ESTADÍSTICA INFERENCIAL: Variables nominales
1 Carga de datos
## 'data.frame': 3550 obs. of 23 variables:
## $ Id : int 6786 6250 8220 6241 6216 6620 6262 6229 6201 6221 ...
## $ Dia : int 19 3 21 16 19 7 10 12 18 29 ...
## $ Mes : int 1 6 4 3 12 10 2 5 3 1 ...
## $ Año : chr "A" "1979" "2010" "1978" ...
## $ Nombre : chr "Arabian Gulf Spills; Persian Gulf, Kuwait" "IXTOC I; Bahia de Campeche, Mexico" "Deepwater Horizon; Gulf of Mexico" "Amoco Cadiz; Brittany, France" ...
## $ Ubicacion : chr "Persian Gulf, Kuwait" "Bahia de Campeche, Mexico" "Gulf of Mexico" "Brittany, France" ...
## $ Latitud : chr "29,5" "19,4083" "28,7367" "48,5833" ...
## $ Longuitud : chr "48" "-92,325" "-88,3872" "-4,71667" ...
## $ Amenaza : chr "Oil" "Oil" "Oil" "Oil" ...
## $ Etiquetas : chr "" "Collision" "" "Grounding" ...
## $ Tipo_de_crudo : chr "Kuwait crude oil" "IXTOC I crude oil" "Diesel, crude oil" "Arabian light crude, Iranian light crude, Bunker C" ...
## $ Cantidad_recuperada_superficie : int NA NA 1 NA NA NA NA NA NA NA ...
## $ Cantidad_recuperada_costas : int NA NA 1 NA NA NA NA NA NA NA ...
## $ Cantidad_tratada_biologicamente : int 1 NA 1 1 NA NA NA NA NA NA ...
## $ Cantidad_dispersada_quimicamente: int NA 1 1 1 NA NA NA 1 1 1 ...
## $ Cantidad_quemada : int NA 1 1 NA NA NA NA 1 1 1 ...
## $ Maximo_liberacion_galones : int 336000009 NA 205000000 68000017 NA NA NA 9240000 36100000 NA ...
## $ Barreras_de_contencion_flotantes: int 35 12 182 17 3 3 7 8 5 6 ...
## $ Causa_principal : chr "Daño del tanque " "Incendio y explosion " "Incendio y explosion " "Daño del tanque " ...
## $ Volumen_derramados_galones : chr "336.000.000" "365.000.000" "600.000.000" "68.000.000" ...
## $ Respuesta_actual_galones : chr "336000000" "252000000" "168000000" "68700000" ...
## $ Fuente_respuesta : chr "description and posts" "posts" "description" "posts" ...
## $ etiqueta_actualizacion : chr "RA updated" "RA newly acquired" "RA updated" "RA updated" ...2 Amenaza
2.1 Tabla de distribución de frecuencias
Amenaza <- datos$Amenaza
TDFamenazas <- table(Amenaza)
Tabla <- as.data.frame(TDFamenazas)
colnames(Tabla)[colnames(Tabla) == "Freq"] <- "ni"
fo_norm <- Tabla$ni/sum(Tabla$ni)
fo<- fo_norm*100
sum(fo) ## [1] 100Tabla <- data.frame(Tabla, fo)
total_ni <- sum(Tabla$ni)
total_fo <- sum(Tabla$fo)
fila_total <- data.frame(Amenaza = "Total", ni = total_ni, fo = total_fo)
Tabla <- rbind(Tabla, fila_total)
Tabla## Amenaza ni fo
## 1 Chemical 8 0.2253521
## 2 Oil 2562 72.1690141
## 3 Other 19 0.5352113
## 4 Unknown 961 27.0704225
## 5 Total 3550 100.00000002.2 Gráficos
# Ajustar márgenes
par(mar = c(8, 4, 3, 2))
# Frecuencia Absoluta
barplot(TDFamenazas,
main = "Distribución de Amenazas en los derrames a Nivel Global",
cex.main = 0.4,
xlab = "Amenaza",
ylab = "Cantidad",
col = "aquamarine",
las = 3,
cex.names = 0.8,
cex.axis = 0.9,
cex.main = 1.2,
ylim = c(0, max(TDFamenazas) * 1.2),
border = "black")
mtext("", side = 1, line = 5, cex = 1.1)
abline(h = pretty(range(TDFamenazas), n = 5), col = "gray85", lty = "dotted")
# Frecuencia Relativa
porcentajes <- TDFamenazas / sum(TDFamenazas) * 100
barplot(porcentajes,
main = "Distribución porcentual de Amenazas de Derrames a Nivel Global",
cex.main = 0.4,
xlab = "Amenaza",
ylab = "Porcentaje",
col = "aquamarine3",
las = 3,
cex.names = 0.8,
cex.axis = 0.9,
cex.main = 1.2,
ylim = c(0, max(porcentajes) * 1.2),
border = "black")
mtext("", side = 1, line = 5, cex = 1.1)
abline(h = pretty(range(porcentajes), n = 5), col = "gray85", lty = "dotted")
2.3 Probabilidad
P_Amenaza <- Tabla$ni / sum(Tabla$ni)
P_Amenaza <- P_Amenaza[Tabla$Amenaza != "Total"]
nombres_amenaza <- Tabla$Amenaza[Tabla$Amenaza != "Total"]
prob_amenaza_porcentaje <- round(P_Amenaza * 100, 2)
bp <- barplot(P_Amenaza,
main = " Distribución de Probabilidad de Amenazas de Derrames a nivel Global",
cex.main = 1,
xlab = "Amenaza",
ylab = "Probabilidad",
col = "aquamarine4",
names.arg = nombres_amenaza,
las = 3,
cex.names = 0.8)
mtext("", side = 1, line = 5, cex = 1.1)
abline(h = pretty(range(P_Amenaza), n = 5), col = "gray85", lty = "dotted")
##¿Cuál es la probabilidad de que un derrame ocurriera por aceite?
amenaza_objetivo <- "Oil"
probabilidad_amenaza <- round(
(Tabla$ni[Tabla$Amenaza == amenaza_objetivo] / sum(Tabla$ni[Tabla$Amenaza != "Total"])) * 100,
1)
print(paste("La probabilidad es de:", probabilidad_amenaza, "%"))## [1] "La probabilidad es de: 72.2 %"3 Ubicación
3.1 Tabla de distribución de frecuencias
Ubicacion <- datos$Ubicacion
TDFubicaciones <- table(Ubicacion)
Tabla <- as.data.frame(TDFubicaciones)
colnames(Tabla)[colnames(Tabla) == "Freq"] <- "ni"
fo_norm <- Tabla$ni/sum(Tabla$ni)
fo<- fo_norm*100
sum(fo) ## [1] 100Tabla <- data.frame(Tabla, fo)
total_ni <- sum(Tabla$ni)
total_fo <- sum(Tabla$fo)
fila_total <- data.frame(Ubicacion = "Total", ni = total_ni, fo = total_fo)
Tabla <- rbind(Tabla, fila_total)
