOR San Salvador
## 1705 SAN SALVADOR SAN SALVADOR San Salvador
## 1706 SAN SALVADOR SAN SALVADOR San Salvador
## 1707 SAN SALVADOR SAN SALVADOR San Salvador
## 1708 SAN SALVADOR SAN SALVADOR San Salvador
## 1709 SAN SALVADOR SAN SALVADOR San Salvador
## 1710 SAN SALVADOR SAN SALVADOR San Salvador
## 1711 SAN SALVADOR SAN SALVADOR San Salvador
## 1712 SAN SALVADOR SAN SALVADOR San Salvador
## 1713 SAN SALVADOR SAN SALVADOR San Salvador
## 1714 SAN SALVADOR SAN SALVADOR San Salvador
## 1715 SAN SALVADOR SAN SALVADOR San Salvador
## 1716 SAN SALVADOR SAN SALVADOR San Salvador
## 1717 SAN SALVADOR SAN SALVADOR San Salvador
## 1718 SAN SALVADOR SAN SALVADOR San Salvador
## 1719 SAN SALVADOR SAN SALVADOR San Salvador
## 1720 SAN SALVADOR SAN SALVADOR San Salvador
## 1721 SAN SALVADOR SAN SALVADOR San Salvador
## 1722 SAN SALVADOR SAN SALVADOR San Salvador
## 1723 SAN SALVADOR SAN SALVADOR San Salvador
## 1724 SAN SALVADOR SAN SALVADOR San Salvador
## 1725 SAN SALVADOR SAN SALVADOR San Salvador
## 1726 SAN SALVADOR SAN SALVADOR San Salvador
## 1727 SAN SALVADOR SAN SALVADOR San Salvador
## 1728 SAN SALVADOR SAN SALVADOR San Salvador
## 1729 SAN SALVADOR SAN SALVADOR San Salvador
## 1730 SAN SALVADOR SAN SALVADOR San Salvador
## 1731 SAN SALVADOR SAN SALVADOR San Salvador
## 1732 SAN SALVADOR SAN SALVADOR San Salvador
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## 1734 SAN SALVADOR SAN SALVADOR San Salvador
## 1735 SAN SALVADOR SAN SALVADOR San Salvador
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## 1737 SAN SALVADOR SAN SALVADOR San Salvador
## 1738 SAN SALVADOR SAN SALVADOR San Salvador
## 1739 SAN SALVADOR SAN SALVADOR San Salvador
## 1740 SAN SALVADOR SAN SALVADOR San Salvador
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## 1743 SAN SALVADOR SAN SALVADOR San Salvador
## 1744 SAN SALVADOR SAN SALVADOR San Salvador
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## 1746 SAN SALVADOR SAN SALVADOR San Salvador
## 1747 SAN SALVADOR SAN SALVADOR San Salvador
## 1748 SAN SALVADOR SAN SALVADOR San Salvador
## 1749 SAN SALVADOR SAN SALVADOR San Salvador
## 1750 SAN SALVADOR SAN SALVADOR San Salvador
## 1751 SAN SALVADOR SAN SALVADOR San Salvador
## 1752 SAN SALVADOR SAN SALVADOR San Salvador
## 1753 SAN SALVADOR SAN SALVADOR San Salvador
## 1754 SAN SALVADOR SAN SALVADOR San Salvador
## 1755 SAN SALVADOR SAN SALVADOR San Salvador
## 1756 SAN SALVADOR SAN SALVADOR San Salvador
## 1757 SAN SALVADOR SAN SALVADOR San Salvador
## 1758 SAN SALVADOR SAN SALVADOR San Salvador
## 1759 SAN SALVADOR SAN SALVADOR San Salvador
## 1760 SAN SALVADOR SAN SALVADOR San Salvador
## 1761 SAN SALVADOR SAN SALVADOR San Salvador
## 1762 SAN SALVADOR SAN SALVADOR San Salvador
## 1763 SAN SALVADOR SAN SALVADOR San Salvador
## 1764 SAN SALVADOR SAN SALVADOR San Salvador
## 1765 SAN SALVADOR SAN SALVADOR San Salvador
## 1766 SAN SALVADOR SAN SALVADOR San Salvador
## 1767 SAN SALVADOR SAN SALVADOR San Salvador
## 1768 SAN SALVADOR SAN SALVADOR San Salvador
## 1769 SAN SALVADOR SAN SALVADOR San Salvador
## 1770 SAN SALVADOR SAN SALVADOR San Salvador
## 1771 SAN SALVADOR SAN SALVADOR San Salvador
## 1772 SAN SALVADOR SAN SALVADOR San Salvador
## 1773 SAN SALVADOR SAN SALVADOR San Salvador
## 1774 SAN SALVADOR SAN SALVADOR San Salvador
## 1775 SAN SALVADOR SAN SALVADOR San Salvador
## 1776 SAN SALVADOR SAN SALVADOR San Salvador
## 1777 SAN SALVADOR SAN SALVADOR San Salvador
## 1778 SAN SALVADOR SAN SALVADOR San Salvador
## 1779 SAN SALVADOR SAN SALVADOR San Salvador
## 1780 SAN SALVADOR SAN SALVADOR San Salvador
## 1781 SAN SALVADOR SAN SALVADOR San Salvador
## 1782 SAN SALVADOR SAN SALVADOR San Salvador
## 1783 SAN SALVADOR SAN SALVADOR San Salvador
## 1784 SAN SALVADOR SAN SALVADOR San Salvador
## 1785 SAN SALVADOR SAN SALVADOR San Salvador
## 1786 SAN SALVADOR SAN SALVADOR San Salvador
## 1787 SAN SALVADOR SAN SALVADOR San Salvador
## 1788 SAN SALVADOR SAN SALVADOR San Salvador
## 1789 SAN SALVADOR SAN SALVADOR San Salvador
## 1790 SAN SALVADOR SAN SALVADOR San Salvador
## 1791 SAN SALVADOR SAN SALVADOR San Salvador
## 1792 SAN SALVADOR SAN SALVADOR San Salvador
## 1793 SAN SALVADOR SAN SALVADOR San Salvador
## 1794 SAN SALVADOR SAN SALVADOR San Salvador
## 1795 SAN SALVADOR SAN SALVADOR San Salvador
## 1796 SAN SALVADOR SAN SALVADOR San Salvador
## 1797 SAN SALVADOR SAN SALVADOR San Salvador
## 1798 SAN SALVADOR SAN SALVADOR San Salvador
## 1799 SAN SALVADOR SAN SALVADOR San Salvador
## 1800 SAN SALVADOR SAN SALVADOR San Salvador
## 1801 SAN SALVADOR SAN SALVADOR San Salvador
## 1802 SAN SALVADOR SAN SALVADOR San Salvador
## 1803 SAN SALVADOR SAN SALVADOR San Salvador
## 1804 SAN SALVADOR SAN SALVADOR San Salvador
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## 1806 SAN SALVADOR SAN SALVADOR San Salvador
## 1807 SAN SALVADOR SAN SALVADOR San Salvador
## 1808 SAN SALVADOR SAN SALVADOR San Salvador
## 1809 SAN SALVADOR SAN SALVADOR San Salvador
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## 1811 SAN SALVADOR SAN SALVADOR San Salvador
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## 1813 SAN SALVADOR SAN SALVADOR San Salvador
