Assignment WQD7004 - Group 8
2024-06-09
About Dataset
This is a countrywide car accident dataset that covers 49 states of the USA. The accident data were collected from February 2016 to March 2023, using multiple APIs that provide streaming traffic incident (or event) data. These APIs broadcast traffic data captured by various entities, including the US and state departments of transportation, law enforcement agencies, traffic cameras, and traffic sensors within the road networks. The dataset currently contains approximately 7.7 million accident records.For the purpose of machine learning, the dataset could be narrowed to the period from September 2022 onward, covering the gradual reopening phase following the COVID-19 pandemic. This timeframe captures changes in driving habits and the rise of online shopping.
- ID: This is a unique identifier of the accident record.
- Source: Source of raw accident data
- Severity: Shows the severity of the accident, a number between 1 and 4, where 1 indicates the least impact on traffic (i.e., short delay as a result of the accident) and 4 indicates a significant impact on traffic (i.e., long delay).
- Start_Time: Shows start time of the accident in local time zone.
- End_Time: Shows end time of the accident in local time zone. End time here refers to when the impact of accident on traffic flow was dismissed.
- Start_Lat: Shows latitude in GPS coordinate of the start point.
- Start_Lng: Shows longitude in GPS coordinate of the start point.
- End_Lat: Shows latitude in GPS coordinate of the end point.
- End_Lng: Shows longitude in GPS coordinate of the end point.
- Distance(mi): The length of the road extent affected by the accident in miles.
- Description: Shows a human provided description of the accident.
- Street: Shows the street name in address field.
- City: Shows the city in address field.
- County: Shows the county in address field.
- State: Shows the state in address field.
- Zipcode: Shows the zipcode in address field.
- Country: Shows the country in address field.
- Timezone: Shows timezone based on the location of the accident (eastern, central, etc.).
- Airport_Code: Denotes an airport-based weather station which is the closest one to location of the accident.
- Weather_Timestamp: Shows the time-stamp of weather observation record (in local time).
- Temperature(F): Shows the temperature (in Fahrenheit).
- Wind_Chill(F): Shows the wind chill (in Fahrenheit).
- Humidity(%): Shows the humidity (in percentage).
- Pressure(in): Shows the air pressure (in inches).
- Visibility(mi): Shows visibility (in miles).
- Wind_Direction: Shows wind direction.
- Wind_Speed(mph): Shows wind speed (in miles per hour).
- Precipitation(in): Shows precipitation amount in inches, if there is any.
- Weather_Condition: Shows the weather condition (rain, snow, thunderstorm, fog, etc.)
- Amenity: A POI annotation which indicates presence of amenity in a nearby location.
- Bump: A POI annotation which indicates presence of speed bump or hump in a nearby location.
- Crossing: A POI annotation which indicates presence of crossing in a nearby location.
- Give_Way: A POI annotation which indicates presence of give_way in a nearby location.
- Junction: A POI annotation which indicates presence of junction in a nearby location.
- No_Exit: A POI annotation which indicates presence of no_exit in a nearby location.
- Railway: A POI annotation which indicates presence of railway in a nearby location.
- Roundabout: A POI annotation which indicates presence of roundabout in a nearby location.
- Station: A POI annotation which indicates presence of station in a nearby location.
- Stop: A POI annotation which indicates presence of stop in a nearby location.
- Traffic_Calming: A POI annotation which indicates presence of traffic_calming in a nearby location.
- Traffic_Signal: A POI annotation which indicates presence of traffic_signal in a nearby location.
- Turning_Loop: A POI annotation which indicates presence of turning_loop in a nearby location.
- Sunrise_Sunset: Shows the period of day (i.e. day or night) based on sunrise/sunset.
- Civil_Twilight: Shows the period of day (i.e. day or night) based on civil twilight.
- Nautical_Twilight: Shows the period of day (i.e. day or night) based on nautical twilight.
- Astronomical_Twilight: Shows the period of day (i.e. day or night) based on astronomical twilight.
Objectives
- Regression : Predicting the length of the road extent affected by the accident in miles.
- Classification : Predicting accident severity
library(dplyr)
library(lubridate)
library(zoo)
library(purrr)
library(caret)
library(psych)
library(corrplot)
library(randomForest)
library(caTools)
library(ROSE)
library(xgboost)
library(RColorBrewer)
library(e1071)
library(ggplot2)
library(tidyr)
library(stringr)
library(reshape2)
library(MASS)
library(gridExtra)
library(grid)
library(forcats)
library(glmnet)
library(shiny)df <- read.csv("C:\\Users\\syahiranzamaruddin\\Downloads\\US_Accidents_March23.csv")
print(head(df,5))## ID Source Severity Start_Time End_Time Start_Lat
## 1 A-1 Source2 3 2016-02-08 05:46:00 2016-02-08 11:00:00 39.86515
## 2 A-2 Source2 2 2016-02-08 06:07:59 2016-02-08 06:37:59 39.92806
## 3 A-3 Source2 2 2016-02-08 06:49:27 2016-02-08 07:19:27 39.06315
## 4 A-4 Source2 3 2016-02-08 07:23:34 2016-02-08 07:53:34 39.74775
## 5 A-5 Source2 2 2016-02-08 07:39:07 2016-02-08 08:09:07 39.62778
## Start_Lng End_Lat End_Lng Distance.mi.
## 1 -84.05872 NA NA 0.01
## 2 -82.83118 NA NA 0.01
## 3 -84.03261 NA NA 0.01
## 4 -84.20558 NA NA 0.01
## 5 -84.18835 NA NA 0.01
## Description
## 1 Right lane blocked due to accident on I-70 Eastbound at Exit 41 OH-235 State Route 4.
## 2 Accident on Brice Rd at Tussing Rd. Expect delays.
## 3 Accident on OH-32 State Route 32 Westbound at Dela Palma Rd. Expect delays.
## 4 Accident on I-75 Southbound at Exits 52 52B US-35. Expect delays.
## 5 Accident on McEwen Rd at OH-725 Miamisburg Centerville Rd. Expect delays.
## Street City County State Zipcode Country
## 1 I-70 E Dayton Montgomery OH 45424 US
## 2 Brice Rd Reynoldsburg Franklin OH 43068-3402 US
## 3 State Route 32 Williamsburg Clermont OH 45176 US
## 4 I-75 S Dayton Montgomery OH 45417 US
## 5 Miamisburg Centerville Rd Dayton Montgomery OH 45459 US
## Timezone Airport_Code Weather_Timestamp Temperature.F. Wind_Chill.F.
## 1 US/Eastern KFFO 2016-02-08 05:58:00 36.9 NA
## 2 US/Eastern KCMH 2016-02-08 05:51:00 37.9 NA
## 3 US/Eastern KI69 2016-02-08 06:56:00 36.0 33.3
## 4 US/Eastern KDAY 2016-02-08 07:38:00 35.1 31.0
## 5 US/Eastern KMGY 2016-02-08 07:53:00 36.0 33.3
## Humidity... Pressure.in. Visibility.mi. Wind_Direction Wind_Speed.mph.
## 1 91 29.68 10 Calm NA
## 2 100 29.65 10 Calm NA
## 3 100 29.67 10 SW 3.5
## 4 96 29.64 9 SW 4.6
## 5 89 29.65 6 SW 3.5
## Precipitation.in. Weather_Condition Amenity Bump Crossing Give_Way Junction
## 1 0.02 Light Rain False False False False False
## 2 0.00 Light Rain False False False False False
## 3 NA Overcast False False False False False
## 4 NA Mostly Cloudy False False False False False
## 5 NA Mostly Cloudy False False False False False
## No_Exit Railway Roundabout Station Stop Traffic_Calming Traffic_Signal
## 1 False False False False False False False
## 2 False False False False False False False
## 3 False False False False False False True
## 4 False False False False False False False
## 5 False False False False False False True
## Turning_Loop Sunrise_Sunset Civil_Twilight Nautical_Twilight
## 1 False Night Night Night
## 2 False Night Night Night
## 3 False Night Night Day
## 4 False Night Day Day
## 5 False Day Day Day
## Astronomical_Twilight
## 1 Night
## 2 Day
## 3 Day
## 4 Day
## 5 DayData Pre-processing
Data Reduction
Creating a new column, ‘Start_Time_Jdg’, to facilitate filtering operations based on the ‘Start_Time’ column. This involves converting the ‘Start_Time’ values to date format.
df$Start_Time_Jdg <- as.Date(df$Start_Time, format = "%Y-%m-%d %H:%M:%S", na.rm = T)Subsequently, we employ a threshold of ‘2022-08-31’ to subset the dataset, retaining only the data from 2022 September onwards.
date_tsh <- as.Date('2022-08-31')
df_filtered <- filter(df, Start_Time_Jdg > date_tsh)
print(dim(df_filtered))## [1] 790651 47Handling Missing Values / NA Values / NAN Values
Analyzing each attribute for the presence of missing, NA, or NaN values.
cname <- names(df_filtered)
for (i in cname){
if (is.character(df_filtered[i]) || is.factor(df_filtered[i])){
print(paste(i, 'missing value or NA value:', sum(is.na(df_filtered[i]) | df_filtered[i] == '')))
} else if (is.numeric(df_filtered[i])){
print(paste(i,'missing value, NA value or NAN value:', sum(is.na(df_filtered[i]) | df_filtered[i] == '' | is.nan(df_filtered[i]))))
} else {
print(paste(i, 'missing value or NA value:', sum(is.na(df_filtered[i]))))
}
}## [1] "ID missing value or NA value: 0"
## [1] "Source missing value or NA value: 0"
## [1] "Severity missing value or NA value: 0"
## [1] "Start_Time missing value or NA value: 0"
## [1] "End_Time missing value or NA value: 0"
## [1] "Start_Lat missing value or NA value: 0"
## [1] "Start_Lng missing value or NA value: 0"
## [1] "End_Lat missing value or NA value: 7272"
## [1] "End_Lng missing value or NA value: 7272"
## [1] "Distance.mi. missing value or NA value: 0"
## [1] "Description missing value or NA value: 0"
## [1] "Street missing value or NA value: 0"
## [1] "City missing value or NA value: 0"
## [1] "County missing value or NA value: 0"
## [1] "State missing value or NA value: 0"
## [1] "Zipcode missing value or NA value: 0"
## [1] "Country missing value or NA value: 0"
## [1] "Timezone missing value or NA value: 0"
## [1] "Airport_Code missing value or NA value: 0"
## [1] "Weather_Timestamp missing value or NA value: 0"
## [1] "Temperature.F. missing value or NA value: 19381"
## [1] "Wind_Chill.F. missing value or NA value: 27036"
## [1] "Humidity... missing value or NA value: 20978"
## [1] "Pressure.in. missing value or NA value: 16683"
## [1] "Visibility.mi. missing value or NA value: 21524"
## [1] "Wind_Direction missing value or NA value: 0"
## [1] "Wind_Speed.mph. missing value or NA value: 23987"
## [1] "Precipitation.in. missing value or NA value: 31458"
## [1] "Weather_Condition missing value or NA value: 0"
## [1] "Amenity missing value or NA value: 0"
## [1] "Bump missing value or NA value: 0"
## [1] "Crossing missing value or NA value: 0"
## [1] "Give_Way missing value or NA value: 0"
## [1] "Junction missing value or NA value: 0"
## [1] "No_Exit missing value or NA value: 0"
## [1] "Railway missing value or NA value: 0"
## [1] "Roundabout missing value or NA value: 0"
## [1] "Station missing value or NA value: 0"
## [1] "Stop missing value or NA value: 0"
## [1] "Traffic_Calming missing value or NA value: 0"
## [1] "Traffic_Signal missing value or NA value: 0"
## [1] "Turning_Loop missing value or NA value: 0"
## [1] "Sunrise_Sunset missing value or NA value: 0"
## [1] "Civil_Twilight missing value or NA value: 0"
## [1] "Nautical_Twilight missing value or NA value: 0"
## [1] "Astronomical_Twilight missing value or NA value: 0"
## [1] "Start_Time_Jdg missing value or NA value: 0"End_Lat and End_Lng will not be utilized as features in our subsequent machine learning analysis, thus they will be removed and do not require further processing. As for the remaining categorical data, its proportion in the original dataset is relatively low, hence we will handle it by forward filling and backward filling. While this approach may potentially propagate errors or distort summary statistics and correlations, the impact is expected to be minimal given the smaller portion of the data involved.
df_filtered <- df_filtered[, !colnames(df_filtered) %in% c('End_Lat', 'End_Lng')]
glimpse(df_filtered)## Rows: 790,651
## Columns: 45
## $ ID <chr> "A-512230", "A-512231", "A-512232", "A-512233", …
## $ Source <chr> "Source2", "Source2", "Source2", "Source2", "Sou…
## $ Severity <int> 1, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 3, 1, 1, 2, 2, …
## $ Start_Time <chr> "2022-09-08 05:49:30", "2022-09-08 02:02:05", "2…
## $ End_Time <chr> "2022-09-08 06:34:53", "2022-09-08 04:31:32", "2…
## $ Start_Lat <dbl> 41.94680, 34.52117, 37.54284, 40.89663, 41.40936…
## $ Start_Lng <dbl> -88.20809, -117.95808, -77.44178, -81.17845, -81…
## $ Distance.mi. <dbl> 0.00, 0.00, 0.00, 0.00, 1.91, 1.59, 0.00, 0.00, …
## $ Description <chr> "Crash on CR-11 Army Trail Rd at IL-59.", "Crash…
## $ Street <chr> "Army Trail Rd", "Pearblossom Hwy", "N 2nd St", …
## $ City <chr> "Bartlett", "Littlerock", "Richmond", "Alliance"…
## $ County <chr> "DuPage", "Los Angeles", "Richmond City", "Stark…
## $ State <chr> "IL", "CA", "VA", "OH", "OH", "PA", "OH", "OH", …
## $ Zipcode <chr> "60103", "93543", "23219", "44601", "44131", "17…
## $ Country <chr> "US", "US", "US", "US", "US", "US", "US", "US", …
## $ Timezone <chr> "US/Central", "US/Pacific", "US/Eastern", "US/Ea…
## $ Airport_Code <chr> "KDPA", "KPMD", "KRIC", "KCAK", "KBKL", "KTHV", …
## $ Weather_Timestamp <chr> "2022-09-08 05:52:00", "2022-09-08 01:53:00", "2…
## $ Temperature.F. <dbl> 58, 86, 68, 62, 63, 65, 53, 58, 70, 70, 70, 65, …
## $ Wind_Chill.F. <dbl> 58, 86, 68, 62, 63, 65, 53, 58, 70, 70, 70, 65, …
## $ Humidity... <dbl> 90, 28, 96, 86, 87, 93, 99, 97, 100, 97, 100, 90…
## $ Pressure.in. <dbl> 29.24, 27.35, 29.71, 28.71, 29.37, 29.45, 29.01,…
## $ Visibility.mi. <dbl> 10, 10, 10, 7, 7, 9, 7, 10, 10, 10, 10, 10, 10, …
## $ Wind_Direction <chr> "CALM", "W", "N", "NNE", "SSE", "CALM", "CALM", …
## $ Wind_Speed.mph. <dbl> 0, 6, 8, 6, 3, 0, 0, 0, 0, 0, 8, 5, 0, 3, 6, 3, …
## $ Precipitation.in. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ Weather_Condition <chr> "Fair", "Fair", "Mostly Cloudy", "Mostly Cloudy"…
## $ Amenity <chr> "False", "False", "False", "False", "False", "Fa…
## $ Bump <chr> "False", "False", "False", "False", "False", "Fa…
## $ Crossing <chr> "False", "False", "True", "False", "False", "Fal…
## $ Give_Way <chr> "False", "False", "False", "False", "False", "Fa…
## $ Junction <chr> "False", "False", "False", "False", "False", "Fa…
## $ No_Exit <chr> "False", "False", "False", "False", "False", "Fa…
## $ Railway <chr> "False", "False", "False", "False", "False", "Fa…
## $ Roundabout <chr> "False", "False", "False", "False", "False", "Fa…
## $ Station <chr> "False", "False", "False", "False", "False", "Fa…
## $ Stop <chr> "False", "False", "False", "False", "False", "Fa…
## $ Traffic_Calming <chr> "False", "False", "False", "False", "False", "Fa…
## $ Traffic_Signal <chr> "True", "False", "True", "False", "False", "Fals…
## $ Turning_Loop <chr> "False", "False", "False", "False", "False", "Fa…
## $ Sunrise_Sunset <chr> "Night", "Night", "Night", "Night", "Night", "Ni…
## $ Civil_Twilight <chr> "Night", "Night", "Night", "Night", "Day", "Nigh…
## $ Nautical_Twilight <chr> "Day", "Night", "Night", "Day", "Day", "Night", …
## $ Astronomical_Twilight <chr> "Day", "Night", "Night", "Day", "Day", "Day", "D…
## $ Start_Time_Jdg <date> 2022-09-08, 2022-09-08, 2022-09-08, 2022-09-08,…cname <- names(df_filtered)
for (i in cname){
if (is.character(df_filtered[i]) || is.factor(df_filtered[i])){
df_filtered[is.na(df_filtered) | df_filtered[i] == '',i] <- NA
} else if (is.numeric(df_filtered[i])){
df_filtered[is.na(df_filtered[i]) | df_filtered[i] == '' | is.nan(df_filtered[i]),i] <- NA
} else {
df_filtered[is.na(df_filtered[i]),i] <- NA
}
}df_filtered <- zoo::na.locf(df_filtered, maxgap = 5)
df_filtered <- zoo::na.locf(df_filtered, maxgap = 5, fromLast = T)any(is.na(df_filtered))## [1] FALSEData Transforming
Transforming Start_Time and End_Time into datetime format and those initially cateogrized as character data, columns such as Severity, Wind_Direction, Weather_Condition, and others to be factors to optimize their utility in subsequent machine learning processes.
df_filtered$Start_Time <- ymd_hms(df_filtered$Start_Time)
df_filtered$End_Time <- ymd_hms(df_filtered$End_Time)
df_filtered$Weather_Timestamp <- ymd_hms(df_filtered$Weather_Timestamp)
df_filtered[,c(1:3,9:17,24,27:44)] <- lapply(df_filtered[,c(1:3,9:17,24,27:44)], as.factor)
glimpse(df_filtered)## Rows: 790,627
## Columns: 45
## $ ID <fct> A-512230, A-512231, A-512232, A-512233, A-512234…
## $ Source <fct> Source2, Source2, Source2, Source2, Source2, Sou…
## $ Severity <fct> 1, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 3, 1, 1, 2, 2, …
## $ Start_Time <dttm> 2022-09-08 05:49:30, 2022-09-08 02:02:05, 2022-…
## $ End_Time <dttm> 2022-09-08 06:34:53, 2022-09-08 04:31:32, 2022-…
## $ Start_Lat <dbl> 41.94680, 34.52117, 37.54284, 40.89663, 41.40936…
## $ Start_Lng <dbl> -88.20809, -117.95808, -77.44178, -81.17845, -81…
## $ Distance.mi. <dbl> 0.00, 0.00, 0.00, 0.00, 1.91, 1.59, 0.00, 0.00, …
## $ Description <fct> Crash on CR-11 Army Trail Rd at IL-59., Crash on…
## $ Street <fct> Army Trail Rd, Pearblossom Hwy, N 2nd St, Atlant…
## $ City <fct> Bartlett, Littlerock, Richmond, Alliance, Indepe…
## $ County <fct> DuPage, Los Angeles, Richmond City, Stark, Cuyah…
## $ State <fct> IL, CA, VA, OH, OH, PA, OH, OH, SC, SC, SC, PA, …
## $ Zipcode <fct> 60103, 93543, 23219, 44601, 44131, 17408, 43146,…
## $ Country <fct> US, US, US, US, US, US, US, US, US, US, US, US, …
## $ Timezone <fct> US/Central, US/Pacific, US/Eastern, US/Eastern, …
## $ Airport_Code <fct> KDPA, KPMD, KRIC, KCAK, KBKL, KTHV, KTZR, KCMH, …
## $ Weather_Timestamp <dttm> 2022-09-08 05:52:00, 2022-09-08 01:53:00, 2022-…
## $ Temperature.F. <dbl> 58, 86, 68, 62, 63, 65, 53, 58, 70, 70, 70, 65, …
## $ Wind_Chill.F. <dbl> 58, 86, 68, 62, 63, 65, 53, 58, 70, 70, 70, 65, …
## $ Humidity... <dbl> 90, 28, 96, 86, 87, 93, 99, 97, 100, 97, 100, 90…
## $ Pressure.in. <dbl> 29.24, 27.35, 29.71, 28.71, 29.37, 29.45, 29.01,…
## $ Visibility.mi. <dbl> 10, 10, 10, 7, 7, 9, 7, 10, 10, 10, 10, 10, 10, …
## $ Wind_Direction <fct> CALM, W, N, NNE, SSE, CALM, CALM, CALM, CALM, CA…
## $ Wind_Speed.mph. <dbl> 0, 6, 8, 6, 3, 0, 0, 0, 0, 0, 8, 5, 0, 3, 6, 3, …
## $ Precipitation.in. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ Weather_Condition <fct> Fair, Fair, Mostly Cloudy, Mostly Cloudy, Partly…
## $ Amenity <fct> False, False, False, False, False, False, False,…
## $ Bump <fct> False, False, False, False, False, False, False,…
## $ Crossing <fct> False, False, True, False, False, False, False, …
## $ Give_Way <fct> False, False, False, False, False, False, False,…
## $ Junction <fct> False, False, False, False, False, False, False,…
## $ No_Exit <fct> False, False, False, False, False, False, False,…
## $ Railway <fct> False, False, False, False, False, False, False,…
## $ Roundabout <fct> False, False, False, False, False, False, False,…
## $ Station <fct> False, False, False, False, False, False, False,…
## $ Stop <fct> False, False, False, False, False, False, False,…
## $ Traffic_Calming <fct> False, False, False, False, False, False, False,…
## $ Traffic_Signal <fct> True, False, True, False, False, False, False, F…
## $ Turning_Loop <fct> False, False, False, False, False, False, False,…
## $ Sunrise_Sunset <fct> Night, Night, Night, Night, Night, Night, Night,…
## $ Civil_Twilight <fct> Night, Night, Night, Night, Day, Night, Day, Day…
## $ Nautical_Twilight <fct> Day, Night, Night, Day, Day, Night, Day, Day, Da…
## $ Astronomical_Twilight <fct> Day, Night, Night, Day, Day, Day, Day, Day, Day,…
## $ Start_Time_Jdg <date> 2022-09-08, 2022-09-08, 2022-09-08, 2022-09-08,…cname <- names(df_filtered)
for (i in cname){
if (is.character(df_filtered[i]) || is.factor(df_filtered[i])){
print(paste(i, 'missing value or NA value:', sum(is.na(df_filtered[i]) | df_filtered[i] == '')))
} else if (is.numeric(df_filtered[i])){
print(paste(i,'missing value, NA value or NAN value:', sum(is.na(df_filtered[i]) | df_filtered[i] == '' | is.nan(df_filtered[i]))))
} else {
print(paste(i, 'missing value or NA value:', sum(is.na(df_filtered[i]))))
}
}## [1] "ID missing value or NA value: 0"
## [1] "Source missing value or NA value: 0"
## [1] "Severity missing value or NA value: 0"
## [1] "Start_Time missing value or NA value: 0"
## [1] "End_Time missing value or NA value: 0"
## [1] "Start_Lat missing value or NA value: 0"
## [1] "Start_Lng missing value or NA value: 0"
## [1] "Distance.mi. missing value or NA value: 0"
## [1] "Description missing value or NA value: 0"
## [1] "Street missing value or NA value: 0"
## [1] "City missing value or NA value: 0"
## [1] "County missing value or NA value: 0"
## [1] "State missing value or NA value: 0"
## [1] "Zipcode missing value or NA value: 0"
## [1] "Country missing value or NA value: 0"
## [1] "Timezone missing value or NA value: 0"
## [1] "Airport_Code missing value or NA value: 0"
## [1] "Weather_Timestamp missing value or NA value: 15226"
## [1] "Temperature.F. missing value or NA value: 0"
## [1] "Wind_Chill.F. missing value or NA value: 0"
## [1] "Humidity... missing value or NA value: 0"
## [1] "Pressure.in. missing value or NA value: 0"
## [1] "Visibility.mi. missing value or NA value: 0"
## [1] "Wind_Direction missing value or NA value: 0"
## [1] "Wind_Speed.mph. missing value or NA value: 0"
## [1] "Precipitation.in. missing value or NA value: 0"
## [1] "Weather_Condition missing value or NA value: 0"
## [1] "Amenity missing value or NA value: 0"
## [1] "Bump missing value or NA value: 0"
## [1] "Crossing missing value or NA value: 0"
## [1] "Give_Way missing value or NA value: 0"
## [1] "Junction missing value or NA value: 0"
## [1] "No_Exit missing value or NA value: 0"
## [1] "Railway missing value or NA value: 0"
## [1] "Roundabout missing value or NA value: 0"
## [1] "Station missing value or NA value: 0"
## [1] "Stop missing value or NA value: 0"
## [1] "Traffic_Calming missing value or NA value: 0"
## [1] "Traffic_Signal missing value or NA value: 0"
## [1] "Turning_Loop missing value or NA value: 0"
## [1] "Sunrise_Sunset missing value or NA value: 0"
## [1] "Civil_Twilight missing value or NA value: 0"
## [1] "Nautical_Twilight missing value or NA value: 0"
## [1] "Astronomical_Twilight missing value or NA value: 0"
## [1] "Start_Time_Jdg missing value or NA value: 0"cname <- names(df_filtered)
for (i in cname) {
if (is.character(df_filtered[[i]]) || is.factor(df_filtered[[i]])) {
df_filtered[[i]][is.na(df_filtered[[i]]) | df_filtered[[i]] == ''] <- NA
} else if (is.numeric(df_filtered[[i]])) {
df_filtered[[i]][is.na(df_filtered[[i]]) | is.nan(df_filtered[[i]])] <- NA
} else {
df_filtered[[i]][is.na(df_filtered[[i]])] <- NA
}
}
df_filtered <- zoo::na.locf(df_filtered, maxgap = 5)
df_filtered <- zoo::na.locf(df_filtered, maxgap = 5, fromLast = TRUE)
any(is.na(df_filtered))## [1] FALSEAttributes Dropping on First Inspection
cname <- names(df_filtered)
for (i in cname){
cat('Number of Uniques in', i, 'is', length(unique(df_filtered[[i]])), '\n')
}## Number of Uniques in ID is 790627
## Number of Uniques in Source is 3
## Number of Uniques in Severity is 4
## Number of Uniques in Start_Time is 421641
## Number of Uniques in End_Time is 561117
## Number of Uniques in Start_Lat is 473484
## Number of Uniques in Start_Lng is 476983
## Number of Uniques in Distance.mi. is 14900
## Number of Uniques in Description is 459157
## Number of Uniques in Street is 100565
## Number of Uniques in City is 8868
## Number of Uniques in County is 1510
## Number of Uniques in State is 48
## Number of Uniques in Zipcode is 166914
## Number of Uniques in Country is 1
## Number of Uniques in Timezone is 4
## Number of Uniques in Airport_Code is 1778
## Number of Uniques in Weather_Timestamp is 72041
## Number of Uniques in Temperature.F. is 157
## Number of Uniques in Wind_Chill.F. is 178
## Number of Uniques in Humidity... is 100
## Number of Uniques in Pressure.in. is 1009
## Number of Uniques in Visibility.mi. is 31
## Number of Uniques in Wind_Direction is 18
## Number of Uniques in Wind_Speed.mph. is 62
## Number of Uniques in Precipitation.in. is 134
## Number of Uniques in Weather_Condition is 86
## Number of Uniques in Amenity is 2
## Number of Uniques in Bump is 2
## Number of Uniques in Crossing is 2
## Number of Uniques in Give_Way is 2
## Number of Uniques in Junction is 2
## Number of Uniques in No_Exit is 2
## Number of Uniques in Railway is 2
## Number of Uniques in Roundabout is 2
## Number of Uniques in Station is 2
## Number of Uniques in Stop is 2
## Number of Uniques in Traffic_Calming is 2
## Number of Uniques in Traffic_Signal is 2
## Number of Uniques in Turning_Loop is 1
## Number of Uniques in Sunrise_Sunset is 2
## Number of Uniques in Civil_Twilight is 2
## Number of Uniques in Nautical_Twilight is 2
## Number of Uniques in Astronomical_Twilight is 2
## Number of Uniques in Start_Time_Jdg is 182Unique identifiers such as ID and Description do not provide useful information for subsequent machine learning tasks. Country and Turning_Loop each have only one unique value, meaning that all observations share the same value, which won’t significantly contribute to the analysis. Airport_Code appears to be insignificant since the proximity of a weather station to the accident location is unlikely to impact the occurrence of the accident.
df_filtered <- df_filtered[, !colnames(df_filtered) %in% c('ID', 'Description','Country','Airport_Code','Turning_Loop','Start_Time_Jdg')]glimpse(df_filtered)## Rows: 790,627
## Columns: 39
## $ Source <fct> Source2, Source2, Source2, Source2, Source2, Sou…
## $ Severity <fct> 1, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 3, 1, 1, 2, 2, …
## $ Start_Time <dttm> 2022-09-08 05:49:30, 2022-09-08 02:02:05, 2022-…
## $ End_Time <dttm> 2022-09-08 06:34:53, 2022-09-08 04:31:32, 2022-…
## $ Start_Lat <dbl> 41.94680, 34.52117, 37.54284, 40.89663, 41.40936…
## $ Start_Lng <dbl> -88.20809, -117.95808, -77.44178, -81.17845, -81…
## $ Distance.mi. <dbl> 0.00, 0.00, 0.00, 0.00, 1.91, 1.59, 0.00, 0.00, …
## $ Street <fct> Army Trail Rd, Pearblossom Hwy, N 2nd St, Atlant…
## $ City <fct> Bartlett, Littlerock, Richmond, Alliance, Indepe…
## $ County <fct> DuPage, Los Angeles, Richmond City, Stark, Cuyah…
## $ State <fct> IL, CA, VA, OH, OH, PA, OH, OH, SC, SC, SC, PA, …
## $ Zipcode <fct> 60103, 93543, 23219, 44601, 44131, 17408, 43146,…
## $ Timezone <fct> US/Central, US/Pacific, US/Eastern, US/Eastern, …
## $ Weather_Timestamp <dttm> 2022-09-08 05:52:00, 2022-09-08 01:53:00, 2022-…
## $ Temperature.F. <dbl> 58, 86, 68, 62, 63, 65, 53, 58, 70, 70, 70, 65, …
## $ Wind_Chill.F. <dbl> 58, 86, 68, 62, 63, 65, 53, 58, 70, 70, 70, 65, …
## $ Humidity... <dbl> 90, 28, 96, 86, 87, 93, 99, 97, 100, 97, 100, 90…
## $ Pressure.in. <dbl> 29.24, 27.35, 29.71, 28.71, 29.37, 29.45, 29.01,…
## $ Visibility.mi. <dbl> 10, 10, 10, 7, 7, 9, 7, 10, 10, 10, 10, 10, 10, …
## $ Wind_Direction <fct> CALM, W, N, NNE, SSE, CALM, CALM, CALM, CALM, CA…
## $ Wind_Speed.mph. <dbl> 0, 6, 8, 6, 3, 0, 0, 0, 0, 0, 8, 5, 0, 3, 6, 3, …
## $ Precipitation.in. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ Weather_Condition <fct> Fair, Fair, Mostly Cloudy, Mostly Cloudy, Partly…
## $ Amenity <fct> False, False, False, False, False, False, False,…
## $ Bump <fct> False, False, False, False, False, False, False,…
## $ Crossing <fct> False, False, True, False, False, False, False, …
## $ Give_Way <fct> False, False, False, False, False, False, False,…
## $ Junction <fct> False, False, False, False, False, False, False,…
## $ No_Exit <fct> False, False, False, False, False, False, False,…
## $ Railway <fct> False, False, False, False, False, False, False,…
## $ Roundabout <fct> False, False, False, False, False, False, False,…
## $ Station <fct> False, False, False, False, False, False, False,…
## $ Stop <fct> False, False, False, False, False, False, False,…
## $ Traffic_Calming <fct> False, False, False, False, False, False, False,…
## $ Traffic_Signal <fct> True, False, True, False, False, False, False, F…
## $ Sunrise_Sunset <fct> Night, Night, Night, Night, Night, Night, Night,…
## $ Civil_Twilight <fct> Night, Night, Night, Night, Day, Night, Day, Day…
## $ Nautical_Twilight <fct> Day, Night, Night, Day, Day, Night, Day, Day, Da…
## $ Astronomical_Twilight <fct> Day, Night, Night, Day, Day, Day, Day, Day, Day,…##EDA #Outliers Select all numeric columns from the dataframe and transform them into a long format. This allows the use of the ggplot2 package to create box plots, providing a clear visualization of the distribution and outliers for each numeric variable.
# choose numeric col
numeric_columns <- sapply(df_filtered, is.numeric)
data_numeric <- df_filtered[, numeric_columns]
data_long <- gather(data_numeric, key = "variable", value = "value")
# boxplot
ggplot(data_long, aes(x = variable, y = value)) +
geom_boxplot() +
labs(title = "Box Plots of All Numeric Columns", x = "Variables", y = "Values") +
theme_minimal() +
theme(axis.text.x = element_text(angle = 45, hjust = 1))
outliers_cols <- c('Distance.mi.','Pressure.in.','Temperature.F.','Visibility.mi.','Wind_Chill.F.','Wind_Speed.mph.')
Turkey_Detection <- function(x) {
q1 <- quantile(x, 0.25)
q3 <- quantile(x, 0.75)
iqr <- q3 - q1
lower_threshold <- q1 - 1.5 * iqr
upper_threshold <- q3 + 1.5 * iqr
outliers <- x < lower_threshold | x > upper_threshold
return(outliers)
}
outliers_list <- lapply(df_filtered[,outliers_cols], Turkey_Detection)
outliers_list <- sapply(outliers_list, sum)
percentage_outliers_T <- outliers_list / nrow(df_filtered) * 100
outliers_summary_T <- data.frame(Outliers = outliers_list, Percentage = percentage_outliers_T)
print(outliers_summary_T)## Outliers Percentage
## Distance.mi. 77901 9.853066
## Pressure.in. 62728 7.933956
## Temperature.F. 8033 1.016029
## Visibility.mi. 182849 23.127088
## Wind_Chill.F. 10987 1.389657
## Wind_Speed.mph. 19738 2.496500upper_limit <- sapply(df_filtered[, outliers_cols], function(x) quantile(x, 0.98, na.rm = TRUE))
lower_limit <- sapply(df_filtered[, outliers_cols], function(x) quantile(x, 0.02, na.rm = TRUE))
print('Upper Limit:')## [1] "Upper Limit:"print(upper_limit)## Distance.mi..98% Pressure.in..98% Temperature.F..98% Visibility.mi..98%
## 6.91 30.28 89.00 10.00
## Wind_Chill.F..98% Wind_Speed.mph..98%
## 89.00 21.00print('Lower Limit:')## [1] "Lower Limit:"print(lower_limit)## Distance.mi..2% Pressure.in..2% Temperature.F..2% Visibility.mi..2%
## 0.007 24.720 13.000 0.750
## Wind_Chill.F..2% Wind_Speed.mph..2%
## 1.000 0.000df_filtered <- df_filtered %>%
filter(Distance.mi. <= 6.91 & Distance.mi. >= 0.007,
Pressure.in. <= 30.28 & Pressure.in. >= 24.72,
Temperature.F. <= 89 & Temperature.F. >= 13,
Visibility.mi. <= 10 & Visibility.mi. >= 0.75,
Wind_Chill.F. <= 89 & Wind_Chill.F. >= 1,
Wind_Speed.mph. <= 21 & Wind_Speed.mph. >= 0)Given that our dataset contains many features, we will categorize them into several major groups: Time Features, Address Features, Weather Features, and POI (Point of Interest) Features. We will then plot the trend of each category with respect to the target variable or the total number of events.
Time features
df_filtered## Source Severity Start_Time End_Time Start_Lat
## 1 Source2 2 2022-09-08 06:36:20 2022-09-08 07:05:58 41.40936
## 2 Source2 1 2022-09-08 05:10:50 2022-09-08 07:36:00 39.92764
## 3 Source2 2 2022-09-08 06:44:01 2022-09-08 07:28:22 40.01947
## 4 Source2 1 2022-09-08 05:04:29 2022-09-08 05:32:54 26.93287
## 5 Source2 3 2022-09-08 04:37:21 2022-09-08 06:25:36 41.51843
## 6 Source2 2 2022-09-08 06:27:10 2022-09-08 07:27:26 29.05593
## 7 Source2 4 2022-09-08 00:42:58 2022-09-08 01:27:22 36.70247
## 8 Source2 2 2022-09-08 06:02:28 2022-09-08 06:47:37 40.11411
## 9 Source2 3 2022-09-08 06:00:04 2022-09-08 06:29:48 40.61003
## 10 Source2 2 2022-09-08 04:02:36 2022-09-08 04:35:00 40.00897
## 11 Source2 2 2022-09-08 15:40:40 2022-09-08 16:10:17 34.85885
## 12 Source2 3 2022-09-08 15:48:11 2022-09-08 16:17:29 39.90649
## 13 Source2 3 2022-09-08 15:51:12 2022-09-08 16:18:38 39.69423
## 14 Source2 3 2022-09-08 09:20:00 2022-09-08 10:51:49 33.77977
## 15 Source2 2 2022-09-08 12:48:45 2022-09-08 13:51:47 41.12253
## 16 Source2 2 2022-09-08 10:06:52 2022-09-08 10:51:24 47.29740
## 17 Source2 3 2022-09-08 00:10:15 2022-09-08 00:39:11 34.26595
## 18 Source2 3 2022-09-08 13:38:38 2022-09-08 14:52:00 39.90649
## 19 Source2 2 2022-09-08 13:02:56 2022-09-08 13:44:39 40.23219
## 20 Source2 2 2022-09-08 10:18:08 2022-09-08 10:47:05 37.79273
## 21 Source2 3 2022-09-08 11:04:31 2022-09-08 12:05:08 41.81164
## 22 Source2 3 2022-09-08 09:50:56 2022-09-08 10:18:52 36.08556
## 23 Source2 2 2022-09-08 08:13:09 2022-09-08 09:15:50 37.63680
## 24 Source2 3 2022-09-08 09:54:20 2022-09-08 10:21:01 36.20539
## 25 Source2 3 2022-09-08 10:34:49 2022-09-08 11:02:55 36.05961
## 26 Source2 3 2022-09-08 07:57:23 2022-09-08 09:13:13 33.96378
## 27 Source2 1 2022-09-08 07:49:21 2022-09-08 08:33:22 40.71665
## 28 Source2 4 2022-09-08 08:02:06 2022-09-08 08:30:42 42.55275
## 29 Source2 1 2022-09-08 08:13:56 2022-09-08 08:43:24 37.74264
## 30 Source3 1 2022-09-08 08:20:21 2022-09-08 08:49:50 40.61202
## 31 Source2 1 2022-09-08 10:02:07 2022-09-08 10:30:59 39.69688
## 32 Source2 3 2022-09-08 10:02:27 2022-09-08 10:28:57 35.49825
## 33 Source2 3 2022-09-08 10:01:47 2022-09-08 10:47:04 41.41479
## 34 Source2 2 2022-09-08 06:09:14 2022-09-08 09:22:00 41.78202
## 35 Source2 3 2022-09-08 10:02:27 2022-09-08 10:58:57 35.49825
## 36 Source2 3 2022-09-08 09:44:39 2022-09-08 10:34:31 36.01947
## 37 Source2 4 2022-09-08 04:36:04 2022-09-08 05:35:42 37.88754
## 38 Source2 2 2022-09-08 08:11:04 2022-09-08 08:40:13 36.08228
## 39 Source2 3 2022-09-08 08:48:13 2022-09-08 09:35:23 41.22390
## 40 Source2 2 2022-09-08 09:41:54 2022-09-08 10:10:32 30.17938
## 41 Source2 3 2022-09-08 09:07:37 2022-09-08 09:34:53 36.20463
## 42 Source3 3 2022-09-08 08:05:25 2022-09-08 08:34:31 44.29420
## 43 Source2 3 2022-09-08 07:22:03 2022-09-08 07:51:24 41.85978
## 44 Source2 2 2022-09-08 08:46:22 2022-09-08 09:31:40 42.30033
## 45 Source2 2 2022-09-08 07:38:06 2022-09-08 08:27:19 40.11391
## 46 Source2 3 2022-09-08 07:30:40 2022-09-08 08:00:02 40.12053
## 47 Source2 2 2022-09-08 08:50:06 2022-09-08 09:19:02 26.75828
## 48 Source2 1 2022-09-08 08:49:46 2022-09-08 09:19:50 40.13443
## 49 Source2 2 2022-09-08 08:08:56 2022-09-08 08:50:47 40.67298
## 50 Source3 2 2022-09-08 07:05:24 2022-09-08 07:34:43 41.84738
## 51 Source2 3 2022-09-08 05:56:14 2022-09-08 06:25:54 41.68542
## 52 Source2 3 2022-09-08 08:18:41 2022-09-08 08:47:04 41.31482
## 53 Source2 2 2022-09-08 07:40:01 2022-09-08 08:38:47 27.43859
## 54 Source2 3 2022-09-08 07:08:17 2022-09-08 07:52:00 39.69590
## 55 Source2 3 2022-09-08 07:11:05 2022-09-08 07:40:14 37.59913
## 56 Source2 2 2022-09-08 07:21:25 2022-09-08 07:50:30 40.01825
## 57 Source2 3 2022-09-08 05:49:39 2022-09-08 06:17:58 32.74966
## 58 Source2 2 2022-09-07 04:24:24 2022-09-07 05:11:05 41.10099
## 59 Source2 4 2022-09-06 23:18:03 2022-09-07 01:51:04 30.48322
## 60 Source2 1 2022-09-07 18:11:42 2022-09-07 18:41:27 37.40909
## 61 Source2 3 2022-09-07 19:36:17 2022-09-07 20:30:26 43.56971
## 62 Source2 3 2022-09-07 20:35:19 2022-09-07 21:04:28 27.33849
## 63 Source2 3 2022-09-07 04:00:32 2022-09-07 05:00:14 34.79013
## 64 Source2 2 2022-09-07 18:30:30 2022-09-07 18:59:21 41.87873
## 65 Source2 2 2022-09-07 19:14:24 2022-09-07 19:58:15 27.95084
## 66 Source2 2 2022-09-07 15:44:56 2022-09-07 16:29:30 47.69070
## 67 Source3 1 2022-09-07 18:57:05 2022-09-07 19:25:33 39.83871
## 68 Source2 3 2022-09-07 18:26:14 2022-09-07 18:54:36 39.91721
## 69 Source2 2 2022-09-07 19:01:58 2022-09-07 19:30:00 28.91001
## 70 Source2 1 2022-09-07 17:07:14 2022-09-07 18:04:46 39.98930
## 71 Source2 2 2022-09-07 16:55:22 2022-09-07 17:39:22 30.04386
## 72 Source2 2 2022-09-07 16:46:37 2022-09-07 17:14:42 25.68957
## 73 Source2 2 2022-09-07 15:43:26 2022-09-07 16:11:47 28.54788
## 74 Source2 2 2022-09-07 17:29:58 2022-09-07 17:58:33 27.80928
## 75 Source2 2 2022-09-07 16:18:40 2022-09-07 17:06:00 39.95106
## 76 Source2 1 2022-09-07 16:11:33 2022-09-07 16:39:06 28.62055
## 77 Source2 3 2022-09-07 15:25:38 2022-09-07 16:06:00 34.92138
## 78 Source2 2 2022-09-07 15:55:33 2022-09-07 16:42:00 41.53207
## 79 Source2 3 2022-09-07 11:59:57 2022-09-07 12:28:47 35.29469
## 80 Source2 3 2022-09-07 13:11:36 2022-09-07 14:11:30 35.04952
## 81 Source2 1 2022-09-07 12:58:59 2022-09-07 13:27:57 35.59808
## 82 Source2 3 2022-09-07 13:06:17 2022-09-07 13:33:52 38.12068
## 83 Source2 3 2022-09-07 12:22:57 2022-09-07 13:11:06 40.55812
## 84 Source2 2 2022-09-07 12:45:39 2022-09-07 13:29:05 33.17581
## 85 Source2 3 2022-09-07 12:05:42 2022-09-07 12:48:45 32.81982
## 86 Source2 3 2022-09-07 12:33:26 2022-09-07 13:02:21 35.81097
## 87 Source2 3 2022-09-07 06:06:13 2022-09-07 06:34:35 32.76011
## 88 Source2 1 2022-09-07 12:18:09 2022-09-07 12:46:25 44.96215
## 89 Source2 2 2022-09-07 08:47:02 2022-09-07 09:16:37 38.14232
## 90 Source2 2 2022-09-07 11:35:36 2022-09-07 12:04:00 36.17129
## 91 Source2 3 2022-09-07 10:40:43 2022-09-07 11:23:47 36.08598
## 92 Source2 3 2022-09-07 10:29:52 2022-09-07 10:58:24 36.08258
## 93 Source2 3 2022-09-07 10:15:56 2022-09-07 11:13:59 36.08258
## 94 Source2 3 2022-09-07 10:21:43 2022-09-07 11:20:43 36.14423
## 95 Source2 3 2022-09-07 10:31:12 2022-09-07 11:18:00 38.29607
## 96 Source2 3 2022-09-07 10:13:32 2022-09-07 10:41:49 35.93497
## 97 Source2 2 2022-09-07 07:06:57 2022-09-07 07:50:33 47.83186
## 98 Source2 3 2022-09-07 08:27:23 2022-09-07 08:56:36 41.85978
## 99 Source2 2 2022-09-07 07:49:38 2022-09-07 08:30:22 47.50911
## 100 Source2 1 2022-09-07 08:50:04 2022-09-07 09:17:30 44.83470
## 101 Source2 4 2022-09-07 08:12:07 2022-09-07 09:10:20 35.11633
## 102 Source2 4 2022-09-07 08:18:03 2022-09-07 09:05:10 29.43868
## 103 Source2 1 2022-09-07 07:50:36 2022-09-07 08:35:40 44.89749
## 104 Source2 4 2022-09-07 09:20:56 2022-09-07 10:03:00 35.36163
## 105 Source2 3 2022-09-07 08:45:12 2022-09-07 09:14:36 41.92654
## 106 Source2 3 2022-09-07 08:12:54 2022-09-07 08:57:27 42.01820
## 107 Source2 3 2022-09-07 07:46:34 2022-09-07 08:30:59 41.99663
## 108 Source2 3 2022-09-07 08:01:51 2022-09-07 09:01:47 39.79801
## 109 Source2 1 2022-09-07 08:46:12 2022-09-07 09:15:24 40.60990
## 110 Source2 3 2022-09-07 08:29:27 2022-09-07 08:57:55 38.34560
## 111 Source2 3 2022-09-07 08:59:27 2022-09-07 09:24:36 39.90649
## 112 Source2 3 2022-09-07 08:20:05 2022-09-07 08:49:16 41.41143
## 113 Source2 3 2022-09-07 06:30:59 2022-09-07 07:16:00 41.68531
## 114 Source2 1 2022-09-07 06:47:14 2022-09-07 07:49:42 40.08795
## 115 Source2 3 2022-09-07 08:27:04 2022-09-07 08:55:27 41.52696
## 116 Source2 4 2022-09-07 07:40:31 2022-09-07 08:26:32 33.79204
## 117 Source2 1 2022-09-07 07:24:04 2022-09-07 09:05:00 39.97283
## 118 Source2 3 2022-09-07 05:48:49 2022-09-07 06:33:14 33.64289
## 119 Source2 2 2022-09-07 08:06:04 2022-09-07 08:52:34 42.38501
## 120 Source2 2 2022-09-07 07:28:10 2022-09-07 08:26:30 28.02381
## 121 Source2 3 2022-09-07 06:13:01 2022-09-07 06:42:12 41.92654
## 122 Source2 2 2022-09-07 07:43:03 2022-09-07 08:27:43 42.34024
## 123 Source2 2 2022-09-07 07:37:54 2022-09-07 08:24:18 40.13273
## 124 Source2 2 2022-09-07 07:50:19 2022-09-07 08:19:36 40.57719
## 125 Source2 3 2022-09-07 07:39:25 2022-09-07 08:07:28 35.69501
## 126 Source2 2 2022-09-07 07:53:31 2022-09-07 08:23:01 43.01449
## 127 Source2 1 2022-09-07 06:28:29 2022-09-07 07:30:29 36.23889
## 128 Source2 2 2022-09-07 05:57:23 2022-09-07 07:02:30 36.98631
## 129 Source2 2 2022-09-07 06:39:13 2022-09-07 07:08:24 40.52491
## 130 Source2 1 2022-09-07 06:41:35 2022-09-07 07:10:55 42.42885
## 131 Source2 2 2022-09-07 06:06:07 2022-09-07 07:11:47 35.75235
## 132 Source2 2 2022-09-07 06:11:14 2022-09-07 06:55:43 35.78015
## 133 Source2 2 2022-09-07 05:45:51 2022-09-07 06:15:00 39.28774
## 134 Source2 3 2022-09-07 06:34:14 2022-09-07 07:01:42 41.05350
## 135 Source2 3 2022-09-06 05:09:34 2022-09-06 07:23:33 38.37472
## 136 Source2 2 2022-09-06 05:30:27 2022-09-06 05:59:51 38.54826
## 137 Source3 2 2022-09-06 18:36:10 2022-09-06 19:05:13 32.36313
## 138 Source2 1 2022-09-06 18:50:34 2022-09-06 20:05:45 37.82922
## 139 Source2 2 2022-09-06 20:47:38 2022-09-06 21:16:54 34.07274
## 140 Source2 2 2022-09-06 05:14:13 2022-09-06 06:05:00 40.05180
## 141 Source2 2 2022-09-06 01:58:15 2022-09-06 03:03:50 47.31372
## 142 Source2 3 2022-09-06 01:23:32 2022-09-06 04:03:27 37.68962
## 143 Source2 2 2022-09-05 23:53:29 2022-09-06 03:03:46 48.20847
## 144 Source2 4 2022-09-05 23:51:53 2022-09-06 00:37:44 29.84767
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## 1891 Source1 2 2023-03-22 17:37:00 2023-03-22 19:40:55 38.56235
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## 1894 Source1 2 2023-03-28 10:21:00 2023-03-28 10:47:30 40.79538
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## 1899 Source1 2 2023-03-25 15:28:39 2023-03-25 18:02:01 40.73435
## 1900 Source1 2 2023-03-20 06:12:00 2023-03-20 06:39:00 40.12714
## 1901 Source1 2 2023-03-28 18:26:30 2023-03-28 18:58:00 44.61299
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## 1904 Source1 2 2023-03-26 06:48:47 2023-03-26 09:04:32 42.22020
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## 1910 Source1 2 2023-03-24 07:47:00 2023-03-24 10:08:37 33.73317
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## 1912 Source1 2 2023-03-22 08:49:00 2023-03-22 10:59:37 38.74354
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## 1914 Source1 2 2023-03-28 06:57:30 2023-03-28 07:43:04 40.76408
## 1915 Source1 2 2023-02-26 23:02:00 2023-02-27 01:30:11 43.37453
## 1916 Source1 2 2023-03-24 12:43:00 2023-03-24 15:31:07 34.11784
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## 1919 Source1 2 2023-03-21 12:00:00 2023-03-21 13:54:30 34.13545
## 1920 Source1 2 2023-03-26 19:36:00 2023-03-26 21:47:51 34.05098
## 1921 Source1 2 2023-03-24 16:23:00 2023-03-24 19:31:16 34.07203
## 1922 Source1 2 2023-03-31 20:54:00 2023-03-31 23:07:02 47.66685
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## 1925 Source1 2 2023-03-19 20:03:00 2023-03-19 21:23:00 40.88158
## 1926 Source1 2 2023-03-21 10:42:30 2023-03-21 11:07:30 33.90658
## 1927 Source1 2 2023-03-22 07:40:00 2023-03-22 09:49:21 34.04330
## 1928 Source1 2 2023-03-29 08:35:00 2023-03-29 10:45:54 34.01083
## 1929 Source1 2 2023-03-31 20:22:00 2023-03-31 22:31:00 34.14533
## 1930 Source1 2 2023-03-26 15:50:00 2023-03-26 18:00:00 34.25733
## 1931 Source1 2 2023-02-26 04:09:00 2023-02-26 06:39:19 34.20681
## 1932 Source1 2 2023-03-21 14:38:12 2023-03-21 16:49:45 43.02813
## 1933 Source1 2 2023-03-23 06:39:40 2023-03-23 07:42:37 44.78673
## 1934 Source1 2 2023-02-27 17:13:00 2023-02-27 19:26:26 33.88086
## 1935 Source1 2 2023-03-22 14:46:30 2023-03-22 18:38:30 32.71871
## 1936 Source1 2 2023-03-23 12:12:30 2023-03-23 15:00:00 35.62990
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## 1938 Source1 2 2023-03-22 12:03:00 2023-03-22 14:14:56 34.27767
## 1939 Source1 2 2023-02-26 02:04:00 2023-02-26 04:14:59 34.15990
## 1940 Source1 2 2023-03-27 02:10:00 2023-03-27 04:17:20 34.09323
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## 1942 Source1 2 2023-03-26 14:59:00 2023-03-26 17:23:01 34.01480
## 1943 Source1 2 2023-02-26 10:57:00 2023-02-26 13:11:47 37.47586
## 1944 Source1 2 2023-03-19 17:54:00 2023-03-19 20:04:22 38.38716
## 1945 Source1 2 2023-02-28 01:27:39 2023-02-28 04:56:50 42.01613
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## 1948 Source1 2 2023-03-20 14:44:00 2023-03-20 16:59:21 41.25127
## 1949 Source1 2 2023-03-22 15:39:30 2023-03-22 19:29:30 33.92803
## 1950 Source1 2 2023-02-27 12:33:30 2023-02-27 15:35:30 33.94752
## 1951 Source1 2 2023-03-21 18:27:00 2023-03-21 20:34:41 40.97375
## 1952 Source1 2 2023-03-26 15:19:00 2023-03-26 17:34:28 33.88856
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## 1954 Source1 2 2023-03-21 11:53:00 2023-03-21 14:05:05 33.60970
## 1955 Source1 2 2023-03-22 10:05:00 2023-03-22 12:51:48 34.08532
## 1956 Source1 2 2023-03-31 20:21:30 2023-03-31 20:45:30 33.95577
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## 1958 Source1 2 2023-03-27 13:06:00 2023-03-27 15:14:46 34.10555
## 1959 Source1 2 2023-02-28 09:15:00 2023-02-28 09:29:00 37.80081
## 1960 Source1 2 2023-02-27 10:33:25 2023-02-27 11:34:28 46.84693
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## 1969 Source1 2 2023-03-28 07:06:30 2023-03-28 09:08:30 32.76884
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## 1979 Source1 2 2023-03-25 07:09:32 2023-03-25 09:27:16 45.00724
## 1980 Source1 2 2023-02-27 18:31:00 2023-02-27 20:38:24 34.01683
## 1981 Source1 2 2023-03-22 09:14:00 2023-03-22 12:07:16 41.29562
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## 1984 Source1 2 2023-03-27 09:49:40 2023-03-27 11:59:36 41.17591
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## 1987 Source1 2 2023-02-26 18:04:30 2023-02-26 19:21:30 33.46273
## 1988 Source1 2 2023-03-23 12:47:00 2023-03-23 14:57:36 34.14713
## 1989 Source1 2 2023-03-22 17:39:00 2023-03-22 19:54:30 34.10832
## 1990 Source1 2 2023-03-28 23:04:00 2023-03-29 01:17:46 38.71451
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## 1993 Source1 4 2023-03-19 01:51:42 2023-03-19 02:31:28 41.69865
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## 1995 Source1 2 2023-03-26 12:50:00 2023-03-26 14:54:45 38.64270
## 1996 Source1 2 2023-03-24 08:42:32 2023-03-24 11:02:36 44.12577
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## 1999 Source1 2 2023-03-22 23:14:00 2023-03-23 01:22:15 33.58360
## 2000 Source1 2 2023-03-27 06:17:00 2023-03-27 07:43:30 34.06770
## 2001 Source1 2 2023-03-21 00:39:00 2023-03-21 02:53:27 37.89622
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## 2003 Source1 2 2023-03-27 20:57:00 2023-03-27 23:07:22 36.96456
## 2004 Source1 2 2023-03-21 14:40:00 2023-03-21 16:40:00 35.73040
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## 2006 Source1 2 2023-03-25 14:35:00 2023-03-25 16:42:45 35.79425
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## 2014 Source1 2 2023-03-20 15:02:00 2023-03-20 17:11:31 33.76620
## 2015 Source1 2 2023-03-29 07:32:00 2023-03-29 08:02:00 34.10003
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## 2019 Source1 2 2023-03-21 15:56:00 2023-03-21 18:37:17 38.56292
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## 2541 Source1 2 2023-02-26 14:53:00 2023-02-26 17:19:10 36.85843
## 2542 Source1 2 2023-03-30 03:13:30 2023-03-30 03:38:00 34.20747
## 2543 Source1 2 2023-03-23 03:15:00 2023-03-23 05:24:53 33.92167
## 2544 Source1 2 2023-03-29 15:13:16 2023-03-29 17:31:55 39.36255
## 2545 Source1 2 2023-03-26 19:56:32 2023-03-26 22:05:08 40.66708
## 2546 Source1 2 2023-03-31 13:59:25 2023-03-31 16:39:49 33.66635
## 2547 Source1 2 2023-03-29 09:43:42 2023-03-29 11:54:37 40.90392
## 2548 Source1 2 2023-03-26 08:09:30 2023-03-26 08:35:00 34.11095
## 2549 Source1 4 2023-03-20 06:13:00 2023-03-20 06:43:00 32.54206
## 2550 Source1 2 2023-03-28 14:57:16 2023-03-28 15:12:16 41.87221
## 2551 Source1 2 2023-02-27 07:57:46 2023-02-27 10:15:28 42.65631
## 2552 Source1 2 2023-02-28 07:47:00 2023-02-28 09:57:14 41.09487
## 2553 Source1 2 2023-03-23 14:06:30 2023-03-23 14:20:00 42.97340
## 2554 Source1 2 2023-03-26 10:59:33 2023-03-26 13:04:17 40.99314
## 2555 Source1 2 2023-03-31 13:40:00 2023-03-31 16:06:57 33.67198
## 2556 Source1 2 2023-02-26 12:44:00 2023-02-26 15:10:36 35.57143
## 2557 Source1 2 2023-03-20 09:27:53 2023-03-20 11:40:06 42.22491
## 2558 Source1 2 2023-02-27 08:02:00 2023-02-27 10:17:13 39.23315
## 2559 Source1 2 2023-02-27 18:12:30 2023-02-27 20:17:27 40.86188
## 2560 Source1 2 2023-03-22 08:43:00 2023-03-22 09:00:00 37.41406
## 2561 Source1 2 2023-03-23 23:10:06 2023-03-24 01:17:51 42.26893
## 2562 Source1 2 2023-03-19 21:15:00 2023-03-20 00:01:19 36.60536
## 2563 Source1 2 2023-03-28 19:46:09 2023-03-29 07:00:59 44.08235
## 2564 Source1 2 2023-03-25 14:34:30 2023-03-25 20:08:00 33.91123
## Start_Lng Distance.mi. Street
## 1 -81.64432 1.910 I-77 N
## 2 -76.80489 1.590 Rolling Meadow Ct
## 3 -75.69455 2.760 Coatesville Downingtown Byp E
## 4 -80.15169 0.640 Florida's Tpke N
## 5 -87.99307 3.710 I-80 E
## 6 -82.01668 1.700 E Highway 25
## 7 -77.54951 4.330 I-95 N
## 8 -75.27676 1.470 Mid-County Interchange
## 9 -74.03376 2.440 Brooklyn Queens Expy
## 10 -75.18918 4.620 US-1 N
## 11 -82.26042 4.610 I-85 S
## 12 -86.04462 2.600 I-69
## 13 -86.10559 1.560 I-65
## 14 -117.87879 2.440 105B
## 15 -78.72918 0.770 Shaffer Rd
## 16 -122.25706 0.240 WA-167 S
## 17 -118.44273 0.960 Golden State Fwy N
## 18 -86.04462 1.450 I-69
## 19 -76.93442 1.150 Harrisburg Expy
## 20 -122.20434 0.130 I-580 E
## 21 -72.52065 5.270 Deming St
## 22 -86.76296 0.810 I-65 N
## 23 -122.43967 0.560 I-280
## 24 -86.77526 0.390 I-24 W
## 25 -79.68642 3.500 I-785
## 26 -118.12031 0.990 Paramount Blvd
## 27 -111.90332 0.780 I-15 N
## 28 -84.82086 4.570 I-69 N
## 29 -121.52895 1.810 I-205 W
## 30 -122.36225 2.430 CA-299
## 31 -86.18590 1.000 S Harding St
## 32 -80.56409 4.180 Lane St
## 33 -73.41010 5.000 Betts Rd
## 34 -77.06917 0.600 S Main St
## 35 -80.56409 4.180 Lane St
## 36 -83.92123 3.260 I-640
## 37 -122.30869 1.090 I-580
## 38 -86.76211 0.810 Harding Pl
## 39 -96.04259 1.570 I-80 W
## 40 -82.68937 1.670 SW Florida Gateway Dr
## 41 -86.77700 1.000 I-24 E
## 42 -88.35594 0.310 WI-441 N
## 43 -87.64105 2.470 W 16th St
## 44 -71.04837 0.430 I-93 N
## 45 -75.27815 1.550 I-476 S
## 46 -88.30577 5.130 182A
## 47 -80.09010 1.720 I-95 N
## 48 -75.19582 1.020 Commerce Dr
## 49 -75.36316 2.280 US-22
## 50 -87.91977 1.290 I-294 S
## 51 -88.06721 5.840 I-55 N
## 52 -72.90970 0.640 I-91 S
## 53 -82.45878 1.110 I-75 N
## 54 -86.18692 4.480 I-465
## 55 -77.49375 1.600 Earlwick Rd
## 56 -75.16878 1.880 Roosevelt Expy
## 57 -97.31025 2.220 Martin Luther King Fwy N
## 58 -73.57655 5.200 CT-15 N
## 59 -84.30718 6.060 I-10
## 60 -122.00096 1.760 CA-237 W
## 61 -89.77833 3.590 Wisconsin Dells Pkwy S
## 62 -82.44673 4.420 Fruitville Rd
## 63 -82.44020 0.810 I-185
## 64 -87.91807 0.200 Rio Bravo Blvd SE
## 65 -82.51656 0.610 I-275 S
## 66 -122.32873 1.210 I-5 N
## 67 -86.24197 1.940 I-65
## 68 -86.09829 1.300 US-52
## 69 -81.27160 1.930 111A
## 70 -74.20895 1.970 S White Horse Pike
## 71 -95.60960 0.500 Tomball Tollway N
## 72 -80.31732 0.450 Palmetto Expy S
## 73 -81.47339 0.640 East-West Expy
## 74 -82.66297 0.730 I-275
## 75 -83.01576 0.130 I-71 S
## 76 -81.25919 2.390 CA-57 S
## 77 -86.57186 0.190 Northington Rd
## 78 -83.62071 0.260 1B
## 79 -79.42568 4.790 Shady Lane Rd
## 80 -89.80988 2.050 Bill Morris Pkwy
## 81 -97.50190 0.320 John Kilpatrick Tpke
## 82 -85.62980 1.250 Gene Snyder Fwy
## 83 -76.43147 2.550 I-81
## 84 -87.30579 0.790 Covered Bridge Rd
## 85 -96.92141 3.070 TX-12-LOOP
## 86 -84.55581 2.770 Decatur Hwy
## 87 -117.20485 0.390 I-8 W
## 88 -93.20191 0.290 MN-280 N
## 89 -122.21904 0.420 33B
## 90 -80.15986 0.320 New Walkertown Rd
## 91 -86.69984 0.420 Harding Pl
## 92 -86.69778 1.660 I-24 W
## 93 -86.69778 1.660 I-24 W
## 94 -86.69654 1.920 I-40 E
## 95 -77.50746 2.270 Plank Rd
## 96 -86.53191 6.590 I-24
## 97 -122.26225 0.660 I-405 S
## 98 -87.64105 2.470 W 16th St
## 99 -122.28091 0.270 S 104th Pl
## 100 -93.39789 1.140 US-169 N
## 101 -90.07233 1.070 I-55 S
## 102 -98.45882 1.060 I-35 S
## 103 -93.06669 0.860 Wentworth Ave E
## 104 -80.74888 3.890 I-485
## 105 -87.96668 5.050 Kingery Hwy
## 106 -87.94145 4.490 Jane Addams Memorial Tollway
## 107 -87.87489 2.120 I-90 W
## 108 -84.18938 2.390 I-75 N
## 109 -75.53001 2.780 US-22 W
## 110 -85.75442 4.000 IN-62
## 111 -86.04462 2.600 I-69
## 112 -81.61588 3.470 Transportation Blvd
## 113 -88.06741 5.780 Barack Obama Presidential Expy
## 114 -75.16463 2.430 Fort Washington Expy N
## 115 -72.76969 1.470 Wilbur Cross Pkwy
## 116 -84.39240 1.480 GA-401 S
## 117 -76.69543 0.440 E Market St
## 118 -117.73531 0.320 Research Dr
## 119 -83.28009 0.550 I-96 E
## 120 -82.24390 0.950 I-4 W
## 121 -87.96668 5.050 Kingery Hwy
## 122 -71.27084 1.440 Park Rd
## 123 -74.96999 0.330 Philadelphia Interchange
## 124 -75.54958 1.020 PA-309 N
## 125 -78.57521 6.620 US-70
## 126 -83.63556 0.590 I-69 W
## 127 -86.77822 1.410 Briley Pkwy W
## 128 -76.42783 0.770 I-664 S
## 129 -74.34265 1.110 New Jersey Tpke N
## 130 -71.25634 0.540 Shire Way
## 131 -78.70438 2.250 I-40 W
## 132 -78.74965 0.580 Cary Towne Blvd
## 133 -84.44268 1.310 Triangle Park Dr
## 134 -73.52797 1.470 S State St
## 135 -77.46250 6.200 Centerport Pkwy
## 136 -77.34237 1.190 Joplin Rd
## 137 -86.16969 2.280 AL-8 W
## 138 -122.29425 0.060 I-80 W
## 139 -118.07359 0.480 I-10 W
## 140 -75.52428 5.580 US-202 S
## 141 -122.29694 1.970 I-5 N
## 142 -122.13343 1.130 Hesperian Blvd
## 143 -122.21481 1.900 I-5 N
## 144 -95.39435 1.870 I-45 N
## 145 -81.68519 1.070 I-480 W
## 146 -122.30897 0.450 WA-18 E
## 147 -72.97790 5.610 US-22 W
## 148 -86.10562 1.640 I-65
## 149 -111.71212 3.680 I-80
## 150 -86.04729 3.140 I-465 N
## 151 -73.91675 5.280 I-84
## 152 -76.34471 6.280 George Washington Hwy N
## 153 -80.19676 0.190 NW 37th St
## 154 -122.68235 0.530 Pacific Highway 1 S
## 155 -85.75146 0.520 I-65
## 156 -86.05753 0.780 Ivydale Dr
## 157 -74.14692 1.700 GSP Southbound Ramp
## 158 -93.28434 0.990 Buck Hill Rd
## 159 -90.72538 0.290 Barrow St
## 160 -96.60675 0.580 US-175
## 161 -75.30817 1.150 I-76
## 162 -73.57466 3.670 Meadowbrook Pkwy
## 163 -83.01707 0.840 N High St
## 164 -84.21807 1.740 State Route 48
## 165 -110.95804 0.110 N Tyndall Ave
## 166 -110.91619 0.200 E Grant Rd
## 167 -74.30245 0.340 Oxford Ave
## 168 -87.75706 3.150 I-57
## 169 -121.71895 1.960 Tesla Rd
## 170 -121.47113 0.270 6C
## 171 -71.27084 1.440 Park Rd
## 172 -72.65338 3.860 I-91 N
## 173 -87.62531 2.830 Bishop Ford Fwy
## 174 -76.14954 0.550 I-690 W
## 175 -72.66951 0.580 Constitution Plz
## 176 -82.04066 1.710 I-4 E
## 177 -117.95745 0.320 W Fir Ave
## 178 -72.76140 1.820 I-91 N
## 179 -87.83588 1.360 Eisenhower Expy
## 180 -87.65965 3.100 W 110th St
## 181 -86.08047 1.660 US-31
## 182 -82.98124 0.790 101B
## 183 -75.89946 0.970 Warren St Byp
## 184 -75.47124 0.870 US-22
## 185 -73.73077 0.350 Cross Westchester Expy
## 186 -75.02363 3.230 I-95
## 187 -119.78083 3.160 Jackson Ave
## 188 -79.12839 3.150 I-85
## 189 -76.27464 6.450 G A Treakle Bdg
## 190 -71.02468 0.620 West St
## 191 -80.83756 0.300 W 10th St
## 192 -74.07744 2.100 New Jersey Tpke N
## 193 -122.74106 1.440 SW Barbur Blvd
## 194 -75.33222 0.380 I-76 E
## 195 -86.05457 0.780 Craig St
## 196 -75.00182 3.740 I-95
## 197 -75.53794 2.260 US-202
## 198 -74.37672 1.960 I-287
## 199 -81.49641 0.820 I-76 W
## 200 -71.13960 0.920 1A
## 201 -71.03226 3.430 I-93 S
## 202 -86.18997 2.250 I-465
## 203 -72.88727 2.940 Governor John Davis Lodge Tpke S
## 204 -71.27084 1.440 Park Rd
## 205 -86.26418 0.550 I-74
## 206 -72.66090 0.450 US-6
## 207 -80.26538 1.050 Dolphin Expy W
## 208 -77.30877 2.080 N Mill St
## 209 -82.53760 3.560 I-85 N
## 210 -117.90423 0.430 I-5 S
## 211 -75.18070 0.470 Vine St Expy
## 212 -121.66043 1.730 El Camino Real N
## 213 -122.57664 1.750 S San Antonio Rd
## 214 -74.16933 0.430 Staten Island Expy
## 215 -121.87930 0.670 Meadowgate Way
## 216 -70.79190 0.800 I-95 N
## 217 -84.24984 1.680 FL-8 E
## 218 -80.15787 1.330 I-95 S
## 219 -71.27084 1.440 Park Rd
## 220 -82.28038 2.940 Golden Strip Fwy N
## 221 -86.05457 0.780 Craig St
## 222 -80.16967 1.810 Ravenswood Rd
## 223 -71.41584 0.980 I-93 S
## 224 -80.54767 1.060 I-26 E
## 225 -71.91455 2.350 Lathrop Rd
## 226 -92.93226 2.090 MN-23
## 227 -83.47837 2.040 Expo Center Dr
## 228 -118.38004 1.490 CA-134
## 229 -96.56285 2.110 I-20 W
## 230 -87.46291 2.650 I-80 E
## 231 -121.83446 0.620 San Jose Dr
## 232 -117.35513 0.810 I-10 E
## 233 -73.60247 2.280 I-95
## 234 -111.50186 1.790 US-89
## 235 -72.78360 1.620 Governor John Davis Lodge Tpke
## 236 -78.83504 0.400 Village Walk Dr
## 237 -80.79897 0.280 The Plaza
## 238 -78.39843 5.310 I-80 E
## 239 -82.59817 0.120 I-40
## 240 -78.20474 2.040 Yellow Springs Dr
## 241 -84.40022 0.350 GA-402 E
## 242 -83.03783 3.380 I-270
## 243 -73.84297 1.700 Jackie Robinson Pkwy
## 244 -87.58232 2.650 Tri-State Tlwy
## 245 -86.78501 2.260 I-65 S
## 246 -84.36835 1.760 I-71 N
## 247 -82.98431 1.280 North Fwy S
## 248 -83.90344 1.050 I-40 E
## 249 -78.21161 0.870 US-322
## 250 -79.86217 1.690 William F Stone Hwy
## 251 -117.68649 4.850 248th St E
## 252 -80.16408 0.580 I-95 S
## 253 -95.15617 0.770 E Sam Houston Pkwy S
## 254 -71.19158 0.190 Starwood Xing
## 255 -76.98125 6.470 State Route 14
## 256 -80.17386 1.110 Florida's Tpke S
## 257 -86.74513 0.660 I-24 E
## 258 -81.81614 0.870 Brookpark Rd
## 259 -75.15778 1.370 State Highway 62
## 260 -118.21000 1.700 I-405 N
## 261 -75.06697 1.680 W Maple Ave
## 262 -122.18937 1.010 I-405 S
## 263 -72.68264 1.410 Myrtle St
## 264 -73.96788 1.590 Center Ave
## 265 -73.82037 0.970 Cross Island Pkwy
## 266 -82.89741 3.750 I-77 N
## 267 -118.28538 1.130 I-110
## 268 -83.93053 6.660 I-70
## 269 -121.91425 2.070 I-280
## 270 -79.93861 2.600 I-581
## 271 -74.96291 4.020 I-95 N
## 272 -117.60573 4.740 Highway 20
## 273 -86.69942 1.770 Harding Pl
## 274 -73.94282 1.900 Riverside Dr
## 275 -86.72183 1.680 Tallwood Dr
## 276 -72.11451 2.430 Governor John Davis Lodge Tpke N
## 277 -81.56666 0.860 I-76 E
## 278 -122.22865 1.240 WA-520 E
## 279 -89.83817 1.770 I-40 W
## 280 -87.22293 1.040 E Fairfield Dr
## 281 -83.02256 1.350 Olentangy Fwy S
## 282 -83.26011 0.750 Edward J Jeffries Fwy
## 283 -73.91344 0.780 Cross Bronx Expy
## 284 -79.85676 2.640 Greensburg Pike
## 285 -73.87195 2.910 Long Island Expy
## 286 -85.32135 0.420 Signal Mountain Rd
## 287 -86.22504 1.040 I-65 S
## 288 -76.72417 2.960 I-695
## 289 -118.10462 0.600 I-605 N
## 290 -83.72093 2.340 Highway 11 NW
## 291 -122.01566 1.040 I-280 S
## 292 -74.14634 0.720 Stewart Ave
## 293 -122.39030 3.170 Saint Helena Hwy
## 294 -72.62923 1.760 CT-9 N
## 295 -80.91889 1.370 I-77 S
## 296 -81.37780 1.130 I-95 N
## 297 -74.09954 4.290 Pulaski Skwy
## 298 -83.03913 2.130 55A
## 299 -78.95188 2.350 Cumberland Hwy
## 300 -82.83159 1.110 Brice Rd
## 301 -122.32065 2.500 I-5 N
## 302 -85.19509 0.750 TN-153
## 303 -86.27155 0.900 I-70 W
## 304 -82.98361 1.280 Howard St
## 305 -84.18891 0.200 I-75 S
## 306 -79.23740 2.370 Kingwood Rd
## 307 -118.38159 0.630 I-405 S
## 308 -79.79688 1.090 Unity Ln
## 309 -122.66493 0.340 US-30 E
## 310 -73.96847 1.590 Center Ave
## 311 -74.03144 3.230 Verrazzano-Narrows Brg
## 312 -117.87427 0.660 I-210
## 313 -117.75684 0.410 CA-71 S
## 314 -118.10462 0.600 I-605 N
## 315 -76.20338 3.930 Conowingo Rd
## 316 -117.10802 3.720 I-15
## 317 -80.97073 2.840 I-95 N
## 318 -77.19247 0.840 E Valley Rd
## 319 -84.53271 0.920 I-75 N
## 320 -83.15980 0.290 Wyoming St
## 321 -74.20997 0.020 Allen St
## 322 -118.06387 2.300 I-5 S
## 323 -80.86339 0.300 I-77 N
## 324 -118.32161 2.310 Glenn Anderson Fwy W
## 325 -75.95843 0.390 Warren St Byp
## 326 -78.00749 1.450 Snyders Run Rd
## 327 -78.91692 0.670 Valley Pike
## 328 -104.99323 3.270 I-25 S
## 329 -79.81062 2.520 PA-43-TPKE
## 330 -76.55341 5.980 Lincoln Hwy
## 331 -93.24170 0.320 I-35W N
## 332 -122.74350 0.580 I-5 N
## 333 -84.22337 2.040 GA-402 E
## 334 -84.75162 1.090 Jimmy Lee Smith Pkwy
## 335 -78.83105 0.930 1A
## 336 -86.27581 1.640 I-465
## 337 -87.31980 4.000 I-65 N
## 338 -80.97124 0.770 10B
## 339 -80.34829 0.690 W State Road 84
## 340 -122.58752 1.380 I-5 S
## 341 -81.55760 0.690 I-95 S
## 342 -86.95192 1.680 I-20 W
## 343 -86.95172 1.680 I-20 W
## 344 -99.04714 3.530 I-20 W
## 345 -84.61422 1.070 I-71 S
## 346 -86.27553 0.800 US-52
## 347 -117.97973 0.420 I-10 W
## 348 -82.26042 4.610 I-85 S
## 349 -80.11465 0.910 SW Natura Blvd
## 350 -95.75702 1.070 Southwest Fwy
## 351 -86.16927 1.710 I-70 W
## 352 -87.31980 4.000 I-65 N
## 353 -73.69605 0.940 Long Island Expy E
## 354 -86.09839 1.290 US-52
## 355 -70.95336 2.940 MA-140 N
## 356 -84.71838 0.210 Highway 64
## 357 -93.67459 1.300 I-235
## 358 -117.87536 0.190 I-5
## 359 -93.28833 0.270 Lyndale Ave S
## 360 -111.90469 2.130 I-15 N
## 361 -111.90076 1.880 S Wildcat Way W
## 362 -84.40971 3.590 I-75
## 363 -122.32448 1.910 I-90 E
## 364 -82.63805 1.930 I-40 E
## 365 -80.87386 2.640 I-485
## 366 -78.66263 2.550 Bee Line Hwy
## 367 -89.79456 1.280 Horizon Center Blvd
## 368 -86.35515 0.890 I-74
## 369 -84.32806 1.650 I-71
## 370 -121.47229 0.520 I-80 Bus E
## 371 -73.48009 0.780 I-84 E
## 372 -92.64230 2.910 Highway 163
## 373 -79.92284 2.870 I-90 W
## 374 -75.10105 1.970 I-95 N
## 375 -118.12412 1.180 I-5 N
## 376 -78.64877 1.290 I-40
## 377 -81.63246 0.820 Highway 27
## 378 -81.98463 1.830 FL-8 W
## 379 -117.25964 2.210 Escondido Fwy N
## 380 -118.30598 0.420 W Ash Ave
## 381 -75.44672 1.170 Pottstown Expy W
## 382 -71.05197 2.470 I-90 W
## 383 -85.52084 0.620 I-71 S
## 384 -81.43908 1.740 J Turner Butler Blvd E
## 385 -96.62120 0.250 US-80 W
## 386 -75.66127 0.590 Pottstown Pike
## 387 -86.02976 1.930 I-69
## 388 -87.50680 0.570 US-6
## 389 -72.88727 4.280 Governor John Davis Lodge Tpke S
## 390 -71.76201 1.550 N Main St
## 391 -81.24595 0.490 E West Expy W
## 392 -90.51063 0.840 S Woods Mill Rd
## 393 -73.33176 3.710 Sherwood Island Connector
## 394 -77.56956 0.220 US Highway 522 S
## 395 -73.04172 2.510 39B
## 396 -75.62875 0.780 Riverside Dr
## 397 -83.03212 2.950 Curve Rd
## 398 -73.33176 3.710 Sherwood Island Connector
## 399 -71.01834 0.860 Squire Rd
## 400 -75.69777 0.360 Birney Ave
## 401 -118.14324 0.290 Artesia Fwy W
## 402 -74.21143 2.420 Allen St
## 403 -81.08798 1.610 260C-B-A
## 404 -119.80523 0.930 US-101 S
## 405 -78.90836 1.110 Bliss Rd
## 406 -76.47229 3.540 I-695
## 407 -89.90218 2.760 I-40 W
## 408 -77.42764 2.730 Pocahontas Pkwy
## 409 -81.82461 1.270 Blanding Blvd
## 410 -80.31909 0.820 Dolphin Expy W
## 411 -122.05325 3.180 I-580
## 412 -81.76199 0.620 FL-8 W
## 413 -84.43472 2.950 GA-407 E
## 414 -75.12108 1.620 W Mill Rd
## 415 -121.87430 0.350 I-280 S
## 416 -122.23586 1.900 Marine World Pkwy E
## 417 -83.44012 6.380 I-69 E
## 418 -118.16663 0.170 Minnesota Ave
## 419 -81.76199 0.620 FL-8 W
## 420 -87.46291 2.650 I-80 E
## 421 -122.31058 0.470 I-90 E
## 422 -80.01311 0.520 N Arco Ln
## 423 -85.81769 3.610 Grant Line Rd
## 424 -80.20993 0.630 NW 165th Street Rd
## 425 -80.38915 1.690 E Highland Ave
## 426 -81.54009 1.450 E Beltway S
## 427 -75.62421 6.790 I-78 E
## 428 -80.09152 1.790 I-95 S
## 429 -81.54009 1.450 E Beltway S
## 430 -81.28680 0.360 E West Expy E
## 431 -71.06727 0.270 US-1 S
## 432 -87.46406 0.640 Corinne Dr
## 433 -85.76531 1.740 W Market St
## 434 -82.45500 0.790 N Central Ave
## 435 -81.92053 2.210 S US-301
## 436 -122.30843 4.820 I-5 N
## 437 -76.42646 0.220 I-664 N
## 438 -87.42849 0.680 I-80 E
## 439 -86.18692 4.480 I-465
## 440 -122.07106 0.460 I-580
## 441 -73.50005 1.320 CT-15 S
## 442 -80.09152 1.790 I-95 S
## 443 -84.31010 4.540 I-285
## 444 -122.07805 0.500 I-580 E
## 445 -78.24574 5.020 Shawville Frenchville Hwy
## 446 -118.16354 0.170 Artesia Fwy
## 447 -121.93206 1.040 5A
## 448 -88.16737 1.900 Winfield Rd
## 449 -93.57649 0.530 I-235
## 450 -122.55812 1.620 NE 112th Ave
## 451 -73.51234 3.590 I-95 S
## 452 -121.70722 1.880 Johnson Rd
## 453 -93.27492 0.630 Crosstown Hwy W
## 454 -88.37405 1.040 Chicago-Kansas City Expressway E
## 455 -71.20192 0.720 Loop Connector
## 456 -119.08029 0.930 CA-99 N
## 457 -123.36011 1.770 Portland Ave
## 458 -83.01764 0.500 Michigan Ave
## 459 -74.27874 2.720 I-78 E
## 460 -83.08912 2.270 Outerbelt W
## 461 -75.44672 1.170 Pottstown Expy W
## 462 -75.38133 4.020 US-22
## 463 -85.88945 2.850 I-64 E
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## 466 -72.74422 1.350 I-84 E