Tabla## Ubicacion
## 1
## 2 St Lawrence Island, Alaska
## 3 Venice, LA
## 4 "The Race," Long Island Sound, Fishers Island, New York
## 5 )ffshore Pompano Beach, FL
## 6 ~13 mile offshore of Grand Isle, LA
## 7 ~20 miles east of Sabine Pass, TX
## 8 ~4 miles SW of Indian Pass, FL
## 9 1 River Rd, Staten Island, NY 10314, USA
## 10 1, LA, USA
## 11 1.5 miles North of Tatoosh Island, WA
## 12 1.5 miles SSW Mexico Beach, FL
## 13 1.5 NM off Pointe dŸ??Esny, Mauritius
## 14 1.7nm off Morro Bay, CA
## 15 10 miles from Long Beach, Wa
## 16 10 miles Off Cumberland Island, Ga
## 17 10 miles SE of San Clemente Island, CA
## 18 100 mi w of Adak Is in Amchitka Pass
## 19 100 yards off the South Jetty, Entrance Channel, Humboldt Bay, CA
## 20 1001 Kalakaua Ave, Honolulu, HI 96815, USA
## 21 1001 Roeder Ave, Bellingham, WA 98225, USA
## 22 101 North Basin Road, The Dalles, OR 97058
## 23 101 Ocean Lake Way, Ocean Shores, WA 98569, USA
## 24 1030 Broadway, Revere, MA 02151, USA
## 25 105 Queen St W, Sault Ste. Marie, ON P6A 1Y6, Canada
## 26 1069 St Clair Pkwy, Mooretown, ON N0N 1M0, Canada
## 27 10mi east of Bull's Bay SC
## 28 11 miles E of the Mississippi River delta, Louisiana
## 29 11 miles south Mobile Bay Gulf of Mexico
## 30 11 nm Offshore, LA
## 31 111 Red Bluff Rd, Pasadena, TX 77506, USA
## 32 1116 W Railroad St, Duluth, MN 55802, USA
## 33 112 SE of Texas City, TX
## 34 11270 N Bay Blvd, Newport, OR 97365
## 35 1145 N St Clair St, Painesville, OH 44077, USA
## 36 1151 Florida A1A, Fort Lauderdale, FL 33304, USA
## 37 11675 Commerce St, Bayonne, NJ 07002, USA
## 38 1169-1181 LA-44, Reserve, LA 70084, USA
## 39 12 miles NE of Nevis Island (British), eastern Caribbean
## 40 12 miles southwest of Point Conception, California
## 41 12 Saltmarsh Rd, Fairhaven, MA 02719, USA
## 42 120 nm south of Morgan City, LA
## 43 120nm W. of Unalaska Is., Bering Sea, AK
## 44 1219 1st St, Saginaw, MI 48601, USA
## 45 124 NM Offshore, LA
## 46 13 Baxter Rd, Nantucket, MA 02554, USA
## 47 130 miles SE of Galveston Texas
## 48 130 miles south of St Croix, USVI
## 49 1317 SW Spokane St, Seattle, WA 98134, USA
## 50 13201 Patterson Rd, New Orleans, LA 70131, USA
## 51 140 nm WNW St Matthew Island
## 52 14nm off San Diego, CA
## 53 14nm Offshore, LA
## 54 15 miles off Barataria Bay
## 55 15 miles southwest of the Farallons Islands
## 56 15 nm SW of Marsh I., La.
## 57 1525 Bayville St, Norfolk, VA 23503, USA
## 58 15330 Canal Bank Rd, Lemont, IL 60439, USA
## 59 15613 George Washington Memorial Hwy, Saluda, VA 23149, USA
## 60 16 Albatross St, Woods Hole, MA 02543, USA
## 61 16 miles north of Venice, LA
## 62 1619 N River St, Portland, OR
## 63 164-198 Eastern Point Blvd, Gloucester, MA 01930, USA
## 64 17 m south of Long Island, NY
## 65 17 mi Off Cameron, LA
## 66 17 miles offshore; Port Arthur, TX
## 67 17 Miles SE of Dog Island, FL
## 68 175 Sports Marina Rd, Venice, LA 70091, USA
## 69 18 Rocky Point Rd, Norwalk, CT 06853, USA
## 70 1801 S Gulfway Dr, Port Arthur, TX 77640, USA
## 71 1835 S Carferry Dr, Milwaukee, WI 53207, USA
## 72 1850 Ocean Shore Blvd, Ormond Beach, FL 32176, USA
## 73 18859 Hwy 23, Port Sulphur, LA 70083, USA
## 74 19 miles offshore MS River Delta, LA
## 75 19 miles west of Tarpon Springs, FL
## 76 1942 Independence Parkway, Deer Park, TX
## 77 19823 E Pierre Row, De Tour Village, MI 49725, USA
## 78 2 Ferry Wharf, Newburyport, MA, USA
## 79 2 mi E of Gloucester, MA
## 80 2 miles east of Pascagoula River
## 81 2 miles offshore Louisiana
## 82 2 miles south of Bayou La Batre, AL
## 83 2 Myrtle Ave, South Portland, ME 04106, USA
## 84 2 nm from Breton Is, LA
## 85 2.7 miles off Coos Bay, Oregon
## 86 20 mi Off Galveston, TX
## 87 20 mi Offshore LA
## 88 20 miles due south of Galveston, Texas
## 89 20 Miles South of S. Hampton Long Island
## 90 20111 Rio Villa Dr, Houston
## 91 20806 President Point Rd NE, Kingston, WA 98346, USA
## 92 2153 Lockport Olcott Rd, Burt NY 14028, USA
## 93 21nm south of Mobile Bay, AL
## 94 21st St S W, Medora, ND 58645, USA
## 95 22 miles NE of Dry Tortugas, FL
## 96 2258 LA-1, Grand Isle, LA 70358, USA
## 97 23 miles east of St Johns, US Virgin Islands
## 98 23 nautical miles west of Southwest Pass, Louisiana, Gulf of Mexico
## 99 2300 N Twin City Hwy, Nederland, TX 77627, USA
## 100 2310 LA-44, Reserve, LA 70084, USA
## 101 23627 LA-1, Golden Meadow, LA 70357, USA
## 102 238 miles south of Pensacola, FL GOM
## 103 24 NM offshore Tampa, FL
## 104 24 Water St, Lubec, ME 04652, USA
## 105 2400 Skyline Way, Anacortes, WA 98221, USA
## 106 2425 24th Ave E, Superior, WI 54880, USA
## 107 25 miles north of Havana, Cuba
## 108 25 miles north of Maputo, Mozambique, 6 miles offshore
## 109 25 miles off the coast of Texas near Freeport
## 110 25 miles south of Calcasieu Pass, LA
## 111 25 NM south of Point Sur, CA
## 112 250 km NW of Qatar, 140 km N of Saudi Arabia, Gulf of Arabia
## 113 26 miles Offshore Tampa, FL
## 114 26-02 1st St, Long Island City, NY 11102, USA
## 115 27 Norfolk Southern Terminal Dr, Norfolk, VA 23508, USA
## 116 2789 Potters Rd, Virginia Beach, VA 23452, USA
## 117 2800-2898 St Goar St, Dickinson, TX 77539, USA
## 118 28nmi SE of west side ofMiss R. Delta, LA
## 119 29 Great River Rd, Wickliffe, KY 42087, USA
## 120 29 miles southeast of Nantucket Island, Massachusetts
## 121 293 ME-103, York, ME 03909, USA
## 122 298 S Fort Lauderdale Beach Blvd, Fort Lauderdale, FL 33316, USA
## 123 2980 Nimitz Rd, Long Beach, CA 90802, USA
## 124 3 MN east of Cape Hatteras, NC
## 125 3 Williams Ave, Mystic, CT 06355, USA
## 126 3/4 mile offshore east of Calcasieu Entrance
## 127 30 mi ENE of Miami, FL
## 128 30 miles off New Jersey Coast
## 129 30 miles south of Eastern Long island, NY
## 130 30 miles W. of La Push, WA
## 131 30 nm east of Kaneohe Bay, Oahu, HI 96770, USA
## 132 30 NM West of San Diego, CA
## 133 300 miles off Galveston, Tx
## 134 3010 Waldheim Dr, Port Huron, MI 48060, USA
## 135 3051 Bayou Dularge Rd, Theriot, LA 70397, USA
## 136 30nm off Galveston , TX
## 137 31 miles east of Delaware
## 138 31 nm south of Isle Dernieres
## 139 32 mile west of Grays Harbor, WA
## 140 32 miles WSW of Naples, FL
## 141 324 N 1st Ave, Sturgeon Bay, WI 54235, USA
## 142 3301 columbus blvd philadelphia, PA
## 143 3400 Senn St, San Diego, CA
## 144 342-360 S Riverside Dr, Neptune City, NJ 07753, USA
## 145 35 miles east of Port Aransas, TX
## 146 35 miles West of Pacifica, CA
## 147 35 NM NE of Crooked Islands, Bahamas
## 148 36 miles north of Arecebo, Puerto Rico
## 149 37 Berkeley St, Stamford, CT 06902, USA
## 150 37 NM East of Provincetown, MA
## 151 37 NM West of Point Loma, San Diego, CA
## 152 37 Pratt St, Essex, CT 06426, USA
## 153 370 Crystal Bay Dr, Amherstburg, ON N9V 4B2, Canada
## 154 371 Craneway Street Newark, NJ
## 155 3812 28th Pl NE, Everett, WA 98201
## 156 385 Paradise Ln, Larose, LA 70373, USA
## 157 399 Bay 38 St, Brooklyn, NY 11214, USA
## 158 3NM West of Cape Disappointment, WA
## 159 3XFH+5M Ocracoke, NC, USA
## 160 40 miles east of Port Isabel, Texas
## 161 40 miles off Grand Isle, LA
## 162 40 miles south of Dominican Republic
## 163 40 miles south of Nantucket
## 164 40 nm NW of Akutan Island, AK
## 165 40 NM south of Timbalier Bay, LA
## 166 40 NM West of Leadbetter Point, WA
## 167 400 miles north of Las Palmas, Canary Islands
## 168 400 yards W of the western Point Judith Harbor jetty, southern Rhode Island
## 169 4006 LA-44, Mt Airy, LA 70076, USA
## 170 402 S 7th St, Garibaldi, OR 97118, USA
## 171 405 E 15th Street, Tacoma, WA 98421, USA
## 172 4116 34th Ave NE, Everett, WA 98201
## 173 42176 Twin Islands, Clayton, NY 13624, USA
## 174 425 Banks Ave, Superior, WI 54880, USA
## 175 4359 W Tank Farm Rd, Lake Charles, LA
## 176 45 50.47N/12357.78W
## 177 460 Washington Ave, Lorain, OH 44052, USA
## 178 48 miles east of Cape May, NJ
## 179 4804 LA-44, Mt Airy, LA 70076, USA
## 180 4905 Decamp, Lafitte, LA 70067, USA
## 181 5 mi south of Belle Pass, LA
## 182 5 miles E of Rohoboth, Delaware
## 183 5 miles east of Boston Harbor
## 184 5 nm off Santa Barbara, CA
## 185 5-7 mi s of Belle Pass, LA
## 186 50 miles east of Rockland, ME
## 187 50 miles west of Sanibel Island, FL
## 188 500 yards off West Palm Beach, Florida
## 189 503 Elk Street, Buffalo, NY 14210, USA
## 190 51 Port Terminal Blvd, Bayonne, NJ 07002, USA
## 191 525 Deer Harbor Rd, Eastsound, WA 98245
## 192 5265 Shilshole Ave NW, Seattle, WA 98107, USA
## 193 527 Wampler Dr, Charleston, SC 29412, USA
## 194 539 Harbor View Cir, Charleston, SC 29412, USA
## 195 55 miles offshore LA (GOM)
## 196 55 NM SE of Assateague Island, VA
## 197 550 Monster Rd SW, Renton, WA 98057
## 198 559 OR-22, Idanha, OR 97350, USA
## 199 59 nm north of Puerto Rico
## 200 5900 Hwy 225, Deer Park, TX 77536
## 201 5901 Terminal Dr, New Orleans, LA 70115, USA
## 202 5mi Offshore, LA
## 203 6 miles off SW corner of Puerto Rico
## 204 6 miles offshore of Port Arthur, TX
## 205 6 miles south of Umpqua R, OR
## 206 60 miles east of Cape Cod
## 207 60 miles S of Shinnecock, NY
## 208 60 NM offshore White Lake, LA
## 209 6400 Willow Grove Rd, Longview, WA 98632, USA
## 210 65 miles ENE of Durban, South Africa
## 211 65 miles off the Texas coast
## 212 6750 David Dr, Mackinaw City, MI 49701, USA
## 213 681 Smuggler Cove, Friday Harbor, WA
## 214 6G54+22 New Shoreham, RI, USA
## 215 7 miles south of Lafitte, LA
## 216 7 miles west of Fouchon, Louisiana
## 217 7 miles west of Half Moon Bay, CA
## 218 7 Oak Run, Kennebunkport, ME 04046, USA
## 219 7.5 nm off Tillamook Bay Or
## 220 70 nautical miles off Texas coast
## 221 70 Northern Ave, Boston, MA 02210, USA
## 222 70000 Overseas Hwy, Marathon, FL 33050, USA
## 223 70091, USA
## 224 703 Minnieford Ave, The Bronx, NY 10464, USA
## 225 70nm North of Adak Island, AK
## 226 75 Eastern Point Blvd, Gloucester, MA 01930, USA
## 227 75 nm south of Marsh I, La
## 228 7701 E Judge Perez Dr, Violet, LA 70092, USA
## 229 7714 Airport Blvd, Houston, TX 77061, USA
## 230 8 miles off Columbia River Bar
## 231 8 miles southeast of Bolivar Peninsula
## 232 8-10 miles south of Waikiki Beach, Honolulu, HI
## 233 80 Merrick Rd, Rockville Centre, NY 11570, USA
## 234 80 miles offshore Vermilion, LA
## 235 80 miles SE of Freeport, TX (offshore)
## 236 8025-8099 Crider Ln, Catlettsburg, KY 41129, USA
## 237 81200 Kallunki Rd, Clatskanie, OR 97016
## 238 815 Clonmell Rd, Paulsboro, NJ 08066, USA
## 239 82 miles SSE Cameron Pass Gulf of Mexico
## 240 821 Dock St, Tacoma, WA 98402, USA
## 241 83 NM South of Vieques Island, Puerto Rico
## 242 8307 LA-18, St James, LA 70086, USA
## 243 85 Waranka Rd, Rosburg, WA, 98643, USA
## 244 88 NM South of Andros Island, Bahamas
## 245 9 mi ENE of Vieques, PR
## 246 9 nm off Trinidad Head, CA
## 247 9 nm Offshore, Petit Bois Island, AL
## 248 9, LA, USA
## 249 90 miles offshore Louisiana
## 250 90 nm E of Gloucester, MA
## 251 90 nm west of Cape Foulweather, OR
## 252 936 S Central Ave, Medford, OR 97501, USA
## 253 95 miles east of St. Paul, Alaska
## 254 950 N Bauer Ln, Gilchrist, TX 77617, USA
## 255 99 Lock and Dam Rd, Dennis, MS 38838, USA
## 256 9998 Arrahatteck Trail, Henrico, VA 23231, USA
## 257 About 30 nm East of Main Pass, Miss R
## 258 Adak Island, Aleutian Isls, Alaska
## 259 Adak, Bering Sea, AK
## 260 Adak, AK
## 261 Admiralty Inlet, Puget Sound, WA
## 262 Admiralty Island, Alaska
## 263 Afognak Island, AK
## 264 Afognak Island, Alaska
## 265 Agattu Island, Alaska
## 266 Aghiyuk Island, W. Gulf of Alaska
## 267 Aguirre, Puerto Rico
## 268 AK
## 269 Akun Island, Aleutian Island Chain, Alaska
## 270 Akun Island, Aleutian Islands, Alaska
## 271 Akutan Isl., Eastern Aleutians, Alaska
## 272 Akutan Island, Aleutians East, AK
## 273 Akutan, Alaska
## 274 Alameda, CA
## 275 Alameda, California
## 276 Alaska Peninsula
## 277 Alaska Peninsula, Bering Sea side
## 278 Albany, New York
## 279 Albany, NY
## 280 Alcote Key,FL
## 281 Aleutian Island chain, Alaska
## 282 Aleutian Islands, Alaska
## 283 Alexandria, VA
## 284 Aliceville, Alabama
## 285 Alitak Bay, Alaska
## 286 Alki Point, Washington
## 287 Alligator River, Engelhard, North Carolina
## 288 Almedia, LA, USA
## 289 Alpena County, MI, USA
## 290 Alyeska Terminal, Port Valdez, Alaska
## 291 Ambrose Channel, New York
## 292 Ambrose Light, New York
## 293 Amchitka Pass, Alaska
## 294 Amchitka, Island, Aleutian Island Chain, Alaska
## 295 Amelia, LA
## 296 American Samoa
## 297 Amlia Island, Alaska
## 298 Anacortes, WA
## 299 Anacortes, Washington
## 300 Anacostia River, Washington, D.C.
## 301 Anahuac, TX
## 302 Anahuac, TX 77514, USA
## 303 Anchor Point, Alaska
## 304 Anchorage, AK
## 305 Anderson Air Force Base, Guam
## 306 Annapolis, Md
## 307 Annapolis, MD
## 308 Antarctic
## 309 Apalachicola, FL
## 310 app. 3.08nm E of Pass A Loutre
## 311 Apple Tree Cove
## 312 Approx 1nm off the West End of Santa Catalina Island, CA
## 313 Approx 8 miles offshore Atchafalaya Bay, Gulf of Mexico, LA
## 314 Approx. 45 NM west of Willapa Bay, WA
## 315 approx.170 miles offshore
## 316 Approximate 5 miles NE of Venice, LA
## 317 Approximately 12 NM W of Rockaway Beach, OR
## 318 Approximately 7 miles NW of Key West, FL
## 319 Apra Harbor, Guam
## 320 Arabian Gulf
## 321 Arcata Bay, Eureka, CA
## 322 Area F Rd, Highlands, NJ 07732, USA
## 323 Arthur Kill
## 324 Arthur Kill, New York
## 325 Arthur Kill, NJ
## 326 ARTHUR KILL, NJ/NY
## 327 Arthur Kill, NY
## 328 Arthur Kill, NY/NJ
## 329 Arthur Kill, Port Redding, New Jersey
## 330 Arthur Kill, Staten Island, New York
## 331 Arthur Kill, Staten Island, NY
## 332 Asbury Park, NJ
## 333 Ashland, LA, USA
## 334 Ashton, WV 25503, USA
## 335 Assateaque Island, MD
## 336 Astoria, OR
## 337 Astoria, OR, USA
## 338 Atchafalaya Basin, LA
## 339 Atchafalaya Bay, LA
## 340 Atchafalaya Bay, Louisiana
## 341 Atchafalaya River
## 342 Atchafalaya River Basin, LA
## 343 Atchaflaya Basin, Morgan City, LA
## 344 Atka Island, Aleutian Island Chain, Alaska
## 345 Atka Island, Aleutian Islands Chain
## 346 Atka, Alaska
## 347 Atlantic Beach, NY
## 348 Atlantic City, New Jersey
## 349 Atlantic Ocean
## 350 Atlantic Ocean off of North Carolina
## 351 Atlantic seaboard, US.
## 352 Atlantic White Cedar Swamp Trail, Wellfleet, MA 02667, USA
## 353 Aunuu Island, American Samoa
## 354 Aushnet River, MA
## 355 Avalon, CA
## 356 Avenel, NJ
## 357 Avery Point, CT
## 358 Avila Beach, CA
## 359 Avila Beach, San Luis Obispo Bay, California
## 360 Baby Island, AK
## 361 Bahamas
## 362 Bahia de Campeche, Mexico
## 363 Bahia de Guayanilla, Puerto Rico
## 364 Bahia Las Cabezas, Cabo San Juan, Puerto Rico
## 365 Bahia Las Minas, Panama
## 366 Bainbridge Island, WA
## 367 Bajo Nuevo Island, Kingston, Jamaica
## 368 Ballard Locks, Seattle, WA
## 369 Ballard, WA
## 370 Ballona Creek, CA
## 371 Baltimore Harbor, MD
## 372 Baltimore, Maryland
## 373 Baltimore, MD
## 374 Bandon, OR
## 375 Bandon, OR, USA
## 376 Bangladesh
## 377 Bangor Trident Base, WA, USA
## 378 Baniyas, Syria
## 379 Bantry Bay, Ireland
## 380 Baptiste Collette, LA
## 381 Bar Harbor, ME, USA
## 382 Barartaria Bay, LA
## 383 Barataria Bay
## 384 Barataria Bay, LA
## 385 Barataria Bay, Louisiana
## 386 Barataria Pass, Louisiana
## 387 Barataria, Louisiana
## 388 Barber's Point, Oahu
## 389 Barbers Point, Hawaii
## 390 Barbers Point, HI
## 391 Barbers Point, Oahu, HI
## 392 Barbuda, Trinidad
## 393 Barceloneta, PR
## 394 Barnegat Light, NJ
## 395 Barnegat Light, NJ, USA
## 396 Barnstable harbor, Cape Cod Bay, MA
## 397 Bateman Island, LA
## 398 Bateman Lake, Atchafalya Basin, LA
## 399 Bay City, Texas
## 400 Bay of Campeche, Mexico
## 401 Bay St Louis, MS
## 402 Bayboro, North Carolina
## 403 Bayfield County, WI, USA
## 404 Bayonne, New Jersey
## 405 Bayonne, NJ
## 406 Bayou Bernard, Louisiana
## 407 Bayou Bienvenue, New Orleans, LA, USA
## 408 Bayou Casotte, MS
## 409 Bayou Cassotte, Pascagoula, Mississippi
## 410 Bayou Chaland, Grand Terre Island, LA
## 411 Bayou Dupont, LA
## 412 Bayou Perot, LA
## 413 Bayou Perot, Lafitte, LA
## 414 Bayou Sorrel, LA
## 415 Bayou Sorrel, Louisiana
## 416 Bayou Tesh, Jeanerette, LA 70544
## 417 Baytown, Texas
## 418 Baytown, TX
## 419 Baytown, TX 77520, USA
## 420 Baytown, TX, USA
## 421 Beacon Marina, Solomons Island, Maryland
## 422 Beaufort Sea, AK
## 423 Beaufort Sea, Alaska
## 424 Beaumont, TX
## 425 Beaverton, OR
## 426 Beirut, Lebanon
## 427 Belle Chasse , LA 70036, USA
## 428 Belle Chasse, LA
## 429 Belle Isle, Detroit, MI 48207, USA
## 430 Belle Isle, LA
## 431 Belle Pass, Iberia Parish, LA
## 432 Belle Pass, Louisiana
## 433 Bellingham Bay, Washington
## 434 Bellingham, WA
## 435 Benedict,MD
## 436 Benicia, California
## 437 Bering Sea
## 438 Bering Sea Coastline, Alaska
## 439 Bering Sea, 300 Miles North of Adak Island
## 440 Bering Sea, AK
## 441 Bering Sea, Alaska
## 442 Bering Sea, Russia
## 443 Berth #7 in the Sitcum Waterway, Tacoma, WA
## 444 Berwick, Louisiana
## 445 Beverly, OH
## 446 Beyond the Continental Shelf
## 447 Big Porpoise Bay, Pamlico River, North Carolina
## 448 Big Sandy River, Catlettsburg, KY 41129, USA
## 449 Big Stone Anchorage, Delaware
## 450 Big Stone Anchorage, Delaware Bay
## 451 Big Stone Anchorage, Delaware Bay, Delaware
## 452 Big Sur, CA
## 453 Biloxi, MS, USA
## 454 Birch Point, WA
## 455 Biscayne Bay, Florida
## 456 Biscayne National Park
## 457 Black Bay, LA
## 458 Black Island, Maine
## 459 Blair Waterway, Tacoma, Washington
## 460 Bligh Reef, Prince William Sound, Alaska
## 461 Blind Pass, FL
## 462 BLNG SPG LKS, NC 28461, USA
## 463 Block Island Sound, Fishers Island, New York
## 464 Block Island Sound, NY
## 465 Block Island Sound, Rhode Island
## 466 Block Island, Rhode Island
## 467 Block Island, RI
## 468 Blocks 207 GOM, LA
## 469 Blocks 43, 47 GOM, LA
## 470 Boardwalk Run, Stuart, FL 34994, USA
## 471 Boca Raton, FL
## 472 Bodega Bay, CA
## 473 Bodega Head, CA
## 474 Bogue Sound, Morehead City, North Carolina
## 475 Bolivar Anchorage, Galveston, TX
## 476 Bolivar Peninsula, Gulf of Mexico
## 477 Bolivar Peninsula, TX
## 478 Bolivar Roads, Bolivar Peninsula, TX
## 479 Bolivar Roads, Galveston, TX
## 480 Bolivar, Texas
## 481 Bolona Creek, CA
## 482 Bonita Cove, Marin County, CA
## 483 Boothville-Venice, LA, USA
## 484 Boston Harbor, MA
## 485 Boston Harbor, Mass
## 486 Boston Inner Harbor, Massachusetts
## 487 Boston Outer Harbor
## 488 Boston, MA
## 489 Boston, Massachusets
## 490 Boston, Massachusetts
## 491 Braintree, Massachusetts
## 492 Brayton Point, Rhode Island
## 493 Brazoria County, TX, USA
## 494 Brazos Santiago Pass, TX
## 495 Bremerton, WA
## 496 Bremerton, Washington
## 497 Breton Islands in Breton Sound, Louisiana
## 498 Breton Sound
## 499 Breton Sound Block 32, LA
## 500 Breton Sound GOM, LA
## 501 Breton Sound LA, USA
## 502 Breton Sound, GOM
## 503 Breton Sound, LA
## 504 Breton Sound, LA 70041, USA
## 505 Breton Sound, LA Gulf of Mexico
## 506 Breton Sound, LA, USA
## 507 Breton Sound, Louisiana
## 508 Bridgeton, New Jersey
## 509 Brighton, MA
## 510 Bristol Bay AK
## 511 Bristol Bay, Bering Sea, Alaska
## 512 Brittany, France
## 513 Broadkill Beach, DE 19958, USA
## 514 Broadwater, VA, USA
## 515 Bromley, Kentucky
## 516 Brookings, OR
## 517 Brooks, Maine
## 518 Browns Inlet NC
## 519 Brownsville Marina, WA
## 520 Brownsville, MN Mississippi River
## 521 Brownsville, Texas
## 522 Brunswick, GA
## 523 Brunswick, GA 31323, USA
## 524 Brunswick, ME
## 525 Buchanan, NY
## 526 Buras-Triumph, LA, USA
## 527 Buras, LA, USA
## 528 Burlington County, New Jersey
## 529 Burton Beach, Quartermaster Harbor, WA
## 530 Bush Key, Dry Tortugas National Park, Florida
## 531 Buzzard Bay, MA
## 532 Buzzard's Bay
## 533 Buzzard's Bay, MA
## 534 Buzzards Bay, Falmouth, Massachusetts
## 535 Buzzards Bay, MA
## 536 BUZZARDS BAY, MA
## 537 Buzzards Bay, Massachusetts
## 538 Buzzards Bay, Massachusetts coast
## 539 Cabo Manglares, Colombia
## 540 Cabo Rojo, PR
## 541 Cabo Rojo, Puerto Rico
## 542 Cabo San Juan, Puerto Rico
## 543 Cabot Strait, Newfoundland
## 544 Cahokia Canal, Edwardsville, IL
## 545 Cahokia Canal, IL
## 546 Cajon Junction, California
## 547 Calcasieu River bar channel, 11 miles SE of Cameron, Louisiana
## 548 Calcasieu River, LA
## 549 Calcasieu Ship Channel, Cameron, LA 70631, USA
## 550 Calcasieu, LA
## 551 California Coast
## 552 Calumet River, Il
## 553 Cambridge, MA
## 554 Camden County, GA, USA
## 555 Cameron Parish, LA
## 556 Cameron Parish, Louisiana
## 557 Cameron, LA
## 558 Cameron, LA USA
## 559 Cameron, LA, USA
## 560 Cameron, Louisiana
## 561 Campeche, Gulf of Mexico
## 562 Canada, southeast of Cape Race, Newfoundland
## 563 Cape Adare, Antarctica
## 564 Cape Agulhas, South Africa
## 565 Cape Ann, Gloucester, Massachusetts
## 566 Cape Canaveral Port
## 567 Cape Canaveral, FL
## 568 Cape Canaveral, Florida
## 569 Cape Chacon, SE Alaska
## 570 Cape Charles, VA
## 571 Cape Cod
## 572 Cape Cod Bay,
## 573 Cape Cod Canal
## 574 Cape Cod Canal, Massachusetts
## 575 Cape Disappointment, Ilwaco, Washington
## 576 Cape Disappointment, WA, USA
## 577 Cape Elizabeth, Maine
## 578 Cape Fear River, Wilmington, North Carolina
## 579 Cape Flattery, WA
## 580 Cape Flattery, Washington
## 581 Cape Florida, FL
## 582 Cape Hatteras, NC
## 583 Cape Hatteras, North Carolina
## 584 Cape Henry, VA.