## 1814 SAN SALVADOR SAN SALVADOR San Salvador
## 1815 SAN SALVADOR SAN SALVADOR San Salvador
## 1816 SAN SALVADOR SAN SALVADOR San Salvador
## 1817 SAN SALVADOR SAN SALVADOR San Salvador
## 1818 SAN SALVADOR SAN SALVADOR San Salvador
## 1819 SAN SALVADOR SAN SALVADOR San Salvador
## 1820 SAN SALVADOR SAN SALVADOR San Salvador
## 1821 SAN SALVADOR SAN SALVADOR San Salvador
## 1822 SAN SALVADOR SAN SALVADOR San Salvador
## 1823 SAN SALVADOR SAN SALVADOR San Salvador
## 1824 SAN SALVADOR SAN SALVADOR San Salvador
## 1825 SAN SALVADOR SAN SALVADOR San Salvador
## 1826 SAN SALVADOR SAN SALVADOR San Salvador
## 1827 SAN SALVADOR SAN SALVADOR San Salvador
## 1828 SAN SALVADOR SAN SALVADOR San Salvador
## 1829 SAN SALVADOR SAN SALVADOR San Salvador
## 1830 SAN SALVADOR SAN SALVADOR San Salvador
## 1831 SAN SALVADOR SAN SALVADOR San Salvador
## 1832 SAN SALVADOR SAN SALVADOR San Salvador
## 1833 SAN SALVADOR SAN SALVADOR San Salvador
## 1834 SAN SALVADOR SAN SALVADOR San Salvador
## 1835 SAN SALVADOR SAN SALVADOR San Salvador
## 1836 SAN SALVADOR SAN SALVADOR San Salvador
## 1837 SAN SALVADOR SAN SALVADOR San Salvador
## 1838 SAN SALVADOR SAN SALVADOR San Salvador
## 1839 SAN SALVADOR SAN SALVADOR San Salvador
## 1840 SAN SALVADOR SAN SALVADOR San Salvador
## 1841 SAN SALVADOR SAN SALVADOR San Salvador
## 1842 SAN SALVADOR SAN SALVADOR San Salvador
## 1843 SAN SALVADOR SAN SALVADOR San Salvador
## 1844 SAN SALVADOR SAN SALVADOR San Salvador
## 1845 SAN SALVADOR SAN SALVADOR San Salvador
## 1846 SAN SALVADOR SAN SALVADOR San Salvador
## 1847 SAN SALVADOR SAN SALVADOR San Salvador
## 1848 SAN SALVADOR SAN SALVADOR San Salvador
## 1849 SAN SALVADOR SAN SALVADOR San Salvador
## 1850 SAN SALVADOR SAN SALVADOR San Salvador
## 1851 SAN SALVADOR SAN SALVADOR San Salvador
## 1852 SAN SALVADOR SAN SALVADOR San Salvador
## 1853 SAN SALVADOR SAN SALVADOR San Salvador
## 1854 SAN SALVADOR SAN SALVADOR San Salvador
## 1855 SAN SALVADOR SAN SALVADOR San Salvador
## 1856 SAN SALVADOR SAN SALVADOR San Salvador
## 1857 SAN SALVADOR SAN SALVADOR San Salvador
## 1858 SAN SALVADOR SAN SALVADOR San Salvador
## 1859 SAN SALVADOR SAN SALVADOR San Salvador
## 1860 SAN SALVADOR SAN SALVADOR San Salvador
## 1861 SAN SALVADOR SAN SALVADOR San Salvador
## 1862 SAN SALVADOR SAN SALVADOR San Salvador
## 1863 SAN SALVADOR SAN SALVADOR San Salvador
## 1864 SAN SALVADOR SAN SALVADOR San Salvador
## 1865 SAN SALVADOR SAN SALVADOR San Salvador
## 1866 SAN SALVADOR SAN SALVADOR San Salvador
## 1867 SAN SALVADOR SAN SALVADOR San Salvador
## 1868 SAN SALVADOR SAN SALVADOR San Salvador
## 1869 SAN SALVADOR SAN SALVADOR San Salvador
## 1870 SAN SALVADOR SAN SALVADOR San Salvador
## 1871 SAN SALVADOR SAN SALVADOR San Salvador
## 1872 SAN SALVADOR SAN SALVADOR San Salvador
## 1873 SAN SALVADOR SAN SALVADOR San Salvador
## 1874 SAN SALVADOR SAN SALVADOR San Salvador
## 1875 SAN SALVADOR SAN SALVADOR San Salvador
## 1876 SAN SALVADOR SAN SALVADOR San Salvador
## 1877 SAN SALVADOR SAN SALVADOR San Salvador
## 1878 SAN SALVADOR SAN SALVADOR San Salvador
## 1879 SAN SALVADOR SAN SALVADOR San Salvador
## 1880 SAN SALVADOR SAN SALVADOR San Salvador
## 1881 SAN SALVADOR SAN SALVADOR San Salvador
## 1882 SAN SALVADOR SAN SALVADOR San Salvador
## 1883 SAN SALVADOR SAN SALVADOR San Salvador
## 1884 SAN SALVADOR SAN SALVADOR San Salvador
## 1885 SAN SALVADOR SAN SALVADOR San Salvador
## 1886 SAN SALVADOR SAN SALVADOR San Salvador
## 1887 SAN SALVADOR SAN SALVADOR San Salvador
## 1888 SAN SALVADOR SAN SALVADOR San Salvador
## 1889 SAN SALVADOR SAN SALVADOR San Salvador
## 1890 SAN SALVADOR SAN SALVADOR San Salvador
## 1891 SAN SALVADOR SAN SALVADOR San Salvador
## 1892 SAN SALVADOR SAN SALVADOR San Salvador
## 1893 SAN SALVADOR SAN SALVADOR San Salvador
## 1894 SAN SALVADOR SAN SALVADOR San Salvador
## 1895 SAN SALVADOR SAN SALVADOR San Salvador
## 1896 SAN SALVADOR SAN SALVADOR San Salvador
## 1897 SAN SALVADOR SAN SALVADOR San Salvador
## 1898 SAN SALVADOR SAN SALVADOR San Salvador
## 1899 SAN SALVADOR SAN SALVADOR San Salvador
## 1900 SAN SALVADOR SAN SALVADOR San Salvador
## 1901 SAN SALVADOR SAN SALVADOR San Salvador
## 1902 SAN SALVADOR SAN SALVADOR San Salvador
## 1903 SAN SALVADOR SAN SALVADOR San Salvador
## 1904 SAN SALVADOR SAN SALVADOR San Salvador
## 1905 SAN SALVADOR SAN SALVADOR San Salvador
## 1906 SAN SALVADOR SAN SALVADOR San Salvador
## 1907 SAN SALVADOR SAN SALVADOR San Salvador
## 1908 SAN SALVADOR SAN SALVADOR San Salvador
## 1909 SAN SALVADOR SAN SALVADOR San Salvador
## 1910 SAN SALVADOR SAN SALVADOR San Salvador
## 1911 SAN SALVADOR SAN SALVADOR San Salvador
## 1912 SAN SALVADOR SAN SALVADOR San Salvador
## 1913 SAN SALVADOR SAN SALVADOR San Salvador
## 1914 SAN SALVADOR SAN SALVADOR San Salvador
## 1915 SAN SALVADOR SAN SALVADOR San Salvador
## 1916 SAN SALVADOR SAN SALVADOR San Salvador
## 1917 SAN SALVADOR SAN SALVADOR San Salvador
## 1918 SAN SALVADOR SAN SALVADOR San Salvador
## 1919 SAN SALVADOR SAN SALVADOR San Salvador
## 1920 SAN SALVADOR SAN SALVADOR San Salvador
## 1921 SAN SALVADOR SAN SALVADOR San Salvador
## 1922 SAN SALVADOR SAN SALVADOR San Salvador
## 1923 SAN SALVADOR SAN SALVADOR San Salvador
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## 1925 SAN SALVADOR SAN SALVADOR San Salvador