## 467 -86.03194 1.630 I-465
## 468 -82.44819 1.560 I-75 S
## 469 -81.79360 1.670 I-75 N
## 470 -72.22635 1.990 Governor John Davis Lodge Tpke
## 471 -77.27525 6.600 US-522
## 472 -75.28922 1.620 I-276 E
## 473 -82.98113 0.280 Reading Rd
## 474 -86.66542 3.710 I-40 E
## 475 -97.34276 2.070 Blue Mound Rd
## 476 -75.32005 1.590 331B
## 477 -77.27525 6.600 US-522
## 478 -86.17837 2.640 I-74
## 479 -74.27874 2.720 I-78 E
## 480 -94.17457 0.661 75th St NW
## 481 -75.46737 0.983 Aberdeen Rd
## 482 -73.94614 0.692 George Washington Brg
## 483 -84.30019 1.922 I-20
## 484 -118.26638 4.398 Glenn Anderson Fwy W
## 485 -94.87694 0.884 I-35 N
## 486 -119.78512 0.028 CA-41 S
## 487 -74.08205 0.098 Garden State Pkwy Express Lane
## 488 -112.11690 0.748 Black Canyon Fwy N
## 489 -112.26565 3.625 I-10 E
## 490 -119.07793 0.101 Porterville Hwy
## 491 -117.95823 0.152 I-5 S
## 492 -117.36523 0.051 CA-210 W
## 493 -73.87140 0.100 Long Island Expy W
## 494 -88.25479 0.756 Chicago-Kansas City Expressway E
## 495 -121.11175 0.222 Wolf Rd
## 496 -121.89349 0.788 I-580 E
## 497 -97.65859 0.080 TX-71-TOLL
## 498 -80.75903 0.602 N Sharon Amity Rd
## 499 -121.08670 1.512 CA-99 N
## 500 -121.08422 1.668 CA-99
## 501 -81.44610 0.143 Sidney Lanier Dr
## 502 -120.86658 0.522 Claribel Rd
## 503 -122.66216 2.704 I-84 E
## 504 -96.80976 4.530 S RL Thornton Fwy
## 505 -118.21780 0.997 I-5 S
## 506 -86.03472 0.222 US-421
## 507 -112.28882 0.917 I-10 E
## 508 -84.83586 1.088 GA-403 N
## 509 -117.83442 0.254 Foothill Fwy W
## 510 -122.18483 1.216 CA-84
## 511 -84.39131 0.413 GA-401 S
## 512 -122.72725 0.878 I-5 S
## 513 -112.23249 0.334 W Union Hills Dr
## 514 -82.05807 0.207 Green Valley Rd
## 515 -73.13924 0.357 Sunrise Hwy W
## 516 -123.33180 0.676 Rogers Rd
## 517 -74.24384 0.117 142B
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## 519 -122.18967 0.223 I-405 N
## 520 -117.32752 0.300 I-90 W
## 521 -122.81705 0.035 Lynch Rd
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## 523 -118.23111 0.015 S Willowbrook Ave
## 524 -83.31653 0.156 I-696 W
## 525 -117.52828 0.781 I-10 W
## 526 -104.75670 0.119 US-34-BYP
## 527 -83.52426 0.642 Huber Clay County Rd
## 528 -121.34045 0.552 CA-99 S
## 529 -80.30749 0.291 I-70
## 530 -117.76330 0.783 I-10 E
## 531 -84.61292 0.036 Cascade Palmetto Hwy SW
## 532 -121.07551 0.184 US-50
## 533 -93.25195 0.756 Crosstown Hwy E
## 534 -122.40575 3.623 San Francisco-Oakland Bay Bridge
## 535 -121.89175 0.776 Guadalupe Pkwy
## 536 -121.57381 0.059 W Capitol Ave
## 537 -117.14145 0.145 I-5 N
## 538 -112.11412 0.829 143B
## 539 -83.43658 0.862 I-275 N
## 540 -122.38827 2.795 St Helena Hwy
## 541 -118.34526 0.008 I-405 S
## 542 -122.84628 0.082 Rogue River Dr
## 543 -117.45368 0.471 CA-91 E
## 544 -73.72978 0.079 Mount Kisco Rd
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## 546 -117.76891 2.854 CA-210 W
## 547 -118.17422 0.019 I-710 N
## 548 -119.22874 0.044 Kingsley St
## 549 -123.01032 0.270 Jefferson Highway 99E SE
## 550 -118.12299 1.038 I-5 N
## 551 -92.92910 0.203 Oxford Mill Rd
## 552 -84.40079 0.155 GA-407 E
## 553 -124.11295 0.314 US Highway 101 N
## 554 -79.36096 0.024 Old Richmond Rd
## 555 -120.33313 0.109 E Sandy Mush Rd
## 556 -117.20713 1.493 CA-78 W
## 557 -97.74223 0.074 N Capital of Texas Hwy
## 558 -81.22228 0.115 I-77
## 559 -117.12260 0.114 Auld Rd
## 560 -117.12431 0.098 Auld Rd
## 561 -118.42316 0.292 Foothill Fwy W
## 562 -121.66771 0.633 Mount Hamilton Rd
## 563 -73.69274 0.093 Central Ave
## 564 -117.88009 0.036 E Katella Ave
## 565 -118.09078 0.808 I-5 N
## 566 -113.66221 0.803 US-93 N
## 567 -73.79374 0.258 Throgs Neck Brg S
## 568 -121.07391 0.188 El Dorado Fwy E
## 569 -73.95300 0.031 Brooklyn Queens Expy
## 570 -118.08996 0.068 Foothill Fwy E
## 571 -84.26823 0.068 Flat Shoals Rd
## 572 -118.35472 0.036 Overhill Dr
## 573 -78.07680 0.329 Andrew Jackson Hwy
## 574 -117.69907 0.219 CA-71 N
## 575 -84.21475 0.896 GA-403 S
## 576 -96.81252 0.443 N Stemmons Fwy
## 577 -118.61553 0.163 I-5 N
## 578 -121.86906 0.088 Bayshore Fwy S
## 579 -117.42208 0.278 Barstow Fwy S
## 580 -121.26069 0.138 Moreland St
## 581 -79.71680 0.496 Portal Ln
## 582 -118.21412 0.137 Golden State Fwy S
## 583 -117.42543 0.725 I-5
## 584 -118.18525 0.049 President Barack H Obama Hwy
## 585 -118.18494 0.070 N Figueroa St
## 586 -122.22360 0.542 Highway 20
## 587 -118.25920 0.717 I-10 W
## 588 -118.05099 0.070 CA-60 W
## 589 -117.87595 0.038 E Ball Rd
## 590 -80.89584 0.990 Rodney St
## 591 -96.78393 0.139 US-75 S
## 592 -117.92338 0.056 CA-91 W
## 593 -94.61429 3.862 I-435 W
## 594 -118.22394 0.548 I-10 E
## 595 -118.92145 0.009 W Potrero Rd
## 596 -84.48323 2.321 GA-401 N
## 597 -117.96509 3.152 CA-60 W
## 598 -122.57216 0.031 I-5
## 599 -74.02128 0.136 RT-495
## 600 -94.51945 0.174 I-470 E
## 601 -117.17995 0.035 I-10 W
## 602 -117.39032 0.063 Santa Ana Ave
## 603 -117.81655 0.401 I-5 N
## 604 -83.21576 1.001 Paul St
## 605 -112.08707 1.270 I-10 E
## 606 -81.72486 0.180 I-64 W
## 607 -118.10788 0.038 Palo Verde Ave
## 608 -117.24609 0.946 I-5 N
## 609 -119.41461 0.119 W Riggin Ave
## 610 -117.09545 0.091 Ted Williams Pkwy
## 611 -117.45316 1.364 Barstow Fwy S
## 612 -75.48671 0.369 Sign Post Rd
## 613 -81.98268 0.617 Teays Valley Rd
## 614 -84.48751 0.244 I-575
## 615 -84.45718 0.296 GA-407 E
## 616 -74.11197 0.078 State Route 17
## 617 -117.60108 0.200 CA-91 E
## 618 -121.25319 0.212 I-80 E
## 619 -122.40570 0.677 James Lick Fwy S
## 620 -122.32293 0.161 I-80 E
## 621 -73.84187 0.109 Jackie Robinson Pkwy S
## 622 -118.42179 0.851 Golden State Fwy S
## 623 -117.38122 1.221 CA-91
## 624 -83.70323 0.013 Tom Chapman Blvd
## 625 -118.18013 0.033 Glenn Anderson Fwy W
## 626 -118.17964 0.030 Glenn Anderson Fwy W
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## 628 -88.02821 0.044 IL-53
## 629 -118.06258 0.027 I-5 S
## 630 -77.95708 0.186 US-421 N
## 631 -73.66380 0.096 New England Thwy
## 632 -74.03350 3.688 New York State Thruway
## 633 -119.70642 0.080 Railroad Ave
## 634 -117.10349 1.010 I-805 N
## 635 -122.23852 0.742 I-580 W
## 636 -121.80764 0.056 CA-1
## 637 -117.78434 0.777 I-10 W
## 638 -97.20303 1.406 Tom Landry Hwy
## 639 -118.29816 0.125 W 120th St
## 640 -74.18217 0.173 Garden State Pkwy N
## 641 -118.16514 1.240 I-710
## 642 -74.73512 0.227 Old York Rd
## 643 -117.14158 0.501 CA-94
## 644 -118.02957 0.263 CA-91
## 645 -118.22622 0.597 Big Tujunga Canyon Rd
## 646 -122.29301 0.137 I-580 W
## 647 -75.58841 0.159 Lankford Hwy
## 648 -97.07086 1.015 I-35E
## 649 -117.88845 0.020 Garden Grove Fwy
## 650 -97.82458 0.050 Westlake Medical Ctr
## 651 -102.71375 0.159 US-160
## 652 -122.57465 1.794 I-205 S
## 653 -118.18166 1.917 I-710 N
## 654 -123.98635 0.577 King Pl
## 655 -118.92600 0.166 Pacific Coast Hwy
## 656 -118.63831 0.763 I-84 E
## 657 -117.14793 0.773 I-8 W
## 658 -122.29721 0.216 I-80 W
## 659 -84.50563 0.874 I-496 E
## 660 -117.86427 1.112 I-210
## 661 -122.57801 0.019 Redwood Hwy S
## 662 -118.20827 0.900 Santa Ana Fwy N
## 663 -117.34813 0.440 I-215 S
## 664 -118.34090 1.336 CA-134
## 665 -82.18433 0.164 I-40
## 666 -118.16254 0.113 Bandini Blvd
## 667 -73.97203 0.053 FDR Dr N
## 668 -119.01201 0.055 Manor St
## 669 -122.72113 0.040 Labath Ave
## 670 -121.20136 0.403 648-490 State Highway 299
## 671 -118.30485 0.086 I-405 S
## 672 -118.40432 0.077 Sheldon St
## 673 -118.63902 0.166 21st St
## 674 -87.30626 1.858 I-64 W
## 675 -117.64145 0.229 I-10 W
## 676 -80.30396 0.541 Mountain View Church Rd
## 677 -87.77813 2.229 Kennedy Expy E
## 678 -117.08725 1.266 Escondido Fwy S
## 679 -118.16991 0.128 I-710 N
## 680 -122.72633 1.132 Redwood Hwy S
## 681 -96.76618 0.744 I-30 W
## 682 -93.18886 0.060 I-35W N
## 683 -117.46167 5.596 Barstow Fwy S
## 684 -117.95319 1.399 CA-91 E
## 685 -78.51776 5.410 William Penn Rd
## 686 -122.65858 0.208 Mitchell Rd
## 687 -122.46321 0.138 I-5 N
## 688 -117.85638 1.179 I-10 E
## 689 -117.66660 0.149 CA-210 E
## 690 -119.33134 0.558 McCombs Ave
## 691 -73.95691 0.314 I-87 N
## 692 -123.30392 0.155 NE Kings Valley Hwy
## 693 -118.08244 0.008 166th St
## 694 -121.37234 1.008 S Highway 97
## 695 -122.17518 0.745 Lake of the Woods Hwy
## 696 -122.76952 0.010 SW Wilsonville Rd
## 697 -117.88710 0.015 W Chapman Ave
## 698 -74.08932 0.231 Garden State Pkwy S
## 699 -113.57893 0.171 Highway 60
## 700 -121.74402 0.017 Neal Rd
## 701 -79.55849 0.445 Old Route 66
## 702 -117.10477 1.102 I-5 N
## 703 -74.06801 0.974 Orrs Mills Rd
## 704 -86.41408 0.022 M 139
## 705 -94.57817 0.054 Highway 10
## 706 -93.08946 0.320 I-35E N
## 707 -72.68909 0.329 I-84 E
## 708 -112.57219 0.669 I-10 W
## 709 -122.70418 0.112 Silver Falls Dr NE
## 710 -118.29556 0.026 W 120th St
## 711 -118.25062 0.102 E 87th Pl
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## 713 -104.59721 0.010 E US-50
## 714 -118.33729 0.989 US-101
## 715 -119.59405 1.734 CA-99
## 716 -117.09660 0.026 Ted Williams Pkwy
## 717 -85.67591 0.993 US-131 S
## 718 -118.20005 0.155 I-405 N
## 719 -118.29535 0.163 W 91st St
## 720 -121.32405 0.067 Willow Glen Rd
## 721 -118.06263 0.048 Foothill Fwy W
## 722 -119.04565 0.221 Castaic Ave
## 723 -117.49251 0.922 CA-91 E
## 724 -122.21265 0.099 Warren Fwy N
## 725 -73.82727 0.724 New England Thwy
## 726 -118.22564 0.153 Santa Ana Fwy N
## 727 -76.72657 0.153 Arsenal Rd
## 728 -80.11773 0.094 NC 740 Hwy
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## 730 -80.33403 0.768 I-79 S
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## 732 -112.01977 1.376 AZ-101 Loop E
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## 734 -85.56793 1.167 I-96 W
## 735 -122.03856 2.680 CA-242 S
## 736 -81.21925 0.297 E New York Ave
## 737 -83.21899 1.007 Outer Dr W
## 738 -118.35299 1.077 Wheatland Ave
## 739 -121.78567 0.680 Highway 1
## 740 -118.18021 0.277 I-710 S
## 741 -117.25050 1.316 I-5 S
## 742 -118.17237 0.017 S Ford Blvd
## 743 -96.62886 0.668 I-635 N
## 744 -97.50848 5.968 I-10
## 745 -117.18189 0.173 I-84 W
## 746 -118.20975 0.040 San Bernardino Fwy E
## 747 -96.73538 0.891 Abrams Rd
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## 749 -121.49844 1.113 I-5 S
## 750 -84.25029 1.456 GA-407 E
## 751 -112.11703 1.846 Black Canyon Fwy S
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## 753 -120.10207 0.019 CA-99 N
## 754 -80.23975 1.694 S Erie St
## 755 -118.30034 0.017 W 120th St
## 756 -117.12055 0.799 CA-94 W
## 757 -119.15957 0.084 CA-99
## 758 -120.94532 0.137 Highway 97
## 759 -121.93442 0.066 I-80 W
## 760 -117.97629 0.047 Garden Grove Fwy
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## 762 -96.77864 0.124 I-45 N
## 763 -121.50103 0.117 I-80 W
## 764 -121.67438 0.214 Mount Hood Hwy
## 765 -121.18733 0.059 E Waterloo Rd
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## 767 -121.20413 0.376 Castle Rd
## 768 -118.03291 0.946 CA-22
## 769 -118.03292 0.285 Garden Grove Fwy
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## 772 -121.87351 1.230 CA-68
## 773 -117.81433 0.062 CA-91 E
## 774 -120.81083 0.032 State Highway 49
## 775 -88.65385 0.036 W9900 Olden Rd
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## 778 -117.27955 0.014 CA-78 E
## 779 -117.04294 0.468 Highway 95 W
## 780 -117.55047 0.361 I-15 S
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## 782 -73.96600 1.974 I-95 N
## 783 -87.70020 0.103 Kennedy Expy W
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## 786 -74.94302 1.141 New Lincoln Hwy S
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## 788 -112.26991 0.717 AZ-101 Loop S
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## 790 -112.21512 0.949 Pearl Harbor Memorial Highway
## 791 -122.04601 1.236 Bayshore Fwy N
## 792 -83.75490 1.281 GA-402 E
## 793 -117.94937 0.176 Garo St
## 794 -84.24432 0.091 Americus Hwy
## 795 -121.42297 0.843 Mack Rd
## 796 -96.91450 0.025 Tom Landry Fwy
## 797 -84.38914 0.105 GA-403 S
## 798 -93.56167 0.423 Highway 169
## 799 -119.25071 0.049 CA-99 N
## 800 -119.24136 0.023 County Line Rd
## 801 -122.90152 0.049 Worley Dr
## 802 -97.81098 0.222 N Capital of Texas Hwy
## 803 -84.52926 1.068 GA-402 E
## 804 -118.36237 0.031 W Slauson Ave
## 805 -118.27971 0.247 Harbor Fwy N
## 806 -87.81734 0.028 W Higgins Rd
## 807 -118.48226 0.870 I-405 S
## 808 -121.76496 0.077 Green Valley Rd
## 809 -122.29732 0.574 Eastshore Fwy W
## 810 -117.23047 0.246 Escondido Fwy N
## 811 -122.46895 0.087 Lincoln Blvd
## 812 -94.79064 0.065 KS-10 E
## 813 -124.07226 0.467 N Bank Rd
## 814 -87.62405 0.008 N Michigan Ave
## 815 -118.91570 0.168 Chambersburg Rd
## 816 -78.55729 0.347 I-540 W
## 817 -121.97245 1.078 I-880
## 818 -122.05602 3.147 I-680 N
## 819 -122.29647 0.699 Powell St
## 820 -121.75205 0.327 Union St
## 821 -122.31835 0.046 San Pablo Dam Rd
## 822 -84.81262 0.613 I-85
## 823 -117.79504 0.791 I-405 N
## 824 -118.28038 0.227 I-110 Express Ln
## 825 -117.12448 1.103 I-8 E
## 826 -112.20276 3.132 I-10 E
## 827 -117.62338 0.107 Pomona Fwy E
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## 829 -73.41064 1.790 Long Island Expy E
## 830 -121.92432 3.451 I-880 N
## 831 -123.01678 0.012 Newberg Dundee Byp
## 832 -78.70727 1.388 I-40
## 833 -117.73098 0.914 CA-71
## 834 -122.78973 2.719 Beaverton Tigard Fwy S
## 835 -118.01429 1.005 Highway 237
## 836 -122.30778 0.956 Eastshore Fwy E
## 837 -122.26368 0.756 I-880
## 838 -74.49434 0.029 US Highway 1
## 839 -87.95036 0.062 Adlai E Stevenson Expy N
## 840 -77.88602 0.548 Adlai E Stevenson Expy N
## 841 -121.63664 0.354 I-80 E
## 842 -121.63871 0.020 I-80 E
## 843 -117.28748 0.121 Hunts Ln
## 844 -120.42588 0.821 Fields Rd
## 845 -112.05591 0.132 Grandview Dr
## 846 -79.94378 0.575 I-376 W
## 847 -78.66211 4.420 I-95 N
## 848 -117.14852 1.086 City Creek Rd
## 849 -118.20752 0.014 W Willow St
## 850 -122.44620 0.044 I-280 N
## 851 -117.15641 0.427 I-8 W
## 852 -117.15330 0.771 Kumeyaay Hwy
## 853 -118.12195 0.603 Foothill Fwy W
## 854 -118.26743 0.038 E Compton Blvd
## 855 -117.23328 0.301 I-5 S
## 856 -119.72484 0.061 CA-180 E
## 857 -122.22782 0.062 Marine World Pkwy W
## 858 -75.10298 0.028 I-76 E
## 859 -75.28389 0.859 New Jersey Tpke S
## 860 -120.68669 0.767 Horseshoe Ln
## 861 -74.08634 0.063 Garden State Pkwy Express Lane
## 862 -117.29829 0.225 I-215 N
## 863 -84.41085 1.782 I-285
## 864 -119.22489 0.079 Visalia Rd
## 865 -117.43681 0.651 Barstow Fwy N
## 866 -87.64485 0.038 W Van Buren St
## 867 -121.95200 0.780 I-880 S
## 868 -117.67307 0.020 Santiago Canyon Rd
## 869 -117.92835 4.658 I-405 S
## 870 -117.55013 0.793 I-15 S
## 871 -83.44523 0.288 Detroit Toledo Expy N
## 872 -123.01641 0.073 Highway 116
## 873 -121.64399 0.140 Carpenteria Rd
## 874 -121.56146 0.090 Chittenden Rd
## 875 -83.88058 0.210 Bunn Rd
## 876 -118.51053 0.040 Victory Blvd
## 877 -119.69733 0.220 CA-99 N
## 878 -121.29324 1.035 CA-4 E
## 879 -117.34223 0.072 Extravaganza Ln
## 880 -123.03307 0.158 N Highway 99W
## 881 -80.82430 0.506 US-74
## 882 -76.81181 0.092 N Susquehanna Trl
## 883 -87.65000 0.035 I-90 W
## 884 -120.24076 0.008 Jayne Ave
## 885 -79.43394 0.945 US-421
## 886 -73.92184 3.357 New York State Thruway
## 887 -121.04815 0.038 Airline Hwy
## 888 -79.43710 0.060 W Webb Ave
## 889 -80.70286 4.658 I-485
## 890 -94.13423 0.942 I-94 E
## 891 -118.16894 0.110 S Ford Blvd
## 892 -121.17862 0.086 Grant Line Rd
## 893 -119.17898 0.083 Susan Eileen Ave
## 894 -94.67936 0.142 I-635 N
## 895 -94.59473 0.255 NW Briarcliff Pkwy
## 896 -84.11453 2.631 GA-403 S
## 897 -122.67471 1.243 I-5 N
## 898 -121.15627 1.326 Lookout Hackamore Rd
## 899 -77.58000 0.097 Ashland Rd
## 900 -122.31064 0.756 I-5 S
## 901 -117.24678 0.207 CA-78
## 902 -72.67271 1.306 I-91 S
## 903 -119.10995 0.027 Norris Rd
## 904 -88.43822 0.260 N State Route 47
## 905 -94.54665 1.284 Bruce R. Watkins Dr
## 906 -94.05379 1.006 County Highway 66 SE
## 907 -84.83089 0.219 State Road 37
## 908 -87.81801 0.396 Kennedy Expy W
## 909 -120.98085 1.350 CA-99 N
## 910 -104.99235 0.202 I-25 S
## 911 -120.76172 1.953 CA-99 S
## 912 -122.40946 0.299 Central Fwy
## 913 -117.93682 0.927 I-210
## 914 -79.14155 2.006 I-90 E
## 915 -121.33506 0.127 El Dorado Fwy E
## 916 -117.17589 0.173 I-805 N
## 917 -118.41841 0.128 I-405 S
## 918 -118.41981 0.125 I-405 S
## 919 -117.81655 0.135 I-5 N
## 920 -118.42352 0.895 Palms Blvd
## 921 -122.67824 0.377 Red Hill Rd
## 922 -74.04286 1.535 I-87 S
## 923 -118.27941 0.055 Golden State Fwy S
## 924 -121.57580 0.024 N Beale Rd
## 925 -92.88761 1.766 I-35 N
## 926 -119.10584 0.548 Pinkerton Rd
## 927 -111.35463 0.938 N Highway 79
## 928 -118.16803 1.346 I-710 S
## 929 -121.46091 0.892 I-80 E
## 930 -96.68813 0.211 N Central Expy
## 931 -121.36583 0.043 Elverta Rd
## 932 -121.91045 0.127 I-880 S
## 933 -121.84184 1.714 CA-4
## 934 -121.73706 5.619 Dalles California Hwy
## 935 -97.42123 4.776 I-10 W
## 936 -122.05964 1.162 CA-85
## 937 -78.88686 0.962 Durham Fwy S
## 938 -121.56937 0.557 San Juan Hollister Rd
## 939 -117.11405 0.036 Friars Rd
## 940 -120.19826 0.042 US Highway 101
## 941 -82.97001 0.040 Coleman Mountain Rd
## 942 -121.52813 0.098 Hammonton Smartville Rd
## 943 -117.50489 1.063 CA-210 W
## 944 -87.36739 0.973 I-80 W
## 945 -118.12500 0.962 I-5 N
## 946 -118.12861 0.887 I-5 N
## 947 -73.93221 0.109 Major Deegan Expy S
## 948 -117.15284 0.027 CA-163 S
## 949 -76.73579 0.115 US-220
## 950 -117.35585 0.816 I-5 S
## 951 -78.19885 0.499 Walkers Ln
## 952 -97.59562 0.175 Gilbert Rd
## 953 -118.25759 4.330 Artesia Fwy E
## 954 -123.36408 1.211 I-5 N
## 955 -118.38168 0.022 CA-170 S
## 956 -118.09071 0.806 I-405
## 957 -93.09443 0.148 Jackson St N
## 958 -112.11684 0.949 N Black Canyon Fwy
## 959 -117.36740 0.346 I-5 N
## 960 -118.50714 0.039 Antelope Valley Fwy N
## 961 -73.34120 0.952 Governor John Davis Lodge Tpke
## 962 -117.23497 0.018 I-8 W
## 963 -121.99436 0.331 N Santiam Hwy
## 964 -81.51237 0.229 Butler Blvd
## 965 -78.68280 0.078 Glenwood Ave
## 966 -118.24705 0.051 Golden State Fwy N
## 967 -84.32550 1.750 GA-403 N
## 968 -122.50022 0.026 CA-1 N
## 969 -78.22706 0.223 NC 56 Hwy E
## 970 -117.51615 0.045 Riverton Pl
## 971 -74.24386 0.380 Outerbridge Crossing Brg W
## 972 -87.89062 0.160 Lake Pkwy N
## 973 -88.09109 0.035 Yackley Ave
## 974 -93.43236 1.418 Highway 47
## 975 -123.32847 1.861 I-5 N
## 976 -117.15044 0.665 Del Dios Rd
## 977 -80.66600 0.952 I-85 N
## 978 -118.20678 1.741 Pico Ave
## 979 -118.34248 1.486 Foothill Fwy W
## 980 -94.48748 0.659 I-435
## 981 -121.47261 1.082 CA-99 N
## 982 -87.99445 0.027 Fairview Ave
## 983 -78.91508 0.049 I-190 N
## 984 -121.38278 0.013 La Riviera Dr
## 985 -122.26782 0.980 I-5 N
## 986 -120.69036 1.433 CA-46 W
## 987 -117.58579 0.272 I-10
## 988 -83.38803 0.479 I-275 N
## 989 -122.28995 0.257 Officer George Butler Brg
## 990 -83.45630 1.003 I-96 W
## 991 -73.56835 0.183 Northern Pkwy
## 992 -80.23712 0.078 Riffe St
## 993 -118.25270 0.911 I-405 S
## 994 -110.79095 1.187 I-90 E
## 995 -76.19533 0.087 I-64 E
## 996 -113.88001 1.667 I-15 S
## 997 -83.61468 0.800 GA-404 E
## 998 -117.22473 0.096 Deep Creek Rd
## 999 -123.00584 0.053 I-5 N
## 1000 -73.76115 0.651 Route 6
## 1001 -119.94886 0.021 Highway 99
## 1002 -93.27053 0.821 I-694 E
## 1003 -118.27431 0.135 N Benton Way
## 1004 -75.10156 0.161 I-295 N
## 1005 -117.70428 1.095 CA-60 W
## 1006 -74.31873 2.905 Inman Ave
## 1007 -83.11163 0.021 Chrysler Expy N
## 1008 -74.07348 0.099 New York State Thruway
## 1009 -74.07686 0.181 I-278 E
## 1010 -85.53174 0.829 US-131 S
## 1011 -122.11279 0.275 I-280 N
## 1012 -118.47246 0.633 US-101 S
## 1013 -122.54890 0.034 Stage Gulch Rd
## 1014 -122.22942 0.243 I-90 W
## 1015 -80.92574 0.030 Westinghouse Blvd
## 1016 -80.92619 0.046 Westinghouse Blvd
## 1017 -111.80051 0.996 US-60
## 1018 -75.01429 0.049 Burlington Pike
## 1019 -118.59767 0.243 US-101 N
## 1020 -118.08037 0.746 I-605 S
## 1021 -117.64720 0.116 Narrow Canyon Rd
## 1022 -121.56993 0.185 Pentz Rd
## 1023 -82.91821 0.063 I-94 E
## 1024 -82.91818 0.093 I-94 E
## 1025 -118.03467 0.254 WES St
## 1026 -117.10929 0.801 I-5
## 1027 -117.10816 0.780 I-5
## 1028 -122.40247 2.857 I-280
## 1029 -122.30825 4.274 Eastshore Fwy W
## 1030 -97.68818 0.011 N Lamar Blvd
## 1031 -117.28004 0.565 CA-60 W
## 1032 -111.81038 0.895 I-15 N
## 1033 -119.85533 0.029 Mount Rose Hwy
## 1034 -122.66520 0.955 I-5 N
## 1035 -88.10428 0.032 Benedictine Pkwy
## 1036 -122.17418 1.095 Highway 58
## 1037 -73.85635 0.021 Bronx River Pkwy N
## 1038 -75.57296 5.002 US-22 E
## 1039 -73.98316 0.911 Palisades Interstate Pkwy
## 1040 -76.76350 0.758 I-90 E
## 1041 -117.20337 0.036 Buena Creek Rd
## 1042 -118.19428 0.165 I-710 S
## 1043 -111.83120 0.798 I-10 E
## 1044 -111.94241 0.036 AZ-202 Loop E
## 1045 -117.18248 0.011 Orange St
## 1046 -120.51457 0.074 Huasna Rd
## 1047 -74.18212 1.391 I-87 N
## 1048 -117.30269 0.360 State Highway 138
## 1049 -121.50871 0.425 Highway 20
## 1050 -118.11535 0.228 Sierra Hwy
## 1051 -82.92054 0.318 I-94 W
## 1052 -117.19265 1.201 CA-78 W
## 1053 -118.08082 0.782 CA-60 W
## 1054 -98.66088 0.378 I-35
## 1055 -118.16127 0.623 Antelope Valley Fwy N
## 1056 -80.25480 0.096 NC 73 Hwy
## 1057 -84.33354 3.796 I-85
## 1058 -74.60736 0.225 Garden State Pkwy
## 1059 -112.11470 0.299 Black Canyon Fwy N
## 1060 -122.61263 0.017 E Frostad Rd
## 1061 -75.04323 0.015 White Horse Pike N
## 1062 -85.55916 0.884 I-69 N
## 1063 -74.12223 0.019 I-87 S
## 1064 -74.12640 0.478 RT-17
## 1065 -122.18744 0.048 Warren Fwy S
## 1066 -78.73616 0.107 US Hwy 158 W
## 1067 -84.96060 0.274 Charlie B Johnston Rd
## 1068 -118.38289 0.013 Magnolia Blvd
## 1069 -97.38508 0.035 NW Loop 820
## 1070 -84.25160 1.466 GA-407 W
## 1071 -78.68085 0.257 Seven Creeks Hwy
## 1072 -73.77996 2.908 Belt Pkwy
## 1073 -117.33799 0.846 CA-60 E
## 1074 -80.88729 1.068 I-77 N
## 1075 -122.15057 0.748 Piedmont Rd
## 1076 -97.69430 0.080 Ponca St
## 1077 -119.29971 0.031 Ventura Ave
## 1078 -122.76520 0.275 I-5 S
## 1079 -122.23277 0.026 Tunnel Rd
## 1080 -97.67445 0.018 Brighton Ln
## 1081 -80.02872 0.020 PA-51
## 1082 -98.14465 0.050 Hamilton Pool Rd
## 1083 -121.36903 0.009 Harrison St
## 1084 -121.87134 0.022 Calaveras Rd
## 1085 -122.22570 0.291 I-80
## 1086 -76.86884 0.278 S Market St
## 1087 -121.97938 0.045 Commercial Way
## 1088 -121.55138 0.130 Monterey Rd
## 1089 -117.44941 1.126 Barstow Fwy N
## 1090 -82.28897 0.097 US Route 60 E
## 1091 -73.95191 1.606 FDR Dr N
## 1092 -121.68107 0.029 Nopel Ave
## 1093 -121.98820 0.709 Santa Cruz Hwy
## 1094 -118.36363 2.165 Glenn Anderson Fwy E
## 1095 -118.36363 1.981 Glenn Anderson Fwy E
## 1096 -117.18084 1.054 I-215
## 1097 -117.53220 0.634 CA-210
## 1098 -96.92736 0.942 Airport Fwy E
## 1099 -97.87438 0.026 Dennis Junction Rd
## 1100 -118.22527 0.138 S Mission Rd
## 1101 -117.75348 2.668 CA-91 E
## 1102 -84.36948 0.057 Floyd Ave
## 1103 -97.80448 5.855 I-35 N
## 1104 -97.73016 0.010 Ashdale Dr
## 1105 -80.93470 0.044 Ashdale Dr
## 1106 -72.59829 0.277 I-84 E
## 1107 -84.40387 5.197 GA-401 N
## 1108 -82.97656 0.017 Jones St
## 1109 -98.06486 0.026 RR-12
## 1110 -120.80523 0.023 Spring St
## 1111 -74.45665 0.093 I-78
## 1112 -121.55943 0.080 I-80 W
## 1113 -119.59027 0.130 E Clayton Ave
## 1114 -74.94137 0.645 State Highway 38
## 1115 -81.62558 0.376 I-77 N
## 1116 -119.36683 0.249 N West St
## 1117 -82.99271 1.428 GA-402 E
## 1118 -112.16261 0.368 Agua Fria Fwy W
## 1119 -80.84150 0.781 I-77 N
## 1120 -73.63738 1.296 Governor John Davis Lodge Tpke
## 1121 -75.49832 1.379 US-22 E
## 1122 -94.71906 0.051 I-35 S
## 1123 -117.42478 1.016 I-15
## 1124 -117.42188 0.358 I-15 S
## 1125 -117.35327 0.518 Corona Fwy S
## 1126 -96.69466 3.969 I-30 W
## 1127 -121.87925 0.113 I-280 S
## 1128 -122.28082 0.091 Main St
## 1129 -118.15975 1.041 Antelope Valley Fwy S
## 1130 -86.23760 2.965 I-74
## 1131 -97.71407 0.041 Guadalupe St
## 1132 -96.97622 3.747 W Airport Fwy
## 1133 -122.90474 0.081 N Pacific Hwy
## 1134 -81.28619 0.014 N Goldenrod Rd
## 1135 -121.54623 0.164 State Highway 20
## 1136 -121.52159 0.043 I-5 N
## 1137 -118.07896 0.040 S Halstead St
## 1138 -123.28151 0.943 CA-299
## 1139 -73.82396 0.614 Cross County Pkwy
## 1140 -117.29005 0.107 CA-78 E
## 1141 -122.18688 0.894 I-405 N
## 1142 -121.72766 0.125 Wiard St
## 1143 -118.22140 0.038 I-5 S
## 1144 -118.22112 0.015 Santa Ana Fwy S
## 1145 -95.40422 3.364 I-94 E
## 1146 -74.13127 0.414 Route 70
## 1147 -117.10877 0.152 Escondido Fwy S
## 1148 -122.66374 0.024 Nicasio Valley Rd
## 1149 -97.06279 1.837 I-20 E
## 1150 -76.97322 1.745 Harrisburg Expy E
## 1151 -118.33995 0.178 I-10 W
## 1152 -117.08725 0.760 Escondido Fwy S
## 1153 -117.09311 1.303 I-15
## 1154 -97.74717 0.070 US-290
## 1155 -118.17823 0.071 I-710 N
## 1156 -81.16098 0.324 Chatham Pkwy
## 1157 -119.09162 0.241 Avenue 245
## 1158 -82.40452 0.069 Reese Dr
## 1159 -117.84962 0.041 Brea Canyon Cut Off Rd
## 1160 -117.69489 0.165 CA-71 S
## 1161 -78.79321 0.526 I-190 S
## 1162 -94.59824 0.599 I-670 E
## 1163 -121.92377 0.023 Leigh Ave
## 1164 -96.78428 0.211 Taylor St
## 1165 -122.56645 2.111 E Portland Fwy N
## 1166 -93.27020 0.020 E 26th St
## 1167 -80.76371 0.991 University Pointe Blvd
## 1168 -84.48659 3.938 GA-407 S
## 1169 -94.54384 0.156 I-70 E
## 1170 -118.18462 0.021 S Gage Ave
## 1171 -84.41855 1.443 Sylvan Rd
## 1172 -121.51274 0.297 I-80
## 1173 -121.88175 0.781 Guadalupe Fwy S
## 1174 -109.97490 0.183 W Highway 70
## 1175 -81.68654 1.834 GA-405 S
## 1176 -121.88397 4.870 Yosemite Dr
## 1177 -88.19847 0.017 Midway Dr
## 1178 -118.70504 1.749 I-5
## 1179 -78.76891 0.728 I-40 W
## 1180 -121.84487 0.144 I-580 W
## 1181 -82.57554 0.042 63rd Ave W
## 1182 -121.34177 0.129 Poker Ln
## 1183 -117.45344 0.965 Barstow Fwy N
## 1184 -117.25002 0.199 Corona Fwy S
## 1185 -121.41228 0.234 Howe Ave
## 1186 -120.46121 0.048 Murphys Creek Rd
## 1187 -74.08078 1.250 Union Ave
## 1188 -87.87783 0.928 Westchester Blvd
## 1189 -117.07839 0.076 I-15 N
## 1190 -121.64249 0.058 Encinal Rd
## 1191 -117.62292 0.019 I-5 S
## 1192 -73.69129 2.320 Cross Westchester Expy W
## 1193 -80.10269 0.511 I-40
## 1194 -122.39740 0.061 Happy Valley Rd
## 1195 -122.39743 0.043 Happy Valley Rd
## 1196 -122.98981 0.407 Highway 58
## 1197 -118.24728 1.913 I-405 N
## 1198 -82.69893 0.514 Baker Hwy E
## 1199 -73.77539 0.062 Cross Westchester Expy
## 1200 -79.33759 0.327 S NC Highway 87
## 1201 -84.43193 1.766 Northside Dr NW
## 1202 -121.94621 1.548 CA-17
## 1203 -75.18222 0.126 I-676 E
## 1204 -82.27121 0.843 I-64 E
## 1205 -122.76530 0.030 Marvin Rd NE
## 1206 -122.28049 0.940 I-880
## 1207 -111.89103 0.231 AZ-101-LOOP
## 1208 -121.98077 0.056 Corcoran Ave
## 1209 -86.34245 0.434 State Road 37 N
## 1210 -74.15393 0.362 I-287 W
## 1211 -122.10911 0.034 E Lewelling Blvd
## 1212 -117.07899 0.015 Sweetwater Rd
## 1213 -112.14510 0.769 I-17
## 1214 -121.22216 0.315 Hobart Ave
## 1215 -122.61152 0.138 I-84 E
## 1216 -117.31777 1.054 CA-60 W
## 1217 -118.26111 1.107 CA-110 S
## 1218 -118.05487 1.007 I-605 N
## 1219 -117.15802 1.721 Escondido Fwy S
## 1220 -117.94290 0.073 Hayland St
## 1221 -97.04426 0.793 Airport Fwy W
## 1222 -122.71604 1.122 Redwood Hwy N
## 1223 -76.94586 2.999 US-22 W
## 1224 -118.04924 0.792 I-605 S
## 1225 -117.14890 1.163 I-5 S
## 1226 -118.97243 0.069 E California Ave
## 1227 -80.79666 0.018 Equipment Dr
## 1228 -72.94922 0.249 Sunrise Hwy
## 1229 -122.05978 0.881 I-680 N
## 1230 -121.40737 0.117 Ingleside Way
## 1231 -74.16806 0.046 I-87 N
## 1232 -73.48594 0.179 Governor John Davis Lodge Tpke
## 1233 -124.36017 0.396 Oregon Coast Hwy
## 1234 -122.79290 0.059 Sebastopol Rd
## 1235 -117.69446 0.821 I-10 E
## 1236 -83.11613 0.944 E 11 Mile Rd
## 1237 -119.80493 0.978 CA-99
## 1238 -118.65015 0.163 State Route 178
## 1239 -121.79798 0.040 Greensprings Dr
## 1240 -118.13835 0.135 I-405 S
## 1241 -97.76595 1.192 US-183 S
## 1242 -93.08036 0.022 I-494 W
## 1243 -72.64329 1.014 CT-15
## 1244 -94.62495 0.476 I-670 E
## 1245 -73.62214 2.104 Southern State Pkwy
## 1246 -117.10587 0.086 Valley View Rd
## 1247 -111.83491 3.105 I-15 N
## 1248 -121.86133 0.040 State Highway 44
## 1249 -118.26619 0.838 Foothill Fwy E
## 1250 -73.02551 0.584 I-84
## 1251 -122.15510 0.121 Earl St
## 1252 -117.14110 0.276 CA-163 S
## 1253 -121.85485 1.311 CA-1
## 1254 -117.95793 0.019 Baldwin Park Towne Ctr
## 1255 -73.80194 0.605 Sprain Brook Pkwy N
## 1256 -121.95800 0.076 Sharon Pl
## 1257 -121.64504 0.280 Archer Ave
## 1258 -73.83966 1.451 New York State Thruway
## 1259 -84.46925 0.278 GA-402 W
## 1260 -75.47481 1.541 US-22
## 1261 -74.77811 0.570 Independence Dr
## 1262 -121.04896 0.821 El Dorado Fwy E
## 1263 -78.72892 0.888 I-95 N
## 1264 -75.10372 0.836 I-76 E
## 1265 -118.46347 0.147 I-405 N
## 1266 -97.21867 0.242 Ronald Reagan Memorial Hwy
## 1267 -121.71004 0.726 I-5
## 1268 -122.08511 0.028 Falling Star Dr
## 1269 -118.23799 0.041 N Alameda St
## 1270 -74.18894 2.983 US-22 W
## 1271 -73.91374 0.166 Indian Fields Rd
## 1272 -117.40431 0.195 CA-91 E
## 1273 -121.41951 0.956 I-80-BR
## 1274 -84.48701 0.398 I-285
## 1275 -117.86909 1.992 CA-55 N
## 1276 -78.53767 0.223 Route 59
## 1277 -73.87528 0.027 E Main St
## 1278 -73.99241 0.677 Brooklyn Queens Expy
## 1279 -81.64517 0.033 Virginia St W
## 1280 -97.08097 2.829 Tom Landry Hwy
## 1281 -89.52229 0.687 US-151 E
## 1282 -117.85899 0.138 I-10 W
## 1283 -117.84282 1.058 I-10
## 1284 -118.10501 0.190 I-605 S
## 1285 -76.15095 0.094 I-81 N
## 1286 -76.90293 0.086 Kino Rd
## 1287 -118.22439 0.187 CA-2 N
## 1288 -76.60575 0.399 US-13 N
## 1289 -117.88019 0.754 Highway 95 S
## 1290 -121.01908 0.103 N Jupiter St
## 1291 -121.99059 0.996 I-680 S
## 1292 -78.41259 0.387 Charger Hwy
## 1293 -84.35846 0.779 I-20
## 1294 -122.06206 0.015 W Fremont Ave
## 1295 -83.32712 0.335 I-94 E
## 1296 -74.20463 0.793 Garden State Pkwy S
## 1297 -117.54476 0.092 Ontario Fwy N
## 1298 -95.52508 0.261 MN-114
## 1299 -85.67167 2.481 US-131 S
## 1300 -121.65570 0.218 El Camino Real N
## 1301 -118.50412 0.517 Antelope Valley Fwy N
## 1302 -122.56552 0.122 E Portland Fwy N
## 1303 -123.95831 0.096 Highway 101
## 1304 -117.22118 0.025 Linea del Cielo
## 1305 -122.27405 0.019 Hillcrest Way
## 1306 -94.90022 0.116 139th St
## 1307 -73.54114 0.628 I-95 S
## 1308 -80.72972 1.421 I-79 S
## 1309 -117.99871 3.367 Artesia Fwy E
## 1310 -79.00259 2.147 I-95 S
## 1311 -122.18658 2.969 I-405 S
## 1312 -97.62774 0.601 Highway 71 E
## 1313 -121.40869 0.049 Gerber Rd
## 1314 -117.28451 0.074 CA-210
## 1315 -94.76767 0.638 I-35 N
## 1316 -77.07324 1.836 Gorham Acrs
## 1317 -119.35029 0.532 Highway 207
## 1318 -118.28033 0.159 Harbor Fwy N
## 1319 -83.09324 0.078 John C Lodge Fwy N
## 1320 -112.13054 0.141 Black Canyon Fwy N
## 1321 -96.78050 0.847 I-635 E
## 1322 -91.75401 1.425 US Highway 61
## 1323 -117.97067 0.484 Midland Trl
## 1324 -73.67125 0.024 Long Island Expy E
## 1325 -118.70455 0.017 Malibu Canyon Rd
## 1326 -121.90763 2.174 I-880 S
## 1327 -73.97182 0.137 I-95 N
## 1328 -121.47407 0.083 CA-99 S
## 1329 -110.83170 1.130 I-90 E
## 1330 -80.86252 1.291 Langtree Rd
## 1331 -122.11723 0.952 I-880 N
## 1332 -118.21577 0.462 Santa Ana Fwy S
## 1333 -117.83954 0.086 CA-57 S
## 1334 -75.09664 0.328 I-295 S
## 1335 -117.92736 0.825 W Santa Ana St
## 1336 -84.35917 0.149 GA-403 S
## 1337 -79.36984 0.325 NC-87
## 1338 -74.52411 0.030 US Highway 130
## 1339 -122.19685 0.866 I-405 S
## 1340 -84.35111 2.379 GA-403 S
## 1341 -122.29466 0.029 Powell St
## 1342 -73.73210 1.054 NY-7 W
## 1343 -117.87573 0.042 CA-91 W
## 1344 -121.88333 0.816 I-280 S
## 1345 -118.23514 0.016 Rosemont Ave
## 1346 -117.65665 1.349 CA-71 S
## 1347 -119.75725 0.111 E Grove Ave
## 1348 -118.26681 1.028 Foothill Fwy W
## 1349 -121.36619 0.059 Rogue River Dr
## 1350 -84.46242 0.149 Hagadorn Rd
## 1351 -81.87714 0.895 McCloud Rd
## 1352 -111.89317 1.789 AZ-101 Loop N
## 1353 -84.36941 0.367 S U S 127
## 1354 -122.01062 0.017 Stone Valley Rd
## 1355 -122.26792 0.017 Parker Ave
## 1356 -122.80089 0.031 Point Reyes Petaluma Rd
## 1357 -117.43704 0.176 CA-91 E
## 1358 -117.65642 0.460 W Mission Blvd
## 1359 -87.94399 0.023 S Prospect Ave
## 1360 -85.67722 0.896 US-131 S
## 1361 -117.32172 0.929 CA-60 E
## 1362 -117.19974 0.227 Corona Fwy S
## 1363 -118.23741 0.052 E 92nd St
## 1364 -118.23855 0.015 E 92nd St
## 1365 -121.30345 0.296 El Dorado Fwy W
## 1366 -93.02959 1.085 I-35E N
## 1367 -87.95911 0.015 W North Ave
## 1368 -122.58221 2.079 I-5 N
## 1369 -78.04057 0.095 Willetts Ave
## 1370 -73.74284 0.196 31N-S
## 1371 -118.19370 0.014 Atlantic Ave
## 1372 -88.19467 0.029 S Neltnor Blvd
## 1373 -72.74504 0.534 I-91 N
## 1374 -79.80093 0.233 I-40 E
## 1375 -80.75551 0.052 N Sharon Amity Rd
## 1376 -78.19206 0.800 Tyrone Pike
## 1377 -117.88268 0.238 CA-57 S
## 1378 -119.95768 0.105 US Highway 101
## 1379 -84.24149 0.335 Memorial Dr
## 1380 -117.89531 0.093 E Orangewood Ave
## 1381 -74.95763 0.784 Lincoln Hwy
## 1382 -80.14479 0.772 Oregon Rd
## 1383 -122.40675 0.150 Happy Valley Rd
## 1384 -117.66073 0.329 N San Antonio Ave
## 1385 -118.27716 4.204 Glenn Anderson Fwy W
## 1386 -118.23104 0.011 S Alameda St
## 1387 -89.72004 0.264 US Highway 51
## 1388 -117.83121 0.776 CA-55 N
## 1389 -78.04161 0.028 John Mosby Hwy
## 1390 -74.16871 0.061 Garden State Pkwy
## 1391 -121.96370 0.076 Bay Dr
## 1392 -122.38389 2.020 Bayshore Fwy S
## 1393 -118.22498 0.064 CA-134
## 1394 -73.19341 0.207 CT-25 S
## 1395 -86.21863 0.933 I-196 E
## 1396 -118.17528 0.735 I-710 S
## 1397 -117.13613 0.223 Rainbow Canyon Rd
## 1398 -73.34968 0.288 I-84 W
## 1399 -119.87627 1.050 Slide Mount Ski Bowl Hwy
## 1400 -117.17263 0.155 I-8 E
## 1401 -119.14549 0.581 Allen Rd
## 1402 -118.29035 0.614 I-405 N
## 1403 -117.86049 0.763 I-5 N
## 1404 -122.22902 3.283 Bayshore Fwy S
## 1405 -78.79499 0.303 I-40
## 1406 -120.89038 0.030 Hwy 12
## 1407 -84.33270 1.041 I-85
## 1408 -117.50200 0.050 Knabe Rd
## 1409 -87.92150 0.064 Adlai E Stevenson Expy N
## 1410 -83.05881 0.045 Edsel Ford Fwy E
## 1411 -118.04540 0.053 Cliota St
## 1412 -117.41248 0.968 Barstow Fwy S
## 1413 -73.53627 0.069 Wantagh State Pkwy
## 1414 -117.88800 0.060 I-5
## 1415 -117.45378 0.030 I-10 W
## 1416 -118.25046 5.309 I-10 W
## 1417 -120.82593 0.062 Commerce Way
## 1418 -111.79723 0.053 E Willis Rd
## 1419 -118.22526 0.055 S Alameda St
## 1420 -117.11412 0.324 CA-94
## 1421 -86.40646 0.182 S Chapel Hill Rd
## 1422 -114.45723 4.222 I-10 W
## 1423 -118.17966 0.080 I-5 S
## 1424 -118.18302 0.190 I-5 S
## 1425 -117.89556 0.155 I-5 N
## 1426 -85.68256 0.325 I-96 W
## 1427 -97.73058 0.015 Drossett Dr
## 1428 -86.14650 0.116 I-65 N
## 1429 -118.24307 0.025 Graham Ave
## 1430 -118.24743 0.025 Firestone Blvd
## 1431 -123.94531 1.066 Highway 20
## 1432 -118.25402 0.733 CA-110 S
## 1433 -121.47274 0.019 I-80 W
## 1434 -117.85362 0.211 I-405 N
## 1435 -112.04167 1.328 Piestewa Fwy S
## 1436 -73.72064 0.139 I-90 E
## 1437 -117.92942 1.004 W Broadway
## 1438 -122.18481 0.334 CA-24 W
## 1439 -73.69668 0.148 New England Trwy S
## 1440 -121.38289 0.045 Marconi Ave
## 1441 -77.95895 0.083 US-74 E
## 1442 -85.16693 0.840 N County Road 300 E
## 1443 -117.27875 0.304 CA-210 W
## 1444 -78.48802 1.011 Sarah Furnace Rd
## 1445 -75.05859 0.950 I-95 N
## 1446 -97.65833 0.062 Grand Avenue Pkwy
## 1447 -121.26849 0.075 E Century Blvd
## 1448 -122.67983 0.457 I-405 S
## 1449 -73.98126 0.697 Prospect Expy W
## 1450 -117.92416 1.545 Harbor Blvd
## 1451 -73.91734 0.042 Macombs Rd
## 1452 -117.41647 0.072 CA-91 E
## 1453 -88.03566 0.039 N Rohlwing Rd
## 1454 -118.19736 0.034 S Butler Ave
## 1455 -118.18925 0.057 E San Vincente St
## 1456 -118.19536 0.090 S White Ave
## 1457 -73.97454 0.189 FDR Dr N
## 1458 -75.27342 0.043 I-295 N
## 1459 -117.10288 1.543 I-805 S
## 1460 -118.16148 0.242 I-84 E
## 1461 -80.86158 1.685 I-77 N
## 1462 -74.24437 0.477 New Jersey Tpke Cars Only Ln
## 1463 -118.28051 3.373 CA-14
## 1464 -122.48586 0.030 Clackamas Hwy
## 1465 -118.28565 0.279 Foothill Fwy W
## 1466 -118.25631 0.868 Hollywood Fwy S
## 1467 -84.93385 0.940 Hogansville Rd
## 1468 -74.06491 0.268 Tonnele Ave
## 1469 -123.00787 1.088 I-5 S
## 1470 -118.36848 0.152 I-405 N
## 1471 -117.87660 0.012 I-5 N
## 1472 -117.87653 0.818 CA-57 S
## 1473 -117.11160 0.144 CA-15 N
## 1474 -117.29788 1.202 I-5 N
## 1475 -76.18457 0.176 7th North St
## 1476 -117.68089 0.017 I-10 W
## 1477 -87.68357 0.043 I-57
## 1478 -122.25419 0.732 I-580 E
## 1479 -122.30643 2.152 I-5 N
## 1480 -74.11744 1.138 I-87 S
## 1481 -119.77258 0.772 I-87 S
## 1482 -119.76916 0.748 I-80
## 1483 -114.41633 1.668 I-15 S
## 1484 -75.05195 2.484 N South Fwy N
## 1485 -84.48884 0.969 I-285
## 1486 -121.50648 0.118 5th St
## 1487 -79.22935 0.098 Hankey Mountain Hwy
## 1488 -73.94389 0.056 FDR Dr S
## 1489 -121.47386 0.910 CA-99 N
## 1490 -121.96487 0.023 41st Ave
## 1491 -117.99912 0.842 I-605 S
## 1492 -76.27320 0.080 I-564 E
## 1493 -74.13502 0.410 NJ-20 S
## 1494 -80.22859 0.380 John M Gold Fwy
## 1495 -121.79369 0.622 CA-16 E
## 1496 -122.19860 0.124 I-405 S
## 1497 -87.93738 0.324 I-41 S
## 1498 -85.01787 0.047 I-75
## 1499 -121.92309 5.478 I-880 N
## 1500 -122.49236 0.036 Palmetto Ave
## 1501 -117.45146 1.640 Barstow Fwy N
## 1502 -93.48549 0.026 W 78th St
## 1503 -121.55497 3.798 I-80 W
## 1504 -84.39362 0.589 GA-403 S
## 1505 -118.14173 0.204 I-84 W
## 1506 -88.02795 0.009 Woodward Ave
## 1507 -118.30890 1.956 S Western Ave
## 1508 -121.37167 1.213 El Dorado Fwy W
## 1509 -77.10798 0.176 Bradley Farm Rd N
## 1510 -82.01343 0.183 GA-402 E
## 1511 -121.25983 0.015 N Filbert St
## 1512 -87.63104 0.064 Dan Ryan Expy S
## 1513 -78.21119 0.032 Anderson Hwy
## 1514 -122.48068 0.038 Golden Gate Brg N
## 1515 -120.56162 0.643 W Sandy Mush Rd
## 1516 -121.88192 2.475 CA-85
## 1517 -72.77124 0.307 CT-15 N
## 1518 -73.47022 0.160 Governor John Davis Lodge Tpke
## 1519 -88.15017 0.068 County Farm Rd
## 1520 -111.96762 1.572 AZ-101 Loop E
## 1521 -118.28747 0.068 Harbor Fwy S
## 1522 -77.88130 0.190 Old Block Rd
## 1523 -74.10586 0.081 I-78 E
## 1524 -87.69920 0.103 Stevenson Expy S
## 1525 -117.85097 0.832 CA-55 N
## 1526 -122.20718 0.659 I-580 E
## 1527 -104.82031 0.041 US Highway 85
## 1528 -118.39105 2.944 Golden State Fwy S
## 1529 -111.88577 2.124 I-10 W
## 1530 -72.38125 0.624 Country Ln
## 1531 -118.11186 0.719 I-405
## 1532 -118.23744 0.508 Santa Ana Fwy S
## 1533 -118.27967 2.060 Harbor Fwy N
## 1534 -122.43907 0.467 McKenzie Hwy
## 1535 -118.18698 0.137 I-710 N
## 1536 -111.89134 1.814 AZ-101 Loop S
## 1537 -122.63711 0.214 NE 28th Ave
## 1538 -117.51666 0.809 CA-91 E
## 1539 -80.03081 0.721 I-376 E
## 1540 -93.25819 0.010 I-94 E
## 1541 -84.28940 0.094 Express Way N
## 1542 -96.82730 0.736 I-35E N
## 1543 -121.75165 0.012 CA-160
## 1544 -122.47643 0.082 NE 58th St
## 1545 -75.27551 1.992 I-76 W
## 1546 -123.54435 0.295 Highway 101
## 1547 -120.94168 0.620 Highway 70
## 1548 -82.39211 0.727 US 70 Hwy
## 1549 -73.93129 1.189 Macombs Dam Brg
## 1550 -117.08540 0.647 Rim of the World Dr
## 1551 -118.05590 0.041 I-10 W
## 1552 -118.05245 0.069 I-10 W
## 1553 -117.35349 0.254 I-215 S
## 1554 -121.93855 0.037 Washington St
## 1555 -95.89391 1.200 I-94 E
## 1556 -94.38097 0.098 E US Highway 50
## 1557 -74.06646 0.955 I-87 S
## 1558 -117.44646 3.938 CA-91 W
## 1559 -118.46188 0.028 CA-58 W
## 1560 -117.72846 0.148 CA-71 S
## 1561 -117.48255 1.177 Barstow Fwy S
## 1562 -74.08030 1.603 I-87 N
## 1563 -85.67917 0.263 US-131 N
## 1564 -97.62543 0.076 FM 969
## 1565 -83.08361 1.151 Chrysler Expy N
## 1566 -121.72109 0.092 CA-99
## 1567 -121.80702 0.961 CA-1
## 1568 -118.29154 0.056 S Vermont Ave
## 1569 -117.28513 5.065 Escondido Fwy N
## 1570 -73.99793 0.057 Brooklyn Queens Expy
## 1571 -73.99793 0.129 Brooklyn Queens Expy
## 1572 -121.17785 0.911 White Rock Rd
## 1573 -121.81260 0.207 Buena Vista Dr
## 1574 -74.29208 0.081 Karkus Ave
## 1575 -84.44385 1.152 GA-401 N
## 1576 -122.47831 0.029 I-580 E
## 1577 -79.65662 0.297 I-40
## 1578 -117.60343 0.798 CA-91
## 1579 -121.25875 0.097 Myran Ave
## 1580 -112.17354 1.167 I-15 S
## 1581 -123.34500 1.454 I-5 N
## 1582 -84.26264 2.678 GA-403 N
## 1583 -124.43399 0.029 Highway 101
## 1584 -117.71663 0.861 CA-210 W
## 1585 -73.85131 0.067 Northern Blvd
## 1586 -118.29696 0.250 Apperson St
## 1587 -80.84985 0.871 I-77 N
## 1588 -117.46167 1.270 Barstow Fwy S
## 1589 -123.19887 0.746 Highway 99 E
## 1590 -121.54727 0.034 CA-70 S
## 1591 -84.34951 0.062 Moreland Ave SE
## 1592 -117.68750 0.038 CA-91 E
## 1593 -73.92120 3.100 S Broadway
## 1594 -117.14649 0.084 I-5 S
## 1595 -117.11723 0.060 CA-15 S
## 1596 -75.05516 0.907 I-95
## 1597 -119.30284 0.010 CA-33 S
## 1598 -73.87269 0.758 Bronx River Pkwy S
## 1599 -119.65544 0.079 I-5 N
## 1600 -85.67685 0.254 US-131 N
## 1601 -112.18964 0.322 South Mountain Fwy
## 1602 -88.33565 0.008 Randall Rd
## 1603 -118.28033 0.168 W Slauson Ave
## 1604 -76.18473 0.140 Tumbling Rock Rd
## 1605 -122.41078 0.275 S Bonney Rd
## 1606 -89.40684 0.108 W Beltline Hwy W
## 1607 -84.30675 2.759 I-285
## 1608 -117.43280 0.286 Barstow Fwy N
## 1609 -121.88170 0.050 I-280 S
## 1610 -122.05959 0.903 CA-85 N
## 1611 -121.41146 0.454 Jasper Ln
## 1612 -85.39507 0.749 US-131 S
## 1613 -117.63309 0.777 I-10 W
## 1614 -117.63416 0.705 I-10 W
## 1615 -118.23744 0.838 Santa Ana Fwy S
## 1616 -80.96917 0.644 10A
## 1617 -84.39004 0.492 GA-401 N
## 1618 -78.90158 1.005 I-190 S
## 1619 -117.44932 1.472 Barstow Fwy N
## 1620 -117.48180 0.871 CA-91 W
## 1621 -122.21841 0.116 I-405 S
## 1622 -122.12501 0.082 CA-24 E
## 1623 -119.15453 0.719 US-101 S
## 1624 -120.82509 0.052 Hogan Dam Rd
## 1625 -77.75617 3.469 I-95 S
## 1626 -117.15219 2.160 Escondido Fwy S
## 1627 -94.57269 0.123 I-435 W
## 1628 -73.96295 0.051 FDR Dr S
## 1629 -73.38867 0.958 Governor John Davis Lodge Tpke
## 1630 -122.21785 0.268 Rainier Ave S
## 1631 -73.51470 3.269 I-95 S
## 1632 -122.61181 0.077 Redwood Hwy S
## 1633 -81.64126 0.183 I-64 W
## 1634 -97.72098 0.037 Wickersham Ln
## 1635 -76.98049 2.119 Baltimore Pike
## 1636 -122.56970 0.412 WA-500 E
## 1637 -118.09054 1.348 I-605 N
## 1638 -83.08551 0.231 Edsel Ford Fwy W
## 1639 -118.11455 0.179 I-405 N
## 1640 -73.80833 2.936 Taconic State Pkwy S
## 1641 -74.66769 1.106 I-78 E
## 1642 -84.37912 0.958 I-285
## 1643 -84.38252 1.047 I-285
## 1644 -123.37221 0.086 I-5 S
## 1645 -121.92052 0.243 I-680 N
## 1646 -122.66719 0.701 I-5 N
## 1647 -73.71825 0.249 I-684 N
## 1648 -86.04292 1.427 I-10
## 1649 -73.93187 0.094 Major Deegan Expy S
## 1650 -121.06406 0.123 Pirrone Rd
## 1651 -122.18703 0.052 Antelope Blvd
## 1652 -79.85346 0.416 Muse Field Rd
## 1653 -93.44255 0.062 MN-610 E
## 1654 -119.75221 0.093 CA-99 S
## 1655 -123.60762 0.207 White School House Rd
## 1656 -118.43992 0.220 I-210
## 1657 -122.29471 0.380 I-5 N
## 1658 -118.25986 0.867 Maple Ave
## 1659 -117.13642 0.011 Rainbow Canyon Rd
## 1660 -118.22204 0.079 I-405 N
## 1661 -72.66307 0.091 I-84 E
## 1662 -121.73552 0.038 I-80 W
## 1663 -117.53692 1.255 I-15 S
## 1664 -118.03459 0.794 I-15 S
## 1665 -118.03797 0.157 I-405
## 1666 -118.01012 0.145 CA-60 W
## 1667 -121.75228 0.600 Dalles California Hwy
## 1668 -118.44068 0.470 US-101 N
## 1669 -117.33306 0.140 Corona Fwy S
## 1670 -120.43339 0.219 CA-166 E
## 1671 -122.25959 0.061 I-80 E
## 1672 -87.76962 0.935 Chicago-Kansas City Expressway W
## 1673 -120.99683 0.058 Cimmarron Rd
## 1674 -117.22668 0.793 I-5
## 1675 -118.10477 0.053 I-605 N
## 1676 -118.16994 1.138 I-710 N
## 1677 -121.48551 0.029 E Levee Rd
## 1678 -88.05597 0.988 I-41 S
## 1679 -78.90054 0.233 I-190 S
## 1680 -96.99658 4.377 I-20
## 1681 -117.98270 5.121 Foothill Fwy W
## 1682 -121.89745 0.063 Midway Rd
## 1683 -122.69828 2.978 E Portland Fwy N
## 1684 -88.03250 0.057 IL-390 Tlwy E
## 1685 -88.02392 0.040 IL-390 Tlwy E
## 1686 -73.90919 0.009 Old Hopewell Rd
## 1687 -118.16989 0.032 I-710 N
## 1688 -74.11319 1.296 Garden State Pkwy N
## 1689 -73.98460 0.048 Brooklyn Queens Expy
## 1690 -75.18980 0.890 US-1 N
## 1691 -118.87806 0.496 S Edison Rd
## 1692 -94.59338 0.893 I-35 N
## 1693 -79.82485 0.100 Sheridan Dr
## 1694 -93.14376 0.137 I-35E N
## 1695 -73.77449 0.048 Adirondack Northway N
## 1696 -118.18324 2.587 I-10 W
## 1697 -74.30296 1.139 New Jersey Tpke
## 1698 -93.39905 0.048 Shakopee Byp N
## 1699 -123.38559 0.650 I-5 N
## 1700 -77.68796 0.184 PA-914
## 1701 -88.03175 0.073 Woodward Ave
## 1702 -82.17795 0.378 I-40 W
## 1703 -83.04772 0.136 John C Lodge Fwy S
## 1704 -119.11808 0.611 S Spruce Rd
## 1705 -117.22211 0.897 CA-60 W
## 1706 -118.63096 0.128 CA-58 W
## 1707 -118.38248 0.020 Antelope Valley Fwy S
## 1708 -74.12077 0.572 Garden State Pkwy S
## 1709 -121.32272 0.048 Robinson Mill Rd
## 1710 -97.74445 3.542 I-20
## 1711 -118.22737 0.157 Escondido Canyon Rd
## 1712 -97.20585 0.015 NE Loop 820
## 1713 -117.75432 0.903 CA-210 W
## 1714 -84.67212 1.217 GA-402 E
## 1715 -87.92059 0.425 Eisenhower Expy
## 1716 -117.66702 1.264 I-5 N
## 1717 -111.91996 0.792 I-10 W
## 1718 -73.78409 0.153 Berkshire Spur W
## 1719 -113.39559 1.132 I-40
## 1720 -73.99849 0.158 Amanda Ln
## 1721 -118.91210 0.062 US-101 S
## 1722 -117.62314 0.153 I-10 W
## 1723 -119.56494 0.010 Lacey Blvd
## 1724 -73.55174 1.052 Wantagh Pkwy
## 1725 -118.34967 0.018 I-10 W
## 1726 -117.57996 0.056 I-10 W
## 1727 -122.29370 0.718 I-5 N
## 1728 -111.88881 0.476 AZ-202 Loop E
## 1729 -74.78650 0.570 Route 6 and 209
## 1730 -118.06364 0.768 I-605 N
## 1731 -121.52096 0.092 Brookmere Way
## 1732 -87.28335 4.716 I-80 W
## 1733 -122.55293 0.387 Sir Francis Drake Blvd
## 1734 -74.42472 0.034 Burnet St
## 1735 -117.31462 0.648 I-5 N
## 1736 -94.93875 0.121 Highway 23 NE
## 1737 -118.30946 0.025 I-405 S
## 1738 -122.74393 0.125 I-5 N
## 1739 -74.00549 0.046 Palisades Interstate Pkwy N
## 1740 -97.73321 0.008 Burnet Rd
## 1741 -117.91996 0.757 N Anaheim Blvd
## 1742 -117.45453 0.228 State Highway 138
## 1743 -74.25875 0.466 New Jersey Tpke N
## 1744 -122.08562 0.149 Irene Dr
## 1745 -121.17060 0.028 Treeline Ct
## 1746 -87.69175 2.498 Eisenhower Expy W
## 1747 -117.24567 0.068 Osborne St
## 1748 -117.67505 0.584 CA-73
## 1749 -117.52404 0.139 I-10 W
## 1750 -75.48026 1.043 Pottstown Expy W
## 1751 -117.22671 0.968 CA-60 W
## 1752 -117.08781 0.262 Winchester Rd
## 1753 -118.20384 0.092 E Caldwell St
## 1754 -121.91448 0.055 I-880 N
## 1755 -121.17063 0.023 Auburn Folsom Rd
## 1756 -72.24577 0.472 Governor John Davis Lodge Tpke N
## 1757 -73.93101 0.192 Major Deegan Expy
## 1758 -121.49551 0.091 I-80 W
## 1759 -83.63953 0.439 I-75
## 1760 -117.85868 0.991 San Gabriel Canyon Rd
## 1761 -87.91435 0.250 I-294 S
## 1762 -117.34270 0.363 El Toro Rd
## 1763 -92.77896 0.054 Quant Ave N
## 1764 -97.31937 0.085 I-35W S
## 1765 -94.58628 0.267 MO-152
## 1766 -119.74908 0.048 CA-168 E
## 1767 -118.27967 0.941 W 108th St
## 1768 -120.75596 0.334 Highway 12
## 1769 -76.77787 0.242 I-81 S
## 1770 -83.76226 0.190 Main St
## 1771 -118.24589 0.012 Firestone Blvd
## 1772 -118.24418 0.013 Firestone Blvd
## 1773 -122.71607 1.895 US-101
## 1774 -82.44292 0.193 Foxridge Dr
## 1775 -78.39108 0.213 Closson Rd
## 1776 -118.44415 0.042 Antelope Valley Fwy S
## 1777 -117.12607 1.440 Kumeyaay Hwy
## 1778 -121.74493 0.047 I-580 E
## 1779 -117.44631 1.150 I-15
## 1780 -121.99040 0.442 Santa Cruz Hwy
## 1781 -110.88901 2.850 I-90 W
## 1782 -121.43311 0.059 Oro Bangor Hwy
## 1783 -118.17624 0.869 Foothill Fwy E
## 1784 -118.26829 3.074 Golden State Fwy S
## 1785 -122.01468 0.085 Bayshore Fwy N
## 1786 -84.28538 0.043 Zebulon Rd
## 1787 -78.92680 0.027 Brocks Gap Rd
## 1788 -82.08588 0.140 Bobby Jones Expy
## 1789 -89.30276 0.158 US Highway 51
## 1790 -123.06140 1.271 I-5 N
## 1791 -87.91832 0.901 I-43 S
## 1792 -73.78922 0.073 I-90 E
## 1793 -122.08612 0.988 Bayshore Fwy S
## 1794 -83.11499 0.994 Chrysler Expy S
## 1795 -120.08859 0.115 Melba Dr E
## 1796 -119.63450 0.136 Excelsior Ave
## 1797 -121.06482 0.046 S School St
## 1798 -78.59352 1.336 I-95
## 1799 -117.06615 0.879 I-805 N
## 1800 -76.55273 1.040 I-81 N
## 1801 -90.08969 0.887 Engineer Rd
## 1802 -117.87972 0.831 CA-57 N
## 1803 -117.21179 0.021 Sycamore Ave
## 1804 -117.21663 0.033 Sycamore Ave
## 1805 -118.24434 0.755 Ramsdell Ave
## 1806 -117.27020 0.156 I-5
## 1807 -74.48893 1.056 New Jersey Tpke N
## 1808 -118.22191 2.725 I-10 W
## 1809 -77.55160 0.033 Montresor Rd
## 1810 -122.04379 0.891 I-680 N
## 1811 -123.08260 0.057 Highway 99
## 1812 -83.53802 0.806 Chrysler Expy N
## 1813 -76.41620 1.253 I-664 N
## 1814 -121.86631 0.692 Santiam Hwy
## 1815 -81.34763 0.027 Deerwalk Hwy
## 1816 -122.26358 0.294 WA-167 S
## 1817 -118.43180 0.017 Foothill Fwy W
## 1818 -122.23836 1.773 CA-24 E
## 1819 -117.83600 0.746 CA-55 N
## 1820 -122.26420 0.079 I-5 S
## 1821 -122.28224 0.033 Bowman Rd
## 1822 -123.20459 1.667 E 18th Ave
## 