## 585 Cape Kumukahi, HI
## 586 Cape Lookout, NC
## 587 Cape Lookout, North Carolina
## 588 Cape May, New Jersey
## 589 Cape May, NJ
## 590 Cape Meares, OR
## 591 Cape Mendicino, CA
## 592 Cape Mendicino, California
## 593 Cape Mendocino, CA
## 594 Cape Nome, N side of Norton Sound
## 595 Cape Spencer, Alaska
## 596 Cape St. Francis, South Africa
## 597 Cape Ugat, NW side of Kodiak Island, Alaska
## 598 Captain's Bay, Dutch Harbor, Unalaska, Alaska
## 599 Captains Bay, Unalaska Island, Alaska
## 600 Caribbean Sea
## 601 Carquinez Straits, Martinez, California
## 602 Carr Inlet, Pierce County, WA, USA
## 603 Carrington Point, Santa Rosa Island, CA
## 604 Carrsville, KY 42081, USA
## 605 Carteret, New Jersey
## 606 Carteret, NJ
## 607 Caruthersville, MO 63830, USA
## 608 Casco Bay, Maine
## 609 Catahoula Lake, Alexandria, Louisiana
## 610 Catalina Island, CA
## 611 Catano, Puerto Rico
## 612 Cay Sal Bank, Bahamas
## 613 Cedar Island, Pamlico Sound, North Carolina
## 614 Cementown, NY
## 615 Central California
## 616 Central Coast, CA
## 617 Cervantes, Western Australia
## 618 Chalmette, LA, USA
## 619 Chalmette, Louisiana
## 620 Chambers County, TX
## 621 Chambers County, TX, USA
## 622 Chandeleur Islands, LA
## 623 Chandeleur Sound, LA
## 624 Chandelier Islands, LA
## 625 Channelview, Texas
## 626 Channelview, TX
## 627 Charleston County, SC, USA
## 628 Charleston Harbor, SC
## 629 Charleston Harbor, South Carolina
## 630 Charleston, SC
## 631 Charleston, South Carolina
## 632 Charlotte Amalie West, St. Thomas, USVI
## 633 Chassell, MI
## 634 Chauvin, LA 70344, USA
## 635 Cheboygan County, MI, USA
## 636 Chelsea Creek , Boston, MA
## 637 Chelsea Creek, MA
## 638 Cherry Point, WA
## 639 Chesapeake and Delaware (C&D) Canal
## 640 Chesapeake and Delaware Canal
## 641 Chesapeake Bay
## 642 Chesapeake Bay Bridge-Tunnel, Virginia
## 643 Chesapeake Bay, Maryland
## 644 Chesapeake Bay, MD
## 645 Chesapeake Bay, Northampton County, Virginia
## 646 Chesapeake Bay, Virginia
## 647 Chesapeake Bay, Virginia and Maryland
## 648 Chesapeake Island, Maryland
## 649 Chesapeake,Virginia
## 650 Cheshire, OH
## 651 Chester River, Kent Narrows
## 652 Chester River, MD
## 653 Chester, Missouri
## 654 Chesterfield, Virginia
## 655 Chicago Ship and Sanitary Canal, IL
## 656 Chicago, IL
## 657 Chile
## 658 Chincoteague Inlet, Chincoteague Shoals, VA
## 659 Chincoteague, VA, USA
## 660 Chiniak Bay, Kodiak, AK
## 661 Chiniak Bay, Kodiak, Alaska
## 662 Chocolate Bayou TX 77577, USA
## 663 Chocolate Bayou, TX
## 664 Christiana River, Delaware
## 665 Christiansted, St. Croix, U.S. Virgin Islands
## 666 Chukchi Sea
## 667 Clallam County, WA, USA
## 668 Clark's Point, AK
## 669 Clayton, NY
## 670 Clearwater River, ID
## 671 Cleveland, Ohio
## 672 Clifton Channel, Columbia River, Oregon
## 673 Clinton Street, Baltimore, Maryland
## 674 Clinton, Maryland
## 675 Coastal New Jersey, NJ
## 676 Coastal, LA
## 677 Cochrane Bay, Prince William Sound, Alaska
## 678 Coco Island Guam
## 679 Cocodrie, LA
## 680 Cocos Island, Guam
## 681 Cold Bay, Alaska
## 682 Cold Bay, Alaska Peninsula
## 683 Colgate Creek, Dundalk, Maryland
## 684 Columbia River
## 685 Columbia River at River Mile 170
## 686 Columbia River Entrance, OR
## 687 Columbia River Mile 30, WA
## 688 Columbia River Mouth
## 689 Columbia River, Astoria, OR
## 690 Columbia River, Longview, WA 98632, USA
## 691 Columbia River, OR
## 692 Columbia River, Oregon
## 693 Columbia River, WA
## 694 Commencement Bay, Tacoma, WA
## 695 COMMENCEMENT BAY, WA
## 696 Commencment Bay, Tacoma, WA
## 697 Conamicut Pt., Narragansett Bay
## 698 Condada, San Juan
## 699 Coney Island Creek, New York
## 700 Conneaut, OH, USA
## 701 Constable Hook, NY/NJ
## 702 Convent, LA, USA
## 703 Cook Inlet, Alaska
## 704 Cook Inlet, Nikiski, AK
## 705 Cooper River Charleston, SC
## 706 Coos Bay, OR
## 707 Copalis Beach, WA
## 708 Cordova, AK
## 709 Corpus Christi Bay, Texas
## 710 Corpus Christi Bay, TX
## 711 Corpus Christi, Texas
## 712 Corpus Christi, TX
## 713 Corpus Christi, TX , USA
## 714 Cottman Ave, Philadelphia, PA 19135, USA
## 715 Coupeville, Washington
## 716 Cox Bay, LA
## 717 Crab Bank, Charleston Harbor, SC
## 718 Crawfish Inlet, Sitka, AK
## 719 Crawford County, Pennsylvania
## 720 Crescent City, CA
## 721 Cromwell, Connecticut
## 722 Crystal River, FL
## 723 Cuba
## 724 Cultus Bay, Whidbey Island, Washington
## 725 Cultus Bay, Whidry Is, WA
## 726 Custer, WA
## 727 Customs House Marina, Hampton, Virginia
## 728 Cut Off, LA , USA
## 729 Cut Off, LA, USA
## 730 Cuttyhunk Island, MA
## 731 Cuttyhunk, MA
## 732 Cypremort Point State Park, LA
## 733 Cypress Cove Area, Venice, LA 70091, USA
## 734 Dagsboro, DE
## 735 Dalco Passage, Tacoma, WA
## 736 Dam Neck, Virginia
## 737 Dana Point, CA
## 738 Darien, Georgia
## 739 Darrow, Louisiana
## 740 Daulphin Island, AL
## 741 Dauphin Island, AL
## 742 Davant, LA
## 743 Dead Women Pass, Mississippi Delta, LA
## 744 Decatur Island, San Juan Islands, WA
## 745 Deer Island, Mississippi
## 746 Deer Park, Texas
## 747 Deerfield Beach, FL
## 748 Delaware Bay
## 749 Delaware Bay, DE
## 750 Delaware Bay, Delaware
## 751 Delaware Bay, NJ
## 752 Delaware Bay, Pennsylvania
## 753 Delaware City, DE
## 754 Delaware City, Delaware
## 755 Delaware River
## 756 Delaware River, Marcus Hook, DE
## 757 Delaware River, Marcus Hook, Pennsylvania
## 758 Delaware River, NJ/PA
## 759 Delaware River, Paulsboro, NJ
## 760 Delaware River, Pennsylvania
## 761 Delaware River, South of Marcus Hook, Pennsylvania
## 762 Delray Beach, Florida
## 763 Delta Farms, Barataria, LA
## 764 Delta Farms, LA
## 765 Delta NWR, LA
## 766 Delta NWR, Plaquemines, LA
## 767 Delta Wildlife Refuge, Louisiana
## 768 Depoe Bay, OR
## 769 Deptford, New Jersey
## 770 Des Allemands, LA, USA
## 771 Des Moines Creek, WA
## 772 Des Moines, Washington
## 773 Detroit River, near Detroit , MI
## 774 Detroit, MI
## 775 Detroit, Michigan
## 776 Devon, KS, USA
## 777 Diamond Shoal Light Tower, Cape Hatteras, NC
## 778 Diamond Shoals, Cape Hateras, NC
## 779 Dickerson Bay, Texas
## 780 Dickinson Bayou, TX
## 781 Dillingham, AK
## 782 Dillingham, AK, USA
## 783 Diomede Islands, AK
## 784 Diomede, AK 99762, USA
## 785 Dixon Entrance, Alaska
## 786 Dixon Entrance, southeast Alaska
## 787 Dixon Entrance, Southeast Alaska
## 788 Dock 20, Port of Cleveland, OH 44114, USA
## 789 Dominican Republic
## 790 Dominican Republic and Puerto Rico
## 791 Dora Bay, Alaska
## 792 Doughty Point, NW Orcas Island, WA
## 793 Douglassville, Pennsylvania
## 794 Dover Strait, Pas de Calais, English Channel
## 795 Downeast Maine
## 796 Drayton harbor
## 797 Dry Bay, Alaska
## 798 Dry Tortugas
## 799 Dry Tortugas, FL
## 800 Dry Tortugas, Gulf of Mexico, FL
## 801 Duck Key, Florida
## 802 Duluth, MN
## 803 Duluth, MN, USA
## 804 Dump Rd, Tangier, VA 23440, USA
## 805 Dundas Bay, Alaska
## 806 Dupont Creek, Juneau, AK, USA
## 807 Dutch Harbor, AK
## 808 Dutch Harbor, Alaska
## 809 Dutch Harbor, Aleutian Islands, Alaska
## 810 Duwamish River, Seattle, WA
## 811 Duwamish Waterway, WA
## 812 Dyes Inlet, Sinclari Inlet, Point White, Bremerton, WA
## 813 E coast of the United Arab Emirates near Fujaira in the Gulf of Oman
## 814 E, LA, USA
## 815 Eagle Cove, San Juan Island, WA
## 816 Eagle Harbor, WA
## 817 Eagle Point, Galveston, TX
## 818 East Bay, Venice, LA 70091, USA
## 819 East Breaks Area
## 820 East Breaks, Gulf of Mexico
## 821 East Cameron Block 373, GOM
## 822 East Cameron Block, TX
## 823 East China Sea
## 824 East Coast, US
## 825 East Cote Blanche Bay, LA
## 826 East Cox Bay, LA
## 827 East end of Santa B. Channel, Ca.
## 828 East Long Island Sound
## 829 East matagorda Island, TX
## 830 east of Delta National Wildlife Refuge, Louisiana
## 831 East of Pass A Loutre, LA
## 832 East Providence, RI
## 833 East River, Hallets Point
## 834 East River, New York
## 835 East Rockaway Inlet
## 836 East Rockaway Inlet, NY
## 837 East Rockway Inlet, NY
## 838 East San Francisco Bay, CA
## 839 East side of Sabine Lake, LA
## 840 East Timbalier Island, LA
## 841 East Timebalier Island, LA
## 842 Eastern Long Island Sound
## 843 Eastern Santa Barbara Channel, CA
## 844 Eastern Shore, Virginia
## 845 Eastport, Maine
## 846 Eastsound, WA 98245, USA
## 847 Eastsound, WA, USA
## 848 Ecuador
## 849 Edgewater, NJ
## 850 Edisto Island, SC, USA
## 851 Edmonds, WA
## 852 Edwardsburgh/Cardinal, Canada
## 853 Egegik, AK
## 854 Egegik, Alaska
## 855 Ekuk, AK
## 856 Eleuthera Island, Bahamas
## 857 Eliason Harbor, Sitka, AK
## 858 Elizabeth Port, NJ
## 859 Elizabeth River
## 860 Elizabeth River in downtown Norfolk, VA
## 861 Elizabeth River, Norfolk, Virginia
## 862 Elizabeth River, Portsmouth, Virginia
## 863 Elizabeth River, Virginia
## 864 Elizabeth, New Jersey
## 865 Elk River, Chesapeake Bay
## 866 Elliott Bay, Seattle, WA
## 867 Emeryville, California
## 868 Empire Locks, LA
## 869 Empire, Louisiana
## 870 Encinitas, CA
## 871 Ensenada de Boca Vieja, San Juan, Puerto Rico
## 872 Ensenada Honda Bay, Puerto Rico
## 873 Ensenada, Mexico
## 874 Entrance San Juan Harbor, PR
## 875 entrance to Galveston Bay
## 876 Entrance to Grays Harbor, WA
## 877 Entrance to Sabine Jetty, TX
## 878 Entrance to St Mary's River, MI
## 879 Entrance to Strait of Juan de Fuca, Buoy J, Puget Sound, WA
## 880 Esperance, Western Australia
## 881 Eugene Island Block 142
## 882 Eugene Island Block 184
## 883 Eugene Island, Block 10, LA
## 884 Eugene Island, LA
## 885 Eureka, CA
## 886 Everett Point, Port Gardner, WA
## 887 Everett, MA
## 888 Everett, WA
## 889 Everett, Washington
## 890 Fairport Harbor, OH, USA
## 891 False Pass, AK
## 892 False Pass, Alaska
## 893 False River, San Joaquin River Delta, CA
## 894 Ferndale, WA
## 895 Ferndale, Washington
## 896 Ferry Dock, Sault Ste. Marie, MI 49783, USA
## 897 Fire Island, NY
## 898 First Narrows, Strait of Magellan
## 899 Fish Harbor, San Pedro, CA
## 900 Fishers Island, NY
## 901 FL
## 902 Flora-Bama, Perdido Key, FL
## 903 Floreffe, Pennsylvania
## 904 Florence, OR
## 905 Florida
## 906 Florida coast, FL
## 907 Florida Everglades
## 908 Florida Keys
## 909 Florida Keys, FL
## 910 Florida Keys, Florida
## 911 Fore River Parkway Trail, Fore River Parkway Trail, Portland, ME 04102, USA
## 912 Forest River, Savannah, Ga
## 913 Fort Canby State Park, Baker Bay, Washington
## 914 Fort Eustis, Virginia
## 915 Fort Lauderdale, FL
## 916 Fort Lauderdale, Florida
## 917 Franklin, LA 70538, USA
## 918 Franklin, LA USA
## 919 Frechette Point, St Marys River, MI
## 920 Frederick Sound, Alaska
## 921 Freedom, Michigan
## 922 Freeport, Texas
## 923 Freeport, TX
## 924 French Frigate Shoals, Hawaii
## 925 Freshwater City, Louisiana
## 926 Friday Harbor, WA
## 927 Friday Harbor, Washington
## 928 Frisco, NC, USA
## 929 Frying Pan Shoals, North Carolina
## 930 FT LAUDERDALE BEACH, FL
## 931 Ft Lauderdale, FL
## 932 Ft Meyers. FL (offshore)
## 933 Ft. Lauderdale, FL
## 934 Fuji Beach, Kauai, HI
## 935 Funter Bay, Angoon, AK, USA
## 936 Galena, IL
## 937 Galeta Island, Canal Zone, Panama
## 938 Galliano, LA, USA
## 939 Gallows Bay St Croix USVI
## 940 Galveston Anchorage, TX
## 941 Galveston Bay
## 942 Galveston Bay, Texas
## 943 Galveston Bay, TX
## 944 GALVESTON BAY, TX
## 945 Galveston Bay, TX
## 946 Galveston Bay. Tx
## 947 Galveston Lightering Area, Gulf of Mexico
## 948 Galveston, Texas
## 949 Galveston, TX
## 950 Galveston, TX, USA
## 951 Gambell, AK
## 952 Gambell, Alaska
## 953 Garden Island Bay, LA
## 954 Garden Island Bay, Miss R Delta, LA
## 955 Garden Island Bay, Plaquemines, LA
## 956 Garibaldi, OR
## 957 Garyville, LA
## 958 Garyville, LA, USA
## 959 Geikie Rock in Glacier Bay National Park, Alaska
## 960 Genoa, Italy
## 961 George Inlet, Ketchikan, Alaska
## 962 George Inlet, SE Alaska
## 963 Georges Bank
## 964 Georges Clemenceau, Taolagnaro, Madagascar
## 965 Georgetown, South Carolina
## 966 Gibson Island, MD, USA
## 967 Gilchrist, Texas
## 968 Girdwood, AK 99587, USA
## 969 GIWW MM 245, Sulphur, LA 70665, USA
## 970 Glacier Bay National Park in southeast Alaska
## 971 Glacier Bay National Park, Alaska
## 972 Glacier Bay, northern extremity
## 973 Gleneden Beach
## 974 Glenwillard, PA, USA
## 975 Gloucester, MA
## 976 Golden Beach, FL
## 977 Golden Gate Bridge, San Francisco, California
## 978 Golden Meadow, LA
## 979 Golden Medow, LA
## 980 Goleta Point, CA
## 981 Goleta, CA
## 982 GoM
## 983 GOM 60mi SE of Timbalier Bay, LA
## 984 GOM off Entrance to Calcasieu River
## 985 GOM off Matagorda Island TX
## 986 GOM, LA
## 987 GOM, Louisiana Coast
## 988 GOM, Mississippi Delta, LA
## 989 GOM, Off Belle Pass, LA
## 990 GOM, off Galveston, TX
## 991 GOM, South of FGBNMS
## 992 GOMEX south of Pensacola, FL
## 993 GOMEX, 13mi south of LA Coast
## 994 Government Cut, Port of Miami
## 995 Grand Bay LA 70091, USA
## 996 Grand Bay, LA
## 997 Grand Chenier, Louisiana
## 998 Grand Gosier, LA
## 999 Grand Isle Block 43, LA
## 1000 Grand Isle Block 93
## 1001 Grand Isle State Park
## 1002 Grand Isle, LA
## 1003 Grand Isle, LA, USA
## 1004 Grand Isle, Louisiana
## 1005 Grand Rapids, Minnesota
## 1006 Grand Tower, Illinois
## 1007 Grande Isle Block 37, LA
## 1008 Grande Isle, Louisiana
## 1009 Granite City, IL 62040, USA
## 1010 Granite Point oil field in Upper Cook Inlet, Alaska
## 1011 Granite Point, Upper Cook Inlet, Alaska
## 1012 Grass Bar Island, Copper River Delta, Gulf of Alaska
## 1013 Gravesend Bay, New York
## 1014 Gravina Island, AK
## 1015 Gray's Harbor, WA
## 1016 Grays Harbor Jetty, Westport, WA
## 1017 Grays Harbor, WA
## 1018 Grays Harbor, Washington
## 1019 Great Egg Harbor Inlet, NJ
## 1020 Great Hall, 310 Mount Washington Hotel Rd, Bretton Woods, NH 03575, USA
## 1021 Great Shoals, Wicomico river, MD
## 1022 Great Wicomico River
## 1023 Green Bay, WI
## 1024 Green Canyon Block 168, Offshore, LA
## 1025 Green Canyon Block 248, Gulf of Mexico
## 1026 Green Mountain, NC
## 1027 Green River, KY
## 1028 Greenbrae, California
## 1029 Greens Bayou, Houston Ship Channel, TX
## 1030 Greenup, KY
## 1031 Greenville, MS
## 1032 Gretna, LA
## 1033 Gretna, LA 70053, USA
## 1034 Gretna, LA, USA
## 1035 Grosse Ile, Michigan
## 1036 Grosse Pointe Park, MI
## 1037 Grounded near Sabine Entrance, TX
## 1038 Guam
## 1039 Guam, Pacific Ocean
## 1040 Guam, Ritidian Pt
## 1041 Guanajibo Ward, Cabo Rojo, Puerto Rico
## 1042 Guanica-Bahia de Guayanilla, Puerto Rico
## 1043 Guaracara River, Pointe-A-Pierre, Trinidad and Tobago
## 1044 Guayama, Puerto Rico
## 1045 Guayanilla Bay, PR
## 1046 Guayanilla harbor, Puerto Rico
## 1047 Guayanilla Harbor, Puerto Rico
## 1048 Guemes Channel, Shannon Point, Washington
## 1049 Guemes Island, Puget Sound, Washington
## 1050 Guimaras, Philippines
## 1051 Gulf Intracoastal Waterway, Mobile, AL
## 1052 Gulf of Alaska Off Dixon Entrance
## 1053 Gulf of Alaska, AK
## 1054 Gulf of Mex just off MISS R. SW Pass
## 1055 Gulf of Mexico
## 1056 Gulf of Mexico 25 miles south of Barataria Bay
## 1057 Gulf of Mexico 30mi SE of Grand Isle, LA
## 1058 Gulf of Mexico Lease Block Mississippi Canyon 252
## 1059 Gulf of Mexico off LA Coast
## 1060 Gulf of Mexico off Mississippi River Delta
## 1061 Gulf of Mexico south of Miss R. (LA)
## 1062 Gulf of Mexico south of Port Arthur, TX
## 1063 Gulf of Mexico south of Timbalier Island, LA
## 1064 Gulf of Mexico, 17 nmi west of Hernando Bch.
## 1065 Gulf of Mexico, 35 miles SSE of SW Pass, Mississippi
## 1066 Gulf of Mexico, 57 miles SE of Galveston, Texas
## 1067 Gulf of Mexico, Calcasieu Pass
## 1068 Gulf of Mexico, Cameron Parish, LA
## 1069 Gulf of Mexico, Galveston Lightering Zone
## 1070 Gulf of Mexico, Galveston, TX
## 1071 Gulf of Mexico, LA
## 1072 Gulf of Mexico, LA
## 1073 Gulf of Mexico, LA, USA
## 1074 Gulf of Mexico, Louisiana
## 1075 Gulf of Mexico, New Orleans, LA
## 1076 Gulf of Mexico, off Grand Isle, LA
## 1077 Gulf of Mexico, off LA
## 1078 Gulf of Mexico, off LA Coast
## 1079 Gulf of Mexico, Off Louisiana Coast
## 1080 Gulf of Mexico, Offshore Galveston, TX
## 1081 Gulf of Mexico, Offshore LA
## 1082 Gulf of Mexico, Offshore Lousiana
## 1083 Gulf of Mexico, Offshore, LA
## 1084 Gulf of Mexico, Ship Shoal, AL
## 1085 Gulf of Mexico, TX
## 1086 Gulf of Mexico, W of Flower Gardens NMS
## 1087 Gulf of Oman
## 1088 Gulf of Paria, Venezuela
## 1089 Gulf of the Farallones, CA
## 1090 Gulfport, MS
## 1091 HACKBERRY, LA
## 1092 Hackberry, LA,
## 1093 Hackberry, LA, USA
## 1094 Hackberry, Louisiana
## 1095 Hackensack, New Jersey
## 1096 Haddam, Connecticut
## 1097 Haiti
## 1098 Half Moon Bay, CA
## 1099 Half Moon Bay, CA 94019, USA
## 1100 Half Moon Bay, California
## 1101 Halfway Rock, Sakonnet, Rhode Island
## 1102 Hampton Roads, VA
## 1103 HAMPTON ROADS, VA
## 1104 Hampton Township, IL, USA
## 1105 Hampton Township, MI, USA
## 1106 Hampton, VA, USA
## 1107 Harbor Island, Seattle, WA
## 1108 Harkers Island, NC, USA
## 1109 Harlem River, New York, NY
## 1110 Harris County, TX, USA
## 1111 Harsens Island, MI
## 1112 Hart Island, New York
## 1113 Harwichport, Nantucket Sound, Massachusetts
## 1114 Hastings, Minnesota
## 1115 Hat Island, Everett, WA
## 1116 Hatteras Inlet, North Carolina
## 1117 Hatteras Island, North Carolina
## 1118 Hatteras Village, North Carolina
## 1119 Hatteras, NC, USA
## 1120 Hatteras, North Carolina
## 1121 Hawaii
## 1122 Hawaiian Islands
## 1123 Hawkins Island, Alaska
## 1124 Hayward, California
## 1125 Heather Island, Columbia Bay, AK
## 1126 Helena-West Helena, AR, USA
## 1127 Helena, AL, USA
## 1128 Helena, AR at Helena Bridge on Miss R.
## 1129 Hells Gate, East River, New York
## 1130 Hells Gate, NY Harbor, NY
## 1131 Herbert C. Bonner Bridge, Oregon Inlet, NC
## 1132 High Isl Block 98L, TX
## 1133 High Island, Texas
## 1134 High Island, TX
## 1135 Hillsboro Inlet, Florida
## 1136 Hilo, HI
## 1137 Hinchinbrook Entrance, Prince William Sound, Alaska
## 1138 Hobart Bay, AK
## 1139 Holden, North Carolina
## 1140 Homer, AK
## 1141 Honduras
## 1142 Honolua Bay, Maui
## 1143 Honolulu
## 1144 Honolulu County, HI, USA
## 1145 Honolulu Harbor near Piers 19 and 20, Honolulu, HI 96817, USA
## 1146 Honolulu Harbor, Hawaii
## 1147 Honolulu, Hawaii
## 1148 Honolulu, HI
## 1149 Honolulu, HI, USA
## 1150 Hood Canal, WA
## 1151 Hood Canal, Washington
## 1152 Hopedale Canal, South LA
## 1153 Hopewell, Virginia
## 1154 Hoquiam, WA 98550, USA
## 1155 Horn Island Channel, MS
## 1156 Horn Island MS
## 1157 Houma, LA
## 1158 Houma, Louisiana
## 1159 Houma, Louisiana,
## 1160 Housatonic River, Connecticut
## 1161 Houston Ship Channel, Bay Port, Texas
## 1162 Houston Ship Channel, Houston TX
## 1163 Houston Ship Channel, Texas
## 1164 Houston Ship Channel, TX
## 1165 Houston Ship Channel, TX, USA
## 1166 Houston, Texas
## 1167 HOUSTON, TX
## 1168 Houston/Galveston, TX
## 1169 Hudson River near Catskill, NY
## 1170 Hudson River off Saugerties, New York
## 1171 Hudson River, Edgewater, NJ
## 1172 Hudson River, New York
## 1173 Hudson River, NY
## 1174 Hueneme, CA
## 1175 Humber Estuary, England
## 1176 Humboldt Bay, California
## 1177 Humboldt Bay, California.