## 1926 SAN SALVADOR SAN SALVADOR San Salvador
## 1927 SAN SALVADOR SAN SALVADOR San Salvador
## 1928 SAN SALVADOR SAN SALVADOR San Salvador
## 1929 SAN SALVADOR SAN SALVADOR San Salvador
## 1930 SAN SALVADOR SAN SALVADOR San Salvador
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## 1932 SAN SALVADOR SAN SALVADOR San Salvador
## 1933 SAN SALVADOR SAN SALVADOR San Salvador
## 1934 SAN SALVADOR SAN SALVADOR San Salvador
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## 1937 SAN SALVADOR SAN SALVADOR San Salvador
## 1938 SAN SALVADOR SAN SALVADOR San Salvador
## 1939 SAN SALVADOR SAN SALVADOR San Salvador
## 1940 SAN SALVADOR SAN SALVADOR San Salvador
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## 1950 SAN SALVADOR SAN SALVADOR San Salvador
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## 1959 SAN SALVADOR SAN SALVADOR San Salvador
## 1960 SAN SALVADOR SAN SALVADOR San Salvador
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## 1967 SAN SALVADOR SAN SALVADOR San Salvador
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## 1970 SAN SALVADOR SAN SALVADOR San Salvador
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## 1974 SAN SALVADOR SAN SALVADOR San Salvador
## 1975 SAN SALVADOR SAN SALVADOR San Salvador
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## 1980 SAN SALVADOR SAN SALVADOR San Salvador
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## 1996 SAN SALVADOR SAN SALVADOR San Salvador
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## 1999 SAN SALVADOR SAN SALVADOR San Salvador
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## 2003 SAN SALVADOR SAN SALVADOR San Salvador
## 2004 SAN SALVADOR SAN SALVADOR San Salvador
## 2005 SAN SALVADOR SAN SALVADOR San Salvador
## 2006 SAN SALVADOR SAN SALVADOR San Salvador
## 2007 SAN SALVADOR SAN SALVADOR San Salvador
## 2008 SAN SALVADOR SAN SALVADOR San Salvador
## 2009 SAN SALVADOR SAN SALVADOR San Salvador
## 2010 SAN SALVADOR SAN SALVADOR San Salvador
## 2011 SAN SALVADOR SAN SALVADOR San Salvador
## 2012 SAN SALVADOR SAN SALVADOR San Salvador
## 2013 SAN SALVADOR SAN SALVADOR San Salvador
## 2014 SAN SALVADOR SAN SALVADOR San Salvador
## 2015 SAN SALVADOR SAN SALVADOR San Salvador
## 2016 SAN SALVADOR SAN SALVADOR San Salvador
## 2017 SAN SALVADOR SAN SALVADOR San Salvador
## 2018 SAN SALVADOR SAN SALVADOR San Salvador
## 2019 SAN SALVADOR SAN SALVADOR San Salvador
## 2020 SAN SALVADOR SAN SALVADOR San Salvador
## 2021 SAN SALVADOR SAN SALVADOR San Salvador
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## 2023 SAN SALVADOR SAN SALVADOR San Salvador
## 2024 SAN SALVADOR SAN SALVADOR San Salvador
## 2025 SAN SALVADOR SAN SALVADOR San Salvador
## 2026 SAN SALVADOR SAN SALVADOR San Salvador
## 2027 SAN SALVADOR SAN SALVADOR San Salvador
## 2028 SAN SALVADOR SAN SALVADOR San Salvador
## 2029 SAN SALVADOR SAN SALVADOR San Salvador
## 2030 SAN SALVADOR SAN SALVADOR San Salvador
## 2031 SAN SALVADOR SAN SALVADOR San Salvador
## 2032 SAN SALVADOR SAN SALVADOR San Salvador
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## 2034 SAN SALVADOR SAN SALVADOR San Salvador
## 2035 SAN SALVADOR SAN SALVADOR San Salvador
## 2036 SAN SALVADOR SAN SALVADOR San Salvador
## 2037 SAN SALVADOR SAN SALVADOR San Salvador
## 2038 SAN SALVADOR SAN SALVADOR San Salvador
## 2039 SAN SALVADOR SAN SALVADOR San Salvador
## 2040 SAN SALVADOR SAN SALVADOR San Salvador
## 2041 SAN SALVADOR SAN SALVADOR San Salvador
## 2042 SAN SALVADOR SAN SALVADOR San Salvador
## 2043 SAN SALVADOR SAN SALVADOR San Salvador
## 2044 SAN SALVADOR SAN SALVADOR San Salvador
## 2045 SAN SALVADOR SAN SALVADOR San Salvador
## 2046 SAN SALVADOR SAN SALVADOR San Salvador
## 2047 SAN SALVADOR SAN SALVADOR San Salvador
## 2048 SAN SALVADOR SAN SALVADOR San Salvador
## 2049 SAN SALVADOR SAN SALVADOR San Salvador
## 2050 SAN SALVADOR SAN SALVADOR San Salvador
## 2051 SAN SALVADOR SAN SALVADOR San Salvador
## 2052 SAN SALVADOR SAN SALVADOR San Salvador
## 2053 SAN SALVADOR SAN SALVADOR San Salvador
## 2054 SAN SALVADOR SAN SALVADOR San Salvador
## 2055 SAN SALVADOR SAN SALVADOR San Salvador
## 2056 SAN SALVADOR SAN SALVADOR San Salvador
## 2057 SAN SALVADOR SAN SALVADOR San Salvador
## 2058 SAN SALVADOR SAN SALVADOR San Salvador
## 2059 SAN SALVADOR SAN SALVADOR San Salvador
## 2060 SAN SALVADOR SAN SALVADOR San Salvador
## 2061 SAN SALVADOR SAN SALVADOR San Salvador
## 2062 SAN SALVADOR SAN SALVADOR San Salvador
## 2063 SAN SALVADOR SAN SALVADOR San Salvador
## 2064 SAN SALVADOR SAN SALVADOR San Salvador
## 2065 SAN SALVADOR SAN SALVADOR San Salvador
## 2066 SAN SALVADOR SAN SALVADOR San Salvador
## 2067 SAN SALVADOR SAN SALVADOR San Salvador
## 2068 SAN SALVADOR SAN SALVADOR San Salvador
## 2069 SAN SALVADOR SAN SALVADOR San Salvador
## 2070 SAN SALVADOR SAN SALVADOR San Salvador
## 2071 SAN SALVADOR SAN SALVADOR San Salvador
## 2072 SAN SALVADOR SAN SALVADOR San Salvador
## 2073 SAN SALVADOR SAN SALVADOR San Salvador
## 2074 SAN SALVADOR SAN SALVADOR San Salvador
## 2075 SAN SALVADOR SAN SALVADOR San Salvador
## 2076 SAN SALVADOR SAN SALVADOR San Salvador
## 2077 SAN SALVADOR SAN SALVADOR San Salvador