1823 -118.15829 1.607 Foothill Fwy E
## 1824 -121.53947 0.031 El Centro Rd
## 1825 -121.47804 0.212 I-80 W
## 1826 -82.66383 0.932 I-275 S
## 1827 -83.21690 1.236 I-696 E
## 1828 -117.39100 0.063 Valley Blvd
## 1829 -121.19480 0.324 W 2nd St
## 1830 -122.52886 0.020 Redwood Hwy
## 1831 -121.41235 0.894 CA-99
## 1832 -97.68392 0.067 Grady Dr E
## 1833 -122.40430 0.027 Utah Ave
## 1834 -87.31701 1.458 I-10
## 1835 -122.65331 0.405 State Route 507
## 1836 -118.35984 0.713 Golden State Fwy N
## 1837 -117.74622 0.169 I-5 S
## 1838 -118.25863 0.230 Godde Hill Rd
## 1839 -121.87630 0.134 CA-1 N
## 1840 -84.23282 0.848 GA-407 S
## 1841 -78.76619 0.030 Kensington Expy W
## 1842 -118.10518 0.380 I-605 N
## 1843 -96.92103 0.030 I-635 W
## 1844 -118.08203 0.754 I-5
## 1845 -121.67644 0.061 State Highway 12
## 1846 -93.36384 0.267 I-90 E
## 1847 -81.42675 0.321 Lemmon St
## 1848 -117.92472 0.587 N Harbor Blvd
## 1849 -88.52347 0.633 I-41 S
## 1850 -122.43457 0.138 WA-512 E
## 1851 -117.13593 0.186 I-10 W
## 1852 -118.29855 0.098 W 95th St
## 1853 -118.22360 0.750 I-405 S
## 1854 -118.22230 0.711 I-405 S
## 1855 -85.84983 0.359 I-265 E
## 1856 -118.32672 0.018 Glenn Anderson Fwy E
## 1857 -77.02693 0.043 W Lisburn Rd
## 1858 -118.45743 0.629 Kester Ave
## 1859 -118.36253 0.027 Hollywood Fwy N
## 1860 -112.20293 1.400 AZ-101 Loop E
## 1861 -124.22106 0.344 Grizzly Bluff Rd
## 1862 -84.86847 1.753 GA-401 N
## 1863 -117.67046 0.230 N Mountain Ave
## 1864 -117.10258 0.052 I-805 N
## 1865 -122.90712 0.316 Trinity Lake Blvd
## 1866 -117.81463 0.015 Red Hill Ave
## 1867 -87.91929 1.487 I-294 S
## 1868 -117.97218 0.078 I-210
## 1869 -84.51253 1.015 GA-403 S
## 1870 -84.74460 0.960 I-85
## 1871 -121.33976 0.082 El Camino Real N
## 1872 -120.52181 0.297 CA-99 S
## 1873 -87.93527 0.099 Archer Ave
## 1874 -122.91076 0.086 Highway 1
## 1875 -79.74023 0.150 Hemlock Shores Dr
## 1876 -117.13858 0.136 CA-163
## 1877 -121.87888 1.112 Guadalupe Pkwy
## 1878 -122.30726 0.243 CA-29 N
## 1879 -87.63531 0.078 S Franklin St
## 1880 -118.22046 0.018 Golden State Fwy S
## 1881 -121.05687 0.022 Golden Center Fwy N
## 1882 -77.91277 0.197 I-81
## 1883 -118.45132 0.900 Highway 6
## 1884 -118.23427 0.157 Bishops Rd
## 1885 -122.87285 4.856 I-5 N
## 1886 -117.40975 6.273 I-15 N
## 1887 -117.15630 0.132 CA-163 S
## 1888 -119.25085 0.807 CA-1 N
## 1889 -94.25580 0.331 I-94 E
## 1890 -122.28325 1.190 Market St
## 1891 -77.80104 0.012 James Madison Hwy
## 1892 -89.35812 0.538 I-39 S
## 1893 -118.09186 0.029 I-605 S
## 1894 -73.46833 1.108 Long Island Expy E
## 1895 -74.18377 0.122 RT-3
## 1896 -122.32713 0.077 I-580 E
## 1897 -78.47647 3.173 I-99 N
## 1898 -122.11579 5.286 I-880
## 1899 -74.12577 0.825 Raymond Blvd
## 1900 -74.12512 1.546 Garden State Pkwy
## 1901 -88.04993 1.108 US-141 N
## 1902 -96.93013 0.689 I-20 E
## 1903 -118.44870 1.830 US-101 S
## 1904 -121.78987 0.010 The Dalles-California Hwy
## 1905 -84.39367 0.514 GA-403 S
## 1906 -122.06875 0.184 I-580 W
## 1907 -85.78052 1.259 I-94
## 1908 -83.18697 0.958 I-75
## 1909 -84.40157 1.540 GA-401 S
## 1910 -117.83400 0.714 CA-55 S
## 1911 -117.38724 0.228 I-5 N
## 1912 -121.18916 0.028 Barton Rd
## 1913 -96.83378 0.570 I-20 E
## 1914 -73.95295 2.380 FDR Dr N
## 1915 -115.98566 1.374 I-84 E
## 1916 -118.33729 0.989 US-101
## 1917 -122.30238 0.010 Wood St
## 1918 -122.64964 0.056 Bennett Valley Rd
## 1919 -117.97916 2.380 Foothill Fwy W
## 1920 -117.99912 0.013 E Valley Blvd
## 1921 -117.90212 0.821 I-10 E
## 1922 -122.12888 0.117 WA-520 W
## 1923 -122.80890 0.035 McKenzie Hwy
## 1924 -118.24734 1.537 Santa Ana Fwy S
## 1925 -73.86895 0.518 Bronx River Pkwy S
## 1926 -117.88180 0.737 CA-57 S
## 1927 -117.80078 0.065 CA-57 N
## 1928 -118.28076 0.051 Harbor Fwy N
## 1929 -118.27855 0.165 Golden State Fwy N
## 1930 -83.45886 1.144 GA-403 S
## 1931 -112.11984 1.699 Arizona Veterans Highway
## 1932 -88.00823 0.159 I-94 W
## 1933 -93.20509 0.300 I-35E N
## 1934 -117.54970 0.144 Corona Fwy N
## 1935 -117.14792 4.402 I-5 S
## 1936 -82.17081 1.156 I-40
## 1937 -73.32803 2.040 I-84 W
## 1938 -118.60483 0.012 Topanga Canyon Blvd
## 1939 -118.63644 0.057 US-101 N
## 1940 -118.20622 0.020 Arroyo Seco Pkwy
## 1941 -83.11472 0.239 Chrysler Expy S
## 1942 -118.16947 0.738 I-5
## 1943 -122.20568 0.060 Edison Way
## 1944 -122.73301 0.048 Todd Rd
## 1945 -73.99846 0.803 I-87 N
## 1946 -77.68629 5.299 I-81 S
## 1947 -118.26762 4.187 I-405 N
## 1948 -122.13110 0.208 Water St
## 1949 -118.29707 5.683 Glenn Anderson Fwy E
## 1950 -118.27971 3.808 Harbor Fwy S
## 1951 -78.38155 0.067 Krebs Hwy
## 1952 -117.51957 0.044 Griffin Way
## 1953 -112.54162 0.966 I-10 E
## 1954 -112.41829 0.136 Bob Stump Memorial Pkwy
## 1955 -117.69028 0.810 I-10 W
## 1956 -118.10869 1.441 I-5 N
## 1957 -94.69106 0.960 I-35 N
## 1958 -118.31365 0.019 N Wilton Pl
## 1959 -122.37499 1.104 Alameda Main Street - Pier 41
## 1960 -92.52177 0.349 Highway 2
## 1961 -74.07315 0.094 Seaview Dr
## 1962 -84.25211 0.453 Columbia Dr
## 1963 -110.64792 0.960 I-90 E
## 1964 -120.45972 0.145 Tinhorn Mine Rd
## 1965 -84.62239 1.383 Highway 16
## 1966 -122.22457 0.028 Marine World Pkwy W
## 1967 -118.00591 0.625 I-605 N
## 1968 -117.75435 0.168 CA-91 W
## 1969 -117.16216 0.655 CA-163
## 1970 -119.74564 0.035 S Maple Ave
## 1971 -73.27526 2.922 Governor John Davis Lodge Tpke
## 1972 -81.97033 0.934 WV-10
## 1973 -118.79600 0.082 Golden State Fwy N
## 1974 -118.03377 0.063 Artesia Fwy W
## 1975 -80.74621 0.805 I-85 N
## 1976 -112.09416 0.042 I-10 E
## 1977 -112.09915 0.249 I-10 E
## 1978 -119.77623 0.217 CA-41 N
## 1979 -123.38041 0.129 Highway 22
## 1980 -118.17276 0.127 I-710 N
## 1981 -73.93364 0.021 Briarcliff Peekskill Pkwy N
## 1982 -73.78120 0.018 New England Trwy S
## 1983 -121.93981 0.795 CA-237 W
## 1984 -73.16935 0.879 Beardsley St
## 1985 -118.39578 0.853 US-101 N
## 1986 -72.94252 0.772 I-84 E
## 1987 -112.13443 1.538 N 35th Ave
## 1988 -118.07330 0.023 N Rosemead Blvd
## 1989 -117.26389 0.077 Whitlock Ave
## 1990 -121.46237 0.133 Auburn Ave
## 1991 -74.41109 0.080 State Route 18
## 1992 -122.56599 3.821 E Portland Fwy N
## 1993 -87.65475 0.155 I-57
## 1994 -117.96462 1.689 I-605 S
## 1995 -121.43841 0.236 I-80 E
## 1996 -116.93960 0.131 Highway 201
## 1997 -84.30041 0.260 Williamson Rd
## 1998 -117.86612 1.992 CA-55
## 1999 -117.18083 0.773 Escondido Fwy N
## 2000 -117.59357 1.610 I-10 W
## 2001 -122.63669 0.047 Shoreline Hwy
## 2002 -122.34236 0.513 Chiles Pope Valley Rd
## 2003 -120.65377 0.039 M St
## 2004 -78.80766 0.038 Mackenan Dr
## 2005 -122.14739 0.121 Knob Hill Dr
## 2006 -119.25347 0.299 CA-99 S
## 2007 -117.64544 0.487 I-10 E
## 2008 -117.32263 0.214 I-215 S
## 2009 -117.29656 0.026 College Blvd
## 2010 -111.70848 1.792 US Highway 287
## 2011 -117.96307 0.010 S Hacienda Blvd
## 2012 -83.69204 0.844 GA-403 N
## 2013 -122.25117 0.081 I-90 W
## 2014 -117.92904 0.081 Newhope St
## 2015 -83.81384 0.018 Tour de France Dr
## 2016 -122.30432 0.907 I-5 N
## 2017 -122.92907 1.286 Hanley Rd
## 2018 -84.16900 4.874 GA-401 N
## 2019 -121.64083 3.527 I-80
## 2020 -76.00177 5.979 I-78
## 2021 -118.18565 0.009 CA-134 E
## 2022 -120.83914 0.018 Vista del Lago Dr
## 2023 -73.62705 0.057 I-84 E
## 2024 -120.33022 0.392 Phoenix Lake Rd
## 2025 -77.03343 0.414 General Mahone Hwy
## 2026 -117.52767 0.035 Evelyn St
## 2027 -117.83355 0.033 CA-55 N
## 2028 -122.46542 0.069 F St
## 2029 -87.91917 0.126 Tri-State Tlwy
## 2030 -80.67886 0.465 NC-67
## 2031 -88.02463 3.813 Joliet Rd S
## 2032 -81.16000 0.067 GA-404 W
## 2033 -118.18252 0.028 S Record Ave
## 2034 -119.07632 0.040 Airport Way
## 2035 -84.90762 1.097 GA-403 N
## 2036 -117.88390 0.011 CA-22
## 2037 -118.09036 0.678 Foothill Fwy E
## 2038 -118.49375 0.766 Antelope Valley Fwy S
## 2039 -78.42966 0.308 Washington Ave
## 2040 -97.73351 0.017 Northcross Dr
## 2041 -123.79422 0.040 US-101
## 2042 -77.07854 0.011 Richmond Hwy
## 2043 -118.34256 0.032 Angeles Vista Blvd
## 2044 -88.03930 0.014 N Rand Rd
## 2045 -122.20024 2.271 Cedar River Trail Walk
## 2046 -97.04426 0.913 Airport Fwy W
## 2047 -97.04426 0.951 Airport Fwy W
## 2048 -117.68618 0.063 Mission Blvd
## 2049 -122.34154 0.127 I-280
## 2050 -121.01323 0.993 Bunker Rd
## 2051 -121.25765 0.023 CA-12 W
## 2052 -74.13773 0.415 RT-21
## 2053 -117.43576 0.010 Valley Blvd
## 2054 -83.73863 0.066 McCracken Cv
## 2055 -120.75001 0.642 I-84 E
## 2056 -78.50557 1.011 Settlers Ridge Rd
## 2057 -96.91956 0.112 Loop 12 S
## 2058 -79.97562 0.788 PA-28 N
## 2059 -122.74147 0.133 Stony Point Rd
## 2060 -87.92035 0.113 Adlai E Stevenson Expy S
## 2061 -123.05767 0.504 I-5 N
## 2062 -123.19548 0.056 Crow Rd
## 2063 -118.37707 0.034 La Tijera Blvd
## 2064 -117.83392 2.996 CA-55 S
## 2065 -74.23579 0.145 New Jersey Tpke N
## 2066 -122.02961 0.706 I-680 S
## 2067 -84.45221 3.247 GA-407 E
## 2068 -118.47719 1.281 I-405 N
## 2069 -78.15106 0.308 Martinsburg Pike
## 2070 -96.61228 0.037 Lake June Rd
## 2071 -84.39341 0.095 GA-403 N
## 2072 -73.92132 0.072 New York State Thruway
## 2073 -122.08862 0.028 Big Basin Way
## 2074 -118.08171 0.716 Waddell St
## 2075 -118.90073 0.448 Tierra Rejada Rd
## 2076 -121.88691 0.016 SE Fall City Snoqualmie Rd
## 2077 -117.81382 0.086 CA-91 W
## 2078 -117.29300 0.581 I-5 N
## 2079 -118.46776 0.078 Sepulveda Blvd
## 2080 -73.93352 4.633 I-90 E
## 2081 -92.62821 0.991 Highway 14 E
## 2082 -117.27996 3.032 Escondido Fwy S
## 2083 -121.56260 0.049 Highway 20
## 2084 -75.10212 0.203 I-295 N
## 2085 -118.15299 0.277 Aerospace Hwy
## 2086 -118.08237 0.008 Pioneer Blvd
## 2087 -118.01127 0.027 Knott Ave
## 2088 -78.11027 0.068 Zachary Taylor Hwy
## 2089 -118.32790 2.702 I-84 W
## 2090 -88.03182 0.013 Lake St
## 2091 -84.25016 6.068 GA-407 S
## 2092 -74.43477 0.172 New Jersey Tpke N
## 2093 -83.20828 0.812 I-696 E
## 2094 -122.51507 0.041 Belvedere Dr
## 2095 -117.35986 3.575 Barstow Fwy S
## 2096 -87.58346 2.579 Bishop Ford Fwy W
## 2097 -119.14520 0.059 Road 192
## 2098 -78.59989 0.087 I-440 E
## 2099 -84.13518 0.586 I-85
## 2100 -73.90134 0.200 RT-9G
## 2101 -117.26162 0.578 I-10 E
## 2102 -84.37500 0.615 US-19 S
## 2103 -121.37183 0.628 El Rancho Rd
## 2104 -93.95877 0.261 State Highway 22
## 2105 -117.45771 1.445 Barstow Fwy S
## 2106 -117.37148 3.175 CA-91 W
## 2107 -120.07430 0.008 Road 26
## 2108 -74.34222 0.092 US Highway 1
## 2109 -74.07281 0.208 I-287 W
## 2110 -84.38598 1.035 I-85
## 2111 -119.79305 2.433 US-101 S
## 2112 -121.50696 0.077 CA-16 E
## 2113 -95.74703 0.054 E College Dr
## 2114 -119.11007 0.049 Calloway Dr
## 2115 -84.37394 0.782 GA-402 W
## 2116 -121.99930 0.885 US-101
## 2117 -84.41202 0.779 GA-403 N
## 2118 -94.22603 0.185 190th St
## 2119 -122.89893 0.207 I-5 S
## 2120 -117.28768 0.579 State Highway 138
## 2121 -96.70931 0.901 US-75 S
## 2122 -122.15493 0.171 I-280 N
## 2123 -84.39616 0.040 GA-401 N
## 2124 -117.27016 1.320 Van Buren Blvd
## 2125 -93.37749 0.535 US Highway 14
## 2126 -120.79343 0.574 Dillwood Rd
## 2127 -121.39830 0.020 W 11th St
## 2128 -120.04324 0.212 State Highway 108
## 2129 -118.21896 0.087 Vista Industria
## 2130 -78.58288 0.377 US Highway 701 N
## 2131 -120.56462 0.146 I-80 W
## 2132 -117.52870 0.428 CA-91 E
## 2133 -117.87784 0.033 Garden Grove Fwy
## 2134 -120.04738 0.033 Tangerine Ave
## 2135 -84.25041 1.678 I-285
## 2136 -86.20504 0.871 US-31 S
## 2137 -118.00436 1.540 CA-60 W
## 2138 -93.09346 0.234 MN-36 E
## 2139 -122.71330 1.136 Sunset Hwy E
## 2140 -122.77708 1.986 Sunset Hwy E
## 2141 -117.40400 0.795 Barstow Fwy S
## 2142 -121.14457 0.158 Lemon Ave
## 2143 -121.88707 0.487 Sievers Rd
## 2144 -83.60065 0.729 Emerald Pointe Dr
## 2145 -93.49453 0.500 I-94 E
## 2146 -77.93726 0.472 I-90 W
## 2147 -121.77373 0.154 Dalles California Hwy
## 2148 -121.74055 0.027 CA-4 E
## 2149 -76.11655 2.056 Center St
## 2150 -73.70356 0.478 Southern State Pkwy E
## 2151 -117.10244 1.288 I-805 N
## 2152 -84.48930 0.537 Junction City Hwy
## 2153 -118.08091 0.809 I-10 E
## 2154 -83.46810 2.710 I-85
## 2155 -122.11615 0.723 Benicia-Martinez Brg
## 2156 -121.53462 0.160 Greene St
## 2157 -83.84949 0.083 E M 36
## 2158 -122.21731 0.097 Bayshore Fwy N
## 2159 -121.30882 4.926 I-80 W
## 2160 -121.72000 0.210 S Valley Fwy N
## 2161 -112.11244 3.217 Black Canyon Fwy S
## 2162 -117.10698 0.065 Escondido Fwy N
## 2163 -74.00263 3.827 RT-4
## 2164 -79.16378 0.416 Glebe School Rd
## 2165 -121.77909 0.626 Highway 97 N
## 2166 -121.77909 0.317 Highway 97 N
## 2167 -75.37254 3.382 I-76 E
## 2168 -119.03676 0.051 Red Rock Dr
## 2169 -122.33052 0.901 I-80
## 2170 -117.25905 0.030 Weston Rd
## 2171 -76.65665 0.243 I-81 S
## 2172 -121.38282 0.030 Watt Ave
## 2173 -84.23195 0.227 Covington Hwy
## 2174 -110.91974 1.491 I-90 E
## 2175 -117.98812 0.012 CA-60 W
## 2176 -124.22850 0.644 Highway 42
## 2177 -74.24471 0.264 Garden State Pkwy N
## 2178 -118.20940 0.368 I-10 W
## 2179 -117.88278 0.686 I-405 N
## 2180 -117.15431 4.287 I-15
## 2181 -117.13227 0.981 Escondido Fwy S
## 2182 -120.72984 0.154 Lucas Ln
## 2183 -121.39964 0.008 Marconi Ave
## 2184 -118.61030 0.503 I-84 E
## 2185 -117.14533 0.824 Phyllis Pl
## 2186 -121.96359 0.123 I-680 S
## 2187 -109.90462 1.108 I-90 E
## 2188 -85.87637 0.049 US-12
## 2189 -118.37732 0.012 I-10 W
## 2190 -118.32572 0.232 Glenn Anderson Fwy E
## 2191 -74.02368 2.441 I-80 Express Lane
## 2192 -84.23779 1.067 GA-403 N
## 2193 -81.26285 1.510 I-77
## 2194 -73.96383 0.020 E 58th St
## 2195 -84.09596 0.079 Boggs Rd
## 2196 -123.86863 0.381 Shop Rd
## 2197 -122.87785 0.070 Redwood Hwy N
## 2198 -87.95242 0.835 I-41 N
## 2199 -118.49674 1.060 Golden State Fwy N
## 2200 -117.54780 1.313 CA-210 W
## 2201 -117.42188 0.849 Barstow Fwy S
## 2202 -87.85870 0.272 La Grange Rd
## 2203 -86.21785 1.220 I-465 E
## 2204 -118.04667 0.021 Imperial Hwy
## 2205 -82.31512 0.254 I-20
## 2206 -118.18264 2.801 I-5 N
## 2207 -86.69537 0.391 I-74
## 2208 -121.88680 0.015 SE Fall City Snoqualmie Rd
## 2209 -73.89015 0.196 Major Deegan Expy
## 2210 -83.63428 0.393 I-96 E
## 2211 -117.49587 0.060 Owen St
## 2212 -120.74556 0.224 Orange Blossom Rd
## 2213 -118.09921 0.347 Highway 20
## 2214 -122.03780 0.178 CA-242 S
## 2215 -117.21373 0.009 Rosewood St
## 2216 -122.30825 0.592 Eastshore Fwy W
## 2217 -73.57201 0.141 Meadowbrook Pkwy N
## 2218 -118.18651 1.034 Foothill Fwy W
## 2219 -120.69478 0.042 12th St
## 2220 -83.49459 0.016 GA Highway 96 W
## 2221 -73.90780 0.037 Route 9G
## 2222 -83.20059 0.158 I-696 E
## 2223 -118.27254 1.712 Golden State Fwy N
## 2224 -117.20776 1.314 I-5 S
## 2225 -118.22890 1.609 Arroyo Seco Pkwy
## 2226 -75.45348 0.271 Gravel Pike
## 2227 -122.55796 0.917 I-205 N
## 2228 -94.43559 0.350 I-70 E
## 2229 -118.22481 1.294 Gardena Fwy
## 2230 -74.09302 0.143 Broadway
## 2231 -74.83189 0.198 I-295 S
## 2232 -119.59993 0.288 CA-99 S
## 2233 -121.81521 2.097 US-101
## 2234 -121.45689 0.063 Rio Linda Blvd
## 2235 -121.61861 0.475 Highway 97 N
## 2236 -121.82342 0.270 Hay Rd
## 2237 -78.07994 0.180 Andrew Jackson Hwy NE
## 2238 -121.01290 0.127 CA-99 N
## 2239 -76.87023 0.488 Route 204
## 2240 -117.78148 0.677 CA-71 N
## 2241 -84.43075 0.466 GA-402 W
## 2242 -85.77261 1.262 I-94 E
## 2243 -97.22337 0.041 Bowman Springs Rd
## 2244 -119.41782 0.291 El Camino Real N
## 2245 -120.94952 0.026 I-80 E
## 2246 -118.33901 0.989 Hollywood Fwy S
## 2247 -118.08159 0.010 E Spring St
## 2248 -97.42172 0.010 Boat Club Rd
## 2249 -121.77341 1.811 I-580 E
## 2250 -79.18070 0.168 NC-119
## 2251 -111.19691 0.169 AZ-87
## 2252 -95.47665 0.184 State Highway 19
## 2253 -122.74463 0.034 Beaverton Tigard Fwy
## 2254 -121.88803 0.887 Guadalupe Pkwy S
## 2255 -120.19897 0.026 Pine Lake Dr
## 2256 -117.54590 4.101 I-10 E
## 2257 -75.24872 1.179 I-84 W
## 2258 -117.72363 0.713 CA-91 E
## 2259 -87.93685 0.343 I-41 S
## 2260 -117.88565 0.189 I-5 S
## 2261 -117.60156 1.023 I-10 W
## 2262 -93.28889 0.041 US-12 E
## 2263 -96.82466 0.690 Brookhaven Dr
## 2264 -117.07969 0.374 I-805 S
## 2265 -75.67383 1.482 I-81 S
## 2266 -123.32861 1.007 I-5 N
## 2267 -92.71578 0.392 Pauls Rd
## 2268 -118.29026 0.018 Sepulveda Blvd
## 2269 -117.88341 0.038 E Katella Ave
## 2270 -122.53798 0.780 Redwood Hwy S
## 2271 -77.46734 0.010 Ritchie Ave
## 2272 -84.58229 0.143 I-496 W
## 2273 -118.40294 0.069 Golden State Fwy N
## 2274 -118.30034 0.030 S Normandie Ave
## 2275 -111.38119 0.139 State Route 87
## 2276 -117.95674 0.049 Foothill Fwy W
## 2277 -76.34879 0.596 I-90 W
## 2278 -117.15219 5.612 Escondido Fwy S
## 2279 -118.11575 0.141 Antelope Valley Fwy N
## 2280 -97.72775 0.106 US-183
## 2281 -78.73929 4.461 I-40 W
## 2282 -121.03016 0.018 W Grayson Rd
## 2283 -117.12486 0.842 El Cajon Blvd
## 2284 -96.76176 0.518 I-635 E
## 2285 -117.08932 0.212 I-5 S
## 2286 -78.58986 0.477 I-40 E
## 2287 -121.91289 0.402 Santiam Hwy
## 2288 -75.11460 0.060 I-676
## 2289 -80.57215 0.924 I-85
## 2290 -112.00886 0.835 AZ-101-LOOP
## 2291 -74.18212 0.668 I-87 N
## 2292 -97.78139 0.037 W Dittmar Rd
## 2293 -74.20393 3.798 I-287 S
## 2294 -117.87692 0.041 CA-57 N
## 2295 -78.59524 1.770 I-95
## 2296 -122.30706 0.826 Eastshore Fwy E
## 2297 -93.30434 0.176 I-394 E
## 2298 -121.26015 0.109 CA-99 N
## 2299 -122.26390 0.021 La Honda Rd
## 2300 -84.30604 1.153 GA-403 N
## 2301 -117.87653 0.807 CA-57 S
## 2302 -117.10895 0.446 CA-15 S
## 2303 -84.34842 0.013 Buford Hwy NE
## 2304 -76.60294 3.503 PA-283 E
## 2305 -122.05978 0.721 I-680 N
## 2306 -118.08295 0.065 I-605 S
## 2307 -122.46950 1.054 Rod Rd
## 2308 -73.98655 0.045 Bear Mountain Bridge Rd
## 2309 -78.82822 0.036 Lufkin Rd
## 2310 -121.54808 0.906 El Camino Real N
## 2311 -122.27850 0.357 I-5 S
## 2312 -122.27414 0.281 I-5 S
## 2313 -121.44388 0.078 Capital City Fwy E
## 2314 -121.44485 0.038 Capital City Fwy E
## 2315 -122.30814 0.836 Eastshore Fwy W
## 2316 -118.19013 0.452 I-710 N
## 2317 -122.01096 6.570 N Branciforte Ave
## 2318 -83.74378 0.158 GA-401 N
## 2319 -117.74267 0.395 CA-241 N
## 2320 -92.92457 0.015 E Beltline
## 2321 -73.93197 0.032 I-890 E
## 2322 -117.67028 0.229 S Mountain Ave
## 2323 -96.75812 0.905 I-635 W
## 2324 -77.18162 0.085 Kings Hwy
## 2325 -122.00486 2.153 CA-17
## 2326 -118.17068 0.266 CA-60 W
## 2327 -118.27918 0.758 CA-2 W
## 2328 -97.53262 0.009 FM 973 N
## 2329 -118.30535 3.402 CA-2
## 2330 -94.66722 0.296 Metcalf Ave
## 2331 -84.37927 0.816 GA-401 N
## 2332 -84.39550 0.077 Deering Rd NW
## 2333 -74.21862 1.768 US-22
## 2334 -111.69126 2.961 AZ-202-LOOP
## 2335 -117.69576 2.424 US-95
## 2336 -118.47387 0.836 I-405 N
## 2337 -122.20026 0.053 I-5 S
## 2338 -73.69555 0.068 Franklin Ave
## 2339 -120.04104 0.299 State Highway 49 N
## 2340 -73.46115 1.032 I-84 W
## 2341 -121.36372 0.012 Marconi Ave
## 2342 -78.02746 0.388 I-81 N
## 2343 -73.98194 0.072 Brooklyn Queens Expy
## 2344 -74.66256 0.058 Ewing St
## 2345 -86.03587 0.274 I-465 S
## 2346 -117.86647 0.496 Sumpter Stage Hwy
## 2347 -84.25133 0.732 GA-402 E
## 2348 -72.90215 0.700 Forbes Ave
## 2349 -119.52899 0.338 N Newmark Ave
## 2350 -74.21036 0.044 Bayway
## 2351 -74.10264 0.109 Garden State Pkwy
## 2352 -122.32039 0.420 I-5 N
## 2353 -118.27967 1.264 W 108th St
## 2354 -96.78107 0.033 I-635 E
## 2355 -118.25136 0.047 Zamora Ave
## 2356 -118.11052 0.150 Antelope Valley Fwy N
## 2357 -122.31319 0.333 I-80 W
## 2358 -80.14860 0.272 S Center St
## 2359 -122.33155 0.150 I-280
## 2360 -117.10329 0.026 Wakefield Ave
## 2361 -80.24095 0.280 Perry Hwy
## 2362 -97.66962 0.179 I-35 N
## 2363 -75.45330 0.271 Gravel Pike
## 2364 -117.40372 0.825 Barstow Fwy S
## 2365 -92.96031 0.138 I-494 E
## 2366 -83.47551 1.623 GA-403 S
## 2367 -84.86168 0.020 Cartersville Hwy
## 2368 -87.96552 0.101 W IL Route 120
## 2369 -80.70392 0.582 I-485 S
## 2370 -122.35861 0.097 Bayshore Fwy S
## 2371 -96.49787 1.045 I-30 E
## 2372 -95.38788 1.066 I-94 E
## 2373 -74.70703 0.260 I-295 N
## 2374 -117.21195 0.813 CA-78 E
## 2375 -121.98671 1.014 CA-85 S
## 2376 -121.71059 0.105 Laughlin Rd
## 2377 -122.12606 0.131 State Highway 89
## 2378 -117.98984 0.798 I-10 W
## 2379 -117.98761 0.723 I-10 W
## 2380 -117.98902 0.782 I-10 E
## 2381 -75.09664 0.419 I-295 S
## 2382 -118.21978 0.639 Golden State Fwy S
## 2383 -117.72301 0.138 I-10 E
## 2384 -118.10508 2.353 I-605 N
## 2385 -118.08630 0.782 I-605 N
## 2386 -118.12711 0.242 Aerospace Hwy
## 2387 -120.78593 0.033 Shanks Rd
## 2388 -121.88841 3.594 I-680 N
## 2389 -121.41303 0.915 I-205 W
## 2390 -82.50012 0.180 I-40 W
## 2391 -120.71946 0.040 Cave Landing Rd
## 2392 -122.74391 0.898 I-5 N
## 2393 -122.03468 3.368 CA-84 E
## 2394 -93.09509 0.599 I-35E N
## 2395 -84.49757 2.535 I-285
## 2396 -120.98446 0.686 CA-99 N
## 2397 -121.80388 0.086 I-580 W
## 2398 -122.57870 0.166 WA-500 W
## 2399 -93.04221 0.059 I-94 E
## 2400 -122.33423 1.819 I-5 N
## 2401 -120.48919 0.075 W Lompoc Casmalia Rd
## 2402 -118.07544 0.013 CA-22 E
## 2403 -121.78033 0.562 S Valley Fwy N
## 2404 -96.91876 0.177 Loop 12 S
## 2405 -72.65192 2.085 I-84 W
## 2406 -87.11921 0.217 I-70 E
## 2407 -97.31208 0.803 I-35W S
## 2408 -122.29558 0.326 I-5 S
## 2409 -87.90451 2.699 Wolf Rd
## 2410 -120.21891 0.735 CA-88
## 2411 -91.84119 1.108 Highway 248
## 2412 -84.29759 4.641 GA-403 N
## 2413 -122.12603 0.095 Benicia-Martinez Brg
## 2414 -117.10718 0.075 Gilmore Rd
## 2415 -121.90292 0.146 I-280 N
## 2416 -118.32125 0.904 I-10 E
## 2417 -74.04463 0.023 Jersey Ave
## 2418 -73.64409 0.096 Southern State Pkwy E
## 2419 -117.24133 0.732 I-15
## 2420 -121.46445 0.297 35th St
## 2421 -118.21417 0.205 E Cesar E Chavez Ave
## 2422 -74.06623 0.401 I-87 N
## 2423 -97.80271 0.046 Lakeline Mall Dr
## 2424 -119.34151 0.057 CA-99 N
## 2425 -122.66868 0.621 I-5 N
## 2426 -84.25333 2.153 GA-403 N
## 2427 -122.19228 0.833 I-405 N
## 2428 -83.43028 0.477 I-696 E
## 2429 -120.60277 0.071 Linne Rd
## 2430 -117.21820 0.537 CA-78 W
## 2431 -120.67781 0.187 E Saint Charles St
## 2432 -114.36243 0.292 N US Highway 93
## 2433 -122.06400 0.034 Locust St
## 2434 -92.82415 0.392 Highway 19 Blvd
## 2435 -122.05590 0.105 Bayshore Fwy N
## 2436 -78.59291 0.965 NC 50 Hwy N
## 2437 -74.00029 1.285 I-87 N
## 2438 -121.65253 0.868 N Main St
## 2439 -121.25828 0.231 CA-99 S
## 2440 -83.61590 0.170 I-96 E
## 2441 -81.36353 2.314 I-40 E
## 2442 -122.32172 0.873 I-5 N
## 2443 -122.15315 0.219 CA-92
## 2444 -93.37534 1.176 I-394 E
## 2445 -118.36609 0.184 Hollywood Fwy N
## 2446 -78.96488 0.428 NC-751
## 2447 -122.16516 0.617 I-880 N
## 2448 -117.64696 0.751 I-10 E
## 2449 -119.70243 0.047 Hyacinth Cir
## 2450 -117.83567 0.323 S Tustin St
## 2451 -117.75042 0.355 CA-60 W
## 2452 -122.04285 0.213 Dahlia St
## 2453 -120.61768 1.199 US-50 W
## 2454 -118.22246 0.336 San Bernardino Fwy W
## 2455 -112.11224 1.991 Black Canyon Fwy N
## 2456 -122.86103 0.027 Thurston Rd
## 2457 -87.96360 0.101 N Hunt Club Rd
## 2458 -121.90279 0.187 I-680 N
## 2459 -73.58917 0.030 Stewart Ave
## 2460 -118.35542 0.057 I-405 S
## 2461 -122.47776 0.082 NE Fourth Plain Rd
## 2462 -117.44727 1.156 Barstow Fwy N
## 2463 -118.27764 0.151 Golden State Fwy N
## 2464 -120.00651 0.421 Valley View Rd
## 2465 -83.43926 1.330 GA-403 S
## 2466 -81.16569 0.468 Avalon Park North Blvd
## 2467 -85.75271 0.021 Frontage Rd
## 2468 -93.29130 0.986 I-35W N
## 2469 -88.07795 0.829 I-80 E
## 2470 -97.18313 0.029 Cooks Ln
## 2471 -120.70144 0.052 US-101
## 2472 -122.67538 0.219 I-5 S
## 2473 -88.19478 0.023 I-55 N
## 2474 -92.88786 0.545 I-35 N
## 2475 -77.79025 0.952 Bines Hill Rd
## 2476 -112.11458 0.031 Black Canyon Fwy S
## 2477 -87.97400 0.241 I-94 E
## 2478 -118.69322 0.010 CA-58 W
## 2479 -77.18663 0.533 Franconia-Springfield Pkwy
## 2480 -118.00818 0.042 Garden Grove Fwy
## 2481 -123.39906 0.620 Wilson River Hwy
## 2482 -78.02776 3.633 I-81 S
## 2483 -87.67242 0.773 Eisenhower Expy
## 2484 -121.98339 0.104 County Road 19
## 2485 -112.04406 2.377 Piestewa Fwy S
## 2486 -80.72495 0.008 Hickory Grove Rd
## 2487 -122.23065 0.114 I-80 W
## 2488 -83.36511 0.328 I-696 E
## 2489 -84.33212 0.053 GA-402 E
## 2490 -121.55374 0.052 Angelica Way
## 2491 -121.32877 0.010 Van Alstine Ave
## 2492 -121.69759 0.052 Dora Way
## 2493 -118.21210 0.376 I-405 N
## 2494 -117.34758 1.209 CA-210 E
## 2495 -121.39847 0.072 Chelan Ct
## 2496 -118.08909 0.226 I-605
## 2497 -74.04792 0.535 Brooklyn Queens Expy
## 2498 -121.40869 0.029 Power Inn Rd
## 2499 -118.36853 0.021 I-405 S
## 2500 -118.36851 0.030 I-405 S
## 2501 -118.18502 0.010 Atlantic Ave
## 2502 -117.16059 0.051 I-5 N
## 2503 -119.82645 0.009 W Herndon Ave
## 2504 -82.15264 0.038 NW 63rd St
## 2505 -117.22872 1.349 CA-78
## 2506 -82.91716 0.951 I-94 W
## 2507 -122.13481 0.085 I-94 W
## 2508 -94.73865 0.105 I-35 N
## 2509 -97.75241 0.019 E Oltorf St
## 2510 -122.06085 0.857 I-880 N
## 2511 -80.85991 0.143 I-77 S
## 2512 -112.88319 1.083 US-93
## 2513 -87.62646 0.022 N Wabash Ave
## 2514 -75.87460 0.821 I-90 W
## 2515 -75.02336 0.137 I-95
## 2516 -118.28506 0.145 Harbor Fwy S
## 2517 -120.04824 0.169 Avenue 13
## 2518 -75.05406 1.015 N South Fwy S
## 2519 -73.53333 5.291 Southern State Pkwy E
## 2520 -117.55778 0.233 CA-91
## 2521 -117.21462 0.012 Golf Course Rd
## 2522 -80.91678 4.003 I-77 N
## 2523 -118.24791 0.022 CA-134 E
## 2524 -81.78964 0.058 Big Tyler Rd
## 2525 -84.40282 3.480 GA-407 W
## 2526 -117.91219 0.012 I-5 N
## 2527 -112.11680 3.223 Black Canyon Fwy S
## 2528 -122.68546 0.814 I-5 S
## 2529 -117.33802 0.150 I-215 N
## 2530 -117.33875 0.176 I-215 N
## 2531 -117.70714 1.249 Foothill Fwy W
## 2532 -117.40947 0.040 Locust Ave
## 2533 -117.48255 1.024 Barstow Fwy S
## 2534 -74.41532 0.529 Sullivan Way
## 2535 -96.56281 0.022 S Collins Rd
## 2536 -86.20547 1.235 US-31 S
## 2537 -117.28318 5.363 Escondido Fwy N
## 2538 -117.28794 4.698 Escondido Fwy N
## 2539 -74.04450 0.954 I-87 N
## 2540 -121.99309 0.041 I-680 N
## 2541 -121.33642 0.915 Santa Ana Valley Rd
## 2542 -118.84964 1.384 CA-23 N
## 2543 -117.28846 0.907 Escondido Fwy N
## 2544 -78.04830 1.340 I-81
## 2545 -73.99591 0.068 Brooklyn Queens Expy
## 2546 -84.34380 3.832 GA-407 E
## 2547 -74.03138 0.081 RT-4
## 2548 -118.18450 0.334 Arroyo Seco Pkwy
## 2549 -84.23648 0.650 W Fall Line Fwy
## 2550 -87.82106 0.838 Eisenhower Expy W
## 2551 -73.71911 0.120 I-90 W
## 2552 -73.80254 0.033 Sprain Brook Pkwy N
## 2553 -85.68032 0.853 Gerald R Ford Fwy W
## 2554 -73.67780 0.087 Cross Westchester Expy W
## 2555 -117.66068 0.051 Lake Forest Dr
## 2556 -120.55934 0.054 Creston Rd
## 2557 -83.39963 0.699 I-94
## 2558 -123.20836 0.760 Redwood Hwy S
## 2559 -74.40477 1.506 I-80 Express Lane
## 2560 -121.91266 0.609 I-880 S
## 2561 -84.49801 0.249 I-94 E
## 2562 -119.66135 0.019 CA-99 S
## 2563 -121.30132 0.173 Bend Pkwy S
## 2564 -118.17116 1.951 Glenn Anderson Fwy W
## City County State
## 1 Independence Cuyahoga OH
## 2 York York PA
## 3 Downingtown Chester PA
## 4 Jupiter Palm Beach FL
## 5 New Lenox Will IL
## 6 Belleview Marion FL
## 7 Emporia Emporia VA
## 8 Plymouth Meeting Montgomery PA
## 9 Brooklyn Kings NY
## 10 Philadelphia Philadelphia PA
## 11 Greenville Greenville SC
## 12 Indianapolis Marion IN
## 13 Indianapolis Marion IN
## 14 Santa Ana Orange CA
## 15 Du Bois Clearfield PA
## 16 Auburn King WA
## 17 Pacoima Los Angeles CA
## 18 Indianapolis Marion IN
## 19 Camp Hill Cumberland PA
## 20 Oakland Alameda CA
## 21 Manchester Capitol CT
## 22 Nashville Davidson TN
## 23 San Bruno San Mateo CA
## 24 Nashville Davidson TN
## 25 Greensboro Guilford NC
## 26 Downey Los Angeles CA
## 27 Salt Lake City Salt Lake UT
## 28 Charlotte Eaton MI
## 29 Tracy San Joaquin CA
## 30 Redding Shasta CA
## 31 Indianapolis Marion IN
## 32 Kannapolis Cabarrus NC
## 33 Danbury Fairfield CT
## 34 Mansfield Tioga PA
## 35 Kannapolis Cabarrus NC
## 36 Knoxville Knox TN
## 37 Berkeley Alameda CA
## 38 Nashville Davidson TN
## 39 Omaha Douglas NE
## 40 Lake City Columbia FL
## 41 Nashville Davidson TN
## 42 Appleton Outagamie WI
## 43 Chicago Cook IL
## 44 Dorchester Suffolk MA
## 45 Plymouth Meeting Montgomery PA
## 46 Champaign Champaign IL
## 47 West Palm Beach Palm Beach FL
## 48 Fort Washington Montgomery PA
## 49 Bethlehem Northampton PA
## 50 Oak Brook Cook IL
## 51 Bolingbrook Will IL
## 52 New Haven New Haven CT
## 53 Bradenton Manatee FL
## 54 Indianapolis Marion IN
## 55 Richmond Henrico VA
## 56 Philadelphia Philadelphia PA
## 57 Fort Worth Tarrant TX
## 58 Stamford Fairfield CT
## 59 Tallahassee Leon FL
## 60 Sunnyvale Santa Clara CA
## 61 Baraboo Sauk WI
## 62 Sarasota Sarasota FL
## 63 Greenville Greenville SC
## 64 Berkeley Cook IL
## 65 Tampa Hillsborough FL
## 66 Seattle King WA
## 67 Indianapolis Marion IN
## 68 Indianapolis Marion IN
## 69 Deltona Volusia FL
## 70 Toms River Ocean NJ
## 71 Tomball Harris TX
## 72 Miami Miami-Dade FL
## 73 Orlando Orange FL
## 74 St Petersburg Pinellas FL
## 75 Columbus Franklin OH
## 76 Oviedo Seminole FL
## 77 Hazel Green Madison AL
## 78 Perrysburg Wood OH
## 79 Carthage Moore NC
## 80 Memphis Shelby TN
## 81 Oklahoma City Oklahoma OK
## 82 Louisville Jefferson KY
## 83 Pine Grove Schuylkill PA
## 84 Brookwood Tuscaloosa AL
## 85 Irving Dallas TX
## 86 Kingston Roane TN
## 87 San Diego San Diego CA
## 88 Saint Paul Ramsey MN
## 89 Vallejo Solano CA
## 90 Walkertown Forsyth NC
## 91 Nashville Davidson TN
## 92 Nashville Davidson TN
## 93 Nashville Davidson TN
## 94 Nashville Davidson TN
## 95 Fredericksburg Fredericksburg (City) VA
## 96 Smyrna Rutherford TN
## 97 Lynnwood Snohomish WA
## 98 Chicago Cook IL
## 99 Seattle King WA
## 100 Minneapolis Hennepin MN
## 101 Memphis Shelby TN
## 102 San Antonio Bexar TX
## 103 Saint Paul Dakota MN
## 104 Charlotte Mecklenburg NC
## 105 Elmhurst DuPage IL
## 106 Des Plaines Cook IL
## 107 Des Plaines Cook IL
## 108 Dayton Montgomery OH
## 109 Allentown Lehigh PA
## 110 Clarksville Clark IN
## 111 Indianapolis Marion IN
## 112 Cleveland Cuyahoga OH
## 113 Bolingbrook Will IL
## 114 Glenside Montgomery PA
## 115 Meriden South Central Connecticut CT
## 116 Atlanta Fulton GA
## 117 York York PA
## 118 Irvine Orange CA
## 119 Redford Wayne MI
## 120 Dover Hillsborough FL
## 121 Elmhurst DuPage IL
## 122 Weston Middlesex MA
## 123 Feasterville-Trevose Bucks PA
## 124 Allentown Lehigh PA
## 125 Garner Wake NC
## 126 Flint Genesee MI
## 127 Nashville Davidson TN
## 128 Newport News Newport News VA
## 129 Edison Middlesex NJ
## 130 Lexington Middlesex MA
## 131 Raleigh Wake NC
## 132 Cary Wake NC
## 133 Cincinnati Hamilton OH
## 134 Stamford Western Connecticut CT
## 135 Fredericksburg Stafford VA
## 136 Triangle Prince William VA
## 137 Montgomery Montgomery AL
## 138 Oakland Alameda CA
## 139 Rosemead Los Angeles CA
## 140 Malvern Chester PA
## 141 Federal Way King WA
## 142 San Leandro Alameda CA
## 143 Arlington Snohomish WA
## 144 Houston Harris TX
## 145 Cleveland Cuyahoga OH
## 146 Federal Way King WA
## 147 New Haven South Central Connecticut CT
## 148 Indianapolis Marion IN
## 149 Park City Salt Lake UT
## 150 Indianapolis Marion IN
## 151 Fishkill Dutchess NY
## 152 Chesapeake Chesapeake VA
## 153 Miami Miami-Dade FL
## 154 Portland Multnomah OR
## 155 Louisville Jefferson KY
## 156 Indianapolis Marion IN
## 157 Middletown Monmouth NJ
## 158 Lakeville Dakota MN
## 159 Houma Terrebonne LA
## 160 Dallas Dallas TX
## 161 Conshohocken Montgomery PA
## 162 Roosevelt Nassau NY
## 163 Columbus Franklin OH
## 164 Lebanon Warren OH
## 165 Tucson Pima AZ
## 166 Tucson Pima AZ
## 167 Woodbridge Middlesex NJ
## 168 Richton Park Will IL
## 169 Livermore Alameda CA
## 170 Sacramento Sacramento CA
## 171 Weston Middlesex MA
## 172 Wethersfield Hartford CT
## 173 Chicago Cook IL
## 174 Syracuse Onondaga NY
## 175 Hartford Capitol CT
## 176 Lakeland Polk FL
## 177 Anaheim Orange CA
## 178 Meriden New Haven CT
## 179 Maywood Cook IL
## 180 Chicago Cook IL
## 181 Indianapolis Marion IN
## 182 Columbus Franklin OH
## 183 Reading Berks PA
## 184 Whitehall Lehigh PA
## 185 West Harrison Westchester NY
## 186 Philadelphia Philadelphia PA
## 187 Lemoore Kings CA
## 188 Hillsborough Orange NC
## 189 Chesapeake Chesapeake VA
## 190 Quincy Norfolk MA
## 191 Charlotte Mecklenburg NC
## 192 East Rutherford Bergen NJ
## 193 Portland Multnomah OR
## 194 Wayne Montgomery PA
## 195 Indianapolis Marion IN
## 196 Philadelphia Philadelphia PA
## 197 Malvern Chester PA
## 198 Edison Middlesex NJ
## 199 Akron Summit OH
## 200 Canton Norfolk MA
## 201 Braintree Norfolk MA
## 202 Indianapolis Marion IN
## 203 East Haven New Haven CT
## 204 Weston Middlesex MA
## 205 Indianapolis Marion IN
## 206 East Hartford Capitol CT
## 207 Miami Miami-Dade FL
## 208 Loganton Clinton PA
## 209 Pelzer Anderson SC
## 210 Anaheim Orange CA
## 211 Philadelphia Philadelphia PA
## 212 Salinas Monterey CA
## 213 Novato Marin CA
## 214 Staten Island Richmond NY
## 215 San Jose Santa Clara CA
## 216 Portsmouth Rockingham NH
## 217 Tallahassee Leon FL
## 218 Fort Lauderdale Broward FL
## 219 Weston Middlesex MA
## 220 Simpsonville Greenville SC
## 221 Indianapolis Marion IN
## 222 Hollywood Broward FL
## 223 Manchester Hillsborough NH
## 224 Bowman Orangeburg SC
## 225 Plainfield Windham CT
## 226 Hinckley Pine MN
## 227 Novi Oakland MI
## 228 North Hollywood Los Angeles CA
## 229 Mesquite Dallas TX
## 230 Hammond Lake IN
## 231 Antioch Contra Costa CA
## 232 Colton San Bernardino CA
## 233 Greenwich Western Connecticut CT
## 234 Spanish Fork Utah UT
## 235 Branford South Central Connecticut CT
## 236 Holly Springs Wake NC
## 237 Charlotte Mecklenburg NC
## 238 Clearfield Clearfield PA
## 239 Asheville Buncombe NC
## 240 Williamsburg Blair PA
## 241 Atlanta Fulton GA
## 242 Grove City Franklin OH
## 243 Richmond Hill Queens NY
## 244 Thornton Cook IL
## 245 Birmingham Jefferson AL
## 246 Cincinnati Hamilton OH
## 247 Columbus Franklin OH
## 248 Knoxville Knox TN
## 249 Philipsburg Centre PA
## 250 Ridgeway Henry VA
## 251 Llano Los Angeles CA
## 252 Dania Broward FL
## 253 Pasadena Harris TX
## 254 Andover Essex MA
## 255 Trout Run Lycoming PA
## 256 Lake Worth Palm Beach FL
## 257 Nashville Davidson TN
## 258 Cleveland Cuyahoga OH
## 259 Philadelphia Philadelphia PA
## 260 Long Beach Los Angeles CA
## 261 Merchantville Camden NJ
## 262 Bellevue King WA
## 263 Hartford Hartford CT
## 264 Fort Lee Bergen NJ
## 265 Whitestone Queens NY
## 266 Columbus Franklin OH
## 267 Gardena Los Angeles CA
## 268 Springfield Clark OH
## 269 San Jose Santa Clara CA
## 270 Roanoke Roanoke (City) VA
## 271 Bensalem Bucks PA
## 272 Harper Malheur OR
## 273 Nashville Davidson TN
## 274 New York New York NY
## 275 Nashville Davidson TN
## 276 Uncasville New London CT
## 277 Akron Summit OH
## 278 Bellevue King WA
## 279 Memphis Shelby TN
## 280 Pensacola Escambia FL
## 281 Columbus Franklin OH
## 282 Detroit Wayne MI
## 283 Bronx Bronx NY
## 284 Pittsburgh Allegheny PA
## 285 Elmhurst Queens NY
## 286 Chattanooga Hamilton TN
## 287 Indianapolis Marion IN
## 288 Pikesville Baltimore MD
## 289 Norwalk Los Angeles CA
## 290 Monroe Walton GA
## 291 Cupertino Santa Clara CA
## 292 Staten Island Richmond NY
## 293 Napa Napa CA
## 294 Middletown Middlesex CT
## 295 Charlotte Mecklenburg NC
## 296 Saint Augustine St. Johns FL
## 297 Kearny Hudson NJ
## 298 Grove City Franklin OH
## 299 Berlin Somerset PA
## 300 Columbus Franklin OH
## 301 Seattle King WA
## 302 Chattanooga Hamilton TN
## 303 Indianapolis Marion IN
## 304 Columbus Franklin OH
## 305 Dayton Montgomery OH
## 306 Rockwood Somerset PA
## 307 Los Angeles Los Angeles CA
## 308 Belle Vernon Westmoreland PA
## 309 Portland Multnomah OR
## 310 Fort Lee Bergen NJ
## 311 Brooklyn Kings NY
## 312 Glendora Los Angeles CA
## 313 Pomona Los Angeles CA
## 314 Norwalk Los Angeles CA
## 315 Darlington Harford MD
## 316 Escondido San Diego CA
## 317 Ridgeland Jasper SC
## 318 Loganton Clinton PA
## 319 Cincinnati Hamilton OH
## 320 Detroit Wayne MI
## 321 Elizabeth Union NJ
## 322 Norwalk Los Angeles CA
## 323 Charlotte Mecklenburg NC
## 324 Hawthorne Los Angeles CA
## 325 Reading Berks PA
## 326 Huntingdon Huntingdon PA
## 327 Johnstown Cambria PA
## 328 Loveland Larimer CO
## 329 Lake Lynn Fayette PA
## 330 Wrightsville York PA
## 331 Minneapolis Hennepin MN
## 332 Lake Oswego Clackamas OR
## 333 Decatur DeKalb GA
## 334 Hiram Paulding GA
## 335 Morrisville Durham NC
## 336 Indianapolis Marion IN
## 337 Merrillville Lake IN
## 338 Charlotte Mecklenburg NC
## 339 Fort Lauderdale Broward FL
## 340 Ferndale Whatcom WA
## 341 Jacksonville Duval FL
## 342 Birmingham Jefferson AL
## 343 Birmingham Jefferson AL
## 344 Cisco Eastland TX
## 345 Erlanger Kenton KY
## 346 Indianapolis Marion IN
## 347 Baldwin Park Los Angeles CA
## 348 Greenville Greenville SC
## 349 Deerfield Beach Broward FL
## 350 Rosenberg Fort Bend TX
## 351 Indianapolis Marion IN
## 352 Merrillville Lake IN
## 353 Great Neck Nassau NY
## 354 Indianapolis Marion IN
## 355 New Bedford Bristol MA
## 356 Ocoee Polk TN
## 357 Des Moines Polk IA
## 358 Santa Ana Orange CA
## 359 Minneapolis Hennepin MN
## 360 North Salt Lake Davis UT
## 361 Bountiful Davis UT
## 362 Atlanta Fulton GA
## 363 Seattle King WA
## 364 Asheville Buncombe NC
## 365 Pineville Mecklenburg NC
## 366 Du Bois Clearfield PA
## 367 Memphis Shelby TN
## 368 Brownsburg Hendricks IN
## 369 Clayton Montgomery OH
## 370 Sacramento Sacramento CA
## 371 Danbury Fairfield CT
## 372 Oskaloosa Mahaska IA
## 373 Erie Erie PA
## 374 Philadelphia Philadelphia PA
## 375 Los Angeles Los Angeles CA
## 376 Raleigh Wake NC
## 377 Dundee Polk FL
## 378 Jacksonville Duval FL
## 379 Perris Riverside CA
## 380 Burbank Los Angeles CA
## 381 Phoenixville Montgomery PA
## 382 Boston Suffolk MA
## 383 Crestwood Oldham KY
## 384 Jacksonville Duval FL
## 385 Mesquite Dallas TX
## 386 Pottstown Montgomery PA
## 387 Indianapolis Marion IN
## 388 Hammond Lake IN
## 389 East Haven New Haven CT
## 390 Leominster Worcester MA
## 391 Orlando Orange FL
## 392 Chesterfield St. Louis County MO
## 393 Westport Fairfield CT
## 394 Lewistown Mifflin PA
## 395 Milford South Central Connecticut CT
## 396 Pottstown Chester PA
## 397 Delaware Delaware OH
## 398 Westport Fairfield CT
## 399 Revere Suffolk MA
## 400 Scranton Lackawanna PA
## 401 Bellflower Los Angeles CA
## 402 Elizabeth Union NJ
## 403 Daytona Beach Volusia FL
## 404 Santa Barbara Santa Barbara CA
## 405 Reynoldsville Jefferson PA
## 406 Dundalk Baltimore MD
## 407 Memphis Shelby TN
## 408 Richmond Chesterfield VA
## 409 Middleburg Clay FL
## 410 Miami Miami-Dade FL
## 411 Castro Valley Alameda CA
## 412 Jacksonville Duval FL
## 413 Atlanta Fulton GA
## 414 Hatboro Montgomery PA
## 415 San Jose Santa Clara CA
## 416 Vallejo Solano CA
## 417 Lapeer Lapeer MI
## 418 Long Beach Los Angeles CA
## 419 Jacksonville Duval FL
## 420 Hammond Lake IN
## 421 Seattle King WA
## 422 North Charleston Charleston SC
## 423 New Albany Floyd IN
## 424 Miami Miami-Dade FL
## 425 Miami Miami-Dade FL
## 426 Jacksonville Duval FL
## 427 Allentown Lehigh PA
## 428 West Palm Beach Palm Beach FL
## 429 Jacksonville Duval FL
## 430 Orlando Orange FL
## 431 Cambridge Middlesex MA
## 432 Hammond Lake IN
## 433 Louisville Jefferson KY
## 434 Tampa Hillsborough FL
## 435 Jesup Wayne GA
## 436 Seattle King WA
## 437 Newport News Newport News VA
## 438 Gary Lake IN
## 439 Indianapolis Marion IN
## 440 Castro Valley Alameda CA
## 441 New Canaan Fairfield CT
## 442 West Palm Beach Palm Beach FL
## 443 Atlanta Dekalb GA
## 444 Castro Valley Alameda CA
## 445 Frenchville Clearfield PA
## 446 Long Beach Los Angeles CA
## 447 San Jose Santa Clara CA
## 448 Warrenville DuPage IL
## 449 Des Moines Polk IA
## 450 Vancouver Clark WA
## 451 Stamford Fairfield CT
## 452 Royal Oaks Monterey CA
## 453 Minneapolis Hennepin MN
## 454 North Aurora Kane IL
## 455 Methuen Essex MA
## 456 Bakersfield Kern CA
## 457 Roseburg Douglas OR
## 458 Columbus Franklin OH
## 459 Union Union NJ
## 460 Columbus Franklin OH
## 461 Phoenixville Montgomery PA
## 462 Bethlehem Northampton PA
## 463 New Albany Floyd IN
## 464 Sewickley Allegheny PA
## 465 Solon Cuyahoga OH
## 466 West Hartford Hartford CT
## 467 Indianapolis Marion IN
## 468 Sarasota Sarasota FL
## 469 Fort Myers Lee FL
## 470 East Lyme Southeastern Connecticut CT
## 471 Beaver Springs Snyder PA
## 472 Plymouth Meeting Montgomery PA
## 473 Columbus Franklin OH
## 474 Nashville Davidson TN
## 475 Fort Worth Tarrant TX
## 476 Conshohocken Montgomery PA
## 477 Beaver Springs Snyder PA
## 478 Indianapolis Marion IN
## 479 Union Union NJ
## 480 Sauk Rapids Benton MN
## 481 Moscow Lackawanna PA
## 482 New York New York NY
## 483 Decatur Dekalb GA
## 484 Los Angeles Los Angeles CA
## 485 Gardner Johnson KS
## 486 Fresno Fresno CA
## 487 Asbury Park Monmouth NJ
## 488 Phoenix Maricopa AZ
## 489 Tolleson Maricopa AZ
## 490 Mc Farland Kern CA
## 491 Anaheim Orange CA
## 492 Rialto San Bernardino CA
## 493 Elmhurst Queens NY
## 494 Aurora DuPage IL
## 495 Grass Valley Nevada CA
## 496 Pleasanton Alameda CA
## 497 Austin Travis TX
## 498 Charlotte Mecklenburg NC
## 499 Salida Stanislaus CA
## 500 Salida Stanislaus CA
## 501 Brunswick Glynn GA
## 502 Oakdale Stanislaus CA
## 503 Portland Multnomah OR
## 504 Dallas Dallas TX
## 505 Los Angeles Los Angeles CA
## 506 Indianapolis Marion IN
## 507 Avondale Maricopa AZ
## 508 Grantville Meriwether GA
## 509 Glendora Los Angeles CA
## 510 Menlo Park San Mateo CA
## 511 Atlanta Fulton GA
## 512 Portland Multnomah OR
## 513 Glendale Maricopa AZ
## 514 Lebanon Russell VA
## 515 Oakdale Suffolk NY
## 516 Sutherlin Douglas OR
## 517 Irvington Essex NJ
## 518 Irvington Essex NJ
## 519 Bellevue King WA
## 520 Spokane Spokane WA
## 521 Sebastopol Sonoma CA
## 522 Compton Los Angeles CA
## 523 Compton Los Angeles CA
## 524 Southfield Oakland MI
## 525 Ontario San Bernardino CA
## 526 Greeley Weld CO
## 527 Dry Branch Twiggs GA
## 528 Wilton Sacramento CA
## 529 Washington Washington PA
## 530 Pomona Los Angeles CA
## 531 Atlanta Fulton GA
## 532 El Dorado Hills El Dorado CA
## 533 Minneapolis Hennepin MN
## 534 San Francisco San Francisco CA
## 535 San Jose Santa Clara CA
## 536 West Sacramento Yolo CA
## 537 San Diego San Diego CA
## 538 Phoenix Maricopa AZ
## 539 Plymouth Wayne MI
## 540 Napa Napa CA
## 541 Lawndale Los Angeles CA
## 542 Eagle Point Jackson OR
## 543 Riverside Riverside CA
## 544 Armonk Westchester NY
## 545 Arcadia Hamilton IN
## 546 La Verne Los Angeles CA
## 547 Los Angeles Los Angeles CA
## 548 Bridgeport Mono CA
## 549 Jefferson Marion OR
## 550 Los Angeles Los Angeles CA
## 551 Cannon Falls Goodhue MN
## 552 Atlanta Fulton GA
## 553 Klamath Del Norte CA
## 554 Danville Pittsylvania VA
## 555 Merced Merced CA
## 556 Vista San Diego CA
## 557 Austin Travis TX
## 558 Beckley Raleigh WV
## 559 Murrieta Riverside CA
## 560 Murrieta Riverside CA
## 561 Sylmar Los Angeles CA
## 562 Mount Hamilton Santa Clara CA
## 563 Rye Westchester NY
## 564 Anaheim Orange CA
## 565 Downey Los Angeles CA
## 566 Kingman Mohave AZ
## 567 Bronx Bronx NY
## 568 El Dorado Hills El Dorado CA
## 569 Brooklyn Kings NY
## 570 Pasadena Los Angeles CA
## 571 Decatur Dekalb GA
## 572 Los Angeles Los Angeles CA
## 573 Leland Brunswick NC
## 574 Chino Hills San Bernardino CA
## 575 Norcross Gwinnett GA
## 576 Dallas Dallas TX
## 577 Castaic Los Angeles CA
## 578 San Jose Santa Clara CA
## 579 San Bernardino San Bernardino CA
## 580 Stockton San Joaquin CA
## 581 Irwin Westmoreland PA
## 582 Los Angeles Los Angeles CA
## 583 Camp Pendleton Marine Corps Base San Diego CA
## 584 Los Angeles Los Angeles CA
## 585 Los Angeles Los Angeles CA
## 586 Blue River Linn OR
## 587 Los Angeles Los Angeles CA
## 588 South El Monte Los Angeles CA
## 589 Anaheim Orange CA
## 590 Pineville Mecklenburg NC
## 591 Dallas Dallas TX
## 592 Anaheim Orange CA
## 593 Leawood Johnson KS
## 594 Los Angeles Los Angeles CA
## 595 Westlake Village Ventura CA
## 596 Marietta Cobb GA
## 597 Hacienda Heights Los Angeles CA
## 598 Hornbrook Siskiyou CA
## 599 Weehawken Hudson NJ
## 600 Kansas City Jackson MO
## 601 Redlands San Bernardino CA
## 602 Bloomington San Bernardino CA
## 603 Tustin Orange CA
## 604 Detroit Wayne MI
## 605 Phoenix Maricopa AZ
## 606 Dunbar Kanawha WV
## 607 Long Beach Los Angeles CA
## 608 San Diego San Diego CA
## 609 Visalia Tulare CA
## 610 San Diego San Diego CA
## 611 Phelan San Bernardino CA
## 612 New Church Accomack VA
## 613 Hurricane Putnam WV
## 614 Canton Cherokee GA
## 615 Atlanta Clayton GA
## 616 Saddle River Bergen NJ
## 617 Corona Riverside CA
## 618 Roseville Placer CA
## 619 San Francisco San Francisco CA
## 620 Richmond Contra Costa CA
## 621 Forest Hills Queens NY
## 622 Pacoima Los Angeles CA
## 623 Riverside Riverside CA
## 624 Warner Robins Houston GA
## 625 Lynwood Los Angeles CA
## 626 Paramount Los Angeles CA
## 627 Phoenix Maricopa AZ
## 628 Rolling Meadows Cook IL
## 629 Norwalk Los Angeles CA
## 630 Wilmington New Hanover NC
## 631 Port Chester Westchester NY
## 632 Kingston Ulster NY
## 633 Armona Kings CA
## 634 San Diego San Diego CA
## 635 Oakland Alameda CA
## 636 Marina Monterey CA
## 637 Pomona Los Angeles CA
## 638 Fort Worth Tarrant TX
## 639 Los Angeles Los Angeles CA
## 640 Bloomfield Essex NJ
## 641 Monterey Park Los Angeles CA
## 642 Columbus Burlington NJ
## 643 San Diego San Diego CA
## 644 Buena Park Orange CA
## 645 Tujunga Los Angeles CA
## 646 Emeryville Alameda CA
## 647 Bloxom Accomack VA
## 648 Denton Denton TX
## 649 Orange Orange CA
## 650 Austin Travis TX
## 651 Springfield Baca CO
## 652 Vancouver Clark WA
## 653 Paramount Los Angeles CA
## 654 Toledo Lincoln OR
## 655 Malibu Los Angeles CA
## 656 Pendleton Umatilla OR
## 657 San Diego San Diego CA
## 658 Oakland Alameda CA
## 659 Lansing Ingham MI
## 660 Glendora Los Angeles CA
## 661 Novato Marin CA
## 662 Los Angeles Los Angeles CA
## 663 Riverside Riverside CA
## 664 Burbank Los Angeles CA
## 665 Old Fort McDowell NC
## 666 Bell Los Angeles CA
## 667 New York New York NY
## 668 Bakersfield Kern CA
## 669 Rohnert Park Sonoma CA
## 670 McArthur Lassen CA
## 671 Gardena Los Angeles CA
## 672 Sun Valley Los Angeles CA
## 673 Hawthorne Mineral NV
## 674 Lynnville Warrick IN
## 675 Ontario San Bernardino CA
## 676 King Stokes NC
## 677 Chicago Cook IL
## 678 Escondido San Diego CA
## 679 Los Angeles Los Angeles CA
## 680 Santa Rosa Sonoma CA
## 681 Dallas Dallas TX
## 682 Saint Paul Ramsey MN
## 683 Phelan San Bernardino CA
## 684 Anaheim Orange CA
## 685 Osterburg Bedford PA
## 686 Santa Rosa Sonoma CA
## 687 Tacoma Pierce WA
## 688 Covina Los Angeles CA
## 689 Upland San Bernardino CA
## 690 Wasco Kern CA
## 691 Saugerties Ulster NY
## 692 Dallas Polk OR
## 693 Artesia Los Angeles CA
## 694 La Pine Deschutes OR
## 695 Klamath Falls Klamath OR
## 696 Wilsonville Clackamas OR
## 697 Orange Orange CA
## 698 Neptune Monmouth NJ
## 699 Salome La Paz AZ
## 700 Paradise Butte CA
## 701 Greensburg Westmoreland PA
## 702 National City San Diego CA
## 703 New Windsor Orange NY
## 704 Saint Joseph Berrien MI
## 705 Cushing Morrison MN
## 706 Saint Paul Ramsey MN
## 707 Hartford Hartford CT
## 708 Buckeye Maricopa AZ
## 709 Silverton Marion OR
## 710 Los Angeles Los Angeles CA
## 711 Los Angeles Los Angeles CA
## 712 Victor Ontario NY
## 713 Pueblo Pueblo CO
## 714 Los Angeles Los Angeles CA
## 715 Selma Fresno CA
## 716 San Diego San Diego CA
## 717 Grand Rapids Kent MI
## 718 Long Beach Los Angeles CA
## 719 Los Angeles Los Angeles CA
## 720 Oregon House Yuba CA
## 721 Arcadia Los Angeles CA
## 722 Bakersfield Kern CA
## 723 Riverside Riverside CA
## 724 Oakland Alameda CA
## 725 Bronx Bronx NY
## 726 Los Angeles Los Angeles CA
## 727 York York PA
## 728 New London Stanly NC
## 729 Upland San Bernardino CA
## 730 Mount Clare Harrison WV
## 731 San Bernardino San Bernardino CA
## 732 Phoenix Maricopa AZ
## 733 Lost Hills Kern CA
## 734 Grand Rapids Kent MI
## 735 Concord Contra Costa CA
## 736 Deland Volusia FL
## 737 Detroit Wayne MI
## 738 Sylmar Los Angeles CA
## 739 Moss Landing Monterey CA
## 740 Paramount Los Angeles CA
## 741 San Diego San Diego CA
## 742 Los Angeles Los Angeles CA
## 743 Mesquite Dallas TX
## 744 Harwood Gonzales TX
## 745 Huntington Malheur OR
## 746 Los Angeles Los Angeles CA
## 747 Dallas Dallas TX
## 748 Gardena Los Angeles CA
## 749 Sacramento Sacramento CA
## 750 Atlanta DeKalb GA
## 751 Phoenix Maricopa AZ
## 752 Sanford Seminole FL
## 753 Madera Madera CA
## 754 Mercer Mercer PA
## 755 Los Angeles Los Angeles CA
## 756 San Diego San Diego CA
## 757 Shafter Kern CA
## 758 Maupin Wasco OR
## 759 Vacaville Solano CA
## 760 Garden Grove Orange CA
## 761 New York New York NY
## 762 Dallas Dallas TX
## 763 Sacramento Sacramento CA
## 764 Mount Hood Parkdale Hood River OR
## 765 Stockton San Joaquin CA
## 766 Syracuse Onondaga NY
## 767 Manteca San Joaquin CA
## 768 Garden Grove Orange CA
## 769 Garden Grove Orange CA
## 770 San Bernardino San Bernardino CA
## 771 Glenwood Cook IL
## 772 Monterey Monterey CA
## 773 Anaheim Orange CA
## 774 Placerville El Dorado CA
## 775 Pickett Fond du Lac WI
## 776 Pasadena Los Angeles CA
## 777 Bronx Bronx NY
## 778 Vista San Diego CA
## 779 Jordan Valley Malheur OR
## 780 Ontario San Bernardino CA
## 781 Saint Paul Ramsey MN
## 782 Fort Lee Bergen NJ
## 783 Chicago Cook IL
## 784 Concord Contra Costa CA
## 785 Concord Contra Costa CA
## 786 Langhorne Bucks PA
## 787 Costa Mesa Orange CA
## 788 Glendale Maricopa AZ
## 789 Los Angeles Los Angeles CA
## 790 Phoenix Maricopa AZ
## 791 Mountain View Santa Clara CA
## 792 Covington Newton GA
## 793 Hacienda Heights Los Angeles CA
## 794 Butler Taylor GA
## 795 Sacramento Sacramento CA
## 796 Dallas Dallas TX
## 797 Atlanta Fulton GA
## 798 Elk River Sherburne MN
## 799 Delano Tulare CA
## 800 Delano Tulare CA
## 801 Lakeport Lake CA
## 802 Austin Travis TX
## 803 Atlanta Fulton GA
## 804 Los Angeles Los Angeles CA
## 805 Los Angeles Los Angeles CA
## 806 Chicago Cook IL
## 807 Los Angeles Los Angeles CA
## 808 Watsonville Santa Cruz CA
## 809 Emeryville Alameda CA
## 810 Perris Riverside CA
## 811 San Francisco San Francisco CA
## 812 Lenexa Johnson KS
## 813 Arcata Humboldt CA
## 814 Chicago Cook IL
## 815 Fillmore Ventura CA
## 816 Raleigh Wake NC
## 817 Fremont Alameda CA
## 818 Walnut Creek Contra Costa CA
## 819 Emeryville Alameda CA
## 820 Watsonville Santa Cruz CA
## 821 El Sobrante Contra Costa CA
## 822 Grantville Coweta GA
## 823 Irvine Orange CA
## 824 Los Angeles Los Angeles CA
## 825 San Diego San Diego CA
## 826 Phoenix Maricopa AZ
## 827 Ontario San Bernardino CA
## 828 Fresno Fresno CA
## 829 Melville Suffolk NY
## 830 Fremont Alameda CA
## 831 Dundee Yamhill OR
## 832 Raleigh Wake NC
## 833 Chino Hills San Bernardino CA
## 834 Beaverton Washington OR
## 835 La Grande Union OR
## 836 Berkeley Alameda CA
## 837 Oakland Alameda CA
## 838 North Brunswick Middlesex NJ
## 839 Willowbrook DuPage IL
## 840 Castle Hayne New Hanover NC
## 841 Davis Yolo CA
## 842 Davis Yolo CA
## 843 San Bernardino San Bernardino CA
## 844 Snelling Merced CA
## 845 Idaho Falls Bonneville ID
## 846 Pittsburgh Allegheny PA
## 847 Dunn Cumberland NC
## 848 Running Springs San Bernardino CA
## 849 Long Beach Los Angeles CA
## 850 San Francisco San Francisco CA
## 851 San Diego San Diego CA
## 852 San Diego San Diego CA
## 853 Pasadena Los Angeles CA
## 854 Gardena Los Angeles CA
## 855 San Diego San Diego CA
## 856 Fresno Fresno CA
## 857 Vallejo Solano CA
## 858 Mount Ephraim Camden NJ
## 859 Swedesboro Gloucester NJ
## 860 Copperopolis Calaveras CA
## 861 Eatontown Monmouth NJ
## 862 San Bernardino San Bernardino CA
## 863 Atlanta Fulton GA
## 864 Visalia Tulare CA
## 865 San Bernardino San Bernardino CA
## 866 Chicago Cook IL
## 867 Fremont Alameda CA
## 868 Silverado Orange CA
## 869 Costa Mesa Orange CA
## 870 Ontario San Bernardino CA
## 871 Luna Pier Monroe MI
## 872 Monte Rio Sonoma CA
## 873 Aromas San Benito CA
## 874 San Juan Bautista San Benito CA
## 875 Forsyth Monroe GA
## 876 Encino Los Angeles CA
## 877 Fowler Fresno CA
## 878 Stockton San Joaquin CA
## 879 Perris Riverside CA
## 880 Dundee Yamhill OR
## 881 Charlotte Mecklenburg NC
## 882 Shamokin Dam Snyder PA
## 883 Chicago Cook IL
## 884 Coalinga Fresno CA
## 885 Siler City Chatham NC
## 886 Nyack Rockland NY
## 887 Paicines San Benito CA
## 888 Burlington Alamance NC
## 889 Matthews Mecklenburg NC
## 890 Saint Cloud Stearns MN
## 891 Los Angeles Los Angeles CA
## 892 Rancho Cordova Sacramento CA
## 893 Bakersfield Kern CA
## 894 Kansas City Wyandotte KS
## 895 Kansas City Clay MO
## 896 Duluth Gwinnett GA
## 897 Portland Multnomah OR
## 898 McArthur Modoc CA
## 899 Ashland Hanover VA
## 900 Federal Way King WA
## 901 Vista San Diego CA
## 902 Rocky Hill Hartford CT
## 903 Bakersfield Kern CA
## 904 Woodstock McHenry IL
## 905 Kansas City Jackson MO
## 906 Saint Cloud Sherburne MN
## 907 Harlan Allen IN
## 908 Chicago Cook IL
## 909 Modesto Stanislaus CA
## 910 Fort Collins Larimer CO
## 911 Delhi Merced CA
## 912 San Francisco San Francisco CA
## 913 Baldwin Park Los Angeles CA
## 914 Silver Creek Chautauqua NY
## 915 Sacramento Sacramento CA
## 916 San Diego San Diego CA
## 917 Culver City Los Angeles CA
## 918 Los Angeles Los Angeles CA
## 919 Tustin Orange CA
## 920 Los Angeles Los Angeles CA
## 921 Petaluma Marin CA
## 922 Kingston Ulster NY
## 923 Los Angeles Los Angeles CA
## 924 Marysville Yuba CA
## 925 Sandstone Pine MN
## 926 Santa Paula Ventura CA
## 927 Florence Pinal AZ
## 928 Bell Gardens Los Angeles CA
## 929 Sacramento Sacramento CA
## 930 Plano Collin TX
## 931 Antelope Sacramento CA
## 932 Milpitas Santa Clara CA
## 933 Antioch Contra Costa CA
## 934 Gilchrist Klamath OR
## 935 Harwood Gonzales TX
## 936 Cupertino Santa Clara CA
## 937 Durham Durham NC
## 938 San Juan Bautista San Benito CA
## 939 San Diego San Diego CA
## 940 Goleta Santa Barbara CA
## 941 Waynesville Haywood NC
## 942 Marysville Yuba CA
## 943 Rancho Cucamonga San Bernardino CA
## 944 Gary Lake IN
## 945 Los Angeles Los Angeles CA
## 946 Los Angeles Los Angeles CA
## 947 Bronx Bronx NY
## 948 San Diego San Diego CA
## 949 Hughesville Lycoming PA
## 950 Oceanside San Diego CA
## 951 Philipsburg Centre PA
## 952 Austin Travis TX
## 953 Carson Los Angeles CA
## 954 Roseburg Douglas OR
## 955 North Hollywood Los Angeles CA
## 956 Seal Beach Orange CA
## 957 Saint Paul Ramsey MN
## 958 Phoenix Maricopa AZ
## 959 Oceanside San Diego CA
## 960 Newhall Los Angeles CA
## 961 Westport Fairfield CT
## 962 San Diego San Diego CA
## 963 Idanha Marion OR
## 964 Jacksonville Duval FL
## 965 Raleigh Wake NC
## 966 Los Angeles Los Angeles CA
## 967 Atlanta DeKalb GA
## 968 Sausalito Marin CA
## 969 Louisburg Franklin NC
## 970 Rancho Cucamonga San Bernardino CA
## 971 Staten Island Richmond NY
## 972 Milwaukee Milwaukee WI
## 973 Lisle DuPage IL
## 974 Isle Mille Lacs MN
## 975 Sutherlin Douglas OR
## 976 Escondido San Diego CA
## 977 Concord Cabarrus NC
## 978 Long Beach Los Angeles CA
## 979 Sunland Los Angeles CA
## 980 Kansas City Jackson MO
## 981 Sacramento Sacramento CA
## 982 Downers Grove DuPage IL
## 983 Tonawanda Erie NY
## 984 Sacramento Sacramento CA
## 985 Mount Shasta Siskiyou CA
## 986 Paso Robles San Luis Obispo CA
## 987 Ontario San Bernardino CA
## 988 Romulus Wayne MI
## 989 Napa Napa CA
## 990 Novi Oakland MI
## 991 Westbury Nassau NY
## 992 Elliston Montgomery VA
## 993 Carson Los Angeles CA
## 994 Livingston Park MT
## 995 Norfolk Norfolk VA
## 996 Littlefield Mohave AZ
## 997 Macon Macon-Bibb County GA
## 998 Apple Valley San Bernardino CA
## 999 Eugene Lane OR
## 1000 Yorktown Heights Westchester NY
## 1001 Madera Madera CA
## 1002 Minneapolis Anoka MN
## 1003 Los Angeles Los Angeles CA
## 1004 Bellmawr Camden NJ
## 1005 Chino San Bernardino CA
## 1006 Colonia Middlesex NJ
## 1007 Royal Oak Oakland MI
## 1008 Newburgh Orange NY
## 1009 Staten Island Richmond NY
## 1010 Big Rapids Mecosta MI
## 1011 Los Altos Santa Clara CA
## 1012 Sherman Oaks Los Angeles CA
## 1013 Petaluma Sonoma CA
## 1014 Mercer Island King WA
## 1015 Charlotte Mecklenburg NC
## 1016 Charlotte Mecklenburg NC
## 1017 Mesa Maricopa AZ
## 1018 Riverton Burlington NJ
## 1019 Woodland Hills Los Angeles CA
## 1020 Whittier Los Angeles CA
## 1021 Ladera Ranch Orange CA
## 1022 Paradise Butte CA
## 1023 