## 1178 Humboldt Bay, Ell River Basin, California
## 1179 Hungtington Harbor, NJ
## 1180 Huntington Beach, CA
## 1181 Huntington Beach, California
## 1182 Huntington, New York
## 1183 Huntington, West Virginia
## 1184 Huntington, WV 25704, USA
## 1185 Huron, OH
## 1186 Hyannis, MA
## 1187 Hydaburg, Prince of Wales Island, Alaska
## 1188 Hylebos Waterway, Tacoma, WA
## 1189 ICW at Colorado River, TX
## 1190 ICW near E Matagorda Bay, TX
## 1191 ICW near Horn Island Gulf of Mexico
## 1192 ICW, Houma, LA, USA
## 1193 ICW, LOUISIANA
## 1194 ICW, mile maker 341, TX
## 1195 Icy Bay, Northern Gulf of Alaska
## 1196 Idaho River, ID
## 1197 Ilwaco Harbor, WA
## 1198 Ilwaco Marina, WA
## 1199 Ilwaco, WA
## 1200 Ilwaco, WA, USA
## 1201 Indonesia
## 1202 Industrial canal locks, Andry St. Wharf, New Orleans, LA 70117, USA
## 1203 Ingleside, TX
## 1204 Inner Harbor, Corpus Christi, Texas
## 1205 Inside Barataria Bay, LA
## 1206 Intercoastal Waterway mile marker 292, near Port Arthur, TX
## 1207 Intermodal Dr, Jacksonville, FL 32226, USA
## 1208 Intracoastal Waterway, Great Bridge, Virginia
## 1209 IntraCoastal Waterway, NC
## 1210 Intracoastal Waterway, VA
## 1211 Inverness, CA 94937, USA
## 1212 Inverness, CA.
## 1213 Irish Sea, South Wales
## 1214 Isla de Mona, Caribbean
## 1215 Isla de Mona, Puerto Rico
## 1216 Isla Grande, Puerto Rico
## 1217 Islamorada, Florida Keys
## 1218 Isle Deniers, LA
## 1219 Isle of Palms, SC, USA
## 1220 Isle of Wight, England
## 1221 Isle Royale, Michigan
## 1222 Isles of Shoals, NH
## 1223 Istanbul, Turkey
## 1224 IVO Amak Isl Aleutian Isls, AK
## 1225 Jackolof Bay, Homer, Alaska
## 1226 Jacksonville, FL
## 1227 Jacksonville, FL, USA
## 1228 Jacksonville, Floria
## 1229 Jacksonville, Florida
## 1230 Jamaica Bay, New York, New York
## 1231 James River, Ft. Eustas, VA
## 1232 James River, New Port News
## 1233 James River, Newport News, Virginia
## 1234 James River, VA
## 1235 James River, Virginia
## 1236 Jay Bird Shoals, Wilmington, NC
## 1237 JD Murphree WMA, Port Arthur, TX
## 1238 Jeanerette, LA, USA
## 1239 Jefferson Co., TX
## 1240 Jefferson County, Harvey LA
## 1241 Jefferson, TX
## 1242 Johnson Bayou, LA between Port Arthur and Calcasieu R.
## 1243 Johnson Cove, AK
## 1244 Johnson Cove, Prince of Wales Island, Alaska
## 1245 Johnsons Bayou, LA
## 1246 Joliet, IL (Des Plaines River)
## 1247 Jones Beach SP, NY
## 1248 jonesport, maine
## 1249 Juneau, AK
## 1250 Juneau, Alaska
## 1251 Jupiter, FL
## 1252 Just offshore, village of Mekoryuk, N side Nunivak Island, Bering Sea
## 1253 Kake Harbor, Kake, AK 99830, USA
## 1254 Kaktovik, AK
## 1255 Kalama, WA
## 1256 Kamchatka Krai, Russia
## 1257 Kanagunut Island, Alaska
## 1258 Kapolei, HI
## 1259 Karluk, AK
## 1260 Kashega Bay, Unalaska Island, Alaska
## 1261 Kauai, HI
## 1262 Kayak Island, Alaska
## 1263 Kearny, New Jersey
## 1264 Kearny, NJ
## 1265 Keelung, Taiwan
## 1266 Kelp Bay, Alaska
## 1267 Kenai Peninsula, Alaska
## 1268 Kenai, Cook Inlet, Alaska
## 1269 Kennewick, WA
## 1270 Kent Island, Maryland
## 1271 Kentucky River, Carrollton, KY
## 1272 Ketchikan, Alaska
## 1273 Key Biscayne, FL
## 1274 Key Biscayne, Florida
## 1275 Key Largo National Marine Sanctuary, Florida
## 1276 Key Largo, FL
## 1277 Key Largo, Florida
## 1278 Key West, FL
## 1279 Key West, Florida
## 1280 Kill Van Kull, Bayonne, New Jersey
## 1281 Kill Van Kull, New York
## 1282 KILL VAN KULL, NJ
## 1283 Kill Van Kull, NY/NJ
## 1284 Kill Van Kull, Port of New York
## 1285 Kill Van Kull, USA
## 1286 King Cove, Alaska
## 1287 King Cove, Alaska Peninsula
## 1288 Kingston, WA
## 1289 Kiptopeke Beach, Cape Charles, Virginia
## 1290 Kitimat-Stikine, BC, Canada
## 1291 Kivalina, AK
## 1292 Knapp Run, Pennsylvania
## 1293 Knight Island, AK
## 1294 Knoxville, Tennessee
## 1295 Kodiak Island, AK
## 1296 Kodiak Island, Alaska
## 1297 Kodiak, AK
## 1298 Kodiak, Alaska
## 1299 Korea
## 1300 Krause Lagoon, Christiansted, St Croix, USVI
## 1301 Kuai, HI
## 1302 Kuk River near Wainright, AK
## 1303 Kupreanof Island, Alaska
## 1304 Kupreanof Strait
## 1305 Kure Atoll
## 1306 Kure Atoll, Hawaii
## 1307 Kuskokwim Bay, AK
## 1308 Kvichak Bay, Alaska
## 1309 Kwajalein Atoll, RMI
## 1310 LA
## 1311 LA USA
## 1312 LA , USA
## 1313 LA 70083, USA
## 1314 LA 70091, USA
## 1315 La Conner Marina, WA, USA
## 1316 La Connor, Washington
## 1317 La Coru€¤a, Spain
## 1318 La Porte, Texas
## 1319 La Push, WA
## 1320 LA USA
## 1321 LA-23, Buras, LA 70041, USA
## 1322 LA-44, Edgard, LA 70049, USA
## 1323 LA-82, Kaplan, LA 70548, USA
## 1324 LA, Gulf of Mexico
## 1325 LA, Gulf of Mexico, USA
## 1326 LA, USA
## 1327 LA/TX
## 1328 Laau Point, Molokai, Hawaii
## 1329 Lafitte, LA, USA
## 1330 Lafitte, LA.
## 1331 Lahaina, HI , USA
## 1332 Lake Charles, LA
## 1333 Lake Charles, Louisiana
## 1334 Lake Erie, 9 miles N of Euclid, Ohio
## 1335 Lake Ferguson, MS
## 1336 Lake Grande Ecaille, LA
## 1337 Lake Michigan
## 1338 Lake Pontchartrain, LA
## 1339 Lake Salvador, LA
## 1340 LAKE SUPERIOR
## 1341 Lake Superior near Eagle Harbor, MI
## 1342 Lake Superior, MI
## 1343 Lake Superior, Michigan
## 1344 Lake Union, WA
## 1345 Lake Washington, LA
## 1346 Lake Washington, Port Sulphur, LA 70083, USA
## 1347 Lake Washington, WA
## 1348 Lake Worth Inlet, FL
## 1349 Lands End, England
## 1350 LaPlace, LA
## 1351 Latouche Isl, PWS, Alaska
## 1352 Latouche Island, Alaska
## 1353 Lavallette Beach, NJ, USA
## 1354 Laysan Island, NWHI.
## 1355 Leelanau County, MI, USA
## 1356 Leesburg, VA
## 1357 Leeville, LA , USA
## 1358 Leeward Islands - West Indies
## 1359 Leixoes, Portugal
## 1360 Lemon Creek, Juneau, Alaska
## 1361 Leonardo, NJ
## 1362 Lighthouse Point, FL, USA
## 1363 Lima, Ohio
## 1364 Lima, Peru
## 1365 Limetree Bay, St. Croix, US Virgin Islands
## 1366 Lincoln Beach, OR
## 1367 Linden, New Jersey
## 1368 Linden, NJ
## 1369 LINDEN, NJ
## 1370 Little Diomede Island, Alaska
## 1371 Little Egg Inlet, NJ
## 1372 Little Irish Bayou, LA
## 1373 Little Lake, LA
## 1374 Little Neck Bay, LI, NY
## 1375 Little Potato Slough, Stockton, CA
## 1376 Little River Inlet, SC
## 1377 Liverpool Bay, England
## 1378 Lk Erie, approach to Sandusky Bay, OH
## 1379 Lockport, LA
## 1380 Loggerhead Key, Dry Tortugas, Florida
## 1381 Lois Island, Columbia River
## 1382 Lompoc, CA 93436, USA
## 1383 Long Beach Inner Harbor, CA
## 1384 Long Beach, CA
## 1385 Long Beach, California
## 1386 Long Beach, New York
## 1387 Long Beach, NY
## 1388 Long Branch, NJ, USA
## 1389 Long Island Expressway, Flushing Bay, New York
## 1390 Long Island Sound
## 1391 Long Island Sound, Bartlett Reef, NY
## 1392 Long Island Sound, CT
## 1393 Long Island Sound, Glen Cove, New York
## 1394 Long Island Sound, New York
## 1395 Long Island Sound, NY
## 1396 Long Island, Alaska
## 1397 Long Island, New York
## 1398 Long Island, NY
## 1399 Long Key, Florida
## 1400 Long Wharf, Richmond, CA
## 1401 Longview, WA
## 1402 LONGVIEW, WA
## 1403 Longview, Washington
## 1404 Looe Key, Florida Keys National Marine Sanctuary
## 1405 LOOP, Gulf of Mexico, LA
## 1406 Lopez Island, WA
## 1407 Lorain, OH
## 1408 Lord Island, Columbia River
## 1409 Los Angeles Harbor, California
## 1410 Los Angeles, CA
## 1411 Los Angeles, California
## 1412 Louisiana
## 1413 Louisiana Bayou, LA
## 1414 Louisiana Coast
## 1415 Louisiana Coast, LA
## 1416 Louisiana, United States
## 1417 Louisiana, USA
## 1418 Louisville, KY
## 1419 Lousiana
## 1420 Love County, Oklahoma
## 1421 Lower Columbia River, OR/WA
## 1422 Lower Columbia River, WA
## 1423 lower Delaware Bay
## 1424 Lower Mississippi River
## 1425 Lower Mississippi River MM 937
## 1426 Lower Mississippi River, LA
## 1427 Lynchburg, Virginia
## 1428 Lynn Canal west of False Point Retreat, southeast Alaska
## 1429 MacArthur River Field, Alaska
## 1430 Madeiran Archipelago, Portugal
## 1431 Magee Marsh, OH
## 1432 Magee, MS
## 1433 Main Bay, AK
## 1434 Main Pass 25, LA, USA
## 1435 Main Pass 35 Block, Offshore LA
## 1436 Main Pass 35, LA, USA
## 1437 Main Pass 77, LA
## 1438 Main Pass Block 151, LA
## 1439 MAIN PASS BLOCK 310 SPILL, LOUISIANA
## 1440 Main Pass, Block 69, LA
## 1441 Main Pass, Mississippi River
## 1442 Makah Indian Reservation and Olympic National Park, Olympic Peninsula, Washington
## 1443 Makaha Beach, West side of Oahu, HI
## 1444 Malden River, Boston, Massachusetts
## 1445 Mamaroneck, NY
## 1446 Manasquan Inlet, NJ
## 1447 Manasquan Inlet, Point Pleasant, New Jersey
## 1448 Manasquan, NJ
## 1449 Manchester, WA
## 1450 Manchester, Washington
## 1451 Mandeville, LA
## 1452 Manhattan Island, NY
## 1453 Manilla LA, USA
## 1454 Manistee, MI, USA
## 1455 Manzanita, OR, USA
## 1456 Marathon, FL
## 1457 March Point, Anacortes, Washington
## 1458 Marco Island, FL
## 1459 Marco, Florida
## 1460 Marcus Hook, DE River, PA
## 1461 Marcus Hook, Pennsylvania
## 1462 Marginal Way S, Seattle, WA 98134, USA
## 1463 Mariel, Cuba
## 1464 Marina Rd, Venice, LA
## 1465 Marinette, WI
## 1466 Marquette, MI
## 1467 Marseilles Locks, Illinois River
## 1468 Marsh Island, LA
## 1469 Marsh Island, Louisiana
## 1470 Marshall, MI
## 1471 Martha's Vineyard, MA
## 1472 Martha's vinyard NY
## 1473 Martha's Vinyard, MA
## 1474 Martinez, CA
## 1475 Maryland Shoal, Florida Keys National Marine Sanctuary
## 1476 Massachusetts: ESE of Nantucket
## 1477 Matagorda Shipping Channel, TX
## 1478 Matanzas, Cuba
## 1479 Maug Island, CNMI
## 1480 Maug Islands, CNMI
## 1481 Maui County, HI, USA
## 1482 Maumee River
## 1483 Maumee River in Toledo, Ohio
## 1484 Maumee River, Ohio
## 1485 Mayport, Florida
## 1486 McAbee Beach, Monterey, CA
## 1487 McClellanville, SC, USA
## 1488 McCord Creek, OR
## 1489 McGrath Lake, Ventura, California
## 1490 McIntosh County, GA, USA
## 1491 McLain State Park Rd, Hancock, MI 49930, USA
## 1492 Mekoryuk village beach, Nunivak Isl., AK
## 1493 Memphis, TN
## 1494 Mendenhall River, Juneau, AK 99801, USA
## 1495 Merrimack River, MA
## 1496 Metlakatla, SE Alaska
## 1497 Mexico
## 1498 Miami River, Florida
## 1499 Miami, FL
## 1500 Miami, FL, USA
## 1501 Miami, Florida
## 1502 Michigan City, IN
## 1503 Middle Neebish Channel, Michigan
## 1504 Middle River/ General W. K. Wilson Bridge I65 Mobile/Tensaw River Delta AL
## 1505 Middletown Township, NJ
## 1506 Midway Island
## 1507 Mile 179.0 Upper Mississippi River, St. Louis, Missouri
## 1508 mile 36.5 Monongahela River Pittsburgh, PA
## 1509 Mile 43.4, Upper Mississippi River, Missouri/Illinois
## 1510 Mile Marker 154, Lower Mississippi River
## 1511 Mile Marker 21 IL River, Hardin, IL 62047, USA
## 1512 Mile Marker 8, Harvey Locks, Gulf Intercoastal Waterway, LA
## 1513 Mill Creek, Chelsea, MA
## 1514 Millville, NJ
## 1515 Milwaukee, WI
## 1516 Milwaukee, Wisconsin
## 1517 Miss R. at Vicksburg, MS
## 1518 Miss. Delta Block 69, LA
## 1519 Mississippi Canyon
## 1520 Mississippi Canyon Block 21, LA
## 1521 Mississippi Canyon block 430 (MC430)
## 1522 Mississippi Canyon Block 809, Offshore LA
## 1523 Mississippi Delta LA
## 1524 Mississippi Delta, LA
## 1525 Mississippi Delta, Louisiana
## 1526 Mississippi Mile Marker 768.2
## 1527 Mississippi River
## 1528 Mississippi River ~MM89, New Orleans, LA 70131, USA
## 1529 Mississippi River Delta
## 1530 Mississippi River Delta, LA
## 1531 Mississippi River Delta, Louisiana
## 1532 Mississippi River Delta, USA
## 1533 Mississippi River MM 126, LA, USA
## 1534 Mississippi River MM 85
## 1535 Mississippi River mm55, LA 70040, USA
## 1536 Mississippi River MM98 (New Orleans, LA)
## 1537 Mississippi River Mouth, Louisiana
## 1538 Mississippi River near Vicksburg, MS
## 1539 Mississippi River near Wickliffe, KY 42087, USA
## 1540 Mississippi River, AR
## 1541 Mississippi River, Baton Rouge, mile marker 92, LA
## 1542 Mississippi River, Empire, LA
## 1543 Mississippi River, Hahnville, LA , USA
## 1544 Mississippi River, LA
## 1545 Mississippi River, LA, USA
## 1546 Mississippi River, Luling LA
## 1547 Mississippi River, mile marker 38 Empire, LA
## 1548 Mississippi River, MM 497
## 1549 Mississippi River, MM 98, LA
## 1550 Mississippi River, MS
## 1551 Mississippi River, New Orleans, LA
## 1552 Mississippi River, St. Louis, MO
## 1553 Mississippi Sound
## 1554 Mississippi Sound, AL
## 1555 Mississippi Sound, MS
## 1556 Mitrofania Island, Alaska
## 1557 mm 107 upriver of New Orleans
## 1558 MM 13.5 Upper Mississippi River
## 1559 MM 161.5, Mississippi River, LA
## 1560 MM 664 Mississippi River (near Helena, AR)
## 1561 MM 727 Mississippi River near Memphis, TN
## 1562 MM 92.5, Mississippi River, New Orleans
## 1563 MM 940 Mississippi River (near Columbus, KY)
## 1564 MM3 Miss. R
## 1565 Mobile AL, USA
## 1566 Mobile Bay, AL
## 1567 Mobile River, AL
## 1568 Mobile, AL
## 1569 Mobile, Alabama
## 1570 Molokai, HI
## 1571 Mona Island , Puerto Rico
## 1572 Mona Island, PR
## 1573 Mona Island, Puerto Rico
## 1574 Monkton, MD 21111, USA
## 1575 Monroe County, FL, USA
## 1576 Monroe, MI
## 1577 Montara, CA
## 1578 Montauk Pt, NY
## 1579 Monterey Bay, CA
## 1580 Monterey Bay,CA
## 1581 Monterey, California
## 1582 Montville, CT, USA
## 1583 Morehead City Inlet, NC
## 1584 Moresby Island, QCI, Canada
## 1585 Morgan City
## 1586 Morgan City, LA
## 1587 Morgan City, Louisiana
## 1588 Moriches Inlet East Moriches, NY
## 1589 Moriches Inlet, New York
## 1590 Morris, IL
## 1591 Moses Lake, Texas City, TX 77590, USA
## 1592 Mosier, OR
## 1593 Mosquito Bay, LA
## 1594 Moss Landing
## 1595 Moss Landing, Monterey, California
## 1596 Mount Carbon, West Virginia
## 1597 Mount Hope Bay, MA
## 1598 Mount Vernon, Indiana
## 1599 MP Block 72, Mississippi Delta, LA
## 1600 MS River MM 363 Natchez, MS
## 1601 MS, USA
## 1602 MS/AL
## 1603 MSO Baltimore, MD
## 1604 Mud Lake, LA
## 1605 Mud Lake, Louisiana
## 1606 Multiple coastal States
## 1607 Muskeget Channel, MA
## 1608 Muskegon, Michigan
## 1609 Mutiny Bay, WA
## 1610 Myrtle Beach, SC
## 1611 Mystic Islands, NJ 08087, USA
## 1612 Mystic River, Boston, Massachusetts
## 1613 N Santiam Hwy, Detroit, OR 97342, USA
## 1614 Nachez River, Beaumont, TX
## 1615 Nahant, MA
## 1616 Nanticoke River, Maryland
## 1617 Nantucket Harbor, MA
## 1618 Nantucket Island Harbor, Massachusetts
## 1619 Nantucket Island, MA
## 1620 Nantucket Island, Massachusetts
## 1621 Nantucket shoals
## 1622 Nantucket Sound, Massachusetts
## 1623 Napa, California
## 1624 Napakiak, AK
## 1625 Napeaque, NY
## 1626 Narragansett Bay, MA
## 1627 Narragansett Bay, Rhode Island
## 1628 Narragansett Bay, RI
## 1629 Narragansett, Rhode Island
## 1630 Naselle River, WA
## 1631 Naval Air Station Roosevelt Roads, Cieba, Puerto Rico
## 1632 NC
## 1633 NE Gulf of Alaska
## 1634 Neah Bay, WA
## 1635 Neah Bay, Washington
## 1636 Near Bodega Bay, CA
## 1637 near buoy 58 in Galveston Bay, Texas
## 1638 near Chassell, MI USA
## 1639 near Dulac, Louisiana
## 1640 Near Empire Locks, LA
## 1641 Near Galliano, LA
## 1642 Near Galveston, TX
## 1643 Near Grand Isle, LA
## 1644 near Grand Terre, LA
## 1645 near intersection w/ Brunswick River
## 1646 near Isla Morada, FL
## 1647 near Lake Pelto, LA
## 1648 Near Mississippi River Delta, LA
## 1649 near mouth of Columbia River, OR
## 1650 Near New Orleans, LA
## 1651 Near Ocean Park, WA
## 1652 Near Sabine Jetties, TX
## 1653 Near Sabine Pass, TX
## 1654 Near SE Louisiana Coast, Gulf of Mexico
## 1655 near shoreline at Dorado Beach, Puerto Rico
## 1656 Near Smith Island, WA
## 1657 Near Tampa, FL
## 1658 Near Vinton, LA
## 1659 Near Vinton, Louisiana
## 1660 Nearshore LA
## 1661 Nederland, Texas
## 1662 Nedonna Beach, OR
## 1663 Nehenta Bay, Gravina Island, Alaska
## 1664 Nelson Lagoon, Alaska
## 1665 Neuse River, New Bern, North Carolina
## 1666 Neva Strait, Sitka, AK
## 1667 Neva Strait, Sitka, Alaska
## 1668 New Bedford Harbor
## 1669 New Bedford Harbor, Massachussets
## 1670 New Bedford Harbor, Massassachusetts
## 1671 New Bedford Harbor, New Bedford, Massachusetts
## 1672 New Harmony, Indiana
## 1673 New Haven County, CT, USA
## 1674 New Haven Harbor, Connecticut
## 1675 New haven, CT
## 1676 New Haven, CT
## 1677 New Jersey
## 1678 New London, CT
## 1679 New London, CT (I95 Bridge)
## 1680 New Orleans, LA
## 1681 New Orleans, LA, USA
## 1682 New Orleans, Louisiana
## 1683 New Rochelle, New York
## 1684 New York City, NY
## 1685 New York Harbor, NY
## 1686 New York Upper Harbor, New York
## 1687 New York, NY
## 1688 Newark Bay, New Jersey
## 1689 Newark Bay, NJ
## 1690 Newark, California
## 1691 Newburyport, MA
## 1692 Newfoundland, Canada
## 1693 Newport County, RI, USA
## 1694 Newport News, Virginia
## 1695 Newport River, Morehead City, North Carolina
## 1696 Newport, OR
## 1697 Newport, Oregon
## 1698 Newport, Rhode Island
## 1699 Newtok, AK
## 1700 Ngarapalas Island, Kayangel Islands Group, Republic of Palau
## 1701 Ni'ihau Island, HI
## 1702 Niger Delta, Forcados, Nigeria
## 1703 Nikiski Upper Cook Inlet Ak
## 1704 Nikiski, AK
## 1705 Nikiski, Alaska
## 1706 Nikiski, Cook Inlet, Alaska
## 1707 Nikolski Bay, Umnak Island, Aleutian Islands, Alaska
## 1708 Ninigret Pond, North Block Island Sound, NY
## 1709 NJ
## 1710 Nomansland Island, Massachusetts
## 1711 Nome, AK
## 1712 Nome, AK, USA
## 1713 Nome, Alaska
## 1714 Norco, Louisiana
## 1715 Norfolk Naval Base, Norfolk, Virginia
## 1716 Norfolk VA
## 1717 Norfolk, southeast coast of England
## 1718 Norfolk, Va
## 1719 Norfolk, VA
## 1720 Norfolk, VA, USA
## 1721 Norfolk, Virginia
## 1722 Norfolk,VA
## 1723 North Charleston, SC
## 1724 North end of Barataria Bay, La.