summary(precio_SV$price)

##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##    0.13   15.20   36.56   35.52   46.85  135.90

summary(precio_SV$unit)

##     45 KG     46 KG 50 Pounds     Libra 
##      6159       422       198       985

precio_SV %>%
  select(Municipality, market,price) %>%
  group_by(market) %>% 
  summarise(min = min(price, na.rm = TRUE),
            max = max(price, na.rm = TRUE),
            media = mean(price, na.rm = TRUE),
            mediana = median(price, na.rm = TRUE),
            desvio = sd(price, na.rm = TRUE))

## # A tibble: 14 × 6
##    market                 min   max media mediana desvio
##    <fct>                <dbl> <dbl> <dbl>   <dbl>  <dbl>
##  1 Ahuachapan            9.94 116    40.3    38.5   22.2
##  2 Chalatenango         10.1  121.   42.5    39.2   24.5
##  3 Cojutepeque          11.2  127    43.0    39.7   25.1
##  4 La Union             10.5  136.   43.4    40.2   24.5
##  5 National Average     11.8   92.7  42.4    43.3   18.3
##  6 San Francisco Gotera 11.5  125.   42.5    39.8   23.6
##  7 San Miquel           10.2  123.   41.3    39     23.3
##  8 San Salvador          0.13 134.   17.4    11.8   22.7
##  9 San Vicente          10.1  136.   43.0    39.4   25.9
## 10 Santa Ana            10.3  124    40.9    38.3   22.6
## 11 Sensuntepeque         9.85 132.   41.9    39.2   25.5
## 12 Sonsonate            10.3  122.   41.5    39     23.5
## 13 Usulutan             10.2  127.   41.9    39     23.6
## 14 Zacatecoluca          8.52 135.   43.2    39.2   26.1

precio_SV %>%
  select(date, market, commodity, price) %>%
  filter(market == "San Salvador") %>%
  filter(commodity == "Maize (white)") %>%
  filter(price > 10.00)