Saint Clair Shores Macomb MI
## 1024 Saint Clair Shores Macomb MI
## 1025 California City Kern CA
## 1026 National City San Diego CA
## 1027 National City San Diego CA
## 1028 Burlingame San Mateo CA
## 1029 Berkeley Alameda CA
## 1030 Austin Travis TX
## 1031 Riverside Riverside CA
## 1032 Cascade Cascade MT
## 1033 Reno Washoe NV
## 1034 Portland Multnomah OR
## 1035 Lisle DuPage IL
## 1036 Oakridge Lane OR
## 1037 Yonkers Westchester NY
## 1038 Allentown Lehigh PA
## 1039 Orangeburg Rockland NY
## 1040 Seneca Falls Seneca NY
## 1041 Vista San Diego CA
## 1042 Long Beach Los Angeles CA
## 1043 Maricopa Pinal AZ
## 1044 Tempe Maricopa AZ
## 1045 Redlands San Bernardino CA
## 1046 Arroyo Grande San Luis Obispo CA
## 1047 Tuxedo Park Orange NY
## 1048 Crestline San Bernardino CA
## 1049 Bend Deschutes OR
## 1050 Palmdale Los Angeles CA
## 1051 Saint Clair Shores Macomb MI
## 1052 San Marcos San Diego CA
## 1053 Rosemead Los Angeles CA
## 1054 Von Ormy Bexar TX
## 1055 Mojave Kern CA
## 1056 Albemarle Stanly NC
## 1057 Atlanta Dekalb GA
## 1058 Egg Harbor Twp Atlantic NJ
## 1059 Phoenix Maricopa AZ
## 1060 Oak Harbor Island WA
## 1061 Lawnside Camden NJ
## 1062 Yorktown Delaware IN
## 1063 Central Valley Orange NY
## 1064 Highland Falls Orange NY
## 1065 Oakland Alameda CA
## 1066 Oxford Granville NC
## 1067 Hogansville Heard GA
## 1068 North Hollywood Los Angeles CA
## 1069 Fort Worth Tarrant TX
## 1070 Atlanta DeKalb GA
## 1071 Nakina Columbus NC
## 1072 Jamaica Queens NY
## 1073 Riverside Riverside CA
## 1074 Charlotte Mecklenburg NC
## 1075 Corning Tehama CA
## 1076 Austin Travis TX
## 1077 Oak View Ventura CA
## 1078 Tualatin Washington OR
## 1079 Oakland Alameda CA
## 1080 Austin Travis TX
## 1081 Pittsburgh Allegheny PA
## 1082 Dripping Springs Travis TX
## 1083 North Highlands Sacramento CA
## 1084 Sunol Alameda CA
## 1085 Vallejo Solano CA
## 1086 Selinsgrove Snyder PA
## 1087 Santa Cruz Santa Cruz CA
## 1088 Gilroy Santa Clara CA
## 1089 San Bernardino San Bernardino CA
## 1090 Barboursville Cabell WV
## 1091 New York New York NY
## 1092 Forest Ranch Butte CA
## 1093 Los Gatos Santa Clara CA
## 1094 Inglewood Los Angeles CA
## 1095 Inglewood Los Angeles CA
## 1096 Murrieta Riverside CA
## 1097 Rancho Cucamonga San Bernardino CA
## 1098 Irving Dallas TX
## 1099 Weatherford Parker TX
## 1100 Los Angeles Los Angeles CA
## 1101 Anaheim Orange CA
## 1102 Jackson Jackson MI
## 1103 Austin Travis TX
## 1104 Austin Travis TX
## 1105 Charlotte Mecklenburg NC
## 1106 East Hartford Hartford CT
## 1107 Atlanta Fulton GA
## 1108 Sparta Hancock GA
## 1109 Dripping Springs Travis TX
## 1110 Placerville El Dorado CA
## 1111 Warren Somerset NJ
## 1112 West Sacramento Yolo CA
## 1113 Del Rey Fresno CA
## 1114 Moorestown Burlington NJ
## 1115 Charleston Kanawha WV
## 1116 Tulare Tulare CA
## 1117 Crawfordville Taliaferro GA
## 1118 Glendale Maricopa AZ
## 1119 Charlotte Mecklenburg NC
## 1120 Greenwich Western Connecticut CT
## 1121 Allentown Lehigh PA
## 1122 Overland Park Johnson KS
## 1123 San Bernardino San Bernardino CA
## 1124 San Bernardino San Bernardino CA
## 1125 Lake Elsinore Riverside CA
## 1126 Dallas Dallas TX
## 1127 San Jose Santa Clara CA
## 1128 Cottonwood Shasta CA
## 1129 Acton Los Angeles CA
## 1130 Indianapolis Marion IN
## 1131 Austin Travis TX
## 1132 Irving Dallas TX
## 1133 Medford Jackson OR
## 1134 Orlando Orange FL
## 1135 Marysville Yuba CA
## 1136 Sacramento Sacramento CA
## 1137 Pasadena Los Angeles CA
## 1138 Big Bar Trinity CA
## 1139 Mt Vernon Westchester NY
## 1140 Oceanside San Diego CA
## 1141 Kirkland King WA
## 1142 Klamath Falls Klamath OR
## 1143 Los Angeles Los Angeles CA
## 1144 Los Angeles Los Angeles CA
## 1145 Alexandria Douglas MN
## 1146 Brick Ocean NJ
## 1147 San Diego San Diego CA
## 1148 San Geronimo Marin CA
## 1149 Grand Prairie Tarrant TX
## 1150 Mechanicsburg Cumberland PA
## 1151 Los Angeles Los Angeles CA
## 1152 Escondido San Diego CA
## 1153 Escondido San Diego CA
## 1154 Austin Travis TX
## 1155 Lynwood Los Angeles CA
## 1156 Savannah Chatham GA
## 1157 Lindsay Tulare CA
## 1158 Swannanoa Buncombe NC
## 1159 Diamond Bar Los Angeles CA
## 1160 Chino Hills San Bernardino CA
## 1161 Buffalo Erie NY
## 1162 Kansas City Jackson MO
## 1163 San Jose Santa Clara CA
## 1164 Dallas Dallas TX
## 1165 Portland Multnomah OR
## 1166 Minneapolis Hennepin MN
## 1167 Charlotte Mecklenburg NC
## 1168 Smyrna Cobb GA
## 1169 Kansas City Jackson MO
## 1170 Los Angeles Los Angeles CA
## 1171 Atlanta Fulton GA
## 1172 Sacramento Sacramento CA
## 1173 San Jose Santa Clara CA
## 1174 Fort Thomas Graham AZ
## 1175 Woodbine Camden GA
## 1176 Milpitas Santa Clara CA
## 1177 Island Lake McHenry IL
## 1178 Castaic Los Angeles CA
## 1179 Cary Wake NC
## 1180 Pleasanton Alameda CA
## 1181 Bradenton Manatee FL
## 1182 Antelope Sacramento CA
## 1183 San Bernardino San Bernardino CA
## 1184 Wildomar Riverside CA
## 1185 Sacramento Sacramento CA
## 1186 Murphys Calaveras CA
## 1187 Newburgh Orange NY
## 1188 Westchester Cook IL
## 1189 San Diego San Diego CA
## 1190 Live Oak Sutter CA
## 1191 San Clemente Orange CA
## 1192 Port Chester Westchester NY
## 1193 Kernersville Forsyth NC
## 1194 Anderson Shasta CA
## 1195 Anderson Shasta CA
## 1196 Eugene Lane OR
## 1197 Carson Los Angeles CA
## 1198 Nicholls Coffee GA
## 1199 White Plains Westchester NY
## 1200 Graham Alamance NC
## 1201 Atlanta Fulton GA
## 1202 Campbell Santa Clara CA
## 1203 Philadelphia Philadelphia PA
## 1204 Barboursville Cabell WV
## 1205 Olympia Thurston WA
## 1206 Oakland Alameda CA
## 1207 Tempe Maricopa AZ
## 1208 Santa Cruz Santa Cruz CA
## 1209 Martinsville Morgan IN
## 1210 Suffern Rockland NY
## 1211 Hayward Alameda CA
## 1212 National City San Diego CA
## 1213 New River Maricopa AZ
## 1214 Stockton San Joaquin CA
## 1215 Portland Multnomah OR
## 1216 Riverside Riverside CA
## 1217 Los Angeles Los Angeles CA
## 1218 Whittier Los Angeles CA
## 1219 Vista San Diego CA
## 1220 La Puente Los Angeles CA
## 1221 Irving Tarrant TX
## 1222 Santa Rosa Sonoma CA
## 1223 Dauphin Dauphin PA
## 1224 Whittier Los Angeles CA
## 1225 San Diego San Diego CA
## 1226 Bakersfield Kern CA
## 1227 Charlotte Mecklenburg NC
## 1228 Bellport Suffolk NY
## 1229 Pleasant Hill Contra Costa CA
## 1230 Sacramento Sacramento CA
## 1231 Hillburn Rockland NY
## 1232 Darien Fairfield CT
## 1233 Brookings Curry OR
## 1234 Santa Rosa Sonoma CA
## 1235 Montclair San Bernardino CA
## 1236 Royal Oak Oakland MI
## 1237 Fresno Fresno CA
## 1238 Wofford Heights Kern CA
## 1239 Klamath Falls Klamath OR
## 1240 Long Beach Los Angeles CA
## 1241 Austin Travis TX
## 1242 Inver Grove Heights Dakota MN
## 1243 East Hartford Capitol CT
## 1244 Kansas City Wyandotte KS
## 1245 Hempstead Nassau NY
## 1246 Apple Valley San Bernardino CA
## 1247 Cascade Cascade MT
## 1248 Shingletown Shasta CA
## 1249 La Crescenta Los Angeles CA
## 1250 Waterbury Naugatuck Valley CT
## 1251 Oakland Alameda CA
## 1252 San Diego San Diego CA
## 1253 Seaside Monterey CA
## 1254 Baldwin Park Los Angeles CA
## 1255 Hawthorne Westchester NY
## 1256 Bay Point Contra Costa CA
## 1257 Live Oak Sutter CA
## 1258 White Plains Westchester NY
## 1259 Atlanta Fulton GA
## 1260 Whitehall Lehigh PA
## 1261 Milford Pike PA
## 1262 El Dorado Hills El Dorado CA
## 1263 Wade Cumberland NC
## 1264 Gloucester City Camden NJ
## 1265 Los Angeles Los Angeles CA
## 1266 Arlington Tarrant TX
## 1267 Woodland Yolo CA
## 1268 Martinez Contra Costa CA
## 1269 Los Angeles Los Angeles CA
## 1270 Newark Essex NJ
## 1271 Feura Bush Albany NY
## 1272 Riverside Riverside CA
## 1273 Sacramento Sacramento CA
## 1274 Smyrna Cobb GA
## 1275 Santa Ana Orange CA
## 1276 Cyclone McKean PA
## 1277 Cortlandt Manor Westchester NY
## 1278 Brooklyn Kings NY
## 1279 Charleston Kanawha WV
## 1280 Arlington Tarrant TX
## 1281 Verona Dane WI
## 1282 West Covina Los Angeles CA
## 1283 Covina Los Angeles CA
## 1284 Norwalk Los Angeles CA
## 1285 Syracuse Onondaga NY
## 1286 Tappahannock Essex VA
## 1287 Glendale Los Angeles CA
## 1288 Suffolk Suffolk VA
## 1289 Jordan Valley Malheur OR
## 1290 Gustine Merced CA
## 1291 Danville Contra Costa CA
## 1292 Duncansville Blair PA
## 1293 Atlanta Fulton GA
## 1294 Sunnyvale Santa Clara CA
## 1295 Romulus Wayne MI
## 1296 East Orange Essex NJ
## 1297 Ontario San Bernardino CA
## 1298 Starbuck Pope MN
## 1299 Grand Rapids Kent MI
## 1300 Salinas Monterey CA
## 1301 Newhall Los Angeles CA
## 1302 Portland Multnomah OR
## 1303 Cannon Beach Clatsop OR
## 1304 Rancho Santa Fe San Diego CA
## 1305 Redwood City San Mateo CA
## 1306 Kansas City Wyandotte KS
## 1307 Stamford Fairfield CT
## 1308 Sutton Braxton WV
## 1309 Buena Park Orange CA
## 1310 Lumberton Robeson NC
## 1311 Bellevue King WA
## 1312 Del Valle Travis TX
## 1313 Sacramento Sacramento CA
## 1314 San Bernardino San Bernardino CA
## 1315 Olathe Johnson KS
## 1316 Washington Beaufort NC
## 1317 Echo Umatilla OR
## 1318 Los Angeles Los Angeles CA
## 1319 Detroit Wayne MI
## 1320 Phoenix Maricopa AZ
## 1321 Dallas Dallas TX
## 1322 Minnesota City Winona MN
## 1323 Cantil Kern CA
## 1324 Manhasset Nassau NY
## 1325 Calabasas Los Angeles CA
## 1326 San Jose Santa Clara CA
## 1327 Fort Lee Bergen NJ
## 1328 Sacramento Sacramento CA
## 1329 Bozeman Gallatin MT
## 1330 Mooresville Iredell NC
## 1331 San Lorenzo Alameda CA
## 1332 Los Angeles Los Angeles CA
## 1333 Walnut Los Angeles CA
## 1334 Bellmawr Camden NJ
## 1335 Anaheim Orange CA
## 1336 Atlanta Fulton GA
## 1337 Graham Alamance NC
## 1338 Hightstown Mercer NJ
## 1339 Renton King WA
## 1340 Atlanta Fulton GA
## 1341 Emeryville Alameda CA
## 1342 Watervliet Albany NY
## 1343 Anaheim Orange CA
## 1344 San Jose Santa Clara CA
## 1345 Montrose Los Angeles CA
## 1346 Chino Hills San Bernardino CA
## 1347 Fresno Fresno CA
## 1348 La Crescenta Los Angeles CA
## 1349 Sacramento Sacramento CA
## 1350 Mason Ingham MI
## 1351 Scott Depot Putnam WV
## 1352 Tempe Maricopa AZ
## 1353 Jackson Jackson MI
## 1354 Alamo Contra Costa CA
## 1355 Rodeo Contra Costa CA
## 1356 Point Reyes Station Marin CA
## 1357 Riverside Riverside CA
## 1358 Ontario San Bernardino CA
## 1359 Elmhurst DuPage IL
## 1360 Grand Rapids Kent MI
## 1361 Riverside Riverside CA
## 1362 Murrieta Riverside CA
## 1363 Los Angeles Los Angeles CA
## 1364 Los Angeles Los Angeles CA
## 1365 Rancho Cordova Sacramento CA
## 1366 Hugo Anoka MN
## 1367 Elmhurst DuPage IL
## 1368 Montague Siskiyou CA
## 1369 Belmont Allegany NY
## 1370 Little Neck Queens NY
## 1371 Lynwood Los Angeles CA
## 1372 West Chicago Dupage IL
## 1373 Middletown Middlesex CT
## 1374 Greensboro Guilford NC
## 1375 Charlotte Mecklenburg NC
## 1376 Tyrone Blair PA
## 1377 Brea Orange CA
## 1378 Goleta Santa Barbara CA
## 1379 Decatur DeKalb GA
## 1380 Anaheim Orange CA
## 1381 Feasterville Trevose Bucks PA
## 1382 Grove City Mercer PA
## 1383 Cottonwood Shasta CA
## 1384 Ontario San Bernardino CA
## 1385 Los Angeles Los Angeles CA
## 1386 Los Angeles Los Angeles CA
## 1387 Harshaw Oneida WI
## 1388 Santa Ana Orange CA
## 1389 Boyce Clarke VA
## 1390 Lakewood Ocean NJ
## 1391 Bay Point Contra Costa CA
## 1392 Millbrae San Mateo CA
## 1393 Los Angeles Los Angeles CA
## 1394 Bridgeport Fairfield CT
## 1395 Fennville Allegan MI
## 1396 South Gate Los Angeles CA
## 1397 Temecula Riverside CA
## 1398 Newtown Fairfield CT
## 1399 Reno Washoe NV
## 1400 San Diego San Diego CA
## 1401 Bakersfield Kern CA
## 1402 Gardena Los Angeles CA
## 1403 Santa Ana Orange CA
## 1404 Redwood City San Mateo CA
## 1405 Morrisville Wake NC
## 1406 Valley Springs Calaveras CA
## 1407 Atlanta Dekalb GA
## 1408 Corona Riverside CA
## 1409 Willowbrook DuPage IL
## 1410 Detroit Wayne MI
## 1411 Whittier Los Angeles CA
## 1412 Hesperia San Bernardino CA
## 1413 East Meadow Nassau NY
## 1414 Orange Orange CA
## 1415 Fontana San Bernardino CA
## 1416 Los Angeles Los Angeles CA
## 1417 Diamond Springs El Dorado CA
## 1418 Chandler Maricopa AZ
## 1419 Lynwood Los Angeles CA
## 1420 San Diego San Diego CA
## 1421 Heltonville Monroe IN
## 1422 Cibola La Paz AZ
## 1423 Los Angeles Los Angeles CA
## 1424 Los Angeles Los Angeles CA
## 1425 Anaheim Orange CA
## 1426 Grand Rapids Kent MI
## 1427 Austin Travis TX
## 1428 Indianapolis Marion IN
## 1429 Los Angeles Los Angeles CA
## 1430 Los Angeles Los Angeles CA
## 1431 Toledo Lincoln OR
## 1432 Los Angeles Los Angeles CA
## 1433 Sacramento Sacramento CA
## 1434 Irvine Orange CA
## 1435 Phoenix Maricopa AZ
## 1436 Rensselaer Rensselaer NY
## 1437 Anaheim Orange CA
## 1438 Orinda Contra Costa CA
## 1439 Rye Westchester NY
## 1440 Sacramento Sacramento CA
## 1441 Leland Brunswick NC
## 1442 Ossian Wells IN
## 1443 San Bernardino San Bernardino CA
## 1444 Osterburg Bedford PA
## 1445 Philadelphia Philadelphia PA
## 1446 Pflugerville Travis TX
## 1447 Lodi San Joaquin CA
## 1448 Portland Multnomah OR
## 1449 Brooklyn Kings NY
## 1450 Anaheim Orange CA
## 1451 Bronx Bronx NY
## 1452 Riverside Riverside CA
## 1453 Lombard DuPage IL
## 1454 Compton Los Angeles CA
## 1455 Compton Los Angeles CA
## 1456 Compton Los Angeles CA
## 1457 New York New York NY
## 1458 Gibbstown Gloucester NJ
## 1459 San Diego San Diego CA
## 1460 La Grande Union OR
## 1461 Charlotte Mecklenburg NC
## 1462 Port Reading Middlesex NJ
## 1463 Santa Clarita Los Angeles CA
## 1464 Damascus Clackamas OR
## 1465 Tujunga Los Angeles CA
## 1466 Los Angeles Los Angeles CA
## 1467 Hogansville Troup GA
## 1468 Jersey City Hudson NJ
## 1469 Eugene Lane OR
## 1470 Hawthorne Los Angeles CA
## 1471 Orange Orange CA
## 1472 Anaheim Orange CA
## 1473 San Diego San Diego CA
## 1474 Encinitas San Diego CA
## 1475 Liverpool Onondaga NY
## 1476 Ontario San Bernardino CA
## 1477 Posen Cook IL
## 1478 Oakland Alameda CA
## 1479 Federal Way King WA
## 1480 Highland Mills Orange NY
## 1481 Sparks Washoe NV
## 1482 Sparks Washoe NV
## 1483 Overton Clark NV
## 1484 Blackwood Camden NJ
## 1485 Atlanta Fulton GA
## 1486 Sacramento Sacramento CA
## 1487 Churchville Augusta VA
## 1488 New York New York NY
## 1489 Sacramento Sacramento CA
## 1490 Soquel Santa Cruz CA
## 1491 Baldwin Park Los Angeles CA
## 1492 Norfolk Norfolk VA
## 1493 Paterson Passaic NJ
## 1494 Winston-Salem Forsyth NC
## 1495 Woodland Yolo CA
## 1496 Renton King WA
## 1497 Oak Creek Milwaukee WI
## 1498 Dalton Whitfield GA
## 1499 Fremont Alameda CA
## 1500 Pacifica San Mateo CA
## 1501 San Bernardino San Bernardino CA
## 1502 Eden Prairie Hennepin MN
## 1503 West Sacramento Yolo CA
## 1504 Atlanta Fulton GA
## 1505 La Grande Union OR
## 1506 Woodridge DuPage IL
## 1507 Los Angeles Los Angeles CA
## 1508 Sacramento Sacramento CA
## 1509 Newtown King and Queen VA
## 1510 Augusta Richmond GA
## 1511 Stockton San Joaquin CA
## 1512 Chicago Cook IL
## 1513 Cumberland Cumberland VA
## 1514 Sausalito Marin CA
## 1515 Merced Merced CA
## 1516 San Jose Santa Clara CA
## 1517 Meriden New Haven CT
## 1518 Darien Fairfield CT
## 1519 Hanover Park DuPage IL
## 1520 Phoenix Maricopa AZ
## 1521 Carson Los Angeles CA
## 1522 State College Centre PA
## 1523 Bayonne Hudson NJ
## 1524 Chicago Cook IL
## 1525 Santa Ana Orange CA
## 1526 Oakland Alameda CA
## 1527 Platteville Weld CO
## 1528 Sun Valley Los Angeles CA
## 1529 Chandler Pinal AZ
## 1530 Hebron Capitol CT
## 1531 Long Beach Los Angeles CA
## 1532 Los Angeles Los Angeles CA
## 1533 Los Angeles Los Angeles CA
## 1534 Vida Lane OR
## 1535 Paramount Los Angeles CA
## 1536 Tempe Maricopa AZ
## 1537 Portland Multnomah OR
## 1538 Corona Riverside CA
## 1539 Pittsburgh Allegheny PA
## 1540 Minneapolis Hennepin MN
## 1541 Griffin Spalding GA
## 1542 Dallas Dallas TX
## 1543 Antioch Contra Costa CA
## 1544 Vancouver Clark WA
## 1545 Gladwyne Montgomery PA
## 1546 Laytonville Mendocino CA
## 1547 Quincy Plumas CA
## 1548 Swannanoa Buncombe NC
## 1549 Bronx Bronx NY
## 1550 Running Springs San Bernardino CA
## 1551 El Monte Los Angeles CA
## 1552 El Monte Los Angeles CA
## 1553 Riverside Riverside CA
## 1554 Santa Clara Santa Clara CA
## 1555 Ashby Grant MN
## 1556 Lees Summit Jackson MO
## 1557 New Windsor Orange NY
## 1558 Riverside Riverside CA
## 1559 Tehachapi Kern CA
## 1560 Chino San Bernardino CA
## 1561 Phelan San Bernardino CA
## 1562 New Paltz Ulster NY
## 1563 Grand Rapids Kent MI
## 1564 Austin Travis TX
## 1565 Highland Park Wayne MI
## 1566 Durham Butte CA
## 1567 Marina Monterey CA
## 1568 Gardena Los Angeles CA
## 1569 Riverside Riverside CA
## 1570 Brooklyn Kings NY
## 1571 Brooklyn Kings NY
## 1572 Rancho Cordova Sacramento CA
## 1573 Watsonville Santa Cruz CA
## 1574 Woodbridge Middlesex NJ
## 1575 Atlanta Fulton GA
## 1576 San Quentin Marin CA
## 1577 McLeansville Guilford NC
## 1578 Corona Riverside CA
## 1579 Stockton San Joaquin CA
## 1580 Shelley Bingham ID
## 1581 Roseburg Douglas OR
## 1582 Atlanta DeKalb GA
## 1583 Port Orford Curry OR
## 1584 Claremont Los Angeles CA
## 1585 Corona Queens NY
## 1586 Tujunga Los Angeles CA
## 1587 Charlotte Mecklenburg NC
## 1588 Phelan San Bernardino CA
## 1589 Junction City Lane OR
## 1590 Olivehurst Yuba CA
## 1591 Atlanta Fulton GA
## 1592 Anaheim Orange CA
## 1593 Nyack Rockland NY
## 1594 San Diego San Diego CA
## 1595 San Diego San Diego CA
## 1596 Philadelphia Philadelphia PA
## 1597 Ventura Ventura CA
## 1598 Bronx Bronx NY
## 1599 Lost Hills Kern CA
## 1600 Grand Rapids Kent MI
## 1601 Phoenix Maricopa AZ
## 1602 Elgin Kane IL
## 1603 Los Angeles Los Angeles CA
## 1604 Pottsville Schuylkill PA
## 1605 Colton Clackamas OR
## 1606 Madison Dane WI
## 1607 Atlanta Dekalb GA
## 1608 San Bernardino San Bernardino CA
## 1609 San Jose Santa Clara CA
## 1610 Cupertino Santa Clara CA
## 1611 Wheatland Yuba CA
## 1612 Manton Wexford MI
## 1613 Ontario San Bernardino CA
## 1614 Ontario San Bernardino CA
## 1615 Los Angeles Los Angeles CA
## 1616 Charlotte Mecklenburg NC
## 1617 Atlanta Fulton GA
## 1618 Buffalo Erie NY
## 1619 San Bernardino San Bernardino CA
## 1620 Riverside Riverside CA
## 1621 Bothell Snohomish WA
## 1622 Lafayette Contra Costa CA
## 1623 Oxnard Ventura CA
## 1624 Valley Springs Calaveras CA
## 1625 Enfield Halifax NC
## 1626 Bonsall San Diego CA
## 1627 Kansas City Jackson MO
## 1628 New York New York NY
## 1629 Norwalk Fairfield CT
## 1630 Renton King WA
## 1631 Stamford Fairfield CT
## 1632 Petaluma Sonoma CA
## 1633 Charleston Kanawha WV
## 1634 Austin Travis TX
## 1635 East Berlin York PA
## 1636 Vancouver Clark WA
## 1637 Santa Fe Springs Los Angeles CA
## 1638 Detroit Wayne MI
## 1639 Long Beach Los Angeles CA
## 1640 Yorktown Heights Westchester NY
## 1641 Bedminster Somerset NJ
## 1642 Atlanta Fulton GA
## 1643 Atlanta Fulton GA
## 1644 Grants Pass Josephine OR
## 1645 Fremont Alameda CA
## 1646 Portland Multnomah OR
## 1647 West Harrison Westchester NY
## 1648 Defuniak Springs Walton FL
## 1649 Bronx Bronx NY
## 1650 Modesto Stanislaus CA
## 1651 Red Bluff Tehama CA
## 1652 Rocky Mount Franklin VA
## 1653 Osseo Hennepin MN
## 1654 Fresno Fresno CA
## 1655 Cave Junction Josephine OR
## 1656 Sylmar Los Angeles CA
## 1657 Kent King WA
## 1658 Los Angeles Los Angeles CA
## 1659 Temecula Riverside CA
## 1660 Long Beach Los Angeles CA
## 1661 East Hartford Hartford CT
## 1662 Davis Yolo CA
## 1663 Rancho Cucamonga San Bernardino CA
## 1664 Westminster Orange CA
## 1665 Westminster Orange CA
## 1666 La Puente Los Angeles CA
## 1667 Gilchrist Klamath OR
## 1668 Sherman Oaks Los Angeles CA
## 1669 Lake Elsinore Riverside CA
## 1670 Nipomo San Luis Obispo CA
## 1671 Rodeo Contra Costa CA
## 1672 Chicago Cook IL
## 1673 Cameron Park El Dorado CA
## 1674 San Diego San Diego CA
## 1675 Norwalk Los Angeles CA
## 1676 Los Angeles Los Angeles CA
## 1677 Sacramento Sacramento CA
## 1678 Milwaukee Milwaukee WI
## 1679 Buffalo Erie NY
## 1680 Grand Prairie Dallas TX
## 1681 Duarte Los Angeles CA
## 1682 Dixon Solano CA
## 1683 West Linn Clackamas OR
## 1684 Itasca DuPage IL
## 1685 Itasca DuPage IL
## 1686 Wappingers Falls Dutchess NY
## 1687 Los Angeles Los Angeles CA
## 1688 Allenwood Monmouth NJ
## 1689 Brooklyn Kings NY
## 1690 Philadelphia Philadelphia PA
## 1691 Bakersfield Kern CA
## 1692 Kansas City Jackson MO
## 1693 Martinsville Henry VA
## 1694 Saint Paul Dakota MN
## 1695 Clifton Park Saratoga NY
## 1696 Los Angeles Los Angeles CA
## 1697 Woodbridge Middlesex NJ
## 1698 Shakopee Scott MN
## 1699 Wolf Creek Josephine OR
## 1700 Chambersburg Franklin PA
## 1701 Downers Grove DuPage IL
## 1702 Old Fort McDowell NC
## 1703 Detroit Wayne MI
## 1704 Exeter Tulare CA
## 1705 Moreno Valley Riverside CA
## 1706 Keene Kern CA
## 1707 Canyon Country Los Angeles CA
## 1708 Lincroft Monmouth NJ
## 1709 Oroville Butte CA
## 1710 Weatherford Parker TX
## 1711 Acton Los Angeles CA
## 1712 Hurst Tarrant TX
## 1713 La Verne Los Angeles CA
## 1714 Lithia Springs Douglas GA
## 1715 Berkeley Cook IL
## 1716 Capistrano Beach Orange CA
## 1717 Chandler Maricopa AZ
## 1718 Selkirk Albany NY
## 1719 Kingman Mohave AZ
## 1720 Nanuet Rockland NY
## 1721 Newbury Park Ventura CA
## 1722 Ontario San Bernardino CA
## 1723 Hanford Kings CA
## 1724 Westbury Nassau NY
## 1725 Los Angeles Los Angeles CA
## 1726 Ontario San Bernardino CA
## 1727 Auburn King WA
## 1728 Mesa Maricopa AZ
## 1729 Milford Pike PA
## 1730 Whittier Los Angeles CA
## 1731 Sacramento Sacramento CA
## 1732 Lake Station Lake IN
## 1733 Kentfield Marin CA
## 1734 New Brunswick Middlesex NJ
## 1735 Carlsbad San Diego CA
## 1736 Spicer Kandiyohi MN
## 1737 Torrance Los Angeles CA
## 1738 Lake Oswego Clackamas OR
## 1739 New City Rockland NY
## 1740 Austin Travis TX
## 1741 Anaheim Orange CA
## 1742 San Bernardino San Bernardino CA
## 1743 Port Reading Middlesex NJ
## 1744 Martinez Contra Costa CA
## 1745 Granite Bay Placer CA
## 1746 Chicago Cook IL
## 1747 Vista San Diego CA
## 1748 Laguna Niguel Orange CA
## 1749 Ontario San Bernardino CA
## 1750 Collegeville Montgomery PA
## 1751 Moreno Valley Riverside CA
## 1752 Winchester Riverside CA
## 1753 Compton Los Angeles CA
## 1754 Milpitas Santa Clara CA
## 1755 Granite Bay Placer CA
## 1756 East Lyme New London CT
## 1757 Bronx Bronx NY
## 1758 Sacramento Sacramento CA
## 1759 Macon Bibb GA
## 1760 Azusa Los Angeles CA
## 1761 Hinsdale Cook IL
## 1762 Lake Elsinore Riverside CA
## 1763 Stillwater Washington MN
## 1764 Fort Worth Tarrant TX
## 1765 Kansas City Clay MO
## 1766 Fresno Fresno CA
## 1767 Los Angeles Los Angeles CA
## 1768 San Andreas Calaveras CA
## 1769 Harrisburg Dauphin PA
## 1770 Whitmore Lake Washtenaw MI
## 1771 Los Angeles Los Angeles CA
## 1772 Los Angeles Los Angeles CA
## 1773 Santa Rosa Sonoma CA
## 1774 Fletcher Buncombe NC
## 1775 Roaring Spring Blair PA
## 1776 Canyon Country Los Angeles CA
## 1777 San Diego San Diego CA
## 1778 Livermore Alameda CA
## 1779 San Bernardino San Bernardino CA
## 1780 Los Gatos Santa Clara CA
## 1781 Bozeman Gallatin MT
## 1782 Oroville Butte CA
## 1783 La Canada Flintridge Los Angeles CA
## 1784 Los Angeles Los Angeles CA
## 1785 Sunnyvale Santa Clara CA
## 1786 Griffin Spalding GA
## 1787 Fulks Run Rockingham VA
## 1788 Augusta Richmond GA
## 1789 Madison Dane WI
## 1790 Tangent Linn OR
## 1791 Milwaukee Milwaukee WI
## 1792 Albany Albany NY
## 1793 Mountain View Santa Clara CA
## 1794 Madison Heights Oakland MI
## 1795 Madera Madera CA
## 1796 Hanford Kings CA
## 1797 Grass Valley Nevada CA
## 1798 Dunn Harnett NC
## 1799 Bonita San Diego CA
## 1800 Annville Lebanon PA
## 1801 Granite City Madison IL
## 1802 Orange Orange CA
## 1803 Vista San Diego CA
## 1804 Vista San Diego CA
## 1805 La Crescenta Los Angeles CA
## 1806 Cardiff by the Sea San Diego CA
## 1807 Cranbury Middlesex NJ
## 1808 Los Angeles Los Angeles CA
## 1809 Leesburg Loudoun VA
## 1810 Alamo Contra Costa CA
## 1811 Cottage Grove Lane OR
## 1812 Holly Oakland MI
## 1813 Suffolk Suffolk VA
## 1814 Blue River Linn OR
## 1815 Waverly Wood WV
## 1816 Sumner Pierce WA
## 1817 Sylmar Los Angeles CA
## 1818 Oakland Alameda CA
## 1819 Tustin Orange CA
## 1820 Seattle King WA
## 1821 Cottonwood Tehama CA
## 1822 Junction City Lane OR
## 1823 Pasadena Los Angeles CA
## 1824 Sacramento Sacramento CA
## 1825 Sacramento Sacramento CA
## 1826 Saint Petersburg Pinellas FL
## 1827 Southfield Oakland MI
## 1828 Bloomington San Bernardino CA
## 1829 The Dalles Wasco OR
## 1830 San Rafael Marin CA
## 1831 Sacramento Sacramento CA
## 1832 Austin Travis TX
## 1833 South San Francisco San Mateo CA
## 1834 Pensacola Escambia FL
## 1835 Rainier Thurston WA
## 1836 Sun Valley Los Angeles CA
## 1837 Irvine Orange CA
## 1838 Leona Valley Los Angeles CA
## 1839 Monterey Monterey CA
## 1840 Decatur DeKalb GA
## 1841 Buffalo Erie NY
## 1842 Norwalk Los Angeles CA
## 1843 Dallas Dallas TX
## 1844 Norwalk Los Angeles CA
## 1845 Isleton Sacramento CA
## 1846 Albert Lea Freeborn MN
## 1847 Pierson Volusia FL
## 1848 La Habra Los Angeles CA
## 1849 Neenah Winnebago WI
## 1850 Tacoma Pierce WA
## 1851 Redlands San Bernardino CA
## 1852 Los Angeles Los Angeles CA
## 1853 Long Beach Los Angeles CA
## 1854 Long Beach Los Angeles CA
## 1855 New Albany Floyd IN
## 1856 Inglewood Los Angeles CA
## 1857 Mechanicsburg Cumberland PA
## 1858 Sherman Oaks Los Angeles CA
## 1859 Universal City Los Angeles CA
## 1860 Glendale Maricopa AZ
## 1861 Ferndale Humboldt CA
## 1862 Adairsville Bartow GA
## 1863 Upland San Bernardino CA
## 1864 San Diego San Diego CA
## 1865 Lewiston Trinity CA
## 1866 Tustin Orange CA
## 1867 Hillside Cook IL
## 1868 Duarte Los Angeles CA
## 1869 Atlanta Fulton GA
## 1870 Newnan Coweta GA
## 1871 Soledad Monterey CA
## 1872 Merced Merced CA
## 1873 Lemont Cook IL
## 1874 Marshall Marin CA
## 1875 Goodview Bedford VA
## 1876 San Diego San Diego CA
## 1877 San Jose Santa Clara CA
## 1878 Napa Napa CA
## 1879 Chicago Cook IL
## 1880 Los Angeles Los Angeles CA
## 1881 Grass Valley Nevada CA
## 1882 Falling Waters Berkeley WV
## 1883 Bishop Mono CA
## 1884 Los Angeles Los Angeles CA
## 1885 Woodburn Marion OR
## 1886 San Bernardino San Bernardino CA
## 1887 San Diego San Diego CA
## 1888 Ventura Ventura CA
## 1889 Saint Cloud Stearns MN
## 1890 Oakland Alameda CA
## 1891 Remington Fauquier VA
## 1892 Deforest Dane WI
## 1893 Santa Fe Springs Los Angeles CA
## 1894 Plainview Nassau NY
## 1895 Clifton Passaic NJ
## 1896 Richmond Contra Costa CA
## 1897 New Enterprise Bedford PA
## 1898 Hayward Alameda CA
## 1899 Newark Essex NJ
## 1900 Brick Monmouth NJ
## 1901 Suamico Brown WI
## 1902 Dallas Dallas TX
## 1903 Sherman Oaks Los Angeles CA
## 1904 Klamath Falls Klamath OR
## 1905 Atlanta Fulton GA
## 1906 Castro Valley Alameda CA
## 1907 Mattawan Van Buren MI
## 1908 Lincoln Park Wayne MI
## 1909 Atlanta Fulton GA
## 1910 Tustin Orange CA
## 1911 Oceanside San Diego CA
## 1912 Granite Bay Placer CA
## 1913 Dallas Dallas TX
## 1914 New York New York NY
## 1915 Boise Ada ID
## 1916 Los Angeles Los Angeles CA
## 1917 Oakland Alameda CA
## 1918 Santa Rosa Sonoma CA
## 1919 Duarte Los Angeles CA
## 1920 La Puente Los Angeles CA
## 1921 West Covina Los Angeles CA
## 1922 Redmond King WA
## 1923 Springfield Lane OR
## 1924 Los Angeles Los Angeles CA
## 1925 Bronx Bronx NY
## 1926 Fullerton Orange CA
## 1927 Pomona Los Angeles CA
## 1928 Los Angeles Los Angeles CA
## 1929 Los Angeles Los Angeles CA
## 1930 Commerce Banks GA
## 1931 Black Canyon City Yavapai AZ
## 1932 Milwaukee Milwaukee WI
## 1933 Saint Paul Dakota MN
## 1934 Corona Riverside CA
## 1935 San Diego San Diego CA
## 1936 Old Fort McDowell NC
## 1937 Newtown Fairfield CT
## 1938 Chatsworth Los Angeles CA
## 1939 Woodland Hills Los Angeles CA
## 1940 Los Angeles Los Angeles CA
## 1941 Royal Oak Oakland MI
## 1942 Los Angeles Los Angeles CA
## 1943 Redwood City San Mateo CA
## 1944 Santa Rosa Sonoma CA
## 1945 Lake Katrine Ulster NY
## 1946 Chambersburg Franklin PA
## 1947 Carson Los Angeles CA
## 1948 McCloud Siskiyou CA
## 1949 Los Angeles Los Angeles CA
## 1950 Los Angeles Los Angeles CA
## 1951 Clearfield Clearfield PA
## 1952 Corona Riverside CA
## 1953 Buckeye Maricopa AZ
## 1954 Surprise Maricopa AZ
## 1955 Montclair San Bernardino CA
## 1956 Downey Los Angeles CA
## 1957 Shawnee Johnson KS
## 1958 Los Angeles Los Angeles CA
## 1959 San Francisco San Francisco CA
## 1960 Saginaw St. Louis MN
## 1961 Secaucus Hudson NJ
## 1962 Decatur DeKalb GA
## 1963 Livingston Park MT
## 1964 Sonora Tuolumne CA
## 1965 Senoia Coweta GA
## 1966 Vallejo Solano CA
## 1967 La Puente Los Angeles CA
## 1968 Anaheim Orange CA
## 1969 San Diego San Diego CA
## 1970 Fresno Fresno CA
## 1971 Southport Fairfield CT
## 1972 Lyburn Logan WV
## 1973 Lebec Los Angeles CA
## 1974 La Palma Orange CA
## 1975 Charlotte Mecklenburg NC
## 1976 Phoenix Maricopa AZ
## 1977 Phoenix Maricopa AZ
## 1978 Fresno Fresno CA
## 1979 Dallas Polk OR
## 1980 Los Angeles Los Angeles CA
## 1981 Peekskill Westchester NY
## 1982 New Rochelle Westchester NY
## 1983 San Jose Santa Clara CA
## 1984 Bridgeport Fairfield CT
## 1985 Valley Village Los Angeles CA
## 1986 Cheshire New Haven CT
## 1987 Phoenix Maricopa AZ
## 1988 Pasadena Los Angeles CA
## 1989 San Bernardino San Bernardino CA
## 1990 Elverta Sacramento CA
## 1991 East Brunswick Middlesex NJ
## 1992 Happy Valley Clackamas OR
## 1993 Chicago Cook IL
## 1994 Baldwin Park Los Angeles CA
## 1995 Sacramento Sacramento CA
## 1996 Ontario Malheur OR
## 1997 Griffin Spalding GA
## 1998 Irvine Orange CA
## 1999 Murrieta Riverside CA
## 2000 Ontario San Bernardino CA
## 2001 Stinson Beach Marin CA
## 2002 St Helena Napa CA
## 2003 Dos Palos Merced CA
## 2004 Cary Wake NC
## 2005 Boulder Creek Santa Cruz CA
## 2006 Delano Tulare CA
## 2007 Ontario San Bernardino CA
## 2008 Grand Terrace San Bernardino CA
## 2009 Oceanside San Diego CA
## 2010 Norris Madison MT
## 2011 Hacienda Heights Los Angeles CA
## 2012 Hoschton Jackson GA
## 2013 Mercer Island King WA
## 2014 Garden Grove Orange CA
## 2015 Braselton Barrow GA
## 2016 Auburn King WA
## 2017 Medford Jackson OR
## 2018 McDonough Henry GA
## 2019 Davis Yolo CA
## 2020 Hamburg Berks PA
## 2021 Los Angeles Los Angeles CA
## 2022 Valley Springs Calaveras CA
## 2023 Brewster Putnam NY
## 2024 Sonora Tuolumne CA
## 2025 Waverly Sussex VA
## 2026 Corona Riverside CA
## 2027 Tustin Orange CA
## 2028 Daly City San Mateo CA
## 2029 Elmhurst Cook IL
## 2030 Boonville Yadkin NC
## 2031 Downers Grove DuPage IL
## 2032 Savannah Chatham GA
## 2033 Los Angeles Los Angeles CA
## 2034 Camarillo Ventura CA
## 2035 Hogansville Troup GA
## 2036 Santa Ana Orange CA
## 2037 Pasadena Los Angeles CA
## 2038 Newhall Los Angeles CA
## 2039 Altoona Blair PA
## 2040 Austin Travis TX
## 2041 Garberville Humboldt CA
## 2042 Alexandria Fairfax County VA
## 2043 Los Angeles Los Angeles CA
## 2044 Palatine Lake IL
## 2045 Renton King WA
## 2046 Irving Tarrant TX
## 2047 Irving Tarrant TX
## 2048 Ontario San Bernardino CA
## 2049 San Mateo San Mateo CA
## 2050 Gustine Merced CA
## 2051 Lodi San Joaquin CA
## 2052 Nutley Essex NJ
## 2053 Fontana San Bernardino CA
## 2054 Hayesville Clay NC
## 2055 Wasco Sherman OR
## 2056 Osterburg Bedford PA
## 2057 Dallas Dallas TX
## 2058 Pittsburgh Allegheny PA
## 2059 Santa Rosa Sonoma CA
## 2060 Willowbrook DuPage IL
## 2061 Cottage Grove Lane OR
## 2062 Eugene Lane OR
## 2063 Los Angeles Los Angeles CA
## 2064 Tustin Orange CA
## 2065 Carteret Middlesex NJ
## 2066 Alamo Contra Costa CA
## 2067 Atlanta Cobb GA
## 2068 Los Angeles Los Angeles CA
## 2069 Winchester Frederick VA
## 2070 Balch Springs Dallas TX
## 2071 Atlanta Fulton GA
## 2072 Nyack Rockland NY
## 2073 Saratoga Santa Clara CA
## 2074 Whittier Los Angeles CA
## 2075 Moorpark Ventura CA
## 2076 Fall City King WA
## 2077 Anaheim Orange CA
## 2078 Encinitas San Diego CA
## 2079 North Hills Los Angeles CA
## 2080 Schenectady Albany NY
## 2081 Byron Olmsted MN
## 2082 Riverside Riverside CA
## 2083 Sisters Deschutes OR
## 2084 Bellmawr Camden NJ
## 2085 Palmdale Los Angeles CA
## 2086 Artesia Los Angeles CA
## 2087 Buena Park Orange CA
## 2088 Huntly Rappahannock VA
## 2089 La Grande Union OR
## 2090 Itasca DuPage IL
## 2091 Clarkston DeKalb GA
## 2092 East Brunswick Middlesex NJ
## 2093 Southfield Oakland MI
## 2094 Mill Valley Marin CA
## 2095 Hesperia San Bernardino CA
## 2096 South Holland Cook IL
## 2097 Exeter Tulare CA
## 2098 Raleigh Wake NC
## 2099 Duluth Gwinnett GA
## 2100 Rhinebeck Dutchess NY
## 2101 San Bernardino San Bernardino CA
## 2102 Atlanta Fulton GA
## 2103 Tracy San Joaquin CA
## 2104 Mankato Blue Earth MN
## 2105 San Bernardino San Bernardino CA
## 2106 Riverside Riverside CA
## 2107 Madera Madera CA
## 2108 Edison Middlesex NJ
## 2109 Monsey Rockland NY
## 2110 Atlanta Fulton GA
## 2111 Santa Barbara Santa Barbara CA
## 2112 Sacramento Sacramento CA
## 2113 Marshall Lyon MN
## 2114 Bakersfield Kern CA
## 2115 Atlanta Fulton GA
## 2116 Sunnyvale Santa Clara CA
## 2117 Atlanta Fulton GA
## 2118 Silver Lake McLeod MN
## 2119 Kelso Cowlitz WA
## 2120 Crestline San Bernardino CA
## 2121 Plano Collin TX
## 2122 Los Altos Santa Clara CA
## 2123 Forest Park Clayton GA
## 2124 March Air Reserve Base Riverside CA
## 2125 Owatonna Steele MN
## 2126 Oakdale Stanislaus CA
## 2127 Tracy San Joaquin CA
## 2128 Long Barn Tuolumne CA
## 2129 Compton Los Angeles CA
## 2130 Elizabethtown Bladen NC
## 2131 Soda Springs Nevada CA
## 2132 Corona Riverside CA
## 2133 Orange Orange CA
## 2134 Madera Madera CA
## 2135 Clarkston Dekalb GA
## 2136 Muskegon Muskegon MI
## 2137 Hacienda Heights Los Angeles CA
## 2138 Saint Paul Ramsey MN
## 2139 Portland Multnomah OR
## 2140 Portland Washington OR
## 2141 Hesperia San Bernardino CA
## 2142 Patterson Stanislaus CA
## 2143 Dixon Solano CA
## 2144 Winder Barrow GA
## 2145 Maple Grove Hennepin MN
## 2146 Le Roy Genesee NY
## 2147 Gilchrist Klamath OR
## 2148 Antioch Contra Costa CA
## 2149 Sheppton Schuylkill PA
## 2150 Valley Stream Nassau NY
## 2151 San Diego San Diego CA
## 2152 Junction City Talbot GA
## 2153 Rosemead Los Angeles CA
## 2154 Commerce Banks GA
## 2155 Martinez Contra Costa CA
## 2156 Rio Oso Sutter CA
## 2157 Pinckney Livingston MI
## 2158 Redwood City San Mateo CA
## 2159 Citrus Heights Sacramento CA
## 2160 San Jose Santa Clara CA
## 2161 Phoenix Maricopa AZ
## 2162 San Diego San Diego CA
## 2163 Teaneck Bergen NJ
## 2164 Staunton Augusta VA
## 2165 Chemult Klamath OR
## 2166 Chemult Klamath OR
## 2167 Wayne Montgomery PA
## 2168 Bakersfield Kern CA
## 2169 San Pablo Contra Costa CA
## 2170 Perris Riverside CA
## 2171 Grantville Dauphin PA
## 2172 North Highlands Sacramento CA
## 2173 Decatur DeKalb GA
## 2174 Bozeman Gallatin MT
## 2175 Hacienda Heights Los Angeles CA
## 2176 Coos Bay Coos OR
## 2177 Cliffwood Monmouth NJ
## 2178 Los Angeles Los Angeles CA
## 2179 Costa Mesa Orange CA
## 2180 Vista San Diego CA
## 2181 Escondido San Diego CA
## 2182 Avila Beach San Luis Obispo CA
## 2183 Sacramento Sacramento CA
## 2184 Pendleton Umatilla OR
## 2185 San Diego San Diego CA
## 2186 San Ramon Contra Costa CA
## 2187 Big Timber Sweet Grass MT
## 2188 Union Cass MI
## 2189 Los Angeles Los Angeles CA
## 2190 Hawthorne Los Angeles CA
## 2191 Bogota Bergen NJ
## 2192 Norcross Gwinnett GA
## 2193 Beckley Raleigh WV
## 2194 New York New York NY
## 2195 Duluth Gwinnett GA
## 2196 Redway Humboldt CA
## 2197 Healdsburg Sonoma CA
## 2198 Caledonia Racine WI
## 2199 Sylmar Los Angeles CA
## 2200 Rancho Cucamonga San Bernardino CA
## 2201 Hesperia San Bernardino CA
## 2202 Willow Springs Cook IL
## 2203 Indianapolis Marion IN
## 2204 Santa Fe Springs Los Angeles CA
## 2205 Harlem Columbia GA
## 2206 Los Angeles Los Angeles CA
## 2207 Jamestown Boone IN
## 2208 Fall City King WA
## 2209 Bronx Bronx NY
## 2210 Milford Oakland MI
## 2211 Fontana San Bernardino CA
## 2212 Oakdale Stanislaus CA
## 2213 Juntura Malheur OR
## 2214 Concord Contra Costa CA
## 2215 San Diego San Diego CA
## 2216 Berkeley Alameda CA
## 2217 Merrick Nassau NY
## 2218 La Canada Flintridge Los Angeles CA
## 2219 San Miguel San Luis Obispo CA
## 2220 Dry Branch Twiggs GA
## 2221 Rhinebeck Dutchess NY
## 2222 Oak Park Oakland MI
## 2223 Los Angeles Los Angeles CA
## 2224 San Diego San Diego CA
## 2225 Los Angeles Los Angeles CA
## 2226 Collegeville Montgomery PA
## 2227 Vancouver Clark WA
## 2228 Independence Jackson MO
## 2229 Compton Los Angeles CA
## 2230 Fair Lawn Bergen NJ
## 2231 Burlington Burlington NJ
## 2232 Selma Fresno CA
## 2233 San Jose Santa Clara CA
## 2234 Rio Linda Sacramento CA
## 2235 Crescent Klamath OR
## 2236 Vacaville Solano CA
## 2237 Leland Brunswick NC
## 2238 Modesto Stanislaus CA
## 2239 Selinsgrove Snyder PA
## 2240 Pomona Los Angeles CA
## 2241 Atlanta Fulton GA
## 2242 Mattawan Van Buren MI
## 2243 Arlington Tarrant TX
## 2244 Ventura Ventura CA
## 2245 Colfax Placer CA
## 2246 Los Angeles Los Angeles CA
## 2247 Long Beach Los Angeles CA
## 2248 Fort Worth Tarrant TX
## 2249 Livermore Alameda CA
## 2250 Semora Caswell NC
## 2251 Happy Jack Coconino AZ
## 2252 Milroy Redwood MN
## 2253 Portland Washington OR
## 2254 San Jose Santa Clara CA
## 2255 Twain Harte Tuolumne CA
## 2256 Ontario San Bernardino CA
## 2257 Greentown Pike PA
## 2258 Anaheim Orange CA
## 2259 Oak Creek Milwaukee WI
## 2260 Orange Orange CA
## 2261 Ontario San Bernardino CA
## 2262 Minneapolis Hennepin MN
## 2263 Dallas Dallas TX
## 2264 National City San Diego CA
## 2265 Nicholson Susquehanna PA
## 2266 Sutherlin Douglas OR
## 2267 Mountain Iron St. Louis MN
## 2268 Harbor City Los Angeles CA
## 2269 Anaheim Orange CA
## 2270 Novato Marin CA
## 2271 Petersburg Dinwiddie VA
## 2272 Lansing Ingham MI
## 2273 Sun Valley Los Angeles CA
## 2274 Los Angeles Los Angeles CA
## 2275 Sedona Coconino AZ
## 2276 Baldwin Park Los Angeles CA
## 2277 Warners Onondaga NY
## 2278 Bonsall San Diego CA
## 2279 Palmdale Los Angeles CA
## 2280 Austin Travis TX
## 2281 Raleigh Wake NC
## 2282 Modesto Stanislaus CA
## 2283 San Diego San Diego CA
## 2284 Dallas Dallas TX
## 2285 Chula Vista San Diego CA
## 2286 Garner Wake NC
## 2287 Blue River Linn OR
## 2288 Camden Camden NJ
## 2289 China Grove Rowan NC
## 2290 Phoenix Maricopa AZ
## 2291 Tuxedo Park Orange NY
## 2292 Austin Travis TX
## 2293 Franklin Lakes Bergen NJ
## 2294 Placentia Orange CA
## 2295 Dunn Harnett NC
## 2296 Berkeley Alameda CA
## 2297 Minneapolis Hennepin MN
## 2298 Lodi San Joaquin CA
## 2299 Redwood City San Mateo CA
## 2300 Atlanta DeKalb GA
## 2301 Anaheim Orange CA
## 2302 San Diego San Diego CA
## 2303 Atlanta Fulton GA
## 2304 Elizabethtown Lancaster PA
## 2305 Pleasant Hill Contra Costa CA
## 2306 Long Beach Los Angeles CA
## 2307 San Francisco San Francisco CA
## 2308 Bear Mountain Rockland NY
## 2309 Apex Wake NC
## 2310 San Juan Bautista San Benito CA
## 2311 Seattle King WA
## 2312 Seattle King WA
## 2313 Sacramento Sacramento CA
## 2314 Sacramento Sacramento CA
## 2315 Berkeley Alameda CA
## 2316 Compton Los Angeles CA
## 2317 Santa Cruz Santa Cruz CA
## 2318 Fort Valley Peach GA
## 2319 Irvine Orange CA
## 2320 Hibbing St. Louis MN
## 2321 Schenectady Albany NY
## 2322 Upland San Bernardino CA
## 2323 Dallas Dallas TX
## 2324 King George King George VA
## 2325 Scotts Valley Santa Cruz CA
## 2326 Los Angeles Los Angeles CA
## 2327 Los Angeles Los Angeles CA
## 2328 Manor Travis TX
## 2329 Los Angeles Los Angeles CA
## 2330 Overland Park Johnson KS
## 2331 Atlanta Fulton GA
## 2332 Atlanta Fulton GA
## 2333 Hillside Union NJ
## 2334 Mesa Maricopa AZ
## 2335 Winnemucca Humboldt NV
## 2336 Los Angeles Los Angeles CA
## 2337 Corning Tehama CA
## 2338 Millbrook Dutchess NY
## 2339 Mariposa Mariposa CA
## 2340 Danbury Fairfield CT
## 2341 Sacramento Sacramento CA
## 2342 Inwood Berkeley WV
## 2343 Brooklyn Kings NY
## 2344 Princeton Mercer NJ
## 2345 Indianapolis Marion IN
## 2346 Baker City Baker OR
## 2347 Decatur DeKalb GA
## 2348 East Haven New Haven CT
## 2349 Sanger Fresno CA
## 2350 Elizabeth Union NJ
## 2351 Belmar Monmouth NJ
## 2352 Seattle King WA
## 2353 Los Angeles Los Angeles CA
## 2354 Dallas Dallas TX
## 2355 Los Angeles Los Angeles CA
## 2356 Palmdale Los Angeles CA
## 2357 Oakland Alameda CA
## 2358 Grove City Mercer PA
## 2359 San Mateo San Mateo CA
## 2360 Homeland Riverside CA
## 2361 Mercer Mercer PA
## 2362 Pflugerville Travis TX
## 2363 Collegeville Montgomery PA
## 2364 Hesperia San Bernardino CA
## 2365 Saint Paul Washington MN
## 2366 Commerce Jackson GA
## 2367 Dallas Paulding GA
## 2368 Libertyville Lake IL
## 2369 Matthews Mecklenburg NC
## 2370 Burlingame San Mateo CA
## 2371 Rockwall Rockwall TX
## 2372 Alexandria Douglas MN
## 2373 Trenton Mercer NJ
## 2374 Vista San Diego CA
## 2375 Campbell Santa Clara CA
## 2376 Livermore Alameda CA
## 2377 McCloud Siskiyou CA
## 2378 Baldwin Park Los Angeles CA
## 2379 Baldwin Park Los Angeles CA
## 2380 Baldwin Park Los Angeles CA
## 2381 Bellmawr Camden NJ
## 2382 Los Angeles Los Angeles CA
## 2383 Claremont Los Angeles CA
## 2384 Norwalk Los Angeles CA
## 2385 Santa Fe Springs Los Angeles CA
## 2386 Mojave Kern CA
## 2387 Delhi Merced CA
## 2388 Milpitas Santa Clara CA
## 2389 Tracy San Joaquin CA
## 2390 Asheville Buncombe NC
## 2391 San Luis Obispo San Luis Obispo CA
## 2392 Lake Oswego Clackamas OR
## 2393 Newark Alameda CA
## 2394 Saint Paul Ramsey MN
## 2395 Atlanta Fulton GA
## 2396 Modesto Stanislaus CA
## 2397 Livermore Alameda CA
## 2398 Vancouver Clark WA
## 2399 Saint Paul Ramsey MN
## 2400 Redding Shasta CA
## 2401 Lompoc Santa Barbara CA
## 2402 Seal Beach Orange CA
## 2403 San Jose Santa Clara CA
## 2404 Irving Dallas TX
## 2405 East Hartford Hartford CT
## 2406 Brazil Clay IN
## 2407 Burleson Johnson TX
## 2408 Kent King WA
## 2409 Franklin Park Cook IL
## 2410 Pioneer Amador CA
## 2411 Rollingstone Winona MN
## 2412 Atlanta DeKalb GA
## 2413 Vallejo Solano CA
## 2414 Homeland Riverside CA
## 2415 San Jose Santa Clara CA
## 2416 Los Angeles Los Angeles CA
## 2417 Jersey City Hudson NJ
## 2418 West Hempstead Nassau NY
## 2419 Apple Valley San Bernardino CA
## 2420 Sacramento Sacramento CA
## 2421 Los Angeles Los Angeles CA
## 2422 New Windsor Orange NY
## 2423 Cedar Park Williamson TX
## 2424 Tulare Tulare CA
## 2425 Portland Multnomah OR
## 2426 Atlanta DeKalb GA
## 2427 Bellevue King WA
## 2428 Farmington Oakland MI
## 2429 Paso Robles San Luis Obispo CA
## 2430 Vista San Diego CA
## 2431 San Andreas Calaveras CA
## 2432 Dolan Springs Mohave AZ
## 2433 Walnut Creek Contra Costa CA
## 2434 Cannon Falls Goodhue MN
## 2435 Mountain View Santa Clara CA
## 2436 Garner Johnston NC
## 2437 Lake Katrine Ulster NY
## 2438 Salinas Monterey CA
## 2439 Stockton San Joaquin CA
## 2440 New Hudson Oakland MI
## 2441 Hickory Catawba NC
## 2442 Seattle King WA
## 2443 Hayward Alameda CA
## 2444 Minneapolis Hennepin MN
## 2445 Studio City Los Angeles CA
## 2446 Apex Chatham NC
## 2447 San Leandro Alameda CA
## 2448 Upland San Bernardino CA
## 2449 Armona Kings CA
## 2450 Orange Orange CA
## 2451 Pomona Los Angeles CA
## 2452 Fairfield Solano CA
## 2453 Camino El Dorado CA
## 2454 Los Angeles Los Angeles CA
## 2455 Phoenix Maricopa AZ
## 2456 Springfield Lane OR
## 2457 Libertyville Lake IL
## 2458 Pleasanton Alameda CA
## 2459 Garden City Nassau NY
## 2460 Lawndale Los Angeles CA
## 2461 Vancouver Clark WA
## 2462 San Bernardino San Bernardino CA
## 2463 Los Angeles Los Angeles CA
## 2464 Madera Madera CA
## 2465 Commerce Banks GA
## 2466 Orlando Orange FL
## 2467 Jeffersonville Clark IN
## 2468 Minneapolis Hennepin MN
## 2469 Joliet Will IL
## 2470 Fort Worth Tarrant TX
## 2471 San Miguel San Luis Obispo CA
## 2472 Vancouver Clark WA
## 2473 Channahon Will IL
## 2474 Sandstone Pine MN
## 2475 Andover Allegany NY
## 2476 Phoenix Maricopa AZ
## 2477 Milwaukee Milwaukee WI
## 2478 Arvin Kern CA
## 2479 Springfield Fairfax VA
## 2480 Garden Grove Orange CA
## 2481 Nehalem Tillamook OR
## 2482 Inwood Berkeley WV
## 2483 Chicago Cook IL
## 2484 Esparto Yolo CA
## 2485 Phoenix Maricopa AZ
## 2486 Charlotte Mecklenburg NC
## 2487 Vallejo Solano CA
## 2488 Farmington Oakland MI
## 2489 Atlanta DeKalb GA
## 2490 Olivehurst Yuba CA
## 2491 Carmichael Sacramento CA
## 2492 Burney Shasta CA
## 2493 Long Beach Los Angeles CA
## 2494 San Bernardino San Bernardino CA
## 2495 Antelope Sacramento CA
## 2496 Los Alamitos Orange CA
## 2497 Staten Island Richmond NY
## 2498 Sacramento Sacramento CA
## 2499 Inglewood Los Angeles CA
## 2500 Inglewood Los Angeles CA
## 2501 Long Beach Los Angeles CA
## 2502 San Diego San Diego CA
## 2503 Fresno Fresno CA
## 2504 Ocala Marion FL
## 2505 Vista San Diego CA
## 2506 Saint Clair Shores Macomb MI
## 2507 Benicia Solano CA
## 2508 Lenexa Johnson KS
## 2509 Austin Travis TX
## 2510 Union City Alameda CA
## 2511 Mooresville Iredell NC
## 2512 Wickenburg Yavapai AZ
## 2513 Chicago Cook IL
## 2514 Kirkville Madison NY
## 2515 Philadelphia Philadelphia PA
## 2516 Gardena Los Angeles CA
## 2517 Madera Madera CA
## 2518 Blackwood Camden NJ
## 2519 Bellmore Nassau NY
## 2520 Corona Riverside CA
## 2521 Lake Arrowhead San Bernardino CA
## 2522 Charlotte Mecklenburg NC
## 2523 Glendale Los Angeles CA
## 2524 Charleston Kanawha WV
## 2525 Atlanta Clayton GA
## 2526 Anaheim Orange CA
## 2527 Phoenix Maricopa AZ
## 2528 Portland Multnomah OR
## 2529 Colton San Bernardino CA
## 2530 Colton San Bernardino CA
## 2531 Claremont Los Angeles CA
## 2532 Bloomington San Bernardino CA
## 2533 Phelan San Bernardino CA
## 2534 East Brunswick Middlesex NJ
## 2535 Sunnyvale Dallas TX
## 2536 Muskegon Muskegon MI
## 2537 Riverside Riverside CA
## 2538 Riverside Riverside CA
## 2539 Kingston Ulster NY
## 2540 Danville Contra Costa CA
## 2541 Hollister San Benito CA
## 2542 Thousand Oaks Ventura CA
## 2543 Moreno Valley Riverside CA
## 2544 Inwood Berkeley WV
## 2545 Brooklyn Kings NY
## 2546 Conley DeKalb GA
## 2547 Hackensack Bergen NJ
## 2548 Los Angeles Los Angeles CA
## 2549 Butler Taylor GA
## 2550 Forest Park Cook IL
## 2551 Rensselaer Rensselaer NY
## 2552 Hawthorne Westchester NY
## 2553 Grand Rapids Kent MI
## 2554 Port Chester Westchester NY
## 2555 Foothill Ranch Orange CA
## 2556 Paso Robles San Luis Obispo CA
## 2557 Romulus Wayne MI
## 2558 Ukiah Mendocino CA
## 2559 Parsippany Morris NJ
## 2560 Milpitas Santa Clara CA
## 2561 Jackson Jackson MI
## 2562 Fowler Fresno CA
## 2563 Bend Deschutes OR
## 2564 Paramount Los Angeles CA
## Zipcode Timezone Weather_Timestamp Temperature.F. Wind_Chill.F.
## 1 44131 US/Eastern 2022-09-08 06:53:00 63 63
## 2 17408 US/Eastern 2022-09-08 04:53:00 65 65
## 3 19335 US/Eastern 2022-09-08 06:35:00 61 61
## 4 33478 US/Eastern 2022-09-08 04:55:00 77 76
## 5 60451 US/Central 2022-09-08 04:35:00 61 61
## 6 34420 US/Eastern 2022-09-08 06:51:00 73 73
## 7 23847 US/Eastern 2022-09-08 00:35:00 69 69
## 8 19462 US/Eastern 2022-09-08 05:55:00 60 60
## 9 11209 US/Eastern 2022-09-08 05:51:00 65 65
## 10 19129 US/Eastern 2022-09-08 03:55:00 62 62
## 11 29615 US/Eastern 2022-09-08 15:53:00 84 84
## 12 46256 US/Eastern 2022-09-08 15:55:00 79 79
## 13 46237 US/Eastern 2022-09-08 15:54:00 79 79
## 14 92706 US/Pacific 2022-09-08 08:53:00 81 81
## 15 15801-3870 US/Eastern 2022-09-08 12:53:00 70 70
## 16 98001 US/Pacific 2022-09-08 09:53:00 64 64
## 17 91331 US/Pacific 2022-09-08 08:00:00 81 81
## 18 46256 US/Eastern 2022-09-08 13:35:00 77 77
## 19 17011 US/Eastern 2022-09-08 12:56:00 76 76
## 20 94602 US/Pacific 2022-09-08 09:53:00 78 78
## 21 06042-1727 US/Eastern 2022-09-08 10:53:00 71 71
## 22 37204 US/Central 2022-09-08 09:53:00 77 77
## 23 94066 US/Pacific 2022-09-08 07:56:00 69 69
## 24 37207 US/Central 2022-09-08 09:53:00 77 77
## 25 27405 US/Eastern 2022-09-08 10:14:00 71 71
## 26 90240 US/Pacific 2022-09-08 07:47:00 75 75
## 27 84115 US/Mountain 2022-09-08 07:54:00 77 77
## 28 48813 US/Eastern 2022-09-08 07:55:00 49 49
## 29 95304 US/Pacific 2022-09-08 07:55:00 84 84
## 30 96003 US/Pacific 2022-09-08 07:53:00 83 83
## 31 46217 US/Eastern 2022-09-08 09:54:00 69 69
## 32 28083 US/Eastern 2022-09-08 09:55:00 73 73
## 33 06810-4134 US/Eastern 2022-09-08 10:05:00 71 71
## 34 16933-9705 US/Eastern 2022-09-08 06:17:00 64 64
## 35 28083 US/Eastern 2022-09-08 09:55:00 73 73
## 36 37918 US/Eastern 2022-09-08 09:53:00 71 71
## 37 94710 US/Pacific 2022-09-08 04:53:00 65 65
## 38 37204 US/Central 2022-09-08 07:53:00 70 70
## 39 68124 US/Central 2022-09-08 08:55:00 67 67
## 40 32024 US/Eastern 2022-09-08 09:35:00 75 75
## 41 37207 US/Central 2022-09-08 08:53:00 73 73
## 42 54911 US/Central 2022-09-08 07:45:00 63 63
## 43 60616-1146 US/Central 2022-09-08 06:53:00 65 65
## 44 02122 US/Eastern 2022-09-08 08:54:00 66 66
## 45 19462 US/Eastern 2022-09-08 07:35:00 62 62
## 46 61822 US/Central 2022-09-08 07:53:00 64 64
## 47 33407 US/Eastern 2022-09-08 08:53:00 82 82
## 48 19034-2701 US/Eastern 2022-09-08 08:55:00 70 70
## 49 18020 US/Eastern 2022-09-08 07:51:00 65 65
## 50 60523 US/Central 2022-09-08 06:53:00 65 65
## 51 60440 US/Central 2022-09-08 05:50:00 59 59
## 52 06511 US/Eastern 2022-09-08 07:53:00 64 64
## 53 34203 US/Eastern 2022-09-08 07:53:00 76 76
## 54 46217 US/Eastern 2022-09-08 06:54:00 60 60
## 55 23230-1918 US/Eastern 2022-09-08 06:54:00 68 68
## 56 19144 US/Eastern 2022-09-08 06:54:00 64 64
## 57 76102 US/Central 2022-09-08 05:53:00 72 72
## 58 06902 US/Eastern 2022-09-07 04:34:00 64 64
## 59 32303 US/Eastern 2022-09-06 22:53:00 78 78
## 60 94089 US/Pacific 2022-09-07 18:15:00 82 82
## 61 53913 US/Central 2022-09-07 19:35:00 72 72
## 62 34240 US/Eastern 2022-09-07 20:53:00 76 76
## 63 29611 US/Eastern 2022-09-07 03:53:00 75 75
## 64 60163 US/Central 2022-09-07 18:51:00 76 76
## 65 33609 US/Eastern 2022-09-07 19:24:00 86 86
## 66 98115 US/Pacific 2022-09-07 15:53:00 76 76
## 67 46254 US/Eastern 2022-09-07 18:53:00 77 77
## 68 46240 US/Eastern 2022-09-07 18:53:00 77 77
## 69 32725 US/Eastern 2022-09-07 18:53:00 81 81
## 70 08753 US/Eastern 2022-09-07 06:08:00 66 66
## 71 77375 US/Central 2022-09-07 16:53:00 76 76
## 72 33143 US/Eastern 2022-09-07 16:53:00 84 84
## 73 32835 US/Eastern 2022-09-07 15:53:00 85 85
## 74 33714 US/Eastern 2022-09-07 17:29:00 83 83
## 75 43215 US/Eastern 2022-09-07 15:51:00 78 78
## 76 32765 US/Eastern 2022-09-07 15:53:00 86 86
## 77 35750 US/Central 2022-09-07 15:35:00 84 84
## 78 43551 US/Eastern 2022-09-07 15:53:00 77 77
## 79 28327-9742 US/Eastern 2022-09-07 11:56:00 85 85
## 80 38125 US/Central 2022-09-07 12:50:00 84 84
## 81 73114 US/Central 2022-09-07 12:53:00 88 88
## 82 40229 US/Eastern 2022-09-07 12:56:00 80 80
## 83 17963 US/Eastern 2022-09-07 12:29:00 66 66
## 84 35444-1019 US/Central 2022-09-07 12:53:00 84 84
## 85 75061 US/Central 2022-09-07 11:53:00 89 89
## 86 37763-6230 US/Eastern 2022-09-07 12:26:00 80 80
## 87 92110 US/Pacific 2022-09-07 05:51:00 74 74
## 88 55114 US/Central 2022-09-07 11:53:00 82 82
## 89 94589 US/Pacific 2022-09-07 08:54:00 75 75
## 90 27051-9556 US/Eastern 2022-09-07 11:54:00 81 81
## 91 37211 US/Central 2022-09-07 10:53:00 79 79
## 92 37211 US/Central 2022-09-07 10:53:00 79 79
## 93 37211 US/Central 2022-09-07 09:53:00 76 76
## 94 37217 US/Central 2022-09-07 09:53:00 76 76
## 95 22401 US/Eastern 2022-09-07 10:35:00 74 74
## 96 37167 US/Central 2022-09-07 09:53:00 76 76
## 97 98036 US/Pacific 2022-09-07 06:53:00 57 57
## 98 60616-1146 US/Central 2022-09-07 08:53:00 72 72
## 99 98178-2081 US/Pacific 2022-09-07 07:53:00 60 60
## 100 55438 US/Central 2022-09-07 08:53:00 70 70
## 101 38106 US/Central 2022-09-07 07:54:00 76 76
## 102 78208 US/Central 2022-09-07 07:51:00 75 75
## 103 55118 US/Central 2022-09-07 07:53:00 68 68
## 104 28262 US/Eastern 2022-09-07 08:55:00 72 72
## 105 60126 US/Central 2022-09-07 08:51:00 69 69
## 106 60018 US/Central 2022-09-07 07:51:00 67 67
## 107 60018 US/Central 2022-09-07 07:51:00 67 67
## 108 45414 US/Eastern 2022-09-07 07:56:00 63 63
## 109 18104 US/Eastern 2022-09-07 08:55:00 64 64
## 110 47129 US/Eastern 2022-09-07 08:53:00 69 69
## 111 46256 US/Eastern 2022-09-07 08:55:00 63 63
## 112 44125-5308 US/Eastern 2022-09-07 07:53:00 67 67
## 113 60440 US/Central 2022-09-07 06:35:00 63 63
## 114 19038 US/Eastern 2022-09-07 06:55:00 66 66
## 115 06450 US/Eastern 2022-09-07 12:35:00 72 72
## 116 30363 US/Eastern 2022-09-07 07:53:00 71 71
## 117 17403-1227 US/Eastern 2022-09-07 07:17:00 68 68
## 118 92618-4237 US/Pacific 2022-09-07 05:53:00 76 76
## 119 48239 US/Eastern 2022-09-07 07:53:00 58 58
## 120 33527 US/Eastern 2022-09-07 07:35:00 77 77
## 121 60126 US/Central 2022-09-07 05:51:00 64 64
## 122 02493 US/Eastern 2022-09-07 07:51:00 61 61
## 123 19053 US/Eastern 2022-09-07 07:54:00 68 68
## 124 18104 US/Eastern 2022-09-07 07:55:00 64 64
## 125 27529 US/Eastern 2022-09-07 07:51:00 73 73
## 126 48503 US/Eastern 2022-09-07 07:53:00 51 51
## 127 37207 US/Central 2022-09-07 06:53:00 71 71
## 128 23607 US/Eastern 2022-09-07 05:55:00 75 75
## 129 08837 US/Eastern 2022-09-07 06:35:00 67 67
## 130 02421-2301 US/Eastern 2022-09-07 06:51:00 59 59
## 131 27606 US/Eastern 2022-09-07 05:51:00 70 70
## 132 27511 US/Eastern 2022-09-07 05:51:00 70 70
## 133 45246-3411 US/Eastern 2022-09-07 05:53:00 61 61
## 134 06902 US/Eastern 2022-09-07 06:56:00 64 64
## 135 22406 US/Eastern 2022-09-06 05:15:00 73 73
## 136 22172 US/Eastern 2022-09-06 05:06:00 76 76
## 137 36117 US/Central 2022-09-06 18:55:00 80 80
## 138 94607 US/Pacific 2022-09-06 18:53:00 81 81
## 139 91770 US/Pacific 2022-09-06 20:53:00 80 80
## 140 19355 US/Eastern 2022-09-06 05:15:00 68 68
## 141 98003 US/Pacific 2022-09-06 01:53:00 59 59
## 142 94578 US/Pacific 2022-09-06 00:54:00 75 75
## 143 98223 US/Pacific 2022-09-05 23:56:00 55 55
## 144 77076 US/Central 2022-09-05 23:53:00 77 77
## 145 44109 US/Eastern 2022-09-06 19:53:00 70 70
## 146 98003 US/Pacific 2022-09-05 23:53:00 59 59
## 147 06515 US/Eastern 2022-09-06 11:02:00 69 69
## 148 46237 US/Eastern 2022-09-06 17:54:00 78 78
## 149 84098 US/Mountain 2022-09-06 17:53:00 78 78
## 150 46220 US/Eastern 2022-09-06 15:53:00 79 79
## 151 12524 US/Eastern 2022-09-06 14:00:00 66 66
## 152 23323 US/Eastern 2022-09-06 13:38:00 87 87
## 153 33127 US/Eastern 2022-09-06 15:51:00 88 88
## 154 97217 US/Pacific 2022-09-06 11:53:00 77 77
## 155 40208 US/Eastern 2022-09-06 14:20:00 83 83
## 156 46250-2101 US/Eastern 2022-09-06 14:35:00 77 77
## 157 07748 US/Eastern 2022-09-06 14:56:00 70 70
## 158 55044 US/Central 2022-09-06 12:15:00 79 79
## 159 70360 US/Central 2022-09-06 12:47:00 81 81
## 160 75253 US/Central 2022-09-06 12:50:00 86 86
## 161 19428 US/Eastern 2022-09-06 13:15:00 69 69
## 162 11575 US/Eastern 2022-09-06 13:41:00 71 71
## 163 43235 US/Eastern 2022-09-06 11:53:00 73 73
## 164 45036 US/Eastern 2022-09-06 12:53:00 73 73
## 165 85719-3555 US/Mountain 2022-09-06 08:56:00 82 82
## 166 85716-2933 US/Mountain 2022-09-06 08:56:00 82 82
## 167 07095 US/Eastern 2022-09-06 10:55:00 72 72
## 168 60471 US/Central 2022-09-06 08:55:00 70 70
## 169 94550 US/Pacific 2022-09-06 07:53:00 78 78
## 170 95817 US/Pacific 2022-09-06 08:53:00 89 89
## 171 02493 US/Eastern 2022-09-06 10:51:00 65 65
## 172 06109 US/Eastern 2022-09-06 10:04:00 64 64
## 173 60628 US/Central 2022-09-06 05:53:00 71 71
## 174 13202 US/Eastern 2022-09-06 09:54:00 67 67
## 175 06103 US/Eastern 2022-09-06 10:39:00 65 65
## 176 33815 US/Eastern 2022-09-06 06:35:00 78 78
## 177 92801-3436 US/Pacific 2022-09-06 05:53:00 73 73
## 178 06450 US/Eastern 2022-09-06 02:53:00 68 68
## 179 60153 US/Central 2022-09-06 08:27:00 70 70
## 180 60643-3620 US/Central 2022-09-06 07:53:00 73 73
## 181 46250 US/Eastern 2022-09-06 07:55:00 66 66
## 182 43205 US/Eastern 2022-09-06 07:51:00 67 67
## 183 19604 US/Eastern 2022-09-06 07:42:00 71 71
## 184 18052 US/Eastern 2022-09-06 08:51:00 69 69
## 185 10604 US/Eastern 2022-09-06 08:56:00 71 71
## 186 19136 US/Eastern 2022-09-06 07:24:00 73 73
## 187 93245-9541 US/Pacific 2022-09-06 04:56:00 72 72
## 188 27278 US/Eastern 2022-09-06 07:53:00 73 73
## 189 23320 US/Eastern 2022-09-06 06:55:00 74 74
## 190 02169-6309 US/Eastern 2022-09-06 07:53:00 64 64
## 191 28202-2230 US/Eastern 2022-09-06 08:31:00 76 76
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## 2561 49201 US/Eastern 2023-03-23 22:56:00 39 39