## 1725 North end of Swinomish Channel, Anacortes, WA
## 1726 North Head, WA
## 1727 North Louisiana
## 1728 North Miami Beach, FL
## 1729 North Myrtle Beach, SC, USA
## 1730 North of Alaska Peninsula, Bering Sea, AK
## 1731 North of Dominican Republic
## 1732 North of Florida Keys
## 1733 North of New Orleans, LA
## 1734 North of Point Arena, CA
## 1735 North Pacific Ocean
## 1736 North Pacific Ocean, AK
## 1737 North Pacific Ocean, United States
## 1738 North Shore of Niihau Island, HI
## 1739 North Shore, Oahu
## 1740 North Slope, Alaska
## 1741 Northampton County, VA, USA
## 1742 Northeast Coast of Dominican Republic
## 1743 Northeast Coast, Dominican Republic
## 1744 Northern Baja California, about 1 mile north of Punta Cabras
## 1745 Northern Lake Huron
## 1746 Northern Mariana Islands
## 1747 Northlake Way, Seattle, WA
## 1748 Northport, MI
## 1749 Northwest of Bodega Bay, San Francisco, California
## 1750 Norwalk, CT
## 1751 Norway, North Sea
## 1752 Nova Scotia, Canada
## 1753 Nueces Bay, Corpus Christi, TX USA
## 1754 Nueces Bay, Texas
## 1755 Nuka Bay, East Arm, SW corner of Kenai Fjords National Park, Alaska
## 1756 Nunapitchuk, AK, USA
## 1757 Nushagak River, Alaska
## 1758 NW Alaska
## 1759 NW Breton Sound, LA
## 1760 NW Gulf of Alaska
## 1761 NW Hawaiian Islands, HI
## 1762 NW Neah Bay, WA
## 1763 NW of Eureka, CA
## 1764 NW of Oahu, HI
## 1765 NW of Point Reyes, CA
## 1766 NW side of Hagemeister Island
## 1767 NW Unalaska Island, AK
## 1768 NY
## 1769 NY Harbor
## 1770 NY Harbor; Husdon R
## 1771 NY/NJ Harbor
## 1772 Oahu and Kauai, Hawaii
## 1773 Oahu, Hawaii
## 1774 Oahu, HI
## 1775 Oakland, CA
## 1776 Oakland, California
## 1777 Ocean City, Maryland
## 1778 Ocean Shores, WA
## 1779 Ocean Springs, MS
## 1780 Ocracoke Inlet, NC
## 1781 Ocracoke, NC
## 1782 Octave Pass, LA
## 1783 Off Alabama Coast
## 1784 Off Ano Nuevo, CA
## 1785 Off Atchafalaya Bay, LA
## 1786 Off Barbers Point, HI
## 1787 Off Barnegat Inlet, NJ
## 1788 off Big Sur, CA
## 1789 Off Bodega Bay, CA
## 1790 off Bolinas, CA
## 1791 Off Brunswick, Ga
## 1792 Off Cape Cod, Massachusetts
## 1793 Off Cape Flattery, Washington
## 1794 off Carlsbad, CA
## 1795 off Carmel, CA
## 1796 Off Charleston, SC
## 1797 Off coast of Savannah, Ga
## 1798 Off Coast, LA
## 1799 Off Dominican Republic
## 1800 Off Dungeness Spit, WA
## 1801 Off Empire, LA
## 1802 Off Eugene Island, La
## 1803 Off Ewa Beach, Oahu, HI
## 1804 Off Florence, OR
## 1805 Off Flower Gardens, TX
## 1806 Off Foul Weather Bluff, Hood Canal, WA
## 1807 Off Grand Isle, LA
## 1808 Off Grand Isle, Louisiana
## 1809 Off Grays Harbor, WA
## 1810 Off Half Moon Bay, CA
## 1811 Off Hawaii, HI
## 1812 Off Hernando Beach, FL
## 1813 off Honolulu, Hawaii
## 1814 Off Huntingon Beach, CA
## 1815 Off Israel
## 1816 Off Jupiter Inlet Florida
## 1817 Off LA Coast
## 1818 off La Jolla, CA
## 1819 Off Lopez Point, CA
## 1820 Off Louisiana Coast
## 1821 Off Louisiana, LA
## 1822 Off Morgan City, Louisiana
## 1823 Off Moss Landing Harbor, CA
## 1824 Off Murrels Inlet South Carolina
## 1825 Off Nantucket, Massachusetts
## 1826 Off Newport Oregon, OR
## 1827 off Northern CA
## 1828 Off Oahu, HI
## 1829 Off Olympic Coast, WA
## 1830 Off Point Arena, CA
## 1831 Off Point Arguello, CA
## 1832 Off Point Arguello, California
## 1833 Off Point Conception, CA
## 1834 off Point Loma, San Diego, CA
## 1835 Off Point Piedras Blancas, CA
## 1836 off Point Reyes, CA
## 1837 Off Point Reyes, CA
## 1838 Off Port Everglades, FL
## 1839 Off Port Orford, OR
## 1840 off Redondo Beach, CA
## 1841 Off Reef Runway, Honolulu, HI 96819, USA
## 1842 off Sabine Pass, TX
## 1843 Off Sabine Pass, TX
## 1844 Off San Clemente Island, CA
## 1845 Off San Clemente, CA
## 1846 off San Diego, CA
## 1847 Off San Diego, CA
## 1848 off San Francisco, CA
## 1849 Off Sanibel Island, FL
## 1850 Off SC, SC
## 1851 off Seal Beach, CA
## 1852 Off Shore Matansas Inlet, FL
## 1853 Off St Petersburg, FL
## 1854 Off Tampa, FL
## 1855 Off Tarpon Springs, Florida
## 1856 Off Tatoosh Island, WA
## 1857 off the North Carolina and South Carolina coast
## 1858 off the Port of Los Angeles, CA
## 1859 Off Timbalier Island
## 1860 Off Timbalier island, LA
## 1861 Off Virginia Coast, VA
## 1862 Off Wassaw Sound, GA
## 1863 Off Willapa Bay, OR
## 1864 off Zorritos, Peru
## 1865 Offshore CA
## 1866 Offshore Cameron Parish
## 1867 Offshore Cameron Parish, LA
## 1868 Offshore Cameron Parish, LA,
## 1869 Offshore Cape Fear, NC
## 1870 Offshore Cape Hatteras, NC
## 1871 Offshore Columbia River Coast
## 1872 Offshore Cordova, AK
## 1873 Offshore Currituck, NC
## 1874 offshore Eureka, CA
## 1875 Offshore Eureka, CA
## 1876 Offshore Florida
## 1877 Offshore Fourchon, LA
## 1878 Offshore Freeport, TX
## 1879 Offshore Ft. Lauderdale, FL
## 1880 Offshore Galveston Jetties, TX
## 1881 Offshore Galveston, TX
## 1882 Offshore Grand Isle, LA
## 1883 Offshore Gulf of Mexico
## 1884 offshore Horn Island, Gulf of Mexico
## 1885 Offshore if Long Beach Island, NJ
## 1886 offshore LA
## 1887 Offshore LA
## 1888 Offshore LA, Gulf of Mexico
## 1889 Offshore LA/TX
## 1890 Offshore Lincoln City, OR
## 1891 Offshore Long Island, NY
## 1892 Offshore Louisiana
## 1893 Offshore Louisiana.
## 1894 Offshore Lousiana
## 1895 Offshore Marathon Key, FL
## 1896 Offshore Mayport, FL
## 1897 Offshore Mexican Waters, SW of Manzanillo, Mexico
## 1898 Offshore Mexico
## 1899 Offshore Miami Beach, FL
## 1900 Offshore Monterey Bay, CA
## 1901 Offshore Newport, OR
## 1902 offshore Ocean City, MD, USA
## 1903 Offshore of Belle Pass
## 1904 Offshore of Fourchon, LA
## 1905 Offshore of Galveston, TX
## 1906 Offshore of Galveston. To the south
## 1907 Offshore of Point Sur, CA
## 1908 Offshore of Terrabonne Parish, Lousiana
## 1909 Offshore of Timbalier Island, LA
## 1910 Offshore of Umpqua Bar, OR
## 1911 offshore of Whiskey Pass, Louisiana
## 1912 Offshore Old Orchard Beach, ME
## 1913 Offshore Pass A Loutre, LA
## 1914 Offshore Point Au Fer Island, LA
## 1915 Offshore Port Au Fer, LA
## 1916 Offshore Queets River, WA
## 1917 Offshore San Diego, CA
## 1918 Offshore Sandy Hook, NJ
## 1919 Offshore Savannah, Ga
## 1920 Offshore Savannah, GA
## 1921 Offshore South Carolina
## 1922 Offshore South Pass, LA
## 1923 Offshore St. Petersburg, FL
## 1924 Offshore Tampa Bay, FL
## 1925 Offshore Terrebonne Bay, LA
## 1926 offshore Texas
## 1927 Offshore Texas
## 1928 Offshore Texas, Gulf of Mexico
## 1929 Offshore Timbalier Islands, LA
## 1930 Offshore Vermilion Bay, LA
## 1931 Offshore Westport, WA
## 1932 Offshore Winyah Bay, SC
## 1933 Offshore, Atlantic Ocean
## 1934 Offshore, Barnegat, NJ
## 1935 Offshore, Cape Canaveral, FL
## 1936 Offshore, Charleston, South Carolina
## 1937 Offshore, Delaware
## 1938 Offshore, Florida
## 1939 Offshore, Gulf of Mexico
## 1940 Offshore, HI
## 1941 Offshore, Jefferson County, TX
## 1942 Offshore, LA
## 1943 OFFSHORE, LA
## 1944 Offshore, Mississippi River Delta
## 1945 Offshore, NJ
## 1946 Offshore, Oregon
## 1947 Offshore, Sabine Pass, TX
## 1948 Offshore, TX
## 1949 Offshore, VA
## 1950 OH
## 1951 Ohio River MM 897.5
## 1952 Ohio River near Blairsville, OH
## 1953 Ohio River, MM 638
## 1954 Ohio River, near mile marker 976, near Cairo, IL
## 1955 Olala Harbor, Colvos Passage, WA
## 1956 Old Harbor, Block Island, Rhode Island
## 1957 Old Plantation Creek, Virginia
## 1958 Olsen Island, Alaska
## 1959 Olympic Coast National Marine Sanctuary, WA
## 1960 Oman
## 1961 ON, Canada
## 1962 Onslow Bay, Shackleford Banks, North Carolina
## 1963 Orange, TX
## 1964 Orcas Island, Washington
## 1965 Oregon
## 1966 Oregon coast
## 1967 Oregon Coast
## 1968 Oregon Inlet, NC
## 1969 OREGON INLET, NC
## 1970 Oregon, OH
## 1971 Oriental Harbor, Neuse River, North Carolina
## 1972 Oriental Mindoro, Philippines
## 1973 Orington, ME
## 1974 Orofino, ID
## 1975 Ossining, New York
## 1976 Oswego, New York
## 1977 Oswego, NY
## 1978 Otstoia Island, Peril Straits, Alaska
## 1979 Outside Baton Rouge, LA
## 1980 Outside Grays Harbor, WA
## 1981 Outside San Francisco Bay, CA
## 1982 Owls Head, Maine
## 1983 Oyster Bay, New York
## 1984 Oyster Bayou, LA
## 1985 Pacheco Slough, Concord, California
## 1986 Pacific Ocean, 50 miles north of the Hawaiian Islands
## 1987 Pacifica, CA
## 1988 Padre Island, TX
## 1989 Pago Pago, American Samoa
## 1990 Palmer Station, Antarctica
## 1991 Palmyra Atoll, Pacific Ocean
## 1992 Palo Alto, California
## 1993 Palos Heights, IL
## 1994 Pamlico Sound, North Carolina
## 1995 Panama City, FL
## 1996 Pantego Creek, Belhaven, North Carolina
## 1997 Paradis, Louisiana
## 1998 Parish Governing Authority District 1, LA, USA
## 1999 Parish Governing Authority District 5, LA, USA
## 2000 Pas A Loutre, LA
## 2001 Pasadena, MD
## 2002 Pasadena, TX
## 2003 Pascagoula, Mississippi
## 2004 Pascagoula, MS
## 2005 Pascagoula, MS, USA
## 2006 Pass A Loutre Wildlife Management Area, Louisiana
## 2007 PASS A LOUTRE, LA
## 2008 Pass Tante Phine, Louisiana
## 2009 Passaic River, Newark, NJ
## 2010 Passaic River, NJ
## 2011 Patapsco River, Baltimore, Maryland
## 2012 Patapsco River, Boston Harbor, MD
## 2013 Patricia Cay, St Thomas, USVI
## 2014 Paulsboro, New Jersey
## 2015 Pautuxent River, Maryland, USA
## 2016 Pavlof Bay, AK
## 2017 Peard Bay, North Slope, Alaska
## 2018 Pearl Harbor, Hawaii
## 2019 Pearl Harbor, HI
## 2020 Pearl, HI
## 2021 Pedros Blankos, CA
## 2022 Pelican Island, Galveston, TX
## 2023 Pemaquid Point, Maine
## 2024 Pensacola Beach, FL, USA
## 2025 Pensacola, FL
## 2026 Peril Strait, AK
## 2027 Perry Hall, Maryland
## 2028 Persian Gulf, Iran
## 2029 Persian Gulf, Kuwait
## 2030 Pfeiffer Point, CA
## 2031 Pfieffer Point, CA
## 2032 Philadelphia
## 2033 Philadelphia, PA
## 2034 Phoenix Lake, LA
## 2035 Pickworth Dock, Anchorage, Alaska
## 2036 Piedras Blancas, Puerto Rico
## 2037 Pier 1 2-3, Rousseau, Panama
## 2038 Pier 10, Decatur Ave, Norfolk, VA 23511, USA
## 2039 Pierre Part, LA
## 2040 Pilarcitos Creek, Half Moon Bay, California
## 2041 Pillar Point, California
## 2042 Pilottown, LA, USA
## 2043 Pine Bluff, AR, USA
## 2044 Piti, Guam
## 2045 Pittsburgh, PA
## 2046 Plaquemine, Louisiana
## 2047 Plaquemines, LA
## 2048 Plaqueminnes Parish, LA 70040, USA
## 2049 Pleasant Harbor Public Water Access, 309255 US-101, Brinnon, WA 98320, USA
## 2050 Poe Bay, Passage Canal, PWS, AK
## 2051 Pohnpei, Federated States of Micronesia
## 2052 Point A La Hache, Plaquemines Parish, LA
## 2053 Point Alava, Ketchikan, AK
## 2054 Point Au Far Island, LA
## 2055 Point Au Fer Island, LA
## 2056 Point Buchon, Morro Bay, CA
## 2057 Point Judith, RI
## 2058 Point Lobos, CA
## 2059 Point Montara, California
## 2060 Point Mugu NAS, CA
## 2061 Point Mugu, CA
## 2062 Point No Point
## 2063 Point Piedras Blancas, California
## 2064 Point Pleasant Beach, NJ USA
## 2065 Point Pleasant Beach, NJ, USA
## 2066 Point Reyes, CA
## 2067 Point Reyes, California
## 2068 Point Sur, Monterey, California
## 2069 Point Wells, Seattle, WA
## 2070 Point Wells, Washington
## 2071 Pompano Beach, Florida
## 2072 Ponce, Puerto Rico
## 2073 Pool 27, Upper Mississippi River MM 184.5
## 2074 Port Allen Locks, Baton Rouge, LA
## 2075 Port Alucroix, Limetree Bay, St Croix, US Virgin Islands
## 2076 Port Angeles Harbor, Port Angeles, Washington
## 2077 Port Angeles Harbor, WA
## 2078 Port Angeles, WA
## 2079 Port Angeles, Washington
## 2080 Port Aransas, TX
## 2081 Port Aransas, TX channel
## 2082 Port Arthur, Texas
## 2083 Port Arthur, TX
## 2084 Port Arthur, TX USA
## 2085 Port Bolivar, TX
## 2086 Port Canaveral, FL
## 2087 Port Canaveral, FL 32920, USA
## 2088 Port Canaveral, FL, USA
## 2089 Port Canaveral, Florida
## 2090 Port Clarence, Alaska
## 2091 Port Eads, LA, USA
## 2092 Port Everglades
## 2093 Port Everglades Inlet
## 2094 Port Everglades, FL
## 2095 Port Everglades, Florida
## 2096 Port Fourchon, LA
## 2097 Port Fourchon, LA, USA
## 2098 Port Frederick, AK
## 2099 Port Graham, Cook Inlet, Alaska
## 2100 Port Hadlock-Irondale, WA, USA
## 2101 Port Hueneme, California
## 2102 Port Huron, MI
## 2103 Port Huron, Michigan
## 2104 Port Isabel, TX
## 2105 Port Moller, Alaska
## 2106 Port Neches, Texas
## 2107 Port Neches, TX
## 2108 Port Neches, TX, USA
## 2109 Port O'Connor, TX, USA
## 2110 Port of Anchorage
## 2111 Port of Galveston, Texas
## 2112 Port of Hampton Road, Virginia
## 2113 Port of Hampton Roads, Norfolk, Virginia
## 2114 Port of Miami Anchorage
## 2115 Port of Wilmington, DE
## 2116 Port Orchard Railway Marina, WA
## 2117 Port Orchard, WA
## 2118 Port Orchard, WA. USA
## 2119 Port Royal Sound, SC
## 2120 Port Royal Sound, South Carolina
## 2121 Port Sulfur, LA
## 2122 Port Sulpher, LA 70083, USA
## 2123 Port Sulphur, LA
## 2124 Port Sulphur, LA 70083, USA
## 2125 Port Sulphur, LA USA
## 2126 Port Sulphur, LA, USA
## 2127 Port Townsend, WA
## 2128 Port Walter, AK
## 2129 Portage River, Ohio
## 2130 Portland Maine
## 2131 Portland, CT
## 2132 Portland, Maine
## 2133 Portland, ME
## 2134 Portland, OR
## 2135 Portland, Oregon
## 2136 Portsmouth, New Hampshire
## 2137 Portsmouth, NH
## 2138 Potash, LA
## 2139 Potato Point, Prince William Sound, Alaska
## 2140 Potomac River, Washington, DC
## 2141 PR-181, Patillas, 00723, Puerto Rico
## 2142 Pralls Is., NY
## 2143 Prevost Harbor, WA, USA
## 2144 Prince of Wales Bay, SE Alaska
## 2145 Prince of Wales Isl., SE Alaska
## 2146 Prince of Wales Island, AK
## 2147 Prince of Wales Island, Alaska
## 2148 Prince William Sd., Fleming Isl., Alaska
## 2149 Prince William Sound, AK
## 2150 Prince William Sound, Alaska
## 2151 Providence River
## 2152 Providence, Rhode Island
## 2153 Providence, RI
## 2154 Prudhoe Bay, AK
## 2155 Prudhoe Bay, Alaska
## 2156 Pt, Judith, RI
## 2157 Pt. Piedras Blancas Mexico
## 2158 Pt. Roberts, WA
## 2159 Pt.Reyes, CA
## 2160 Puerto Vallarta, Mexico
## 2161 Puget Pt, NW Gulf of Alaska
## 2162 Puget Sound, WA
## 2163 Pumicestone Bay, Alaska
## 2164 Punta Davis, Chile
## 2165 Punta Tuna, Arecibo, Puerto Rico
## 2166 Put-In-Bay, OH
## 2167 Quarantine Bay, LA
## 2168 Quileute Marina, La Push, WA, USA
## 2169 Quincy Bay, MA
## 2170 Quincy Bay, Massachusetts
## 2171 Quincy, MA
## 2172 Quincy, Massachusetts
## 2173 Quinhagak, AK
## 2174 Quinhagak, Alaska
## 2175 Racine Locks and Dam, Letart, WV 25253, USA
## 2176 Ramah, Louisiana
## 2177 Red Bank, NJ
## 2178 Redwood Creek, Redwood City, California
## 2179 Reston, VA
## 2180 Resurrection Bay, Alaska
## 2181 Resurrection Bay, Seward, Alaska
## 2182 Revere, MA
## 2183 Revillagigedo Channel, AK
## 2184 Rhode Island
## 2185 Rhode Island Sound, NY
## 2186 Richardson Rock, San Miguel Is, CA
## 2187 Richmond Cr., Staten Island, NY
## 2188 Richmond, VA
## 2189 Ridgeway St, St Clair Shores, MI 48080, USA
## 2190 right at the Forelands in Cook Inlet
## 2191 Rio de Janeiro, Brazil
## 2192 Rio Vista, CA
## 2193 Ritidian Pt., Guam
## 2194 Rittenhouse Ave, Bayfield, WI 54814, USA
## 2195 River mile 43.7, Mississippi River, Missouri
## 2196 Robinsville, Mississippi
## 2197 Rockaway Inlet, NY
## 2198 Rockaway Point, New York
## 2199 Rockaway, NY
## 2200 Rockerfeller Refuge, LA
## 2201 Rockledge Dr, Indian River Florida
## 2202 Rockport, MA
## 2203 Rocky Point, California
## 2204 Rodeo, CA 95033, USA
## 2205 Rogue River Reef, OR
## 2206 Romere Pass Seaplane Base, Venice, LA 70091, USA
## 2207 Romere Pass, LA
## 2208 Roosevelt Roads Navy Base, Puerto Rico
## 2209 Rosarito Beach, Mexico
## 2210 Rose Atoll, American Samoa
## 2211 Rose Island, 150 miles east of America Samoa
## 2212 Rosedale, Mississippi
## 2213 Rota West Harbor
## 2214 Round Island, Pascagoula, MS
## 2215 Rutherford Beach, LA
## 2216 S of Block Island, RI
## 2217 S of Rhode Island
## 2218 S of St. Johns Is, Virgin Islands
## 2219 S Shore of Lake Michigan, at Burns Harbor, Indiana
## 2220 S Walton Dr, Chicago, IL 60617, USA
## 2221 Sabin Point, Providence, Rhode Island
## 2222 Sabine Bank, TX
## 2223 Sabine Jetty, TX
## 2224 Sabine Pass, LA
## 2225 Sabine Pass, TX
## 2226 Sabine River, Texas
## 2227 Sabine, TX
## 2228 Saginaw River, Bay City, Michigan
## 2229 Saint George, ME, USA
## 2230 Saint John's River, Jacksonville, Florida
## 2231 Saint Lawrence Seaway
## 2232 Saipan, CNMI
## 2233 Salinas Bay, Puerto Rico
## 2234 Salmon Bay, Lake Washington Ship Canal, WA
## 2235 Salmon Creek, CA
## 2236 Salsbury, Maryland
## 2237 Salt Point State Park, Bodega Bay, California
## 2238 Saltery Cove, Clarence Strait, SE Alaska
## 2239 Salvador State WMA, Louisiana
## 2240 Sampit River, Georgetown, SC
## 2241 San Alberto Bay, AK
## 2242 San Alberto Bay, Prince of Wales Island, Alaska
## 2243 San Buenaventura State Beach, Ventura, CA
## 2244 San Diego, CA
## 2245 San Diego, California
## 2246 San Fernando Island, southeast Alaska
## 2247 San Francisco Bay, CA
## 2248 San Francisco Bay, California
## 2249 San Francisco Bay, Carquinez Strait
## 2250 San Francisco Ÿ?? Oakland Bay Bridge, San Francisco, CA, USA
## 2251 San Francisco, CA
## 2252 San Francisco, California
## 2253 San Franciso, CA
## 2254 San Joaquin River Delta, CA, USA
## 2255 San Juan Harbor, Puerto Rico
## 2256 San Juan Isand WA
## 2257 San Juan Island, AK
## 2258 San Juan Island, Washington
## 2259 San Juan Islands
## 2260 San Juan Islands, Strait of Juan de Fuca, WA
## 2261 San Juan, Puerto Rico
## 2262 San Juan, Puerto Rico Harbor, Puerto Rico
## 2263 San Leandro, California
## 2264 San Luis Obispo, California
## 2265 San Mateo Bridge, San Francisco Bay, CA
## 2266 San Mateo, California
## 2267 San Pablo Bay
## 2268 San Pablo Bay, California
## 2269 San Pedro Channel, Off Los Angeles, CA
## 2270 Sanak Islands, Alaska
## 2271 Sand Point, Alaska
## 2272 Sandy Hook, New Jersey
## 2273 Sandy Hook, NJ
## 2274 Sandy Hook, NY
## 2275 Santa Ana jetty, CA
## 2276 Santa Barbara Channel, CA
## 2277 Santa Barbara, CA
## 2278 Santa Barbara, California
## 2279 Santa Catalina Island, CA, USA
## 2280 Santa Clarita, California
## 2281 Santa Cruz Island, CA
## 2282 Santa Cruz Island, California
## 2283 Santa Cruz, CA
## 2284 Santa Cruz, CA, USA
## 2285 Santa Cruz, California
## 2286 Santa Fe Channel, Richmond, California
## 2287 Santa Maria, CA
## 2288 Santa Maria, California
## 2289 Santa Monica Bay to Dana Point, CA
## 2290 Santa Monica Bay, California
## 2291 Sao Sebastiao, Sao Paulo, Brazil
## 2292 Sarasota, Florida
## 2293 Sarnia, Ontario
## 2294 Sasa Bay, Apra Harbor, Guam
## 2295 Savannah River
## 2296 Savannah River, Ga
## 2297 Savannah River, GA
## 2298 Savannah River, Garden City, Georgia
## 2299 Savannah River, Savannah, Ga
## 2300 Savannah, Georgia
## 2301 Savoonga, AK
## 2302 Savoonga, St. Lawrence Island, AK
## 2303 Saxon Harbor, Iron County, Wisconsin
## 2304 Scammon Bay, AK
## 2305 Scarborough, Maine
## 2306 School House Creek, OR
## 2307 Schuylkill River, Philadelphia, PA
## 2308 Scituate, MA, USA
## 2309 SE Alaska, AK
## 2310 SE Brenton Island, LA
## 2311 SE of Cape Cod
## 2312 SE of Galveston, TX
## 2313 SE of Marquesas Key, FL
## 2314 SE of Nantucket
## 2315 SE of Point Loma, CA
## 2316 SE of Tybee Island Georgia
## 2317 Sea Isle, NJ
## 2318 Sea Level, North Carolina
## 2319 Sea Ranch, CA
## 2320 Seal Beach, California
## 2321 Seattle, WA
## 2322 Seattle, Washington
## 2323 Sebastian Inlet, Florida
## 2324 Sebastioan Inlet, FL
## 2325 Sector Morgan City, LA
## 2326 Seguin Island, ME
## 2327 Sekiu River mouth, WA
## 2328 Selawik, AK
## 2329 Sennett Point, Unimak Island, AK
## 2330 Sequam Island, Aleutian Island chain, Alaska
## 2331 Sergius Narrows, Alaska
## 2332 Service Road, Pulaski Highway, Baltimore, Maryland
## 2333 Seven-Mile Bridge, Marathon, FL
## 2334 Seward, AK
## 2335 Seward, Alaska
## 2336 Sewarren, NJ
## 2337 Shackleford Banks, Morehead City, North Carolina
## 2338 Shallotte River, North Carolina
## 2339 Shaw Island, Washington
## 2340 Sheldon, SC, USA
## 2341 Shelikof Strait, 5 miles W of Rocky Point on the W side of Kodiak Island
## 2342 Shelikof Strait, Alaska
## 2343 Shemya Island, Aleutian Island Chain, Alaska
## 2344 Ship Shoal
## 2345 Ship Shoal 22A, LA
## 2346 Ship Shoal Area, LA
## 2347 Ship Shoal Area, Offshore, LA
## 2348 Ship Shoal Block 154
## 2349 Ship Shoal Block 225, GOM, Louisiana
## 2350 Ship Shoal Block 65, LA
## 2351 Shoal Point, AK
## 2352 Shore Pkwy fishing, 1335 Shore Pkwy, Brooklyn, NY 11214, USA
## 2353 Shumagin Islands, Alaska
## 2354 Shumagin Islands, Western Gulf of Alaska
## 2355 Shumigan Islands, Alaska
## 2356 Silver Bank, Dominican Republic
## 2357 Silverdale, WA, USA
## 2358 Simmsport, LA
## 2359 Sitka Sound
## 2360 Sitka, AK
## 2361 Sitka, AK, USA
## 2362 Sitka, Alaska
## 2363 Sitkalidak Island, Kodiak, AK
## 2364 Sitkoh Bay, Chatham Strait, Alaska
## 2365 Skagway Harbor, Skagway, Alaska
## 2366 Skagway, Alaska
## 2367 Skipanon River, Oregon
## 2368 Slater, MO 65349, USA
## 2369 SMI149
## 2370 Smith Point, VA
## 2371 Smudoski Beach, CA
## 2372 Snake River, WA
## 2373 Snohomish County, WA
## 2374 So Shore Long Island, NY
## 2375 South Breton Sound, LA 70041, USA
## 2376 South Carolina Coast
## 2377 South end of Whidbey Island, Washington
## 2378 South LA, LA
## 2379 South Lake Huron, near the entrance to St Clair River, MI
## 2380 South Marsh Block 236, LA
## 2381 South Marsh Island Block 112, Offshore LA
## 2382 South Marsh Island Block 223, LA
## 2383 South Marsh Island Block 223, Offshore of Louisiana
## 2384 South Marsh Island Block 239, LA
## 2385 South Marsh Island Block 39, LA
## 2386 South Marsh Island, LA
## 2387 South of Cape Romano, FL
## 2388 South of Jawma, West of Old Fort Lake, WA
## 2389 South of Lafitte, LA
## 2390 South of Montauk Point, NY
## 2391 South of Terrebonne Bay,LA
## 2392 South Padre Island
## 2393 South Pass
## 2394 South Pass 24, Venice, LA 70091, USA
## 2395 South Pass Block 24, Mississippi Delta, LA
## 2396 South Pass Block 60
## 2397 South Pass of the Mississippi R delta, LA
## 2398 South Pass, Mississippi Delta, LA
## 2399 South Pass, Mississippi River Delta, Louisiana
## 2400 South Pelto, LA
## 2401 South shore of Santa Cruz Island, CA
## 2402 south side of St. George Island, Pribilof Islands, Bering Sea
## 2403 South Texas coast
## 2404 South Timbalier Block 224
## 2405 South Timbalier Block 23, LA
## 2406 South Timbalier Block 270
## 2407 