##           date       market     commodity price
## 1   15/01/2005 San Salvador Maize (white) 12.21
## 2   15/02/2005 San Salvador Maize (white) 12.13
## 3   15/03/2005 San Salvador Maize (white) 12.66
## 4   15/04/2005 San Salvador Maize (white) 13.43
## 5   15/05/2005 San Salvador Maize (white) 13.08
## 6   15/06/2005 San Salvador Maize (white) 13.29
## 7   15/07/2005 San Salvador Maize (white) 13.66
## 8   15/08/2005 San Salvador Maize (white) 12.77
## 9   15/09/2005 San Salvador Maize (white) 11.70
## 10  15/10/2005 San Salvador Maize (white) 12.42
## 11  15/11/2005 San Salvador Maize (white) 10.86
## 12  15/12/2005 San Salvador Maize (white) 10.56
## 13  15/01/2006 San Salvador Maize (white) 10.38
## 14  15/02/2006 San Salvador Maize (white) 10.16
## 15  15/03/2006 San Salvador Maize (white) 10.74
## 16  15/04/2006 San Salvador Maize (white) 11.07
## 17  15/05/2006 San Salvador Maize (white) 11.03
## 18  15/06/2006 San Salvador Maize (white) 11.72
## 19  15/07/2006 San Salvador Maize (white) 11.63
## 20  15/08/2006 San Salvador Maize (white) 11.63
## 21  15/09/2006 San Salvador Maize (white) 11.86
## 22  15/10/2006 San Salvador Maize (white) 11.44
## 23  15/11/2006 San Salvador Maize (white) 11.62
## 24  15/12/2006 San Salvador Maize (white) 11.00
## 25  15/01/2007 San Salvador Maize (white) 11.54
## 26  15/02/2007 San Salvador Maize (white) 12.82
## 27  15/03/2007 San Salvador Maize (white) 14.21
## 28  15/04/2007 San Salvador Maize (white) 15.03
## 29  15/05/2007 San Salvador Maize (white) 17.10
## 30  15/06/2007 San Salvador Maize (white) 20.13
## 31  15/07/2007 San Salvador Maize (white) 21.30
## 32  15/08/2007 San Salvador Maize (white) 20.26
## 33  15/09/2007 San Salvador Maize (white) 19.56
## 34  15/10/2007 San Salvador Maize (white) 17.85
## 35  15/11/2007 San Salvador Maize (white) 14.77
## 36  15/12/2007 San Salvador Maize (white) 15.15
## 37  15/01/2008 San Salvador Maize (white) 15.48
## 38  15/02/2008 San Salvador Maize (white) 15.70
## 39  15/03/2008 San Salvador Maize (white) 16.97
## 40  15/04/2008 San Salvador Maize (white) 17.97
## 41  15/05/2008 San Salvador Maize (white) 17.94
## 42  15/06/2008 San Salvador Maize (white) 20.00
## 43  15/07/2008 San Salvador Maize (white) 18.91
## 44  15/08/2008 San Salvador Maize (white) 18.52
## 45  15/09/2008 San Salvador Maize (white) 18.18
## 46  15/10/2008 San Salvador Maize (white) 16.76
## 47  15/11/2008 San Salvador Maize (white) 15.21
## 48  15/12/2008 San Salvador Maize (white) 16.02
## 49  15/01/2009 San Salvador Maize (white) 14.40
## 50  15/02/2009 San Salvador Maize (white) 14.54
## 51  15/03/2009 San Salvador Maize (white) 16.47
## 52  15/04/2009 San Salvador Maize (white) 16.70
## 53  15/05/2009 San Salvador Maize (white) 16.04
## 54  15/06/2009 San Salvador Maize (white) 15.60
## 55  15/07/2009 San Salvador Maize (white) 16.02
## 56  15/08/2009 San Salvador Maize (white) 15.81
## 57  15/09/2009 San Salvador Maize (white) 14.38
## 58  15/10/2009 San Salvador Maize (white) 13.55
## 59  15/11/2009 San Salvador Maize (white) 13.84
## 60  15/12/2009 San Salvador Maize (white) 13.09
## 61  15/01/2010 San Salvador Maize (white) 12.64
## 62  15/02/2010 San Salvador Maize (white) 13.01
## 63  15/03/2010 San Salvador Maize (white) 13.21
## 64  15/04/2010 San Salvador Maize (white) 13.41
## 65  15/05/2010 San Salvador Maize (white) 12.93
## 66  15/06/2010 San Salvador Maize (white) 13.21
## 67  15/07/2010 San Salvador Maize (white) 14.62
## 68  15/08/2010 San Salvador Maize (white) 14.87
## 69  15/09/2010 San Salvador Maize (white) 16.98
## 70  15/10/2010 San Salvador Maize (white) 15.32
## 71  15/11/2010 San Salvador Maize (white) 15.30
## 72  15/12/2010 San Salvador Maize (white) 15.44
## 73  15/01/2011 San Salvador Maize (white) 19.72
## 74  15/02/2011 San Salvador Maize (white) 20.56
## 75  15/03/2011 San Salvador Maize (white) 23.13
## 76  15/04/2011 San Salvador Maize (white) 25.57
## 77  15/05/2011 San Salvador Maize (white) 26.85
## 78  15/06/2011 San Salvador Maize (white) 32.16
## 79  15/07/2011 San Salvador Maize (white) 31.31
## 80  15/08/2011 San Salvador Maize (white) 31.69
## 81  15/09/2011 San Salvador Maize (white) 25.25
## 82  15/10/2011 San Salvador Maize (white) 21.10
## 83  15/11/2011 San Salvador Maize (white) 18.33
## 84  15/12/2011 San Salvador Maize (white) 18.60
## 85  15/01/2012 San Salvador Maize (white) 18.23
## 86  15/02/2012 San Salvador Maize (white) 17.67
## 87  15/03/2012 San Salvador Maize (white) 18.13
## 88  15/04/2012 San Salvador Maize (white) 17.75
## 89  15/05/2012 San Salvador Maize (white) 16.89
## 90  15/06/2012 San Salvador Maize (white) 16.88
## 91  15/07/2012 San Salvador Maize (white) 16.78
## 92  15/08/2012 San Salvador Maize (white) 18.20
## 93  15/09/2012 San Salvador Maize (white) 15.58
## 94  15/10/2012 San Salvador Maize (white) 14.50
## 95  15/11/2012 San Salvador Maize (white) 14.38
## 96  15/12/2012 San Salvador Maize (white) 14.50
## 97  15/01/2013 San Salvador Maize (white) 13.50
## 98  15/02/2013 San Salvador Maize (white) 13.31
## 99  15/03/2013 San Salvador Maize (white) 14.58
## 100 15/04/2013 San Salvador Maize (white) 14.75
## 101 15/05/2013 San Salvador Maize (white) 14.13
## 102 15/06/2013 San Salvador Maize (white) 15.38
## 103 15/07/2013 San Salvador Maize (white) 15.65
## 104 15/08/2013 San Salvador Maize (white) 15.38
## 105 15/09/2013 San Salvador Maize (white) 15.50
## 106 15/10/2013 San Salvador Maize (white) 14.69
## 107 15/11/2013 San Salvador Maize (white) 13.70
## 108 15/12/2013 San Salvador Maize (white) 12.92
## 109 15/01/2014 San Salvador Maize (white) 12.33
## 110 15/02/2014 San Salvador Maize (white) 13.00
## 111 15/03/2014 San Salvador Maize (white) 14.08
## 112 15/04/2014 San Salvador Maize (white) 14.42
## 113 15/05/2014 San Salvador Maize (white) 14.45
## 114 15/06/2014 San Salvador Maize (white) 16.69
## 115 15/07/2014 San Salvador Maize (white) 19.70
## 116 15/08/2014 San Salvador Maize (white) 21.33
## 117 15/09/2014 San Salvador Maize (white) 18.92
## 118 15/10/2014 San Salvador Maize (white) 18.45
## 119 15/11/2014 San Salvador Maize (white) 18.00
## 120 15/12/2014 San Salvador Maize (white) 17.58
## 121 15/01/2015 San Salvador Maize (white) 20.19
## 122 15/02/2015 San Salvador Maize (white) 20.10
## 123 15/03/2015 San Salvador Maize (white) 20.50
## 124 15/04/2015 San Salvador Maize (white) 20.35
## 125 15/05/2015 San Salvador Maize (white) 19.90
## 126 15/06/2015 San Salvador Maize (white) 20.17
## 127 15/07/2015 San Salvador Maize (white) 22.29
## 128 15/08/2015 San Salvador Maize (white) 20.68
## 129 15/09/2015 San Salvador Maize (white) 19.93
## 130 15/10/2015 San Salvador Maize (white) 19.14
## 131 15/11/2015 San Salvador Maize (white) 18.79
## 132 15/12/2015 San Salvador Maize (white) 18.35
## 133 15/01/2016 San Salvador Maize (white) 18.80
## 134 15/02/2016 San Salvador Maize (white) 19.09
## 135 15/03/2016 San Salvador Maize (white) 19.89
## 136 15/04/2016 San Salvador Maize (white) 19.81
## 137 15/05/2016 San Salvador Maize (white) 19.28
## 138 15/06/2016 San Salvador Maize (white) 19.03
## 139 15/07/2016 San Salvador Maize (white) 18.47
## 140 15/08/2016 San Salvador Maize (white) 18.49
## 141 15/09/2016 San Salvador Maize (white) 18.34
## 142 15/10/2016 San Salvador Maize (white) 16.49
## 143 15/11/2016 San Salvador Maize (white) 15.19
## 144 15/12/2016 San Salvador Maize (white) 14.17
## 145 15/01/2017 San Salvador Maize (white) 13.00
## 146 15/02/2017 San Salvador Maize (white) 12.43
## 147 15/03/2017 San Salvador Maize (white) 12.25
## 148 15/04/2017 San Salvador Maize (white) 12.34
## 149 15/05/2017 San Salvador Maize (white) 12.35
## 150 15/06/2017 San Salvador Maize (white) 12.15
## 151 15/07/2017 San Salvador Maize (white) 12.25
## 152 15/08/2017 San Salvador Maize (white) 12.03
## 153 15/09/2017 San Salvador Maize (white) 11.92
## 154 15/10/2017 San Salvador Maize (white) 12.14
## 155 15/11/2017 San Salvador Maize (white) 12.06
## 156 15/12/2017 San Salvador Maize (white) 11.87
## 157 15/01/2018 San Salvador Maize (white) 11.68
## 158 15/02/2018 San Salvador Maize (white) 11.91
## 159 15/03/2018 San Salvador Maize (white) 14.54
## 160 15/04/2018 San Salvador Maize (white) 15.21
## 161 15/05/2018 San Salvador Maize (white) 15.40
## 162 15/06/2018 San Salvador Maize (white) 17.48
## 163 15/07/2018 San Salvador Maize (white) 20.57
## 164 15/08/2018 San Salvador Maize (white) 22.66
## 165 15/09/2018 San Salvador Maize (white) 21.34
## 166 15/10/2018 San Salvador Maize (white) 18.43
## 167 15/11/2018 San Salvador Maize (white) 18.14
## 168 15/12/2018 San Salvador Maize (white) 17.71
## 169 15/01/2019 San Salvador Maize (white) 19.96
## 170 15/02/2019 San Salvador Maize (white) 20.30
## 171 15/03/2019 San Salvador Maize (white) 20.33
## 172 15/04/2019 San Salvador Maize (white) 20.12
## 173 15/05/2019 San Salvador Maize (white) 18.82
## 174 15/06/2019 San Salvador Maize (white) 18.60