## 2562 93625 US/Pacific 2023-03-19 20:53:00 57 57
## 2563 97703 US/Pacific 2023-03-19 20:53:00 57 57
## 2564 90723 US/Pacific 2023-03-25 14:53:00 67 67
## Humidity... Pressure.in. Visibility.mi. Wind_Direction Wind_Speed.mph.
## 1 87 29.37 7.00 SSE 3
## 2 93 29.45 9.00 CALM 0
## 3 100 29.26 10.00 N 3
## 4 83 29.79 10.00 CALM 0
## 5 94 29.34 10.00 CALM 0
## 6 96 29.72 10.00 CALM 0
## 7 94 29.78 10.00 CALM 0
## 8 96 29.61 10.00 CALM 0
## 9 75 29.84 10.00 NE 5
## 10 94 29.61 10.00 CALM 0
## 11 51 28.74 10.00 NE 9
## 12 51 29.05 10.00 NE 8
## 13 42 29.10 10.00 ESE 9
## 14 65 29.80 10.00 CALM 0
## 15 63 28.09 10.00 CALM 0
## 16 54 29.79 10.00 N 9
## 17 42 28.84 10.00 CALM 0
## 18 54 29.10 10.00 N 5
## 19 58 29.58 10.00 WSW 3
## 20 58 29.83 10.00 WNW 5
## 21 63 29.92 10.00 NE 7
## 22 48 29.33 10.00 NE 10
## 23 70 29.83 10.00 WNW 5
## 24 48 29.33 10.00 NE 10
## 25 84 28.95 10.00 ENE 10
## 26 76 29.67 10.00 CALM 0
## 27 31 25.76 10.00 SE 7
## 28 97 29.10 10.00 CALM 0
## 29 27 29.76 10.00 NNW 8
## 30 32 29.33 10.00 CALM 0
## 31 68 29.18 10.00 NE 3
## 32 78 29.19 10.00 ENE 8
## 33 63 29.47 10.00 VAR 7
## 34 96 28.96 9.00 CALM 0
## 35 78 29.19 10.00 ENE 8
## 36 75 28.88 10.00 NE 10
## 37 81 29.85 10.00 CALM 0
## 38 71 29.33 10.00 NNE 6
## 39 79 28.87 10.00 SE 5
## 40 100 29.71 4.00 CALM 0
## 41 64 29.33 10.00 NE 9
## 42 94 29.03 7.00 VAR 3
## 43 75 29.39 10.00 CALM 0
## 44 78 29.94 10.00 NNE 10
## 45 96 29.63 10.00 CALM 0
## 46 87 29.25 10.00 ENE 6
## 47 71 29.81 10.00 WSW 5
## 48 73 29.62 10.00 NNE 6
## 49 84 29.55 10.00 CALM 0
## 50 75 29.39 10.00 CALM 0
## 51 100 29.34 10.00 CALM 0
## 52 87 29.95 10.00 N 8
## 53 91 29.76 10.00 ESE 6
## 54 90 29.18 10.00 NE 8
## 55 96 29.71 9.00 VAR 3
## 56 84 29.82 10.00 NNE 7
## 57 91 29.19 10.00 NNE 5
## 58 90 29.53 10.00 NE 6
## 59 84 29.94 10.00 W 3
## 60 54 29.84 8.00 NNW 8
## 61 81 29.04 10.00 CALM 0
## 62 85 29.84 10.00 E 5
## 63 79 28.86 10.00 N 3
## 64 52 29.35 10.00 ENE 8
## 65 65 29.85 10.00 NW 6
## 66 40 30.13 10.00 WNW 10
## 67 50 29.18 10.00 N 7
## 68 50 29.18 10.00 N 7
## 69 79 29.80 10.00 WSW 3
## 70 100 29.87 10.00 NNE 14
## 71 76 29.78 10.00 E 9
## 72 85 29.85 10.00 E 5
## 73 63 29.74 10.00 SSE 12
## 74 79 29.84 10.00 E 3
## 75 48 29.15 10.00 N 13
## 76 72 29.80 10.00 ENE 15
## 77 50 29.14 10.00 NNE 8
## 78 52 29.40 10.00 E 6
## 79 63 29.46 10.00 VAR 5
## 80 62 29.60 10.00 NE 7
## 81 43 28.74 10.00 ENE 8
## 82 52 29.55 10.00 NNE 9
## 83 88 29.47 10.00 ENE 7
## 84 65 29.81 10.00 CALM 0
## 85 53 29.54 10.00 VAR 6
## 86 67 29.06 10.00 VAR 3
## 87 91 29.90 8.00 CALM 0
## 88 62 29.29 10.00 SE 5
## 89 64 29.90 10.00 SW 10
## 90 65 28.96 10.00 NE 10
## 91 62 29.43 10.00 N 9
## 92 62 29.43 10.00 N 9
## 93 71 29.44 10.00 N 8
## 94 71 29.44 10.00 N 8
## 95 81 29.87 10.00 NE 3
## 96 71 29.44 10.00 N 8
## 97 62 29.46 10.00 NNE 3
## 98 71 29.50 10.00 N 6
## 99 72 30.07 10.00 CALM 0
## 100 84 29.22 9.00 CALM 0
## 101 85 29.70 8.00 NNE 5
## 102 90 29.20 10.00 CALM 0
## 103 96 29.44 5.00 N 3
## 104 88 29.24 10.00 N 5
## 105 78 29.45 10.00 N 6
## 106 81 29.44 10.00 N 9
## 107 81 29.44 10.00 N 9
## 108 90 29.05 5.00 NNW 3
## 109 94 29.60 10.00 ENE 6
## 110 84 29.52 10.00 NNE 7
## 111 100 29.21 5.00 CALM 0
## 112 84 29.44 10.00 ESE 3
## 113 100 29.44 4.00 NW 5
## 114 92 29.66 10.00 ENE 7
## 115 60 29.92 10.00 N 12
## 116 87 29.11 10.00 CALM 0
## 117 93 29.47 8.00 E 7
## 118 79 29.85 10.00 SSE 3
## 119 90 29.44 10.00 NNW 5
## 120 91 29.72 10.00 CALM 0
## 121 90 29.41 10.00 NNW 6
## 122 90 29.94 10.00 N 7
## 123 87 29.87 10.00 NE 12
## 124 94 29.60 10.00 NE 8
## 125 90 29.52 10.00 CALM 0
## 126 100 29.29 10.00 CALM 0
## 127 84 29.42 5.00 N 7
## 128 98 29.89 10.00 NE 9
## 129 84 29.97 10.00 NE 7
## 130 93 29.93 10.00 NNE 3
## 131 100 29.50 10.00 CALM 0
## 132 100 29.50 10.00 CALM 0
## 133 93 29.43 4.00 CALM 0
## 134 90 29.55 10.00 NE 6
## 135 91 29.72 5.00 CALM 0
## 136 91 29.91 5.00 S 14
## 137 72 29.82 10.00 CALM 0
## 138 42 29.79 10.00 NNW 12
## 139 74 29.76 10.00 S 5
## 140 100 29.28 1.00 CALM 0
## 141 64 29.60 10.00 NE 6
## 142 66 29.69 10.00 CALM 0
## 143 83 29.94 10.00 NNW 7
## 144 84 29.88 10.00 SSW 3
## 145 73 29.44 10.00 ENE 7
## 146 64 29.61 10.00 N 10
## 147 93 30.02 1.00 NNE 13
## 148 58 29.20 10.00 NE 12
## 149 50 29.25 10.00 N 12
## 150 58 29.19 10.00 VAR 5
## 151 93 29.83 10.00 E 6
## 152 63 29.89 10.00 WSW 9
## 153 62 29.97 10.00 W 6
## 154 34 29.93 10.00 WNW 7
## 155 65 29.51 10.00 VAR 5
## 156 69 29.17 10.00 NE 5
## 157 87 29.81 9.00 E 5
## 158 61 29.10 10.00 SSE 5
## 159 84 30.09 7.00 N 9
## 160 66 29.57 10.00 SE 7
## 161 93 29.65 4.00 E 6
## 162 90 29.91 9.00 CALM 0
## 163 76 29.12 10.00 N 10
## 164 81 29.07 10.00 NNE 8
## 165 29 27.19 10.00 SSE 13
## 166 29 27.19 10.00 SSE 13
## 167 91 29.97 4.00 CALM 0
## 168 91 29.47 10.00 ESE 3
## 169 48 29.36 10.00 CALM 0
## 170 28 29.77 10.00 NE 8
## 171 90 29.97 3.00 E 9
## 172 93 30.06 2.00 N 7
## 173 78 29.42 10.00 N 3
## 174 90 29.59 1.00 NE 5
## 175 90 30.06 2.00 N 7
## 176 92 29.77 8.00 CALM 0
## 177 87 29.67 10.00 CALM 0
## 178 93 29.93 1.00 CALM 0
## 179 84 29.40 10.00 N 7
## 180 76 29.45 10.00 E 6
## 181 100 29.15 7.00 CALM 0
## 182 93 29.18 9.00 N 5
## 183 96 29.60 2.00 CALM 0
## 184 93 29.55 7.00 E 5
## 185 96 29.54 2.00 ESE 3
## 186 93 29.86 5.00 ESE 6
## 187 41 29.50 10.00 S 6
## 188 100 29.87 4.00 CALM 0
## 189 90 29.96 2.00 S 3
## 190 93 30.06 6.00 E 3
## 191 91 29.22 10.00 WSW 6
## 192 90 29.98 7.00 S 6
## 193 58 29.95 10.00 NNW 3
## 194 98 29.66 1.00 WNW 3
## 195 100 29.14 7.00 NE 5
## 196 93 29.86 8.00 ESE 6
## 197 100 29.29 4.00 CALM 0
## 198 92 29.97 10.00 S 5
## 199 84 28.88 8.00 N 7
## 200 96 30.06 4.00 CALM 0
## 201 96 30.05 5.00 ENE 3
## 202 90 29.20 7.00 NE 8
## 203 93 30.01 7.00 VAR 7
## 204 93 29.96 2.00 E 5
## 205 90 29.18 7.00 NNE 10
## 206 90 30.03 8.00 NE 3
## 207 88 30.00 10.00 CALM 0
## 208 96 29.48 10.00 NE 3
## 209 96 29.03 7.00 WSW 3
## 210 72 29.66 10.00 S 5
## 211 76 30.03 10.00 S 9
## 212 38 29.63 10.00 NNW 10
## 213 25 29.60 10.00 W 8
## 214 84 30.04 10.00 CALM 0
## 215 39 29.75 10.00 CALM 0
## 216 93 30.06 6.00 NE 8
## 217 94 29.91 10.00 SSE 7
## 218 65 29.95 10.00 E 12
## 219 93 30.00 6.00 NE 7
## 220 89 28.97 10.00 SSW 8
## 221 74 29.09 10.00 N 9
## 222 63 29.95 10.00 E 9
## 223 90 29.91 5.00 NE 3
## 224 96 29.83 10.00 CALM 0
## 225 100 29.83 2.00 NE 10
## 226 57 29.04 10.00 ESE 7
## 227 71 29.05 10.00 NE 9
## 228 40 28.99 10.00 ESE 7
## 229 70 29.51 10.00 S 5
## 230 88 29.46 7.00 NE 12
## 231 29 29.74 10.00 S 5
## 232 57 28.61 7.00 CALM 0
## 233 74 29.63 10.00 ESE 6
## 234 29 25.60 10.00 E 5
## 235 84 30.10 7.00 NE 3
## 236 67 29.81 10.00 SSE 7
## 237 93 29.27 3.00 SSE 10
## 238 96 28.49 2.00 CALM 0
## 239 96 27.81 2.00 CALM 0
## 240 93 28.50 1.00 SSW 5
## 241 96 28.93 2.00 S 8
## 242 94 29.02 2.00 NNW 3
## 243 85 30.10 10.00 CALM 0
## 244 100 29.39 7.00 NE 3
## 245 97 29.32 7.00 CALM 0
## 246 96 29.49 6.00 CALM 0
## 247 100 29.13 5.00 SE 5
## 248 96 28.96 10.00 NE 5
## 249 96 28.46 2.00 CALM 0
## 250 79 29.09 10.00 CALM 0
## 251 100 29.83 10.00 SSW 3
## 252 94 29.98 2.00 W 10
## 253 94 29.90 10.00 SW 3
## 254 94 30.01 2.00 NE 12
## 255 97 29.47 10.00 E 6
## 256 79 29.95 10.00 CALM 0
## 257 84 29.31 10.00 CALM 0
## 258 96 29.13 7.00 SSW 7
## 259 76 30.07 10.00 SW 3
## 260 85 29.71 10.00 VAR 3
## 261 49 30.08 10.00 ESE 6
## 262 87 30.04 10.00 SSE 7
## 263 91 30.06 10.00 CALM 0
## 264 76 30.07 10.00 CALM 0
## 265 73 30.12 10.00 SW 8
## 266 87 29.13 10.00 ESE 7
## 267 52 29.70 10.00 SSE 8
## 268 90 28.90 10.00 SE 3
## 269 75 29.85 10.00 NW 5
## 270 91 28.85 10.00 ESE 9
## 271 45 29.93 10.00 VAR 3
## 272 27 27.78 9.00 CALM 0
## 273 58 29.37 10.00 S 9
## 274 49 30.01 10.00 WSW 6
## 275 58 29.37 10.00 S 9
## 276 69 30.10 10.00 S 8
## 277 79 28.98 10.00 VAR 3
## 278 65 30.04 10.00 SSW 7
## 279 100 29.67 5.00 CALM 0
## 280 79 29.87 10.00 ESE 6
## 281 93 29.13 4.00 ENE 7
## 282 87 29.39 10.00 N 7
## 283 56 30.11 10.00 W 5
## 284 93 28.82 2.00 CALM 0
## 285 76 30.12 10.00 SSW 7
## 286 91 29.35 6.00 ENE 3
## 287 90 29.20 10.00 ESE 6
## 288 54 30.22 10.00 WNW 5
## 289 64 29.70 10.00 SSE 5
## 290 94 29.14 10.00 SE 3
## 291 77 29.90 10.00 ENE 3
## 292 63 30.15 10.00 SSE 6
## 293 43 29.82 10.00 SSW 12
## 294 46 30.08 10.00 S 12
## 295 39 29.31 10.00 NE 7
## 296 79 29.70 10.00 ESE 15
## 297 54 30.21 10.00 SSE 9
## 298 94 29.19 10.00 SE 7
## 299 53 29.41 10.00 ESE 5
## 300 93 29.32 8.00 S 6
## 301 93 30.07 10.00 SSW 6
## 302 65 29.37 10.00 SSE 5
## 303 87 29.28 10.00 SE 9
## 304 97 29.31 5.00 SSW 3
## 305 84 29.26 10.00 SSE 10
## 306 65 27.24 10.00 WSW 5
## 307 46 29.71 10.00 VAR 3
## 308 56 28.85 10.00 S 8
## 309 73 30.08 10.00 WSW 3
## 310 55 30.28 10.00 CALM 0
## 311 56 30.20 10.00 VAR 6
## 312 61 28.80 10.00 VAR 7
## 313 61 28.80 10.00 VAR 7
## 314 66 29.71 10.00 ESE 3
## 315 64 28.40 10.00 CALM 0
## 316 87 29.44 8.00 CALM 0
## 317 90 30.10 9.00 NE 3
## 318 89 29.61 10.00 CALM 0
## 319 100 29.56 5.00 ENE 3
## 320 66 29.41 10.00 S 6
## 321 37 30.04 10.00 NNE 5
## 322 64 29.70 10.00 SSE 5
## 323 87 29.29 10.00 N 5
## 324 54 29.67 10.00 WNW 5
## 325 64 29.88 10.00 SE 8
## 326 84 28.64 10.00 CALM 0
## 327 70 27.83 10.00 SSE 10
## 328 51 25.18 8.00 VAR 3
## 329 71 28.85 10.00 CALM 0
## 330 55 29.78 9.00 E 3
## 331 52 29.02 10.00 NW 18
## 332 36 29.63 10.00 W 8
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## 336 53 29.18 10.00 CALM 0
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## 342 73 29.33 10.00 CALM 0
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## 344 62 28.62 7.00 SSE 6
## 345 62 29.14 10.00 SSW 3
## 346 51 29.17 10.00 VAR 5
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## 348 46 29.00 10.00 ESE 8
## 349 63 29.99 10.00 E 9
## 350 63 29.85 10.00 SSE 12
## 351 49 29.18 10.00 SSE 6
## 352 51 29.40 10.00 S 10
## 353 46 30.22 10.00 SSE 8
## 354 51 29.17 10.00 VAR 5
## 355 41 30.16 10.00 ENE 8
## 356 53 29.35 10.00 SSE 7
## 357 50 28.91 10.00 SW 12
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## 359 51 28.97 10.00 WSW 9
## 360 16 25.82 10.00 CALM 0
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## 362 51 29.19 10.00 ENE 6
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## 375 71 29.59 8.00 CALM 0
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## 381 56 29.94 10.00 NE 8
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## 383 81 29.49 10.00 CALM 0
## 384 94 30.02 10.00 ENE 3
## 385 100 29.51 3.00 ESE 3
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## 387 100 30.06 1.00 CALM 0
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## 390 67 29.91 10.00 CALM 0
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## 1830 62 29.75 10.00 W 8
## 1831 39 30.12 10.00 SSW 12
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## 1860 50 28.29 10.00 CALM 0
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## 1865 64 30.23 10.00 WNW 14
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## 1874 87 29.70 9.00 E 9
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## 1884 89 29.75 2.00 ESE 9
## 1885 89 29.54 10.00 NE 10
## 1886 54 28.94 5.00 CALM 0
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## 1888 83 30.13 10.00 NE 8
## 1889 89 28.40 10.00 NE 14
## 1890 83 30.00 6.00 S 15
## 1891 14 29.81 10.00 S 12
## 1892 72 29.02 10.00 CALM 0
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## 1894 89 29.99 6.00 NNW 9
## 1895 75 30.02 10.00 CALM 0
## 1896 86 29.75 10.00 CALM 0
## 1897 83 28.26 5.00 SW 17
## 1898 86 29.89 10.00 NNE 5
## 1899 89 29.81 2.00 E 15
## 1900 61 30.12 10.00 W 6
## 1901 57 29.39 10.00 SSW 7
## 1902 58 29.39 10.00 SSE 9
## 1903 62 29.29 10.00 SSE 8
## 1904 84 25.98 10.00 S 5
## 1905 90 28.93 9.00 S 10
## 1906 80 29.99 10.00 SSE 15
## 1907 85 28.67 0.75 W 21
## 1908 76 29.26 6.00 N 10
## 1909 97 29.14 10.00 CALM 0
## 1910 74 30.18 10.00 CALM 0
## 1911 86 30.13 10.00 NE 3
## 1912 82 29.74 10.00 SE 9
## 1913 46 29.07 10.00 SSW 5
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## 1916 31 29.38 10.00 NW 12
## 1917 80 30.02 10.00 W 15
## 1918 97 29.71 2.00 SSE 9
## 1919 90 29.63 3.00 WSW 10
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## 1925 29 30.08 10.00 WNW 16
## 1926 78 29.60 4.00 SSW 13
## 1927 100 28.92 7.00 CALM 0
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## 1930 72 29.94 10.00 CALM 0
## 1931 92 28.29 10.00 WNW 18
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## 1937 54 29.46 10.00 WSW 7
## 1938 67 29.17 10.00 SE 13
## 1939 86 29.11 9.00 SE 13
## 1940 38 29.93 10.00 N 3
## 1941 46 29.49 10.00 SSW 5
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## 1943 76 30.06 10.00 CALM 0
## 1944 89 29.62 7.00 S 8
## 1945 92 29.48 1.00 NE 5
## 1946 42 29.15 10.00 CALM 0
## 1947 39 30.13 10.00 NW 9
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## 1949 50 30.00 10.00 SSW 10
## 1950 80 30.07 3.00 ESE 7
## 1951 16 28.67 10.00 SW 6
## 1952 16 28.67 10.00 SW 6
## 1953 17 28.80 10.00 VAR 3
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## 1955 93 28.99 2.00 CALM 0
## 1956 72 29.94 10.00 CALM 0
## 1957 50 28.92 10.00 E 13
## 1958 17 29.31 10.00 VAR 6
## 1959 86 29.94 7.00 SSE 20
## 1960 80 27.99 10.00 E 8
## 1961 88 29.62 0.75 NE 8
## 1962 60 28.60 10.00 SW 17
## 1963 84 25.33 1.00 ESE 17
## 1964 44 28.06 10.00 W 13
## 1965 22 29.43 10.00 W 13
## 1966 80 29.82 10.00 WNW 10
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## 1971 20 29.87 10.00 WNW 18
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## 1973 30 25.55 10.00 ENE 15
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## 1976 33 28.70 10.00 SW 10
## 1977 25 28.85 10.00 WNW 3
## 1978 59 29.90 10.00 N 9
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## 1981 65 29.83 10.00 CALM 0
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## 1983 82 29.90 9.00 ESE 5
## 1984 48 30.06 10.00 E 8
## 1985 89 29.17 10.00 N 3
## 1986 83 29.93 10.00 N 7
## 1987 30 28.88 10.00 W 8
## 1988 30 28.88 10.00 W 8
## 1989 67 28.84 5.00 CALM 0
## 1990 93 29.75 10.00 ESE 6
## 1991 23 30.02 10.00 WSW 3
## 1992 48 30.22 10.00 NW 5
## 1993 74 29.56 10.00 WSW 9
## 1994 87 29.60 1.00 SW 8
## 1995 41 30.14 10.00 WNW 12
## 1996 59 27.84 10.00 WSW 3
## 1997 20 29.27 10.00 SSE 5
## 1998 42 29.91 10.00 SSE 14
## 1999 100 28.70 10.00 CALM 0
## 2000 65 29.09 10.00 NNW 3
## 2001 81 29.63 10.00 CALM 0
## 2002 80 29.83 10.00 W 5
## 2003 63 29.94 10.00 ESE 8
## 2004 20 29.98 10.00 VAR 3
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## 2006 51 29.75 10.00 CALM 0
## 2007 93 28.71 8.00 W 9
## 2008 72 28.88 10.00 CALM 0
## 2009 53 29.96 9.00 SW 5
## 2010 88 25.31 9.00 WNW 20
## 2011 54 29.85 10.00 ENE 7
## 2012 22 29.31 10.00 CALM 0
## 2013 89 29.73 10.00 SE 6
## 2014 69 29.88 10.00 WSW 9
## 2015 70 29.21 10.00 CALM 0
## 2016 26 29.49 10.00 ENE 10
## 2017 49 28.92 10.00 VAR 3
## 2018 94 28.90 10.00 S 5
## 2019 77 29.27 3.00 SSE 6
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## 2136 73 29.14 10.00 WNW 10
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## 2151 89 29.93 3.00 SW 6
## 2152 37 29.75 10.00 E 7
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## 2202 31 29.46 10.00 SW 21
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## 2227 86 30.21 4.00 SW 8
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## 2259 69 29.49 10.00 CALM 0
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## 2271 93 29.72 2.00 SSE 13
## 2272 79 28.97 10.00 WSW 5
## 2273 51 29.05 10.00 SSW 13
## 2274 12 30.04 10.00 VAR 3
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## 2278 93 29.81 1.00 SW 7
## 2279 89 27.24 10.00 CALM 0
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## 2283 56 30.08 10.00 SSW 10
## 2284 57 29.64 10.00 NNW 14
## 2285 85 30.17 10.00 E 3
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## 2288 80 29.87 10.00 NNE 9
## 2289 55 29.04 10.00 SSW 5
## 2290 66 28.36 10.00 E 3
## 2291 32 29.66 10.00 E 3
## 2292 96 29.28 3.00 VAR 7
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## 2295 95 30.02 10.00 SSW 6
## 2296 80 30.01 4.00 S 18
## 2297 92 28.50 4.00 NE 8
## 2298 77 29.86 10.00 S 13
## 2299 62 30.28 10.00 W 12
## 2300 93 28.87 10.00 CALM 0
## 2301 93 29.98 10.00 S 7
## 2302 83 30.24 10.00 ENE 3
## 2303 86 28.85 10.00 SW 9
## 2304 37 29.95 10.00 SE 8
## 2305 49 30.19 10.00 W 14
## 2306 80 29.84 10.00 ENE 5
## 2307 71 30.00 10.00 E 5
## 2308 80 29.46 10.00 VAR 6
## 2309 79 30.01 10.00 CALM 0
## 2310 48 29.98 10.00 WSW 15
## 2311 69 29.76 10.00 NW 13
## 2312 65 29.35 10.00 CALM 0
## 2313 54 29.68 10.00 SSE 14
## 2314 54 29.78 10.00 SSW 13
## 2315 66 29.95 10.00 WSW 20
## 2316 80 29.74 7.00 E 8
## 2317 59 30.12 10.00 WSW 18
## 2318 50 29.59 10.00 SSW 13
## 2319 51 30.07 10.00 CALM 0
## 2320 15 28.36 10.00 WSW 13
## 2321 39 29.79 10.00 NW 13
## 2322 59 28.86 10.00 WSW 15
## 2323 88 29.06 10.00 WNW 6
## 2324 24 30.19 10.00 CALM 0
## 2325 72 29.77 10.00 SW 9
## 2326 90 29.50 4.00 VAR 3
## 2327 35 29.88 10.00 VAR 5
## 2328 100 29.34 1.00 S 8
## 2329 89 29.98 2.00 ESE 7
## 2330 76 29.01 10.00 NNE 6
## 2331 88 29.48 10.00 CALM 0
## 2332 28 29.38 10.00 W 6
## 2333 89 30.04 10.00 CALM 0
## 2334 40 28.85 10.00 CALM 0
## 2335 61 25.79 10.00 W 6
## 2336 38 29.86 10.00 W 12
## 2337 86 29.54 10.00 ESE 8
## 2338 63 29.78 10.00 NNE 5
## 2339 86 29.64 10.00 N 6
## 2340 31 29.76 10.00 SSE 13
## 2341 25 30.09 10.00 NNW 14
## 2342 100 29.05 3.00 NNE 5
## 2343 33 30.26 10.00 VAR 5
## 2344 60 29.61 10.00 SE 15
## 2345 100 28.68 7.00 SE 13
## 2346 79 26.59 10.00 S 6
## 2347 48 28.84 10.00 S 13
## 2348 63 30.04 10.00 E 12
## 2349 83 29.54 10.00 ESE 7
## 2350 58 30.17 10.00 S 7
## 2351 58 29.57 1.00 ENE 3
## 2352 24 30.04 10.00 SE 10
## 2353 80 29.83 10.00 ESE 6
## 2354 20 29.16 10.00 SSW 6
## 2355 53 29.84 10.00 SW 6
## 2356 73 27.20 10.00 SW 16
## 2357 80 29.95 10.00 W 14
## 2358 41 28.77 10.00 W 13
## 2359 82 29.81 2.00 CALM 0
## 2360 100 28.53 2.00 S 8
## 2361 41 28.77 10.00 W 13
## 2362 94 29.22 5.00 SSE 9
## 2363 94 29.22 5.00 SSE 9
## 2364 66 27.07 10.00 S 18
## 2365 29 29.57 10.00 W 13
## 2366 29 29.57 10.00 W 13
## 2367 51 28.95 10.00 CALM 0
## 2368 60 29.13 10.00 NE 12
## 2369 38 29.08 10.00 SSW 9
## 2370 51 30.12 10.00 W 13
## 2371 22 29.18 7.00 SE 3
## 2372 92 28.27 0.75 ESE 15
## 2373 97 29.79 5.00 N 3
## 2374 88 29.73 10.00 CALM 0
## 2375 55 30.23 10.00 W 16
## 2376 44 29.85 10.00 SW 7
## 2377 85 26.06 6.00 CALM 0
## 2378 43 29.94 10.00 E 6
## 2379 48 29.95 10.00 WSW 9
## 2380 38 30.05 10.00 SW 7
## 2381 92 29.98 3.00 SW 16
## 2382 34 29.88 10.00 VAR 5
## 2383 100 29.01 7.00 VAR 5
## 2384 26 29.94 10.00 SSW 8
## 2385 16 30.02 10.00 SE 9
## 2386 19 27.23 10.00 VAR 3
## 2387 100 29.78 10.00 CALM 0
## 2388 86 29.76 2.00 SW 9
## 2389 93 29.89 2.00 NNW 14
## 2390 36 27.81 10.00 W 8
## 2391 80 29.74 10.00 E 8
## 2392 63 29.80 10.00 S 17
## 2393 87 29.82 3.00 SSE 12
## 2394 89 28.65 2.00 NE 12
## 2395 90 28.83 10.00 SSW 9
## 2396 33 30.09 10.00 NW 15
## 2397 89 29.46 9.00 W 8
## 2398 83 29.62 10.00 ESE 9
## 2399 89 28.67 4.00 NNE 9
## 2400 61 29.49 10.00 S 16
## 2401 61 29.49 10.00 S 16
## 2402 75 30.09 10.00 CALM 0
## 2403 66 30.27 10.00 N 6
## 2404 75 29.51 10.00 SSE 13
## 2405 41 30.20 10.00 S 14
## 2406 81 28.67 10.00 SSW 17
## 2407 88 29.09 5.00 SE 15
## 2408 27 29.31 10.00 E 9
## 2409 75 29.47 1.00 WNW 15
## 2410 82 27.23 10.00 SW 6
## 2411 82 27.23 10.00 SW 6
## 2412 41 28.92 10.00 WNW 13
## 2413 83 29.77 10.00 ESE 8
## 2414 57 28.70 10.00 CALM 0
## 2415 59 30.06 10.00 CALM 0
## 2416 80 29.50 2.00 CALM 0
## 2417 53 29.87 10.00 NW 13
## 2418 63 30.05 10.00 S 18
## 2419 93 26.92 10.00 SW 8
## 2420 80 29.84 10.00 SSE 10
## 2421 86 29.91 10.00 E 5
## 2422 69 29.51 10.00 CALM 0
## 2423 43 28.67 10.00 E 9
## 2424 68 29.94 10.00 NW 5
## 2425 86 29.78 10.00 E 9
## 2426 93 28.94 9.00 NNE 3
## 2427 47 29.88 10.00 CALM 0
## 2428 86 28.95 5.00 S 12
## 2429 77 29.00 10.00 SSE 9
## 2430 86 29.78 10.00 CALM 0
## 2431 58 27.97 10.00 WSW 10
## 2432 71 26.40 10.00 SW 12
## 2433 31 29.82 10.00 S 20
## 2434 62 29.06 10.00 NNW 7
## 2435 62 29.06 10.00 NNW 7
## 2436 28 29.84 10.00 SW 5
## 2437 97 29.53 4.00 CALM 0
## 2438 77 29.93 6.00 SE 15
## 2439 77 30.21 10.00 W 7
## 2440 55 29.28 10.00 ESE 5
## 2441 55 28.47 10.00 S 3
## 2442 46 30.23 10.00 S 9
## 2443 89 29.80 10.00 W 8
## 2444 75 28.97 10.00 N 6
## 2445 67 29.33 10.00 CALM 0
## 2446 75 29.46 10.00 W 5
## 2447 75 29.90 10.00 W 6
## 2448 77 28.71 7.00 WSW 21
## 2449 59 29.72 10.00 SE 14
## 2450 63 30.12 10.00 ENE 3
## 2451 87 28.66 4.00 CALM 0
## 2452 93 29.72 10.00 SW 15
## 2453 100 27.10 5.00 CALM 0
## 2454 83 29.87 2.00 CALM 0
## 2455 49 28.86 10.00 W 17
## 2456 89 29.31 10.00 S 13
## 2457 53 29.21 10.00 ENE 16
## 2458 39 29.78 10.00 W 12
## 2459 100 29.74 1.00 NE 7
## 2460 62 30.11 10.00 W 7
## 2461 70 29.53 10.00 ESE 15
## 2462 76 28.92 10.00 CALM 0
## 2463 48 29.93 10.00 CALM 0
## 2464 80 29.97 10.00 CALM 0
## 2465 80 29.97 10.00 CALM 0
## 2466 68 30.02 10.00 NNE 13
## 2467 63 29.52 10.00 NW 9
## 2468 72 28.97 10.00 W 16
## 2469 43 29.71 10.00 W 13
## 2470 88 29.20 9.00 S 12
## 2471 57 29.47 10.00 CALM 0
## 2472 79 29.98 10.00 SSE 13
## 2473 31 29.64 10.00 NNW 5
## 2474 93 28.32 5.00 NNW 5
## 2475 66 27.87 10.00 NNW 5
## 2476 28 28.38 10.00 NW 3
## 2477 86 29.31 10.00 N 8
## 2478 45 29.65 10.00 VAR 3
## 2479 39 29.86 10.00 CALM 0
## 2480 93 29.78 10.00 S 5
## 2481 93 30.20 7.00 NNW 5
## 2482 28 29.48 10.00 WSW 12
## 2483 55 29.49 10.00 SSW 13
## 2484 21 30.17 10.00 WNW 8
## 2485 25 28.79 10.00 VAR 5
## 2486 19 29.54 10.00 N 7
## 2487 74 29.74 6.00 E 10
## 2488 61 29.22 10.00 ENE 10
## 2489 41 28.77 10.00 SW 12
## 2490 83 29.73 10.00 E 6
## 2491 76 29.54 10.00 CALM 0
## 2492 33 28.87 10.00 NNE 12
## 2493 38 29.94 10.00 CALM 0
## 2494 81 28.51 2.00 NW 3
## 2495 51 30.09 10.00 VAR 6
## 2496 93 29.88 3.00 NW 6
## 2497 73 29.84 7.00 SW 6
## 2498 55 30.00 10.00 SW 8
## 2499 49 29.92 10.00 ESE 5
## 2500 25 29.98 10.00 NW 8
## 2501 83 29.89 3.00 NW 7
## 2502 74 30.19 10.00 E 5
## 2503 67 29.64 10.00 SE 13
## 2504 93 30.03 10.00 CALM 0
## 2505 86 29.55 10.00 CALM 0
## 2506 86 28.67 1.00 E 12
## 2507 92 29.87 2.00 WNW 6
## 2508 63 28.55 10.00 NNE 17
## 2509 97 29.07 1.00 WNW 9
## 2510 60 29.85 10.00 VAR 5
## 2511 28 28.75 10.00 WSW 9
## 2512 18 28.84 10.00 E 10
## 2513 83 28.55 10.00 W 16
## 2514 44 29.60 10.00 NNW 12
## 2515 86 29.77 10.00 NNE 7
## 2516 45 29.96 10.00 WSW 13
## 2517 52 30.03 10.00 NW 9
## 2518 34 30.18 10.00 W 9
## 2519 48 29.81 10.00 ESE 15
## 2520 89 29.61 10.00 NE 3
## 2521 87 29.00 6.00 CALM 0
## 2522 69 29.26 10.00 NNE 5
## 2523 58 29.76 10.00 VAR 7
## 2524 71 29.20 10.00 S 9
## 2525 22 29.12 10.00 E 6
## 2526 100 29.95 10.00 CALM 0
## 2527 57 28.38 10.00 SE 6
## 2528 66 29.78 10.00 CALM 0
## 2529 61 28.68 10.00 CALM 0
## 2530 63 28.70 7.00 WSW 6
## 2531 87 29.02 5.00 W 5
## 2532 71 28.84 10.00 SSW 14
## 2533 100 26.64 10.00 SSW 5
## 2534 93 29.58 3.00 E 16
## 2535 75 29.47 10.00 SSE 9
## 2536 86 28.98 6.00 VAR 7
## 2537 100 28.55 10.00 SE 8
## 2538 40 28.46 10.00 CALM 0
## 2539 85 29.56 4.00 E 8
## 2540 93 29.74 3.00 NNE 5
## 2541 76 29.80 9.00 CALM 0
## 2542 89 29.79 10.00 NNE 6
## 2543 100 28.49 10.00 CALM 0
## 2544 28 29.48 10.00 WSW 12
## 2545 20 29.85 10.00 VAR 5
## 2546 52 29.05 10.00 S 14
## 2547 43 30.18 10.00 NNW 5
## 2548 31 29.92 10.00 NNW 7
## 2549 65 29.85 10.00 WNW 5
## 2550 39 29.58 10.00 WSW 13
## 2551 66 29.72 10.00 NNW 7
## 2552 85 29.19 2.00 ENE 10
## 2553 63 28.97 10.00 NW 8
## 2554 45 29.38 10.00 W 16
## 2555 52 30.13 10.00 WSW 8
## 2556 63 29.21 10.00 SW 7
## 2557 54 29.51 10.00 WSW 17
## 2558 92 29.15 1.00 S 5
## 2559 56 29.68 10.00 SSE 14
## 2560 83 29.73 10.00 SE 20
## 2561 79 28.93 10.00 N 3
## 2562 83 29.51 10.00 ESE 7
## 2563 83 29.51 10.00 ESE 7
## 2564 34 29.99 10.00 VAR 7
## Precipitation.in. Weather_Condition Amenity Bump Crossing Give_Way
## 1 0.00 Partly Cloudy False False False False
## 2 0.00 Cloudy False False False False
## 3 0.00 Fair False False False False
## 4 0.00 Fair False False False False
## 5 0.00 Partly Cloudy False False False False
## 6 0.00 Fair False False True False
## 7 0.00 Cloudy False False False False
## 8 0.00 Fair False False False False
## 9 0.00 Partly Cloudy False False False False
## 10 0.00 Fair False False False False
## 11 0.00 Fair False False False False
## 12 0.00 Fair False False False False
## 13 0.00 Fair False False False False
## 14 0.00 Mostly Cloudy False False False False
## 15 0.00 Cloudy False False True False
## 16 0.00 Fair False False False False
## 17 0.00 Mostly Cloudy False False False False
## 18 0.00 Fair False False False False
## 19 0.00 Mostly Cloudy False False False False
## 20 0.00 Fair False False False False
## 21 0.00 Partly Cloudy False False False False
## 22 0.00 Fair False False False False
## 23 0.00 Fair False False False False
## 24 0.00 Fair False False False False
## 25 0.00 Mostly Cloudy False False False False
## 26 0.00 Fair False False False False
## 27 0.00 Mostly Cloudy False False False False
## 28 0.00 Fair False False False False
## 29 0.00 Fair False False False False
## 30 0.00 Smoke False False False False
## 31 0.00 Fair False False False False
## 32 0.00 Cloudy False False False False
## 33 0.00 Mostly Cloudy False False False False
## 34 0.00 Cloudy False False False False
## 35 0.00 Cloudy False False False False
## 36 0.00 Partly Cloudy False False False False
## 37 0.00 Fair False False True False
## 38 0.00 Fair False False False False
## 39 0.00 Fair False False False False
## 40 0.00 Fair False False False False
## 41 0.00 Fair False False False False
## 42 0.00 Fair False False False False
## 43 0.00 Fair False False True False
## 44 0.00 Fair False False False False
## 45 0.00 Fair False False False False
## 46 0.00 Fair False False False False
## 47 0.00 Partly Cloudy False False False False
## 48 0.00 Partly Cloudy False False False False
## 49 0.00 Fair False False False False
## 50 0.00 Fair False False False False
## 51 0.00 Fair False False False False
## 52 0.00 Fair False False False False
## 53 0.00 Fair False False False False
## 54 0.00 Fair False False False False
## 55 0.00 Cloudy False False False False
## 56 0.00 Fair False False False False
## 57 0.00 Fair False False False False
## 58 0.00 Mostly Cloudy False False False False
## 59 0.00 Fair False False False False
## 60 0.00 Fair False True False False
## 61 0.00 Partly Cloudy False False False False
## 62 0.00 Light Rain with Thunder False False False False
## 63 0.00 Fair False False False False
## 64 0.00 Fair False False False False
## 65 0.00 Thunder in the Vicinity False False False False
## 66 0.00 Fair False False False False
## 67 0.00 Fair False False False False
## 68 0.00 Fair False False False False
## 69 0.00 Partly Cloudy False False False False
## 70 0.01 Light Rain False False False False
## 71 0.04 Partly Cloudy False False False False
## 72 0.48 Mostly Cloudy False False False False
## 73 0.00 Thunder in the Vicinity False False False False
## 74 0.01 Partly Cloudy False False False False
## 75 0.00 Fair False False False False
## 76 0.04 Light Rain with Thunder False False False False
## 77 0.00 Partly Cloudy False False False False
## 78 0.00 Fair False False False False
## 79 0.00 Fair False False False False
## 80 0.00 Mostly Cloudy False False False False
## 81 0.00 Fair False False False False
## 82 0.00 Partly Cloudy False False False False
## 83 0.00 Cloudy False False False False
## 84 0.00 Mostly Cloudy False False False False
## 85 0.00 Fair False False False False
## 86 0.00 Mostly Cloudy False False False False
## 87 0.00 Fair False False False False
## 88 0.00 Fair False False False False
## 89 0.00 Fair False False False False
## 90 0.00 Mostly Cloudy False False False False
## 91 0.00 Mostly Cloudy False False False False
## 92 0.00 Mostly Cloudy False False False False
## 93 0.00 Mostly Cloudy False False False False
## 94 0.00 Mostly Cloudy False False False False
## 95 0.00 Cloudy False False False False
## 96 0.00 Mostly Cloudy False False False False
## 97 0.00 Fair False False False False
## 98 0.00 Partly Cloudy False False True False
## 99 0.00 Fair False False False False
## 100 0.00 Fair False False False False
## 101 0.00 Mostly Cloudy False False False False
## 102 0.00 Mostly Cloudy False False False False
## 103 0.00 Mostly Cloudy False False True False
## 104 0.00 Fair False False False False
## 105 0.00 Mostly Cloudy False False False False
## 106 0.00 Mostly Cloudy False False False False
## 107 0.00 Mostly Cloudy False False False False
## 108 0.00 Cloudy False False False False
## 109 0.00 Cloudy False False False True
## 110 0.00 Fair False False False False
## 111 0.00 Partly Cloudy False False False False
## 112 0.00 Mostly Cloudy False False False False
## 113 0.00 Mostly Cloudy False False False False
## 114 0.00 Cloudy False False False False
## 115 0.00 Cloudy False False False False
## 116 0.00 Fair False False False False
## 117 0.00 Cloudy False False False False
## 118 0.00 Fair False False False False
## 119 0.00 Partly Cloudy False False False False
## 120 0.00 Partly Cloudy False False False False
## 121 0.00 Partly Cloudy False False False False
## 122 0.00 Mostly Cloudy False False False False
## 123 0.00 Cloudy False False False False
## 124 0.00 Cloudy False False False False
## 125 0.00 Mostly Cloudy False False False False
## 126 0.00 Fair False False False False
## 127 0.00 Cloudy False False False False
## 128 0.00 Cloudy False False False False
## 129 0.00 Cloudy False False False False
## 130 0.00 Fair False False False False
## 131 0.00 Partly Cloudy False False False False
## 132 0.00 Partly Cloudy False False False False
## 133 0.00 Fair False False False False
## 134 0.00 Cloudy False False False False
## 135 0.00 Cloudy False False False False
## 136 0.00 Cloudy False False False False
## 137 0.00 Fair False False False False
## 138 0.00 Fair False False False False
## 139 0.00 Fair False False False False
## 140 0.00 Light Rain False False False False
## 141 0.00 Fair False False False False
## 142 0.00 Fair False True False False
## 143 0.00 Fair False False False False
## 144 0.00 Mostly Cloudy False False False False
## 145 0.00 Cloudy False False False False
## 146 0.00 Fair False False False False
## 147 0.06 Rain False False False False
## 148 0.00 Mostly Cloudy False False False False
## 149 0.00 Mostly Cloudy False False False False
## 150 0.00 Mostly Cloudy False False False False
## 151 0.00 Cloudy False False False False
## 152 0.00 Mostly Cloudy False False False False
## 153 0.00 Mostly Cloudy False False False False
## 154 0.00 Fair False False False False
## 155 0.00 Mostly Cloudy False False False False
## 156 0.00 Mostly Cloudy False False False False
## 157 0.02 Light Rain False False False False
## 158 0.00 Fair False False False False
## 159 0.00 Fair False False False False
## 160 0.00 Fair False False False False
## 161 0.05 Light Rain False False False False
## 162 0.04 Light Rain False False False False
## 163 0.00 Light Rain False False False False
## 164 0.00 Partly Cloudy False False False False
## 165 0.00 Fair False False False False
## 166 0.00 Fair False False False False
## 167 0.06 Rain False False False False
## 168 0.00 Cloudy False False False False
## 169 0.00 Fair False False False False
## 170 0.00 Fair False False False False
## 171 0.06 Light Rain False False False False
## 172 0.06 Heavy Rain False False False False
## 173 0.00 Cloudy False False False False
## 174 0.01 Light Drizzle False False False False
## 175 0.16 Heavy Rain False False False False
## 176 0.00 Cloudy False False False False
## 177 0.00 Fair False False False False
## 178 0.77 Heavy Rain False False False False
## 179 0.00 Mostly Cloudy False False False False
## 180 0.00 Cloudy False False False False
## 181 0.00 Cloudy False False False False
## 182 0.00 Mostly Cloudy False False False False
## 183 0.11 Rain False False False False
## 184 0.11 Light Rain False False False False
## 185 0.08 Light Rain False False False False
## 186 0.03 Light Rain False False False False
## 187 0.00 Fair False False False False
## 188 0.00 Partly Cloudy False False False False
## 189 0.00 Fair False False False False
## 190 0.08 Light Rain False False False False
## 191 0.00 Mostly Cloudy True False True False
## 192 0.07 Light Rain False False False False
## 193 0.00 Fair False False False False
## 194 0.38 Heavy Rain False False False False
## 195 0.00 Cloudy False False False False
## 196 0.03 Light Rain False False False False
## 197 0.43 Light Rain False False False False
## 198 0.01 Light Rain False False False False
## 199 0.00 Cloudy False False False False
## 200 0.17 Light Rain False False False False
## 201 0.13 Rain False False False False
## 202 0.00 Cloudy False False False False
## 203 0.02 Light Rain False False False False
## 204 0.09 Rain False False False False
## 205 0.00 Cloudy False False False False
## 206 0.05 Light Rain False False False False
## 207 0.00 Fair False False False False
## 208 0.01 Cloudy False False False False
## 209 0.18 Rain False False False False
## 210 0.00 Fair False False False False
## 211 0.00 Cloudy False False False False
## 212 0.00 Fair False False False False
## 213 0.00 Fair False False False False
## 214 0.00 Mostly Cloudy False False False False
## 215 0.00 Fair False False False False
## 216 0.02 Light Rain False False False False
## 217 0.00 Mostly Cloudy False False False False
## 218 0.00 Fair False False False False
## 219 0.00 Cloudy False False False False
## 220 0.00 Mostly Cloudy False False False False
## 221 0.00 Mostly Cloudy False False False False
## 222 0.00 Fair False False False False
## 223 0.05 Light Rain False False False False
## 224 0.00 Fair False False False False
## 225 0.12 Heavy T-Storm False False False False
## 226 0.00 Mostly Cloudy False False False False
## 227 0.00 Cloudy False False False False
## 228 0.00 Fair False False False False
## 229 0.00 Fair False False False False
## 230 0.00 Cloudy False False False False
## 231 0.00 Fair False False False False
## 232 0.00 Fair False False False False
## 233 0.00 Fair False False False False
## 234 0.00 Fair False False False False
## 235 0.00 Cloudy False False False False
## 236 0.00 Partly Cloudy False False True False
## 237 0.00 Light Rain False False False False
## 238 0.04 Light Rain False False False False
## 239 0.22 Rain False False False False
## 240 0.04 Rain False False False False
## 241 0.00 Light Drizzle False False False False
## 242 0.00 Rain False False False False
## 243 0.00 Mostly Cloudy False False False False
## 244 0.00 Cloudy False False False False
## 245 0.01 Cloudy False False False False
## 246 0.00 Cloudy False False False False
## 247 0.04 Light Rain False False False False
## 248 0.00 Cloudy False False False False
## 249 0.03 Light Rain False False False False
## 250 0.00 Cloudy False False False False
## 251 0.00 Fair False False False False
## 252 0.00 Fog False False False False
## 253 0.00 Fair False False False False
## 254 0.10 Rain False False False False
## 255 0.00 Cloudy False False False False
## 256 0.00 Fair False False False False
## 257 0.00 Cloudy False False False False
## 258 0.00 Cloudy False False False False
## 259 0.00 Cloudy False False False False
## 260 0.00 Fair False False False False
## 261 0.00 Fair False False False False
## 262 0.00 Fair False False False False
## 263 0.00 Fair False False True False
## 264 0.00 Partly Cloudy False False False False
## 265 0.00 Mostly Cloudy False False False False
## 266 0.00 Thunder in the Vicinity False False False False
## 267 0.00 Fair False False False False
## 268 0.04 Light Rain False False False False
## 269 0.00 Fair False False False False
## 270 0.08 Mostly Cloudy False False False False
## 271 0.00 Fair False False False False
## 272 0.00 Fair False False False False
## 273 0.00 Mostly Cloudy False False False False
## 274 0.00 Partly Cloudy False False False False
## 275 0.00 Mostly Cloudy False False False False
## 276 0.00 Mostly Cloudy False False False False
## 277 0.00 Cloudy False False False False
## 278 0.00 Fair False False False False
## 279 0.00 Cloudy False False False False
## 280 0.00 Fair False False False False
## 281 0.07 Light Rain False False False False
## 282 0.00 Cloudy False False False False
## 283 0.00 Mostly Cloudy False False False False
## 284 0.00 Fog False False False False
## 285 0.00 Mostly Cloudy False False False False
## 286 0.01 Light Rain False False False False
## 287 0.00 Cloudy False False False False
## 288 0.00 Fair False False False False
## 289 0.00 Fair False False False False
## 290 0.00 Mostly Cloudy False False False False
## 291 0.00 Fair False False False False
## 292 0.00 Fair False False False False
## 293 0.00 Fair False False False False
## 294 0.00 Fair False False False False
## 295 0.00 Mostly Cloudy False False False False
## 296 0.00 Partly Cloudy False False False False
## 297 0.00 Mostly Cloudy False False False False
## 298 0.00 Light Rain False False False False
## 299 0.00 Fair False False False False
## 300 0.00 Light Rain False False False False
## 301 0.00 Mostly Cloudy False False False False
## 302 0.00 Mostly Cloudy False False False False
## 303 0.07 Light Rain False False False False
## 304 0.01 Light Rain False False False False
## 305 0.00 Mostly Cloudy False False False False
## 306 0.00 Fair False False False False
## 307 0.00 Fair False False False False
## 308 0.00 Fair False False False False
## 309 0.00 Cloudy False False False False
## 310 0.00 Fair False False False False
## 311 0.00 Fair False False False False
## 312 0.00 Fair False False False False
## 313 0.00 Fair False False False False
## 314 0.00 Fair False False False False
## 315 0.00 Fair False False False False
## 316 0.00 Fair False False False False
## 317 0.00 Fair False False False False
## 318 0.00 Fair False False False False
## 319 0.00 Fair False False False False
## 320 0.00 Fair False False False False
## 321 0.00 Fair False False False False
## 322 0.00 Fair False False False False
## 323 0.00 Fair False False False False
## 324 0.00 Fair False False False False
## 325 0.00 Fair False False False False
## 326 0.00 Fair False False False False
## 327 0.00 Fair False False False False
## 328 0.11 Heavy T-Storm False False False False
## 329 0.00 Fair False False False False
## 330 0.00 Fair False False False False
## 331 0.00 Mostly Cloudy False False False False
## 332 0.00 Fair False False False False
## 333 0.00 Cloudy False False False False
## 334 0.00 Mostly Cloudy False False False False
## 335 0.00 Partly Cloudy False False False False
## 336 0.00 Fair False False False False
## 337 0.00 Fair False False False False
## 338 0.00 Partly Cloudy False False False False
## 339 0.00 Partly Cloudy False False False False
## 340 0.00 Fair False False False False
## 341 0.00 Cloudy False False False False
## 342 0.00 Mostly Cloudy False False False False
## 343 0.00 Mostly Cloudy False False False False
## 344 0.00 Fair False False False False
## 345 0.00 Mostly Cloudy False False False False
## 346 0.00 Fair False False False False
## 347 0.00 Fair False False False False
## 348 0.00 Mostly Cloudy False False False False
## 349 0.00 Fair False False False False
## 350 0.00 Thunder False False False False
## 351 0.00 Mostly Cloudy False False False False
## 352 0.00 Fair False False False False
## 353 0.00 Mostly Cloudy False False False False
## 354 0.00 Fair False False False False
## 355 0.00 Fair False False False False
## 356 0.00 Mostly Cloudy False False False False
## 357 0.00 Partly Cloudy False False False False
## 358 0.00 Fair False False False False
## 359 0.00 Partly Cloudy False False False False
## 360 0.00 Fair False False False False
## 361 0.00 Fair False False False False
## 362 0.00 Fair False False False False
## 363 0.00 Fair False False True True
## 364 0.00 Mostly Cloudy False False False False
## 365 0.00 Partly Cloudy False False False False
## 366 0.00 Fair False False False False
## 367 0.00 Fair False False False False
## 368 0.00 Fair False False False False
## 369 0.00 Mostly Cloudy False False False False
## 370 0.00 Fair False False False False
## 371 0.00 Fair False False False False
## 372 0.00 Fair False False False False
## 373 0.00 Fair False False False False
## 374 0.00 Fair False False False False
## 375 0.00 Fair False False False False
## 376 0.00 Partly Cloudy False False False False
## 377 0.00 Fair False False True False
## 378 0.00 Mostly Cloudy False False False False
## 379 0.00 Fair False False False False
## 380 0.00 Fair False False False False
## 381 0.00 Fair False False False False
## 382 0.00 Fair False False False False
## 383 0.00 Fair False False False False
## 384 0.00 Cloudy False False False False
## 385 0.00 Mostly Cloudy False False False False
## 386 0.00 Fair False False False True
## 387 0.00 Light Rain with Thunder False False False False
## 388 0.00 Fair False False False False
## 389 0.00 Fair False False False False
## 390 0.00 Fair False False False False
## 391 0.00 Fair False False False False
## 392 0.00 Fair False False False False
## 393 0.00 Fair False False False False
## 394 0.00 Fair False False True False
## 395 0.00 Fair False False False False
## 396 0.00 Fair False False False False
## 397 0.00 Fair False False False False
## 398 0.00 Fair False False False False
## 399 0.00 Fair False False True False
## 400 0.00 Fair False False True False
## 401 0.00 Fair False False False False
## 402 0.00 Fair False False False False
## 403 0.00 Mostly Cloudy False False False False
## 404 0.00 Fair False False False False
## 405 0.00 Fair False False False False
## 406 0.00 Fair False False False False
## 407 0.00 Fair False False False False
## 408 0.00 Fair False False False False
## 409 0.00 Fair False False True False
## 410 0.00 Mostly Cloudy False False False False
## 411 0.00 Fair False False False False
## 412 0.00 Cloudy False False False False
## 413 0.00 Thunder False False False False
## 414 0.00 Fair False False False False
## 415 0.00 Fair False False False False
## 416 0.00 Fair False False False False
## 417 0.00 Fair False False False False
## 418 0.00 Fair False False False False
## 419 0.01 Light Rain False False False False
## 420 0.00 Fair False False False False
## 421 0.00 Fair False False False False
## 422 0.00 Mostly Cloudy False False False False
## 423 0.00 Mostly Cloudy False False False False
## 424 0.00 Mostly Cloudy False False False False
## 425 0.00 Fair False False False False
## 426 0.03 T-Storm False False False False
## 427 0.00 Fair False False False False
## 428 0.01 Light Rain False False False False
## 429 0.02 T-Storm False False False False
## 430 0.00 Thunder False False False False
## 431 0.00 Fair False False False False
## 432 0.00 Fair False False False False
## 433 0.00 Partly Cloudy False False True False
## 434 0.00 Partly Cloudy False False False False
## 435 0.00 Partly Cloudy False False False False
## 436 0.00 Cloudy False False False False
## 437 0.00 Fair False False False False
## 438 0.00 Fair False False False False
## 439 0.00 Partly Cloudy False False False False
## 440 0.00 Fair False False False False
## 441 0.00 Fair False False False False
## 442 0.00 Thunder False False False False
## 443 0.00 Partly Cloudy False False False False
## 444 0.00 Fair False False False False
## 445 0.00 Cloudy False False False False
## 446 0.00 Fair False False False False
## 447 0.00 Partly Cloudy False False False False
## 448 0.00 Fair False False True False
## 449 0.00 Fair False False False False
## 450 0.00 Cloudy False False False False
## 451 0.00 Fair False False False False
## 452 0.00 Fair False False False False
## 453 0.00 Fair False False False False
## 454 0.00 Fair False False False False
## 455 0.00 Fair False False False False
## 456 0.00 Fair False False False False
## 457 0.00 Fair False False False False
## 458 0.00 Fair False False False False
## 459 0.00 Fair False False False False
## 460 0.00 Fair False False False False
## 461 0.00 Fair False False False False
## 462 0.00 Fair False False False False
## 463 0.00 Fair False False False False
## 464 0.00 Partly Cloudy False False False False
## 465 0.00 Mostly Cloudy False False False False
## 466 0.00 Fair False False False False
## 467 0.00 Fair False False False False
## 468 0.00 Fair False False False False
## 469 0.00 Fair False False False False
## 470 0.00 Fair False False False False
## 471 0.00 Fair False False False False
## 472 0.00 Fair False False False False
## 473 0.00 Fair False False False False
## 474 0.00 Fair False False False False
## 475 0.00 Fair False False False False
## 476 0.00 Fair False False False False
## 477 0.00 Fair False False False False
## 478 0.00 Fair False False False False
## 479 0.00 Fair False False False False
## 480 0.05 Thunder / Wintry Mix False False False False
## 481 0.03 Light Snow False False False False
## 482 0.00 Haze False False False False
## 483 0.00 Partly Cloudy False False False False
## 484 0.00 Fair False False False False
## 485 0.00 Fog False False False False
## 486 0.00 Cloudy False False False False
## 487 0.00 Fog False False False False
## 488 0.00 Fair False False False False
## 489 0.00 Mostly Cloudy False False False False
## 490 0.01 Cloudy False False False False
## 491 0.04 Mostly Cloudy False False False False
## 492 0.00 Cloudy False False False False
## 493 0.00 Mostly Cloudy False False False False
## 494 0.00 Fog False False False False
## 495 0.00 Fog False False False False
## 496 0.00 Mostly Cloudy False False False False
## 497 0.00 Cloudy False False False True
## 498 0.00 Mostly Cloudy False False False False
## 499 0.00 Cloudy False False False False
## 500 0.00 Cloudy False False False False
## 501 0.00 Fair False False False False
## 502 0.00 Partly Cloudy False False False False
## 503 0.00 Fair False False False False
## 504 0.00 Cloudy False False False False
## 505 0.00 Cloudy False False False False
## 506 0.00 Cloudy False False False False
## 507 0.00 Cloudy False False False False
## 508 0.00 T-Storm False False False False
## 509 0.00 Fair False False False False
## 510 0.00 Rain False False False False
## 511 0.00 Fair False False False False
## 512 0.00 Cloudy False False False False
## 513 0.00 Fair False False False False
## 514 0.00 Partly Cloudy False False False False
## 515 0.00 Partly Cloudy False False False False
## 516 0.07 Light Rain False False False False
## 517 0.00 Partly Cloudy False False False False
## 518 0.00 Mostly Cloudy False False False False
## 519 0.00 Mostly Cloudy False False False False
## 520 0.00 Cloudy False False False False
## 521 0.00 Fair False False False False
## 522 0.00 Mostly Cloudy True False False False
## 523 0.00 Cloudy False False True False
## 524 0.00 Mostly Cloudy False False False False
## 525 0.00 Mostly Cloudy False False False False
## 526 0.00 Cloudy False False True False
## 527 0.00 Cloudy False False False False
## 528 0.00 Cloudy False False False False
## 529 0.01 Light Rain False False False False
## 530 0.01 Light Rain False False False False
## 531 0.00 Fair False False False False
## 532 0.00 Mostly Cloudy False False False False
## 533 0.02 Light Snow False False False False
## 534 0.01 Rain False False False False
## 535 0.02 Light Rain False False False False
## 536 0.00 Fair False False True False
## 537 0.00 Partly Cloudy False False False False
## 538 0.10 Light Rain False False False False
## 539 0.00 Fair False False False False
## 540 0.00 Fair False False False False
## 541 0.11 Cloudy False False False False
## 542 0.01 Light Snow False False False False
## 543 0.00 Light Rain False False False False
## 544 0.00 Mostly Cloudy False False False False
## 545 0.00 Cloudy False False False False
## 546 0.00 Cloudy False False False False
## 547 0.00 Mostly Cloudy False False False False
## 548 0.00 Fair True False False False
## 549 0.00 Cloudy False False False False
## 550 0.04 Light Rain False False False False
## 551 0.00 Fair False False False False
## 552 0.00 Partly Cloudy False False False False
## 553 0.01 Light Rain False False False False
## 554 0.00 Cloudy False False False False
## 555 0.11 Light Rain False False False False
## 556 0.00 Fair False False False False
## 557 0.00 Cloudy False False False False
## 558 0.00 Light Rain False False False False
## 559 0.00 Fair False False False False
## 560 0.00 Cloudy False False False False
## 561 0.00 Mostly Cloudy False False False False
## 562 0.01 Light Rain False False False False
## 563 0.00 Fair False False False False
## 564 0.16 Rain False False False False
## 565 0.00 Partly Cloudy False False False False
## 566 0.00 Fair False False False False
## 567 0.00 Light Rain False False False False
## 568 0.00 Fair False False False False
## 569 0.00 Cloudy True False True False
## 570 0.00 Cloudy False False False False
## 571 0.00 Fair False False False False
## 572 0.00 Cloudy False False False False
## 573 0.00 Fair False False False False
## 574 0.00 Light Rain False False False False
## 575 0.11 Cloudy False False False False
## 576 0.00 Partly Cloudy False False False False
## 577 0.00 Fair False False False False
## 578 0.00 Mostly Cloudy False False False False
## 579 0.00 Light Rain False False False False
## 580 0.00 Fair False False False False
## 581 0.00 Fair False False False False
## 582 0.00 Fair False False False False
## 583 0.00 Cloudy False False False False
## 584 0.00 Cloudy False False False False
## 585 0.11 Light Rain False False False False
## 586 0.00 Mostly Cloudy False False False False
## 587 0.00 Mostly Cloudy False False False False
## 588 0.00 Partly Cloudy False False False False
## 589 0.00 Fair False False False False
## 590 0.23 Rain False False False False
## 591 0.00 Fog False False False False
## 592 0.00 Mostly Cloudy False False False False
## 593 0.00 Cloudy False False False False
## 594 0.00 Fair False False False False
## 595 0.00 Cloudy False False False False
## 596 0.00 Mostly Cloudy False False False False
## 597 0.00 Cloudy False False False False
## 598 0.00 Fair False False False False
## 599 0.11 Light Rain False False False False
## 600 0.00 Cloudy False False False False
## 601 0.10 Light Rain False False False False
## 602 0.00 Mostly Cloudy False False False False
## 603 0.00 Fair False False False False
## 604 0.00 Fair False False False False
## 605 0.00 Mostly Cloudy False False False False
## 606 0.00 Cloudy False False False False
## 607 0.00 Light Rain False False False False
## 608 0.00 Mostly Cloudy False False False False
## 609 0.00 Fair False False False False
## 610 0.00 Partly Cloudy False False False False
## 611 0.00 Fair False False False False
## 612 0.00 Mostly Cloudy False False False False
## 613 0.00 Partly Cloudy False False False False
## 614 0.00 Cloudy False False False False
## 615 0.00 Mostly Cloudy False False False False
## 616 0.00 Fair False False False False
## 617 0.00 Fair False False False False
## 618 0.00 Mostly Cloudy False False False False
## 619 0.01 Light Rain False False False False
## 620 0.00 Light Rain False False False False
## 621 0.00 Light Rain False False False False
## 622 0.00 Mostly Cloudy False False False False
## 623 0.00 Fair False False False False
## 624 0.00 Fair False False False False
## 625 0.12 Light Rain False False False False
## 626 0.00 Partly Cloudy False False False False
## 627 0.00 Fair False False False False
## 628 0.00 Fair False False False False
## 629 0.12 Heavy Rain False False False False
## 630 0.00 Fair False False False False
## 631 0.00 Fair False False False False
## 632 0.00 Cloudy False False False False
## 633 0.00 Fair False False False False
## 634 0.00 Cloudy False False False False
## 635 0.32 Rain False False False False
## 636 0.20 Heavy Rain False False False False
## 637 0.20 Cloudy False False False False
## 638 0.00 Cloudy False False False False
## 639 0.00 Cloudy False False False False
## 640 0.00 Fair False False False False
## 641 0.07 Rain False False False False
## 642 0.00 Cloudy False False False False
## 643 0.00 Mostly Cloudy False False False False
## 644 0.18 Rain False False False False
## 645 0.00 Fair False False False False
## 646 0.00 Partly Cloudy False False False False
## 647 0.00 Fair False False False False
## 648 0.00 Fair False False False False
## 649 0.12 Light Rain False False False False
## 650 0.00 Cloudy False False True False
## 651 0.00 Cloudy False False False False
## 652 0.00 Partly Cloudy False False False False
## 653 0.00 Light Rain False False False False
## 654 0.00 Cloudy False False False False
## 655 0.00 Fair False False False False
## 656 0.00 Fair False False False False
## 657 0.00 Light Rain False False False False
## 658 0.12 Cloudy False False False False
## 659 0.00 Fair False False False False
## 660 0.00 Cloudy False False False False
## 661 0.00 Cloudy False False False False
## 662 0.00 Cloudy False False False False
## 663 0.00 Fair False False False False
## 664 0.00 Fair False False False False
## 665 0.02 Light Rain False False False False
## 666 0.00 Fair False False False False
## 667 0.00 Partly Cloudy False False True False
## 668 0.00 Cloudy False False False False
## 669 0.00 Cloudy False False True False
## 670 0.00 Cloudy False False False False
## 671 0.00 Fair False False False False
## 672 0.00 Fair False False False False
## 673 0.00 Light Rain False False False False
## 674 0.00 Cloudy False False False False
## 675 0.00 Light Rain False False False False
## 676 0.00 Fair False False False False
## 677 0.01 Mostly Cloudy False False False False
## 678 0.10 Light Rain False False False False
## 679 0.00 Fair False False False False
## 680 0.00 Mostly Cloudy False False False False
## 681 0.00 Mostly Cloudy False False False False
## 682 0.00 Fair False False False False
## 683 0.00 Fair / Windy False False False False
## 684 0.00 Light Rain False False False False
## 685 0.00 Light Rain False False False False
## 686 0.00 Mostly Cloudy False False False False
## 687 0.00 Mostly Cloudy False False False False
## 688 0.00 Light Rain False False False False
## 689 0.01 Light Rain False False False False
## 690 0.00 Fair False False True False
## 691 0.01 Light Snow False False False False
## 692 0.02 Light Rain False False False False
## 693 0.00 Cloudy False False False False
## 694 0.00 Mostly Cloudy False False False False
## 695 0.00 Mostly Cloudy False False False False
## 696 0.04 Light Rain False False False False
## 697 0.00 Mostly Cloudy False False False False
## 698 0.00 Cloudy False False False False
## 699 0.00 Cloudy False False False False
## 700 0.00 Partly Cloudy False False False False
## 701 0.00 Cloudy False False False False
## 702 0.00 Fair False False False False
## 703 0.00 Fair False False False False
## 704 0.00 Cloudy False False False False
## 705 0.00 Partly Cloudy False False False False
## 706 0.00 Fair False False False False
## 707 0.00 Fair False False False False
## 708 0.00 Fair False False False False
## 709 0.00 Cloudy False False False False
## 710 0.00 Fair False False False False
## 711 0.00 Mostly Cloudy False False False False
## 712 0.00 Partly Cloudy False False False False
## 713 0.00 Fair False False True False
## 714 0.00 Mostly Cloudy False False False False
## 715 0.01 Light Rain False False False False
## 716 0.00 Light Rain False False True False
## 717 0.00 Fair False False False False
## 718 0.00 Fair False False False False
## 719 0.00 Cloudy False False False False
## 720 0.00 Fog False False False False
## 721 0.00 Fair False False False False
## 722 0.00 Cloudy False False False False
## 723 0.00 Fair False False False False
## 724 0.13 Rain False False False False
## 725 0.00 Fair False False False False
## 726 0.00 Cloudy False False False False
## 727 0.00 Fair False False False False
## 728 0.00 Fair False False False False
## 729 0.10 Light Rain False False False False
## 730 0.00 Fair False False False False
## 731 0.00 Light Drizzle False False False False
## 732 0.00 Fair False False False False
## 733 0.00 Cloudy False False False False
## 734 0.05 Light Drizzle False False False False
## 735 0.00 Cloudy False False False False
## 736 0.00 Fair False False False False
## 737 0.00 Fair False False False False
## 738 0.00 Mist False False False False
## 739 0.05 Light Rain False False False False
## 740 0.00 Fair False False False False
## 741 0.02 Light Rain False False False False
## 742 0.01 Mostly Cloudy False False False False
## 743 0.00 Fair False False False False
## 744 0.00 Partly Cloudy False False False False
## 745 0.00 Cloudy False False False False
## 746 0.04 Light Rain False False False False
## 747 0.00 Fair False False False False
## 748 0.01 Light Rain False False False False
## 749 0.00 Fair False False False False
## 750 0.05 Light Rain False False False False
## 751 0.00 Cloudy False False False False
## 752 0.00 Fair False False False False
## 753 0.00 Fair False False False False
## 754 0.00 Fair False False False False
## 755 0.00 Fair False False False False
## 756 0.00 Mostly Cloudy False False False False
## 757 0.00 Cloudy False False False False
## 758 0.00 Partly Cloudy False False False False
## 759 0.00 Cloudy False False False False
## 760 0.00 Fair False False False False
## 761 0.00 Fair False False False False
## 762 0.00 Fair False False False False
## 763 0.00 Cloudy False False False False
## 764 0.00 Light Rain False False False False
## 765 0.04 Light Rain False False False False
## 766 0.01 Light Snow and Sleet False False False False
## 767 0.00 Mostly Cloudy False False False False
## 768 0.00 Mostly Cloudy False False False False
## 769 0.00 Cloudy False False False False
## 770 0.00 Cloudy False False False False
## 771 0.00 Cloudy False False False False
## 772 0.05 Rain False False False False
## 773 0.00 Rain False False False False
## 774 0.01 Mostly Cloudy / Windy False False False False
## 775 0.00 Fair False False False False
## 776 0.00 Fair False False False False
## 777 0.00 Fair False False False False
## 778 0.02 Cloudy False False False False
## 779 0.00 Cloudy False False False False
## 780 0.00 Mostly Cloudy False False False False
## 781 0.07 Light Snow False False False False
## 782 0.00 Fair False False False False
## 783 0.02 Mostly Cloudy False False False False
## 784 0.01 Light Rain False False False False
## 785 0.00 Fair False False False False
## 786 0.00 Cloudy False False False False
## 787 0.00 Partly Cloudy False False False False
## 788 0.00 Fair False False False False
## 789 0.00 Fair False False False False
## 790 0.00 Fair False False False False
## 791 0.00 Fair False False False False
## 792 0.00 Light Rain False False False False
## 793 0.00 Fair False False False False
## 794 0.00 Fair False False False False
## 795 0.00 Mostly Cloudy False False False False
## 796 0.00 Mostly Cloudy False False False False
## 797 0.00 Cloudy False False False False
## 798 0.00 Fair False False False False
## 799 0.00 Light Rain False False False False
## 800 0.00 Light Rain False False False False
## 801 0.07 Light Rain False False False False
## 802 0.00 Cloudy False False False False
## 803 0.00 Mostly Cloudy False False False False
## 804 0.01 Light Rain False False True False
## 805 0.08 Light Rain False False False False
## 806 0.00 Mostly Cloudy False False False False
## 807 0.00 Cloudy False False False False
## 808 0.10 Rain False False False False
## 809 0.00 Mostly Cloudy False False False False
## 810 0.00 Mostly Cloudy False False False False
## 811 0.04 Light Rain False False False False
## 812 0.15 Rain False False False False
## 813 0.00 Light Rain False False False False
## 814 0.00 Cloudy True False True False
## 815 0.00 Fair False False False False
## 816 0.11 Light Rain False False False False
## 817 0.11 Partly Cloudy False False False False
## 818 0.00 Fair False False False False
## 819 0.00 Cloudy False False True False
## 820 0.04 Mostly Cloudy False False True False
## 821 0.00 Fair False False False False
## 822 0.00 Light Rain with Thunder False False False False
## 823 0.00 Mostly Cloudy False False False False
## 824 0.00 Fair False False False False
## 825 0.00 Cloudy False False False False
## 826 0.03 Rain False False False False
## 827 0.00 Cloudy False False False False
## 828 0.00 Cloudy False False False False
## 829 0.00 Light Rain False False False False
## 830 0.00 Cloudy False False False False
## 831 0.00 Mostly Cloudy False False False False
## 832 0.00 Cloudy False False False False
## 833 0.13 Rain False False False False
## 834 0.00 Cloudy False False False False
## 835 0.00 Fair False False False False
## 836 0.00 Mostly Cloudy False False False False
## 837 0.10 Rain False False False False
## 838 0.00 Fair False False False False
## 839 0.00 Cloudy False False False False
## 840 0.00 Fair False False False False
## 841 0.00 Fair False False False False
## 842 0.05 Cloudy False False False False
## 843 0.07 Rain False False False False
## 844 0.00 Partly Cloudy False False False False
## 845 0.00 Cloudy False False False True
## 846 0.00 Cloudy False False False False
## 847 0.00 Fair False False False False
## 848 0.00 Haze False False False False
## 849 0.00 Fair False False False False
## 850 0.03 Light Rain False False False False
## 851 0.00 Fair False False False False
## 852 0.00 Fair False False False False
## 853 0.00 Fair False False False False
## 854 0.00 Thunder in the Vicinity False False False False
## 855 0.01 Light Rain False False False False
## 856 0.00 Mostly Cloudy False False False False
## 857 0.00 Cloudy False False False False
## 858 0.00 Cloudy False False False False
## 859 0.00 Mostly Cloudy False False False False
## 860 0.00 Cloudy False False False False
## 861 0.00 Cloudy False False False False
## 862 0.00 Mostly Cloudy False False False False
## 863 0.00 Fair False False False False
## 864 0.00 Partly Cloudy False False False False
## 865 0.00 Rain False False False False
## 866 0.01 Light Rain False False True False
## 867 0.00 Rain False False False False
## 868 0.00 Rain False False False False
## 869 0.03 Mostly Cloudy False False False False
## 870 0.01 Light Drizzle False False False False
## 871 0.00 Fair False False False False
## 872 0.03 Rain False False False False
## 873 0.00 Fair False False False False
## 874 0.00 Fair False False False False
## 875 0.00 Partly Cloudy False False False False
## 876 0.00 Fair False False False False
## 877 0.00 Light Rain False False False False
## 878 0.00 Cloudy False False False False
## 879 0.00 Mostly Cloudy False False False False
## 880 0.00 Light Rain False False False False
## 881 0.00 Cloudy False False False False
## 882 0.00 Fair False False False True
## 883 0.00 Mostly Cloudy False False False False
## 884 0.01 Light Rain False False False False
## 885 0.00 Fair False False False False
## 886 0.00 Fair False False False False
## 887 0.00 Haze False False False False
## 888 0.00 Fair False False True False
## 889 0.00 Fair False False False False
## 890 0.01 Light Snow False False False False
## 891 0.00 Fair False False False False
## 892 0.00 Mostly Cloudy False False False False
## 893 0.00 Cloudy False False False False
## 894 0.00 Fair False False False False
## 895 0.00 Mostly Cloudy False False False False
## 896 0.00 Mostly Cloudy False False False False
## 897 0.01 Light Rain False False False False
## 898 0.01 Light Rain False False False False
## 899 0.00 Fair False False False False
## 900 0.00 Partly Cloudy False False False False
## 901 0.00 Mostly Cloudy False False False False
## 902 0.00 Fair False False False False
## 903 0.00 Cloudy False False False False
## 904 0.00 Cloudy False False False False
## 905 0.00 Fair False False False False
## 906 0.04 Heavy T-Storm False False False False
## 907 0.00 Fair False False False False
## 908 0.00 Light Drizzle False False False False
## 909 0.00 Fair False False False False
## 910 0.00 Cloudy False False False False
## 911 0.00 Cloudy False False False False
## 912 0.00 Fair False False False False
## 913 0.00 Fair False False False False
## 914 0.00 Light Snow False False False False
## 915 0.00 Light Rain False False False False
## 916 0.00 Mostly Cloudy False False False False
## 917 0.00 Fair False False False False
## 918 0.00 Fair False False False False
## 919 0.00 Fair False False False False
## 920 0.00 Cloudy False False False False
## 921 0.00 Mostly Cloudy False False False False
## 922 0.00 Cloudy False False False False
## 923 0.00 Fair False False False False
## 924 0.00 Fair / Windy False False True True
## 925 0.03 Light Snow False False False False
## 926 0.09 Light Rain False False False False
## 927 0.00 Fair False False False False
## 928 0.00 Light Rain False False False False
## 929 0.00 Mostly Cloudy False False False False
## 930 0.00 Fair False False False False
## 931 0.00 Fair False False True False
## 932 0.01 Cloudy False False False False
## 933 0.00 Cloudy False False False False
## 934 0.00 Cloudy False False False False
## 935 0.00 Light Rain False False False False
## 936 0.00 Fair False False False False
## 937 0.00 Cloudy False False False False
## 938 0.00 Partly Cloudy False False False False
## 939 0.03 Light Rain False False False False
## 940 0.01 Light Rain False False False False
## 941 0.00 Fair False False False False
## 942 0.02 Light Rain False False False False
## 943 0.01 Mostly Cloudy False False False False
## 944 0.00 Fair False False False False
## 945 0.00 Fair False False False False
## 946 0.00 Fair False False False False
## 947 0.00 Cloudy False False False False
## 948 0.00 Mostly Cloudy False False False False
## 949 0.00 Fair False False False False
## 950 0.00 Cloudy False False False False
## 951 0.00 Cloudy False False False False
## 952 0.00 Light Rain False False False False
## 953 0.00 Fair False False False False
## 954 0.02 Light Snow False False False False
## 955 0.00 Cloudy False False False False
## 956 0.00 Fair False False False False
## 957 0.00 Fair False False False False
## 958 0.00 Partly Cloudy False False False False
## 959 0.00 Fair False False False False
## 960 0.00 Fair False False False False
## 961 0.00 Cloudy False False False False
## 962 0.00 Partly Cloudy False False False False
## 963 0.03 Mostly Cloudy False False False False
## 964 0.00 Fair False False False False
## 965 0.00 Mostly Cloudy False False False False
## 966 0.00 Fair False False False False
## 967 0.00 Thunder in the Vicinity False False False False
## 968 0.06 Light Rain False False False False
## 969 0.00 Fair False False False False
## 970 0.00 Partly Cloudy False False False False
## 971 0.00 Wintry Mix False False False False
## 972 0.00 Light Snow False False False False
## 973 0.00 Fog True False True False
## 974 0.00 Light Rain False False False False
## 975 0.00 Cloudy False False False False
## 976 0.00 Cloudy False False False False
## 977 0.00 Fair False False False False
## 978 0.00 Fair False False False False
## 979 0.05 Light Rain False False False False
## 980 0.16 Rain False False False False
## 981 0.01 Light Rain False False False False
## 982 0.00 Cloudy False False False False
## 983 0.01 Light Snow False False False False
## 984 0.00 Fair False False False False
## 985 0.00 Light Snow False False False False
## 986 0.00 Fair False False False False
## 987 0.00 Mostly Cloudy False False False False
## 988 0.00 Haze False False False False
## 989 0.00 Cloudy False False False False
## 990 0.00 Cloudy False False False False
## 991 0.00 Fair False False False False
## 992 0.00 Fair False False False False
## 993 0.00 Drizzle False False False False
## 994 0.00 Cloudy False False False False
## 995 0.00 Mostly Cloudy False False False False
## 996 0.00 Fair False False False False
## 997 0.08 T-Storm False False False False
## 998 0.00 Fair False False False False
## 999 0.00 Mostly Cloudy False False False False
## 1000 0.00 Partly Cloudy False False False False
## 1001 0.00 Fair False False False False
## 1002 0.00 Cloudy False False False False
## 1003 0.00 Fair False False False False
## 1004 0.00 Cloudy False False False False
## 1005 0.04 Light Rain False False False False
## 1006 0.00 Fair False False False False
## 1007 0.00 Cloudy False False False False
## 1008 0.00 Cloudy False False False False
## 1009 0.00 Fair False False False False
## 1010 0.00 Fair False False False False
## 1011 0.00 Fair False False False False
## 1012 0.00 Fair False False False False
## 1013 0.00 Cloudy False False False False
## 1014 0.01 Light Rain False False True False
## 1015 0.00 Mostly Cloudy False False False False
## 1016 0.00 Fair False False False False
## 1017 0.00 Fair False False False False
## 1018 0.03 Light Rain False False False False
## 1019 0.00 Cloudy False False False False
## 1020 0.02 Light Rain False False False False
## 1021 0.00 Light Rain False False False False
## 1022 0.00 Mostly Cloudy False False False False
## 1023 0.00 Fair False False False False
## 1024 0.00 Cloudy False False False False
## 1025 0.00 Fair False False False False
## 1026 0.00 Mostly Cloudy False False False False
## 1027 0.00 Mostly Cloudy False False False False
## 1028 0.04 Light Rain False False False False
## 1029 0.00 Mostly Cloudy False False False False
## 1030 0.00 Cloudy False False False False
## 1031 0.00 Fair False False False False
## 1032 0.00 Cloudy False False False False
## 1033 0.00 Light Snow False False False False
## 1034 0.00 Fair False False False False
## 1035 0.00 Fair False False True False
## 1036 0.00 Light Rain False False False False
## 1037 0.00 Partly Cloudy False False False False
## 1038 0.00 Fair False False False False
## 1039 0.00 Fair False False False False
## 1040 0.00 Fair False False False False
## 1041 0.00 Cloudy False False False False
## 1042 0.08 Light Rain False False False False
## 1043 0.00 Fair False False False False
## 1044 0.00 Mostly Cloudy False False False False
## 1045 0.00 Mostly Cloudy False False False False
## 1046 0.00 Partly Cloudy False False False False
## 1047 0.00 Fair False False False False
## 1048 0.00 Mostly Cloudy False False False False
## 1049 0.00 Fair False False False False
## 1050 0.00 Fair False False False False
## 1051 0.00 Light Rain False False False False
## 1052 0.00 Cloudy False False False False
## 1053 0.03 Rain False False False False
## 1054 0.06 Light Drizzle False False False False
## 1055 0.06 Light Drizzle False False False False
## 1056 0.00 Fair False False False False
## 1057 0.00 Fair False False False False
## 1058 0.00 Cloudy False False False False
## 1059 0.00 Partly Cloudy False False False False
## 1060 0.00 Mostly Cloudy False False False False
## 1061 0.06 Light Rain False False False False
## 1062 0.01 T-Storm False False False False
## 1063 0.00 Cloudy False False False False
## 1064 0.00 Fair False False False False
## 1065 0.00 Cloudy False False False False
## 1066 0.00 Fair False False False False
## 1067 0.00 Cloudy False False False False
## 1068 0.00 Cloudy False False False False
## 1069 0.00 Fair False False False False
## 1070 0.00 Fair False False False False
## 1071 0.00 Fair False False False False
## 1072 0.00 Wintry Mix False False False False
## 1073 0.00 Fair False False False False
## 1074 0.00 Fair False False False False
## 1075 0.00 Light Rain False False False False
## 1076 0.00 Mostly Cloudy False False False False
## 1077 0.00 Fair False False False False
## 1078 0.00 Partly Cloudy False False False False
## 1079 0.00 Mostly Cloudy False False True False
## 1080 0.00 Cloudy False False False False
## 1081 0.00 Light Rain False False True False
## 1082 0.00 Cloudy False False False False
## 1083 0.00 Fair False False False False
## 1084 0.00 Fair False False False False
## 1085 0.01 Cloudy False False False False
## 1086 0.00 Fair False False False False
## 1087 0.00 Mostly Cloudy False False True False
## 1088 0.00 Fair False False False False
## 1089 0.00 Cloudy False False False False
## 1090 0.00 Mostly Cloudy False False False False
## 1091 0.01 Light Rain False False False False
## 1092 0.00 Rain False False False False
## 1093 0.00 Partly Cloudy False False False False
## 1094 0.00 Mostly Cloudy False False False False
## 1095 0.00 Light Rain False False False False
## 1096 0.00 Mostly Cloudy False False False False
## 1097 0.01 Light Rain with Thunder False False False False
## 1098 0.00 Mostly Cloudy False False False False
## 1099 0.00 Fair False False False False
## 1100 0.00 Light Rain False False False False
## 1101 0.00 Light Rain False False False False
## 1102 0.00 Fair False False False False
## 1103 0.00 Mostly Cloudy False False False False
## 1104 0.00 Fair True False True False
## 1105 0.00 Mostly Cloudy False False False False
## 1106 0.00 Partly Cloudy False False False False
## 1107 0.00 Fair False False False False
## 1108 0.00 Fair False False False False
## 1109 0.00 Fair False False False False
## 1110 0.00 Fair True False False False
## 1111 0.01 Light Rain False False False False
## 1112 0.00 Cloudy False False False False
## 1113 0.00 Fair False False False False
## 1114 0.00 Fair False False False False
## 1115 0.00 Fair False False False False
## 1116 0.00 Light Rain False False False False
## 1117 0.00 Cloudy False False False False
## 1118 0.00 Fair False False False False
## 1119 0.00 Fair False False False False
## 1120 0.00 Light Drizzle False False False False
## 1121 0.00 Fair False False False False
## 1122 0.00 Fair False False False False
## 1123 0.00 Heavy Rain False False False False
## 1124 0.00 Cloudy False False False False
## 1125 0.00 Cloudy False False False False
## 1126 0.00 Mostly Cloudy False False False False
## 1127 0.00 Mostly Cloudy False False False False
## 1128 0.00 Cloudy False False False False
## 1129 0.00 Cloudy False False False False
## 1130 0.00 Fair False False False False
## 1131 0.00 Light Rain False False False False
## 1132 0.00 Partly Cloudy False False False False
## 1133 0.00 Cloudy False False False False
## 1134 0.00 Mostly Cloudy False False True False
## 1135 0.11 Light Rain False False False False
## 1136 0.03 Light Rain False False False False
## 1137 0.03 Light Rain False False False False
## 1138 0.03 Light Rain False False False False
## 1139 0.00 Mostly Cloudy False False False False
## 1140 0.00 Partly Cloudy False False False False
## 1141 0.00 Fair False False False False
## 1142 0.00 Cloudy False False False False
## 1143 0.01 Mostly Cloudy False False False False
## 1144 0.00 Fair False False False False
## 1145 0.03 Light Snow False False False False
## 1146 0.00 Fair False False False False
## 1147 0.00 Mostly Cloudy False False False False
## 1148 0.00 Cloudy False False False False
## 1149 0.00 Cloudy False False False False
## 1150 0.00 Light Rain False False False False
## 1151 0.00 Fair False False False False
## 1152 0.04 Light Rain False False False False
## 1153 0.00 Cloudy False False False False
## 1154 0.00 Fair False False False False
## 1155 0.00 Mostly Cloudy False False False False
## 1156 0.00 Fair False False False False
## 1157 0.00 Partly Cloudy False False False False
## 1158 0.00 Fair False False False False
## 1159 0.00 Fair False False False False
## 1160 0.00 Fair False False False False
## 1161 0.01 Light Rain False False False False
## 1162 0.00 Partly Cloudy False False False False
## 1163 0.09 Light Rain False False True False
## 1164 0.01 Light Rain False False False False
## 1165 0.03 Light Rain False False False False
## 1166 0.16 Light Snow False False False False
## 1167 0.00 Fair False False False False
## 1168 0.00 Partly Cloudy False False False False
## 1169 0.00 Cloudy False False False False
## 1170 0.00 Cloudy False False False False
## 1171 0.00 Fair False False False False
## 1172 0.11 Cloudy False False False False
## 1173 0.13 Rain False False False False
## 1174 0.13 Rain False False False False
## 1175 0.00 Partly Cloudy False False False False
## 1176 0.00 Mostly Cloudy False False False False
## 1177 0.01 Mostly Cloudy False False False False
## 1178 0.00 Fair False False False False
## 1179 0.00 Mostly Cloudy False False False False
## 1180 0.00 Cloudy False False False False
## 1181 0.00 Fair False False False False
## 1182 0.00 Cloudy False False True False
## 1183 0.02 Cloudy False False False False
## 1184 0.00 Cloudy False False False False
## 1185 0.00 Cloudy False False False False
## 1186 0.00 Fair False False False False
## 1187 0.00 Light Snow False False False False
## 1188 0.00 Cloudy False False False False
## 1189 0.04 Rain False False False False
## 1190 0.00 Light Rain False False False False
## 1191 0.00 Cloudy False False False False
## 1192 0.00 Mostly Cloudy False False False False
## 1193 0.00 Partly Cloudy False False False False
## 1194 0.00 Cloudy False False False False
## 1195 0.08 Rain False False False False
## 1196 0.00 Cloudy False False False False
## 1197 0.00 Partly Cloudy False False False False
## 1198 0.00 Cloudy False False False False
## 1199 0.01 Light Rain False False False False
## 1200 0.00 Cloudy False False False False
## 1201 0.00 Mostly Cloudy False False False False
## 1202 0.04 Light Rain False False False False
## 1203 0.00 Mostly Cloudy False False False False
## 1204 0.00 Cloudy False False False False
## 1205 0.00 Fair False False True False
## 1206 0.10 Light Rain False False False False
## 1207 0.00 Fair False False False False
## 1208 0.00 Fair False False True False
## 1209 0.00 Partly Cloudy False False False False
## 1210 0.10 Light Snow False False False False
## 1211 0.00 Partly Cloudy False False True False
## 1212 0.00 Mostly Cloudy False False False False
## 1213 0.00 Fair False False False False
## 1214 0.00 Fair False False False False
## 1215 0.00 Fair False False False False
## 1216 0.00 Cloudy False False False False
## 1217 0.00 Light Rain False False False False
## 1218 0.00 Mostly Cloudy False False False False
## 1219 0.00 Mostly Cloudy False False False False
## 1220 0.00 Partly Cloudy False False False False
## 1221 0.00 Mostly Cloudy False False False False
## 1222 0.00 Light Rain False False False False
## 1223 0.00 Cloudy False False False False
## 1224 0.00 Fair False False False False
## 1225 0.00 Fair False False False False
## 1226 0.00 Mostly Cloudy False False False False
## 1227 0.00 Fair False False False False
## 1228 0.00 Light Rain False False False False
## 1229 0.00 Mostly Cloudy False False False False
## 1230 0.00 Fair False False False False
## 1231 0.00 Fair False False False False
## 1232 0.00 Fair False False False False
## 1233 0.01 Cloudy False False False False
## 1234 0.06 Rain False False False False
## 1235 0.06 Fair False False False False
## 1236 0.00 Fair False False False False
## 1237 0.00 Mostly Cloudy False False False False
## 1238 0.00 Fair False False False False
## 1239 0.00 Cloudy False False False False
## 1240 0.00 Partly Cloudy False False False False
## 1241 0.00 Fog False False False False
## 1242 0.00 Fair False False False False
## 1243 0.00 Mostly Cloudy False False False False
## 1244 0.00 Cloudy False False False False
## 1245 0.00 Fair False False False False
## 1246 0.00 Fair False False False False
## 1247 0.00 Cloudy False False False False
## 1248 0.00 Fair False False False False
## 1249 0.00 Fair False False False False
## 1250 0.00 Mostly Cloudy False False False False
## 1251 0.05 Light Rain False False False False
## 1252 0.00 Fair False False False False
## 1253 0.10 Heavy Rain False False False False
## 1254 0.04 Mostly Cloudy True False False False
## 1255 0.00 Fair False False False False
## 1256 0.10 Light Rain False False False False
## 1257 0.01 Light Rain False False False False
## 1258 0.00 Cloudy False False False False
## 1259 0.00 Partly Cloudy False False False False
## 1260 0.00 Cloudy False False False False
## 1261 0.00 Fair False False False False
## 1262 0.00 Cloudy False False False False
## 1263 0.00 Fair False False False False
## 1264 0.00 Mostly Cloudy False False False False
## 1265 0.00 Mostly Cloudy False False False False
## 1266 0.00 Fair False False False False
## 1267 0.00 Partly Cloudy False False False False
## 1268 0.02 Fair False False False False
## 1269 0.00 Cloudy False False True False
## 1270 0.00 Fair False False False False
## 1271 0.01 Light Snow False False False False
## 1272 0.00 Fair False False False False
## 1273 0.00 Cloudy False False False False
## 1274 0.00 Mostly Cloudy False False False False
## 1275 0.00 Partly Cloudy False False False False
## 1276 0.00 Partly Cloudy False False False False
## 1277 0.00 Cloudy False False False False
## 1278 0.00 Fair False False True False
## 1279 0.00 Cloudy False False True False
## 1280 0.00 Fair False False False False
## 1281 0.00 Fair False False False False
## 1282 0.00 Fair False False False False
## 1283 0.00 Rain False False False False
## 1284 0.02 Heavy Rain False False False False
## 1285 0.01 Snow and Sleet False False False False
## 1286 0.01 Cloudy False False False False
## 1287 0.00 Mostly Cloudy False False False False
## 1288 0.00 Cloudy False False False False
## 1289 0.00 Fair False False False False
## 1290 0.00 Fair False False False False
## 1291 0.02 Light Rain False False False False
## 1292 0.00 Fair False False False False
## 1293 0.00 Fair False False False False
## 1294 0.00 Fair False False True False
## 1295 0.00 Cloudy False False False False
## 1296 0.00 Fair False False False False
## 1297 0.07 Cloudy False False False False
## 1298 0.00 Mostly Cloudy False False False False
## 1299 0.00 Mostly Cloudy False False True False
## 1300 0.10 Heavy Rain False False False False
## 1301 0.02 Cloudy False False False False
## 1302 0.00 Partly Cloudy False False False False
## 1303 0.00 Cloudy False False False False
## 1304 0.04 Cloudy False False False False
## 1305 0.00 Cloudy False False False False
## 1306 0.00 Cloudy False False False False
## 1307 0.00 Fair False False True False
## 1308 0.00 Cloudy False False False False
## 1309 0.01 Light Rain False False False False
## 1310 0.04 Heavy T-Storm False False False False
## 1311 0.00 Fair False False False False
## 1312 0.00 Mostly Cloudy False False False False
## 1313 0.00 Fair False False False False
## 1314 0.00 Fair False False False False
## 1315 0.00 Fair False False False False
## 1316 0.00 Fair False False False False
## 1317 0.00 Fair False False False False
## 1318 0.00 Fair False False False False
## 1319 0.00 Mostly Cloudy False False False False
## 1320 0.00 Fair False False False False
## 1321 0.00 Light Drizzle False False False False
## 1322 0.12 Light Rain with Thunder False False False False
## 1323 0.00 Cloudy False False False False
## 1324 0.00 Fair False False False False
## 1325 0.00 Fair False False False False
## 1326 0.00 Fair False False False False
## 1327 0.00 Cloudy False False False False
## 1328 0.00 Rain False False False False
## 1329 0.00 Snow False False False False
## 1330 0.00 Fair False False False False
## 1331 0.00 Fair False False False False
## 1332 0.00 Fair False False False False
## 1333 0.00 Light Rain False False False False
## 1334 0.00 Fair False False False False
## 1335 0.00 Light Rain False False False False
## 1336 0.00 Fair False False False False
## 1337 0.00 Fair False False False False
## 1338 0.00 Fair False False False False
## 1339 0.00 Mostly Cloudy False False False False
## 1340 0.00 Fair False False False False
## 1341 0.00 Partly Cloudy False False True False
## 1342 0.00 Mostly Cloudy False False False False
## 1343 0.00 Partly Cloudy False False False False
## 1344 0.00 Light Rain False False False False
## 1345 0.00 Fair False False True False
## 1346 0.00 Fair False False False False
## 1347 0.00 Fair False False False False
## 1348 0.11 Light Rain False False False False
## 1349 0.00 Haze / Windy False False False False
## 1350 0.00 Fair False False False False
## 1351 0.00 Fair False False False False
## 1352 0.00 Cloudy False False False False
## 1353 0.00 Fair False False False False
## 1354 0.10 Light Rain False False False False
## 1355 0.00 Mostly Cloudy False False False False
## 1356 0.00 Mostly Cloudy False False False False
## 1357 0.00 Mostly Cloudy False False False False
## 1358 0.01 Light Rain False False False False
## 1359 0.00 Mostly Cloudy False False False False
## 1360 0.00 Partly Cloudy False False False False
## 1361 0.00 Cloudy False False False False
## 1362 0.00 Fair False False False False
## 1363 0.00 Fair False False False False
## 1364 0.00 Fair False False False False
## 1365 0.00 Fair False False False False
## 1366 0.00 Light Snow False False False False
## 1367 0.00 Mostly Cloudy False False True False
## 1368 0.00 Fair False False False False
## 1369 0.00 Fair False False False False
## 1370 0.00 Mostly Cloudy False False False False
## 1371 0.00 Fair False False False False
## 1372 0.00 Cloudy False False False False
## 1373 0.00 Mostly Cloudy False False False False
## 1374 0.00 Cloudy False False False False
## 1375 0.00 Fair False False False False
## 1376 0.00 Light Drizzle False False False False
## 1377 0.03 Cloudy False False False False
## 1378 0.09 Rain False False False False
## 1379 0.00 Partly Cloudy False False False False
## 1380 0.00 Cloudy False False False False
## 1381 0.00 Fair False False False False
## 1382 0.00 Fair False False False False
## 1383 0.00 Cloudy False False False False
## 1384 0.00 Fair False False False False
## 1385 0.05 Light Rain False False False False
## 1386 0.00 Haze False False True False
## 1387 0.00 Fair False False False False
## 1388 0.00 Partly Cloudy False False False False
## 1389 0.00 Light Rain False False False False
## 1390 0.00 Fair False False False False
## 1391 0.01 Light Rain False False False False
## 1392 0.23 Light Rain False False False False
## 1393 0.00 Light Rain False False False False
## 1394 0.00 Fair False False False False
## 1395 0.00 Cloudy False False False False
## 1396 0.05 Light Rain False False False False
## 1397 0.00 Light Rain False False False False
## 1398 0.00 Fair False False False False
## 1399 0.02 Light Rain False False False False
## 1400 0.00 Fair False False False False
## 1401 0.00 Fair False False False False
## 1402 0.00 Fair False False False False
## 1403 0.00 Mostly Cloudy False False False False
## 1404 0.00 Light Rain False False False False
## 1405 0.00 Fair False False False False
## 1406 0.00 Cloudy False False False False
## 1407 0.00 Fair False False False False
## 1408 0.00 Fair False False False False
## 1409 0.00 Fair False False False False
## 1410 0.00 Partly Cloudy False False False False
## 1411 0.00 Fair False False False False
## 1412 0.00 Fair False False False False
## 1413 0.00 Fair False False False False
## 1414 0.00 Cloudy False False False False
## 1415 0.00 Cloudy False False False False
## 1416 0.00 Fair False False False False
## 1417 0.00 Mostly Cloudy False False False False
## 1418 0.00 Fair False False False False
## 1419 0.00 Fair False False True False
## 1420 0.00 Fair False False False False
## 1421 0.05 Light Rain False False False False
## 1422 0.00 Fair False False False False
## 1423 0.00 Cloudy False False False False
## 1424 0.00 Fair False False False False
## 1425 0.00 Partly Cloudy False False False False
## 1426 0.00 Fair False False False False
## 1427 0.00 Cloudy False False False False
## 1428 0.00 Partly Cloudy False False False False
## 1429 0.00 Haze False False False False
## 1430 0.00 Light Rain False False True False
## 1431 0.00 Light Rain False False False False
## 1432 0.00 Fair False False False False
## 1433 0.00 Fair False False False False
## 1434 0.03 Light Rain False False False False
## 1435 0.00 Light Rain False False True False
## 1436 0.00 Fair False False False False
## 1437 0.00 Fair False False False False
## 1438 0.01 Light Rain False False True False
## 1439 0.00 Fair False False False False
## 1440 0.00 Fair False False True False
## 1441 0.12 Light Rain False False False False
## 1442 0.00 Mostly Cloudy False False False False
## 1443 0.00 Rain False False False False
## 1444 0.00 Light Rain False False False False
## 1445 0.00 Partly Cloudy False False False False
## 1446 0.00 Cloudy False False False False
## 1447 0.00 Fair False False False False
## 1448 0.00 Cloudy False False False False
## 1449 0.02 Light Snow False False False False
## 1450 0.00 Cloudy False False False False
## 1451 0.00 Mostly Cloudy False False False False
## 1452 0.00 Cloudy False False False False
## 1453 0.00 Mostly Cloudy False False False False
## 1454 0.00 Fair False False False False
## 1455 0.07 Light Rain False False False False
## 1456 0.00 Cloudy False False False False
## 1457 0.04 Light Snow False False False False
## 1458 0.00 Cloudy False False False False
## 1459 0.00 Mostly Cloudy False False False False
## 1460 0.01 Light Rain False False False False
## 1461 0.00 Cloudy False False False False
## 1462 0.03 Light Rain False False False False
## 1463 0.00 Fair False False False False
## 1464 0.00 Cloudy False False False False
## 1465 0.02 Rain / Windy False False False False
## 1466 0.00 Cloudy False False False False
## 1467 0.00 Fair False False False False
## 1468 0.00 Fair False False True False
## 1469 0.00 Mostly Cloudy False False False False
## 1470 0.02 Cloudy False False False False
## 1471 0.00 Partly Cloudy False False False False
## 1472 0.06 Mostly Cloudy False False False False
## 1473 0.00 Light Rain False False False False
## 1474 0.00 Fair False False False False
## 1475 0.00 Cloudy False False False False
## 1476 0.00 Partly Cloudy False False False False
## 1477 0.00 Fair False False False False
## 1478 0.00 Mostly Cloudy False False False False
## 1479 0.00 Cloudy False False False False
## 1480 0.00 Light Snow False False False False
## 1481 0.00 Mostly Cloudy False False False False
## 1482 0.00 Mostly Cloudy False False False False
## 1483 0.00 Fair False False False False
## 1484 0.00 Light Drizzle False False False False
## 1485 0.20 T-Storm False False False False
## 1486 0.00 Light Rain False False False False
## 1487 0.00 Fair False False False False
## 1488 0.00 Cloudy False False False False
## 1489 0.00 Cloudy False False False False
## 1490 0.00 Mostly Cloudy False False False False
## 1491 0.01 Cloudy False False False False
## 1492 0.00 Mostly Cloudy False False False False
## 1493 0.00 Fair False False False False
## 1494 0.00 Fair False False False False
## 1495 0.04 Fair False False False False
## 1496 0.00 Cloudy False False False False
## 1497 0.00 Fair False False False False
## 1498 0.00 Fair False False False False
## 1499 0.00 Partly Cloudy False False False False
## 1500 0.00 Mostly Cloudy False False False False
## 1501 0.02 Cloudy False False False False
## 1502 0.00 Cloudy False False True False
## 1503 0.00 Fair False False False False
## 1504 0.00 Cloudy False False False False
## 1505 0.00 Fair False False False False
## 1506 0.00 Fair False False True False
## 1507 0.00 Fair False False False False
## 1508 0.00 Fair False False False False
## 1509 0.00 Mostly Cloudy False False False False
## 1510 0.21 Heavy T-Storm False False False False
## 1511 0.00 Cloudy False False False False
## 1512 0.00 Fair False False False False
## 1513 0.00 Cloudy False False False False
## 1514 0.03 Light Rain False False False False
## 1515 0.00 Cloudy False False False False
## 1516 0.00 Mostly Cloudy False False False False
## 1517 0.00 Light Snow False False False False
## 1518 0.00 Mostly Cloudy False False False False
## 1519 0.00 Cloudy False False False False
## 1520 0.00 Fair False False False False
## 1521 0.00 Mostly Cloudy / Windy False False False False
## 1522 0.00 Light Snow False False False False
## 1523 0.07 Light Snow and Sleet False False False False
## 1524 0.00 Cloudy False False False False
## 1525 0.00 Fair False False False False
## 1526 0.00 Partly Cloudy False False False False
## 1527 0.00 Cloudy False False False False
## 1528 0.00 Fair False False False False
## 1529 0.00 Partly Cloudy False False False False
## 