South Timbalier Block 38
## 2408 South Timbalier Block 8, LA
## 2409 South Timbalier Island Block 130, Lousiana
## 2410 Southampton, Long Island, New York
## 2411 Southeast Alaska, AK
## 2412 Southeast of Kodiak Island, Alaska
## 2413 Southern Branch, Elizabeth River, Norfolk, Virginia
## 2414 Southern Maine
## 2415 Southwest Pass Venice, Louisiana
## 2416 Southwest Pass, LA
## 2417 Southwest Pass, LA,
## 2418 Southwest Pass, Louisiana
## 2419 Southwest Pass, Miss. River Delta, LA
## 2420 Southwest Pass, Mississippi River
## 2421 Southwest Pass, Vermillion Bay, LA
## 2422 Sozavarika Island, Alaska
## 2423 Spain
## 2424 Spanish Islands, Alaska
## 2425 Spite Hwy, Islandia, FL, USA
## 2426 Spring, TX
## 2427 Spruce Island, Alaska
## 2428 Spud Point Marina, Bodega Bay, CA
## 2429 SSW of Catalina Island, CA
## 2430 SSW of Half Moon Bay, CA
## 2431 St Bernard Parish, LA, USA
## 2432 St Clair River, Marine City, MI, USA
## 2433 St Clair Shores, MI
## 2434 St Croix, US Virgin Islands
## 2435 St George Island, FL
## 2436 St Herman's Harbor, Kodiak, AK
## 2437 St James, LA
## 2438 St Johns River, FL
## 2439 St Johns River, Jacksonville, FL
## 2440 St Johns, U.S. Virgin Islands
## 2441 St Johns, USVI
## 2442 St Kitts
## 2443 St Lawrence Island, Alaska
## 2444 St Lucie Inlet, Stuart, FL
## 2445 St Marteen, Virgin Islands
## 2446 St Thomas, USVI
## 2447 St. Bernard Parish, LA
## 2448 St. Croix to Puerto Rico
## 2449 St. Croix, U.S. Virgin Islands
## 2450 St. Croix, US Virgin Islands
## 2451 St. Croix, USVI
## 2452 St. Eustatius Island in the Caribbean
## 2453 St. George Isl, Pribilof Isls, Bering Sea, Alaska
## 2454 St. George Island, Alaska
## 2455 St. John, New Brunswick, Canada
## 2456 St. Joseph Bay, FL
## 2457 St. Lawrence River
## 2458 St. Lawrence River, Canada/NY
## 2459 St. Lawrence Seaway, NY
## 2460 St. Martin Island
## 2461 St. Mary Parish, LA
## 2462 St. Mary's River, MI
## 2463 St. Paul Island, Alaska
## 2464 St. Paul Island, Pribilof Islands, Alaska
## 2465 St. Paul Island, Pribilof Islands, Bering Sea
## 2466 St. Paul, Pribilof Islands, Alaska
## 2467 St. Petersburg, FL, USA
## 2468 St. Thomas, BVI
## 2469 St. Thomas, US Virgin Islands
## 2470 Stamford, Connecticut
## 2471 Star Enterprise Rd, 70723, USA
## 2472 Staten Island NY
## 2473 Staten Island, NY
## 2474 Steamboat Slough, Bethel, AK, USA
## 2475 Stellwagen Bank NMS, Massachusetts
## 2476 Stikine Channel, AK
## 2477 storm drain, Norfolk, Virginia
## 2478 Strait Island, AK
## 2479 Strait of Gibraltar
## 2480 Strait of Hormuz
## 2481 Straits of Georgia, Briitish Columbia, Canada
## 2482 Straits of Juan de Fuca, WA
## 2483 Straits of Juan de Fuca, Washington
## 2484 Straits of Messina, Sicily, Italy
## 2485 Strawberry Rd, Brookport, IL 62910, USA
## 2486 Sturgeon Bay, Lake Michigan, WI
## 2487 Suemez Island, Meares Passage, Alaska
## 2488 Suisun Bay, Concord, California
## 2489 Suisun, CA
## 2490 Sukhoi Lagoon, Kodiak Island, Alaska
## 2491 Summerland, CA
## 2492 Sumner Strait, AK
## 2493 Sunk Off Crystal River, FL
## 2494 Sunset Bay, Lake Ontario, New York
## 2495 Sunshine Cove, AK
## 2496 Superior, WI
## 2497 Surf City, NC
## 2498 Susquehanna River, Havre de Grace, MD
## 2499 Sutwik Island, AK
## 2500 Sutwik Island, Alaska
## 2501 SW LA Coast
## 2502 SW of Kaplin, LA
## 2503 SW of S. Jettty, Galveston, TX
## 2504 SW Pass Jetties, LA
## 2505 SW Pass Mississippi River, West Bay, LA
## 2506 sw pass of mississippi river
## 2507 SW Pass, Louisiana
## 2508 SW Pass, Mississippi Delta, GOM, LA
## 2509 SW Pass, Mississippi River Delta
## 2510 Sweeper Cove, Adak Island, AK
## 2511 Sweeper Cove, Adak Island, Aleutian Islands
## 2512 Swikshak Bay, Alaska
## 2513 Swineburne Island, NY
## 2514 Swinomish Channel, Anacortes, WA
## 2515 Swinomish Channel, WA
## 2516 Tabbs Bay, TX 77514
## 2517 Tacoma, WA
## 2518 Tallaboa, Puerto Rico
## 2519 Tampa Bay FL
## 2520 Tampa Bay, FL
## 2521 Tampa Bay, Florida
## 2522 Tanaga Island, Aleutian Island chain, Alaska
## 2523 Tanapag Harbor, Saipan
## 2524 Tangier Sound, MD VA
## 2525 Tanglefoot Bay, AK
## 2526 Tappan Zee Bridge, NY
## 2527 Tappanzee Bridge, NY
## 2528 Tauranga, New Zealand
## 2529 Taylor Oil Rd, Hackberry, LA 70645, USA
## 2530 Teller, AK, USA
## 2531 Terrebone Bay, LA
## 2532 Terrebone Bay, LA, USA
## 2533 Terrebone Parish, LA
## 2534 Terrebonne Bay, LA
## 2535 Terrebonne Parish, LA
## 2536 Terrebonne, LA
## 2537 Texas
## 2538 Texas and Louisiana
## 2539 Texas City Dike, TX
## 2540 Texas City, Galveston Bay
## 2541 Texas City, TX
## 2542 Texas City, TX, USA
## 2543 Texas Coast
## 2544 The Narrows,Staten Island, Brooklyn
## 2545 the Port of NY/NJ
## 2546 the Rigolets, Port Sulphur, LA 70083, USA
## 2547 Theodore, AL 36582, USA
## 2548 Thin Point, Cold Bay, Alaska
## 2549 Throgs Neck, Bronx, New York
## 2550 Thunder Bay NMS, MI
## 2551 Tierra Del Mar, OR
## 2552 Tillamook Bay, OR
## 2553 Tillamook River Bar, Oregon
## 2554 Tillamook, OR
## 2555 Timbalier Bay, LA
## 2556 Timbalier Bay, Louisiana
## 2557 Timbalier Island, LA
## 2558 Timbalier, LA
## 2559 Tinian Island, CNMI
## 2560 TN
## 2561 Togiak, AK
## 2562 Toke Point, Willapa Bay, WA
## 2563 Tolchester Beach, Maryland
## 2564 Tolchester Channel, Chesapeake Bay
## 2565 Toledo, OH
## 2566 Toledo, Ohio
## 2567 Toledo, Ohio, Maumee River, Grassy Island
## 2568 Tongass Narrows, Ketchikan, Alaska
## 2569 Torch Lake Township, MI, USA
## 2570 Towncreek Marina, Beaufort, North Carolina
## 2571 Tracey Arm, southeast Alaska
## 2572 Tracy Arm, AK
## 2573 Trading Bay, Cook Inlet, Alaska
## 2574 Trading Bay, Upper Cook Inlet, Alaska
## 2575 Transylvania, LA , USA
## 2576 Treasure Island, San Francisco Bay, CA
## 2577 Trenton, Michigan
## 2578 Trinidad and Tobago
## 2579 Trinity Bay, Texas
## 2580 Truro, Massachusetts
## 2581 Tug adrift off Quinalt River
## 2582 Tukwila, WA
## 2583 Tulalip, WA
## 2584 Tumwater, WA
## 2585 Tuntutuliak, Alaska
## 2586 Turtle Bay, LA
## 2587 Turtle Bay, South LA
## 2588 Two Harbors, Santa Catalina Island, CA
## 2589 TX 77979, USA
## 2590 TX-LA
## 2591 Tyonek, AK
## 2592 Tyonek, AK 99682, USA
## 2593 U.S. Navy Base, Adak Island, Alaska
## 2594 Ugashik Bay, AK
## 2595 Ulak Island, Aleutian Islands
## 2596 Uliaga Island, Aleutian Islands, Alaska
## 2597 Ulithi Atoll
## 2598 Umnak Island, Aleutian Islands, Alaska
## 2599 Umpqua River, OR
## 2600 Unakwik Inlet, Northern Prince William Sound, Alaska
## 2601 Unalakleet, AK
## 2602 Unalaska Bay, Dutch Harbor, Alaska
## 2603 Unalaska Isl., Aleutian Isl., Alaska
## 2604 Unalaska Isl., Aleutians, Alaska
## 2605 Unalaska Island, AK
## 2606 Unalaska Island, Alaska
## 2607 Unalaska Island, Aleutian Islands, Alaska
## 2608 Unalaska-Aleutian Islands, AK
## 2609 Unalaska, AK
## 2610 Unalaska, Alaska
## 2611 Unimak Isl., E. Aleutians, Alaska
## 2612 Unimak Island at Cave Point, Alaska
## 2613 Unimak Island, Alaska
## 2614 Unimak Pass, Alaska
## 2615 Unimak Pass, Aleutian Islands, Alaska
## 2616 United States
## 2617 Unnamed Road, Buras, LA 70041, USA
## 2618 Unnamed Road, New Haven, CT 06512, USA
## 2619 Unnamed Road, Port Sulphur, LA 70083, USA
## 2620 Upper Cook Inlet, Alaska
## 2621 Upper Cook Inlet, north of Forelands, Alaska
## 2622 Upper Galveston Bay
## 2623 Upper Galveston Bay, Houston Ship Channel, Texas
## 2624 Upper Tampa Bay, Florida
## 2625 Urbanna, VA
## 2626 US-41, Chassell, MI 49916, USA
## 2627 US-97, Toppenish, WA 98948, USA
## 2628 US/Canada Border (Maine/New Brunswick)
## 2629 USA
## 2630 USVI
## 2631 Utqiagvik, AK
## 2632 Uyak Bay, Kodiak Island, AK
## 2633 Valdez, AK
## 2634 Valdez, Alaska
## 2635 Vallejo, CA
## 2636 Valparaiso, FL 32580, USA
## 2637 Vandenberg Air Force Base, California
## 2638 Vashon Island, WA
## 2639 Venezuela
## 2640 Venice Marina, Pier 9
## 2641 Venice, LA
## 2642 Venice, LA , USA
## 2643 Venice, LA 70091, USA
## 2644 Venice, LA USA
## 2645 Venice, LA, USA
## 2646 Ventura, CA
## 2647 Vermilion Bay, Louisiana
## 2648 Vermilion Parish, LA
## 2649 Vermilion, OH
## 2650 Vermillion Bay, LA
## 2651 Vermillion Block 94, LA
## 2652 Vicinity Ft. Lauderdale, FL
## 2653 Vicinity of Johnston Atoll
## 2654 Vicinity of Main Pass, LA
## 2655 Vidalia, LA 71373, USA
## 2656 Vieques, Puerto Rico
## 2657 Vietnam Veterans Memorial Highway, Cascade Locks, OR 97014, USA
## 2658 Village Cove, St. Paul Island, Bering Sea, Alaska
## 2659 Vineyard Sound, MA
## 2660 Viosca Knoll 859, Offshore Louisiana
## 2661 Virgin Gorda, British Virgin Islands
## 2662 Virgin Gorda, BVI
## 2663 Virginia Beach, VA, USA
## 2664 Virginia Beach, Virginia
## 2665 Vista Court, Highlands, TX 77049, USA
## 2666 VM9M+4H Norfolk, VA, USA
## 2667 W Indies Dock Rd, St Thomas 00802, USVI
## 2668 W. Cameron Block 548, GOM
## 2669 Waadah Island Strait of Juan de Fuca
## 2670 Wadleigh Island, AK
## 2671 Waggaman, LA
## 2672 Wagners Point, Baltimore, Maryland
## 2673 Waiawa Wildlife Refuge, Honolulu, Hawaii
## 2674 Wake Island
## 2675 Wales, AK
## 2676 Wanchese, North Carolina
## 2677 Warrenton, OR
## 2678 Warrior Rock, Columbia River, near Portland, Oregon
## 2679 Washington Coast
## 2680 Washington DC
## 2681 Washington, DC
## 2682 Watch Hill, CT
## 2683 Watch Pond, Martha's Vinyard, NY
## 2684 Wellesley Island, NY, USA
## 2685 Welsh Island, OR, USA
## 2686 West Bay Area
## 2687 West Bay Marina, Olympia, WA
## 2688 West Bay, Louisiana
## 2689 West Cameron Block 198A, LA
## 2690 West Cameron Lease Block 165-Kinetica LLC. offshore platform
## 2691 West Cote Blanche Bay, LA
## 2692 West Delta 28, LA
## 2693 West Delta 80, LA
## 2694 West Delta Block 79A
## 2695 West Delta, LA (Gulf of Mexico)
## 2696 West Duwamish Waterway Seattle, Washington
## 2697 West Duwamish Waterway.
## 2698 West Hackberry, Louisiana
## 2699 West Hollywood Beach, FL
## 2700 West Ocean City, Maryland
## 2701 West of Sand Island, WA
## 2702 West side of Catalina Island, CA
## 2703 west side of Staten Island, NY
## 2704 Western Carquinez Strait, CA, USA
## 2705 Western Lake Erie, Ohio
## 2706 Western Long Island Sound, NY
## 2707 Westport Marina, Grays Harbor, WA
## 2708 Westport Marina, WA
## 2709 Westport, WA
## 2710 Westport, WA 98595, USA
## 2711 Weweantic River, Buzzards Bay, Wareham, Massachusetts
## 2712 Whale Island, Kodiak, AK
## 2713 Whale Pass between Afognak Island and Kodiak Island, Alaska
## 2714 Whale Passage between, Kodiak and Afognak Islands
## 2715 Whale Passage, Alaska
## 2716 Whatcom County, WA, USA
## 2717 Whidbey Island, Penn Cove, WA
## 2718 Whidbey Island, WA
## 2719 Whiskey Creek, Washington
## 2720 White Lake, LA
## 2721 White Marlin Marina, Ocean City, Maryland
## 2722 White Plains, NC, USA
## 2723 Whitefish Point, Lake Superior,ô˜MI
## 2724 Whites Landing, Santa Catalina Island, CA
## 2725 Whiting, IN
## 2726 Whittier, AK
## 2727 Wickliff, KY
## 2728 Wilkes Ledge, Buzzards Bay, MA
## 2729 Wilkes Ledge, Buzzards Bay, Massachusetts
## 2730 Willamette River, OR
## 2731 Willamette River, Portland, Oregon
## 2732 Willipa Bay, South Bend, WA
## 2733 Wilmington NC
## 2734 Wilmington, DE
## 2735 Wilmington, Delaware
## 2736 Wilmington, North Carolina
## 2737 Windsor, ON, Canada
## 2738 Winter fuel delivery to Nome, Alaska
## 2739 Winthrop, MA
## 2740 Winyah Bay, SC
## 2741 Womans Bay, Kodiak, Alaska
## 2742 Womelsdorf, Pennsylvania
## 2743 Womens Bay, Kodiak, AK
## 2744 Womens Bay, Kodiak, Alaska
## 2745 Wood River, SW Alaska
## 2746 Woods Hole, MA
## 2747 Woods Hole, Massachusetts
## 2748 Wrangell Narrows,Alaska
## 2749 Wrightsville Beach, NC
## 2750 Yabacoa, Puerto Rico
## 2751 Yap, FSM
## 2752 Yaquina Bay bar entrance, OR
## 2753 Yaquina Bay, Newport, OR
## 2754 Yaquina Bay, OR
## 2755 Yaquina River, OR
## 2756 Yellowstone River, Montana
## 2757 Yemen
## 2758 York County, ME, USA
## 2759 York Spit Channel, Chesapeake Bay
## 2760 York Spit Channel, Virginia
## 2761 Yorktown, VA, USA
## 2762 Yorktown, Virginia
## 2763 Yunaska Island, Aleutian Island Chain, Alaska
## 2764 Total
## ni fo
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## 1860 1 0.02816901
## 1861 1 0.02816901
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## 1943 1 0.02816901
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## 1945 1 0.02816901
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## 1954 1 0.02816901
## 1955 1 0.02816901
## 1956 2 0.05633803
## 1957 1 0.02816901
## 1958 1 0.02816901
## 1959 1 0.02816901
## 1960 1 0.02816901
## 1961 1 0.02816901
## 1962 1 0.02816901
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## 1964 1 0.02816901
## 1965 2 0.05633803
## 1966 1 0.02816901
## 1967 1 0.02816901
## 1968 3 0.08450704
## 1969 1 0.02816901
## 1970 1 0.02816901
## 1971 1 0.02816901
## 1972 1 0.02816901
## 1973 1 0.02816901
## 1974 1 0.02816901
## 1975 1 0.02816901
## 1976 1 0.02816901
## 1977 2 0.05633803
## 1978 1 0.02816901
## 1979 1 0.02816901
## 1980 1 0.02816901
## 1981 1 0.02816901
## 1982 1 0.02816901
## 1983 1 0.02816901
## 1984 1 0.02816901
## 1985 1 0.02816901
## 1986 1 0.02816901
## 1987 3 0.08450704
## 1988 1 0.02816901
## 1989 1 0.02816901
## 1990 1 0.02816901
## 1991 1 0.02816901
## 1992 1 0.02816901
## 1993 1 0.02816901
## 1994 1 0.02816901
## 1995 1 0.02816901
## 1996 1 0.02816901
## 1997 1 0.02816901
## 1998 1 0.02816901
## 1999 1 0.02816901
## 2000 1 0.02816901
## 2001 1 0.02816901
## 2002 1 0.02816901
## 2003 1 0.02816901
## 2004 1 0.02816901
## 2005 1 0.02816901
## 2006 1 0.02816901
## 2007 1 0.02816901
## 2008 1 0.02816901
## 2009 1 0.02816901
## 2010 1 0.02816901
## 2011 1 0.02816901
## 2012 1 0.02816901
## 2013 1 0.02816901
## 2014 1 0.02816901
## 2015 1 0.02816901
## 2016 1 0.02816901
## 2017 1 0.02816901
## 2018 1 0.02816901
## 2019 2 0.05633803
## 2020 1 0.02816901
## 2021 1 0.02816901
## 2022 1 0.02816901
## 2023 1 0.02816901
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## 2084 1 0.02816901
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## 2734 2 0.05633803
## 2735 1 0.02816901
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## 2737 2 0.05633803
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## 2739 1 0.02816901
## 2740 1 0.02816901
## 2741 1 0.02816901
## 2742 1 0.02816901
## 2743 3 0.08450704
## 2744 3 0.08450704
## 2745 1 0.02816901
## 2746 3 0.08450704
## 2747 2 0.05633803
## 2748 1 0.02816901
## 2749 3 0.08450704
## 2750 1 0.02816901
## 2751 1 0.02816901
## 2752 1 0.02816901
## 2753 1 0.02816901
## 2754 2 0.05633803
## 2755 1 0.02816901
## 2756 1 0.02816901
## 2757 1 0.02816901
## 2758 1 0.02816901
## 2759 1 0.02816901
## 2760 1 0.02816901
## 2761 1 0.02816901
## 2762 2 0.05633803
## 2763 1 0.02816901
## 2764 3550 100.000000003.2 Gráficos
#Ajustar márgenes
par(mar = c(8, 4, 3, 2))
#Frecuencia Absoluta
barplot(TDFubicaciones,
main ="Distribución de Ubicaciones de los Derrames a Nivel Global",
cex.main = 0.6,
xlab = "Ubicación",
ylab = "Cantidad",
col = "steelblue",
las = 3,
cex.names = 0.3,
cex.axis = 0.9,
cex.main = 1.2,
ylim = c(0, max(TDFubicaciones) * 1.2),
border = "black")
mtext("", side = 1, line = 5, cex = 1.1)
abline(h = pretty(range(TDFubicaciones), n = 5), col = "gray85", lty = "dotted")
# Frecuencia Relativa
#Frecuencia Relativa
porcentajes <- TDFubicaciones / sum(TDFubicaciones) * 100
par(mar = c(8, 4, 3, 2))
barplot(porcentajes,
main = "Distribución porcentual de Ubicaciones de Derrames a nivel global",
xlab = "Ubicación",
ylab = "Porcentaje",
col = "steelblue",
las = 3,
cex.names = 0.3,
cex.axis = 0.9,
cex.main = 1.2,
ylim = c(0, max(porcentajes) * 1.2),
border = "black")
mtext("", side = 1, line = 5, cex = 1.1)
abline(h = pretty(range(porcentajes), n = 5), col = "gray85", lty = "dotted")
3.3 Probabilidad
P_Ubicacion <- Tabla$ni / sum(Tabla$ni)
P_Ubicacion <- P_Ubicacion[Tabla$Ubicacion != "Total"]
nombres_ubicacion <- Tabla$Ubicacion[Tabla$Ubicacion != "Total"]
barplot(P_Ubicacion,
main = "Distribución de Probabilidad de Ubicaciones de Derrames a Nivel Global",
xlab = "Ubicación", ylab = "Probabilidad",
col = "steelblue",
names.arg = nombres_ubicacion,
las = 3,
cex.names = 0.3)
mtext("", side = 1, line = 5, cex = 1.1)
abline(h = pretty(range(P_Ubicacion), n = 5), col = "gray85", lty = "dotted")
##¿Cuál es la probabilidad de que un derrame ocurriera Alaska?
ubicacion_objetivo <- "AK"
probabilidad_alaska <- round(
(Tabla$ni[Tabla$Ubicacion == ubicacion_objetivo] / sum(Tabla$ni[Tabla$Ubicacion != "Total"])) * 100,
1)
print(paste("La probabilidad es de que un derrame ocurriera Alaska:", probabilidad_alaska, "%"))## [1] "La probabilidad es de que un derrame ocurriera Alaska: 0 %"4 Etiquetas
4.1 Tabla de distribución de frecuencias
etiquetas<-datos$Etiquetas
etiquetas<-na.omit(etiquetas)
TDFetiquetas<-table(etiquetas)
Tablaetiquetas<-as.data.frame(TDFetiquetas)
hietiquetas<-Tablaetiquetas$Freq/sum(Tablaetiquetas$Freq)
hietiquetas<-round(hietiquetas*100,2)
Tablaetiquetas<-data.frame(Tablaetiquetas,hietiquetas)
for (i in 1:29) {
categoria <- Tablaetiquetas$etiquetas[i]
if (categoria %in% c("Collision", "Grounding", "Adrift", "Derelict")) {
Tablaetiquetas$grupo_logico[i] <- "Incidentes Marítimos"
} else if (categoria %in% c("Railcar", "Pipeline", "Wellhead")) {
Tablaetiquetas$grupo_logico[i] <- "Objetos y Estructuras"
} else if (categoria %in% c("Hurricane", "Tsunami")) {
Tablaetiquetas$grupo_logico[i] <- "Fenómenos Naturales"
} else if (categoria %in% c("Mystery Substance", "Search + Rescue")) {
Tablaetiquetas$grupo_logico[i] <- "Operaciones o Misterios"
} else {
Tablaetiquetas$grupo_logico[i] <- "Otros"
}
}
grupo_etiquetas<-table(Tablaetiquetas$grupo_logico) 4.2 Gráficos
par(mar = c(4, 6, 4, 5) + 0.1)
barplot(grupo_etiquetas,
main="Distrubución de Etiquetas sobre la categoría de cada incidente",
cex.main = 0.7,
xlab="Etiquetas ",
ylab="Cantidad",
col="purple2",
cex.main = 1.5,
cex.lab = 1,
cex.axis = 0.7,
cex.names = 0.5,
ylim = c(0, max(grupo_etiquetas)))
mtext("", side = 1, line = 5, cex = 1.1)
abline(h = pretty(range(grupo_etiquetas), n = 5), col = "gray85", lty = "dotted")
hi_grupo_etiquetas <- grupo_etiquetas / sum(grupo_etiquetas)
hi_grupo_etiquetas <- round(hi_grupo_etiquetas * 100, 2)
bp1 <- barplot(
hi_grupo_etiquetas,
main = "Distribución de Etiquetas sobre la categoría de cada incidente",
cex.main = 0.9,
xlab = "Etiquetas",
ylab = "Porcentaje",
col = "purple3",
names.arg = names(hi_grupo_etiquetas),
cex.lab = 1,
cex.axis = 0.7,
cex.names = 0.5,
ylim = c(0, 100)
)
mtext("", side = 1, line = 5, cex = 1.1)
abline(h = pretty(range(hi_grupo_etiquetas), n = 5), col = "gray85", lty = "dotted")
4.3 Probabilidad
par(mar = c(8, 4, 3, 2))
prob_grupo_etiquetas <- round((grupo_etiquetas / sum(grupo_etiquetas)) * 100, 2)
bp1 <- barplot(
prob_grupo_etiquetas,
main = "Distribución de Probabilidad de Etiquetas sobre la categoría de cada incidente",
cex.main = 0.7,
xlab = "Etiquetas",
ylab = "Probabilidad (%)",
col = "purple4",
names.arg = names(grupo_etiquetas),
las = 1,
cex.names = 0.5,
ylim = c(0, 100)
)
mtext("", side = 1, line = 5, cex = 1.1)
abline(h = pretty(range(prob_grupo_etiquetas), n = 5), col = "gray85", lty = "dotted")
##¿Cuál es la probabilidad de que la etiquetas sobre cada incidente sea Otros?
GrupoTabla <- as.data.frame(grupo_etiquetas) # columnas: Var1, Freq
GrupoTabla$porcentaje <- round((GrupoTabla$Freq / sum(GrupoTabla$Freq)) * 100, 2)
probabilidad_Otros_df <- GrupoTabla$porcentaje[GrupoTabla$Var1 == "Otros"]
print(paste0("Probabilidad de que la etiquetas sobre cada incidente sea Otros: ", probabilidad_Otros_df, " %"))## [1] "Probabilidad de que la etiquetas sobre cada incidente sea Otros: 65.52 %"5 Tipo de crudo
5.1 Tabla de distribución de frecuencias
Tipo_de_crudo <- datos$Tipo_de_crudo
TDFcrudo <- table(Tipo_de_crudo)
Tabla <- as.data.frame(TDFcrudo) # Frecuencia Absoluta
colnames(Tabla)[colnames(Tabla) == "Freq"] <- "ni"
fo_norm <- Tabla$ni/sum(Tabla$ni) # Frecuencia Relativa
fo<- fo_norm*100
sum(fo) ## [1] 100Tabla <- data.frame(Tabla, fo)
total_ni <- sum(Tabla$ni) # Agregar fila de totales
total_fo <- sum(Tabla$fo)
fila_total <- data.frame(Tipo_de_crudo = "Total", ni = total_ni, fo = total_fo)
Tabla <- rbind(Tabla, fila_total)