precio_sv_limpio <- precio_SV %>%
  select(date, market, commodity, unit, price) %>%
  filter(market == "San Salvador") %>%
  filter(unit %in% c("45 KG")) %>%
  filter(commodity %in% c("Maize (white)"))

summary(precio_sv_limpio)

##          date                  market               commodity          unit    
##  15/01/2005:  1   San Salvador    :118   Beans (red)     :  0   45 KG    :118  
##  15/01/2006:  1   Ahuachapan      :  0   Beans (silk red):  0   46 KG    :  0  
##  15/01/2007:  1   Chalatenango    :  0   Maize (white)   :118   50 Pounds:  0  
##  15/01/2008:  1   Cojutepeque     :  0   Rice            :  0   Libra    :  0  
##  15/01/2009:  1   La Union        :  0   Sorghum         :  0                  
##  15/01/2010:  1   National Average:  0   Wheat flour     :  0                  
##  (Other)   :112   (Other)         :  0                                         
##      price      
##  Min.   :10.16  
##  1st Qu.:13.21  
##  Median :15.18  
##  Mean   :15.90  
##  3rd Qu.:17.82  
##  Max.   :32.16  
## 

Visualización

Luego, se trabajó en poder conocer los precios del maíz en el mercado central de la ciudad de San Salvador, primeramente se intentó crear un gráfico general que englobara los cambios presentados por fecha de captura de datos. Se utilizó un script diferente que tendría como nombre “Visualizacion”.

library(tidyverse)

library(ggplot2)
library(lubridate)

## Importar datos

source("scripts/ImportacionLimpieza.R")

ggplot(data = precio_sv_limpio,
       mapping = aes(y = price)) +
  geom_histogram(fill = "orange",
                 colour = "black",
                 alpha = 0.5)

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

El gráfico desarrollado no mostraba una tendencia congruente para poder realizar un análisis contundente sobre la fluctuación de precios, así que se trabajó en poder depurar nuevamente, enfocándose en lo siguiente: 1) conversión de la variable “date”, 2) conversión de las unidades, 3) división de análisis por quintal (45 KG) y libra (0.45 KGS). El resultado fue el siguiente:

maize_price <- precio_SV %>%
  select(date, market, commodity, unit, usdprice) %>%
  filter(commodity == "Maize (white)") %>%
  filter(market == "San Salvador") %>% 
  mutate(weights = factor(unit,
                          levels = c("45 KG","46 KG", "Libra"),
                          labels = c(100,101, 1)))

maize_price %>%
  count(weights)

##   weights   n
## 1     100 118
## 2     101  56
## 3       1 197

summary(maize_price)