1530 0.00 Fair False False False False
## 1531 0.00 Partly Cloudy False False False False
## 1532 0.00 Fair False False False False
## 1533 0.12 Rain False False False False
## 1534 0.00 Partly Cloudy False False False False
## 1535 0.09 Light Rain False False False False
## 1536 0.00 Partly Cloudy False False False False
## 1537 0.03 Cloudy False False False False
## 1538 0.03 Cloudy False False False False
## 1539 0.00 Cloudy False False False False
## 1540 0.08 Light Snow False False False False
## 1541 0.00 Fair False False False False
## 1542 0.00 Cloudy False False False False
## 1543 0.10 Light Rain False False False False
## 1544 0.00 Cloudy False False False False
## 1545 0.00 Fair False False False False
## 1546 0.00 Fair False False False False
## 1547 0.02 Cloudy False False False False
## 1548 0.00 Fair False False False False
## 1549 0.00 Fair False False True False
## 1550 0.00 Fair False False False False
## 1551 0.00 Fair False False False False
## 1552 0.05 Light Rain False False False False
## 1553 0.00 Fair False False False False
## 1554 0.00 Mostly Cloudy True False False False
## 1555 0.00 Fair False False False False
## 1556 0.00 Fair False False False False
## 1557 0.00 Fair False False False False
## 1558 0.00 Mostly Cloudy False False False False
## 1559 0.00 Fair False False False False
## 1560 0.00 Fair False False False False
## 1561 0.00 Wintry Mix False False False False
## 1562 0.01 Light Snow False False False False
## 1563 0.00 Fair False False False False
## 1564 0.00 Cloudy False False False False
## 1565 0.09 Freezing Rain False False False False
## 1566 0.00 Cloudy False False False False
## 1567 0.32 Rain False False False False
## 1568 0.09 Mostly Cloudy False False False False
## 1569 0.00 Fair False False False False
## 1570 0.00 Fair False False False False
## 1571 0.00 Fair False False False False
## 1572 0.00 Mostly Cloudy False False True False
## 1573 0.00 Partly Cloudy False False False False
## 1574 0.00 Fair False False False False
## 1575 0.00 Partly Cloudy False False False False
## 1576 0.00 Fog False False False False
## 1577 0.01 Light Rain False False False False
## 1578 0.01 Light Rain False False False False
## 1579 0.00 Cloudy False False False False
## 1580 0.00 Cloudy False False False False
## 1581 0.02 Light Snow False False False False
## 1582 0.00 Fair False False False False
## 1583 0.00 Fair False False False False
## 1584 0.00 Cloudy False False False False
## 1585 0.00 Partly Cloudy False False True False
## 1586 0.00 Fair False False False False
## 1587 0.00 Cloudy False False False False
## 1588 0.00 Wintry Mix False False False False
## 1589 0.00 Cloudy False False False False
## 1590 0.00 Mostly Cloudy False False False False
## 1591 0.00 Fair False False False False
## 1592 0.00 Fair False False False False
## 1593 0.00 Fair False False False False
## 1594 0.03 Light Rain False False False False
## 1595 0.00 Mostly Cloudy False False False False
## 1596 0.00 Mostly Cloudy False False False False
## 1597 0.00 Fair False False False False
## 1598 0.00 Fair False False False False
## 1599 0.00 Cloudy False False False False
## 1600 0.00 Cloudy False False False False
## 1601 0.00 Fair False False False False
## 1602 0.00 Fair False False False False
## 1603 0.00 Fair False False False False
## 1604 0.00 Mostly Cloudy False False False False
## 1605 0.00 Partly Cloudy False False False False
## 1606 0.00 Mostly Cloudy False False False False
## 1607 0.00 Fair False False False False
## 1608 0.07 Rain False False False False
## 1609 0.02 Cloudy False False False False
## 1610 0.02 Cloudy False False False False
## 1611 0.00 Fair False False False False
## 1612 0.00 Cloudy False False False False
## 1613 0.09 Cloudy False False False False
## 1614 0.09 Cloudy False False False False
## 1615 0.02 Light Rain False False False False
## 1616 0.00 Mostly Cloudy False False False False
## 1617 0.00 Partly Cloudy False False False False
## 1618 0.00 Light Rain False False False False
## 1619 0.00 Cloudy False False False False
## 1620 0.00 Fog False False False False
## 1621 0.00 Fair False False False False
## 1622 0.02 Light Rain False False False False
## 1623 0.00 Fair False False False False
## 1624 0.00 Mostly Cloudy False False False False
## 1625 0.00 Cloudy False False False False
## 1626 0.00 Cloudy False False False False
## 1627 0.00 Cloudy False False False False
## 1628 0.00 Fair False False False False
## 1629 0.00 Fair False False False False
## 1630 0.00 Light Rain False False True True
## 1631 0.00 Partly Cloudy False False False False
## 1632 0.00 Partly Cloudy False False False False
## 1633 0.04 Light Rain False False True False
## 1634 0.00 Cloudy False False True False
## 1635 0.00 Fair False False False False
## 1636 0.02 Wintry Mix False False False False
## 1637 0.02 Light Rain False False False False
## 1638 0.00 Fair False False False False
## 1639 0.00 Fair False False False False
## 1640 0.00 Fair False False False False
## 1641 0.00 Fair False False False False
## 1642 0.00 Fair False False False False
## 1643 0.00 Cloudy False False False False
## 1644 0.00 N/A Precipitation False False False False
## 1645 0.00 N/A Precipitation False False False False
## 1646 0.00 Cloudy False False False False
## 1647 0.00 Fair False False False False
## 1648 0.00 Cloudy False False False False
## 1649 0.00 Mostly Cloudy False False False False
## 1650 0.00 Mostly Cloudy False False False False
## 1651 0.00 Fair False False False False
## 1652 0.00 Fair False False False False
## 1653 0.07 Wintry Mix False False False False
## 1654 0.00 Cloudy False False False False
## 1655 0.00 Cloudy False False False False
## 1656 0.00 Cloudy False False False False
## 1657 0.00 Fair False False False False
## 1658 0.00 Mostly Cloudy False False False False
## 1659 0.00 Fair False False False False
## 1660 0.00 Fair False False False False
## 1661 0.00 Fair False False False False
## 1662 0.00 Fair False False False False
## 1663 0.06 Rain False False False False
## 1664 0.00 Partly Cloudy False False False False
## 1665 0.00 Cloudy False False False False
## 1666 0.00 Mostly Cloudy False False False False
## 1667 0.00 Mostly Cloudy False False False False
## 1668 0.04 Light Rain False False False False
## 1669 0.00 Partly Cloudy False False False False
## 1670 0.00 Mostly Cloudy False False False False
## 1671 0.08 Light Rain False False False False
## 1672 0.00 Cloudy False False False False
## 1673 0.00 Fair False False False False
## 1674 0.02 Rain False False False False
## 1675 0.00 Fair False False False False
## 1676 0.09 Rain False False False False
## 1677 0.00 Cloudy False False False False
## 1678 0.00 Cloudy False False False False
## 1679 0.00 Cloudy False False False False
## 1680 0.00 Fair False False False False
## 1681 0.00 Mostly Cloudy False False False False
## 1682 0.00 Fair False False False False
## 1683 0.00 Partly Cloudy False False False False
## 1684 0.00 Mostly Cloudy False False False False
## 1685 0.00 Cloudy False False False False
## 1686 0.00 Mostly Cloudy False False False False
## 1687 0.00 Fair False False False False
## 1688 0.01 Light Rain False False False False
## 1689 0.00 Fair False False False False
## 1690 0.00 Cloudy False False False False
## 1691 0.00 Light Rain False False False False
## 1692 0.00 Fair False False False False
## 1693 0.00 Fair False False False False
## 1694 0.00 Fair False False False False
## 1695 0.00 Mostly Cloudy False False False False
## 1696 0.02 Cloudy False False False False
## 1697 0.09 Wintry Mix False False False False
## 1698 0.00 Fair False False False False
## 1699 0.00 Fair False False False False
## 1700 0.00 Fair False False False False
## 1701 0.00 Light Rain False False False False
## 1702 0.00 Fair False False False False
## 1703 0.06 Rain False False False False
## 1704 0.07 Rain False False False False
## 1705 0.00 Rain False False False False
## 1706 0.00 Fair False False False False
## 1707 0.00 Fair False False False False
## 1708 0.00 Fair False False False False
## 1709 0.00 Mostly Cloudy False False False False
## 1710 0.00 Mostly Cloudy False False False False
## 1711 0.00 Cloudy False False False False
## 1712 0.00 Cloudy False False False False
## 1713 0.00 Fair False False False False
## 1714 0.00 Fair False False False False
## 1715 0.00 Fair False False False False
## 1716 0.00 Cloudy False False False False
## 1717 0.00 Fair False False False False
## 1718 0.00 Fair False False False False
## 1719 0.02 Light Snow False False False False
## 1720 0.00 Fair False False False False
## 1721 0.00 Fair False False False False
## 1722 0.00 Light Rain False False False False
## 1723 0.00 Fair False False False False
## 1724 0.00 Fair False False False False
## 1725 0.00 Fair False False False False
## 1726 0.06 Light Rain False False False False
## 1727 0.00 Cloudy False False False False
## 1728 0.00 Fair False False False False
## 1729 0.00 Fair False False False False
## 1730 0.00 Mostly Cloudy False False False False
## 1731 0.00 Mostly Cloudy False False False False
## 1732 0.00 Fair False False False False
## 1733 0.00 Fair False False False False
## 1734 0.00 Fair False False False False
## 1735 0.16 Rain False False False False
## 1736 0.00 Fair False False False False
## 1737 0.00 Cloudy False False False False
## 1738 0.00 Cloudy False False False False
## 1739 0.00 Light Snow False False False False
## 1740 0.00 Light Rain False False False False
## 1741 0.00 Light Rain False False False False
## 1742 0.00 Cloudy False False False False
## 1743 0.06 Wintry Mix False False False False
## 1744 0.00 Partly Cloudy False False False False
## 1745 0.00 Cloudy False False False False
## 1746 0.00 Mostly Cloudy False False False False
## 1747 0.04 Light Rain False False False False
## 1748 0.00 Light Rain False False False False
## 1749 0.00 Mostly Cloudy False False False False
## 1750 0.00 Fair False False False False
## 1751 0.00 Rain False False False False
## 1752 0.00 Fair False False False False
## 1753 0.00 Fair False False False False
## 1754 0.02 Cloudy False False False False
## 1755 0.00 Mostly Cloudy False False False False
## 1756 0.00 Fair False False False False
## 1757 0.00 Mostly Cloudy False False False False
## 1758 0.00 Fair False False False False
## 1759 0.00 Mostly Cloudy False False False False
## 1760 0.00 Fair False False False False
## 1761 0.00 Fair False False False False
## 1762 0.00 Cloudy False False False False
## 1763 0.06 Light Snow False False False False
## 1764 0.00 Fair False False False False
## 1765 0.00 Cloudy False False False False
## 1766 0.00 Cloudy False False False False
## 1767 0.08 Light Rain False False False False
## 1768 0.00 Cloudy False False False False
## 1769 0.03 T-Storm False False False False
## 1770 0.00 Fair False False False False
## 1771 0.00 Mostly Cloudy False False False False
## 1772 0.00 Mostly Cloudy False False True False
## 1773 0.07 Light Rain False False False False
## 1774 0.00 Partly Cloudy False False False False
## 1775 0.00 Cloudy False False False False
## 1776 0.10 Light Rain False False False False
## 1777 0.00 Fair False False False False
## 1778 0.00 Mostly Cloudy False False False False
## 1779 0.00 Heavy Rain False False False False
## 1780 0.01 Light Rain False False False False
## 1781 0.00 Fair False False False False
## 1782 0.00 Fair False False False False
## 1783 0.00 Fair False False False False
## 1784 0.02 Light Rain False False False False
## 1785 0.01 Light Snow False False False False
## 1786 0.00 Fair False False False False
## 1787 0.00 Fair False False False False
## 1788 0.00 Fair False False False False
## 1789 0.00 Partly Cloudy False False False False
## 1790 0.00 Fair False False False False
## 1791 0.00 Fair False False False False
## 1792 0.00 Cloudy False False False False
## 1793 0.00 Cloudy False False False False
## 1794 0.00 Cloudy False False False False
## 1795 0.05 Light Rain False False False False
## 1796 0.00 Cloudy False False False False
## 1797 0.00 Cloudy False False False False
## 1798 0.00 Cloudy False False False False
## 1799 0.00 Fair False False False False
## 1800 0.00 Cloudy False False False False
## 1801 0.00 Partly Cloudy False False False False
## 1802 0.00 Haze False False False False
## 1803 0.04 Rain False False False False
## 1804 0.00 Fair False False False False
## 1805 0.00 Fair False False False False
## 1806 0.00 Cloudy False False False False
## 1807 0.00 Fair False False False False
## 1808 0.00 Fair False False False False
## 1809 0.00 Fair False False False False
## 1810 0.00 Fair False False False False
## 1811 0.00 Partly Cloudy False False False False
## 1812 0.08 Wintry Mix False False False False
## 1813 0.00 Light Rain / Windy False False False False
## 1814 0.00 Light Rain False False False False
## 1815 0.00 Mostly Cloudy False False False False
## 1816 0.00 Partly Cloudy False False False False
## 1817 0.00 Mostly Cloudy False False False False
## 1818 0.03 Cloudy False False False False
## 1819 0.05 Rain False False False False
## 1820 0.01 Light Rain False False False False
## 1821 0.00 Cloudy False False False False
## 1822 0.00 Cloudy False False False False
## 1823 0.00 Cloudy False False False False
## 1824 0.00 Light Rain False False False False
## 1825 0.00 Cloudy False False False False
## 1826 0.00 Fair False False False False
## 1827 0.00 Fair False False False False
## 1828 0.00 Partly Cloudy False False False False
## 1829 0.06 Light Rain False False False False
## 1830 0.00 Fair False False False False
## 1831 0.00 Fair False False False False
## 1832 0.00 Fair False False False False
## 1833 0.00 Mostly Cloudy False False False False
## 1834 0.00 Fair False False False False
## 1835 0.00 Cloudy False False False False
## 1836 0.08 Mostly Cloudy False False False False
## 1837 0.00 Fair False False False False
## 1838 0.00 Fair False False False False
## 1839 0.00 Partly Cloudy False False False False
## 1840 0.00 Cloudy False False False False
## 1841 0.00 Cloudy False False False False
## 1842 0.07 Light Rain False False False False
## 1843 0.00 Cloudy False False False False
## 1844 0.00 Fair False False False False
## 1845 0.00 Light Rain False False False False
## 1846 0.00 Fair False False False False
## 1847 0.00 Fair False False False False
## 1848 0.18 Rain False False False False
## 1849 0.00 Rain False False False False
## 1850 0.00 Fair False False False False
## 1851 0.00 Rain False False False False
## 1852 0.00 Fair False False False False
## 1853 0.00 Fair False False False False
## 1854 0.15 Heavy Rain False False False False
## 1855 0.00 Fair False False False False
## 1856 0.00 Mostly Cloudy False False False False
## 1857 0.00 Cloudy False False False False
## 1858 0.00 Cloudy False False False False
## 1859 0.01 Light Rain False False False False
## 1860 0.00 Fair False False False False
## 1861 0.00 Cloudy False False False False
## 1862 0.00 Partly Cloudy False False False False
## 1863 0.03 Rain False False False False
## 1864 0.00 Mostly Cloudy False False False False
## 1865 0.00 Mostly Cloudy False False False False
## 1866 0.00 Cloudy False False False False
## 1867 0.00 Cloudy False False False False
## 1868 0.00 Fair False False False False
## 1869 0.00 Partly Cloudy False False False False
## 1870 0.00 T-Storm False False False False
## 1871 0.00 Cloudy False False False False
## 1872 0.00 Mostly Cloudy False False False False
## 1873 0.00 Mostly Cloudy False False False False
## 1874 0.00 Mostly Cloudy False False False False
## 1875 0.00 Fair False False False False
## 1876 0.00 Cloudy True False False False
## 1877 0.00 Partly Cloudy False False False False
## 1878 0.00 Mostly Cloudy False False False False
## 1879 0.00 Cloudy True False True False
## 1880 0.00 Fair False False False False
## 1881 0.00 Fair False False False False
## 1882 0.00 Fair False False False False
## 1883 0.00 Mostly Cloudy False False False False
## 1884 0.12 Light Rain False False False False
## 1885 0.03 Light Rain False False False False
## 1886 0.00 Light Rain False False False False
## 1887 0.00 Fair False False False False
## 1888 0.00 Fair False False False False
## 1889 0.00 T-Storm False False False False
## 1890 0.10 Light Rain False False True False
## 1891 0.00 Mostly Cloudy False False False False
## 1892 0.00 Fair False False False False
## 1893 0.00 Cloudy False False False False
## 1894 0.00 Light Rain False False False False
## 1895 0.00 Fair False False False False
## 1896 0.01 Light Rain False False False False
## 1897 0.03 Light Rain False False False False
## 1898 0.00 Fair False False False False
## 1899 0.03 Light Rain False False False False
## 1900 0.00 Fair False False False False
## 1901 0.00 Fair False False False False
## 1902 0.00 Cloudy False False False False
## 1903 0.00 Mostly Cloudy False False False False
## 1904 0.00 Mostly Cloudy False False False False
## 1905 0.00 Light Rain False False False False
## 1906 0.00 Cloudy False False False False
## 1907 0.01 Light Snow / Windy False False False False
## 1908 0.00 Haze False False False False
## 1909 0.00 Partly Cloudy False False False False
## 1910 0.00 Partly Cloudy False False False False
## 1911 0.00 Mostly Cloudy False False False False
## 1912 0.00 Cloudy False False False False
## 1913 0.00 Fair False False False False
## 1914 0.00 Cloudy False False False False
## 1915 0.00 Mostly Cloudy False False False False
## 1916 0.00 Fair False False False False
## 1917 0.00 Mostly Cloudy False False True False
## 1918 0.10 Rain False False False False
## 1919 0.07 Light Rain False False False False
## 1920 0.00 Fair False False False False
## 1921 0.00 Fair False False False False
## 1922 0.06 Light Rain False False False False
## 1923 0.00 Fair False False False False
## 1924 0.04 Light Rain False False False False
## 1925 0.00 Fair False False False False
## 1926 0.19 Haze False False False False
## 1927 0.19 Mostly Cloudy False False False False
## 1928 0.11 Rain False False False False
## 1929 0.00 Fair False False False False
## 1930 0.00 Fair False False False False
## 1931 0.00 Light Rain False False False False
## 1932 0.00 Fair False False False False
## 1933 0.00 Cloudy False False False False
## 1934 0.00 Light Rain False False False False
## 1935 0.00 Mostly Cloudy False False False False
## 1936 0.00 Fair False False False False
## 1937 0.00 Fair False False False False
## 1938 0.00 Cloudy False False False False
## 1939 0.00 Cloudy False False False False
## 1940 0.00 Fair False False False False
## 1941 0.00 Partly Cloudy False False False False
## 1942 0.00 Fair False False False False
## 1943 0.00 Mostly Cloudy False False False False
## 1944 0.00 Mostly Cloudy False False False False
## 1945 0.03 Light Snow False False False False
## 1946 0.00 Fair False False False False
## 1947 0.00 Fair False False False False
## 1948 0.00 Partly Cloudy False False False False
## 1949 0.00 Mostly Cloudy False False False False
## 1950 0.01 Light Rain False False False False
## 1951 0.00 Fair False False False False
## 1952 0.00 Fair False False False False
## 1953 0.00 Fair False False False False
## 1954 0.00 Light Drizzle False False True False
## 1955 0.00 Cloudy False False False False
## 1956 0.00 Fair False False False False
## 1957 0.00 Mostly Cloudy False False False False
## 1958 0.00 Fair False False False False
## 1959 0.09 Light Rain False False False False
## 1960 0.00 Cloudy False False False False
## 1961 0.01 Light Snow False False False False
## 1962 0.00 Partly Cloudy False False False False
## 1963 0.00 Light Snow False False False False
## 1964 0.00 Fair False False False False
## 1965 0.00 Fair False False False False
## 1966 0.01 Light Rain False False False False
## 1967 0.00 Mostly Cloudy False False False False
## 1968 0.00 Cloudy False False False False
## 1969 0.00 Fair False False False False
## 1970 0.00 Cloudy False False True False
## 1971 0.00 Fair False False False False
## 1972 0.00 Cloudy False False False False
## 1973 0.00 Fair False False False False
## 1974 0.00 Heavy Rain False False False False
## 1975 0.00 Fair False False False False
## 1976 0.00 Mostly Cloudy False False False False
## 1977 0.00 Fair False False False False
## 1978 0.00 Partly Cloudy False False False False
## 1979 0.00 Mostly Cloudy False False False False
## 1980 0.00 Cloudy False False False False
## 1981 0.00 Cloudy False False False False
## 1982 0.00 Fair False False False False
## 1983 0.16 Light Rain False False False False
## 1984 0.00 Fair False False False False
## 1985 0.00 Cloudy False False False False
## 1986 0.00 Cloudy False False False False
## 1987 0.00 Fair False False False False
## 1988 0.00 Fair True False False False
## 1989 0.00 Drizzle False False False False
## 1990 0.00 Cloudy False False False False
## 1991 0.00 Fair False False False False
## 1992 0.00 Partly Cloudy False False False False
## 1993 0.00 Fair False False False False
## 1994 0.09 Heavy Rain False False False False
## 1995 0.00 Fair False False False False
## 1996 0.00 Fair False False False False
## 1997 0.00 Fair False False False False
## 1998 0.00 Cloudy False False False False
## 1999 0.00 Cloudy False False False False
## 2000 0.00 Fair False False True False
## 2001 0.00 Cloudy False False False False
## 2002 0.00 Fair False False False False
## 2003 0.00 Fair False False False False
## 2004 0.00 Partly Cloudy False False False False
## 2005 0.09 Light Rain False False False False
## 2006 0.00 Partly Cloudy False False False False
## 2007 0.11 Light Rain False False False False
## 2008 0.00 Fair False False False False
## 2009 0.00 Fair False False False False
## 2010 0.01 Snow False False False False
## 2011 0.00 Cloudy True False False False
## 2012 0.00 Fair False False False False
## 2013 0.00 Cloudy False False False False
## 2014 0.00 Mostly Cloudy False False False False
## 2015 0.00 Fair False False False False
## 2016 0.00 Partly Cloudy False False False False
## 2017 0.00 Partly Cloudy False False False False
## 2018 0.00 Partly Cloudy False False False False
## 2019 0.04 Mostly Cloudy False False False False
## 2020 0.00 Cloudy False False False False
## 2021 0.08 Mostly Cloudy False False False False
## 2022 0.00 Mostly Cloudy False False False False
## 2023 0.00 Mostly Cloudy False False False False
## 2024 0.00 Fair False False False False
## 2025 0.00 Fair False False False False
## 2026 0.00 Fair False False False False
## 2027 0.11 Light Rain False False False False
## 2028 0.10 Light Rain False False False False
## 2029 0.04 Rain False False False False
## 2030 0.00 Cloudy False False False False
## 2031 0.00 Fair False False False False
## 2032 0.00 Fair False False False False
## 2033 0.00 Fair False False False False
## 2034 0.03 Light Rain False False False False
## 2035 0.03 Partly Cloudy False False False False
## 2036 0.13 Rain False False False False
## 2037 0.13 Rain False False False False
## 2038 0.00 Partly Cloudy False False False False
## 2039 0.00 Fair False False False False
## 2040 0.00 Fair False False False False
## 2041 0.10 Mostly Cloudy False False False False
## 2042 0.00 Mostly Cloudy False False True False
## 2043 0.01 Light Rain False False False False
## 2044 0.00 Partly Cloudy False False False False
## 2045 0.00 Fair False False False False
## 2046 0.00 Fair / Windy False False False False
## 2047 0.00 Fair False False False False
## 2048 0.00 Mostly Cloudy False False False False
## 2049 0.00 Light Rain False False False False
## 2050 0.00 Fair False False False False
## 2051 0.08 Rain False False False False
## 2052 0.00 Fair False False False False
## 2053 0.01 Light Rain False False True False
## 2054 0.00 Cloudy False False False False
## 2055 0.00 Mostly Cloudy False False False False
## 2056 0.00 Light Rain False False False False
## 2057 0.01 Cloudy False False False False
## 2058 0.00 Haze False False False False
## 2059 0.00 Mostly Cloudy False False False False
## 2060 0.00 Fair False False False False
## 2061 0.00 Partly Cloudy False False False False
## 2062 0.00 Light Rain False False False False
## 2063 0.00 Partly Cloudy False False False False
## 2064 0.00 Mostly Cloudy False False False False
## 2065 0.03 Light Rain False False False False
## 2066 0.00 Light Rain False False False False
## 2067 0.00 Mostly Cloudy False False False False
## 2068 0.00 Partly Cloudy False False False False
## 2069 0.00 Cloudy False False False False
## 2070 0.00 Haze False False False False
## 2071 0.00 Partly Cloudy False False False False
## 2072 0.00 Fair False False False False
## 2073 0.00 Partly Cloudy False False False False
## 2074 0.00 Cloudy False False False False
## 2075 0.00 Fair False False False False
## 2076 0.00 Cloudy False False False False
## 2077 0.00 Mostly Cloudy False False False False
## 2078 0.11 Rain False False False False
## 2079 0.00 Fair False False False False
## 2080 0.00 Mostly Cloudy False False False False
## 2081 0.00 Cloudy False False True False
## 2082 0.00 Cloudy False False False False
## 2083 0.00 Partly Cloudy False False False False
## 2084 0.00 Fog False False False False
## 2085 0.00 Cloudy False False False False
## 2086 0.00 Fair False False False False
## 2087 0.00 Fair False False False False
## 2088 0.00 Partly Cloudy False False False False
## 2089 0.00 Wintry Mix False False False False
## 2090 0.00 Fair False False False False
## 2091 0.00 Fair False False False False
## 2092 0.00 Fair False False False False
## 2093 0.00 Fair False False False False
## 2094 0.00 Cloudy False False False False
## 2095 0.00 Partly Cloudy False False False False
## 2096 0.00 Cloudy False False False False
## 2097 0.00 Cloudy False False False False
## 2098 0.00 Fair False False False False
## 2099 0.00 Fair False False False False
## 2100 0.00 Mostly Cloudy False False False False
## 2101 0.00 Fair False False False False
## 2102 0.00 Cloudy False False False False
## 2103 0.00 Mostly Cloudy False False False False
## 2104 0.00 Cloudy False False False False
## 2105 0.00 Cloudy False False False False
## 2106 0.00 Light Rain False False False False
## 2107 0.00 Mostly Cloudy False False False False
## 2108 0.00 Partly Cloudy False False False False
## 2109 0.01 Light Snow False False False False
## 2110 0.00 Fair False False False False
## 2111 0.00 Cloudy False False False False
## 2112 0.00 Light Rain False False False False
## 2113 0.00 Cloudy False False False False
## 2114 0.00 Fair False False False False
## 2115 0.00 Partly Cloudy False False False False
## 2116 0.00 Partly Cloudy False False False False
## 2117 0.00 Fair False False False False
## 2118 0.00 Fair False False False False
## 2119 0.01 Cloudy False False False False
## 2120 0.00 Cloudy False False False False
## 2121 0.00 Mostly Cloudy False False False False
## 2122 0.00 Mostly Cloudy False False False False
## 2123 0.00 Mostly Cloudy False False False False
## 2124 0.00 Mostly Cloudy False False False False
## 2125 0.00 Mostly Cloudy False False False False
## 2126 0.04 Light Rain False False False False
## 2127 0.00 Fair False False True False
## 2128 0.00 Fair False False False False
## 2129 0.13 Rain False False False False
## 2130 0.00 Mostly Cloudy False False False False
## 2131 0.00 Fair False False False False
## 2132 0.00 Fair False False False False
## 2133 0.00 Haze False False False False
## 2134 0.00 Fair False False False False
## 2135 0.00 Fair False False False False
## 2136 0.00 Cloudy False False False False
## 2137 0.00 Light Rain False False False False
## 2138 0.00 Fair False False False False
## 2139 0.00 Partly Cloudy False False False False
## 2140 0.00 Fair False False False False
## 2141 0.00 Fair False False False False
## 2142 0.00 Fair False False False False
## 2143 0.00 Fair False False False False
## 2144 0.00 Fair False False False False
## 2145 0.76 Light Rain with Thunder False False False False
## 2146 0.00 Partly Cloudy False False False False
## 2147 0.00 Partly Cloudy False False False False
## 2148 0.00 Fair False False False False
## 2149 0.00 Mostly Cloudy False False False False
## 2150 0.00 Fair False False False False
## 2151 0.00 Cloudy False False False False
## 2152 0.00 Fair False False False False
## 2153 0.00 Fair False False False False
## 2154 0.00 Fair False False False False
## 2155 0.10 Light Rain False False False False
## 2156 0.00 Cloudy False False False False
## 2157 0.00 Cloudy False False False False
## 2158 0.00 Cloudy False False False False
## 2159 0.00 Mostly Cloudy False False False False
## 2160 0.00 Cloudy False False False False
## 2161 0.00 Fair False False False False
## 2162 0.00 Light Rain False False False False
## 2163 0.00 Fair False False False False
## 2164 0.00 Fair False False False False
## 2165 0.00 Partly Cloudy False False False False
## 2166 0.00 Partly Cloudy False False False False
## 2167 0.00 Fair False False False False
## 2168 0.00 Mostly Cloudy False False False False
## 2169 0.01 Light Rain False False False False
## 2170 0.00 Fair False False False False
## 2171 0.00 Cloudy False False False False
## 2172 0.00 Partly Cloudy False False True False
## 2173 0.00 Partly Cloudy False False False False
## 2174 0.00 Fair False False False False
## 2175 0.00 Fair False False False False
## 2176 0.09 Light Snow False False False False
## 2177 0.00 Fair False False False False
## 2178 0.00 Cloudy False False False False
## 2179 0.00 Light Rain False False False False
## 2180 0.00 Fair False False False False
## 2181 0.00 Light Rain False False False False
## 2182 0.00 Light Rain False False False False
## 2183 0.00 Fair False False True False
## 2184 0.00 Cloudy False False False False
## 2185 0.00 Mostly Cloudy False False False False
## 2186 0.03 Light Rain False False False False
## 2187 0.00 Light Snow False False False False
## 2188 0.00 Fair False False False False
## 2189 0.00 Fair False False False False
## 2190 0.00 Cloudy False False False False
## 2191 0.00 Fair False False False False
## 2192 0.00 Fair False False False False
## 2193 0.04 Light Rain False False False False
## 2194 0.00 Fair False False False False
## 2195 0.00 Fair False False False False
## 2196 0.00 Partly Cloudy False False False False
## 2197 0.00 Fair False False False False
## 2198 0.34 Heavy Rain False False False False
## 2199 0.34 Cloudy False False False False
## 2200 0.00 Fair False False False False
## 2201 0.00 Fair False False False False
## 2202 0.00 Mostly Cloudy / Windy False False False False
## 2203 0.00 Fair False False False False
## 2204 0.02 Cloudy False False False False
## 2205 0.02 T-Storm False False False False
## 2206 0.00 Fair False False False False
## 2207 0.00 Fair False False False False
## 2208 0.00 Cloudy False False False False
## 2209 0.00 Mostly Cloudy False False False False
## 2210 0.00 Light Snow False False False False
## 2211 0.00 Mostly Cloudy False False False False
## 2212 0.03 Light Rain False False False False
## 2213 0.00 Fair False False False False
## 2214 0.00 Partly Cloudy False False False False
## 2215 0.00 Fair False False True False
## 2216 0.00 Partly Cloudy False False False False
## 2217 0.00 Fair False False False False
## 2218 0.00 Fair False False False False
## 2219 0.00 Fair False False False False
## 2220 0.00 Fair False False False False
## 2221 0.00 Fair False False False False
## 2222 0.00 Cloudy False False False False
## 2223 0.00 Fair False False False False
## 2224 0.00 Fair False False False False
## 2225 0.00 Cloudy False False False False
## 2226 0.00 Cloudy False False False False
## 2227 0.04 Rain False False False False
## 2228 0.00 Cloudy False False False False
## 2229 0.00 Fair False False False False
## 2230 0.00 Fair False False False False
## 2231 0.00 Fair False False False False
## 2232 0.00 Fair False False False False
## 2233 0.00 Fair False False False False
## 2234 0.00 Fair False False False False
## 2235 0.00 Fair False False False False
## 2236 0.00 Fair False False False False
## 2237 0.00 Cloudy False False False False
## 2238 0.00 Fair False False False False
## 2239 0.00 Light Rain False False False False
## 2240 0.00 Mostly Cloudy False False False False
## 2241 0.20 T-Storm False False False False
## 2242 0.01 Light Snow False False False False
## 2243 0.00 Haze False False False False
## 2244 0.00 Fair False False False False
## 2245 0.00 Fair False False False False
## 2246 0.00 Cloudy False False False False
## 2247 0.00 Partly Cloudy False False False False
## 2248 0.00 Fair False False True False
## 2249 0.00 Rain False False False False
## 2250 0.06 Rain False False False False
## 2251 0.00 Fair False False False False
## 2252 0.00 Fair False False False False
## 2253 0.00 Cloudy False False False False
## 2254 0.01 Cloudy False False False False
## 2255 0.00 Mostly Cloudy False False False False
## 2256 0.01 Light Rain False False False False
## 2257 0.00 Light Snow False False False False
## 2258 0.00 Light Snow False False False False
## 2259 0.00 Fair False False False False
## 2260 0.00 Cloudy False False False False
## 2261 0.02 Light Rain False False False False
## 2262 0.00 Cloudy False False False False
## 2263 0.00 Fair False False False False
## 2264 0.00 Cloudy False False False False
## 2265 0.00 Cloudy False False False False
## 2266 0.01 Light Snow False False False False
## 2267 0.00 Fair False False False False
## 2268 0.00 Mostly Cloudy False False False False
## 2269 0.00 Fair False False False False
## 2270 0.09 Fog False False False False
## 2271 0.09 Fog False False False False
## 2272 0.00 Fair False False False False
## 2273 0.00 Partly Cloudy False False False False
## 2274 0.00 Fair False False False False
## 2275 0.00 Light Snow False False False False
## 2276 0.00 Partly Cloudy False False False False
## 2277 0.02 Heavy Rain False False False False
## 2278 0.00 Cloudy False False False False
## 2279 0.00 Fair False False False False
## 2280 0.01 Light Rain False False False False
## 2281 0.00 Partly Cloudy False False False False
## 2282 0.00 Cloudy False False False False
## 2283 0.00 Partly Cloudy False False False False
## 2284 0.00 Partly Cloudy False False False False
## 2285 0.00 Fair False False False False
## 2286 0.00 Mostly Cloudy False False False False
## 2287 0.00 Mostly Cloudy False False False False
## 2288 0.00 Cloudy False False False False
## 2289 0.00 Fair False False False False
## 2290 0.00 Fair False False False False
## 2291 0.00 Fair False False False False
## 2292 0.02 Cloudy False False False False
## 2293 0.00 Fair False False False False
## 2294 0.00 Fair False False False False
## 2295 0.00 Cloudy False False False False
## 2296 0.07 Light Rain False False False False
## 2297 0.07 Rain False False False False
## 2298 0.00 Mostly Cloudy False False False False
## 2299 0.00 Mostly Cloudy False False False False
## 2300 0.00 Thunder in the Vicinity False False False False
## 2301 0.06 Mostly Cloudy False False False False
## 2302 0.00 Mostly Cloudy False False False False
## 2303 0.00 Mostly Cloudy False False False False
## 2304 0.00 Mostly Cloudy False False False False
## 2305 0.00 Mostly Cloudy False False False False
## 2306 0.05 Cloudy False False False False
## 2307 0.00 Mostly Cloudy False False False False
## 2308 0.00 Fair False False False False
## 2309 0.00 Partly Cloudy False False False False
## 2310 0.00 Fair False False False False
## 2311 0.00 Mostly Cloudy False False False False
## 2312 0.00 Fair False False False False
## 2313 0.00 Mostly Cloudy False False False False
## 2314 0.00 Cloudy False False False False
## 2315 0.00 Mostly Cloudy False False False False
## 2316 0.03 Light Rain False False False False
## 2317 0.00 Partly Cloudy False False False False
## 2318 0.00 Fair False False False False
## 2319 0.00 Fair False False False False
## 2320 0.00 Fair False False False False
## 2321 0.00 Mostly Cloudy False False False False
## 2322 0.00 Partly Cloudy False False False False
## 2323 0.00 T-Storm False False False False
## 2324 0.00 Fair False False False False
## 2325 0.00 Mostly Cloudy False False False False
## 2326 0.11 Light Rain False False False False
## 2327 0.00 Fair False False False False
## 2328 0.00 Fog False False False False
## 2329 0.05 Light Rain False False False False
## 2330 0.00 Fair False False True False
## 2331 0.00 Fair False False False False
## 2332 0.00 Fair False False False False
## 2333 0.00 Cloudy False False False False
## 2334 0.00 Partly Cloudy False False False False
## 2335 0.00 Fair False False False False
## 2336 0.00 Fair False False False False
## 2337 0.00 Cloudy False False False False
## 2338 0.00 Fair False False True False
## 2339 0.00 Cloudy False False False False
## 2340 0.00 Cloudy False False False False
## 2341 0.00 Fair False False True False
## 2342 0.00 Cloudy False False False False
## 2343 0.00 Fair False False False False
## 2344 0.00 Cloudy False False False False
## 2345 0.00 Cloudy False False False False
## 2346 0.00 Fair False False False False
## 2347 0.00 Mostly Cloudy False False False False
## 2348 0.00 Cloudy False False False False
## 2349 0.00 Mostly Cloudy False False False False
## 2350 0.00 Fair False False False False
## 2351 0.00 Fog False False False False
## 2352 0.00 Mostly Cloudy False False True False
## 2353 0.00 Fair False False False False
## 2354 0.00 Fair False False False False
## 2355 0.00 Partly Cloudy False False True False
## 2356 0.00 Light Rain False False False False
## 2357 0.00 Mostly Cloudy False False False False
## 2358 0.00 Fair False False False False
## 2359 0.00 Light Rain False False False False
## 2360 0.00 Light Rain False False False False
## 2361 0.00 Fair False False False False
## 2362 0.00 Cloudy False False False False
## 2363 0.00 Cloudy False False False False
## 2364 0.00 Fair False False False False
## 2365 0.00 Fair False False False False
## 2366 0.00 Fair False False False False
## 2367 0.00 Fair False False False False
## 2368 0.00 Fair False False False False
## 2369 0.00 Fair False False False False
## 2370 0.00 Mostly Cloudy False False True False
## 2371 0.00 Fair False False False False
## 2372 0.03 Light Snow False False False False
## 2373 0.00 Cloudy False False False False
## 2374 0.05 Light Rain False False False False
## 2375 0.00 Mostly Cloudy False False False False
## 2376 0.00 Fair False False False False
## 2377 0.00 Light Snow False False False False
## 2378 0.00 Fair False False False False
## 2379 0.00 Partly Cloudy False False False False
## 2380 0.00 Fair False False False False
## 2381 0.01 Light Rain False False False False
## 2382 0.00 Fair False False False False
## 2383 0.00 Cloudy False False False False
## 2384 0.00 Fair False False False False
## 2385 0.00 Fair False False False False
## 2386 0.00 Fair False False False False
## 2387 0.00 Fair False False False False
## 2388 0.26 Heavy Rain False False False False
## 2389 0.17 Rain False False False False
## 2390 0.00 Fair False False False False
## 2391 0.00 Mostly Cloudy False False False False
## 2392 0.00 Cloudy False False False False
## 2393 0.00 Cloudy False False False False
## 2394 0.07 Light Snow False False False False
## 2395 0.01 Light Rain False False False False
## 2396 0.00 Fair False False False False
## 2397 0.00 Cloudy False False False False
## 2398 0.00 Cloudy False False False False
## 2399 0.09 Light Snow False False False False
## 2400 0.00 Light Rain False False False False
## 2401 0.00 Light Rain False False False False
## 2402 0.00 Fair False False False False
## 2403 0.00 Fair False False False False
## 2404 0.00 Cloudy False False False False
## 2405 0.00 Mostly Cloudy False False False False
## 2406 0.02 Cloudy False False False False
## 2407 0.00 Cloudy False False False False
## 2408 0.00 Mostly Cloudy False False False False
## 2409 0.00 Light Snow False False False False
## 2410 0.00 Mostly Cloudy False False False False
## 2411 0.00 Mostly Cloudy False False False False
## 2412 0.00 Fair False False False False
## 2413 0.01 Cloudy False False False False
## 2414 0.00 Mostly Cloudy False False False False
## 2415 0.00 Fair False False False False
## 2416 0.03 Rain False False False False
## 2417 0.00 Fair False False True False
## 2418 0.00 Partly Cloudy False False False False
## 2419 0.00 Fair False False False False
## 2420 0.00 Light Rain False False False False
## 2421 0.00 Partly Cloudy False False False False
## 2422 0.00 Fair False False False False
## 2423 0.00 Fair False False False False
## 2424 0.00 Fair False False False False
## 2425 0.00 Cloudy False False False False
## 2426 0.02 Cloudy False False False False
## 2427 0.00 Fair False False False False
## 2428 0.00 Cloudy False False False False
## 2429 0.01 Light Rain False False False False
## 2430 0.00 Cloudy False False False False
## 2431 0.00 Fair False False False False
## 2432 0.00 Cloudy False False False False
## 2433 0.00 Cloudy False False True False
## 2434 0.00 Fair False False False False
## 2435 0.00 Fair False False False False
## 2436 0.00 Fair False False False False
## 2437 0.00 Cloudy False False False False
## 2438 0.02 Rain False False False False
## 2439 0.00 Fair False False False False
## 2440 0.00 Fair False False False False
## 2441 0.00 Fair False False False False
## 2442 0.00 Mostly Cloudy False False False False
## 2443 0.00 Cloudy False False False False
## 2444 0.00 Fair False False False False
## 2445 0.00 Mostly Cloudy False False False False
## 2446 0.00 Mostly Cloudy False False False False
## 2447 0.00 Cloudy False False False False
## 2448 0.00 Light Rain / Windy False False False False
## 2449 0.00 Cloudy False False False False
## 2450 0.00 Fair False False False False
## 2451 0.00 Cloudy False False False False
## 2452 0.00 Cloudy False False False False
## 2453 0.06 Mostly Cloudy False False False False
## 2454 0.02 Rain False False False False
## 2455 0.00 Mostly Cloudy False False False False
## 2456 0.04 Light Rain False False False False
## 2457 0.00 Fair False False False False
## 2458 0.00 Fair False False False False
## 2459 0.00 Light Drizzle False False False False
## 2460 0.00 Fair False False False False
## 2461 0.00 Cloudy False False False False
## 2462 0.00 Cloudy False False False False
## 2463 0.00 Fair False False False False
## 2464 0.00 Fair False False False False
## 2465 0.00 Fair False False False False
## 2466 0.00 Fair False False True False
## 2467 0.00 Cloudy False False False False
## 2468 0.00 Mostly Cloudy False False False False
## 2469 0.00 Fair False False False False
## 2470 0.00 Cloudy False False False False
## 2471 0.00 Fair False False False False
## 2472 0.01 Light Rain False False False False
## 2473 0.00 Fair False False False False
## 2474 0.01 N/A Precipitation False False False False
## 2475 0.00 Fair False False False False
## 2476 0.00 Fair False False False False
## 2477 0.00 Fair False False False False
## 2478 0.00 Fair False False False False
## 2479 0.00 Fair False False False False
## 2480 0.00 Mostly Cloudy False False False False
## 2481 0.00 Wintry Mix False False False False
## 2482 0.00 Partly Cloudy False False False False
## 2483 0.00 Mostly Cloudy False False False False
## 2484 0.00 Fair False False False False
## 2485 0.00 Fair False False False False
## 2486 0.00 Fair False False False False
## 2487 0.04 Haze False False False False
## 2488 0.00 Fair False False False False
## 2489 0.00 Partly Cloudy False False False False
## 2490 0.01 Cloudy False False False False
## 2491 0.00 Mostly Cloudy False False True False
## 2492 0.00 Fair False False False False
## 2493 0.00 Fair False False False False
## 2494 0.00 Heavy Rain False False False False
## 2495 0.00 Fair False False False False
## 2496 0.06 Heavy Rain False False False False
## 2497 0.00 Cloudy False False False False
## 2498 0.00 Fair False False False False
## 2499 0.00 Cloudy False False False False
## 2500 0.00 Fair False False False False
## 2501 0.13 Light Rain False False False False
## 2502 0.00 Fair False False False False
## 2503 0.01 Cloudy False False True False
## 2504 0.00 Fair False False False False
## 2505 0.10 Mostly Cloudy False False False False
## 2506 0.03 Light Rain False False False False
## 2507 0.07 Rain False False False False
## 2508 0.00 Cloudy False False False False
## 2509 0.02 Heavy Rain False False False False
## 2510 0.00 Fair False False False False
## 2511 0.00 Fair False False False False
## 2512 0.00 Fair False False False False
## 2513 0.00 Cloudy False False True False
## 2514 0.00 Mostly Cloudy False False False False
## 2515 0.01 Cloudy False False False False
## 2516 0.00 Fair False False False False
## 2517 0.00 Fair False False False False
## 2518 0.00 Fair False False False False
## 2519 0.00 Fair False False False False
## 2520 0.00 Cloudy False False False False
## 2521 0.00 Haze False False False False
## 2522 0.00 Mostly Cloudy False False False False
## 2523 0.00 Cloudy False False False False
## 2524 0.00 Cloudy False False False False
## 2525 0.00 Fair False False False False
## 2526 0.00 Fair False False False False
## 2527 0.00 Fair False False False False
## 2528 0.00 Fair False False False False
## 2529 0.00 Mostly Cloudy False False False False
## 2530 0.00 Mostly Cloudy False False False False
## 2531 0.00 Cloudy False False False False
## 2532 0.00 Light Rain False False False False
## 2533 0.00 Fair False False False False
## 2534 0.04 Light Snow False False False False
## 2535 0.00 Fair False False False False
## 2536 0.00 Cloudy False False False False
## 2537 0.00 Mostly Cloudy False False False False
## 2538 0.00 Fair False False False False
## 2539 0.03 Light Snow False False False False
## 2540 0.07 Light Rain False False False False
## 2541 0.00 Cloudy False False False False
## 2542 0.00 Mostly Cloudy False False False False
## 2543 0.00 Partly Cloudy False False False False
## 2544 0.00 Partly Cloudy False False False False
## 2545 0.00 Fair False False False False
## 2546 0.00 Mostly Cloudy False False False False
## 2547 0.00 Fair True False False False
## 2548 0.00 Fair False False False False
## 2549 0.00 Fair False False False False
## 2550 0.00 Mostly Cloudy False False False False
## 2551 0.00 Partly Cloudy False False False False
## 2552 0.00 Fog False False False False
## 2553 0.00 Mostly Cloudy False False False False
## 2554 0.00 Fair False False False False
## 2555 0.00 Mostly Cloudy False False False False
## 2556 0.00 Cloudy False False False False
## 2557 0.00 Fair False False False False
## 2558 0.17 Light Snow False False False False
## 2559 0.00 Cloudy False False False False
## 2560 0.00 Cloudy False False False False
## 2561 0.00 Fair False False False False
## 2562 0.00 Partly Cloudy False False False False
## 2563 0.00 Partly Cloudy False False False False
## 2564 0.00 Fair False False False False
## Junction No_Exit Railway Roundabout Station Stop Traffic_Calming
## 1 False False False False False False False
## 2 False False False False False False False
## 3 False False False False False False False
## 4 False False False False False False False
## 5 False False False False False False False
## 6 False False False False False False False
## 7 True False False False False False False
## 8 False False False False False False False
## 9 False False False False False False False
## 10 False False False False False False False
## 11 False False False False False False False
## 12 False False False False False False False
## 13 False False False False False False False
## 14 False False False False False False False
## 15 False False True False False False False
## 16 False False False False False False False
## 17 False False False False False False False
## 18 False False False False False False False
## 19 False False False False False False False
## 20 False False False False False False False
## 21 False False False False False False False
## 22 False False False False False False False
## 23 False False False False False False False
## 24 False False False False False False False
## 25 False False False False False False False
## 26 False False False False False False False
## 27 False False False False False False False
## 28 False False False False False False False
## 29 False False False False False False False
## 30 False False False False False False False
## 31 False False False False False False False
## 32 False False False False False False False
## 33 False False False False False False False
## 34 False False False False False True False
## 35 False False False False False False False
## 36 False False False False False False False
## 37 False False False False False False False
## 38 False False False False False False False
## 39 False False False False False False False
## 40 False False False False False False False
## 41 False False False False False False False
## 42 False False False False False False False
## 43 False False False False False False False
## 44 False False False False False False False
## 45 False False False False False False False
## 46 False False False False False False False
## 47 False False False False False False False
## 48 False False False False False False False
## 49 False False False False False False False
## 50 False False False False False False False
## 51 False False False False False False False
## 52 False False False False False False False
## 53 False False False False False False False
## 54 False False False False False False False
## 55 False False False False False False False
## 56 False False False False False False False
## 57 True False False False False False False
## 58 True False False False False False False
## 59 False False False False False False False
## 60 False False False False False False True
## 61 True False False False False False False
## 62 False False False False False False False
## 63 False False False False False False False
## 64 False False False False False False False
## 65 False False False False False False False
## 66 False False False False False False False
## 67 False False False False False False False
## 68 False False False False False False False
## 69 False False False False False False False
## 70 False False False False False False False
## 71 True False False False False False False
## 72 False False False False False False False
## 73 False False False False False False False
## 74 False False False False False False False
## 75 False False False False False False False
## 76 False False False False False False False
## 77 False False False False False False False
## 78 False False False False False False False
## 79 False False False False False False False
## 80 False False False False False False False
## 81 False False False False False False False
## 82 False False False False False False False
## 83 False False False False False False False
## 84 False False False False False False False
## 85 True False False False False False False
## 86 False False False False False False False
## 87 False False False False False False False
## 88 False False False False False False False
## 89 False False False False False False False
## 90 False False False False False False False
## 91 False False False False False False False
## 92 False False False False False False False
## 93 False False False False False False False
## 94 False False False False False False False
## 95 False False False False False False False
## 96 False False False False False False False
## 97 False False False False False False False
## 98 False False False False False False False
## 99 False False False False False False False
## 100 False False False False False False False
## 101 False False False False False False False
## 102 False False False False False False False
## 103 False False False False False False False
## 104 False False False False False False False
## 105 False False False False False False False
## 106 False False False False False False False
## 107 False False False False False False False
## 108 False False False False False False False
## 109 False False False False False False False
## 110 True False False False False False False
## 111 False False False False False False False
## 112 False False False False False False False
## 113 False False False False False False False
## 114 False False False False False False False
## 115 False False False False False False False
## 116 False False False False False False False
## 117 False False False False False False False
## 118 False False False False False False False
## 119 False False False False False False False
## 120 False False False False False False False
## 121 False False False False False False False
## 122 False False False False False False False
## 123 False False False False False False False
## 124 False False False False False False False
## 125 True False False False False False False
## 126 False False False False False False False
## 127 False False False False False False False
## 128 False False False False False False False
## 129 False False False False False False False
## 130 False False False False False False False
## 131 False False False False False False False
## 132 False False False False False False False
## 133 False False False False False False False
## 134 False False False False False False False
## 135 False False False False False False False
## 136 False False False False False False False
## 137 False False False False False False False
## 138 False False False False False False False
## 139 False False False False False False False
## 140 False False False False False False False
## 141 False False False False False False False
## 142 False False False False False False True
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## Traffic_Signal Sunrise_Sunset Civil_Twilight Nautical_Twilight
## 1 False Night Day Day
## 2 False Night Night Night
## 3 False Day Day Day
## 4 False Night Night Night
## 5 False Night Night Night
## 6 True Night Night Day
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## 17 False Night Night Night
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## 34 False Night Night Day
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## 36 False Day Day Day
## 37 True Night Night Night
## 38 True Day Day Day
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## 56 False Day Day Day
## 57 False Night Night Night
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## 137 False Day Day Day
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## 139 False Night Night Night
## 140 False Night Night Night
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## 144 False Night Night Night
## 145 False Day Day Day
## 146 False Night Night Night
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## 150 False Day Day Day
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## 168 False Day Day Day
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## 170 False Day Day Day
## 171 False Day Day Day
## 172 False Day Day Day
## 173 False Night Night Day
## 174 False Day Day Day
## 175 False Day Day Day
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## 180 False Day Day Day
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## 182 False Day Day Day
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## 186 False Day Day Day
## 187 False Night Night Night
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## 315 True Day Day Day
## 316 False Night Night Night
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## 324 False Day Day Day
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## 340 False Night Night Night
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## 348 False Day Day Day
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## 350 True Day Day Day
## 351 False Day Day Day
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## 359 True Day Day Day
## 360 False Day Day Day
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## 377 True Day Day Day
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## 386 True Day Day Day
## 387 False Night Day Day
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## 397 False Night Night Night
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## 400 False Night Night Day
## 401 False Night Night Night
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## 405 False Night Night Day
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## 409 True Night Night Night
## 410 False Night Night Night
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## 433 True Day Day Day
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## 475 False Night Night Night
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## 480 False Day Day Day
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## 482 False Day Day Day
## 483 False Day Day Day
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## 485 False Night Night Night
## 486 False Day Day Day
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## 515 False Day Day Day
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## 518 False Day Day Day
## 519 False Day Day Day
## 520 False Day Day Day
## 521 False Night Night Night
## 522 False Night Night Night
## 523 True Day Day Day
## 524 False Night Night Night
## 525 False Day Day Day
## 526 False Night Night Night
## 527 False Day Day Day
## 528 False Night Day Day
## 529 False Night Night Night
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## 1210 False Night Night Night
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## 1277 False Day Day Day
## 1278 True Night Night Night
## 1279 True Day Day Day
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## 1294 True Day Day Day
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## 1304 False Night Night Night
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## 1306 True Day Day Day
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## 1325 True Day Day Day
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## 1341 True Day Day Day
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## 1366 False Day Day Day
## 1367 True Day Day Day
## 1368 False Night Night Night
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## 1371 False Night Night Night
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## 1376 False Day Day Day
## 1377 False Night Night Night
## 1378 False Night Night Night
## 1379 False Night Night Night
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## 1381 False Day Day Day
## 1382 False Day Day Day
## 1383 False Day Day Day
## 1384 False Night Night Night
## 1385 False Night Night Day
## 1386 True Night Night Night
## 1387 False Day Day Day
## 1388 False Day Day Day
## 1389 False Day Day Day
## 1390 False Night Night Night
## 1391 False Day Day Day
## 1392 False Day Day Day
## 1393 False Day Day Day
## 1394 False Day Day Day
## 1395 False Night Night Night
## 1396 False Night Night Night
## 1397 False Day Day Day
## 1398 False Day Day Day
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## 1400 False Day Day Day
## 1401 False Day Day Day
## 1402 False Night Night Day
## 1403 False Day Day Day
## 1404 False Day Day Day
## 1405 False Day Day Day
## 1406 False Day Day Day
## 1407 False Day Day Day
## 1408 False Night Night Night
## 1409 False Day Day Day
## 1410 False Night Day Day
## 1411 False Day Day Day
## 1412 False Night Night Night
## 1413 False Day Day Day
## 1414 False Night Night Day
## 1415 False Day Day Day
## 1416 False Night Night Night
## 1417 False Day Day Day
## 1418 False Day Day Day
## 1419 False Day Day Day
## 1420 False Day Day Day
## 1421 False Day Day Day
## 1422 False Day Day Day
## 1423 False Night Night Night
## 1424 False Night Night Day
## 1425 False Day Day Day
## 1426 False Day Day Day
## 1427 False Day Day Day
## 1428 False Day Day Day
## 1429 True Night Night Day
## 1430 True Night Night Night
## 1431 False Day Day Day
## 1432 False Day Day Day
## 1433 False Day Day Day
## 1434 False Day Day Day
## 1435 True Day Day Day
## 1436 False Day Day Day
## 1437 False Night Night Night
## 1438 False Night Day Day
## 1439 False Night Night Night
## 1440 False Day Day Day
## 1441 False Day Day Day
## 1442 False Day Day Day
## 1443 False Night Night Night
## 1444 False Day Day Day
## 1445 False Day Day Day
## 1446 False Night Night Night
## 1447 False Night Night Night
## 1448 False Day Day Day
## 1449 False Night Night Night
## 1450 False Day Day Day
## 1451 False Day Day Day
## 1452 False Day Day Day
## 1453 False Day Day Day
## 1454 False Night Night Night
## 1455 False Day Day Day
## 1456 False Day Day Day
## 1457 False Night Night Night
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## 1459 False Day Day Day
## 1460 False Night Night Day
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## 1468 True Day Day Day
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## 1496 False Night Night Night
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## 1500 False Night Night Day
## 1501 False Night Night Night
## 1502 True Day Day Day
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## 1506 True Night Night Day
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## 1514 False Night Night Night
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## 1522 False Night Night Night
## 1523 False Night Night Night
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## 1525 False Day Day Day
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## 1539 False Day Day Day
## 1540 False Night Night Night
## 1541 False Night Night Night
## 1542 True Day Day Day
## 1543 False Day Day Day
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## 1549 True Day Day Day
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## 1564 True Day Day Day
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## 1598 False Night Night Day
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## 1600 False Day Day Day
## 1601 False Day Day Day
## 1602 True Day Day Day
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## 1608 False Night Night Night
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## 1700 False Night Night Night
## 1701 True Night Night Night
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## 1735 False Day Day Day
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## 1741 True Night Night Night
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## 1772 True Day Day Day
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## 1775 True Day Day Day
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## 1779 False Day Day Day
## 1780 False Night Day Day
## 1781 False Night Night Day
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## 1800 False Day Day Day
## 1801 False Day Day Day
## 1802 False Night Night Night
## 1803 False Night Night Night
## 1804 True Day Day Day
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## 1822 True Day Day Day
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## 1844 False Night Day Day
## 1845 True Night Night Night
## 1846 False Day Day Day
## 1847 False Day Day Day
## 1848 False Day Day Day
## 1849 False Day Day Day
## 1850 False Night Night Night
## 1851 False Day Day Day
## 1852 False Day Day Day
## 1853 True Day Day Day
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## 1856 False Day Day Day
## 1857 True Day Day Day
## 1858 False Night Night Night
## 1859 False Night Night Night
## 1860 False Day Day Day
## 1861 False Night Night Night
## 1862 False Day Day Day
## 1863 False Night Night Night
## 1864 False Day Day Day
## 1865 False Night Night Night
## 1866 True Day Day Day
## 1867 False Day Day Day
## 1868 False Day Day Day
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## 1875 False Night Night Night
## 1876 False Day Day Day
## 1877 False Day Day Day
## 1878 False Day Day Day
## 1879 True Night Day Day
## 1880 False Day Day Day
## 1881 False Day Day Day
## 1882 False Day Day Day
## 1883 False Night Night Night
## 1884 False Day Day Day
## 1885 False Night Night Day
## 1886 False Day Day Day
## 1887 False Day Day Day
## 1888 False Day Day Day
## 1889 False Day Day Day
## 1890 True Day Day Day
## 1891 True Day Day Day
## 1892 False Night Night Night
## 1893 False Day Day Day
## 1894 False Day Day Day
## 1895 False Day Day Day
## 1896 False Day Day Day
## 1897 False Day Day Day
## 1898 False Day Day Day
## 1899 False Day Day Day
## 1900 False Night Night Day
## 1901 False Day Day Day
## 1902 False Day Day Day
## 1903 False Day Day Day
## 1904 False Night Day Day
## 1905 False Day Day Day
## 1906 False Day Day Day
## 1907 False Day Day Day
## 1908 False Day Day Day
## 1909 False Night Day Day
## 1910 False Day Day Day
## 1911 False Night Night Day
## 1912 False Day Day Day
## 1913 False Night Night Night
## 1914 False Day Day Day
## 1915 False Night Night Night
## 1916 False Day Day Day
## 1917 True Night Night Day
## 1918 False Day Day Day
## 1919 False Day Day Day
## 1920 False Night Night Day
## 1921 False Day Day Day
## 1922 False Night Night Night
## 1923 False Night Night Night
## 1924 False Day Day Day
## 1925 False Night Night Day
## 1926 False Day Day Day
## 1927 False Day Day Day
## 1928 False Day Day Day
## 1929 False Night Night Night
## 1930 False Day Day Day
## 1931 False Night Night Night
## 1932 False Day Day Day
## 1933 False Night Night Day
## 1934 False Day Day Day
## 1935 False Day Day Day
## 1936 False Day Day Day
## 1937 False Day Day Day
## 1938 False Day Day Day
## 1939 False Night Night Night
## 1940 False Night Night Night
## 1941 False Day Day Day
## 1942 False Day Day Day
## 1943 False Day Day Day
## 1944 False Day Day Day
## 1945 False Night Night Night
## 1946 False Night Night Night
## 1947 False Night Night Day
## 1948 False Day Day Day
## 1949 False Day Day Day
## 1950 False Day Day Day
## 1951 False Day Day Day
## 1952 True Day Day Day
## 1953 False Day Day Day
## 1954 True Day Day Day
## 1955 False Day Day Day
## 1956 False Night Night Night
## 1957 False Day Day Day
## 1958 True Day Day Day
## 1959 False Day Day Day
## 1960 False Day Day Day
## 1961 False Night Night Night
## 1962 False Day Day Day
## 1963 False Night Night Night
## 1964 False Day Day Day
## 1965 False Day Day Day
## 1966 False Day Day Day
## 1967 False Day Day Day
## 1968 False Night Night Night
## 1969 False Day Day Day
## 1970 True Day Day Day
## 1971 False Day Day Day
## 1972 False Day Day Day
## 1973 False Night Night Night
## 1974 False Day Day Day
## 1975 False Night Night Night
## 1976 False Day Day Day
## 1977 False Night Night Night
## 1978 False Day Day Day
## 1979 False Day Day Day
## 1980 False Night Night Day
## 1981 False Day Day Day
## 1982 False Day Day Day
## 1983 False Day Day Day
## 1984 False Day Day Day
## 1985 False Night Night Night
## 1986 False Day Day Day
## 1987 False Day Day Day
## 1988 False Day Day Day
## 1989 False Day Day Day
## 1990 False Night Night Night
## 1991 False Day Day Day
## 1992 False Day Day Day
## 1993 False Night Night Night
## 1994 False Day Day Day
## 1995 False Day Day Day
## 1996 False Day Day Day
## 1997 False Day Day Day
## 1998 False Day Day Day
## 1999 False Night Night Night
## 2000 False Night Night Day
## 2001 False Night Night Night
## 2002 False Night Night Night
## 2003 False Night Night Night
## 2004 False Day Day Day
## 2005 False Day Day Day
## 2006 False Day Day Day
## 2007 False Day Day Day
## 2008 False Night Night Night
## 2009 False Day Day Day
## 2010 False Night Night Night
## 2011 True Night Night Night
## 2012 False Day Day Day
## 2013 False Night Night Night
## 2014 False Day Day Day
## 2015 False Day Day Day
## 2016 False Night Night Night
## 2017 False Day Day Day
## 2018 False Day Day Day
## 2019 False Day Day Day
## 2020 False Night Night Night
## 2021 False Night Night Night
## 2022 False Night Night Night
## 2023 False Day Day Day
## 2024 False Day Day Day
## 2025 False Night Night Night
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## 2034 True Day Day Day
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## 2039 False Day Day Day
## 2040 True Day Day Day
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## 2042 True Day Day Day
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## 2050 False Day Day Day
## 2051 False Night Night Night
## 2052 False Day Day Day
## 2053 True Day Day Day
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## 2057 False Night Night Night
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## 2072 False Night Night Night
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## 2079 False Night Night Night
## 2080 False Day Day Day
## 2081 True Day Day Day
## 2082 False Day Day Day
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## 2085 False Night Night Night
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## 2090 True Night Night Night
## 2091 False Day Day Day
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## 2101 False Night Night Night
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## 2122 False Day Day Day
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## 2126 False Day Day Day
## 2127 True Day Day Day
## 2128 False Day Day Day
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## 2131 False Night Night Night
## 2132 False Night Night Night
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## 2143 False Day Day Day
## 2144 False Night Night Night
## 2145 False Day Day Day
## 2146 False Night Night Night
## 2147 False Day Day Day
## 2148 False Night Night Night
## 2149 False Night Night Night
## 2150 False Night Night Night
## 2151 False Night Night Day
## 2152 False Day Day Day
## 2153 False Day Day Day
## 2154 False Night Night Night
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## 2156 False Day Day Day
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## 2160 False Night Night Night
## 2161 False Day Day Day
## 2162 False Night Night Night
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## 2164 False Day Day Day
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## 2166 False Day Day Day
## 2167 False Day Day Day
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## 2170 False Night Night Night
## 2171 False Day Day Day
## 2172 True Day Day Day
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## 2178 False Day Day Day
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## 2183 False Day Day Day
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## 2186 False Day Day Day
## 2187 False Night Night Night
## 2188 False Night Night Night
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## 2192 False Day Day Day
## 2193 False Day Day Day
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## 2196 False Day Day Day
## 2197 False Night Night Night
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## 2199 False Day Day Day
## 2200 False Day Day Day
## 2201 False Night Night Day
## 2202 False Day Day Day
## 2203 False Day Day Day
## 2204 True Night Night Night
## 2205 False Day Day Day
## 2206 False Day Day Day
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## 2210 False Night Day Day
## 2211 False Day Day Day
## 2212 False Night Night Night
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## 2214 False Day Day Day
## 2215 False Day Day Day
## 2216 False Night Night Night
## 2217 False Day Day Day
## 2218 False Day Day Day
## 2219 False Night Night Night
## 2220 False Day Day Day
## 2221 True Night Night Day
## 2222 False Day Day Day
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## 2224 False Day Day Day
## 2225 False Night Night Night
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## 2234 False Night Night Night
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## 2236 False Day Day Day
## 2237 False Day Day Day
## 2238 False Night Night Night
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## 2241 False Night Night Night
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## 2243 False Day Day Day
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## 2245 False Day Day Day
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## 2247 False Day Day Day
## 2248 True Day Day Day
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## 2251 False Night Night Day
## 2252 False Day Day Day
## 2253 False Day Day Day
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## 2255 False Day Day Day
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## 2257 False Night Night Night
## 2258 False Day Day Day
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## 2262 False Day Day Day
## 2263 False Night Night Day
## 2264 False Day Day Day
## 2265 False Day Day Day
## 2266 False Night Night Night
## 2267 False Night Night Night
## 2268 True Night Night Night
## 2269 True Day Day Day
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## 2271 True Day Day Day
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## 2273 False Day Day Day
## 2274 False Day Day Day
## 2275 False Day Day Day
## 2276 False Day Day Day
## 2277 False Day Day Day
## 2278 False Night Night Night
## 2279 False Night Night Night
## 2280 False Day Day Day
## 2281 False Day Day Day
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## 2283 False Day Day Day
## 2284 False Day Day Day
## 2285 False Night Night Night
## 2286 False Night Night Night
## 2287 False Day Day Day
## 2288 False Day Day Day
## 2289 False Day Day Day
## 2290 False Day Day Day
## 2291 False Day Day Day
## 2292 False Day Day Day
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## 2294 False Night Night Night
## 2295 False Night Night Night
## 2296 False Day Day Day
## 2297 False Day Day Day
## 2298 False Day Day Day
## 2299 False Day Day Day
## 2300 False Night Night Night
## 2301 False Day Day Day
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## 2308 False Day Day Day
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## 2310 False Day Day Day
## 2311 False Day Day Day
## 2312 False Night Night Night
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## 2314 False Day Day Day
## 2315 False Night Day Day
## 2316 False Night Night Night
## 2317 False Day Day Day
## 2318 False Day Day Day
## 2319 False Day Day Day
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## 2321 False Day Day Day
## 2322 True Day Day Day
## 2323 False Day Day Day
## 2324 False Day Day Day
## 2325 False Day Day Day
## 2326 False Day Day Day
## 2327 False Night Night Night
## 2328 True Day Day Day
## 2329 False Day Day Day
## 2330 True Day Day Day
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## 2332 False Day Day Day
## 2333 False Night Night Night
## 2334 False Day Day Day
## 2335 False Day Day Day
## 2336 False Day Day Day
## 2337 False Night Night Night
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## 2340 False Day Day Day
## 2341 False Day Day Day
## 2342 False Day Day Day
## 2343 False Day Day Day
## 2344 False Day Day Day
## 2345 False Night Night Day
## 2346 False Day Day Day
## 2347 False Day Day Day
## 2348 False Day Day Day
## 2349 False Night Night Night
## 2350 False Night Day Day
## 2351 False Night Night Night
## 2352 False Day Day Day
## 2353 False Night Night Day
## 2354 False Day Day Day
## 2355 True Night Night Night
## 2356 False Night Night Night
## 2357 False Night Night Night
## 2358 True Day Day Day
## 2359 False Night Night Day
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## 2361 False Day Day Day
## 2362 False Day Day Day
## 2363 True Day Day Day
## 2364 False Day Day Day
## 2365 False Day Day Day
## 2366 False Night Night Night
## 2367 False Day Day Day
## 2368 False Day Day Day
## 2369 False Day Day Day
## 2370 False Day Day Day
## 2371 False Day Day Day
## 2372 False Night Night Night
## 2373 False Day Day Day
## 2374 False Night Night Day
## 2375 False Day Day Day
## 2376 False Day Day Day
## 2377 False Night Night Day
## 2378 False Night Night Night
## 2379 False Day Day Day
## 2380 False Day Day Day
## 2381 False Day Day Day
## 2382 False Night Night Night
## 2383 False Night Night Night
## 2384 False Day Day Day
## 2385 False Day Day Day
## 2386 False Day Day Day
## 2387 False Night Night Night
## 2388 False Day Day Day
## 2389 False Day Day Day
## 2390 False Day Day Day
## 2391 False Night Night Night
## 2392 False Day Day Day
## 2393 False Day Day Day
## 2394 False Night Night Day
## 2395 False Night Night Day
## 2396 False Day Day Day
## 2397 False Night Night Night
## 2398 False Night Night Night
## 2399 False Day Day Day
## 2400 False Night Night Night
## 2401 False Day Day Day
## 2402 False Night Night Day
## 2403 False Night Night Night
## 2404 False Night Night Night
## 2405 False Day Day Day
## 2406 False Day Day Day
## 2407 False Day Day Day
## 2408 False Day Day Day
## 2409 False Day Day Day
## 2410 False Day Day Day
## 2411 False Night Night Day
## 2412 False Day Day Day
## 2413 False Day Day Day
## 2414 False Day Day Day
## 2415 False Night Night Night
## 2416 False Day Day Day
## 2417 True Day Day Day
## 2418 False Day Day Day
## 2419 False Night Night Night
## 2420 False Day Day Day
## 2421 False Night Night Night
## 2422 False Night Night Night
## 2423 False Day Day Day
## 2424 False Night Night Night
## 2425 False Night Night Night
## 2426 False Day Day Day
## 2427 False Night Night Night
## 2428 False Day Day Day
## 2429 False Day Day Day
## 2430 False Night Night Night
## 2431 False Day Day Day
## 2432 False Day Day Day
## 2433 False Night Day Day
## 2434 False Day Day Day
## 2435 False Day Day Day
## 2436 True Day Day Day
## 2437 False Night Night Night
## 2438 False Night Night Night
## 2439 False Night Night Night
## 2440 False Day Day Day
## 2441 False Day Day Day
## 2442 False Day Day Day
## 2443 False Night Day Day
## 2444 False Day Day Day
## 2445 False Night Night Day
## 2446 False Day Day Day
## 2447 False Night Night Night
## 2448 False Day Day Day
## 2449 False Day Day Day
## 2450 False Day Day Day
## 2451 False Day Day Day
## 2452 False Night Day Day
## 2453 False Day Day Day
## 2454 False Day Day Day
## 2455 False Day Day Day
## 2456 False Night Night Day
## 2457 True Day Day Day
## 2458 False Day Day Day
## 2459 False Night Night Night
## 2460 False Night Night Night
## 2461 False Day Day Day
## 2462 False Night Night Night
## 2463 False Day Day Day
## 2464 False Day Day Day
## 2465 False Day Day Day
## 2466 True Night Night Night
## 2467 True Day Day Day
## 2468 False Day Day Day
## 2469 False Day Day Day
## 2470 True Day Day Day
## 2471 False Day Day Day
## 2472 False Day Day Day
## 2473 False Day Day Day
## 2474 False Day Day Day
## 2475 False Day Day Day
## 2476 False Day Day Day
## 2477 False Day Day Day
## 2478 False Day Day Day
## 2479 False Night Day Day
## 2480 False Night Night Night
## 2481 False Day Day Day
## 2482 False Day Day Day
## 2483 False Day Day Day
## 2484 False Day Day Day
## 2485 False Day Day Day
## 2486 True Day Day Day
## 2487 False Day Day Day
## 2488 False Night Night Day
## 2489 False Day Day Day
## 2490 False Night Day Day
## 2491 False Night Night Night
## 2492 False Day Day Day
## 2493 False Night Night Night
## 2494 False Day Day Day
## 2495 False Day Day Day
## 2496 False Day Day Day
## 2497 False Day Day Day
## 2498 False Day Day Day
## 2499 False Day Day Day
## 2500 False Night Night Night
## 2501 False Day Day Day
## 2502 False Night Night Night
## 2503 True Day Day Day
## 2504 False Night Night Night
## 2505 False Night Night Night
## 2506 False Day Day Day
## 2507 False Day Day Day
## 2508 False Day Day Day
## 2509 False Day Day Day
## 2510 False Day Day Day
## 2511 True Day Day Day
## 2512 False Day Day Day
## 2513 True Day Day Day
## 2514 False Day Day Day
## 2515 False Day Day Day
## 2516 False Day Day Day
## 2517 False Night Day Day
## 2518 False Night Night Night
## 2519 False Day Day Day
## 2520 False Day Day Day
## 2521 False Day Day Day
## 2522 False Night Night Day
## 2523 False Day Day Day
## 2524 False Day Day Day
## 2525 False Day Day Day
## 2526 False Day Day Day
## 2527 False Day Day Day
## 2528 False Day Day Day
## 2529 False Night Night Night
## 2530 False Day Day Day
## 2531 False Day Day Day
## 2532 False Day Day Day
## 2533 False Night Night Night
## 2534 False Night Night Night
## 2535 False Night Night Night
## 2536 False Day Day Day
## 2537 False Day Day Day
## 2538 False Day Day Day
## 2539 False Night Night Night
## 2540 False Night Night Night
## 2541 False Day Day Day
## 2542 False Night Night Night
## 2543 False Night Night Night
## 2544 False Day Day Day
## 2545 False Night Night Day
## 2546 False Day Day Day
## 2547 False Day Day Day
## 2548 False Day Day Day
## 2549 False Night Night Night
## 2550 False Day Day Day
## 2551 False Day Day Day
## 2552 False Day Day Day
## 2553 False Day Day Day
## 2554 False Day Day Day
## 2555 False Day Day Day
## 2556 False Day Day Day
## 2557 False Day Day Day
## 2558 False Day Day Day
## 2559 False Night Day Day
## 2560 False Day Day Day
## 2561 False Night Night Night
## 2562 False Night Night Night
## 2563 False Night Day Day
## 2564 False Day Day Day
## Astronomical_Twilight
## 1 Day
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## 1258 Night
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## 1371 Night
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## 1399 Day
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## 1501 Night
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## 1505 Night
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## 1608 Night
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## 1611 Night
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## 1913 Night
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## 2009 Day
## 2010 Night
## 2011 Night
## 2012 Day
## 2013 Night
## 2014 Day
## 2015 Day
## 2016 Night
## 2017 Day
## 2018 Day
## 2019 Day
## 2020 Night
## 2021 Night
## 2022 Night
## 2023 Day
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## 2026 Day
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## 2349 Night
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## 2410 Day
## 2411 Day
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## 2415 Night
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## 2419 Night
## 2420 Day
## 2421 Night
## 2422 Night
## 2423 Day
## 2424 Night
## 2425 Day
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## 2428 Day
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## 2430 Night
## 2431 Day
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## 2437 Night
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## 2480 Night
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## 2485 Day
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## 2488 Day
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## 2490 Day
## 2491 Night
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## 2499 Day
## 2500 Night
## 2501 Day
## 2502 Night
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## 2504 Night
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## 2510 Day
## 2511 Day
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## 2513 Day
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## 2520 Day
## 2521 Day
## 2522 Day
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## 2525 Day
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## 2527 Day
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## 2529 Night
## 2530 Day
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## 2532 Day
## 2533 Night
## 2534 Night
## 2535 Day
## 2536 Day
## 2537 Day
## 2538 Day
## 2539 Night
## 2540 Night
## 2541 Day
## 2542 Night
## 2543 Night
## 2544 Day
## 2545 Day
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## 2547 Day
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## 2549 Night
## 2550 Day
## 2551 Day
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## 2553 Day
## 2554 Day
## 2555 Day
## 2556 Day
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## 2559 Day
## 2560 Day
## 2561 Night
## 2562 Night
## 2563 Day
## 2564 Day
## [ reached 'max' / getOption("max.print") -- omitted 675999 rows ]df <- df_filtered %>%
mutate(YearMonth = format(Start_Time, "%Y-%m"))
severity_counts <- df %>%
group_by(YearMonth, Severity) %>%
summarise(Count = n(), .groups = 'drop') %>%
spread(Severity, Count, fill = 0)
severity_counts_long <- severity_counts %>%
gather(key = "Severity", value = "Count", -YearMonth)
ggplot(severity_counts_long, aes(x = YearMonth, y = Count, fill = as.factor(Severity))) +
geom_bar(stat = "identity") +
labs(title = "Monthly Incident Severity Counts", x = "Year-Month", y = "Number of Incidents", fill = "Severity") +
theme_minimal() +
theme(axis.text.x = element_text(angle = 45, hjust = 1))
df <- df_filtered %>%
mutate(YearMonth = format(Start_Time, "%Y-%m"))
severity_counts <- df %>%
group_by(YearMonth, Severity) %>%
summarise(Count = n(), .groups = 'drop')
ggplot(severity_counts, aes(x = YearMonth, y = Count, fill = as.factor(Severity))) +
geom_bar(stat = "identity", position = "dodge") +
labs(title = "Monthly Count of Incidents by Severity Level", x = "Year-Month", y = "Number of Incidents", fill = "Severity Level") +
theme_minimal() +
theme(axis.text.x = element_text(angle = 45, hjust = 1)) +
facet_wrap(~Severity, scales = "free_y")
The chart shows that the number of incidents peaks in December 2022,
with severity 2 incidents being the most common across all months.
Incidents of severity 1, 3, and 4 are less frequent but present in every
month.
###weekend Count the number of accidents occurring on each day of the week and arrange the results in the order of the days of the week.
temp_df <- df_filtered %>%
mutate(Day_of_Week = weekdays(as.Date(Start_Time)))
accident_count <- temp_df %>%
group_by(Day_of_Week) %>%
summarise(Accident_Count = n()) %>%
ungroup()
accident_count <- accident_count %>%
arrange(match(Day_of_Week, c("Monday", "Tuesday", "Wednesday", "Thursday", "Friday", "Saturday", "Sunday")))
print(accident_count)## # A tibble: 7 × 2
## Day_of_Week Accident_Count
## <chr> <int>
## 1 Monday 94693
## 2 Tuesday 105024
## 3 Wednesday 103742
## 4 Thursday 112860
## 5 Friday 116877
## 6 Saturday 77659
## 7 Sunday 67708ggplot(accident_count, aes(x=Day_of_Week, y=Accident_Count)) +
geom_bar(stat="identity", fill="skyblue") +
theme_minimal() +
labs(title="Accidents by Day of the Week",
x="Day of the Week",
y="Number of Accidents") +
theme(axis.text.x = element_text(angle = 45, hjust = 1))
The graph shows that the number of accidents is highest on Fridays and
lowest on Sundays, with Thursday and Tuesday also having relatively high
accident counts.
###day and night Grouping accident data by time of day (daytime and nighttime), calculating the number of accidents for each time period, and creating a bar chart to visually display the distribution of accidents across different times of the day.
temp_df <- df_filtered %>%
mutate(Hour = as.integer(format(as.POSIXct(Start_Time), "%H")),
Time_of_Day = ifelse(Hour >= 6 & Hour < 18, "Day", "Night"))
accident_count_by_time <- temp_df %>%
group_by(Time_of_Day) %>%
summarise(Accident_Count = n())
print(accident_count_by_time)## # A tibble: 2 × 2
## Time_of_Day Accident_Count
## <chr> <int>
## 1 Day 469372
## 2 Night 209191ggplot(accident_count_by_time, aes(x=Time_of_Day, y=Accident_Count, fill=Time_of_Day)) +
geom_bar(stat="identity") +
theme_minimal() +
labs(title="Accidents by Time of Day",
x="Time of Day",
y="Number of Accidents",
fill="Time of Day") +
theme(axis.text.x = element_text(angle = 45, hjust = 1))
The number of accidents occurring during the day is significantly higher
than at night. This may be related to the higher traffic volume during
daytime.
Count the number of accidents by time of day (daytime and nighttime) and severity, and create a grouped bar chart to display the distribution of accidents across different times of day and severity levels.
accident_severity_by_time <- temp_df %>%
group_by(Time_of_Day, Severity) %>%
summarise(Accident_Count = n(),.groups = 'drop')
print(accident_severity_by_time)## # A tibble: 8 × 3
## Time_of_Day Severity Accident_Count
## <chr> <fct> <int>
## 1 Day 1 49
## 2 Day 2 458166
## 3 Day 3 157
## 4 Day 4 11000
## 5 Night 1 14
## 6 Night 2 201061
## 7 Night 3 43
## 8 Night 4 8073ggplot(accident_severity_by_time, aes(x=Time_of_Day, y=Accident_Count, fill=Severity)) +
geom_bar(stat="identity", position="dodge") +
theme_minimal() +
labs(title="Accidents by Time of Day and Severity",
x="Time of Day",
y="Number of Accidents",
fill="Severity") +
theme(axis.text.x = element_text(angle = 45, hjust = 1))
Overall, the number of accidents is higher during the day, with most
being of severity level 2. This may be related to higher traffic volume
and activity levels during the daytime.
###hour Grouping accident data by hour, calculating the number of accidents for each hour, and creating a bar chart to visually display the distribution of accidents across different hours of the day.
accident_count_by_hour <- temp_df %>%
group_by(Hour) %>%
summarise(Accident_Count = n())
print(accident_count_by_hour)## # A tibble: 24 × 2
## Hour Accident_Count
## <int> <int>
## 1 0 12235
## 2 1 9632
## 3 2 9352
## 4 3 8389
## 5 4 9334
## 6 5 17633
## 7 6 32548
## 8 7 42812
## 9 8 36607
## 10 9 27658
## # ℹ 14 more rowsggplot(accident_count_by_hour, aes(x=Hour, y=Accident_Count)) +
geom_bar(stat="identity", fill="skyblue") +
theme_minimal() +
labs(title="Accidents by Hour of the Day",
x="Hour of the Day",
y="Number of Accidents") +
scale_x_continuous(breaks=0:23) +
theme(axis.text.x = element_text(angle = 45, hjust = 1))
The chart shows the distribution of accidents by hour of the day. The
number of accidents is highest during the morning and evening peak
hours, while it is lower during the nighttime and non-peak daytime
hours. This information can help in formulating traffic safety measures,
particularly by enhancing traffic management and monitoring during peak
hours.
##Address Features ###Timezone Grouping accident data by timezone, calculating the number of accidents for each timezone, and creating a bar chart to visually display the distribution of accidents across different timezones.
timezone_counts <- df_filtered %>%
group_by(Timezone) %>%
summarise(Count = n(), .groups = 'drop')
print(timezone_counts)## # A tibble: 4 × 2
## Timezone Count
## <fct> <int>
## 1 US/Central 116119
## 2 US/Eastern 341621
## 3 US/Mountain 29135
## 4 US/Pacific 191688ggplot(timezone_counts, aes(x = Timezone, y = Count)) +
geom_bar(stat = "identity", fill = "steelblue") +
labs(title = "Incident Counts by Timezone", x = "Timezone", y = "Number of Incidents") +
theme_minimal() +
theme(axis.text.x = element_text(angle = 45, hjust = 1))
The chart shows the distribution of accident counts across different
timezones. The US/Eastern and US/Pacific timezones have significantly
higher accident counts. This may be related to higher population density
and traffic volume in these timezones. This information can help traffic
management authorities to enhance safety measures in high-incident
timezones.
###State Grouping accident data by state, calculating the number of accidents for each state, and creating a bar chart to visually display the distribution of accidents across different states.
state_counts <- df_filtered %>%
group_by(State) %>%
summarise(Count = n(), .groups = 'drop')
print(state_counts)## # A tibble: 47 × 2
## State Count
## <fct> <int>
## 1 AL 3868
## 2 AR 3988
## 3 AZ 14415
## 4 CA 168234
## 5 CO 1774
## 6 CT 7688
## 7 DC 2708
## 8 DE 803
## 9 FL 77310
## 10 GA 17791
## # ℹ 37 more rowsggplot(state_counts, aes(x = State, y = Count)) +
geom_bar(stat = "identity", fill = "steelblue") +
labs(title = "Incident Counts by State", x = "State", y = "Number of Incidents") +
theme_minimal() +
theme(axis.text.x = element_text(angle = 45, hjust = 1))
The chart shows the distribution of accident counts across different
states. California has the highest number of accidents, followed by
Florida and Texas. This may be related to higher population density,
traffic volume, and number of vehicles in these states.