Tabla## Tipo_de_crudo
## 1 diesel
## 2 JP-5
## 3 Raffinate
## 4 'Diesel
## 5 "Brown Oil"
## 6 # 1 oil
## 7 # 2 diesel fuel
## 8 # 2 fuel oil
## 9 # 6
## 10 # 6 fuel oil
## 11 # 6 oil
## 12 #1 diesel
## 13 #1 diesel and Aviation gas
## 14 #1 diesel and gasoline
## 15 #1 Fuel Oil, gasoline
## 16 #1 heating oil
## 17 #2 diesel
## 18 #2 Diesel
## 19 #2 diesel fuel
## 20 #2 Diesel fuel
## 21 #2 Diesel Fuel
## 22 #2 diesel fuel oil
## 23 #2 Diesel heating fuel oil
## 24 #2 diesel, gasoline, lube oil
## 25 #2 fuel
## 26 #2 fuel oil
## 27 #2 fuel Oil
## 28 #2 Fuel Oil
## 29 #2 fuel oil, IFO
## 30 #2 fuel oil, IFO 180, gas oil, crushed granite
## 31 #2 fuel oil, IFO-180, and gas oil
## 32 #2 fuel oil, Jet A fuel
## 33 #2 fuel oil, lube oil
## 34 #2 fuel/home heating fuel\tintermediate fuel oil 380
## 35 #2 heating fuel
## 36 #2 heating oil
## 37 #2 HEATING OIL
## 38 #2 home-heating oil
## 39 #2 marine diesel
## 40 #2 marine diesel and lube oil
## 41 #2 oil
## 42 #4
## 43 #4 fuel oil
## 44 #4 Fuel Oil
## 45 #4 heating oil
## 46 #4 oil
## 47 #4oil
## 48 #6
## 49 #6 and #2 oils
## 50 #6 black oil, high sulphur gas oil, Naptha, low sulphur gas oil
## 51 #6 bunker fuel
## 52 #6 fuel
## 53 #6 fuel oil
## 54 #6 fuel Oil
## 55 #6 Fuel Oil
## 56 #6 fuel oil and #2 fuel oil
## 57 #6 fuel oil and IFO
## 58 #6 fuel oil cleanup
## 59 #6 fuel oil, #2 diesel, lube oil
## 60 #6 fuel oil, diesel
## 61 #6 Fuel oil, diesel
## 62 #6 Fuel Oil, diesel
## 63 #6 fuel oil, diesel, Cargo: Sodium tripolyphosphate, PVC resin, steel pipe & rebar
## 64 #6 fuel oil, diesel, lube oil
## 65 #6 Fuel Oil, Slurry Oil
## 66 #6 fuel oil/diesel
## 67 #6 HFO
## 68 #6 oil
## 69 #6 Oil
## 70 #6 oil or crude
## 71 100 gallons of lube oil
## 72 100 octane avgas
## 73 100 Octane Aviation Gasoline
## 74 150Weight Shell Omala Gear Oil
## 75 27 API Gravity Crude Oil and Production/Formation Water
## 76 33.7 API Gravity Crude Oil
## 77 36,500 gals of IFO, 800 gals of diesel, 1,100 gals lube oil, 2,000 gals of sludge
## 78 46% drilling mud/oil
## 79 6 fuel oil
## 80 900 gallons diesel, 200,000 lbs. fish
## 81 93,000 gallons diesel, 2,344 lube oil, 600 gals other
## 82 Alabama sweet crude
## 83 Alaska North Slope Crude
## 84 Alaska North Slope Crude oil
## 85 Alaska North Slope Crude Oil
## 86 Alaskan North Slope Crude Oil
## 87 Ammonia, Chlorine, Diesel
## 88 ammonia, diesel
## 89 Ammonia, Diesel, Oily Water
## 90 ammonium sulfate
## 91 Angolan crude oil
## 92 Angolan Palanca crude oil
## 93 Aniline oil
## 94 Arab Medium Crude
## 95 Arabian crude
## 96 Arabian crude oil
## 97 Arabian Crude oil
## 98 Arabian light crude
## 99 Arabian Light crude oil
## 100 Arabian light crude, Iranian light crude, Bunker C
## 101 Arabic Crude
## 102 Asbestos and unknown quantities of unknow oil an hazardous materials
## 103 Asphalt
## 104 asphalt
## 105 Asphalt charge stock
## 106 Asphalt, Diesel
## 107 Assumed to be S LA crude at this time
## 108 aviation fuel
## 109 Aviation fuel
## 110 aviation fuel avgas
## 111 Aviation fuel, lube oil
## 112 Aviation gas
## 113 Bachaquero Crude Oil
## 114 Bakken crude oil
## 115 Bakken Crude oil
## 116 Bakken Crude Oil
## 117 barium sulfate ore, bunker ,diesel
## 118 Barrel
## 119 Basra light crude oil
## 120 Basrah crude oil
## 121 Basrah light crude
## 122 bauxite, diesel fuel, heavy fuel oil
## 123 bauxite, heavy fuel oil, diesel
## 124 Beatrice (North Sea) crude oil
## 125 Bilge (diesel and lube oil)
## 126 bilge oil (intermediate fuel oil)
## 127 bilge oil, engine oil
## 128 Bilge Slops / Number 6 Fuel Oil
## 129 Bio-diesel
## 130 Bitumen
## 131 Black algae
## 132 black oil
## 133 bulk sulfur, IFO, MFO
## 134 Bunker C
## 135 BUNKER C
## 136 Bunker C and diesel, hazardous materials
## 137 Bunker C fuel
## 138 Bunker C Fuel
## 139 Bunker C fuel oil
## 140 Bunker C fuel oil - #6
## 141 Bunker c fuel oil, pyrolysis gasoline, caustic soda
## 142 Bunker C oil
## 143 Bunker C Oil
## 144 Bunker C-like oil
## 145 Bunker C, diesel
## 146 bunker C, diesel fuel
## 147 Bunker C, Diesel Fuel
## 148 bunker C, diesel, and lube oil
## 149 Bunker C, diesel, lube oil, frozen crab
## 150 Bunker C, Light diesel
## 151 bunker fuel
## 152 Bunker fuel
## 153 Bunker Fuel
## 154 Bunker Fuel (IFO 180 and diesel), lube oil, hydraulic oil
## 155 bunker fuel and diesel
## 156 Bunker fuel oil
## 157 bunker fuel, diesel, lube oil
## 158 bunker oil
## 159 Bunker oil
## 160 bunker oil and #2 diesel
## 161 Bunker Oil and diesel
## 162 Bunker oil and/or crude oil
## 163 bunker oils and #2 diesel
## 164 Bunker, diesel, lube
## 165 Bunker, LNG
## 166 butadiene, IFO 380, marine diesel, lube oil
## 167 butane, propane, gasoline
## 168 Buzios Crude (from Brazil)
## 169 CA crude oil
## 170 cabina and escravos crudes
## 171 Calcium chloride (CaCl2) 25 % solution
## 172 California crude oil
## 173 caustic hydrochloric acid
## 174 Cerro Negro Crude (a heavy crude oil)
## 175 Chlorine suspected, but unconfirmed
## 176 chlorpyrifos
## 177 clarified slurry oil
## 178 coal or pet coke
## 179 Coal, bunker fuel
## 180 Coconut oil
## 181 Colombian crude API 22.6
## 182 concentrated hydrochloric acid, carbon disulphide, propelene oxide, isopropinal, ethynal, and ammonia hydroxide
## 183 condensate
## 184 Condensate
## 185 Condensate
## 186 Condensate (41-45 API)
## 187 condensate and crude
## 188 Condensate and Natural Gas
## 189 condensate crude
## 190 Condensate crude oil
## 191 condensate crude oil, natural gas
## 192 containers
## 193 contaminated site cleanup
## 194 Cook Inlet crude
## 195 Cook Inlet crude oil
## 196 Cooking Oil
## 197 cooking oil, diesel oil
## 198 Creosote oil
## 199 crude
## 200 Crude
## 201 CRUDE
## 202 Crude
## 203 Crude and Diesel
## 204 Crude and Gas
## 205 crude and hydraulic oil
## 206 crude asphalt
## 207 Crude Condensate
## 208 Crude condensate (API >45
## 209 crude oil
## 210 Crude oil
## 211 Crude Oil
## 212 Crude oil
## 213 Crude Oil
## 214 Crude oil , water, and gas
## 215 crude oil "rock" oil
## 216 Crude oil (34 API)
## 217 crude oil (API 16-17)
## 218 Crude Oil (API 18)
## 219 Crude Oil (likely Sweet Lousiana)
## 220 Crude oil (likely)
## 221 Crude Oil (presumed South Louisiana)
## 222 Crude oil (South Louisiana)
## 223 Crude Oil (South Louisiana)
## 224 Crude Oil (Specific Oil Type Unknown at Present)
## 225 crude oil (Sweet Louisiana Crude)
## 226 Crude Oil (Sweet Lousiana Crude)
## 227 Crude Oil and Condensate
## 228 Crude Oil and Naphtha
## 229 Crude oil and natural gas
## 230 Crude Oil and Production Water
## 231 Crude Oil Brine Water
## 232 crude oil condensate
## 233 Crude oil condensate
## 234 Crude Oil Condensate
## 235 Crude Oil Condensate, est. 40 API
## 236 Crude Oil Condensate, produced water
## 237 crude oil or condensate
## 238 Crude Oil or Gas Condensate
## 239 Crude Oil,
## 240 Crude Oil, API Gravity 55
## 241 Crude Oil, Benzol
## 242 Crude oil, contaminated water
## 243 Crude Oil, H2S
## 244 Crude oil, natural gas condensate, produced water
## 245 Crude Oil, Natural Gas, Diesel
## 246 Crude Oil, Natural Gas, Production Water
## 247 Crude oil, natural gas, salt water
## 248 crude oil, produced water
## 249 Crude Oil, Produced Water
## 250 crude oil, sulfur
## 251 Crude oil/produced water
## 252 crude sulfate turpentine
## 253 crude sulfate turpentine, sodium hydrosulfide (NaSH), Antiblaze, Briquest
## 254 Crude Tall Oil
## 255 Deisel
## 256 deisel fuel
## 257 Dielectric Fluid
## 258 dielectric fluids
## 259 diesel
## 260 dIESEL
## 261 Diesel
## 262 DIesel
## 263 DIESEL
## 264 diesel
## 265 Diesel
## 266 Diesel - Non Marine
## 267 Diesel (approx 2500 ga), hydraulic, lube oils (100 ga)
## 268 diesel / marine gas
## 269 diesel & hydraulic oil
## 270 diesel & lube oil
## 271 Diesel & Lube oil
## 272 Diesel #1
## 273 Diesel #2
## 274 diesel and ammonia
## 275 Diesel and anhydrous ammonia
## 276 diesel and bilge slops
## 277 diesel and bunker C
## 278 diesel and crude oil
## 279 diesel and engine room slops
## 280 diesel and gasoline
## 281 Diesel and Granite Pt. crude
## 282 diesel and heavy fuel
## 283 diesel and heavy fuel oil
## 284 diesel and hydraulic fluid
## 285 Diesel and hydraulic fluid
## 286 diesel and hydraulic fluid and lube oil
## 287 Diesel and Hydraulic Fuel
## 288 Diesel and hydraulic oil
## 289 Diesel and lub oils
## 290 diesel and lube
## 291 Diesel and Lube
## 292 diesel and lube oil
## 293 Diesel and lube oil
## 294 Diesel and Lube oil
## 295 Diesel and lube oil and hydraulic oil
## 296 diesel and lube oils
## 297 diesel and lube or hydraulic oil
## 298 diesel and lubricating oil
## 299 Diesel and lude oils
## 300 Diesel and other product
## 301 diesel and small amount of lube oil
## 302 diesel based drill mud
## 303 diesel bilges
## 304 diesel fuel
## 305 Diesel fuel
## 306 Diesel Fuel
## 307 diesel fuel / maybe marine debris
## 308 Diesel Fuel 4,000 gallons
## 309 diesel fuel and bilge slop
## 310 diesel fuel and gasoline
## 311 diesel fuel and hydraulic fluid
## 312 diesel fuel and Hydraulic oil
## 313 Diesel fuel and hydraulic oil
## 314 Diesel fuel and hydraulic oil and lube oil
## 315 Diesel fuel and IFO
## 316 Diesel fuel and lub oils
## 317 diesel fuel and lube oil
## 318 Diesel fuel and lube oil
## 319 diesel Fuel and other mixed oils
## 320 Diesel fuel arctic (DFA)
## 321 Diesel Fuel Marine
## 322 diesel fuel oil
## 323 diesel fuel, gasoline, haz mat materials
## 324 diesel fuel, lube oil
## 325 Diesel fuel, lube oil
## 326 Diesel fuel, lube oil aviation gas anhydrous ammonia, chlorine, acetylene
## 327 Diesel Fuel, Lube Oil, Hydraulic Oil
## 328 diesel Fuel, Lube Oil, Hydraulic Oil, Gasoline & waste oil
## 329 diesel fuel, lube oil, oily water
## 330 Diesel Fuel, number 6 oil, toluene, xylene, raffanite.
## 331 diesel fuel, petroleum coke
## 332 diesel fuel, polyethylene glycol, fuel oil, lube oil, trimethyl phosphite, liquid petroleum distillate n.o.s., liquid plastic, butyl acrylate, denatured alcohol, calcium chloride, glycol
## 333 Diesel Fuell
## 334 DIESEL Fuell
## 335 Diesel Gasoline
## 336 diesel oil
## 337 Diesel oil
## 338 diesel oil - approx. 80% heavy distillate, 20% residual fuel oil
## 339 diesel oil , methyl chloroform
## 340 diesel oil and gasoline
## 341 Diesel oil and lube oil
## 342 diesel oil and lubrication oil
## 343 diesel oil and lubrication oil and petroleum products
## 344 diesel or gas
## 345 Diesel or gas
## 346 Diesel or kerosene
## 347 Diesel with red dye
## 348 diesel, lube oil
## 349 Diesel, 75 gallons of some other oil (likely lube oil)
## 350 diesel, aluminum powder, lubricating oil, caustic soda, unknown
## 351 Diesel, asbestos, debris
## 352 Diesel, bio-diesel, slop oil
## 353 Diesel, Bunker C
## 354 Diesel, bunker C lube oil
## 355 Diesel, crab
## 356 Diesel, crude oil
## 357 Diesel, engine oil, bilge slop
## 358 Diesel, fiberglass boat debris
## 359 Diesel, Fish
## 360 diesel, gasoline
## 361 Diesel, gasoline
## 362 Diesel, gasoline, jet fuel, bunker c
## 363 diesel, gasoline, lube oil, hydraulic fluid
## 364 Diesel, gasoline, refined cleaning products
## 365 diesel, hazardous material
## 366 diesel, heating oil, gasoline
## 367 Diesel, heavy fuel oil
## 368 diesel, home heating oil, gasoline
## 369 diesel, hydraulic and lube oil, ammonia
## 370 diesel, hydraulic fluid, and lube oil
## 371 diesel, hydraulic fluid, lube oil
## 372 diesel, hydraulic fluid, lube oil, antifreeze
## 373 Diesel, hydraulic oil
## 374 Diesel, hydraulic oil, lube oil
## 375 diesel, IFO 180
## 376 diesel, jet fuel
## 377 diesel, lube
## 378 diesel, lube oil
## 379 Diesel, lube oil
## 380 Diesel, Lube Oil
## 381 Diesel, Lube Oil and Hydraulic Fluid
## 382 Diesel, lube oil and hydraulic oil
## 383 Diesel, lube oil, ammonia
## 384 Diesel, lube oil, hydraulic fluid
## 385 Diesel, lube oil, hydraulic oil
## 386 diesel, lube oils
## 387 Diesel, lube oils
## 388 Diesel, lube oils, Search and Rescue Operations
## 389 diesel, lube, and hydraulic oil
## 390 diesel, lube, and waste oils and possibly dredge spoils
## 391 Diesel, Lube, Hydraulic Oils
## 392 diesel, lubes, batteries, 15 tons squid
## 393 Diesel, marine debris
## 394 diesel, oil
## 395 Diesel, organic product
## 396 diesel, other oil and containers
## 397 diesel, petroleum lubricants
## 398 Diesel, small amount of lube oil
## 399 Diesel, waste oil, hydraulic fluid
## 400 diesel/bunker fuel
## 401 Diesel/lube oil
## 402 Diesel/Lube Oil
## 403 diesel/lube oil mixture
## 404 diesil
## 405 Diluted Bitumen
## 406 diluted bitumen (Cold Lake Blend)
## 407 Diluted Petromeen (0.05-0.07%)
## 408 Doba Crude sweet low sulfur
## 409 dredge spoils and 300 gallons of diesel
## 410 drilling mud
## 411 Drilling mud (75% synthetic oil blend)
## 412 Dry goods, PCB-laden soil, diesel
## 413 Eagle Ford Shale oil
## 414 Eagle Ford shale oil (Ingleside 50)
## 415 Effluent - oil
## 416 Ekofisk crude oil
## 417 Elwood Crude Oil
## 418 emulsified oil
## 419 ENAP crude oil
## 420 Engine Lube Oil
## 421 engine oil
## 422 engine oil, diesel, hydraulic fluid
## 423 Envirologic Oil 3046
## 424 Es Sider Crude Oil
## 425 ethanol, #6 fuel oil
## 426 Eugene Island crude
## 427 Fire - diesel, chlorine, gasoline, ammonia
## 428 Fish Oil, bunker fuel
## 429 Flammable liquids, corrosives, marine diesel
## 430 FO #6
## 431 Fuel oi, diesel, gasoline, lube oils
## 432 fuel oil
## 433 Fuel oil
## 434 Fuel Oil
## 435 fuel oil #2
## 436 Fuel oil #2
## 437 Fuel Oil #6
## 438 fuel oil #6 and diesel #2
## 439 Fuel oil 1-D
## 440 Fuel oil and diesel
## 441 Fuel Oil No. 6
## 442 fuel oil, diesel
## 443 Fuel oil, DP 231
## 444 Fuel oil, gasoline
## 445 fuel oil, heavy oil
## 446 fuel oil, lube oil
## 447 fuel oil, molten sulfur, diesel
## 448 Fuel Oil, Wheat
## 449 Fungicide: Commercial Name Fungitrol; UN# 3082
## 450 Galeota crude
## 451 Gas and Condensate
## 452 gas and gas condensate
## 453 Gas and Gas Condensate
## 454 gas and heating oil
## 455 gas fuel oil
## 456 gas oil
## 457 gas, diesel and jet fuel
## 458 Gas, oil
## 459 Gas/oil Condensate
## 460 gasoline
## 461 Gasoline
## 462 gasoline and #2 fuel oil
## 463 gasoline and diesel
## 464 gasoline and diesel quality reformate (cutter stock)
## 465 Gasoline and Jet fuel
## 466 Gasoline and Jet fuel and diesel
## 467 gasoline, #2 fuel oil
## 468 gasoline, aquious fire fighting foam (AFFF)
## 469 Gasoline, diesel
## 470 gasoline, diesel fuel
## 471 gasoline, diesel, JP5
## 472 gasoline, diesel, lube oil
## 473 gasoline, home heating oil, Arabian crude, and natural gas
## 474 gasoline, jet fuel, #2 fuel oil
## 475 Gasoline, kerosene, bunker C fuel
## 476 Gasoline, lube oil
## 477 Gasoline, no. 2 diesel
## 478 gasoline/diesel
## 479 Gasoline/Diesel No. 2 mixture
## 480 gear oil
## 481 Granite Point crude oil
## 482 Grease/Lube Oil
## 483 heating fuel
## 484 heating oil
## 485 Heating oil
## 486 Heavy (waste) oil
## 487 heavy black oil
## 488 Heavy black oil
## 489 Heavy crude oil
## 490 Heavy Crude Oil
## 491 Heavy Cycle Gas Oil, Intermediate Fuel Oil, Marine Diesel Oil
## 492 heavy fuel oil
## 493 Heavy fuel oil
## 494 Heavy Fuel Oil
## 495 Heavy Fuel Oil (HFO)
## 496 Heavy Fuel Oil (IFO 180)
## 497 Heavy Fuel Oil and Urea
## 498 Heavy Fuel Oil, Marine Grade Diesel
## 499 Heavy Fuel Oil/Diesel
## 500 heavy hydrocarbon
## 501 Heavy Iranian Crude Oil
## 502 Heavy Louisiana crude oil
## 503 Heavy Louisiana sweet crude oil
## 504 Heavy Louisiana Sweet Crude Oil
## 505 Heavy Louisiana Sweet Crude Oil/Diesel
## 506 heavy oil
## 507 Heavy Oil
## 508 Heavy oil and diesel
## 509 Heavy Oil, Diesel, Soybeans
## 510 heavy oil, like Bunker C
## 511 Heavy residual oil, industrial fuel oil, No. 6 Fuel Oil
## 512 Herbicide production wastes and byproducts, diesel fuel
## 513 HFO
## 514 HFO & Marine Diesel
## 515 HFO #6
## 516 HFO 380
## 517 HFO and diesel
## 518 HFO and Diesel
## 519 HFO, diesel , Automobiles
## 520 Hibernia crude oil
## 521 High Sulfur No.6 Fuel Oil
## 522 Hondo crude
## 523 Hondo Crude
## 524 Huntington Beach crude & produced water
## 525 hydraulic fluid
## 526 Hydraulic fluid
## 527 Hydraulic Fluid
## 528 hydraulic fluid (Environmentally Acceptable Lubricant)
## 529 hydraulic fluid and crude (potential)
## 530 Hydraulic Fuel
## 531 hydraulic oil
## 532 Hydraulic oil
## 533 Hydraulic Oil
## 534 hydraulic, lube, diesel
## 535 IFO
## 536 IFO 150
## 537 IFO 180
## 538 IFO 180 and marine diesel
## 539 IFO 180, Diesel
## 540 IFO 180, MGO, Lube oil
## 541 IFO 308
## 542 IFO 380
## 543 IFO 380 & Diesel
## 544 IFO 380 or RGM 380
## 545 IFO 40
## 546 IFO 60 and diesel fuel
## 547 IFO and Diesel
## 548 IFO and granular cement
## 549 IFO No. 6 (Bunker C)
## 550 IFO-180
## 551 IFO-180 and palm kernel oil
## 552 IFO-180, diesel
## 553 IFO-310
## 554 IFO-380
## 555 IFO-380 Fuel oil, marine diesel and small amount of lube oil
## 556 IFO, diesel
## 557 IFO, diesel, lube oil
## 558 IFO,hazardous materials
## 559 IFO/diesel
## 560 IFO380
## 561 Industrial Fuel Oil
## 562 Intermediate fuel oil
## 563 Intermediate fuel oil, diesel oil, lube oil, bilge oil, fish oil
## 564 Iranian crude
## 565 Iranian heavy crude
## 566 Iranian Heavy crude oil
## 567 Iranian heavy crude oil, Bunker fuel oil
## 568 Iranian light crude (API 33)
## 569 Iranian light crude oil
## 570 Iron ore and fuel oil
## 571 Isthmus crude oil
## 572 IXTOC I crude oil
## 573 Jet A
## 574 Jet A fuel
## 575 Jet A Fuel
## 576 Jet A fuel, heavy fuel oil
## 577 jet fuel
## 578 Jet fuel
## 579 Jet Fuel
## 580 Jet Fuel A
## 581 Jet fuel JP8
## 582 jet fuel or aviation gasoline
## 583 jet petroleum #5 (JP-5)
## 584 Jet-A
## 585 JP-1 jet fuel oil
## 586 JP-1 kerosene
## 587 JP-4 jet fuel
## 588 JP-5
## 589 JP-5 (Heavy Kerosene
## 590 JP-5 fuel
## 591 JP-5 jet fuel
## 592 JP-8
## 593 JP-8 fuel
## 594 JP-8 jet fuel
## 595 JP-8, jet fuel
## 596 JP4 and #2 fuel oil
## 597 JP5 (jet fuel, Navy formulation)
## 598 JP5 fuel
## 599 JP8
## 600 Kerosene, other oil(s)
## 601 Kirkuk Crude Oil
## 602 Kuwait Crude
## 603 Kuwait crude oil
## 604 Kuwait Crude Oil
## 605 Kuwaiti light crude oil
## 606 LA crude
## 607 LA Crude
## 608 LA crude oil
## 609 LA Crude Oil
## 610 LA Sweet Crude Oil
## 611 LAPIO
## 612 leaking well
## 613 Light Arabian Crude
## 614 Light Arabian crude oil
## 615 Light Arabian Crude Oil, Bunker C
## 616 Light Arabian crude oil, Bunker fuel
## 617 light condensate
## 618 light condensate with an API of 35
## 619 light crude
## 620 light crude oil
## 621 Light crude oil
## 622 Light Crude Oil
## 623 Light Crude Oil (Arbaian Light)
## 624 Light Cycle Oil
## 625 Light Cysle Oil
## 626 Light Iranian Crude Oil
## 627 Light Kuwaiti Crude Oil
## 628 light lube oil
## 629 Light Murban crude
## 630 Light oil
## 631 Light petroleum product (hydraulic oil or mineral oil)
## 632 light sweet crude
## 633 Liquid Asphalt
## 634 Liquid fertilizer and fuel oil
## 635 Louisiana crude
## 636 Louisiana Crude
## 637 Louisiana crude oil
## 638 Louisiana Crude oil
## 639 Louisiana crude, Bunker C
## 640 Louisiana Medium Sweet Crude
## 641 Louisiana sweet crude
## 642 Louisiana Sweet Crude
## 643 Lousiana Crude Oil/Natural Gas
## 644 Lousiana Sweet Crude
## 645 Low sulfur diesel
## 646 Low Sulfur diesel (red)
## 647 Low viscosity cable oil
## 648 LPG
## 649 lube and diesel
## 650 lube and fuel
## 651 lube oil
## 652 Lube Oil
## 653 Lube Oil 80% Mineral Oil
## 654 Lube oil, diesel
## 655 lube oil, Heavy fuel oil
## 656 lube oil, hydraulic oil, diesel
## 657 Lube Oil, Lube Oil Additives, Bunker Fuel
## 658 lubrication oil
## 659 Magnesium chloride, diesel, lube oils
## 660 Marine debris / gasoline / lube oil
## 661 marine diese
## 662 marine diesel
## 663 Marine diesel
## 664 Marine Diesel
## 665 Marine Diesel / Heavy Fuel Oil
## 666 Marine diesel and high-sulfur fuel oil
## 667 marine diesel fuel
## 668 Marine diesel fuel
## 669 Marine Diesel Fuel
## 670 marine diesel, lube oil
## 671 marine diesel2
## 672 Marine grade Diesel
## 673 Marine Grade Diesel
## 674 Marine Grade Diesel Fuel
## 675 Marine red-dye diesel
## 676 MARS Crude
## 677 May or may not be oil, brown with no sheen
## 678 Maya crude
## 679 Mayan crude
## 680 Med. Crude
## 681 medium crude oil
## 682 Medium to Heavy Crude Oil
## 683 Mexican crude oil
## 684 Mexican Maya crude oil
## 685 middle ground shoal crude oil
## 686 Middle Ground Shoal crude oil
## 687 mineral oil
## 688 Mineral oil
## 689 Mineral OIl
## 690 Mineral Oil (Luminol)
## 691 Mistaken Oil Spill
## 692 Mixed Arabian Crude Oil
## 693 mixed fuel
## 694 Mixed fuel oil, hazmat, and marine debris
## 695 Mixed fuels
## 696 mixed heavy oils
## 697 Mogas, Avgas, Diesel
## 698 molten sulfur CAS 7704-34-9
## 699 Montana Mix sour crude oil
## 700 Monterey Crude
## 701 Most likely diesel
## 702 Motor Oil
## 703 Motor oil, automatic transmission fluid, ethylene glycol, florosil dye
## 704 motor oil, cooking oil and grease and unknown
## 705 Multiple
## 706 Mystery Spill, Possibly Crude Oil
## 707 naptha
## 708 Naptha
## 709 Naptha,
## 710 naptha, monoetheylene glycol, lube oil
## 711 Natural Gas
## 712 natural gas and condensate
## 713 Natural Gas and Condensate
## 714 Natural Gas and Condensate Crude
## 715 Natural Gas and Condensate Liquid
## 716 Natural Gas and Condensate Liquid.
## 717 Natural Gas and crude oil condensate
## 718 natural gas condensate
## 719 Natural Gas Condensate
## 720 natural gas condensate, drilling mud, and crude oil
## 721 Natural Gas, Condensate
## 722 natural gas, condensate crude oil
## 723 Natural Gas, Crude Oil, Condensate
## 724 natural gas, hydrogen sulfide, and condensate
## 725 Natural Gas, Light Crude Oil
## 726 Natural gas; crude oil
## 727 Navy diesel
## 728 Navy Jet Fuel - JP-6
## 729 navy marine diesel
## 730 Navy Special Fuel Oil
## 731 Navy Special Fuel Oil (NSFO)
## 732 Nemba and Kabinda (Angolan) crude oils
## 733 Nigerian Crude
## 734 Nigerian crude oil
## 735 Nigerian Crude, blended crude (high naphtha content)
## 736 Nigerian Forcados Crude Oil
## 737 Nigerian Light Crude
## 738 Nikossa crude
## 739 Ninian crude oil
## 740 Ninian Crude Oil
## 741 No release reported at this time, however, derailed cars contained alcohol, molten sulfer, petroleum lube oil and possible liquid petroleum gas.