##          date                  market               commodity          unit    
##  15/01/2006:  2   San Salvador    :371   Beans (red)     :  0   45 KG    :118  
##  15/01/2007:  2   Ahuachapan      :  0   Beans (silk red):  0   46 KG    : 56  
##  15/01/2008:  2   Chalatenango    :  0   Maize (white)   :371   50 Pounds:  0  
##  15/01/2009:  2   Cojutepeque     :  0   Rice            :  0   Libra    :197  
##  15/01/2010:  2   La Union        :  0   Sorghum         :  0                  
##  15/01/2011:  2   National Average:  0   Wheat flour     :  0                  
##  (Other)   :359   (Other)         :  0                                         
##     usdprice     weights  
##  Min.   : 0.13   100:118  
##  1st Qu.: 0.22   101: 56  
##  Median : 0.27   1  :197  
##  Mean   : 7.76            
##  3rd Qu.:15.35            
##  Max.   :32.16            
## 

str(maize_price$date)

##  Factor w/ 210 levels "15/01/2005","15/01/2006",..: 1 19 37 55 73 91 109 126 143 160 ...

head(maize_price$date)

## [1] 15/01/2005 15/02/2005 15/03/2005 15/04/2005 15/05/2005 15/06/2005
## 210 Levels: 15/01/2005 15/01/2006 15/01/2007 15/01/2008 ... 15/12/2021

str(maize_price$date)

##  Factor w/ 210 levels "15/01/2005","15/01/2006",..: 1 19 37 55 73 91 109 126 143 160 ...

maize_price <- maize_price %>%
  mutate(date = dmy(date))

summary(maize_price)

##       date                         market               commodity  
##  Min.   :2005-01-15   San Salvador    :371   Beans (red)     :  0  
##  1st Qu.:2009-05-15   Ahuachapan      :  0   Beans (silk red):  0  
##  Median :2013-03-15   Chalatenango    :  0   Maize (white)   :371  
##  Mean   :2013-04-17   Cojutepeque     :  0   Rice            :  0  
##  3rd Qu.:2017-01-30   La Union        :  0   Sorghum         :  0  
##  Max.   :2022-06-15   National Average:  0   Wheat flour     :  0  
##                       (Other)         :  0                         
##         unit        usdprice     weights  
##  45 KG    :118   Min.   : 0.13   100:118  
##  46 KG    : 56   1st Qu.: 0.22   101: 56  
##  50 Pounds:  0   Median : 0.27   1  :197  
##  Libra    :197   Mean   : 7.76            
##                  3rd Qu.:15.35            
##                  Max.   :32.16            
## 

maize_price %>%
  select(date, usdprice) %>%
  summarise(min = min(usdprice, na.rm = TRUE),
            max = max(usdprice, na.rm = TRUE),
            media = mean(usdprice, na.rm = TRUE),
            mediana = median(usdprice, na.rm = TRUE),
            desvio = sd(usdprice, na.rm = TRUE))

##    min   max    media mediana   desvio
## 1 0.13 32.16 7.760377    0.27 8.474687

summary(maize_price)

##       date                         market               commodity  
##  Min.   :2005-01-15   San Salvador    :371   Beans (red)     :  0  
##  1st Qu.:2009-05-15   Ahuachapan      :  0   Beans (silk red):  0  
##  Median :2013-03-15   Chalatenango    :  0   Maize (white)   :371  
##  Mean   :2013-04-17   Cojutepeque     :  0   Rice            :  0  
##  3rd Qu.:2017-01-30   La Union        :  0   Sorghum         :  0  
##  Max.   :2022-06-15   National Average:  0   Wheat flour     :  0  
##                       (Other)         :  0                         
##         unit        usdprice     weights  
##  45 KG    :118   Min.   : 0.13   100:118  
##  46 KG    : 56   1st Qu.: 0.22   101: 56  
##  50 Pounds:  0   Median : 0.27   1  :197  
##  Libra    :197   Mean   : 7.76            
##                  3rd Qu.:15.35            
##                  Max.   :32.16            
## 

maize_price <- maize_price %>%
  filter(weights == 100)


ggplot(maize_price, aes(x = date,
                        y = usdprice))+
  geom_col(aes(fill=usdprice),
           colour = "black",
           alpha = 0.5)+
  coord_flip()+
  labs(title = "Fluctuación de precios del maíz en San Salvador",
       subtitle = "en Quintales (45 kg o 100 libras)",
       x = "años",
       y = "precio en dolares",
       fill = "leyenda")

Los valores ya mostraban una tendencia de fluctuación de precios por año con respecto a la compra al por mayor que se realiza en el Mercado Central de San Salvador. Se tiene una tendencia al aumento en la estación seca de cada año(enero a abril), justo antes del inicio de la primera siembra (realizada entre los meses de mayo y junio). Sin embargo, existió un aumento atípico entre el 2011 al 2012. Al hacer una revisión sobre el por qué del aumento, se encuentra factores climáticos que afectaron a la producción a nivel regional, con un aumento del 112% en los precios de alimentos en El Salvador (4). No obstante, en la mayoría de los hogares salvadoreños se compra el producto al menudeo, en específico utilizando la libra (unidad inglesa que corresponde a 0.45 kilogramos). Para ello se decidió utilizar un gráfico de líneas para representar las fluctuaciones de precio. Cuya ventaja con respecto a la base de datos utilizada es que cuenta con información hasta el 2022. Se decidió realizar el proceso en un script diferente, siguiendo los mismos pasos.

library(tidyverse)

library(ggplot2)
library(lubridate)

## Importar datos

source("scripts/ImportacionLimpieza.R")

ggplot(data = precio_sv_limpio,
       mapping = aes(y = price)) +
  geom_histogram(fill = "orange",
                 colour = "black",
                 alpha = 0.5)

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

ggplot(data = precio_SV,
       mapping = aes(x = market,
                     y = price)) +
  geom_col()

maize_price <- precio_SV %>%
  select(date, market, commodity, unit, usdprice) %>%
  filter(commodity == "Maize (white)") %>%
  filter(market == "San Salvador") %>% 
  mutate(weights = factor(unit,
                          levels = c("45 KG","46 KG", "Libra"),
                          labels = c(100,101, 1)))

maize_price %>%
  count(weights)

##   weights   n
## 1     100 118
## 2     101  56
## 3       1 197

summary(maize_price)