## 742 No. @ Heating oil & Diesel oil
## 743 No. 12 crude oil
## 744 No. 2 diesel
## 745 No. 2 diesel fuel
## 746 No. 2 Diesel, No. 6 Fuel Oil
## 747 No. 2 fuel
## 748 No. 2 fuel oil
## 749 No. 2 Fuel Oil
## 750 No. 2 fuel oil (red dye diesel)
## 751 No. 2 heating oil
## 752 No. 2 Heating Oil / Water mix - red dyed
## 753 No. 2 oil
## 754 No. 4 fuel oil
## 755 No. 4 Fuel Oil
## 756 No. 5 Oil (Vacuum Oil / Catalytic Feed Stock)
## 757 No. 6
## 758 No. 6 Fuel Oil
## 759 No. 6 Fuel Oil, cutter stock
## 760 No. 6 fuel oil, diesel
## 761 No. 6 Fuel Oil, Diesel Fuel
## 762 No. 6 Fuel Oil, No. 2 Fuel Oil
## 763 No. 6 oil
## 764 No. 6 Oil (heavy industrial grade)
## 765 non petroleum oil
## 766 non-petroleum
## 767 non-petroleum oil
## 768 Non-petroleum substance
## 769 North Slope Alaskan crude
## 770 North Slope crude
## 771 North Slope Crude
## 772 North Slope crude oil
## 773 North Slope Crude oil
## 774 North Slope Crude Oil
## 775 not oil
## 776 Nueces Bay crude
## 777 Number 2 diesel
## 778 Number 2 diesel fuel
## 779 Number 2 diesel fuel, lube oil, propane
## 780 number 2 fuel oil
## 781 Number 2 fuel oil
## 782 Number 2 fuel/home heating oil
## 783 Number 2 home heating oil
## 784 Number 6 Fuel
## 785 Number 6 fuel oil
## 786 Number 6 Fuel Oil
## 787 Number 6 Fuel Oil
## 788 number 6 oil
## 789 Number 6 oil
## 790 Number 6 Oil
## 791 numerous
## 792 oil
## 793 Oil
## 794 OIl
## 795 Oil - marine diesel
## 796 Oil (LA Sweet)
## 797 Oil (rainbow sheen)
## 798 Oil (Sheen)
## 799 Oil (Unknown)
## 800 oil and completion fluids
## 801 Oil and Hazardous Materials
## 802 Oil and oil products
## 803 Oil and unknown Chemicals
## 804 Oil Biproduct
## 805 Oil or Biological material (algal bloom)
## 806 oil sheen
## 807 Oil Sheen
## 808 oil tarballs, patties
## 809 oil well fire
## 810 Oil, API ~ 34
## 811 oil, batteries, medical wastes, etc.
## 812 oil, crude
## 813 Oil, crude
## 814 Oil, crude1
## 815 oil, diesel & Lube oil
## 816 Oil, likely diesel
## 817 oil, tarballs
## 818 oil/oil-water mix
## 819 Oil/Produced water
## 820 Oil+ produced water
## 821 oiled birds
## 822 Oiled Debris
## 823 oily sediment
## 824 Oily Waste
## 825 oily water
## 826 Oily water
## 827 OMG-380
## 828 Orange Peel Oil
## 829 Organic Peroxide (TRIGONOX 21S)
## 830 Orito Crude Oil
## 831 Palm kernel oil (vegetable oil)
## 832 Palm oil
## 833 Panamanian crude
## 834 Passenger & car ferry / cruise ship
## 835 petroleum
## 836 Petroleum
## 837 Petroleum Coke
## 838 petroleum products
## 839 Petroleum Slurry, #6 Fuel Oil,
## 840 Petroleum, possibly diesel
## 841 Platform Fire, Possible Oil Spill
## 842 Polychlorinated biphenyl -- laden oil
## 843 Possible Crude Oil
## 844 Possible lube oil
## 845 Possible oil
## 846 Possible oil from vessel
## 847 possibly heavy fuel oil
## 848 potential IFO 180
## 849 potential oil
## 850 Premium unleaded gasoline
## 851 Presumably South LA Crude
## 852 Probably oil
## 853 Produce water, crude oil
## 854 Produce water/oil
## 855 Propane/Ethane
## 856 Prudhoe Bay Crude
## 857 Prudhoe Bay Crude oil
## 858 Pyrolytic oil
## 859 Queibo crude oil
## 860 R99 Renewable Diesel
## 861 Rabbi crude
## 862 Raffinate, Light Petroleum Dist.
## 863 Rainbow sheen
## 864 Red Dye Diesel
## 865 red dyed diesel fuel
## 866 Red Dyed Diesel, Diesel Fuel Oil
## 867 red-dye diesel
## 868 Reduced Crude oil
## 869 Reformate (gasoline blending stock)
## 870 Regular gasoline
## 871 Relatively empty barge loose in unmanned platform territory
## 872 Residual asphalt in tanks, 15-55 gallon drums waste oil, 34,000 gallons diesel fuel, and 3,100 gallons lube oil
## 873 residual bunker oils
## 874 residual fuel oil
## 875 RNH 380 and diesel-possible container cargo
## 876 S. LA crude
## 877 S. LA crude condensate
## 878 Salt Water and Crude Oil Mix
## 879 San Joaquin heavy crude
## 880 San Joaquin Valley Crude - Blended (API 27)
## 881 San Joaquin Valley heavy crude oil
## 882 Santa Maria Crude oil, Catalytic cracker feedstock
## 883 Seep oil
## 884 SHC lubricating oil
## 885 Sheen
## 886 Ship's fuel oil
## 887 Slop Oil
## 888 slurry oil
## 889 Slurry Oil
## 890 Sodium Hypochlorite
## 891 Sodium Silicate, diesel
## 892 sour crude oil
## 893 South La Crude API 30 (20%) and 80% produced water
## 894 South LA Crude, API=36.2
## 895 South LA Sweet Crude
## 896 South Louisian Crude, Natural gas
## 897 South Louisiana crude
## 898 South Louisiana Crude
## 899 South Louisiana Crude oil
## 900 South Louisiana Crude Oil
## 901 South Louisiana Crude Oil, Produced water
## 902 South Lousiana Crude
## 903 South Texas sweet crude oil
## 904 Soy bean oil
## 905 soybean oil
## 906 Spgasoline
## 907 Stern Tube Oil
## 908 Suspect Heavy Fuel Oil
## 909 Suspected Crude Oil Release
## 910 Suspected diesel
## 911 Suspected Mystery Oil Spill
## 912 suspected oil product possibly biodiesel
## 913 Suspected to be Condensate Crude Oil
## 914 Suspected to be Condensate Crude Oil and Gas
## 915 Suspected to be crude oil.
## 916 sweet crude
## 917 Sweet crude
## 918 Sweet Crude
## 919 Sweet crude oil
## 920 sweet Louisiana crude
## 921 Sweet Louisiana Crude
## 922 Sweet Lousiana Crude (probable-actual unknown)
## 923 Sweet Texas Crude
## 924 Synthetic oil
## 925 Synthetic-Based Drilling Mud
## 926 tar
## 927 Tar Balls
## 928 Tar balls (heavy oil patties)
## 929 tarballs
## 930 Tarballs
## 931 Tarballs & Tarmats
## 932 tarballs composed of various weathered refined fuels and Alaska North Slope Crude
## 933 Tarballs,
## 934 Texas sweet crude
## 935 Thick, dark oil, specific identity uncertain
## 936 Timbalier Bay crude
## 937 TOLUENE, #6 OIL, #2 OIL, AND MARINE DIESEL
## 938 transformer oil
## 939 Transformer oil
## 940 Transformer Oil / PCBs
## 941 TransMix (Gasoline, Kerosene, No. 2 Fuel Oil)
## 942 transmixed petroleum and H2S
## 943 Type 3 Crude Oil
## 944 uknown
## 945 unconfirmed; oil
## 946 Underground oil
## 947 unk
## 948 Unk
## 949 Unk Oil
## 950 Unk Oil (Sheen)
## 951 unknown
## 952 Unknown
## 953 Unknown ( Possibly dirty motor oil)
## 954 Unknown at this time
## 955 Unknown but suspect natural seep
## 956 Unknown material
## 957 unknown oil
## 958 Unknown oil
## 959 Unknown Oil
## 960 unknown oil (possibly) chemical in drums
## 961 Unknown oil (sheen)
## 962 Unknown Oil (Tarballs and Sheen)
## 963 Unknown Oil Slick
## 964 Unknown oil type
## 965 Unknown oil, but included weathered tarballs and lighter diesel like fractions
## 966 Unknown petroleum
## 967 unknown petroleum product
## 968 Unknown Sheen
## 969 Unknown substance
## 970 Unknown- Possibly diesel/bilge
## 971 Unknown, likely diesel
## 972 Unknown, possible oil
## 973 unknown, suspected diesel
## 974 Unknown; suspected oil
## 975 unknown/rainbow potentially oil
## 976 Unkown, but reported to smell like diesel
## 977 Unkown, but suspected to be a petroleum product or waste.
## 978 unleaded and midgrade gasoline
## 979 unleaded gasoline
## 980 Unleaded gasoline
## 981 Unleaded Gasoline
## 982 unleaded gasolinge
## 983 Unlknown
## 984 Unspecified Oil
## 985 urea, ammonium nitrate, #6 fuel oil, lubricating oil
## 986 Used cooking oil
## 987 Used fuel oil
## 988 Used lube oil, waste oil
## 989 utica crude
## 990 vacuum gas oil
## 991 Vacuum Gas Oil
## 992 vacuum gas oil (VGO)
## 993 Vacuum Gas Oil (VGO)
## 994 vacuum oil
## 995 vacuum tank bottoms, aka asphalt
## 996 Various oils
## 997 Various petroleum products
## 998 Vegetable oil
## 999 Vegetable Oil
## 1000 vegetable oil sweetener or shortening
## 1001 Vegetable oil, tallow, cottonseed oil, lube oil
## 1002 Venezuelan crude oil
## 1003 Venezuelan crude oil, diesel fuel
## 1004 Venezuelan crude, Mexican Isthmanian crude
## 1005 Venezuelan heavy crude
## 1006 Venezuelan light crude oil
## 1007 Venezuelan Merey, Pilon Crude
## 1008 Very Light Arbian Crude Oil
## 1009 Vessel drift and oil
## 1010 VGO
## 1011 VLSFO
## 1012 Waste motor oil
## 1013 waste oil
## 1014 Waste oil
## 1015 Waste Oil
## 1016 Waste oil and sludge
## 1017 waste oil, lubricants, diesel
## 1018 weathered bilge oils, waste oil
## 1019 Weathered Lubricating oils
## 1020 weathered oil
## 1021 West African Takula crude oil
## 1022 Western Crude Oil
## 1023 Wheat, Bunker
## 1024 Total
## ni fo
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## 2 1 0.02816901
## 3 1 0.02816901
## 4 1 0.02816901
## 5 1 0.02816901
## 6 1 0.02816901
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## 153 2 0.05633803
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## 161 1 0.02816901
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## 994 1 0.02816901
## 995 1 0.02816901
## 996 1 0.02816901
## 997 1 0.02816901
## 998 1 0.02816901
## 999 3 0.08450704
## 1000 1 0.02816901
## 1001 1 0.02816901
## 1002 2 0.05633803
## 1003 1 0.02816901
## 1004 1 0.02816901
## 1005 1 0.02816901
## 1006 1 0.02816901
## 1007 1 0.02816901
## 1008 1 0.02816901
## 1009 1 0.02816901
## 1010 1 0.02816901
## 1011 1 0.02816901
## 1012 1 0.02816901
## 1013 14 0.39436620
## 1014 4 0.11267606
## 1015 3 0.08450704
## 1016 1 0.02816901
## 1017 1 0.02816901
## 1018 1 0.02816901
## 1019 1 0.02816901
## 1020 1 0.02816901
## 1021 1 0.02816901
## 1022 1 0.02816901
## 1023 1 0.02816901
## 1024 3550 100.000000005.2 Gráficos
# Ajustar márgenes
par(mar = c(8, 4, 3, 2))
# Frecuencia Absoluta
barplot(TDFcrudo,
main = " Distribución del tipo de crudo de los derrames a nivel global",
cex.main = 0.8,
xlab = "Tipo de crudo",
ylab = "Cantidad",
col = "brown",
las = 3,
cex.names = 0.5,
cex.axis = 0.9,
cex.main = 1.2,
ylim = c(0, max(TDFcrudo) * 1.2),
border = "black")
mtext("", side = 1, line = 5, cex = 1.1)
abline(h = pretty(range(TDFcrudo), n = 5), col = "gray85", lty = "dotted")
# Frecuencia Relativa
porcentajes <- TDFcrudo / sum(TDFcrudo) * 100
par(mar = c(8, 4, 3, 2))
barplot(porcentajes,
main = " Distribución porcentual del tipo de crudo de los derrames a nivel global",
cex.main = 0.8,
xlab = "Tipo de crudo",
ylab = "Porcentaje",
col = "brown2",
las = 3,
cex.names = 0.5,
cex.axis = 0.9,
cex.main = 1.2,
ylim = c(0, max(porcentajes) * 1.2),
border = "black")
mtext("", side = 1, line = 5, cex = 1.1)
abline(h = pretty(range(porcentajes), n = 5), col = "gray85", lty = "dotted")
5.3 Probabilidad
P_crudo <- Tabla$ni / sum(Tabla$ni)
P_crudo <- P_crudo[Tabla$Tipo_de_crudo != "Total"]
nombres_crudo <- Tabla$Tipo_de_crudo[Tabla$Tipo_de_crudo != "Total"]
barplot(P_crudo,
main = "Distribución de la probabilidad del tipo de crudo de los derrames a nivel global",
cex.main = 0.8,
xlab = "Tipo de crudo",
ylab = "Probabilidad",
col = "brown3",
names.arg = nombres_crudo,
las = 3,
cex.names = 0.5)
mtext("", side = 1, line = 5, cex = 1.1)
abline(h = pretty(range(P_crudo), n = 5), col = "gray85", lty = "dotted")
##¿Cuál es la probabilidad de que un derrame ocurriera por diesel?
crudo_objetivo <- "diesel"
probabilidad_diesel <- round(
(Tabla$ni[Tabla$Tipo_de_crudo == crudo_objetivo] / sum(Tabla$ni[Tabla$Tipo_de_crudo != "Total"])) * 100,
1)
print(paste("La probabilidad es de que un derrame ocurriera por diesel:", probabilidad_diesel, "%"))## [1] "La probabilidad es de que un derrame ocurriera por diesel: 8.8 %"6 Causa principal
6.1 Tabla de distribución de frecuencias
Causa_principal <- datos$Causa_principal
TDFcausa <- table(Causa_principal)
Tabla <- as.data.frame(TDFcausa)
colnames(Tabla)[colnames(Tabla) == "Freq"] <- "ni"
fo_norm <- Tabla$ni/sum(Tabla$ni)
fo<- fo_norm*100
sum(fo) ## [1] 100Tabla <- data.frame(Tabla, fo)
total_ni <- sum(Tabla$ni)
total_fo <- sum(Tabla$fo)
fila_total <- data.frame(Causa_principal = "Total", ni = total_ni, fo = total_fo)
Tabla <- rbind(Tabla, fila_total)
Tabla## Causa_principal ni fo
## 1 147 4.14084507
## 2 . 1 0.02816901
## 3 125000 1 0.02816901
## 4 Accidente aereo 3 0.08450704
## 5 Accidente de avion 3 0.08450704
## 6 accidente de camion 2 0.05633803
## 7 Accidente de camion 33 0.92957746
## 8 Accidente de camion 1 0.02816901
## 9 accidente de tren 1 0.02816901
## 10 Accidente de tren 2 0.05633803
## 11 Accidente de tren 6 0.16901408
## 12 Cambio climatico 1 0.02816901
## 13 Cambios climaticos 3 0.08450704
## 14 Cambios climaticos 25 0.70422535
## 15 colision 54 1.52112676
## 16 Colision 163 4.59154930
## 17 COLision 1 0.02816901
## 18 Colision 4 0.11267606
## 19 Corrosion 2 0.05633803
## 20 daño al buque 1 0.02816901
## 21 Daño de la tuberia 1 0.02816901
## 22 Daño de la linea hidraulica 3 0.08450704
## 23 daño de la tuberia 1 0.02816901
## 24 Daño de la tuberia 46 1.29577465
## 25 Daño de tuberia 1 0.02816901
## 26 Daño de tuberia 22 0.61971831
## 27 daño del buque 214 6.02816901
## 28 Daño del buque 47 1.32394366
## 29 Daño del buque 15 0.42253521
## 30 daño del oleoducto 50 1.40845070
## 31 Daño del oleoducto 20 0.56338028
## 32 Daño del oleoducto 89 2.50704225
## 33 Daño del oleoducto 1 0.02816901
## 34 daño del tanque 43 1.21126761
## 35 Daño del tanque 11 0.30985915
## 36 Daño del tanque 94 2.64788732
## 37 Daño del tanque 1 0.02816901
## 38 daño en el oleoducto 4 0.11267606
## 39 Daño en el tanque 1 0.02816901
## 40 Derrame 1 0.02816901
## 41 derrame de aceite 187 5.26760563
## 42 Derrame de aceite 39 1.09859155
## 43 derrame de aceite 5 0.14084507
## 44 Derrame de aceite 133 3.74647887
## 45 Derrame de tanque 1 0.02816901
## 46 Derrame del aceite 1 0.02816901
## 47 Descarga de petroleo crudo 1 0.02816901
## 48 encallamiento 114 3.21126761
## 49 Encallamiento 448 12.61971831
## 50 Encallamiento 43 1.21126761
## 51 Error de navegacion 1 0.02816901
## 52 explosion 7 0.19718310
## 53 Explosion 24 0.67605634
## 54 explosion 1 0.02816901
## 55 Falla por corrosion 1 0.02816901
## 56 Fuga de gas 21 0.59154930
## 57 fuga de gas 1 0.02816901
## 58 fuga de gaseoducto 2 0.05633803
## 59 fuga de oleoducto 1 0.02816901
## 60 Fuga de tanque 36 1.01408451
## 61 fuga del tanque 1 0.02816901
## 62 Fuga del tanque 8 0.22535211
## 63 Fuga del tanque 64 1.80281690
## 64 Fugas del tanque 1 0.02816901
## 65 hundimiento 13 0.36619718
## 66 Hundimiento 224 6.30985915
## 67 Hundimiento 56 1.57746479
## 68 Impacto con un material 1 0.02816901
## 69 incendio 2 0.05633803
## 70 incendio y explosion 84 2.36619718
## 71 Incendio y explosion 72 2.02816901
## 72 Incendio y explosion 22 0.61971831
## 73 Incendio/Explosion 4 0.11267606
## 74 incidente de contaminacion 254 7.15492958
## 75 Incidente de contaminacion 286 8.05633803
## 76 Incidente de contaminacion 1 0.02816901
## 77 intervencion de animales 1 0.02816901
## 78 inundacion 15 0.42253521
## 79 Inundacion 1 0.02816901
## 80 Inundacion 4 0.11267606
## 81 Liberacion 3 0.08450704
## 82 naufragio 1 0.02816901
## 83 negligencia 16 0.45070423
## 84 Negligencia 61 1.71830986
## 85 Negligencia 1 0.02816901
## 86 Operaciones en las instalaciones 84 2.36619718
## 87 Operaciones en las instalaciones 55 1.54929577
## 88 Operaciones en las intalaciones 1 0.02816901
## 89 Pozo abandonado 16 0.45070423
## 90 Repostaje 2 0.05633803
## 91 rotura de manguera 1 0.02816901
## 92 Vandalismo 1 0.02816901
## 93 Volcamiento 4 0.11267606
## 94 Volcanismo 3 0.08450704
## 95 Volcanismo 1 0.02816901
## 96 Total 3550 100.000000006.2 Gráficos
# Ajustar márgenes
par(mar = c(8, 4, 3, 2))
# Frecuencia Absoluta
barplot(TDFcausa,
main = "Distribución de las causas principales de derrames a nivel global",
cex.main = 0.8,
xlab = "Causa principal",
ylab = "Cantidad",
col = "yellow",
las = 1,
cex.names = 0.5,
cex.axis = 0.9,
cex.main = 1.2,
ylim = c(0, max(TDFcausa) * 1.2),
border = "black")
mtext("", side = 1, line = 5, cex = 1.1)
abline(h = pretty(range(TDFcausa), n = 5), col = "gray85", lty = "dotted")
# Frecuencia Relativa
porcentajes <- TDFcausa / sum(TDFcausa) * 100
par(mar = c(8, 4, 3, 2))
barplot(porcentajes,
main = " Distribución porcentual de Fuente de Respuesta de los derrames a nivel global ",
cex.main = 0.8,
xlab = "",
ylab = "Porcentaje",
col = "yellow3",
las = 1,
cex.names = 0.5,
cex.axis = 0.9,
cex.main = 1.2,
ylim = c(0, max(porcentajes) * 1.2),
border = "black")
mtext("Fuente de Respuesta", side = 1, line = 5, cex = 1.1)
abline(h = pretty(range(porcentajes), n = 5), col = "gray85", lty = "dotted")
6.3 Probabilidad
P_causa <- Tabla$ni / sum(Tabla$ni)
# Eliminar la fila "Total" si está presente
P_causa <- P_causa[Tabla$Causa_principal != "Total"]
nombres_causa <- Tabla$Causa_principal[Tabla$Causa_principal != "Total"]
# Gráfico de barras: Distribución de probabilidad de Causa principal
barplot(P_causa,
main = "Distribución de Probabilidad de las causa principales de derrames a nivel global ",
xlab = "Causa principal",
ylab = "Probabilidad",
col = "yellow4",
names.arg = nombres_causa,
las = 3,
cex.names = 0.8)
##¿Cuál es la probabilidad de que la causa de un derrame sea por Volcanismo?
Causa_objetivo <- "Volcanismo"
probabilidad_Volcanismo<- round(
(Tabla$ni[Tabla$Causa_principal == Causa_objetivo] /
sum(Tabla$ni[Tabla$Causa_principal != "Total"])) * 100,
1
)
print(paste("La probabilidad de que la causa de un derrame sea por Volcanismo", Causa_objetivo, "es:", probabilidad_Volcanismo, "%"))## [1] "La probabilidad de que la causa de un derrame sea por Volcanismo Volcanismo es: 0.1 %"7 Fuente respuesta
7.1 Tabla de distribución de frecuencias
Fuente_respuesta <- datos$Fuente_respuesta
TDFcausa <- table(Fuente_respuesta)
Tabla <- as.data.frame(TDFcausa)
colnames(Tabla)[colnames(Tabla) == "Freq"] <- "ni"
fo_norm <- Tabla$ni/sum(Tabla$ni)
fo <- fo_norm * 100
sum(fo)## [1] 100Tabla <- data.frame(Tabla, fo)
total_ni <- sum(Tabla$ni)
total_fo <- sum(Tabla$fo)
fila_total <- data.frame(Fuente_respuesta = "Total", ni = total_ni, fo = total_fo)
Tabla <- rbind(Tabla, fila_total)
Tabla## Fuente_respuesta ni fo
## 1 1737 48.92958
## 2 description 783 22.05634
## 3 description and posts 506 14.25352
## 4 posts 524 14.76056
## 5 Total 3550 100.000007.2 Gráficos
# Ajustar márgenes
par(mar = c(8, 4, 3, 2))
# Frecuencia Absoluta
barplot(TDFcausa,
main = "Distribución de Fuente de respuesta de los derrames a nivel global ",
cex.main = 0.4,
xlab = "",
ylab = "Cantidad",
col = "yellow",
las = 1,
cex.names = 1,
cex.axis = 1,
cex.main = 1.2,
ylim = c(0, max(TDFcausa) * 1.2),
border = "black")
mtext("Fuente de Respuesta", side = 1, line = 5, cex = 1.1)
abline(h = pretty(range(TDFcausa), n = 5), col = "gray85", lty = "dotted")
# Frecuencia Relativa
porcentajes <- TDFcausa / sum(TDFcausa) * 100
par(mar = c(8, 4, 3, 2))
barplot(porcentajes,
main = "Distribución porcentual de Fuente de Respuesta de los derrames a nivel global ",
cex.main = 0.9,
xlab = "",
ylab = "Porcentaje",
col = "yellow3",
las = 1,
cex.names = 1,
cex.axis = 1,
ylim = c(0, max(porcentajes) * 1.2),
border = "black")
mtext("Fuente de Respuesta", side = 1, line = 5, cex = 1.1)
abline(h = pretty(range(porcentajes), n = 5), col = "gray85", lty = "dotted")
7.3 Probabilidad
P_fuente <- Tabla$ni / sum(Tabla$ni)
P_fuente <- P_fuente[Tabla$Fuente_respuesta != "Total"]
nombres_fuente <- Tabla$Fuente_respuesta[Tabla$Fuente_respuesta != "Total"]
barplot(P_fuente,
main = "Distribución de Probabilidad de Fuente de Respuesta en derrames a nivel global",
cex.main = 0.9,
xlab = "Fuente de Respuesta",
ylab = "Probabilidad",
col = "yellow4",
names.arg = nombres_fuente,
las = 1,
cex.names = 1)
mtext("", side = 1, line = 5, cex = 1.1)
abline(h = pretty(range(porcentajes), n = 5), col = "gray85", lty = "dotted")
##¿Cuál es la probabilidad de que la fuente de respuesta sea publicaciones?
Causa_objetivo <- "posts"
probabilidad_posts <- round(
(Tabla$ni[Tabla$Fuente_respuesta == Causa_objetivo] /
sum(Tabla$ni[Tabla$Fuente_respuesta != "Total"])) * 100,
1
)
print(paste("La probabilidad de que la fuente de respuesta sea publicaciones", Causa_objetivo, "es:", probabilidad_posts, "%"))## [1] "La probabilidad de que la fuente de respuesta sea publicaciones posts es: 14.8 %"8 Etiqueta actualización
8.1 Tabla de distribución de frecuencias
etiqueta_actualizacion <- datos$etiqueta_actualizacion
TDFetiqueta_actualizacion <- table(etiqueta_actualizacion)
Tabla <- as.data.frame(TDFetiqueta_actualizacion)
colnames(Tabla)[colnames(Tabla) == "Freq"] <- "ni"
fo_norm <- Tabla$ni/sum(Tabla$ni)
fo <- fo_norm * 100
sum(fo)## [1] 100Tabla <- data.frame(Tabla, fo)
total_ni <- sum(Tabla$ni)
total_fo <- sum(Tabla$fo)
fila_total <- data.frame(etiqueta_actualizacion = "Total", ni = total_ni, fo = total_fo)
Tabla <- rbind(Tabla, fila_total)
Tabla## etiqueta_actualizacion ni fo
## 1 No information better than potential maximum RA 770 21.69014
## 2 RA confirmed 689 19.40845
## 3 RA newly acquired 405 11.40845
## 4 RA still unavailable 977 27.52113
## 5 RA updated 709 19.97183
## 6 Total 3550 100.000008.2 Gráficos
# Ajustar márgenes
par(mar = c(8, 4, 3, 2))
# Frecuencia Absoluta
barplot(TDFetiqueta_actualizacion,
main = "Distribución de etiqueta de actualización de los derrames a nivel global",
xlab = "",
ylab = "Cantidad",
col = "pink",
las = 3,
cex.names = 0.6,
cex.axis = 0.9,
cex.main = 1,
ylim = c(0, max(TDFetiqueta_actualizacion) * 1.2),
border = "black")
mtext("etiqueta de actualización", side = 1, line = 5, cex = 1.1)
abline(h = pretty(range(TDFetiqueta_actualizacion), n = 5), col = "gray85", lty = "dotted")
porcentajes <- TDFetiqueta_actualizacion / sum(TDFetiqueta_actualizacion) * 100
par(mar = c(8, 4, 3, 2))
barplot(porcentajes,
main = "Distribución porcentual de etiqueta de actualización de los derrames a nivel global",
xlab = "",
ylab = "Porcentaje",
col = "pink2",
las = 3,
cex.names = 0.6,
cex.axis = 0.9,
cex.main = 1,
ylim = c(0, max(porcentajes) * 1.2),
border = "black")
mtext("etiqueta de actualización", side = 1, line = 5, cex = 1.1)
abline(h = pretty(range(porcentajes), n = 5), col = "gray85", lty = "dotted")
8.3 Probabilidad
P_etiqueta_actualizacion <- Tabla$ni / sum(Tabla$ni)
P_etiqueta_actualizacion <- P_etiqueta_actualizacion[Tabla$etiqueta_actualizacion != "Total"]
nombres_etiqueta <- Tabla$etiqueta_actualizacion[Tabla$etiqueta_actualizacion != "Total"]
barplot(P_etiqueta_actualizacion,
main = "Distribución de Probabilidad de etiqueta de actualización de los derrames a nivel global",
cex.main = 0.9,
xlab = "etiqueta de actualización",
ylab = "Probabilidad",
col = "pink3",
names.arg = nombres_etiqueta,
las = 3,
cex.names = 0.6,
cex.axis = 0.9)
##¿Cuál es la probabilidad de que la fuente de respuesta sea RA cofirmada?
etiqueta_objetivo <- "RA confirmed"
probabilidad_confirmado <- round(
(Tabla$ni[Tabla$etiqueta_actualizacion == etiqueta_objetivo] /
sum(Tabla$ni[Tabla$etiqueta_actualizacion != "Total"])) * 100,
1
)
print(paste("La probabilidad de", etiqueta_objetivo, "es:", probabilidad_confirmado, "%"))## [1] "La probabilidad de RA confirmed es: 19.4 %"