##          date                  market               commodity          unit    
##  15/01/2006:  2   San Salvador    :371   Beans (red)     :  0   45 KG    :118  
##  15/01/2007:  2   Ahuachapan      :  0   Beans (silk red):  0   46 KG    : 56  
##  15/01/2008:  2   Chalatenango    :  0   Maize (white)   :371   50 Pounds:  0  
##  15/01/2009:  2   Cojutepeque     :  0   Rice            :  0   Libra    :197  
##  15/01/2010:  2   La Union        :  0   Sorghum         :  0                  
##  15/01/2011:  2   National Average:  0   Wheat flour     :  0                  
##  (Other)   :359   (Other)         :  0                                         
##     usdprice     weights  
##  Min.   : 0.13   100:118  
##  1st Qu.: 0.22   101: 56  
##  Median : 0.27   1  :197  
##  Mean   : 7.76            
##  3rd Qu.:15.35            
##  Max.   :32.16            
## 

str(maize_price$date)

##  Factor w/ 210 levels "15/01/2005","15/01/2006",..: 1 19 37 55 73 91 109 126 143 160 ...

head(maize_price$date)

## [1] 15/01/2005 15/02/2005 15/03/2005 15/04/2005 15/05/2005 15/06/2005
## 210 Levels: 15/01/2005 15/01/2006 15/01/2007 15/01/2008 ... 15/12/2021

str(maize_price$date)

##  Factor w/ 210 levels "15/01/2005","15/01/2006",..: 1 19 37 55 73 91 109 126 143 160 ...

maize_price <- maize_price %>%
  mutate(date = dmy(date))

summary(maize_price)

##       date                         market               commodity  
##  Min.   :2005-01-15   San Salvador    :371   Beans (red)     :  0  
##  1st Qu.:2009-05-15   Ahuachapan      :  0   Beans (silk red):  0  
##  Median :2013-03-15   Chalatenango    :  0   Maize (white)   :371  
##  Mean   :2013-04-17   Cojutepeque     :  0   Rice            :  0  
##  3rd Qu.:2017-01-30   La Union        :  0   Sorghum         :  0  
##  Max.   :2022-06-15   National Average:  0   Wheat flour     :  0  
##                       (Other)         :  0                         
##         unit        usdprice     weights  
##  45 KG    :118   Min.   : 0.13   100:118  
##  46 KG    : 56   1st Qu.: 0.22   101: 56  
##  50 Pounds:  0   Median : 0.27   1  :197  
##  Libra    :197   Mean   : 7.76            
##                  3rd Qu.:15.35            
##                  Max.   :32.16            
## 

maize_price %>%
  select(date, usdprice) %>%
  summarise(min = min(usdprice, na.rm = TRUE),
            max = max(usdprice, na.rm = TRUE),
            media = mean(usdprice, na.rm = TRUE),
            mediana = median(usdprice, na.rm = TRUE),
            desvio = sd(usdprice, na.rm = TRUE))

##    min   max    media mediana   desvio
## 1 0.13 32.16 7.760377    0.27 8.474687

summary(maize_price)

##       date                         market               commodity  
##  Min.   :2005-01-15   San Salvador    :371   Beans (red)     :  0  
##  1st Qu.:2009-05-15   Ahuachapan      :  0   Beans (silk red):  0  
##  Median :2013-03-15   Chalatenango    :  0   Maize (white)   :371  
##  Mean   :2013-04-17   Cojutepeque     :  0   Rice            :  0  
##  3rd Qu.:2017-01-30   La Union        :  0   Sorghum         :  0  
##  Max.   :2022-06-15   National Average:  0   Wheat flour     :  0  
##                       (Other)         :  0                         
##         unit        usdprice     weights  
##  45 KG    :118   Min.   : 0.13   100:118  
##  46 KG    : 56   1st Qu.: 0.22   101: 56  
##  50 Pounds:  0   Median : 0.27   1  :197  
##  Libra    :197   Mean   : 7.76            
##                  3rd Qu.:15.35            
##                  Max.   :32.16            
## 

maize_price <- maize_price %>%
  filter(weights == 1)

ggplot(maize_price, aes(x = date,
                        y = usdprice))+
  geom_line()+
  geom_point()

ggplot(maize_price, aes(x = date,
                        y = usdprice))+
  geom_line(aes(fill=usdprice),
           colour = "black",
           alpha = 0.8)+
  labs(title = "Fluctuación de precios del maíz en San Salvador",
       subtitle = "venta al por menor en libras (0.45 kgs)",
       x = "años",
       y = "precio en centavos de dolar",
       fill = "leyenda")

## Warning in geom_line(aes(fill = usdprice), colour = "black", alpha = 0.8):
## Ignoring unknown aesthetics: fill

En este gráfico se encuentra el mismo patrón de aumento de precios entre el año 2011 y 2012, sin embargo podemos encontrar fluctuaciones a la baja para el año 2018, así como alzas a partir del año 2021. Es importante mencionar el periodo de estabilidad de precios que hubo entre el año 2019 hasta finales del año 2020. Dado que esta gráfica muestra el precio minorista, se hace necesario tener los datos posteriores a 2014 para poder determinar la diferencia en cuanto a ganancia por quintal en la venta del maíz blanco. El alza a partir del año 2021 deberá integrar si existe una reducción en subsidios o de programas agrícolas que ya no amortiguan el precio del maíz.

Conclusión

El precio del maíz tiene implicaciones en la vida de los salvadoreños, al ser un producto esencial en la dieta de cada hogar. Es importante contextualizar otros impactos, ya sea de restricciones o de disminución en consumo para cubrir el precio del maíz en los picos más altos del precio. A pesar de que el estudio se enfocó en los precios de la capital del país (por la propia naturaleza del ejercicio), se debe considerar los impactos en zonas más empobrecidas del país (Chalatenango y Morazán).

Referencias

1. Ministerio de Agricultura y Ganadería (2012) Caracterización de la cadena productiva de maíz blanco en El Salvador. San Salvador
2. Menchú, T. (2011) Análisis de la situación alimentaria en El Salvador. Organización Panamerica de la Salud, Guatemala.
3. Food and Agriculture Organization of the United Nations (FAO) El Salvador, food prices. Web version: https://data.humdata.org/dataset/1613e0c6-2c59-4933-8001-0a08018bc2e5/resource/5010e6bc-8fdd-4911-98f5-b5b27f7ca223/download/consumer-price-indices_slv.csv
4. El Universo (2011) Precios del maíz amenazan la seguridad alimentaria en México y Centroamérica. Website: https://www.eluniverso.com/2011/07/29/1/1356/precios-maiz-amenazan-seguridad-alimentaria-mexico-centroamerica.html/