###street
st_type <- df_filtered %>%
dplyr::select(Street) %>%
distinct() %>%
pull() %>%
paste(collapse = " ")
st_type_split <- unlist(str_split(st_type, "\\s+|-"))
st_type_split <- st_type_split[st_type_split != ""]
word_counts <- table(st_type_split)
common_words <- sort(word_counts, decreasing = TRUE)[1:20]
cat("the 20 most common words\n")## the 20 most common wordscat(names(common_words), sep = ", ")## Rd, St, Dr, Ave, S, N, W, E, Blvd, Ln, Highway, Hwy, Way, SW, NW, Ct, Pkwy, US, State, NE###Remove some irrelevant words and add spaces and hyphen back
st_type <- c(' Rd', ' St', ' Dr', ' Ave', ' Blvd', ' Ln', ' Highway', ' Pkwy', ' Hwy',
' Way', ' Ct', 'Pl', 'US-')
cat(st_type, sep = ", ")## Rd, St, Dr, Ave, Blvd, Ln, Highway, Pkwy, Hwy, Way, Ct, Pl, US-Create a dummy variable for each word in the list and plot the correlation between these key words and severity.
df_filtered_copy <- df_filtered
for (i in st_type) {
df_filtered_copy[[i]] <- grepl(i, df_filtered_copy$Street, ignore.case = TRUE)
}
df_filtered_copy$Severity <- as.numeric(df_filtered_copy$Severity)
selected_columns <- c('Severity', st_type)
cor_matrix <- cor(df_filtered_copy[, selected_columns])
melted_cor_matrix <- melt(cor_matrix)
ggplot(data = melted_cor_matrix, aes(x=Var1, y=Var2, fill=value)) +
geom_tile(color = "white") +
scale_fill_gradient2(low = "blue", high = "red", mid = "white",
midpoint = 0, limit = c(-1,1), space = "Lab",
name="Correlation") +
theme_minimal() +
theme(axis.text.x = element_text(angle = 45, vjust = 1,
size = 12, hjust = 1)) +
coord_fixed() +
labs(title="Correlation Matrix (original data)", x="", y="")
###Latitute and longitude Generate a violin plot showing the distribution of traffic accidents at different latitudes by severity.
ggplot(df_filtered, aes(x = Severity, y = Start_Lat, fill = Severity)) +
geom_violin() +
theme_minimal() +
labs(title = "Distribution of Accidents by Latitude and Severity",
x = "Severity",
y = "Start_Lat") +
theme(legend.position = "none")
Generate a violin plot showing the distribution of traffic accidents at different longitude by severity.
ggplot(df_filtered, aes(x = Severity, y = Start_Lng, fill = Severity)) +
geom_violin() +
theme_minimal() +
labs(title = "Distribution of Accidents by Longitude and Severity",
x = "Severity",
y = "Start_Lng") +
theme(legend.position = "none")
Generate a scatter plot showing the geographical distribution of traffic accidents, using longitude and latitude to pinpoint the location of each accident.
df_filtered_copy <- df_filtered
df_filtered_copy$Severity <- as.factor(df_filtered_copy$Severity)
ggplot(data = df_filtered_copy, aes(x = Start_Lng, y = Start_Lat)) +
geom_point(alpha = 0.3, color = "blue", size = 0.5) +
theme_minimal() +
labs(title = "Map of Accidents",
x = "Longitude",
y = "Latitude")
Generate a colored scatter plot showing the geographical distribution of traffic accidents with different severities, using different colors to distinguish the severity levels.
ui <- fluidPage(
titlePanel("Map of Accidents by Severity"),
sidebarLayout(
sidebarPanel(
checkboxGroupInput("severity", "Select Severity Level:",
choices = unique(df_filtered_copy$Severity),
selected = unique(df_filtered_copy$Severity))
),
mainPanel(
plotOutput("accidentMap")
)
)
)
server <- function(input, output) {
filtered_data <- reactive({
df_filtered_copy %>% filter(Severity %in% input$severity)
})
output$accidentMap <- renderPlot({
ggplot(data = filtered_data(), aes(x = Start_Lng, y = Start_Lat, color = as.factor(Severity))) +
geom_point(alpha = 0.3, size = 0.5) +
scale_color_manual(values = c("1" = "blue", "2" = "green", "3" = "black", "4" = "red")) +
theme_minimal() +
labs(title = "Map of Accidents by Severity",
x = "Longitude",
y = "Latitude",
color = "Severity Level")
})
}
shinyApp(ui = ui, server = server)Shiny applications not supported in static R Markdown documents
Continuous Weather Features
Create features for some common weather conditions
df_filtered_c <- df_filteredweather = c('Clear','Cloud','Rain','Heavy_Rain','Snow','Heavy_Snow','Fog')
weather1 <- paste(df_filtered_c$Weather_Condition[!is.na(df_filtered_c$Weather_Condition)], collapse = "!")
weather1 <- unique(unlist(str_split(weather, "!| / | and | with |Partly |Mostly |Blowing |Freezing ")))
print(paste("Weather Conditions: ", paste(weather1, collapse = ", ")))## [1] "Weather Conditions: Clear, Cloud, Rain, Heavy_Rain, Snow, Heavy_Snow, Fog"# Create Boolean column
df_filtered_co <- df_filtered_c %>%
mutate(
Clear = str_detect(tolower(Weather_Condition), "clear"),
Cloud = str_detect(tolower(Weather_Condition), "cloud|overcast"),
Rain = str_detect(tolower(Weather_Condition), "rain|storm"),
Heavy_Rain = str_detect(tolower(Weather_Condition), "heavy rain|rain shower|heavy t-storm|heavy thunderstorms"),
Snow = str_detect(tolower(Weather_Condition), "snow|sleet|ice"),
Heavy_Snow = str_detect(tolower(Weather_Condition), "heavy snow|heavy sleet|heavy ice pellets|snow showers|squalls"),
Fog = str_detect(tolower(Weather_Condition), "fog")
)Normalize features with extreamly skewed distribution first.
boxcox_transform <- function(x, lambda) {
if (lambda == 0) {
return(log(x))
} else {
return(((x ^ lambda) - 1) / lambda)
}
}
df_filtered_co <- df_filtered_co %>%
mutate(
Pressure_bc = boxcox_transform(Pressure.in. + 1, lambda = 6),
Visibility_bc = boxcox_transform(Visibility.mi. + 1, lambda = 0.1),
Wind_Speed_bc = boxcox_transform(Wind_Speed.mph. + 1, lambda = -0.2)
)
df_weather <- df_filtered_co[, !names(df_filtered_co) %in% c('Pressure.in.', 'Visibility(mi)', 'Wind_Speed.mph. ')]
df_weather## Source Severity Start_Time End_Time Start_Lat
## 1 Source2 2 2022-09-08 06:36:20 2022-09-08 07:05:58 41.40936
## 2 Source2 1 2022-09-08 05:10:50 2022-09-08 07:36:00 39.92764
## 3 Source2 2 2022-09-08 06:44:01 2022-09-08 07:28:22 40.01947
## 4 Source2 1 2022-09-08 05:04:29 2022-09-08 05:32:54 26.93287
## 5 Source2 3 2022-09-08 04:37:21 2022-09-08 06:25:36 41.51843
## 6 Source2 2 2022-09-08 06:27:10 2022-09-08 07:27:26 29.05593
## 7 Source2 4 2022-09-08 00:42:58 2022-09-08 01:27:22 36.70247
## 8 Source2 2 2022-09-08 06:02:28 2022-09-08 06:47:37 40.11411
## 9 Source2 3 2022-09-08 06:00:04 2022-09-08 06:29:48 40.61003
## 10 Source2 2 2022-09-08 04:02:36 2022-09-08 04:35:00 40.00897
## 11 Source2 2 2022-09-08 15:40:40 2022-09-08 16:10:17 34.85885
## 12 Source2 3 2022-09-08 15:48:11 2022-09-08 16:17:29 39.90649
## 13 Source2 3 2022-09-08 15:51:12 2022-09-08 16:18:38 39.69423
## 14 Source2 3 2022-09-08 09:20:00 2022-09-08 10:51:49 33.77977
## 15 Source2 2 2022-09-08 12:48:45 2022-09-08 13:51:47 41.12253
## 16 Source2 2 2022-09-08 10:06:52 2022-09-08 10:51:24 47.29740
## 17 Source2 3 2022-09-08 00:10:15 2022-09-08 00:39:11 34.26595
## 18 Source2 3 2022-09-08 13:38:38 2022-09-08 14:52:00 39.90649
## 19 Source2 2 2022-09-08 13:02:56 2022-09-08 13:44:39 40.23219
## 20 Source2 2 2022-09-08 10:18:08 2022-09-08 10:47:05 37.79273
## 21 Source2 3 2022-09-08 11:04:31 2022-09-08 12:05:08 41.81164
## 22 Source2 3 2022-09-08 09:50:56 2022-09-08 10:18:52 36.08556
## 23 Source2 2 2022-09-08 08:13:09 2022-09-08 09:15:50 37.63680
## 24 Source2 3 2022-09-08 09:54:20 2022-09-08 10:21:01 36.20539
## 25 Source2 3 2022-09-08 10:34:49 2022-09-08 11:02:55 36.05961
## 26 Source2 3 2022-09-08 07:57:23 2022-09-08 09:13:13 33.96378
## 27 Source2 1 2022-09-08 07:49:21 2022-09-08 08:33:22 40.71665
## 28 Source2 4 2022-09-08 08:02:06 2022-09-08 08:30:42 42.55275
## 29 Source2 1 2022-09-08 08:13:56 2022-09-08 08:43:24 37.74264
## 30 Source3 1 2022-09-08 08:20:21 2022-09-08 08:49:50 40.61202
## 31 Source2 1 2022-09-08 10:02:07 2022-09-08 10:30:59 39.69688
## 32 Source2 3 2022-09-08 10:02:27 2022-09-08 10:28:57 35.49825
## 33 Source2 3 2022-09-08 10:01:47 2022-09-08 10:47:04 41.41479
## 34 Source2 2 2022-09-08 06:09:14 2022-09-08 09:22:00 41.78202
## 35 Source2 3 2022-09-08 10:02:27 2022-09-08 10:58:57 35.49825
## 36 Source2 3 2022-09-08 09:44:39 2022-09-08 10:34:31 36.01947
## 37 Source2 4 2022-09-08 04:36:04 2022-09-08 05:35:42 37.88754
## 38 Source2 2 2022-09-08 08:11:04 2022-09-08 08:40:13 36.08228
## 39 Source2 3 2022-09-08 08:48:13 2022-09-08 09:35:23 41.22390
## 40 Source2 2 2022-09-08 09:41:54 2022-09-08 10:10:32 30.17938
## 41 Source2 3 2022-09-08 09:07:37 2022-09-08 09:34:53 36.20463
## 42 Source3 3 2022-09-08 08:05:25 2022-09-08 08:34:31 44.29420
## 43 Source2 3 2022-09-08 07:22:03 2022-09-08 07:51:24 41.85978
## 44 Source2 2 2022-09-08 08:46:22 2022-09-08 09:31:40 42.30033
## 45 Source2 2 2022-09-08 07:38:06 2022-09-08 08:27:19 40.11391
## 46 Source2 3 2022-09-08 07:30:40 2022-09-08 08:00:02 40.12053
## 47 Source2 2 2022-09-08 08:50:06 2022-09-08 09:19:02 26.75828
## 48 Source2 1 2022-09-08 08:49:46 2022-09-08 09:19:50 40.13443
## 49 Source2 2 2022-09-08 08:08:56 2022-09-08 08:50:47 40.67298
## 50 Source3 2 2022-09-08 07:05:24 2022-09-08 07:34:43 41.84738
## 51 Source2 3 2022-09-08 05:56:14 2022-09-08 06:25:54 41.68542
## 52 Source2 3 2022-09-08 08:18:41 2022-09-08 08:47:04 41.31482
## 53 Source2 2 2022-09-08 07:40:01 2022-09-08 08:38:47 27.43859
## 54 Source2 3 2022-09-08 07:08:17 2022-09-08 07:52:00 39.69590
## 55 Source2 3 2022-09-08 07:11:05 2022-09-08 07:40:14 37.59913
## 56 Source2 2 2022-09-08 07:21:25 2022-09-08 07:50:30 40.01825
## 57 Source2 3 2022-09-08 05:49:39 2022-09-08 06:17:58 32.74966
## 58 Source2 2 2022-09-07 04:24:24 2022-09-07 05:11:05 41.10099
## 59 Source2 4 2022-09-06 23:18:03 2022-09-07 01:51:04 30.48322
## 60 Source2 1 2022-09-07 18:11:42 2022-09-07 18:41:27 37.40909
## 61 Source2 3 2022-09-07 19:36:17 2022-09-07 20:30:26 43.56971
## 62 Source2 3 2022-09-07 20:35:19 2022-09-07 21:04:28 27.33849
## 63 Source2 3 2022-09-07 04:00:32 2022-09-07 05:00:14 34.79013
## 64 Source2 2 2022-09-07 18:30:30 2022-09-07 18:59:21 41.87873
## 65 Source2 2 2022-09-07 19:14:24 2022-09-07 19:58:15 27.95084
## 66 Source2 2 2022-09-07 15:44:56 2022-09-07 16:29:30 47.69070
## 67 Source3 1 2022-09-07 18:57:05 2022-09-07 19:25:33 39.83871
## 68 Source2 3 2022-09-07 18:26:14 2022-09-07 18:54:36 39.91721
## 69 Source2 2 2022-09-07 19:01:58 2022-09-07 19:30:00 28.91001
## 70 Source2 1 2022-09-07 17:07:14 2022-09-07 18:04:46 39.98930
## 71 Source2 2 2022-09-07 16:55:22 2022-09-07 17:39:22 30.04386
## 72 Source2 2 2022-09-07 16:46:37 2022-09-07 17:14:42 25.68957
## 73 Source2 2 2022-09-07 15:43:26 2022-09-07 16:11:47 28.54788
## 74 Source2 2 2022-09-07 17:29:58 2022-09-07 17:58:33 27.80928
## 75 Source2 2 2022-09-07 16:18:40 2022-09-07 17:06:00 39.95106
## 76 Source2 1 2022-09-07 16:11:33 2022-09-07 16:39:06 28.62055
## 77 Source2 3 2022-09-07 15:25:38 2022-09-07 16:06:00 34.92138
## 78 Source2 2 2022-09-07 15:55:33 2022-09-07 16:42:00 41.53207
## 79 Source2 3 2022-09-07 11:59:57 2022-09-07 12:28:47 35.29469
## 80 Source2 3 2022-09-07 13:11:36 2022-09-07 14:11:30 35.04952
## 81 Source2 1 2022-09-07 12:58:59 2022-09-07 13:27:57 35.59808
## 82 Source2 3 2022-09-07 13:06:17 2022-09-07 13:33:52 38.12068
## 83 Source2 3 2022-09-07 12:22:57 2022-09-07 13:11:06 40.55812
## 84 Source2 2 2022-09-07 12:45:39 2022-09-07 13:29:05 33.17581
## 85 Source2 3 2022-09-07 12:05:42 2022-09-07 12:48:45 32.81982
## 86 Source2 3 2022-09-07 12:33:26 2022-09-07 13:02:21 35.81097
## 87 Source2 3 2022-09-07 06:06:13 2022-09-07 06:34:35 32.76011
## 88 Source2 1 2022-09-07 12:18:09 2022-09-07 12:46:25 44.96215
## 89 Source2 2 2022-09-07 08:47:02 2022-09-07 09:16:37 38.14232
## 90 Source2 2 2022-09-07 11:35:36 2022-09-07 12:04:00 36.17129
## 91 Source2 3 2022-09-07 10:40:43 2022-09-07 11:23:47 36.08598
## 92 Source2 3 2022-09-07 10:29:52 2022-09-07 10:58:24 36.08258
## 93 Source2 3 2022-09-07 10:15:56 2022-09-07 11:13:59 36.08258
## 94 Source2 3 2022-09-07 10:21:43 2022-09-07 11:20:43 36.14423
## 95 Source2 3 2022-09-07 10:31:12 2022-09-07 11:18:00 38.29607
## 96 Source2 3 2022-09-07 10:13:32 2022-09-07 10:41:49 35.93497
## 97 Source2 2 2022-09-07 07:06:57 2022-09-07 07:50:33 47.83186
## 98 Source2 3 2022-09-07 08:27:23 2022-09-07 08:56:36 41.85978
## 99 Source2 2 2022-09-07 07:49:38 2022-09-07 08:30:22 47.50911
## 100 Source2 1 2022-09-07 08:50:04 2022-09-07 09:17:30 44.83470
## 101 Source2 4 2022-09-07 08:12:07 2022-09-07 09:10:20 35.11633
## 102 Source2 4 2022-09-07 08:18:03 2022-09-07 09:05:10 29.43868
## 103 Source2 1 2022-09-07 07:50:36 2022-09-07 08:35:40 44.89749
## 104 Source2 4 2022-09-07 09:20:56 2022-09-07 10:03:00 35.36163
## 105 Source2 3 2022-09-07 08:45:12 2022-09-07 09:14:36 41.92654
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## 1835 Source1 2 2023-03-23 07:21:00 2023-03-23 09:47:16 46.90711
## 1836 Source1 2 2023-03-22 11:05:00 2023-03-22 11:19:30 34.22160
## 1837 Source1 2 2023-03-28 23:05:00 2023-03-29 01:17:47 33.65827
## 1838 Source1 2 2023-03-27 05:28:00 2023-03-27 07:55:24 34.60796
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## 1840 Source1 2 2023-03-22 17:21:00 2023-03-22 17:53:00 33.76941
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## 1842 Source1 2 2023-03-21 12:16:00 2023-03-21 14:24:50 33.90339
## 1843 Source1 2 2023-03-29 08:08:25 2023-03-29 10:15:06 32.90773
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## 1845 Source1 2 2023-03-29 05:37:00 2023-03-29 07:47:43 38.15519
## 1846 Source1 2 2023-03-28 10:10:37 2023-03-28 11:10:37 43.68865
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## 1848 Source1 2 2023-03-29 08:49:00 2023-03-29 10:02:30 33.95383
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## 1850 Source1 2 2023-03-19 05:12:00 2023-03-19 07:22:04 47.15816
## 1851 Source1 2 2023-03-29 14:00:00 2023-03-29 16:42:06 34.03211
## 1852 Source1 2 2023-03-31 10:28:00 2023-03-31 12:44:53 33.94971
## 1853 Source1 2 2023-03-23 16:59:00 2023-03-23 19:17:34 33.82519
## 1854 Source1 2 2023-03-21 08:30:00 2023-03-21 11:04:49 33.82517
## 1855 Source1 2 2023-03-24 14:52:30 2023-03-24 18:50:52 38.30462
## 1856 Source1 2 2023-03-29 16:42:00 2023-03-29 18:50:33 33.92503
## 1857 Source1 2 2023-03-24 13:45:00 2023-03-24 15:52:51 40.16167
## 1858 Source1 2 2023-03-22 20:39:00 2023-03-22 21:02:00 34.15867
## 1859 Source1 2 2023-03-29 05:47:00 2023-03-29 07:55:41 34.13764
## 1860 Source1 2 2023-03-29 07:55:00 2023-03-29 10:05:10 33.66786
## 1861 Source1 2 2023-03-19 05:47:00 2023-03-19 07:58:37 40.57087
## 1862 Source1 2 2023-03-25 17:37:00 2023-03-25 18:07:00 34.33847
## 1863 Source1 2 2023-02-25 23:42:00 2023-02-26 01:49:48 34.13481
## 1864 Source1 2 2023-03-23 16:11:00 2023-03-23 18:17:51 32.71999
## 1865 Source1 2 2023-03-29 05:32:00 2023-03-29 07:42:57 40.75391
## 1866 Source1 2 2023-03-18 17:29:00 2023-03-18 19:46:58 33.73428
## 1867 Source1 2 2023-03-24 13:34:30 2023-03-24 14:49:30 41.85172
## 1868 Source1 2 2023-03-25 12:43:00 2023-03-25 14:51:34 34.13555
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## 1870 Source1 2 2023-03-26 09:13:30 2023-03-26 10:44:30 33.40101
## 1871 Source1 2 2023-03-21 16:08:00 2023-03-21 18:14:44 36.43507
## 1872 Source1 2 2023-03-30 10:06:00 2023-03-30 12:12:54 37.31381
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## 1874 Source1 2 2023-03-29 11:49:00 2023-03-29 14:05:34 38.18392
## 1875 Source1 2 2023-03-20 00:13:00 2023-03-20 02:18:19 37.21855
## 1876 Source1 2 2023-03-29 17:06:00 2023-03-29 19:26:11 32.83503
## 1877 Source1 2 2023-03-31 14:49:00 2023-03-31 17:14:55 37.30465
## 1878 Source1 2 2023-03-22 12:49:00 2023-03-22 13:10:00 38.31680
## 1879 Source1 2 2023-03-23 19:26:14 2023-03-23 19:56:14 41.88192
## 1880 Source1 2 2023-03-26 10:03:00 2023-03-26 12:23:34 34.03672
## 1881 Source1 2 2023-02-28 08:00:00 2023-02-28 10:18:56 39.19815
## 1882 Source1 2 2023-03-21 13:33:44 2023-03-21 15:52:53 39.54322
## 1883 Source1 2 2023-02-26 23:11:00 2023-02-27 01:37:11 37.88882
## 1884 Source1 2 2023-03-29 08:43:30 2023-03-29 09:05:30 34.07003
## 1885 Source1 2 2023-03-28 06:25:30 2023-03-28 08:03:30 45.15851
## 1886 Source1 2 2023-03-23 15:40:30 2023-03-23 19:55:30 34.22222
## 1887 Source1 2 2023-03-28 08:29:00 2023-03-28 10:39:37 32.74480
## 1888 Source1 2 2023-03-31 08:07:00 2023-03-31 10:59:46 34.25955
## 1889 Source1 2 2023-03-31 15:55:08 2023-03-31 17:08:35 45.49786
## 1890 Source1 2 2023-02-26 16:07:00 2023-02-26 18:33:58 37.80191
## 1891 Source1 2 2023-03-22 17:37:00 2023-03-22 19:40:55 38.56235
## 1892 Source1 2 2023-02-26 02:04:04 2023-02-26 04:17:50 43.20872
## 1893 Source1 2 2023-03-29 12:21:00 2023-03-29 14:30:40 33.95011
## 1894 Source1 2 2023-03-28 10:21:00 2023-03-28 10:47:30 40.79538
## 1895 Source1 2 2023-03-29 07:28:59 2023-03-29 10:39:49 40.86703
## 1896 Source1 2 2023-03-22 08:34:00 2023-03-22 10:44:30 37.91558
## 1897 Source1 2 2023-03-23 14:57:00 2023-03-23 15:20:00 40.20985
## 1898 Source1 2 2023-03-30 07:32:00 2023-03-30 09:55:30 37.67558
## 1899 Source1 2 2023-03-25 15:28:39 2023-03-25 18:02:01 40.73435
## 1900 Source1 2 2023-03-20 06:12:00 2023-03-20 06:39:00 40.12714
## 1901 Source1 2 2023-03-28 18:26:30 2023-03-28 18:58:00 44.61299
## 1902 Source1 2 2023-03-29 15:47:07 2023-03-29 17:58:38 32.66995
## 1903 Source1 2 2023-03-23 16:39:30 2023-03-23 20:39:30 34.15692
## 1904 Source1 2 2023-03-26 06:48:47 2023-03-26 09:04:32 42.22020
## 1905 Source1 2 2023-02-27 12:35:00 2023-02-27 18:55:30 33.79585
## 1906 Source1 2 2023-02-26 09:51:00 2023-02-26 11:59:06 37.69129
## 1907 Source1 2 2023-03-25 18:12:00 2023-03-25 18:54:30 42.22287
## 1908 Source1 2 2023-03-23 17:07:26 2023-03-23 19:22:37 42.25094
## 1909 Source1 2 2023-03-24 07:24:30 2023-03-24 20:24:30 33.80129
## 1910 Source1 2 2023-03-24 07:47:00 2023-03-24 10:08:37 33.73317
## 1911 Source1 2 2023-03-24 06:02:00 2023-03-24 08:13:54 33.21067
## 1912 Source1 2 2023-03-22 08:49:00 2023-03-22 10:59:37 38.74354
## 1913 Source1 2 2023-02-27 20:28:00 2023-02-27 20:38:30 32.64206
## 1914 Source1 2 2023-03-28 06:57:30 2023-03-28 07:43:04 40.76408
## 1915 Source1 2 2023-02-26 23:02:00 2023-02-27 01:30:11 43.37453
## 1916 Source1 2 2023-03-24 12:43:00 2023-03-24 15:31:07 34.11784
## 1917 Source1 2 2023-02-26 18:47:00 2023-02-26 20:57:46 37.80702
## 1918 Source1 2 2023-02-28 07:12:00 2023-02-28 09:30:34 38.41205
## 1919 Source1 2 2023-03-21 12:00:00 2023-03-21 13:54:30 34.13545
## 1920 Source1 2 2023-03-26 19:36:00 2023-03-26 21:47:51 34.05098
## 1921 Source1 2 2023-03-24 16:23:00 2023-03-24 19:31:16 34.07203
## 1922 Source1 2 2023-03-31 20:54:00 2023-03-31 23:07:02 47.66685
## 1923 Source1 2 2023-03-21 03:00:24 2023-03-21 05:23:04 44.06655
## 1924 Source1 2 2023-03-19 13:31:00 2023-03-19 14:07:30 34.06079
## 1925 Source1 2 2023-03-19 20:03:00 2023-03-19 21:23:00 40.88158
## 1926 Source1 2 2023-03-21 10:42:30 2023-03-21 11:07:30 33.90658
## 1927 Source1 2 2023-03-22 07:40:00 2023-03-22 09:49:21 34.04330
## 1928 Source1 2 2023-03-29 08:35:00 2023-03-29 10:45:54 34.01083
## 1929 Source1 2 2023-03-31 20:22:00 2023-03-31 22:31:00 34.14533
## 1930 Source1 2 2023-03-26 15:50:00 2023-03-26 18:00:00 34.25733
## 1931 Source1 2 2023-02-26 04:09:00 2023-02-26 06:39:19 34.20681
## 1932 Source1 2 2023-03-21 14:38:12 2023-03-21 16:49:45 43.02813
## 1933 Source1 2 2023-03-23 06:39:40 2023-03-23 07:42:37 44.78673
## 1934 Source1 2 2023-02-27 17:13:00 2023-02-27 19:26:26 33.88086
## 1935 Source1 2 2023-03-22 14:46:30 2023-03-22 18:38:30 32.71871
## 1936 Source1 2 2023-03-23 12:12:30 2023-03-23 15:00:00 35.62990
## 1937 Source1 2 2023-03-20 09:09:30 2023-03-20 13:02:00 41.42668
## 1938 Source1 2 2023-03-22 12:03:00 2023-03-22 14:14:56 34.27767
## 1939 Source1 2 2023-02-26 02:04:00 2023-02-26 04:14:59 34.15990
## 1940 Source1 2 2023-03-27 02:10:00 2023-03-27 04:17:20 34.09323
## 1941 Source1 2 2023-03-21 09:54:08 2023-03-21 12:44:25 42.48565
## 1942 Source1 2 2023-03-26 14:59:00 2023-03-26 17:23:01 34.01480
## 1943 Source1 2 2023-02-26 10:57:00 2023-02-26 13:11:47 37.47586
## 1944 Source1 2 2023-03-19 17:54:00 2023-03-19 20:04:22 38.38716
## 1945 Source1 2 2023-02-28 01:27:39 2023-02-28 04:56:50 42.01613
## 1946 Source1 2 2023-02-26 22:18:00 2023-02-27 00:31:23 39.85782
## 1947 Source1 2 2023-03-24 06:16:00 2023-03-24 10:31:30 33.84382
## 1948 Source1 2 2023-03-20 14:44:00 2023-03-20 16:59:21 41.25127
## 1949 Source1 2 2023-03-22 15:39:30 2023-03-22 19:29:30 33.92803
## 1950 Source1 2 2023-02-27 12:33:30 2023-02-27 15:35:30 33.94752
## 1951 Source1 2 2023-03-21 18:27:00 2023-03-21 20:34:41 40.97375
## 1952 Source1 2 2023-03-26 15:19:00 2023-03-26 17:34:28 33.88856
## 1953 Source1 2 2023-03-25 17:01:00 2023-03-25 19:08:58 33.44933
## 1954 Source1 2 2023-03-21 11:53:00 2023-03-21 14:05:05 33.60970
## 1955 Source1 2 2023-03-22 10:05:00 2023-03-22 12:51:48 34.08532
## 1956 Source1 2 2023-03-31 20:21:30 2023-03-31 20:45:30 33.95577
## 1957 Source1 2 2023-03-24 14:40:36 2023-03-24 15:25:36 39.02497
## 1958 Source1 2 2023-03-27 13:06:00 2023-03-27 15:14:46 34.10555
## 1959 Source1 2 2023-02-28 09:15:00 2023-02-28 09:29:00 37.80081
## 1960 Source1 2 2023-02-27 10:33:25 2023-02-27 11:34:28 46.84693
## 1961 Source1 2 2023-02-28 04:31:39 2023-02-28 06:43:12 40.76347
## 1962 Source1 2 2023-02-27 18:19:00 2023-02-27 19:45:00 33.70170
## 1963 Source1 2 2023-03-26 21:37:30 2023-03-27 01:01:46 45.66103
## 1964 Source1 2 2023-03-24 14:54:00 2023-03-24 17:03:05 37.98937
## 1965 Source1 2 2023-03-20 15:36:12 2023-03-20 17:11:46 33.31965
## 1966 Source1 2 2023-02-27 15:10:00 2023-02-27 17:22:24 38.14145
## 1967 Source1 2 2023-02-27 07:39:00 2023-02-27 07:50:30 34.05118
## 1968 Source1 2 2023-02-27 18:41:00 2023-02-27 20:49:01 33.86934
## 1969 Source1 2 2023-03-28 07:06:30 2023-03-28 09:08:30 32.76884
## 1970 Source1 2 2023-02-27 09:14:00 2023-02-27 11:32:57 36.70678
## 1971 Source1 2 2023-03-26 17:58:32 2023-03-26 19:26:00 41.14212
## 1972 Source1 2 2023-03-27 05:24:55 2023-03-27 07:34:49 37.83192
## 1973 Source1 2 2023-03-27 03:49:00 2023-03-27 06:00:48 34.70807
## 1974 Source1 2 2023-03-21 08:05:00 2023-03-21 10:12:09 33.85883
## 1975 Source1 2 2023-03-22 21:31:00 2023-03-22 22:31:00 35.32675
## 1976 Source1 2 2023-03-30 10:24:00 2023-03-30 12:38:08 33.46158
## 1977 Source1 2 2023-03-25 01:01:00 2023-03-25 03:09:32 33.46154
## 1978 Source1 2 2023-03-25 11:57:00 2023-03-25 14:04:44 36.74627
## 1979 Source1 2 2023-03-25 07:09:32 2023-03-25 09:27:16 45.00724
## 1980 Source1 2 2023-02-27 18:31:00 2023-02-27 20:38:24 34.01683
## 1981 Source1 2 2023-03-22 09:14:00 2023-03-22 12:07:16 41.29562
## 1982 Source1 2 2023-03-26 16:14:27 2023-03-26 18:17:03 40.91715
## 1983 Source1 2 2023-02-27 12:04:00 2023-02-27 14:39:43 37.42039
## 1984 Source1 2 2023-03-27 09:49:40 2023-03-27 11:59:36 41.17591
## 1985 Source1 2 2023-02-26 04:03:30 2023-02-26 07:11:00 34.15452
## 1986 Source1 2 2023-03-28 07:58:58 2023-03-28 10:54:37 41.54434
## 1987 Source1 2 2023-02-26 18:04:30 2023-02-26 19:21:30 33.46273
## 1988 Source1 2 2023-03-23 12:47:00 2023-03-23 14:57:36 34.14713
## 1989 Source1 2 2023-03-22 17:39:00 2023-03-22 19:54:30 34.10832
## 1990 Source1 2 2023-03-28 23:04:00 2023-03-29 01:17:46 38.71451
## 1991 Source1 2 2023-03-29 17:25:37 2023-03-29 20:04:47 40.48009
## 1992 Source1 2 2023-03-25 17:02:00 2023-03-25 19:10:00 45.43373
## 1993 Source1 4 2023-03-19 01:51:42 2023-03-19 02:31:28 41.69865
## 1994 Source1 2 2023-03-21 10:18:00 2023-03-21 12:53:04 34.12607
## 1995 Source1 2 2023-03-26 12:50:00 2023-03-26 14:54:45 38.64270
## 1996 Source1 2 2023-03-24 08:42:32 2023-03-24 11:02:36 44.12577
## 1997 Source1 2 2023-03-21 18:01:00 2023-03-21 18:31:00 33.22419
## 1998 Source1 2 2023-03-19 16:16:00 2023-03-19 16:52:00 33.69341
## 1999 Source1 2 2023-03-22 23:14:00 2023-03-23 01:22:15 33.58360
## 2000 Source1 2 2023-03-27 06:17:00 2023-03-27 07:43:30 34.06770
## 2001 Source1 2 2023-03-21 00:39:00 2023-03-21 02:53:27 37.89622
## 2002 Source1 2 2023-02-26 19:48:00 2023-02-26 21:58:57 38.52939
## 2003 Source1 2 2023-03-27 20:57:00 2023-03-27 23:07:22 36.96456
## 2004 Source1 2 2023-03-21 14:40:00 2023-03-21 16:40:00 35.73040
## 2005 Source1 2 2023-03-29 09:08:00 2023-03-29 11:15:17 37.13727
## 2006 Source1 2 2023-03-25 14:35:00 2023-03-25 16:42:45 35.79425
## 2007 Source1 2 2023-03-21 11:56:30 2023-03-21 12:11:00 34.08725
## 2008 Source1 2 2023-03-25 03:30:00 2023-03-25 05:34:56 34.03601
## 2009 Source1 2 2023-03-18 18:25:00 2023-03-18 20:34:35 33.18322
## 2010 Source1 2 2023-03-24 21:48:00 2023-03-24 23:57:49 45.48109
## 2011 Source1 2 2023-03-19 05:22:00 2023-03-19 07:33:00 34.01073
## 2012 Source1 2 2023-03-30 11:51:00 2023-03-30 12:21:00 34.13090
## 2013 Source1 2 2023-02-26 22:27:00 2023-02-27 00:32:35 47.59001
## 2014 Source1 2 2023-03-20 15:02:00 2023-03-20 17:11:31 33.76620
## 2015 Source1 2 2023-03-29 07:32:00 2023-03-29 08:02:00 34.10003
## 2016 Source1 2 2023-03-27 22:11:00 2023-03-28 00:29:13 47.29565
## 2017 Source1 4 2023-03-26 11:25:00 2023-03-27 05:37:01 42.34078
## 2018 Source1 2 2023-03-25 10:29:38 2023-03-25 12:35:00 33.41761
## 2019 Source1 2 2023-03-21 15:56:00 2023-03-21 18:37:17 38.56292
## 2020 Source1 2 2023-02-28 00:25:00 2023-02-28 03:01:29 40.55562
## 2021 Source1 2 2023-03-21 22:23:00 2023-03-22 00:32:37 34.14276
## 2022 Source1 2 2023-02-27 03:25:00 2023-02-27 05:33:12 38.16866
## 2023 Source1 2 2023-03-22 13:45:00 2023-03-22 16:02:11 41.42487
## 2024 Source1 2 2023-03-31 17:12:00 2023-03-31 19:36:18 37.98983
## 2025 Source1 4 2023-03-30 01:20:30 2023-03-30 03:27:07 36.99697
## 2026 Source1 2 2023-03-31 14:31:00 2023-03-31 16:44:43 33.83303
## 2027 Source1 2 2023-03-30 08:35:00 2023-03-30 10:49:44 33.73262
## 2028 Source1 2 2023-03-28 13:48:00 2023-03-28 15:59:29 37.68287
## 2029 Source1 2 2023-03-25 02:35:13 2023-03-25 03:20:13 41.86013
## 2030 Source1 4 2023-03-27 09:34:00 2023-03-27 13:00:00 36.22870
## 2031 Source1 2 2023-03-27 17:28:00 2023-03-27 19:38:30 41.70765
## 2032 Source1 2 2023-03-26 17:07:00 2023-03-26 17:37:00 32.07080
## 2033 Source1 2 2023-03-24 18:13:00 2023-03-24 20:28:00 34.01889
## 2034 Source1 2 2023-02-27 08:45:00 2023-02-27 10:50:47 34.20562
## 2035 Source1 2 2023-02-27 19:04:53 2023-02-27 19:40:55 33.09826
## 2036 Source1 2 2023-03-29 08:59:00 2023-03-29 11:12:16 33.77884
## 2037 Source1 2 2023-03-21 01:09:00 2023-03-21 03:37:57 34.15113
## 2038 Source1 2 2023-03-20 08:06:00 2023-03-20 10:20:03 34.37772
## 2039 Source1 2 2023-03-20 14:48:00 2023-03-20 16:59:34 40.52490
## 2040 Source1 2 2023-03-19 11:56:13 2023-03-19 17:56:12 30.35231
## 2041 Source1 2 2023-02-28 09:04:00 2023-02-28 11:29:12 40.10767
## 2042 Source1 2 2023-03-29 13:37:30 2023-03-29 15:44:43 38.78131
## 2043 Source1 2 2023-02-28 00:46:00 2023-02-28 02:55:48 33.99477
## 2044 Source1 2 2023-03-24 15:01:03 2023-03-24 15:31:03 42.15416
## 2045 Source1 2 2023-03-22 12:28:00 2023-03-22 13:05:30 47.48034
## 2046 Source1 2 2023-03-31 19:07:45 2023-03-31 21:44:56 32.83712
## 2047 Source1 2 2023-03-26 13:53:00 2023-03-26 15:59:50 32.83712
## 2048 Source1 2 2023-03-30 13:17:00 2023-03-30 15:31:06 34.05601
## 2049 Source1 2 2023-03-21 11:45:00 2023-03-21 13:59:40 37.50895
## 2050 Source1 2 2023-03-25 18:20:00 2023-03-26 00:01:30 37.17333
## 2051 Source1 2 2023-02-26 22:15:00 2023-02-27 00:21:56 38.13434
## 2052 Source1 2 2023-03-29 07:02:44 2023-03-29 09:22:38 40.81750
## 2053 Source1 2 2023-03-23 15:22:00 2023-03-23 17:29:31 34.07043
## 2054 Source1 2 2023-03-28 17:17:00 2023-03-28 18:45:00 35.01366
## 2055 Source1 2 2023-03-29 13:04:49 2023-03-29 15:18:16 45.69286
## 2056 Source1 2 2023-03-27 10:16:00 2023-03-27 12:20:43 40.19960
## 2057 Source1 2 2023-03-21 23:41:30 2023-03-22 02:01:12 32.73792
## 2058 Source1 2 2023-02-27 08:39:30 2023-02-27 09:05:00 40.46994
## 2059 Source1 2 2023-02-27 21:11:00 2023-02-28 00:01:00 38.40181
## 2060 Source1 2 2023-03-29 14:32:29 2023-03-29 15:17:29 41.75491
## 2061 Source1 2 2023-03-29 15:29:48 2023-03-29 17:45:12 43.77826
## 2062 Source1 2 2023-02-27 15:39:42 2023-02-27 17:47:36 44.04849
## 2063 Source1 2 2023-02-28 07:34:00 2023-02-28 09:51:00 33.97263
## 2064 Source1 2 2023-03-31 15:04:30 2023-03-31 16:21:36 33.73907
## 2065 Source1 2 2023-02-27 23:42:48 2023-02-28 01:52:52 40.59175
## 2066 Source1 2 2023-02-27 08:20:00 2023-02-27 10:42:57 37.85510
## 2067 Source1 2 2023-03-24 11:22:04 2023-03-24 15:17:34 33.89513
## 2068 Source1 2 2023-03-30 12:51:00 2023-03-30 15:10:44 34.10269
## 2069 Source1 2 2023-03-27 10:25:30 2023-03-27 11:11:30 39.20850
## 2070 Source1 2 2023-02-27 08:09:00 2023-02-27 10:13:55 32.73492
## 2071 Source1 2 2023-03-31 13:13:00 2023-03-31 13:45:00 33.79639
## 2072 Source1 2 2023-02-26 03:02:19 2023-02-26 05:11:47 41.07865
## 2073 Source1 2 2023-03-31 18:51:00 2023-03-31 21:01:34 37.25385
## 2074 Source1 2 2023-02-27 09:36:00 2023-02-27 11:54:10 33.97054
## 2075 Source1 2 2023-03-28 08:31:30 2023-03-28 09:05:30 34.27247
## 2076 Source1 2 2023-03-24 18:41:00 2023-03-24 23:47:18 47.56932
## 2077 Source1 2 2023-03-27 09:49:00 2023-03-27 11:58:02 33.85158
## 2078 Source1 2 2023-03-21 06:31:00 2023-03-21 08:44:29 33.06806
## 2079 Source1 2 2023-03-25 03:49:00 2023-03-25 06:09:53 34.23374
## 2080 Source1 2 2023-03-28 07:31:09 2023-03-28 08:31:27 42.75387
## 2081 Source1 2 2023-03-22 16:52:25 2023-03-22 17:52:41 44.02866
## 2082 Source1 2 2023-03-21 15:22:30 2023-03-21 18:54:30 33.90783
## 2083 Source1 2 2023-03-25 07:16:08 2023-03-26 00:01:02 44.29923
## Start_Lng Distance.mi. Street
## 1 -81.64432 1.910 I-77 N
## 2 -76.80489 1.590 Rolling Meadow Ct
## 3 -75.69455 2.760 Coatesville Downingtown Byp E
## 4 -80.15169 0.640 Florida's Tpke N
## 5 -87.99307 3.710 I-80 E
## 6 -82.01668 1.700 E Highway 25
## 7 -77.54951 4.330 I-95 N
## 8 -75.27676 1.470 Mid-County Interchange
## 9 -74.03376 2.440 Brooklyn Queens Expy
## 10 -75.18918 4.620 US-1 N
## 11 -82.26042 4.610 I-85 S
## 12 -86.04462 2.600 I-69
## 13 -86.10559 1.560 I-65
## 14 -117.87879 2.440 105B
## 15 -78.72918 0.770 Shaffer Rd
## 16 -122.25706 0.240 WA-167 S
## 17 -118.44273 0.960 Golden State Fwy N
## 18 -86.04462 1.450 I-69
## 19 -76.93442 1.150 Harrisburg Expy
## 20 -122.20434 0.130 I-580 E
## 21 -72.52065 5.270 Deming St
## 22 -86.76296 0.810 I-65 N
## 23 -122.43967 0.560 I-280
## 24 -86.77526 0.390 I-24 W
## 25 -79.68642 3.500 I-785
## 26 -118.12031 0.990 Paramount Blvd
## 27 -111.90332 0.780 I-15 N
## 28 -84.82086 4.570 I-69 N
## 29 -121.52895 1.810 I-205 W
## 30 -122.36225 2.430 CA-299
## 31 -86.18590 1.000 S Harding St
## 32 -80.56409 4.180 Lane St
## 33 -73.41010 5.000 Betts Rd
## 34 -77.06917 0.600 S Main St
## 35 -80.56409 4.180 Lane St
## 36 -83.92123 3.260 I-640
## 37 -122.30869 1.090 I-580
## 38 -86.76211 0.810 Harding Pl
## 39 -96.04259 1.570 I-80 W
## 40 -82.68937 1.670 SW Florida Gateway Dr
## 41 -86.77700 1.000 I-24 E
## 42 -88.35594 0.310 WI-441 N
## 43 -87.64105 2.470 W 16th St
## 44 -71.04837 0.430 I-93 N
## 45 -75.27815 1.550 I-476 S
## 46 -88.30577 5.130 182A
## 47 -80.09010 1.720 I-95 N
## 48 -75.19582 1.020 Commerce Dr
## 49 -75.36316 2.280 US-22
## 50 -87.91977 1.290 I-294 S
## 51 -88.06721 5.840 I-55 N
## 52 -72.90970 0.640 I-91 S
## 53 -82.45878 1.110 I-75 N
## 54 -86.18692 4.480 I-465
## 55 -77.49375 1.600 Earlwick Rd
## 56 -75.16878 1.880 Roosevelt Expy
## 57 -97.31025 2.220 Martin Luther King Fwy N
## 58 -73.57655 5.200 CT-15 N
## 59 -84.30718 6.060 I-10
## 60 -122.00096 1.760 CA-237 W
## 61 -89.77833 3.590 Wisconsin Dells Pkwy S
## 62 -82.44673 4.420 Fruitville Rd
## 63 -82.44020 0.810 I-185
## 64 -87.91807 0.200 Rio Bravo Blvd SE
## 65 -82.51656 0.610 I-275 S
## 66 -122.32873 1.210 I-5 N
## 67 -86.24197 1.940 I-65
## 68 -86.09829 1.300 US-52
## 69 -81.27160 1.930 111A
## 70 -74.20895 1.970 S White Horse Pike
## 71 -95.60960 0.500 Tomball Tollway N
## 72 -80.31732 0.450 Palmetto Expy S
## 73 -81.47339 0.640 East-West Expy
## 74 -82.66297 0.730 I-275
## 75 -83.01576 0.130 I-71 S
## 76 -81.25919 2.390 CA-57 S
## 77 -86.57186 0.190 Northington Rd
## 78 -83.62071 0.260 1B
## 79 -79.42568 4.790 Shady Lane Rd
## 80 -89.80988 2.050 Bill Morris Pkwy
## 81 -97.50190 0.320 John Kilpatrick Tpke
## 82 -85.62980 1.250 Gene Snyder Fwy
## 83 -76.43147 2.550 I-81
## 84 -87.30579 0.790 Covered Bridge Rd
## 85 -96.92141 3.070 TX-12-LOOP
## 86 -84.55581 2.770 Decatur Hwy
## 87 -117.20485 0.390 I-8 W
## 88 -93.20191 0.290 MN-280 N
## 89 -122.21904 0.420 33B
## 90 -80.15986 0.320 New Walkertown Rd
## 91 -86.69984 0.420 Harding Pl
## 92 -86.69778 1.660 I-24 W
## 93 -86.69778 1.660 I-24 W
## 94 -86.69654 1.920 I-40 E
## 95 -77.50746 2.270 Plank Rd
## 96 -86.53191 6.590 I-24
## 97 -122.26225 0.660 I-405 S
## 98 -87.64105 2.470 W 16th St
## 99 -122.28091 0.270 S 104th Pl
## 100 -93.39789 1.140 US-169 N
## 101 -90.07233 1.070 I-55 S
## 102 -98.45882 1.060 I-35 S
## 103 -93.06669 0.860 Wentworth Ave E
## 104 -80.74888 3.890 I-485
## 105 -87.96668 5.050 Kingery Hwy
## 106 -87.94145 4.490 Jane Addams Memorial Tollway
## 107 -87.87489 2.120 I-90 W
## 108 -84.18938 2.390 I-75 N
## 109 -75.53001 2.780 US-22 W
## 110 -85.75442 4.000 IN-62
## 111 -86.04462 2.600 I-69
## 112 -81.61588 3.470 Transportation Blvd
## 113 -88.06741 5.780 Barack Obama Presidential Expy
## 114 -75.16463 2.430 Fort Washington Expy N
## 115 -72.76969 1.470 Wilbur Cross Pkwy
## 116 -84.39240 1.480 GA-401 S
## 117 -76.69543 0.440 E Market St
## 118 -117.73531 0.320 Research Dr
## 119 -83.28009 0.550 I-96 E
## 120 -82.24390 0.950 I-4 W
## 121 -87.96668 5.050 Kingery Hwy
## 122 -71.27084 1.440 Park Rd
## 123 -74.96999 0.330 Philadelphia Interchange
## 124 -75.54958 1.020 PA-309 N
## 125 -78.57521 6.620 US-70
## 126 -83.63556 0.590 I-69 W
## 127 -86.77822 1.410 Briley Pkwy W
## 128 -76.42783 0.770 I-664 S
## 129 -74.34265 1.110 New Jersey Tpke N
## 130 -71.25634 0.540 Shire Way
## 131 -78.70438 2.250 I-40 W
## 132 -78.74965 0.580 Cary Towne Blvd
## 133 -84.44268 1.310 Triangle Park Dr
## 134 -73.52797 1.470 S State St
## 135 -77.46250 6.200 Centerport Pkwy
## 136 -77.34237 1.190 Joplin Rd
## 137 -86.16969 2.280 AL-8 W
## 138 -122.29425 0.060 I-80 W
## 139 -118.07359 0.480 I-10 W
## 140 -75.52428 5.580 US-202 S
## 141 -122.29694 1.970 I-5 N
## 142 -122.13343 1.130 Hesperian Blvd
## 143 -122.21481 1.900 I-5 N
## 144 -95.39435 1.870 I-45 N
## 145 -81.68519 1.070 I-480 W
## 146 -122.30897 0.450 WA-18 E
## 147 -72.97790 5.610 US-22 W
## 148 -86.10562 1.640 I-65
## 149 -111.71212 3.680 I-80
## 150 -86.04729 3.140 I-465 N
## 151 -73.91675 5.280 I-84
## 152 -76.34471 6.280 George Washington Hwy N
## 153 -80.19676 0.190 NW 37th St
## 154 -122.68235 0.530 Pacific Highway 1 S
## 155 -85.75146 0.520 I-65
## 156 -86.05753 0.780 Ivydale Dr
## 157 -74.14692 1.700 GSP Southbound Ramp
## 158 -93.28434 0.990 Buck Hill Rd
## 159 -90.72538 0.290 Barrow St
## 160 -96.60675 0.580 US-175
## 161 -75.30817 1.150 I-76
## 162 -73.57466 3.670 Meadowbrook Pkwy
## 163 -83.01707 0.840 N High St
## 164 -84.21807 1.740 State Route 48
## 165 -110.95804 0.110 N Tyndall Ave
## 166 -110.91619 0.200 E Grant Rd
## 167 -74.30245 0.340 Oxford Ave
## 168 -87.75706 3.150 I-57
## 169 -121.71895 1.960 Tesla Rd
## 170 -121.47113 0.270 6C
## 171 -71.27084 1.440 Park Rd
## 172 -72.65338 3.860 I-91 N
## 173 -87.62531 2.830 Bishop Ford Fwy
## 174 -76.14954 0.550 I-690 W
## 175 -72.66951 0.580 Constitution Plz
## 176 -82.04066 1.710 I-4 E
## 177 -117.95745 0.320 W Fir Ave
## 178 -72.76140 1.820 I-91 N
## 179 -87.83588 1.360 Eisenhower Expy
## 180 -87.65965 3.100 W 110th St
## 181 -86.08047 1.660 US-31
## 182 -82.98124 0.790 101B
## 183 -75.89946 0.970 Warren St Byp
## 184 -75.47124 0.870 US-22
## 185 -73.73077 0.350 Cross Westchester Expy
## 186 -75.02363 3.230 I-95
## 187 -119.78083 3.160 Jackson Ave
## 188 -79.12839 3.150 I-85
## 189 -76.27464 6.450 G A Treakle Bdg
## 190 -71.02468 0.620 West St
## 191 -80.83756 0.300 W 10th St
## 192 -74.07744 2.100 New Jersey Tpke N
## 193 -122.74106 1.440 SW Barbur Blvd
## 194 -75.33222 0.380 I-76 E
## 195 -86.05457 0.780 Craig St
## 196 -75.00182 3.740 I-95
## 197 -75.53794 2.260 US-202
## 198 -74.37672 1.960 I-287
## 199 -81.49641 0.820 I-76 W
## 200 -71.13960 0.920 1A
## 201 -71.03226 3.430 I-93 S
## 202 -86.18997 2.250 I-465
## 203 -72.88727 2.940 Governor John Davis Lodge Tpke S
## 204 -71.27084 1.440 Park Rd
## 205 -86.26418 0.550 I-74
## 206 -72.66090 0.450 US-6
## 207 -80.26538 1.050 Dolphin Expy W
## 208 -77.30877 2.080 N Mill St
## 209 -82.53760 3.560 I-85 N
## 210 -117.90423 0.430 I-5 S
## 211 -75.18070 0.470 Vine St Expy
## 212 -121.66043 1.730 El Camino Real N
## 213 -122.57664 1.750 S San Antonio Rd
## 214 -74.16933 0.430 Staten Island Expy
## 215 -121.87930 0.670 Meadowgate Way
## 216 -70.79190 0.800 I-95 N
## 217 -84.24984 1.680 FL-8 E
## 218 -80.15787 1.330 I-95 S
## 219 -71.27084 1.440 Park Rd
## 220 -82.28038 2.940 Golden Strip Fwy N
## 221 -86.05457 0.780 Craig St
## 222 -80.16967 1.810 Ravenswood Rd
## 223 -71.41584 0.980 I-93 S
## 224 -80.54767 1.060 I-26 E
## 225 -71.91455 2.350 Lathrop Rd
## 226 -92.93226 2.090 MN-23
## 227 -83.47837 2.040 Expo Center Dr
## 228 -118.38004 1.490 CA-134
## 229 -96.56285 2.110 I-20 W
## 230 -87.46291 2.650 I-80 E
## 231 -121.83446 0.620 San Jose Dr
## 232 -117.35513 0.810 I-10 E
## 233 -73.60247 2.280 I-95
## 234 -111.50186 1.790 US-89
## 235 -72.78360 1.620 Governor John Davis Lodge Tpke
## 236 -78.83504 0.400 Village Walk Dr
## 237 -80.79897 0.280 The Plaza
## 238 -78.39843 5.310 I-80 E
## 239 -82.59817 0.120 I-40
## 240 -78.20474 2.040 Yellow Springs Dr
## 241 -84.40022 0.350 GA-402 E
## 242 -83.03783 3.380 I-270
## 243 -73.84297 1.700 Jackie Robinson Pkwy
## 244 -87.58232 2.650 Tri-State Tlwy
## 245 -86.78501 2.260 I-65 S
## 246 -84.36835 1.760 I-71 N
## 247 -82.98431 1.280 North Fwy S
## 248 -83.90344 1.050 I-40 E
## 249 -78.21161 0.870 US-322
## 250 -79.86217 1.690 William F Stone Hwy
## 251 -117.68649 4.850 248th St E
## 252 -80.16408 0.580 I-95 S
## 253 -95.15617 0.770 E Sam Houston Pkwy S
## 254 -71.19158 0.190 Starwood Xing
## 255 -76.98125 6.470 State Route 14
## 256 -80.17386 1.110 Florida's Tpke S
## 257 -86.74513 0.660 I-24 E
## 258 -81.81614 0.870 Brookpark Rd
## 259 -75.15778 1.370 State Highway 62
## 260 -118.21000 1.700 I-405 N
## 261 -75.06697 1.680 W Maple Ave
## 262 -122.18937 1.010 I-405 S
## 263 -72.68264 1.410 Myrtle St
## 264 -73.96788 1.590 Center Ave
## 265 -73.82037 0.970 Cross Island Pkwy
## 266 -82.89741 3.750 I-77 N
## 267 -118.28538 1.130 I-110
## 268 -83.93053 6.660 I-70
## 269 -121.91425 2.070 I-280
## 270 -79.93861 2.600 I-581
## 271 -74.96291 4.020 I-95 N
## 272 -117.60573 4.740 Highway 20
## 273 -86.69942 1.770 Harding Pl
## 274 -73.94282 1.900 Riverside Dr
## 275 -86.72183 1.680 Tallwood Dr
## 276 -72.11451 2.430 Governor John Davis Lodge Tpke N
## 277 -81.56666 0.860 I-76 E
## 278 -122.22865 1.240 WA-520 E
## 279 -89.83817 1.770 I-40 W
## 280 -87.22293 1.040 E Fairfield Dr
## 281 -83.02256 1.350 Olentangy Fwy S
## 282 -83.26011 0.750 Edward J Jeffries Fwy
## 283 -73.91344 0.780 Cross Bronx Expy
## 284 -79.85676 2.640 Greensburg Pike
## 285 -73.87195 2.910 Long Island Expy
## 286 -85.32135 0.420 Signal Mountain Rd
## 287 -86.22504 1.040 I-65 S
## 288 -76.72417 2.960 I-695
## 289 -118.10462 0.600 I-605 N
## 290 -83.72093 2.340 Highway 11 NW
## 291 -122.01566 1.040 I-280 S
## 292 -74.14634 0.720 Stewart Ave
## 293 -122.39030 3.170 Saint Helena Hwy
## 294 -72.62923 1.760 CT-9 N
## 295 -80.91889 1.370 I-77 S
## 296 -81.37780 1.130 I-95 N
## 297 -74.09954 4.290 Pulaski Skwy
## 298 -83.03913 2.130 55A
## 299 -78.95188 2.350 Cumberland Hwy
## 300 -82.83159 1.110 Brice Rd
## 301 -122.32065 2.500 I-5 N
## 302 -85.19509 0.750 TN-153
## 303 -86.27155 0.900 I-70 W
## 304 -82.98361 1.280 Howard St
## 305 -84.18891 0.200 I-75 S
## 306 -79.23740 2.370 Kingwood Rd
## 307 -118.38159 0.630 I-405 S
## 308 -79.79688 1.090 Unity Ln
## 309 -122.66493 0.340 US-30 E
## 310 -73.96847 1.590 Center Ave
## 311 -74.03144 3.230 Verrazzano-Narrows Brg
## 312 -117.87427 0.660 I-210
## 313 -117.75684 0.410 CA-71 S
## 314 -118.10462 0.600 I-605 N
## 315 -76.20338 3.930 Conowingo Rd
## 316 -117.10802 3.720 I-15
## 317 -80.97073 2.840 I-95 N
## 318 -77.19247 0.840 E Valley Rd
## 319 -84.53271 0.920 I-75 N
## 320 -83.15980 0.290 Wyoming St
## 321 -74.20997 0.020 Allen St
## 322 -118.06387 2.300 I-5 S
## 323 -80.86339 0.300 I-77 N
## 324 -118.32161 2.310 Glenn Anderson Fwy W
## 325 -75.95843 0.390 Warren St Byp
## 326 -78.00749 1.450 Snyders Run Rd
## 327 -78.91692 0.670 Valley Pike
## 328 -104.99323 3.270 I-25 S
## 329 -79.81062 2.520 PA-43-TPKE
## 330 -76.55341 5.980 Lincoln Hwy
## 331 -93.24170 0.320 I-35W N
## 332 -122.74350 0.580 I-5 N
## 333 -84.22337 2.040 GA-402 E
## 334 -84.75162 1.090 Jimmy Lee Smith Pkwy
## 335 -78.83105 0.930 1A
## 336 -86.27581 1.640 I-465
## 337 -87.31980 4.000 I-65 N
## 338 -80.97124 0.770 10B
## 339 -80.34829 0.690 W State Road 84
## 340 -122.58752 1.380 I-5 S
## 341 -81.55760 0.690 I-95 S
## 342 -86.95192 1.680 I-20 W
## 343 -86.95172 1.680 I-20 W
## 344 -99.04714 3.530 I-20 W
## 345 -84.61422 1.070 I-71 S
## 346 -86.27553 0.800 US-52
## 347 -117.97973 0.420 I-10 W
## 348 -82.26042 4.610 I-85 S
## 349 -80.11465 0.910 SW Natura Blvd
## 350 -95.75702 1.070 Southwest Fwy
## 351 -86.16927 1.710 I-70 W
## 352 -87.31980 4.000 I-65 N
## 353 -73.69605 0.940 Long Island Expy E
## 354 -86.09839 1.290 US-52
## 355 -70.95336 2.940 MA-140 N
## 356 -84.71838 0.210 Highway 64
## 357 -93.67459 1.300 I-235
## 358 -117.87536 0.190 I-5
## 359 -93.28833 0.270 Lyndale Ave S
## 360 -111.90469 2.130 I-15 N
## 361 -111.90076 1.880 S Wildcat Way W
## 362 -84.40971 3.590 I-75
## 363 -122.32448 1.910 I-90 E
## 364 -82.63805 1.930 I-40 E
## 365 -80.87386 2.640 I-485
## 366 -78.66263 2.550 Bee Line Hwy
## 367 -89.79456 1.280 Horizon Center Blvd
## 368 -86.35515 0.890 I-74
## 369 -84.32806 1.650 I-71
## 370 -121.47229 0.520 I-80 Bus E
## 371 -73.48009 0.780 I-84 E
## 372 -92.64230 2.910 Highway 163
## 373 -79.92284 2.870 I-90 W
## 374 -75.10105 1.970 I-95 N
## 375 -118.12412 1.180 I-5 N
## 376 -78.64877 1.290 I-40
## 377 -81.63246 0.820 Highway 27
## 378 -81.98463 1.830 FL-8 W
## 379 -117.25964 2.210 Escondido Fwy N
## 380 -118.30598 0.420 W Ash Ave
## 381 -75.44672 1.170 Pottstown Expy W
## 382 -71.05197 2.470 I-90 W
## 383 -85.52084 0.620 I-71 S
## 384 -81.43908 1.740 J Turner Butler Blvd E
## 385 -96.62120 0.250 US-80 W
## 386 -75.66127 0.590 Pottstown Pike
## 387 -86.02976 1.930 I-69
## 388 -87.50680 0.570 US-6
## 389 -72.88727 4.280 Governor John Davis Lodge Tpke S
## 390 -71.76201 1.550 N Main St
## 391 -81.24595 0.490 E West Expy W
## 392 -90.51063 0.840 S Woods Mill Rd
## 393 -73.33176 3.710 Sherwood Island Connector
## 394 -77.56956 0.220 US Highway 522 S
## 395 -73.04172 2.510 39B
## 396 -75.62875 0.780 Riverside Dr
## 397 -83.03212 2.950 Curve Rd
## 398 -73.33176 3.710 Sherwood Island Connector
## 399 -71.01834 0.860 Squire Rd
## 400 -75.69777 0.360 Birney Ave
## 401 -118.14324 0.290 Artesia Fwy W
## 402 -74.21143 2.420 Allen St
## 403 -81.08798 1.610 260C-B-A
## 404 -119.80523 0.930 US-101 S
## 405 -78.90836 1.110 Bliss Rd
## 406 -76.47229 3.540 I-695
## 407 -89.90218 2.760 I-40 W
## 408 -77.42764 2.730 Pocahontas Pkwy
## 409 -81.82461 1.270 Blanding Blvd
## 410 -80.31909 0.820 Dolphin Expy W
## 411 -122.05325 3.180 I-580
## 412 -81.76199 0.620 FL-8 W
## 413 -84.43472 2.950 GA-407 E
## 414 -75.12108 1.620 W Mill Rd
## 415 -121.87430 0.350 I-280 S
## 416 -122.23586 1.900 Marine World Pkwy E
## 417 -83.44012 6.380 I-69 E
## 418 -118.16663 0.170 Minnesota Ave
## 419 -81.76199 0.620 FL-8 W
## 420 -87.46291 2.650 I-80 E
## 421 -122.31058 0.470 I-90 E
## 422 -80.01311 0.520 N Arco Ln
## 423 -85.81769 3.610 Grant Line Rd
## 424 -80.20993 0.630 NW 165th Street Rd
## 425 -80.38915 1.690 E Highland Ave
## 426 -81.54009 1.450 E Beltway S
## 427 -75.62421 6.790 I-78 E
## 428 -80.09152 1.790 I-95 S
## 429 -81.54009 1.450 E Beltway S
## 430 -81.28680 0.360 E West Expy E
## 431 -71.06727 0.270 US-1 S
## 432 -87.46406 0.640 Corinne Dr
## 433 -85.76531 1.740 W Market St
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## 435 -81.92053 2.210 S US-301
## 436 -122.30843 4.820 I-5 N
## 437 -76.42646 0.220 I-664 N
## 438 -87.42849 0.680 I-80 E
## 439 -86.18692 4.480 I-465
## 440 -122.07106 0.460 I-580
## 441 -73.50005 1.320 CT-15 S
## 442 -80.09152 1.790 I-95 S
## 443 -84.31010 4.540 I-285
## 444 -122.07805 0.500 I-580 E
## 445 -78.24574 5.020 Shawville Frenchville Hwy
## 446 -118.16354 0.170 Artesia Fwy
## 447 -121.93206 1.040 5A
## 448 -88.16737 1.900 Winfield Rd
## 449 -93.57649 0.530 I-235
## 450 -122.55812 1.620 NE 112th Ave
## 451 -73.51234 3.590 I-95 S
## 452 -121.70722 1.880 Johnson Rd
## 453 -93.27492 0.630 Crosstown Hwy W
## 454 -88.37405 1.040 Chicago-Kansas City Expressway E
## 455 -71.20192 0.720 Loop Connector
## 456 -119.08029 0.930 CA-99 N
## 457 -123.36011 1.770 Portland Ave
## 458 -83.01764 0.500 Michigan Ave
## 459 -74.27874 2.720 I-78 E
## 460 -83.08912 2.270 Outerbelt W
## 461 -75.44672 1.170 Pottstown Expy W
## 462 -75.38133 4.020 US-22
## 463 -85.88945 2.850 I-64 E
## 464 -80.12798 1.310 Yellow Belt
## 465 -81.46800 1.670 Yellow Belt
## 466 -72.74422 1.350 I-84 E
## 467 -86.03194 1.630 I-465
## 468 -82.44819 1.560 I-75 S
## 469 -81.79360 1.670 I-75 N
## 470 -72.22635 1.990 Governor John Davis Lodge Tpke
## 471 -77.27525 6.600 US-522
## 472 -75.28922 1.620 I-276 E
## 473 -82.98113 0.280 Reading Rd
## 474 -86.66542 3.710 I-40 E
## 475 -97.34276 2.070 Blue Mound Rd
## 476 -75.32005 1.590 331B
## 477 -77.27525 6.600 US-522
## 478 -86.17837 2.640 I-74
## 479 -74.27874 2.720 I-78 E
## 480 -94.17457 0.661 75th St NW
## 481 -75.46737 0.983 Aberdeen Rd
## 482 -73.94614 0.692 George Washington Brg
## 483 -84.30019 1.922 I-20
## 484 -118.26638 4.398 Glenn Anderson Fwy W
## 485 -94.87694 0.884 I-35 N
## 486 -119.78512 0.028 CA-41 S
## 487 -74.08205 0.098 Garden State Pkwy Express Lane
## 488 -112.11690 0.748 Black Canyon Fwy N
## 489 -112.26565 3.625 I-10 E
## 490 -119.07793 0.101 Porterville Hwy
## 491 -117.95823 0.152 I-5 S
## 492 -117.36523 0.051 CA-210 W
## 493 -73.87140 0.100 Long Island Expy W
## 494 -88.25479 0.756 Chicago-Kansas City Expressway E
## 495 -121.11175 0.222 Wolf Rd
## 496 -121.89349 0.788 I-580 E
## 497 -97.65859 0.080 TX-71-TOLL
## 498 -80.75903 0.602 N Sharon Amity Rd
## 499 -121.08670 1.512 CA-99 N
## 500 -121.08422 1.668 CA-99
## 501 -81.44610 0.143 Sidney Lanier Dr
## 502 -120.86658 0.522 Claribel Rd
## 503 -122.66216 2.704 I-84 E
## 504 -96.80976 4.530 S RL Thornton Fwy
## 505 -118.21780 0.997 I-5 S
## 506 -86.03472 0.222 US-421
## 507 -112.28882 0.917 I-10 E
## 508 -84.83586 1.088 GA-403 N
## 509 -117.83442 0.254 Foothill Fwy W
## 510 -122.18483 1.216 CA-84
## 511 -84.39131 0.413 GA-401 S
## 512 -122.72725 0.878 I-5 S
## 513 -112.23249 0.334 W Union Hills Dr
## 514 -82.05807 0.207 Green Valley Rd
## 515 -73.13924 0.357 Sunrise Hwy W
## 516 -123.33180 0.676 Rogers Rd
## 517 -74.24384 0.117 142B
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## 519 -122.18967 0.223 I-405 N
## 520 -117.32752 0.300 I-90 W
## 521 -122.81705 0.035 Lynch Rd
## 522 -118.22647 0.015 E El Segundo Blvd
## 523 -118.23111 0.015 S Willowbrook Ave
## 524 -83.31653 0.156 I-696 W
## 525 -117.52828 0.781 I-10 W
## 526 -104.75670 0.119 US-34-BYP
## 527 -83.52426 0.642 Huber Clay County Rd
## 528 -121.34045 0.552 CA-99 S
## 529 -80.30749 0.291 I-70
## 530 -117.76330 0.783 I-10 E
## 531 -84.61292 0.036 Cascade Palmetto Hwy SW
## 532 -121.07551 0.184 US-50
## 533 -93.25195 0.756 Crosstown Hwy E
## 534 -122.40575 3.623 San Francisco-Oakland Bay Bridge
## 535 -121.89175 0.776 Guadalupe Pkwy
## 536 -121.57381 0.059 W Capitol Ave
## 537 -117.14145 0.145 I-5 N
## 538 -112.11412 0.829 143B
## 539 -83.43658 0.862 I-275 N
## 540 -122.38827 2.795 St Helena Hwy
## 541 -118.34526 0.008 I-405 S
## 542 -122.84628 0.082 Rogue River Dr
## 543 -117.45368 0.471 CA-91 E
## 544 -73.72978 0.079 Mount Kisco Rd
## 545 -86.12812 1.102 US Highway 31
## 546 -117.76891 2.854 CA-210 W
## 547 -118.17422 0.019 I-710 N
## 548 -119.22874 0.044 Kingsley St
## 549 -123.01032 0.270 Jefferson Highway 99E SE
## 550 -118.12299 1.038 I-5 N
## 551 -92.92910 0.203 Oxford Mill Rd
## 552 -84.40079 0.155 GA-407 E
## 553 -124.11295 0.314 US Highway 101 N
## 554 -79.36096 0.024 Old Richmond Rd
## 555 -120.33313 0.109 E Sandy Mush Rd
## 556 -117.20713 1.493 CA-78 W
## 557 -97.74223 0.074 N Capital of Texas Hwy
## 558 -81.22228 0.115 I-77
## 559 -117.12260 0.114 Auld Rd
## 560 -117.12431 0.098 Auld Rd
## 561 -118.42316 0.292 Foothill Fwy W
## 562 -121.66771 0.633 Mount Hamilton Rd
## 563 -73.69274 0.093 Central Ave
## 564 -117.88009 0.036 E Katella Ave
## 565 -118.09078 0.808 I-5 N
## 566 -113.66221 0.803 US-93 N
## 567 -73.79374 0.258 Throgs Neck Brg S
## 568 -121.07391 0.188 El Dorado Fwy E
## 569 -73.95300 0.031 Brooklyn Queens Expy
## 570 -118.08996 0.068 Foothill Fwy E
## 571 -84.26823 0.068 Flat Shoals Rd
## 572 -118.35472 0.036 Overhill Dr
## 573 -78.07680 0.329 Andrew Jackson Hwy
## 574 -117.69907 0.219 CA-71 N
## 575 -84.21475 0.896 GA-403 S
## 576 -96.81252 0.443 N Stemmons Fwy
## 577 -118.61553 0.163 I-5 N
## 578 -121.86906 0.088 Bayshore Fwy S
## 579 -117.42208 0.278 Barstow Fwy S
## 580 -121.26069 0.138 Moreland St
## 581 -79.71680 0.496 Portal Ln
## 582 -118.21412 0.137 Golden State Fwy S
## 583 -117.42543 0.725 I-5
## 584 -118.18525 0.049 President Barack H Obama Hwy
## 585 -118.18494 0.070 N Figueroa St
## 586 -122.22360 0.542 Highway 20
## 587 -118.25920 0.717 I-10 W
## 588 -118.05099 0.070 CA-60 W
## 589 -117.87595 0.038 E Ball Rd
## 590 -80.89584 0.990 Rodney St
## 591 -96.78393 0.139 US-75 S
## 592 -117.92338 0.056 CA-91 W
## 593 -94.61429 3.862 I-435 W
## 594 -118.22394 0.548 I-10 E
## 595 -118.92145 0.009 W Potrero Rd
## 596 -84.48323 2.321 GA-401 N
## 597 -117.96509 3.152 CA-60 W
## 598 -122.57216 0.031 I-5
## 599 -74.02128 0.136 RT-495
## 600 -94.51945 0.174 I-470 E
## 601 -117.17995 0.035 I-10 W
## 602 -117.39032 0.063 Santa Ana Ave
## 603 -117.81655 0.401 I-5 N
## 604 -83.21576 1.001 Paul St
## 605 -112.08707 1.270 I-10 E
## 606 -81.72486 0.180 I-64 W
## 607 -118.10788 0.038 Palo Verde Ave
## 608 -117.24609 0.946 I-5 N
## 609 -119.41461 0.119 W Riggin Ave
## 610 -117.09545 0.091 Ted Williams Pkwy
## 611 -117.45316 1.364 Barstow Fwy S
## 612 -75.48671 0.369 Sign Post Rd
## 613 -81.98268 0.617 Teays Valley Rd
## 614 -84.48751 0.244 I-575
## 615 -84.45718 0.296 GA-407 E
## 616 -74.11197 0.078 State Route 17
## 617 -117.60108 0.200 CA-91 E
## 618 -121.25319 0.212 I-80 E
## 619 -122.40570 0.677 James Lick Fwy S
## 620 -122.32293 0.161 I-80 E
## 621 -73.84187 0.109 Jackie Robinson Pkwy S
## 622 -118.42179 0.851 Golden State Fwy S
## 623 -117.38122 1.221 CA-91
## 624 -83.70323 0.013 Tom Chapman Blvd
## 625 -118.18013 0.033 Glenn Anderson Fwy W
## 626 -118.17964 0.030 Glenn Anderson Fwy W
## 627 -112.13993 0.279 Black Canyon Fwy N
## 628 -88.02821 0.044 IL-53
## 629 -118.06258 0.027 I-5 S
## 630 -77.95708 0.186 US-421 N
## 631 -73.66380 0.096 New England Thwy
## 632 -74.03350 3.688 New York State Thruway
## 633 -119.70642 0.080 Railroad Ave
## 634 -117.10349 1.010 I-805 N
## 635 -122.23852 0.742 I-580 W
## 636 -121.80764 0.056 CA-1
## 637 -117.78434 0.777 I-10 W
## 638 -97.20303 1.406 Tom Landry Hwy
## 639 -118.29816 0.125 W 120th St
## 640 -74.18217 0.173 Garden State Pkwy N
## 641 -118.16514 1.240 I-710
## 642 -74.73512 0.227 Old York Rd
## 643 -117.14158 0.501 CA-94
## 644 -118.02957 0.263 CA-91
## 645 -118.22622 0.597 Big Tujunga Canyon Rd
## 646 -122.29301 0.137 I-580 W
## 647 -75.58841 0.159 Lankford Hwy
## 648 -97.07086 1.015 I-35E
## 649 -117.88845 0.020 Garden Grove Fwy
## 650 -97.82458 0.050 Westlake Medical Ctr
## 651 -102.71375 0.159 US-160
## 652 -122.57465 1.794 I-205 S
## 653 -118.18166 1.917 I-710 N
## 654 -123.98635 0.577 King Pl
## 655 -118.92600 0.166 Pacific Coast Hwy
## 656 -118.63831 0.763 I-84 E
## 657 -117.14793 0.773 I-8 W
## 658 -122.29721 0.216 I-80 W
## 659 -84.50563 0.874 I-496 E
## 660 -117.86427 1.112 I-210
## 661 -122.57801 0.019 Redwood Hwy S
## 662 -118.20827 0.900 Santa Ana Fwy N
## 663 -117.34813 0.440 I-215 S
## 664 -118.34090 1.336 CA-134
## 665 -82.18433 0.164 I-40
## 666 -118.16254 0.113 Bandini Blvd
## 667 -73.97203 0.053 FDR Dr N
## 668 -119.01201 0.055 Manor St
## 669 -122.72113 0.040 Labath Ave
## 670 -121.20136 0.403 648-490 State Highway 299
## 671 -118.30485 0.086 I-405 S
## 672 -118.40432 0.077 Sheldon St
## 673 -118.63902 0.166 21st St
## 674 -87.30626 1.858 I-64 W
## 675 -117.64145 0.229 I-10 W
## 676 -80.30396 0.541 Mountain View Church Rd
## 677 -87.77813 2.229 Kennedy Expy E
## 678 -117.08725 1.266 Escondido Fwy S
## 679 -118.16991 0.128 I-710 N
## 680 -122.72633 1.132 Redwood Hwy S
## 681 -96.76618 0.744 I-30 W
## 682 -93.18886 0.060 I-35W N
## 683 -117.46167 5.596 Barstow Fwy S
## 684 -117.95319 1.399 CA-91 E
## 685 -78.51776 5.410 William Penn Rd
## 686 -122.65858 0.208 Mitchell Rd
## 687 -122.46321 0.138 I-5 N
## 688 -117.85638 1.179 I-10 E
## 689 -117.66660 0.149 CA-210 E
## 690 -119.33134 0.558 McCombs Ave
## 691 -73.95691 0.314 I-87 N
## 692 -123.30392 0.155 NE Kings Valley Hwy
## 693 -118.08244 0.008 166th St
## 694 -121.37234 1.008 S Highway 97
## 695 -122.17518 0.745 Lake of the Woods Hwy
## 696 -122.76952 0.010 SW Wilsonville Rd
## 697 -117.88710 0.015 W Chapman Ave
## 698 -74.08932 0.231 Garden State Pkwy S
## 699 -113.57893 0.171 Highway 60
## 700 -121.74402 0.017 Neal Rd
## 701 -79.55849 0.445 Old Route 66
## 702 -117.10477 1.102 I-5 N
## 703 -74.06801 0.974 Orrs Mills Rd
## 704 -86.41408 0.022 M 139
## 705 -94.57817 0.054 Highway 10
## 706 -93.08946 0.320 I-35E N
## 707 -72.68909 0.329 I-84 E
## 708 -112.57219 0.669 I-10 W
## 709 -122.70418 0.112 Silver Falls Dr NE
## 710 -118.29556 0.026 W 120th St
## 711 -118.25062 0.102 E 87th Pl
## 712 -77.43399 0.549 I-90 E
## 713 -104.59721 0.010 E US-50
## 714 -118.33729 0.989 US-101
## 715 -119.59405 1.734 CA-99
## 716 -117.09660 0.026 Ted Williams Pkwy
## 717 -85.67591 0.993 US-131 S
## 718 -118.20005 0.155 I-405 N
## 719 -118.29535 0.163 W 91st St
## 720 -121.32405 0.067 Willow Glen Rd
## 721 -118.06263 0.048 Foothill Fwy W
## 722 -119.04565 0.221 Castaic Ave
## 723 -117.49251 0.922 CA-91 E
## 724 -122.21265 0.099 Warren Fwy N
## 725 -73.82727 0.724 New England Thwy
## 726 -118.22564 0.153 Santa Ana Fwy N
## 727 -76.72657 0.153 Arsenal Rd
## 728 -80.11773 0.094 NC 740 Hwy
## 729 -117.66096 0.246 N San Antonio Ave
## 730 -80.33403 0.768 I-79 S
## 731 -117.46917 0.862 I-15
## 732 -112.01977 1.376 AZ-101 Loop E
## 733 -119.76863 1.468 I-5 N
## 734 -85.56793 1.167 I-96 W
## 735 -122.03856 2.680 CA-242 S
## 736 -81.21925 0.297 E New York Ave
## 737 -83.21899 1.007 Outer Dr W
## 738 -118.35299 1.077 Wheatland Ave
## 739 -121.78567 0.680 Highway 1
## 740 -118.18021 0.277 I-710 S
## 741 -117.25050 1.316 I-5 S
## 742 -118.17237 0.017 S Ford Blvd
## 743 -96.62886 0.668 I-635 N
## 744 -97.50848 5.968 I-10
## 745 -117.18189 0.173 I-84 W
## 746 -118.20975 0.040 San Bernardino Fwy E
## 747 -96.73538 0.891 Abrams Rd
## 748 -118.28680 1.002 Harbor Fwy S
## 749 -121.49844 1.113 I-5 S
## 750 -84.25029 1.456 GA-407 E
## 751 -112.11703 1.846 Black Canyon Fwy S
## 752 -81.29884 0.168 W County Home Rd
## 753 -120.10207 0.019 CA-99 N
## 754 -80.23975 1.694 S Erie St
## 755 -118.30034 0.017 W 120th St
## 756 -117.12055 0.799 CA-94 W
## 757 -119.15957 0.084 CA-99
## 758 -120.94532 0.137 Highway 97
## 759 -121.93442 0.066 I-80 W
## 760 -117.97629 0.047 Garden Grove Fwy
## 761 -73.99930 1.345 FDR Dr N
## 762 -96.77864 0.124 I-45 N
## 763 -121.50103 0.117 I-80 W
## 764 -121.67438 0.214 Mount Hood Hwy
## 765 -121.18733 0.059 E Waterloo Rd
## 766 -76.13470 0.220 I-81 S
## 767 -121.20413 0.376 Castle Rd
## 768 -118.03291 0.946 CA-22
## 769 -118.03292 0.285 Garden Grove Fwy
## 770 -117.45524 1.373 Barstow Fwy N
## 771 -87.58246 0.120 Bishop Ford Fwy S
## 772 -121.87351 1.230 CA-68
## 773 -117.81433 0.062 CA-91 E
## 774 -120.81083 0.032 State Highway 49
## 775 -88.65385 0.036 W9900 Olden Rd
## 776 -118.12219 0.052 Foothill Fwy E
## 777 -73.92049 0.105 Nelson Ave
## 778 -117.27955 0.014 CA-78 E
## 779 -117.04294 0.468 Highway 95 W
## 780 -117.55047 0.361 I-15 S
## 781 -93.10218 0.264 I-35E N
## 782 -73.96600 1.974 I-95 N
## 783 -87.70020 0.103 Kennedy Expy W
## 784 -122.03972 0.041 CA-242 N
## 785 -122.03959 0.139 CA-242 N
## 786 -74.94302 1.141 New Lincoln Hwy S
## 787 -117.88175 0.706 I-405
## 788 -112.26991 0.717 AZ-101 Loop S
## 789 -118.27263 1.049 CA-110 N
## 790 -112.21512 0.949 Pearl Harbor Memorial Highway
## 791 -122.04601 1.236 Bayshore Fwy N
## 792 -83.75490 1.281 GA-402 E
## 793 -117.94937 0.176 Garo St
## 794 -84.24432 0.091 Americus Hwy
## 795 -121.42297 0.843 Mack Rd
## 796 -96.91450 0.025 Tom Landry Fwy
## 797 -84.38914 0.105 GA-403 S
## 798 -93.56167 0.423 Highway 169
## 799 -119.25071 0.049 CA-99 N
## 800 -119.24136 0.023 County Line Rd
## 801 -122.90152 0.049 Worley Dr
## 802 -97.81098 0.222 N Capital of Texas Hwy
## 803 -84.52926 1.068 GA-402 E
## 804 -118.36237 0.031 W Slauson Ave
## 805 -118.27971 0.247 Harbor Fwy N
## 806 -87.81734 0.028 W Higgins Rd
## 807 -118.48226 0.870 I-405 S
## 808 -121.76496 0.077 Green Valley Rd
## 809 -122.29732 0.574 Eastshore Fwy W
## 810 -117.23047 0.246 Escondido Fwy N
## 811 -122.46895 0.087 Lincoln Blvd
## 812 -94.79064 0.065 KS-10 E
## 813 -124.07226 0.467 N Bank Rd
## 814 -87.62405 0.008 N Michigan Ave
## 815 -118.91570 0.168 Chambersburg Rd
## 816 -78.55729 0.347 I-540 W
## 817 -121.97245 1.078 I-880
## 818 -122.05602 3.147 I-680 N
## 819 -122.29647 0.699 Powell St
## 820 -121.75205 0.327 Union St
## 821 -122.31835 0.046 San Pablo Dam Rd
## 822 -84.81262 0.613 I-85
## 823 -117.79504 0.791 I-405 N
## 824 -118.28038 0.227 I-110 Express Ln
## 825 -117.12448 1.103 I-8 E
## 826 -112.20276 3.132 I-10 E
## 827 -117.62338 0.107 Pomona Fwy E
## 828 -119.80236 0.093 E Swift Ave
## 829 -73.41064 1.790 Long Island Expy E
## 830 -121.92432 3.451 I-880 N
## 831 -123.01678 0.012 Newberg Dundee Byp
## 832 -78.70727 1.388 I-40
## 833 -117.73098 0.914 CA-71
## 834 -122.78973 2.719 Beaverton Tigard Fwy S
## 835 -118.01429 1.005 Highway 237
## 836 -122.30778 0.956 Eastshore Fwy E
## 837 -122.26368 0.756 I-880
## 838 -74.49434 0.029 US Highway 1
## 839 -87.95036 0.062 Adlai E Stevenson Expy N
## 840 -77.88602 0.548 Adlai E Stevenson Expy N
## 841 -121.63664 0.354 I-80 E
## 842 -121.63871 0.020 I-80 E
## 843 -117.28748 0.121 Hunts Ln
## 844 -120.42588 0.821 Fields Rd
## 845 -112.05591 0.132 Grandview Dr
## 846 -79.94378 0.575 I-376 W
## 847 -78.66211 4.420 I-95 N
## 848 -117.14852 1.086 City Creek Rd
## 849 -118.20752 0.014 W Willow St
## 850 -122.44620 0.044 I-280 N
## 851 -117.15641 0.427 I-8 W
## 852 -117.15330 0.771 Kumeyaay Hwy
## 853 -118.12195 0.603 Foothill Fwy W
## 854 -118.26743 0.038 E Compton Blvd
## 855 -117.23328 0.301 I-5 S
## 856 -119.72484 0.061 CA-180 E
## 857 -122.22782 0.062 Marine World Pkwy W
## 858 -75.10298 0.028 I-76 E
## 859 -75.28389 0.859 New Jersey Tpke S
## 860 -120.68669 0.767 Horseshoe Ln
## 861 -74.08634 0.063 Garden State Pkwy Express Lane
## 862 -117.29829 0.225 I-215 N
## 863 -84.41085 1.782 I-285
## 864 -119.22489 0.079 Visalia Rd
## 865 -117.43681 0.651 Barstow Fwy N
## 866 -87.64485 0.038 W Van Buren St
## 867 -121.95200 0.780 I-880 S
## 868 -117.67307 0.020 Santiago Canyon Rd
## 869 -117.92835 4.658 I-405 S
## 870 -117.55013 0.793 I-15 S
## 871 -83.44523 0.288 Detroit Toledo Expy N
## 872 -123.01641 0.073 Highway 116
## 873 -121.64399 0.140 Carpenteria Rd
## 874 -121.56146 0.090 Chittenden Rd
## 875 -83.88058 0.210 Bunn Rd
## 876 -118.51053 0.040 Victory Blvd
## 877 -119.69733 0.220 CA-99 N
## 878 -121.29324 1.035 CA-4 E
## 879 -117.34223 0.072 Extravaganza Ln
## 880 -123.03307 0.158 N Highway 99W
## 881 -80.82430 0.506 US-74
## 882 -76.81181 0.092 N Susquehanna Trl
## 883 -87.65000 0.035 I-90 W
## 884 -120.24076 0.008 Jayne Ave
## 885 -79.43394 0.945 US-421
## 886 -73.92184 3.357 New York State Thruway
## 887 -121.04815 0.038 Airline Hwy
## 888 -79.43710 0.060 W Webb Ave
## 889 -80.70286 4.658 I-485
## 890 -94.13423 0.942 I-94 E
## 891 -118.16894 0.110 S Ford Blvd
## 892 -121.17862 0.086 Grant Line Rd
## 893 -119.17898 0.083 Susan Eileen Ave
## 894 -94.67936 0.142 I-635 N
## 895 -94.59473 0.255 NW Briarcliff Pkwy
## 896 -84.11453 2.631 GA-403 S
## 897 -122.67471 1.243 I-5 N
## 898 -121.15627 1.326 Lookout Hackamore Rd
## 899 -77.58000 0.097 Ashland Rd
## 900 -122.31064 0.756 I-5 S
## 901 -117.24678 0.207 CA-78
## 902 -72.67271 1.306 I-91 S
## 903 -119.10995 0.027 Norris Rd
## 904 -88.43822 0.260 N State Route 47
## 905 -94.54665 1.284 Bruce R. Watkins Dr
## 906 -94.05379 1.006 County Highway 66 SE
## 907 -84.83089 0.219 State Road 37
## 908 -87.81801 0.396 Kennedy Expy W
## 909 -120.98085 1.350 CA-99 N
## 910 -104.99235 0.202 I-25 S
## 911 -120.76172 1.953 CA-99 S
## 912 -122.40946 0.299 Central Fwy
## 913 -117.93682 0.927 I-210
## 914 -79.14155 2.006 I-90 E
## 915 -121.33506 0.127 El Dorado Fwy E
## 916 -117.17589 0.173 I-805 N
## 917 -118.41841 0.128 I-405 S
## 918 -118.41981 0.125 I-405 S
## 919 -117.81655 0.135 I-5 N
## 920 -118.42352 0.895 Palms Blvd
## 921 -122.67824 0.377 Red Hill Rd
## 922 -74.04286 1.535 I-87 S
## 923 -118.27941 0.055 Golden State Fwy S
## 924 -121.57580 0.024 N Beale Rd
## 925 -92.88761 1.766 I-35 N
## 926 -119.10584 0.548 Pinkerton Rd
## 927 -111.35463 0.938 N Highway 79
## 928 -118.16803 1.346 I-710 S
## 929 -121.46091 0.892 I-80 E
## 930 -96.68813 0.211 N Central Expy
## 931 -121.36583 0.043 Elverta Rd
## 932 -121.91045 0.127 I-880 S
## 933 -121.84184 1.714 CA-4
## 934 -121.73706 5.619 Dalles California Hwy
## 935 -97.42123 4.776 I-10 W
## 936 -122.05964 1.162 CA-85
## 937 -78.88686 0.962 Durham Fwy S
## 938 -121.56937 0.557 San Juan Hollister Rd
## 939 -117.11405 0.036 Friars Rd
## 940 -120.19826 0.042 US Highway 101
## 941 -82.97001 0.040 Coleman Mountain Rd
## 942 -121.52813 0.098 Hammonton Smartville Rd
## 943 -117.50489 1.063 CA-210 W
## 944 -87.36739 0.973 I-80 W
## 945 -118.12500 0.962 I-5 N
## 946 -118.12861 0.887 I-5 N
## 947 -73.93221 0.109 Major Deegan Expy S
## 948 -117.15284 0.027 CA-163 S
## 949 -76.73579 0.115 US-220
## 950 -117.35585 0.816 I-5 S
## 951 -78.19885 0.499 Walkers Ln
## 952 -97.59562 0.175 Gilbert Rd
## 953 -118.25759 4.330 Artesia Fwy E
## 954 -123.36408 1.211 I-5 N
## 955 -118.38168 0.022 CA-170 S
## 956 -118.09071 0.806 I-405
## 957 -93.09443 0.148 Jackson St N
## 958 -112.11684 0.949 N Black Canyon Fwy
## 959 -117.36740 0.346 I-5 N
## 960 -118.50714 0.039 Antelope Valley Fwy N
## 961 -73.34120 0.952 Governor John Davis Lodge Tpke
## 962 -117.23497 0.018 I-8 W
## 963 -121.99436 0.331 N Santiam Hwy
## 964 -81.51237 0.229 Butler Blvd
## 965 -78.68280 0.078 Glenwood Ave
## 966 -118.24705 0.051 Golden State Fwy N
## 967 -84.32550 1.750 GA-403 N
## 968 -122.50022 0.026 CA-1 N
## 969 -78.22706 0.223 NC 56 Hwy E
## 970 -117.51615 0.045 Riverton Pl
## 971 -74.24386 0.380 Outerbridge Crossing Brg W
## 972 -87.89062 0.160 Lake Pkwy N
## 973 -88.09109 0.035 Yackley Ave
## 974 -93.43236 1.418 Highway 47
## 975 -123.32847 1.861 I-5 N
## 976 -117.15044 0.665 Del Dios Rd
## 977 -80.66600 0.952 I-85 N
## 978 -118.20678 1.741 Pico Ave
## 979 -118.34248 1.486 Foothill Fwy W
## 980 -94.48748 0.659 I-435
## 981 -121.47261 1.082 CA-99 N
## 982 -87.99445 0.027 Fairview Ave
## 983 -78.91508 0.049 I-190 N
## 984 -121.38278 0.013 La Riviera Dr
## 985 -122.26782 0.980 I-5 N
## 986 -120.69036 1.433 CA-46 W
## 987 -117.58579 0.272 I-10
## 988 -83.38803 0.479 I-275 N
## 989 -122.28995 0.257 Officer George Butler Brg
## 990 -83.45630 1.003 I-96 W
## 991 -73.56835 0.183 Northern Pkwy
## 992 -80.23712 0.078 Riffe St
## 993 -118.25270 0.911 I-405 S
## 994 -110.79095 1.187 I-90 E
## 995 -76.19533 0.087 I-64 E
## 996 -113.88001 1.667 I-15 S
## 997 -83.61468 0.800 GA-404 E
## 998 -117.22473 0.096 Deep Creek Rd
## 999 -123.00584 0.053 I-5 N
## 1000 -73.76115 0.651 Route 6
## 1001 -119.94886 0.021 Highway 99
## 1002 -93.27053 0.821 I-694 E
## 1003 -118.27431 0.135 N Benton Way
## 1004 -75.10156 0.161 I-295 N
## 1005 -117.70428 1.095 CA-60 W
## 1006 -74.31873 2.905 Inman Ave
## 1007 -83.11163 0.021 Chrysler Expy N
## 1008 -74.07348 0.099 New York State Thruway
## 1009 -74.07686 0.181 I-278 E
## 1010 -85.53174 0.829 US-131 S
## 1011 -122.11279 0.275 I-280 N
## 1012 -118.47246 0.633 US-101 S
## 1013 -122.54890 0.034 Stage Gulch Rd
## 1014 -122.22942 0.243 I-90 W
## 1015 -80.92574 0.030 Westinghouse Blvd
## 1016 -80.92619 0.046 Westinghouse Blvd
## 1017 -111.80051 0.996 US-60
## 1018 -75.01429 0.049 Burlington Pike
## 1019 -118.59767 0.243 US-101 N
## 1020 -118.08037 0.746 I-605 S
## 1021 -117.64720 0.116 Narrow Canyon Rd
## 1022 -121.56993 0.185 Pentz Rd
## 1023 -82.91821 0.063 I-94 E
## 1024 -82.91818 0.093 I-94 E
## 1025 -118.03467 0.254 WES St
## 1026 -117.10929 0.801 I-5
## 1027 -117.10816 0.780 I-5
## 1028 -122.40247 2.857 I-280
## 1029 -122.30825 4.274 Eastshore Fwy W
## 1030 -97.68818 0.011 N Lamar Blvd
## 1031 -117.28004 0.565 CA-60 W
## 1032 -111.81038 0.895 I-15 N
## 1033 -119.85533 0.029 Mount Rose Hwy
## 1034 -122.66520 0.955 I-5 N
## 1035 -88.10428 0.032 Benedictine Pkwy
## 1036 -122.17418 1.095 Highway 58
## 1037 -73.85635 0.021 Bronx River Pkwy N
## 1038 -75.57296 5.002 US-22 E
## 1039 -73.98316 0.911 Palisades Interstate Pkwy
## 1040 -76.76350 0.758 I-90 E
## 1041 -117.20337 0.036 Buena Creek Rd
## 1042 -118.19428 0.165 I-710 S
## 1043 -111.83120 0.798 I-10 E
## 1044 -111.94241 0.036 AZ-202 Loop E
## 1045 -117.18248 0.011 Orange St
## 1046 -120.51457 0.074 Huasna Rd
## 1047 -74.18212 1.391 I-87 N
## 1048 -117.30269 0.360 State Highway 138
## 1049 -121.50871 0.425 Highway 20
## 1050 -118.11535 0.228 Sierra Hwy
## 1051 -82.92054 0.318 I-94 W
## 1052 -117.19265 1.201 CA-78 W
## 1053 -118.08082 0.782 CA-60 W
## 1054 -98.66088 0.378 I-35
## 1055 -118.16127 0.623 Antelope Valley Fwy N
## 1056 -80.25480 0.096 NC 73 Hwy
## 1057 -84.33354 3.796 I-85
## 1058 -74.60736 0.225 Garden State Pkwy
## 1059 -112.11470 0.299 Black Canyon Fwy N
## 1060 -122.61263 0.017 E Frostad Rd
## 1061 -75.04323 0.015 White Horse Pike N
## 1062 -85.55916 0.884 I-69 N
## 1063 -74.12223 0.019 I-87 S
## 1064 -74.12640 0.478 RT-17
## 1065 -122.18744 0.048 Warren Fwy S
## 1066 -78.73616 0.107 US Hwy 158 W
## 1067 -84.96060 0.274 Charlie B Johnston Rd
## 1068 -118.38289 0.013 Magnolia Blvd
## 1069 -97.38508 0.035 NW Loop 820
## 1070 -84.25160 1.466 GA-407 W
## 1071 -78.68085 0.257 Seven Creeks Hwy
## 1072 -73.77996 2.908 Belt Pkwy
## 1073 -117.33799 0.846 CA-60 E
## 1074 -80.88729 1.068 I-77 N
## 1075 -122.15057 0.748 Piedmont Rd
## 1076 -97.69430 0.080 Ponca St
## 1077 -119.29971 0.031 Ventura Ave
## 1078 -122.76520 0.275 I-5 S
## 1079 -122.23277 0.026 Tunnel Rd
## 1080 -97.67445 0.018 Brighton Ln
## 1081 -80.02872 0.020 PA-51
## 1082 -98.14465 0.050 Hamilton Pool Rd
## 1083 -121.36903 0.009 Harrison St
## 1084 -121.87134 0.022 Calaveras Rd
## 1085 -122.22570 0.291 I-80
## 1086 -76.86884 0.278 S Market St
## 1087 -121.97938 0.045 Commercial Way
## 1088 -121.55138 0.130 Monterey Rd
## 1089 -117.44941 1.126 Barstow Fwy N
## 1090 -82.28897 0.097 US Route 60 E
## 1091 -73.95191 1.606 FDR Dr N
## 1092 -121.68107 0.029 Nopel Ave
## 1093 -121.98820 0.709 Santa Cruz Hwy
## 1094 -118.36363 2.165 Glenn Anderson Fwy E
## 1095 -118.36363 1.981 Glenn Anderson Fwy E
## 1096 -117.18084 1.054 I-215
## 1097 -117.53220 0.634 CA-210
## 1098 -96.92736 0.942 Airport Fwy E
## 1099 -97.87438 0.026 Dennis Junction Rd
## 1100 -118.22527 0.138 S Mission Rd
## 1101 -117.75348 2.668 CA-91 E
## 1102 -84.36948 0.057 Floyd Ave
## 1103 -97.80448 5.855 I-35 N
## 1104 -97.73016 0.010 Ashdale Dr
## 1105 -80.93470 0.044 Ashdale Dr
## 1106 -72.59829 0.277 I-84 E
## 1107 -84.40387 5.197 GA-401 N
## 1108 -82.97656 0.017 Jones St
## 1109 -98.06486 0.026 RR-12
## 1110 -120.80523 0.023 Spring St
## 1111 -74.45665 0.093 I-78
## 1112 -121.55943 0.080 I-80 W
## 1113 -119.59027 0.130 E Clayton Ave
## 1114 -74.94137 0.645 State Highway 38
## 1115 -81.62558 0.376 I-77 N
## 1116 -119.36683 0.249 N West St
## 1117 -82.99271 1.428 GA-402 E
## 1118 -112.16261 0.368 Agua Fria Fwy W
## 1119 -80.84150 0.781 I-77 N
## 1120 -73.63738 1.296 Governor John Davis Lodge Tpke
## 1121 -75.49832 1.379 US-22 E
## 1122 -94.71906 0.051 I-35 S
## 1123 -117.42478 1.016 I-15
## 1124 -117.42188 0.358 I-15 S
## 1125 -117.35327 0.518 Corona Fwy S
## 1126 -96.69466 3.969 I-30 W
## 1127 -121.87925 0.113 I-280 S
## 1128 -122.28082 0.091 Main St
## 1129 -118.15975 1.041 Antelope Valley Fwy S
## 1130 -86.23760 2.965 I-74
## 1131 -97.71407 0.041 Guadalupe St
## 1132 -96.97622 3.747 W Airport Fwy
## 1133 -122.90474 0.081 N Pacific Hwy
## 1134 -81.28619 0.014 N Goldenrod Rd
## 1135 -121.54623 0.164 State Highway 20
## 1136 -121.52159 0.043 I-5 N
## 1137 -118.07896 0.040 S Halstead St
## 1138 -123.28151 0.943 CA-299
## 1139 -73.82396 0.614 Cross County Pkwy
## 1140 -117.29005 0.107 CA-78 E
## 1141 -122.18688 0.894 I-405 N
## 1142 -121.72766 0.125 Wiard St
## 1143 -118.22140 0.038 I-5 S
## 1144 -118.22112 0.015 Santa Ana Fwy S
## 1145 -95.40422 3.364 I-94 E
## 1146 -74.13127 0.414 Route 70
## 1147 -117.10877 0.152 Escondido Fwy S
## 1148 -122.66374 0.024 Nicasio Valley Rd
## 1149 -97.06279 1.837 I-20 E
## 1150 -76.97322 1.745 Harrisburg Expy E
## 1151 -118.33995 0.178 I-10 W
## 1152 -117.08725 0.760 Escondido Fwy S
## 1153 -117.09311 1.303 I-15
## 1154 -97.74717 0.070 US-290
## 1155 -118.17823 0.071 I-710 N
## 1156 -81.16098 0.324 Chatham Pkwy
## 1157 -119.09162 0.241 Avenue 245
## 1158 -82.40452 0.069 Reese Dr
## 1159 -117.84962 0.041 Brea Canyon Cut Off Rd
## 1160 -117.69489 0.165 CA-71 S
## 1161 -78.79321 0.526 I-190 S
## 1162 -94.59824 0.599 I-670 E
## 1163 -121.92377 0.023 Leigh Ave
## 1164 -96.78428 0.211 Taylor St
## 1165 -122.56645 2.111 E Portland Fwy N
## 1166 -93.27020 0.020 E 26th St
## 1167 -80.76371 0.991 University Pointe Blvd
## 1168 -84.48659 3.938 GA-407 S
## 1169 -94.54384 0.156 I-70 E
## 1170 -118.18462 0.021 S Gage Ave
## 1171 -84.41855 1.443 Sylvan Rd
## 1172 -121.51274 0.297 I-80
## 1173 -121.88175 0.781 Guadalupe Fwy S
## 1174 -109.97490 0.183 W Highway 70
## 1175 -81.68654 1.834 GA-405 S
## 1176 -121.88397 4.870 Yosemite Dr
## 1177 -88.19847 0.017 Midway Dr
## 1178 -118.70504 1.749 I-5
## 1179 -78.76891 0.728 I-40 W
## 1180 -121.84487 0.144 I-580 W
## 1181 -82.57554 0.042 63rd Ave W
## 1182 -121.34177 0.129 Poker Ln
## 1183 -117.45344 0.965 Barstow Fwy N
## 1184 -117.25002 0.199 Corona Fwy S
## 1185 -121.41228 0.234 Howe Ave
## 1186 -120.46121 0.048 Murphys Creek Rd
## 1187 -74.08078 1.250 Union Ave
## 1188 -87.87783 0.928 Westchester Blvd
## 1189 -117.07839 0.076 I-15 N
## 1190 -121.64249 0.058 Encinal Rd
## 1191 -117.62292 0.019 I-5 S
## 1192 -73.69129 2.320 Cross Westchester Expy W
## 1193 -80.10269 0.511 I-40
## 1194 -122.39740 0.061 Happy Valley Rd
## 1195 -122.39743 0.043 Happy Valley Rd
## 1196 -122.98981 0.407 Highway 58
## 1197 -118.24728 1.913 I-405 N
## 1198 -82.69893 0.514 Baker Hwy E
## 1199 -73.77539 0.062 Cross Westchester Expy
## 1200 -79.33759 0.327 S NC Highway 87
## 1201 -84.43193 1.766 Northside Dr NW
## 1202 -121.94621 1.548 CA-17
## 1203 -75.18222 0.126 I-676 E
## 1204 -82.27121 0.843 I-64 E
## 1205 -122.76530 0.030 Marvin Rd NE
## 1206 -122.28049 0.940 I-880
## 1207 -111.89103 0.231 AZ-101-LOOP
## 1208 -121.98077 0.056 Corcoran Ave
## 1209 -86.34245 0.434 State Road 37 N
## 1210 -74.15393 0.362 I-287 W
## 1211 -122.10911 0.034 E Lewelling Blvd
## 1212 -117.07899 0.015 Sweetwater Rd
## 1213 -112.14510 0.769 I-17
## 1214 -121.22216 0.315 Hobart Ave
## 1215 -122.61152 0.138 I-84 E
## 1216 -117.31777 1.054 CA-60 W
## 1217 -118.26111 1.107 CA-110 S
## 1218 -118.05487 1.007 I-605 N
## 1219 -117.15802 1.721 Escondido Fwy S
## 1220 -117.94290 0.073 Hayland St
## 1221 -97.04426 0.793 Airport Fwy W
## 1222 -122.71604 1.122 Redwood Hwy N
## 1223 -76.94586 2.999 US-22 W
## 1224 -118.04924 0.792 I-605 S
## 1225 -117.14890 1.163 I-5 S
## 1226 -118.97243 0.069 E California Ave
## 1227 -80.79666 0.018 Equipment Dr
## 1228 -72.94922 0.249 Sunrise Hwy
## 1229 -122.05978 0.881 I-680 N
## 1230 -121.40737 0.117 Ingleside Way
## 1231 -74.16806 0.046 I-87 N
## 1232 -73.48594 0.179 Governor John Davis Lodge Tpke
## 1233 -124.36017 0.396 Oregon Coast Hwy
## 1234 -122.79290 0.059 Sebastopol Rd
## 1235 -117.69446 0.821 I-10 E
## 1236 -83.11613 0.944 E 11 Mile Rd
## 1237 -119.80493 0.978 CA-99
## 1238 -118.65015 0.163 State Route 178
## 1239 -121.79798 0.040 Greensprings Dr
## 1240 -118.13835 0.135 I-405 S
## 1241 -97.76595 1.192 US-183 S
## 1242 -93.08036 0.022 I-494 W
## 1243 -72.64329 1.014 CT-15
## 1244 -94.62495 0.476 I-670 E
## 1245 -73.62214 2.104 Southern State Pkwy
## 1246 -117.10587 0.086 Valley View Rd
## 1247 -111.83491 3.105 I-15 N
## 1248 -121.86133 0.040 State Highway 44
## 1249 -118.26619 0.838 Foothill Fwy E
## 1250 -73.02551 0.584 I-84
## 1251 -122.15510 0.121 Earl St
## 1252 -117.14110 0.276 CA-163 S
## 1253 -121.85485 1.311 CA-1
## 1254 -117.95793 0.019 Baldwin Park Towne Ctr
## 1255 -73.80194 0.605 Sprain Brook Pkwy N
## 1256 -121.95800 0.076 Sharon Pl
## 1257 -121.64504 0.280 Archer Ave
## 1258 -73.83966 1.451 New York State Thruway
## 1259 -84.46925 0.278 GA-402 W
## 1260 -75.47481 1.541 US-22
## 1261 -74.77811 0.570 Independence Dr
## 1262 -121.04896 0.821 El Dorado Fwy E
## 1263 -78.72892 0.888 I-95 N
## 1264 -75.10372 0.836 I-76 E
## 1265 -118.46347 0.147 I-405 N
## 1266 -97.21867 0.242 Ronald Reagan Memorial Hwy
## 1267 -121.71004 0.726 I-5
## 1268 -122.08511 0.028 Falling Star Dr
## 1269 -118.23799 0.041 N Alameda St
## 1270 -74.18894 2.983 US-22 W
## 1271 -73.91374 0.166 Indian Fields Rd
## 1272 -117.40431 0.195 CA-91 E
## 1273 -121.41951 0.956 I-80-BR
## 1274 -84.48701 0.398 I-285
## 1275 -117.86909 1.992 CA-55 N
## 1276 -78.53767 0.223 Route 59
## 1277 -73.87528 0.027 E Main St
## 1278 -73.99241 0.677 Brooklyn Queens Expy
## 1279 -81.64517 0.033 Virginia St W
## 1280 -97.08097 2.829 Tom Landry Hwy
## 1281 -89.52229 0.687 US-151 E
## 1282 -117.85899 0.138 I-10 W
## 1283 -117.84282 1.058 I-10
## 1284 -118.10501 0.190 I-605 S
## 1285 -76.15095 0.094 I-81 N
## 1286 -76.90293 0.086 Kino Rd
## 1287 -118.22439 0.187 CA-2 N
## 1288 -76.60575 0.399 US-13 N
## 1289 -117.88019 0.754 Highway 95 S
## 1290 -121.01908 0.103 N Jupiter St
## 1291 -121.99059 0.996 I-680 S
## 1292 -78.41259 0.387 Charger Hwy
## 1293 -84.35846 0.779 I-20
## 1294 -122.06206 0.015 W Fremont Ave
## 1295 -83.32712 0.335 I-94 E
## 1296 -74.20463 0.793 Garden State Pkwy S
## 1297 -117.54476 0.092 Ontario Fwy N
## 1298 -95.52508 0.261 MN-114
## 1299 -85.67167 2.481 US-131 S
## 1300 -121.65570 0.218 El Camino Real N
## 1301 -118.50412 0.517 Antelope Valley Fwy N
## 1302 -122.56552 0.122 E Portland Fwy N
## 1303 -123.95831 0.096 Highway 101
## 1304 -117.22118 0.025 Linea del Cielo
## 1305 -122.27405 0.019 Hillcrest Way
## 1306 -94.90022 0.116 139th St
## 1307 -73.54114 0.628 I-95 S
## 1308 -80.72972 1.421 I-79 S
## 1309 -117.99871 3.367 Artesia Fwy E
## 1310 -79.00259 2.147 I-95 S
## 1311 -122.18658 2.969 I-405 S
## 1312 -97.62774 0.601 Highway 71 E
## 1313 -121.40869 0.049 Gerber Rd
## 1314 -117.28451 0.074 CA-210
## 1315 -94.76767 0.638 I-35 N
## 1316 -77.07324 1.836 Gorham Acrs
## 1317 -119.35029 0.532 Highway 207
## 1318 -118.28033 0.159 Harbor Fwy N
## 1319 -83.09324 0.078 John C Lodge Fwy N
## 1320 -112.13054 0.141 Black Canyon Fwy N
## 1321 -96.78050 0.847 I-635 E
## 1322 -91.75401 1.425 US Highway 61
## 1323 -117.97067 0.484 Midland Trl
## 1324 -73.67125 0.024 Long Island Expy E
## 1325 -118.70455 0.017 Malibu Canyon Rd
## 1326 -121.90763 2.174 I-880 S
## 1327 -73.97182 0.137 I-95 N
## 1328 -121.47407 0.083 CA-99 S
## 1329 -110.83170 1.130 I-90 E
## 1330 -80.86252 1.291 Langtree Rd
## 1331 -122.11723 0.952 I-880 N
## 1332 -118.21577 0.462 Santa Ana Fwy S
## 1333 -117.83954 0.086 CA-57 S
## 1334 -75.09664 0.328 I-295 S
## 1335 -117.92736 0.825 W Santa Ana St
## 1336 -84.35917 0.149 GA-403 S
## 1337 -79.36984 0.325 NC-87
## 1338 -74.52411 0.030 US Highway 130
## 1339 -122.19685 0.866 I-405 S
## 1340 -84.35111 2.379 GA-403 S
## 1341 -122.29466 0.029 Powell St
## 1342 -73.73210 1.054 NY-7 W
## 1343 -117.87573 0.042 CA-91 W
## 1344 -121.88333 0.816 I-280 S
## 1345 -118.23514 0.016 Rosemont Ave
## 1346 -117.65665 1.349 CA-71 S
## 1347 -119.75725 0.111 E Grove Ave
## 1348 -118.26681 1.028 Foothill Fwy W
## 1349 -121.36619 0.059 Rogue River Dr
## 1350 -84.46242 0.149 Hagadorn Rd
## 1351 -81.87714 0.895 McCloud Rd
## 1352 -111.89317 1.789 AZ-101 Loop N
## 1353 -84.36941 0.367 S U S 127
## 1354 -122.01062 0.017 Stone Valley Rd
## 1355 -122.26792 0.017 Parker Ave
## 1356 -122.80089 0.031 Point Reyes Petaluma Rd
## 1357 -117.43704 0.176 CA-91 E
## 1358 -117.65642 0.460 W Mission Blvd
## 1359 -87.94399 0.023 S Prospect Ave
## 1360 -85.67722 0.896 US-131 S
## 1361 -117.32172 0.929 CA-60 E
## 1362 -117.19974 0.227 Corona Fwy S
## 1363 -118.23741 0.052 E 92nd St
## 1364 -118.23855 0.015 E 92nd St
## 1365 -121.30345 0.296 El Dorado Fwy W
## 1366 -93.02959 1.085 I-35E N
## 1367 -87.95911 0.015 W North Ave
## 1368 -122.58221 2.079 I-5 N
## 1369 -78.04057 0.095 Willetts Ave
## 1370 -73.74284 0.196 31N-S
## 1371 -118.19370 0.014 Atlantic Ave
## 1372 -88.19467 0.029 S Neltnor Blvd
## 1373 -72.74504 0.534 I-91 N
## 1374 -79.80093 0.233 I-40 E
## 1375 -80.75551 0.052 N Sharon Amity Rd
## 1376 -78.19206 0.800 Tyrone Pike
## 1377 -117.88268 0.238 CA-57 S
## 1378 -119.95768 0.105 US Highway 101
## 1379 -84.24149 0.335 Memorial Dr
## 1380 -117.89531 0.093 E Orangewood Ave
## 1381 -74.95763 0.784 Lincoln Hwy
## 1382 -80.14479 0.772 Oregon Rd
## 1383 -122.40675 0.150 Happy Valley Rd
## 1384 -117.66073 0.329 N San Antonio Ave
## 1385 -118.27716 4.204 Glenn Anderson Fwy W
## 1386 -118.23104 0.011 S Alameda St
## 1387 -89.72004 0.264 US Highway 51
## 1388 -117.83121 0.776 CA-55 N
## 1389 -78.04161 0.028 John Mosby Hwy
## 1390 -74.16871 0.061 Garden State Pkwy
## 1391 -121.96370 0.076 Bay Dr
## 1392 -122.38389 2.020 Bayshore Fwy S
## 1393 -118.22498 0.064 CA-134
## 1394 -73.19341 0.207 CT-25 S
## 1395 -86.21863 0.933 I-196 E
## 1396 -118.17528 0.735 I-710 S
## 1397 -117.13613 0.223 Rainbow Canyon Rd
## 1398 -73.34968 0.288 I-84 W
## 1399 -119.87627 1.050 Slide Mount Ski Bowl Hwy
## 1400 -117.17263 0.155 I-8 E
## 1401 -119.14549 0.581 Allen Rd
## 1402 -118.29035 0.614 I-405 N
## 1403 -117.86049 0.763 I-5 N
## 1404 -122.22902 3.283 Bayshore Fwy S
## 1405 -78.79499 0.303 I-40
## 1406 -120.89038 0.030 Hwy 12
## 1407 -84.33270 1.041 I-85
## 1408 -117.50200 0.050 Knabe Rd
## 1409 -87.92150 0.064 Adlai E Stevenson Expy N
## 1410 -83.05881 0.045 Edsel Ford Fwy E
## 1411 -118.04540 0.053 Cliota St
## 1412 -117.41248 0.968 Barstow Fwy S
## 1413 -73.53627 0.069 Wantagh State Pkwy
## 1414 -117.88800 0.060 I-5
## 1415 -117.45378 0.030 I-10 W
## 1416 -118.25046 5.309 I-10 W
## 1417 -120.82593 0.062 Commerce Way
## 1418 -111.79723 0.053 E Willis Rd
## 1419 -118.22526 0.055 S Alameda St
## 1420 -117.11412 0.324 CA-94
## 1421 -86.40646 0.182 S Chapel Hill Rd
## 1422 -114.45723 4.222 I-10 W
## 1423 -118.17966 0.080 I-5 S
## 1424 -118.18302 0.190 I-5 S
## 1425 -117.89556 0.155 I-5 N
## 1426 -85.68256 0.325 I-96 W
## 1427 -97.73058 0.015 Drossett Dr
## 1428 -86.14650 0.116 I-65 N
## 1429 -118.24307 0.025 Graham Ave
## 1430 -118.24743 0.025 Firestone Blvd
## 1431 -123.94531 1.066 Highway 20
## 1432 -118.25402 0.733 CA-110 S
## 1433 -121.47274 0.019 I-80 W
## 1434 -117.85362 0.211 I-405 N
## 1435 -112.04167 1.328 Piestewa Fwy S
## 1436 -73.72064 0.139 I-90 E
## 1437 -117.92942 1.004 W Broadway
## 1438 -122.18481 0.334 CA-24 W
## 1439 -73.69668 0.148 New England Trwy S
## 1440 -121.38289 0.045 Marconi Ave
## 1441 -77.95895 0.083 US-74 E
## 1442 -85.16693 0.840 N County Road 300 E
## 1443 -117.27875 0.304 CA-210 W
## 1444 -78.48802 1.011 Sarah Furnace Rd
## 1445 -75.05859 0.950 I-95 N
## 1446 -97.65833 0.062 Grand Avenue Pkwy
## 1447 -121.26849 0.075 E Century Blvd
## 1448 -122.67983 0.457 I-405 S
## 1449 -73.98126 0.697 Prospect Expy W
## 1450 -117.92416 1.545 Harbor Blvd
## 1451 -73.91734 0.042 Macombs Rd
## 1452 -117.41647 0.072 CA-91 E
## 1453 -88.03566 0.039 N Rohlwing Rd
## 1454 -118.19736 0.034 S Butler Ave
## 1455 -118.18925 0.057 E San Vincente St
## 1456 -118.19536 0.090 S White Ave
## 1457 -73.97454 0.189 FDR Dr N
## 1458 -75.27342 0.043 I-295 N
## 1459 -117.10288 1.543 I-805 S
## 1460 -118.16148 0.242 I-84 E
## 1461 -80.86158 1.685 I-77 N
## 1462 -74.24437 0.477 New Jersey Tpke Cars Only Ln
## 1463 -118.28051 3.373 CA-14
## 1464 -122.48586 0.030 Clackamas Hwy
## 1465 -118.28565 0.279 Foothill Fwy W
## 1466 -118.25631 0.868 Hollywood Fwy S
## 1467 -84.93385 0.940 Hogansville Rd
## 1468 -74.06491 0.268 Tonnele Ave
## 1469 -123.00787 1.088 I-5 S
## 1470 -118.36848 0.152 I-405 N
## 1471 -117.87660 0.012 I-5 N
## 1472 -117.87653 0.818 CA-57 S
## 1473 -117.11160 0.144 CA-15 N
## 1474 -117.29788 1.202 I-5 N
## 1475 -76.18457 0.176 7th North St
## 1476 -117.68089 0.017 I-10 W
## 1477 -87.68357 0.043 I-57
## 1478 -122.25419 0.732 I-580 E
## 1479 -122.30643 2.152 I-5 N
## 1480 -74.11744 1.138 I-87 S
## 1481 -119.77258 0.772 I-87 S
## 1482 -119.76916 0.748 I-80
## 1483 -114.41633 1.668 I-15 S
## 1484 -75.05195 2.484 N South Fwy N
## 1485 -84.48884 0.969 I-285
## 1486 -121.50648 0.118 5th St
## 1487 -79.22935 0.098 Hankey Mountain Hwy
## 1488 -73.94389 0.056 FDR Dr S
## 1489 -121.47386 0.910 CA-99 N
## 1490 -121.96487 0.023 41st Ave
## 1491 -117.99912 0.842 I-605 S
## 1492 -76.27320 0.080 I-564 E
## 1493 -74.13502 0.410 NJ-20 S
## 1494 -80.22859 0.380 John M Gold Fwy
## 1495 -121.79369 0.622 CA-16 E
## 1496 -122.19860 0.124 I-405 S
## 1497 -87.93738 0.324 I-41 S
## 1498 -85.01787 0.047 I-75
## 1499 -121.92309 5.478 I-880 N
## 1500 -122.49236 0.036 Palmetto Ave
## 1501 -117.45146 1.640 Barstow Fwy N
## 1502 -93.48549 0.026 W 78th St
## 1503 -121.55497 3.798 I-80 W
## 1504 -84.39362 0.589 GA-403 S
## 1505 -118.14173 0.204 I-84 W
## 1506 -88.02795 0.009 Woodward Ave
## 1507 -118.30890 1.956 S Western Ave
## 1508 -121.37167 1.213 El Dorado Fwy W
## 1509 -77.10798 0.176 Bradley Farm Rd N
## 1510 -82.01343 0.183 GA-402 E
## 1511 -121.25983 0.015 N Filbert St
## 1512 -87.63104 0.064 Dan Ryan Expy S
## 1513 -78.21119 0.032 Anderson Hwy
## 1514 -122.48068 0.038 Golden Gate Brg N
## 1515 -120.56162 0.643 W Sandy Mush Rd
## 1516 -121.88192 2.475 CA-85
## 1517 -72.77124 0.307 CT-15 N
## 1518 -73.47022 0.160 Governor John Davis Lodge Tpke
## 1519 -88.15017 0.068 County Farm Rd
## 1520 -111.96762 1.572 AZ-101 Loop E
## 1521 -118.28747 0.068 Harbor Fwy S
## 1522 -77.88130 0.190 Old Block Rd
## 1523 -74.10586 0.081 I-78 E
## 1524 -87.69920 0.103 Stevenson Expy S
## 1525 -117.85097 0.832 CA-55 N
## 1526 -122.20718 0.659 I-580 E
## 1527 -104.82031 0.041 US Highway 85
## 1528 -118.39105 2.944 Golden State Fwy S
## 1529 -111.88577 2.124 I-10 W
## 1530 -72.38125 0.624 Country Ln
## 1531 -118.11186 0.719 I-405
## 1532 -118.23744 0.508 Santa Ana Fwy S
## 1533 -118.27967 2.060 Harbor Fwy N
## 1534 -122.43907 0.467 McKenzie Hwy
## 1535 -118.18698 0.137 I-710 N
## 1536 -111.89134 1.814 AZ-101 Loop S
## 1537 -122.63711 0.214 NE 28th Ave
## 1538 -117.51666 0.809 CA-91 E
## 1539 -80.03081 0.721 I-376 E
## 1540 -93.25819 0.010 I-94 E
## 1541 -84.28940 0.094 Express Way N
## 1542 -96.82730 0.736 I-35E N
## 1543 -121.75165 0.012 CA-160
## 1544 -122.47643 0.082 NE 58th St
## 1545 -75.27551 1.992 I-76 W
## 1546 -123.54435 0.295 Highway 101
## 1547 -120.94168 0.620 Highway 70
## 1548 -82.39211 0.727 US 70 Hwy
## 1549 -73.93129 1.189 Macombs Dam Brg
## 1550 -117.08540 0.647 Rim of the World Dr
## 1551 -118.05590 0.041 I-10 W
## 1552 -118.05245 0.069 I-10 W
## 1553 -117.35349 0.254 I-215 S
## 1554 -121.93855 0.037 Washington St
## 1555 -95.89391 1.200 I-94 E
## 1556 -94.38097 0.098 E US Highway 50
## 1557 -74.06646 0.955 I-87 S
## 1558 -117.44646 3.938 CA-91 W
## 1559 -118.46188 0.028 CA-58 W
## 1560 -117.72846 0.148 CA-71 S
## 1561 -117.48255 1.177 Barstow Fwy S
## 1562 -74.08030 1.603 I-87 N
## 1563 -85.67917 0.263 US-131 N
## 1564 -97.62543 0.076 FM 969
## 1565 -83.08361 1.151 Chrysler Expy N
## 1566 -121.72109 0.092 CA-99
## 1567 -121.80702 0.961 CA-1
## 1568 -118.29154 0.056 S Vermont Ave
## 1569 -117.28513 5.065 Escondido Fwy N
## 1570 -73.99793 0.057 Brooklyn Queens Expy
## 1571 -73.99793 0.129 Brooklyn Queens Expy
## 1572 -121.17785 0.911 White Rock Rd
## 1573 -121.81260 0.207 Buena Vista Dr
## 1574 -74.29208 0.081 Karkus Ave
## 1575 -84.44385 1.152 GA-401 N
## 1576 -122.47831 0.029 I-580 E
## 1577 -79.65662 0.297 I-40
## 1578 -117.60343 0.798 CA-91
## 1579 -121.25875 0.097 Myran Ave
## 1580 -112.17354 1.167 I-15 S
## 1581 -123.34500 1.454 I-5 N
## 1582 -84.26264 2.678 GA-403 N
## 1583 -124.43399 0.029 Highway 101
## 1584 -117.71663 0.861 CA-210 W
## 1585 -73.85131 0.067 Northern Blvd
## 1586 -118.29696 0.250 Apperson St
## 1587 -80.84985 0.871 I-77 N
## 1588 -117.46167 1.270 Barstow Fwy S
## 1589 -123.19887 0.746 Highway 99 E
## 1590 -121.54727 0.034 CA-70 S
## 1591 -84.34951 0.062 Moreland Ave SE
## 1592 -117.68750 0.038 CA-91 E
## 1593 -73.92120 3.100 S Broadway
## 1594 -117.14649 0.084 I-5 S
## 1595 -117.11723 0.060 CA-15 S
## 1596 -75.05516 0.907 I-95
## 1597 -119.30284 0.010 CA-33 S
## 1598 -73.87269 0.758 Bronx River Pkwy S
## 1599 -119.65544 0.079 I-5 N
## 1600 -85.67685 0.254 US-131 N
## 1601 -112.18964 0.322 South Mountain Fwy
## 1602 -88.33565 0.008 Randall Rd
## 1603 -118.28033 0.168 W Slauson Ave
## 1604 -76.18473 0.140 Tumbling Rock Rd
## 1605 -122.41078 0.275 S Bonney Rd
## 1606 -89.40684 0.108 W Beltline Hwy W
## 1607 -84.30675 2.759 I-285
## 1608 -117.43280 0.286 Barstow Fwy N
## 1609 -121.88170 0.050 I-280 S
## 1610 -122.05959 0.903 CA-85 N
## 1611 -121.41146 0.454 Jasper Ln
## 1612 -85.39507 0.749 US-131 S
## 1613 -117.63309 0.777 I-10 W
## 1614 -117.63416 0.705 I-10 W
## 1615 -118.23744 0.838 Santa Ana Fwy S
## 1616 -80.96917 0.644 10A
## 1617 -84.39004 0.492 GA-401 N
## 1618 -78.90158 1.005 I-190 S
## 1619 -117.44932 1.472 Barstow Fwy N
## 1620 -117.48180 0.871 CA-91 W
## 1621 -122.21841 0.116 I-405 S
## 1622 -122.12501 0.082 CA-24 E
## 1623 -119.15453 0.719 US-101 S
## 1624 -120.82509 0.052 Hogan Dam Rd
## 1625 -77.75617 3.469 I-95 S
## 1626 -117.15219 2.160 Escondido Fwy S
## 1627 -94.57269 0.123 I-435 W
## 1628 -73.96295 0.051 FDR Dr S
## 1629 -73.38867 0.958 Governor John Davis Lodge Tpke
## 1630 -122.21785 0.268 Rainier Ave S
## 1631 -73.51470 3.269 I-95 S
## 1632 -122.61181 0.077 Redwood Hwy S
## 1633 -81.64126 0.183 I-64 W
## 1634 -97.72098 0.037 Wickersham Ln
## 1635 -76.98049 2.119 Baltimore Pike
## 1636 -122.56970 0.412 WA-500 E
## 1637 -118.09054 1.348 I-605 N
## 1638 -83.08551 0.231 Edsel Ford Fwy W
## 1639 -118.11455 0.179 I-405 N
## 1640 -73.80833 2.936 Taconic State Pkwy S
## 1641 -74.66769 1.106 I-78 E
## 1642 -84.37912 0.958 I-285
## 1643 -84.38252 1.047 I-285
## 1644 -123.37221 0.086 I-5 S
## 1645 -121.92052 0.243 I-680 N
## 1646 -122.66719 0.701 I-5 N
## 1647 -73.71825 0.249 I-684 N
## 1648 -86.04292 1.427 I-10
## 1649 -73.93187 0.094 Major Deegan Expy S
## 1650 -121.06406 0.123 Pirrone Rd
## 1651 -122.18703 0.052 Antelope Blvd
## 1652 -79.85346 0.416 Muse Field Rd
## 1653 -93.44255 0.062 MN-610 E
## 1654 -119.75221 0.093 CA-99 S
## 1655 -123.60762 0.207 White School House Rd
## 1656 -118.43992 0.220 I-210
## 1657 -122.29471 0.380 I-5 N
## 1658 -118.25986 0.867 Maple Ave
## 1659 -117.13642 0.011 Rainbow Canyon Rd
## 1660 -118.22204 0.079 I-405 N
## 1661 -72.66307 0.091 I-84 E
## 1662 -121.73552 0.038 I-80 W
## 1663 -117.53692 1.255 I-15 S
## 1664 -118.03459 0.794 I-15 S
## 1665 -118.03797 0.157 I-405
## 1666 -118.01012 0.145 CA-60 W
## 1667 -121.75228 0.600 Dalles California Hwy
## 1668 -118.44068 0.470 US-101 N
## 1669 -117.33306 0.140 Corona Fwy S
## 1670 -120.43339 0.219 CA-166 E
## 1671 -122.25959 0.061 I-80 E
## 1672 -87.76962 0.935 Chicago-Kansas City Expressway W
## 1673 -120.99683 0.058 Cimmarron Rd
## 1674 -117.22668 0.793 I-5
## 1675 -118.10477 0.053 I-605 N
## 1676 -118.16994 1.138 I-710 N
## 1677 -121.48551 0.029 E Levee Rd
## 1678 -88.05597 0.988 I-41 S
## 1679 -78.90054 0.233 I-190 S
## 1680 -96.99658 4.377 I-20
## 1681 -117.98270 5.121 Foothill Fwy W
## 1682 -121.89745 0.063 Midway Rd
## 1683 -122.69828 2.978 E Portland Fwy N
## 1684 -88.03250 0.057 IL-390 Tlwy E
## 1685 -88.02392 0.040 IL-390 Tlwy E
## 1686 -73.90919 0.009 Old Hopewell Rd
## 1687 -118.16989 0.032 I-710 N
## 1688 -74.11319 1.296 Garden State Pkwy N
## 1689 -73.98460 0.048 Brooklyn Queens Expy
## 1690 -75.18980 0.890 US-1 N
## 1691 -118.87806 0.496 S Edison Rd
## 1692 -94.59338 0.893 I-35 N
## 1693 -79.82485 0.100 Sheridan Dr
## 1694 -93.14376 0.137 I-35E N
## 1695 -73.77449 0.048 Adirondack Northway N
## 1696 -118.18324 2.587 I-10 W
## 1697 -74.30296 1.139 New Jersey Tpke
## 1698 -93.39905 0.048 Shakopee Byp N
## 1699 -123.38559 0.650 I-5 N
## 1700 -77.68796 0.184 PA-914
## 1701 -88.03175 0.073 Woodward Ave
## 1702 -82.17795 0.378 I-40 W
## 1703 -83.04772 0.136 John C Lodge Fwy S
## 1704 -119.11808 0.611 S Spruce Rd
## 1705 -117.22211 0.897 CA-60 W
## 1706 -118.63096 0.128 CA-58 W
## 1707 -118.38248 0.020 Antelope Valley Fwy S
## 1708 -74.12077 0.572 Garden State Pkwy S
## 1709 -121.32272 0.048 Robinson Mill Rd
## 1710 -97.74445 3.542 I-20
## 1711 -118.22737 0.157 Escondido Canyon Rd
## 1712 -97.20585 0.015 NE Loop 820
## 1713 -117.75432 0.903 CA-210 W
## 1714 -84.67212 1.217 GA-402 E
## 1715 -87.92059 0.425 Eisenhower Expy
## 1716 -117.66702 1.264 I-5 N
## 1717 -111.91996 0.792 I-10 W
## 1718 -73.78409 0.153 Berkshire Spur W
## 1719 -113.39559 1.132 I-40
## 1720 -73.99849 0.158 Amanda Ln
## 1721 -118.91210 0.062 US-101 S
## 1722 -117.62314 0.153 I-10 W
## 1723 -119.56494 0.010 Lacey Blvd
## 1724 -73.55174 1.052 Wantagh Pkwy
## 1725 -118.34967 0.018 I-10 W
## 1726 -117.57996 0.056 I-10 W
## 1727 -122.29370 0.718 I-5 N
## 1728 -111.88881 0.476 AZ-202 Loop E
## 1729 -74.78650 0.570 Route 6 and 209
## 1730 -118.06364 0.768 I-605 N
## 1731 -121.52096 0.092 Brookmere Way
## 1732 -87.28335 4.716 I-80 W
## 1733 -122.55293 0.387 Sir Francis Drake Blvd
## 1734 -74.42472 0.034 Burnet St
## 1735 -117.31462 0.648 I-5 N
## 1736 -94.93875 0.121 Highway 23 NE
## 1737 -118.30946 0.025 I-405 S
## 1738 -122.74393 0.125 I-5 N
## 1739 -74.00549 0.046 Palisades Interstate Pkwy N
## 1740 -97.73321 0.008 Burnet Rd
## 1741 -117.91996 0.757 N Anaheim Blvd
## 1742 -117.45453 0.228 State Highway 138
## 1743 -74.25875 0.466 New Jersey Tpke N
## 1744 -122.08562 0.149 Irene Dr
## 1745 -121.17060 0.028 Treeline Ct
## 1746 -87.69175 2.498 Eisenhower Expy W
## 1747 -117.24567 0.068 Osborne St
## 1748 -117.67505 0.584 CA-73
## 1749 -117.52404 0.139 I-10 W
## 1750 -75.48026 1.043 Pottstown Expy W
## 1751 -117.22671 0.968 CA-60 W
## 1752 -117.08781 0.262 Winchester Rd
## 1753 -118.20384 0.092 E Caldwell St
## 1754 -121.91448 0.055 I-880 N
## 1755 -121.17063 0.023 Auburn Folsom Rd
## 1756 -72.24577 0.472 Governor John Davis Lodge Tpke N
## 1757 -73.93101 0.192 Major Deegan Expy
## 1758 -121.49551 0.091 I-80 W
## 1759 -83.63953 0.439 I-75
## 1760 -117.85868 0.991 San Gabriel Canyon Rd
## 1761 -87.91435 0.250 I-294 S
## 1762 -117.34270 0.363 El Toro Rd
## 1763 -92.77896 0.054 Quant Ave N
## 1764 -97.31937 0.085 I-35W S
## 1765 -94.58628 0.267 MO-152
## 1766 -119.74908 0.048 CA-168 E
## 1767 -118.27967 0.941 W 108th St
## 1768 -120.75596 0.334 Highway 12
## 1769 -76.77787 0.242 I-81 S
## 1770 -83.76226 0.190 Main St
## 1771 -118.24589 0.012 Firestone Blvd
## 1772 -118.24418 0.013 Firestone Blvd
## 1773 -122.71607 1.895 US-101
## 1774 -82.44292 0.193 Foxridge Dr
## 1775 -78.39108 0.213 Closson Rd
## 1776 -118.44415 0.042 Antelope Valley Fwy S
## 1777 -117.12607 1.440 Kumeyaay Hwy
## 1778 -121.74493 0.047 I-580 E
## 1779 -117.44631 1.150 I-15
## 1780 -121.99040 0.442 Santa Cruz Hwy
## 1781 -110.88901 2.850 I-90 W
## 1782 -121.43311 0.059 Oro Bangor Hwy
## 1783 -118.17624 0.869 Foothill Fwy E
## 1784 -118.26829 3.074 Golden State Fwy S
## 1785 -122.01468 0.085 Bayshore Fwy N
## 1786 -84.28538 0.043 Zebulon Rd
## 1787 -78.92680 0.027 Brocks Gap Rd
## 1788 -82.08588 0.140 Bobby Jones Expy
## 1789 -89.30276 0.158 US Highway 51
## 1790 -123.06140 1.271 I-5 N
## 1791 -87.91832 0.901 I-43 S
## 1792 -73.78922 0.073 I-90 E
## 1793 -122.08612 0.988 Bayshore Fwy S
## 1794 -83.11499 0.994 Chrysler Expy S
## 1795 -120.08859 0.115 Melba Dr E
## 1796 -119.63450 0.136 Excelsior Ave
## 1797 -121.06482 0.046 S School St
## 1798 -78.59352 1.336 I-95
## 1799 -117.06615 0.879 I-805 N
## 1800 -76.55273 1.040 I-81 N
## 1801 -90.08969 0.887 Engineer Rd
## 1802 -117.87972 0.831 CA-57 N
## 1803 -117.21179 0.021 Sycamore Ave
## 1804 -117.21663 0.033 Sycamore Ave
## 1805 -118.24434 0.755 Ramsdell Ave
## 1806 -117.27020 0.156 I-5
## 1807 -74.48893 1.056 New Jersey Tpke N
## 1808 -118.22191 2.725 I-10 W
## 1809 -77.55160 0.033 Montresor Rd
## 1810 -122.04379 0.891 I-680 N
## 1811 -123.08260 0.057 Highway 99
## 1812 -83.53802 0.806 Chrysler Expy N
## 1813 -76.41620 1.253 I-664 N
## 1814 -121.86631 0.692 Santiam Hwy
## 1815 -81.34763 0.027 Deerwalk Hwy
## 1816 -122.26358 0.294 WA-167 S
## 1817 -118.43180 0.017 Foothill Fwy W
## 1818 -122.23836 1.773 CA-24 E
## 1819 -117.83600 0.746 CA-55 N
## 1820 -122.26420 0.079 I-5 S
## 1821 -122.28224 0.033 Bowman Rd
## 1822 -123.20459 1.667 E 18th Ave
## 1823 -118.15829 1.607 Foothill Fwy E
## 1824 -121.53947 0.031 El Centro Rd
## 1825 -121.47804 0.212 I-80 W
## 1826 -82.66383 0.932 I-275 S
## 1827 -83.21690 1.236 I-696 E
## 1828 -117.39100 0.063 Valley Blvd
## 1829 -121.19480 0.324 W 2nd St
## 1830 -122.52886 0.020 Redwood Hwy
## 1831 -121.41235 0.894 CA-99
## 1832 -97.68392 0.067 Grady Dr E
## 1833 -122.40430 0.027 Utah Ave
## 1834 -87.31701 1.458 I-10
## 1835 -122.65331 0.405 State Route 507
## 1836 -118.35984 0.713 Golden State Fwy N
## 1837 -117.74622 0.169 I-5 S
## 1838 -118.25863 0.230 Godde Hill Rd
## 1839 -121.87630 0.134 CA-1 N
## 1840 -84.23282 0.848 GA-407 S
## 1841 -78.76619 0.030 Kensington Expy W
## 1842 -118.10518 0.380 I-605 N
## 1843 -96.92103 0.030 I-635 W
## 1844 -118.08203 0.754 I-5
## 1845 -121.67644 0.061 State Highway 12
## 1846 -93.36384 0.267 I-90 E
## 1847 -81.42675 0.321 Lemmon St
## 1848 -117.92472 0.587 N Harbor Blvd
## 1849 -88.52347 0.633 I-41 S
## 1850 -122.43457 0.138 WA-512 E
## 1851 -117.13593 0.186 I-10 W
## 1852 -118.29855 0.098 W 95th St
## 1853 -118.22360 0.750 I-405 S
## 1854 -118.22230 0.711 I-405 S
## 1855 -85.84983 0.359 I-265 E
## 1856 -118.32672 0.018 Glenn Anderson Fwy E
## 1857 -77.02693 0.043 W Lisburn Rd
## 1858 -118.45743 0.629 Kester Ave
## 1859 -118.36253 0.027 Hollywood Fwy N
## 1860 -112.20293 1.400 AZ-101 Loop E
## 1861 -124.22106 0.344 Grizzly Bluff Rd
## 1862 -84.86847 1.753 GA-401 N
## 1863 -117.67046 0.230 N Mountain Ave
## 1864 -117.10258 0.052 I-805 N
## 1865 -122.90712 0.316 Trinity Lake Blvd
## 1866 -117.81463 0.015 Red Hill Ave
## 1867 -87.91929 1.487 I-294 S
## 1868 -117.97218 0.078 I-210
## 1869 -84.51253 1.015 GA-403 S
## 1870 -84.74460 0.960 I-85
## 1871 -121.33976 0.082 El Camino Real N
## 1872 -120.52181 0.297 CA-99 S
## 1873 -87.93527 0.099 Archer Ave
## 1874 -122.91076 0.086 Highway 1
## 1875 -79.74023 0.150 Hemlock Shores Dr
## 1876 -117.13858 0.136 CA-163
## 1877 -121.87888 1.112 Guadalupe Pkwy
## 1878 -122.30726 0.243 CA-29 N
## 1879 -87.63531 0.078 S Franklin St
## 1880 -118.22046 0.018 Golden State Fwy S
## 1881 -121.05687 0.022 Golden Center Fwy N
## 1882 -77.91277 0.197 I-81
## 1883 -118.45132 0.900 Highway 6
## 1884 -118.23427 0.157 Bishops Rd
## 1885 -122.87285 4.856 I-5 N
## 1886 -117.40975 6.273 I-15 N
## 1887 -117.15630 0.132 CA-163 S
## 1888 -119.25085 0.807 CA-1 N
## 1889 -94.25580 0.331 I-94 E
## 1890 -122.28325 1.190 Market St
## 1891 -77.80104 0.012 James Madison Hwy
## 1892 -89.35812 0.538 I-39 S
## 1893 -118.09186 0.029 I-605 S
## 1894 -73.46833 1.108 Long Island Expy E
## 1895 -74.18377 0.122 RT-3
## 1896 -122.32713 0.077 I-580 E
## 1897 -78.47647 3.173 I-99 N
## 1898 -122.11579 5.286 I-880
## 1899 -74.12577 0.825 Raymond Blvd
## 1900 -74.12512 1.546 Garden State Pkwy
## 1901 -88.04993 1.108 US-141 N
## 1902 -96.93013 0.689 I-20 E
## 1903 -118.44870 1.830 US-101 S
## 1904 -121.78987 0.010 The Dalles-California Hwy
## 1905 -84.39367 0.514 GA-403 S
## 1906 -122.06875 0.184 I-580 W
## 1907 -85.78052 1.259 I-94
## 1908 -83.18697 0.958 I-75
## 1909 -84.40157 1.540 GA-401 S
## 1910 -117.83400 0.714 CA-55 S
## 1911 -117.38724 0.228 I-5 N
## 1912 -121.18916 0.028 Barton Rd
## 1913 -96.83378 0.570 I-20 E
## 1914 -73.95295 2.380 FDR Dr N
## 1915 -115.98566 1.374 I-84 E
## 1916 -118.33729 0.989 US-101
## 1917 -122.30238 0.010 Wood St
## 1918 -122.64964 0.056 Bennett Valley Rd
## 1919 -117.97916 2.380 Foothill Fwy W
## 1920 -117.99912 0.013 E Valley Blvd
## 1921 -117.90212 0.821 I-10 E
## 1922 -122.12888 0.117 WA-520 W
## 1923 -122.80890 0.035 McKenzie Hwy
## 1924 -118.24734 1.537 Santa Ana Fwy S
## 1925 -73.86895 0.518 Bronx River Pkwy S
## 1926 -117.88180 0.737 CA-57 S
## 1927 -117.80078 0.065 CA-57 N
## 1928 -118.28076 0.051 Harbor Fwy N
## 1929 -118.27855 0.165 Golden State Fwy N
## 1930 -83.45886 1.144 GA-403 S
## 1931 -112.11984 1.699 Arizona Veterans Highway
## 1932 -88.00823 0.159 I-94 W
## 1933 -93.20509 0.300 I-35E N
## 1934 -117.54970 0.144 Corona Fwy N
## 1935 -117.14792 4.402 I-5 S
## 1936 -82.17081 1.156 I-40
## 1937 -73.32803 2.040 I-84 W
## 1938 -118.60483 0.012 Topanga Canyon Blvd
## 1939 -118.63644 0.057 US-101 N
## 1940 -118.20622 0.020 Arroyo Seco Pkwy
## 1941 -83.11472 0.239 Chrysler Expy S
## 1942 -118.16947 0.738 I-5
## 1943 -122.20568 0.060 Edison Way
## 1944 -122.73301 0.048 Todd Rd
## 1945 -73.99846 0.803 I-87 N
## 1946 -77.68629 5.299 I-81 S
## 1947 -118.26762 4.187 I-405 N
## 1948 -122.13110 0.208 Water St
## 1949 -118.29707 5.683 Glenn Anderson Fwy E
## 1950 -118.27971 3.808 Harbor Fwy S
## 1951 -78.38155 0.067 Krebs Hwy
## 1952 -117.51957 0.044 Griffin Way
## 1953 -112.54162 0.966 I-10 E
## 1954 -112.41829 0.136 Bob Stump Memorial Pkwy
## 1955 -117.69028 0.810 I-10 W
## 1956 -118.10869 1.441 I-5 N
## 1957 -94.69106 0.960 I-35 N
## 1958 -118.31365 0.019 N Wilton Pl
## 1959 -122.37499 1.104 Alameda Main Street - Pier 41
## 1960 -92.52177 0.349 Highway 2
## 1961 -74.07315 0.094 Seaview Dr
## 1962 -84.25211 0.453 Columbia Dr
## 1963 -110.64792 0.960 I-90 E
## 1964 -120.45972 0.145 Tinhorn Mine Rd
## 1965 -84.62239 1.383 Highway 16
## 1966 -122.22457 0.028 Marine World Pkwy W
## 1967 -118.00591 0.625 I-605 N
## 1968 -117.75435 0.168 CA-91 W
## 1969 -117.16216 0.655 CA-163
## 1970 -119.74564 0.035 S Maple Ave
## 1971 -73.27526 2.922 Governor John Davis Lodge Tpke
## 1972 -81.97033 0.934 WV-10
## 1973 -118.79600 0.082 Golden State Fwy N
## 1974 -118.03377 0.063 Artesia Fwy W
## 1975 -80.74621 0.805 I-85 N
## 1976 -112.09416 0.042 I-10 E
## 1977 -112.09915 0.249 I-10 E
## 1978 -119.77623 0.217 CA-41 N
## 1979 -123.38041 0.129 Highway 22
## 1980 -118.17276 0.127 I-710 N
## 1981 -73.93364 0.021 Briarcliff Peekskill Pkwy N
## 1982 -73.78120 0.018 New England Trwy S
## 1983 -121.93981 0.795 CA-237 W
## 1984 -73.16935 0.879 Beardsley St
## 1985 -118.39578 0.853 US-101 N
## 1986 -72.94252 0.772 I-84 E
## 1987 -112.13443 1.538 N 35th Ave
## 1988 -118.07330 0.023 N Rosemead Blvd
## 1989 -117.26389 0.077 Whitlock Ave
## 1990 -121.46237 0.133 Auburn Ave
## 1991 -74.41109 0.080 State Route 18
## 1992 -122.56599 3.821 E Portland Fwy N
## 1993 -87.65475 0.155 I-57
## 1994 -117.96462 1.689 I-605 S
## 1995 -121.43841 0.236 I-80 E
## 1996 -116.93960 0.131 Highway 201
## 1997 -84.30041 0.260 Williamson Rd
## 1998 -117.86612 1.992 CA-55
## 1999 -117.18083 0.773 Escondido Fwy N
## 2000 -117.59357 1.610 I-10 W
## 2001 -122.63669 0.047 Shoreline Hwy
## 2002 -122.34236 0.513 Chiles Pope Valley Rd
## 2003 -120.65377 0.039 M St
## 2004 -78.80766 0.038 Mackenan Dr
## 2005 -122.14739 0.121 Knob Hill Dr
## 2006 -119.25347 0.299 CA-99 S
## 2007 -117.64544 0.487 I-10 E
## 2008 -117.32263 0.214 I-215 S
## 2009 -117.29656 0.026 College Blvd
## 2010 -111.70848 1.792 US Highway 287
## 2011 -117.96307 0.010 S Hacienda Blvd
## 2012 -83.69204 0.844 GA-403 N
## 2013 -122.25117 0.081 I-90 W
## 2014 -117.92904 0.081 Newhope St
## 2015 -83.81384 0.018 Tour de France Dr
## 2016 -122.30432 0.907 I-5 N
## 2017 -122.92907 1.286 Hanley Rd
## 2018 -84.16900 4.874 GA-401 N
## 2019 -121.64083 3.527 I-80
## 2020 -76.00177 5.979 I-78
## 2021 -118.18565 0.009 CA-134 E
## 2022 -120.83914 0.018 Vista del Lago Dr
## 2023 -73.62705 0.057 I-84 E
## 2024 -120.33022 0.392 Phoenix Lake Rd
## 2025 -77.03343 0.414 General Mahone Hwy
## 2026 -117.52767 0.035 Evelyn St
## 2027 -117.83355 0.033 CA-55 N
## 2028 -122.46542 0.069 F St
## 2029 -87.91917 0.126 Tri-State Tlwy
## 2030 -80.67886 0.465 NC-67
## 2031 -88.02463 3.813 Joliet Rd S
## 2032 -81.16000 0.067 GA-404 W
## 2033 -118.18252 0.028 S Record Ave
## 2034 -119.07632 0.040 Airport Way
## 2035 -84.90762 1.097 GA-403 N
## 2036 -117.88390 0.011 CA-22
## 2037 -118.09036 0.678 Foothill Fwy E
## 2038 -118.49375 0.766 Antelope Valley Fwy S
## 2039 -78.42966 0.308 Washington Ave
## 2040 -97.73351 0.017 Northcross Dr
## 2041 -123.79422 0.040 US-101
## 2042 -77.07854 0.011 Richmond Hwy
## 2043 -118.34256 0.032 Angeles Vista Blvd
## 2044 -88.03930 0.014 N Rand Rd
## 2045 -122.20024 2.271 Cedar River Trail Walk
## 2046 -97.04426 0.913 Airport Fwy W
## 2047 -97.04426 0.951 Airport Fwy W
## 2048 -117.68618 0.063 Mission Blvd
## 2049 -122.34154 0.127 I-280
## 2050 -121.01323 0.993 Bunker Rd
## 2051 -121.25765 0.023 CA-12 W
## 2052 -74.13773 0.415 RT-21
## 2053 -117.43576 0.010 Valley Blvd
## 2054 -83.73863 0.066 McCracken Cv
## 2055 -120.75001 0.642 I-84 E
## 2056 -78.50557 1.011 Settlers Ridge Rd
## 2057 -96.91956 0.112 Loop 12 S
## 2058 -79.97562 0.788 PA-28 N
## 2059 -122.74147 0.133 Stony Point Rd
## 2060 -87.92035 0.113 Adlai E Stevenson Expy S
## 2061 -123.05767 0.504 I-5 N
## 2062 -123.19548 0.056 Crow Rd
## 2063 -118.37707 0.034 La Tijera Blvd
## 2064 -117.83392 2.996 CA-55 S
## 2065 -74.23579 0.145 New Jersey Tpke N
## 2066 -122.02961 0.706 I-680 S
## 2067 -84.45221 3.247 GA-407 E
## 2068 -118.47719 1.281 I-405 N
## 2069 -78.15106 0.308 Martinsburg Pike
## 2070 -96.61228 0.037 Lake June Rd
## 2071 -84.39341 0.095 GA-403 N
## 2072 -73.92132 0.072 New York State Thruway
## 2073 -122.08862 0.028 Big Basin Way
## 2074 -118.08171 0.716 Waddell St
## 2075 -118.90073 0.448 Tierra Rejada Rd
## 2076 -121.88691 0.016 SE Fall City Snoqualmie Rd
## 2077 -117.81382 0.086 CA-91 W
## 2078 -117.29300 0.581 I-5 N
## 2079 -118.46776 0.078 Sepulveda Blvd
## 2080 -73.93352 4.633 I-90 E
## 2081 -92.62821 0.991 Highway 14 E
## 2082 -117.27996 3.032 Escondido Fwy S
## 2083 -121.56260 0.049 Highway 20
## City County State
## 1 Independence Cuyahoga OH
## 2 York York PA
## 3 Downingtown Chester PA
## 4 Jupiter Palm Beach FL
## 5 New Lenox Will IL
## 6 Belleview Marion FL
## 7 Emporia Emporia VA
## 8 Plymouth Meeting Montgomery PA
## 9 Brooklyn Kings NY
## 10 Philadelphia Philadelphia PA
## 11 Greenville Greenville SC
## 12 Indianapolis Marion IN
## 13 Indianapolis Marion IN
## 14 Santa Ana Orange CA
## 15 Du Bois Clearfield PA
## 16 Auburn King WA
## 17 Pacoima Los Angeles CA
## 18 Indianapolis Marion IN
## 19 Camp Hill Cumberland PA
## 20 Oakland Alameda CA
## 21 Manchester Capitol CT
## 22 Nashville Davidson TN
## 23 San Bruno San Mateo CA
## 24 Nashville Davidson TN
## 25 Greensboro Guilford NC
## 26 Downey Los Angeles CA
## 27 Salt Lake City Salt Lake UT
## 28 Charlotte Eaton MI
## 29 Tracy San Joaquin CA
## 30 Redding Shasta CA
## 31 Indianapolis Marion IN
## 32 Kannapolis Cabarrus NC
## 33 Danbury Fairfield CT
## 34 Mansfield Tioga PA
## 35 Kannapolis Cabarrus NC
## 36 Knoxville Knox TN
## 37 Berkeley Alameda CA
## 38 Nashville Davidson TN
## 39 Omaha Douglas NE
## 40 Lake City Columbia FL
## 41 Nashville Davidson TN
## 42 Appleton Outagamie WI
## 43 Chicago Cook IL
## 44 Dorchester Suffolk MA
## 45 Plymouth Meeting Montgomery PA
## 46 Champaign Champaign IL
## 47 West Palm Beach Palm Beach FL
## 48 Fort Washington Montgomery PA
## 49 Bethlehem Northampton PA
## 50 Oak Brook Cook IL
## 51 Bolingbrook Will IL
## 52 New Haven New Haven CT
## 53 Bradenton Manatee FL
## 54 Indianapolis Marion IN
## 55 Richmond Henrico VA
## 56 Philadelphia Philadelphia PA
## 57 Fort Worth Tarrant TX
## 58 Stamford Fairfield CT
## 59 Tallahassee Leon FL
## 60 Sunnyvale Santa Clara CA
## 61 Baraboo Sauk WI
## 62 Sarasota Sarasota FL
## 63 Greenville Greenville SC
## 64 Berkeley Cook IL
## 65 Tampa Hillsborough FL
## 66 Seattle King WA
## 67 Indianapolis Marion IN
## 68 Indianapolis Marion IN
## 69 Deltona Volusia FL
## 70 Toms River Ocean NJ
## 71 Tomball Harris TX
## 72 Miami Miami-Dade FL
## 73 Orlando Orange FL
## 74 St Petersburg Pinellas FL
## 75 Columbus Franklin OH
## 76 Oviedo Seminole FL
## 77 Hazel Green Madison AL
## 78 Perrysburg Wood OH
## 79 Carthage Moore NC
## 80 Memphis Shelby TN
## 81 Oklahoma City Oklahoma OK
## 82 Louisville Jefferson KY
## 83 Pine Grove Schuylkill PA
## 84 Brookwood Tuscaloosa AL
## 85 Irving Dallas TX
## 86 Kingston Roane TN
## 87 San Diego San Diego CA
## 88 Saint Paul Ramsey MN
## 89 Vallejo Solano CA
## 90 Walkertown Forsyth NC
## 91 Nashville Davidson TN
## 92 Nashville Davidson TN
## 93 Nashville Davidson TN
## 94 Nashville Davidson TN
## 95 Fredericksburg Fredericksburg (City) VA
## 96 Smyrna Rutherford TN
## 97 Lynnwood Snohomish WA
## 98 Chicago Cook IL
## 99 Seattle King WA
## 100 Minneapolis Hennepin MN
## 101 Memphis Shelby TN
## 102 San Antonio Bexar TX
## 103 Saint Paul Dakota MN
## 104 Charlotte Mecklenburg NC
## 105 Elmhurst DuPage IL
## 106 Des Plaines Cook IL
## 107 Des Plaines Cook IL
## 108 Dayton Montgomery OH
## 109 Allentown Lehigh PA
## 110 Clarksville Clark IN
## 111 Indianapolis Marion IN
## 112 Cleveland Cuyahoga OH
## 113 Bolingbrook Will IL
## 114 Glenside Montgomery PA
## 115 Meriden South Central Connecticut CT
## 116 Atlanta Fulton GA
## 117 York York PA
## 118 Irvine Orange CA
## 119 Redford Wayne MI
## 120 Dover Hillsborough FL
## 121 Elmhurst DuPage IL
## 122 Weston Middlesex MA
## 123 Feasterville-Trevose Bucks PA
## 124 Allentown Lehigh PA
## 125 Garner Wake NC
## 126 Flint Genesee MI
## 127 Nashville Davidson TN
## 128 Newport News Newport News VA
## 129 Edison Middlesex NJ
## 130 Lexington Middlesex MA
## 131 Raleigh Wake NC
## 132 Cary Wake NC
## 133 Cincinnati Hamilton OH
## 134 Stamford Western Connecticut CT
## 135 Fredericksburg Stafford VA
## 136 Triangle Prince William VA
## 137 Montgomery Montgomery AL
## 138 Oakland Alameda CA
## 139 Rosemead Los Angeles CA
## 140 Malvern Chester PA
## 141 Federal Way King WA
## 142 San Leandro Alameda CA
## 143 Arlington Snohomish WA
## 144 Houston Harris TX
## 145 Cleveland Cuyahoga OH
## 146 Federal Way King WA
## 147 New Haven South Central Connecticut CT
## 148 Indianapolis Marion IN
## 149 Park City Salt Lake UT
## 150 Indianapolis Marion IN
## 151 Fishkill Dutchess NY
## 152 Chesapeake Chesapeake VA
## 153 Miami Miami-Dade FL
## 154 Portland Multnomah OR
## 155 Louisville Jefferson KY
## 156 Indianapolis Marion IN
## 157 Middletown Monmouth NJ
## 158 Lakeville Dakota MN
## 159 Houma Terrebonne LA
## 160 Dallas Dallas TX
## 161 Conshohocken Montgomery PA
## 162 Roosevelt Nassau NY
## 163 Columbus Franklin OH
## 164 Lebanon Warren OH
## 165 Tucson Pima AZ
## 166 Tucson Pima AZ
## 167 Woodbridge Middlesex NJ
## 168 Richton Park Will IL
## 169 Livermore Alameda CA
## 170 Sacramento Sacramento CA
## 171 Weston Middlesex MA
## 172 Wethersfield Hartford CT
## 173 Chicago Cook IL
## 174 Syracuse Onondaga NY
## 175 Hartford Capitol CT
## 176 Lakeland Polk FL
## 177 Anaheim Orange CA
## 178 Meriden New Haven CT
## 179 Maywood Cook IL
## 180 Chicago Cook IL
## 181 Indianapolis Marion IN
## 182 Columbus Franklin OH
## 183 Reading Berks PA
## 184 Whitehall Lehigh PA
## 185 West Harrison Westchester NY
## 186 Philadelphia Philadelphia PA
## 187 Lemoore Kings CA
## 188 Hillsborough Orange NC
## 189 Chesapeake Chesapeake VA
## 190 Quincy Norfolk MA
## 191 Charlotte Mecklenburg NC
## 192 East Rutherford Bergen NJ
## 193 Portland Multnomah OR
## 194 Wayne Montgomery PA
## 195 Indianapolis Marion IN
## 196 Philadelphia Philadelphia PA
## 197 Malvern Chester PA
## 198 Edison Middlesex NJ
## 199 Akron Summit OH
## 200 Canton Norfolk MA
## 201 Braintree Norfolk MA
## 202 Indianapolis Marion IN
## 203 East Haven New Haven CT
## 204 Weston Middlesex MA
## 205 Indianapolis Marion IN
## 206 East Hartford Capitol CT
## 207 Miami Miami-Dade FL
## 208 Loganton Clinton PA
## 209 Pelzer Anderson SC
## 210 Anaheim Orange CA
## 211 Philadelphia Philadelphia PA
## 212 Salinas Monterey CA
## 213 Novato Marin CA
## 214 Staten Island Richmond NY
## 215 San Jose Santa Clara CA
## 216 Portsmouth Rockingham NH
## 217 Tallahassee Leon FL
## 218 Fort Lauderdale Broward FL
## 219 Weston Middlesex MA
## 220 Simpsonville Greenville SC
## 221 Indianapolis Marion IN
## 222 Hollywood Broward FL
## 223 Manchester Hillsborough NH
## 224 Bowman Orangeburg SC
## 225 Plainfield Windham CT
## 226 Hinckley Pine MN
## 227 Novi Oakland MI
## 228 North Hollywood Los Angeles CA
## 229 Mesquite Dallas TX
## 230 Hammond Lake IN
## 231 Antioch Contra Costa CA
## 232 Colton San Bernardino CA
## 233 Greenwich Western Connecticut CT
## 234 Spanish Fork Utah UT
## 235 Branford South Central Connecticut CT
## 236 Holly Springs Wake NC
## 237 Charlotte Mecklenburg NC
## 238 Clearfield Clearfield PA
## 239 Asheville Buncombe NC
## 240 Williamsburg Blair PA
## 241 Atlanta Fulton GA
## 242 Grove City Franklin OH
## 243 Richmond Hill Queens NY
## 244 Thornton Cook IL
## 245 Birmingham Jefferson AL
## 246 Cincinnati Hamilton OH
## 247 Columbus Franklin OH
## 248 Knoxville Knox TN
## 249 Philipsburg Centre PA
## 250 Ridgeway Henry VA
## 251 Llano Los Angeles CA
## 252 Dania Broward FL
## 253 Pasadena Harris TX
## 254 Andover Essex MA
## 255 Trout Run Lycoming PA
## 256 Lake Worth Palm Beach FL
## 257 Nashville Davidson TN
## 258 Cleveland Cuyahoga OH
## 259 Philadelphia Philadelphia PA
## 260 Long Beach Los Angeles CA
## 261 Merchantville Camden NJ
## 262 Bellevue King WA
## 263 Hartford Hartford CT
## 264 Fort Lee Bergen NJ
## 265 Whitestone Queens NY
## 266 Columbus Franklin OH
## 267 Gardena Los Angeles CA
## 268 Springfield Clark OH
## 269 San Jose Santa Clara CA
## 270 Roanoke Roanoke (City) VA
## 271 Bensalem Bucks PA
## 272 Harper Malheur OR
## 273 Nashville Davidson TN
## 274 New York New York NY
## 275 Nashville Davidson TN
## 276 Uncasville New London CT
## 277 Akron Summit OH
## 278 Bellevue King WA
## 279 Memphis Shelby TN
## 280 Pensacola Escambia FL
## 281 Columbus Franklin OH
## 282 Detroit Wayne MI
## 283 Bronx Bronx NY
## 284 Pittsburgh Allegheny PA
## 285 Elmhurst Queens NY
## 286 Chattanooga Hamilton TN
## 287 Indianapolis Marion IN
## 288 Pikesville Baltimore MD
## 289 Norwalk Los Angeles CA
## 290 Monroe Walton GA
## 291 Cupertino Santa Clara CA
## 292 Staten Island Richmond NY
## 293 Napa Napa CA
## 294 Middletown Middlesex CT
## 295 Charlotte Mecklenburg NC
## 296 Saint Augustine St. Johns FL
## 297 Kearny Hudson NJ
## 298 Grove City Franklin OH
## 299 Berlin Somerset PA
## 300 Columbus Franklin OH
## 301 Seattle King WA
## 302 Chattanooga Hamilton TN
## 303 Indianapolis Marion IN
## 304 Columbus Franklin OH
## 305 Dayton Montgomery OH
## 306 Rockwood Somerset PA
## 307 Los Angeles Los Angeles CA
## 308 Belle Vernon Westmoreland PA
## 309 Portland Multnomah OR
## 310 Fort Lee Bergen NJ
## 311 Brooklyn Kings NY
## 312 Glendora Los Angeles CA
## 313 Pomona Los Angeles CA
## 314 Norwalk Los Angeles CA
## 315 Darlington Harford MD
## 316 Escondido San Diego CA
## 317 Ridgeland Jasper SC
## 318 Loganton Clinton PA
## 319 Cincinnati Hamilton OH
## 320 Detroit Wayne MI
## 321 Elizabeth Union NJ
## 322 Norwalk Los Angeles CA
## 323 Charlotte Mecklenburg NC
## 324 Hawthorne Los Angeles CA
## 325 Reading Berks PA
## 326 Huntingdon Huntingdon PA
## 327 Johnstown Cambria PA
## 328 Loveland Larimer CO
## 329 Lake Lynn Fayette PA
## 330 Wrightsville York PA
## 331 Minneapolis Hennepin MN
## 332 Lake Oswego Clackamas OR
## 333 Decatur DeKalb GA
## 334 Hiram Paulding GA
## 335 Morrisville Durham NC
## 336 Indianapolis Marion IN
## 337 Merrillville Lake IN
## 338 Charlotte Mecklenburg NC
## 339 Fort Lauderdale Broward FL
## 340 Ferndale Whatcom WA
## 341 Jacksonville Duval FL
## 342 Birmingham Jefferson AL
## 343 Birmingham Jefferson AL
## 344 Cisco Eastland TX
## 345 Erlanger Kenton KY
## 346 Indianapolis Marion IN
## 347 Baldwin Park Los Angeles CA
## 348 Greenville Greenville SC
## 349 Deerfield Beach Broward FL
## 350 Rosenberg Fort Bend TX
## 351 Indianapolis Marion IN
## 352 Merrillville Lake IN
## 353 Great Neck Nassau NY
## 354 Indianapolis Marion IN
## 355 New Bedford Bristol MA
## 356 Ocoee Polk TN
## 357 Des Moines Polk IA
## 358 Santa Ana Orange CA
## 359 Minneapolis Hennepin MN
## 360 North Salt Lake Davis UT
## 361 Bountiful Davis UT
## 362 Atlanta Fulton GA
## 363 Seattle King WA
## 364 Asheville Buncombe NC
## 365 Pineville Mecklenburg NC
## 366 Du Bois Clearfield PA
## 367 Memphis Shelby TN
## 368 Brownsburg Hendricks IN
## 369 Clayton Montgomery OH
## 370 Sacramento Sacramento CA
## 371 Danbury Fairfield CT
## 372 Oskaloosa Mahaska IA
## 373 Erie Erie PA
## 374 Philadelphia Philadelphia PA
## 375 Los Angeles Los Angeles CA
## 376 Raleigh Wake NC
## 377 Dundee Polk FL
## 378 Jacksonville Duval FL
## 379 Perris Riverside CA
## 380 Burbank Los Angeles CA
## 381 Phoenixville Montgomery PA
## 382 Boston Suffolk MA
## 383 Crestwood Oldham KY
## 384 Jacksonville Duval FL
## 385 Mesquite Dallas TX
## 386 Pottstown Montgomery PA
## 387 Indianapolis Marion IN
## 388 Hammond Lake IN
## 389 East Haven New Haven CT
## 390 Leominster Worcester MA
## 391 Orlando Orange FL
## 392 Chesterfield St. Louis County MO
## 393 Westport Fairfield CT
## 394 Lewistown Mifflin PA
## 395 Milford South Central Connecticut CT
## 396 Pottstown Chester PA
## 397 Delaware Delaware OH
## 398 Westport Fairfield CT
## 399 Revere Suffolk MA
## 400 Scranton Lackawanna PA
## 401 Bellflower Los Angeles CA
## 402 Elizabeth Union NJ
## 403 Daytona Beach Volusia FL
## 404 Santa Barbara Santa Barbara CA
## 405 Reynoldsville Jefferson PA
## 406 Dundalk Baltimore MD
## 407 Memphis Shelby TN
## 408 Richmond Chesterfield VA
## 409 Middleburg Clay FL
## 410 Miami Miami-Dade FL
## 411 Castro Valley Alameda CA
## 412 Jacksonville Duval FL
## 413 Atlanta Fulton GA
## 414 Hatboro Montgomery PA
## 415 San Jose Santa Clara CA
## 416 Vallejo Solano CA
## 417 Lapeer Lapeer MI
## 418 Long Beach Los Angeles CA
## 419 Jacksonville Duval FL
## 420 Hammond Lake IN
## 421 Seattle King WA
## 422 North Charleston Charleston SC
## 423 New Albany Floyd IN
## 424 Miami Miami-Dade FL
## 425 Miami Miami-Dade FL
## 426 Jacksonville Duval FL
## 427 Allentown Lehigh PA
## 428 West Palm Beach Palm Beach FL
## 429 Jacksonville Duval FL
## 430 Orlando Orange FL
## 431 Cambridge Middlesex MA
## 432 Hammond Lake IN
## 433 Louisville Jefferson KY
## 434 Tampa Hillsborough FL
## 435 Jesup Wayne GA
## 436 Seattle King WA
## 437 Newport News Newport News VA
## 438 Gary Lake IN
## 439 Indianapolis Marion IN
## 440 Castro Valley Alameda CA
## 441 New Canaan Fairfield CT
## 442 West Palm Beach Palm Beach FL
## 443 Atlanta Dekalb GA
## 444 Castro Valley Alameda CA
## 445 Frenchville Clearfield PA
## 446 Long Beach Los Angeles CA
## 447 San Jose Santa Clara CA
## 448 Warrenville DuPage IL
## 449 Des Moines Polk IA
## 450 Vancouver Clark WA
## 451 Stamford Fairfield CT
## 452 Royal Oaks Monterey CA
## 453 Minneapolis Hennepin MN
## 454 North Aurora Kane IL
## 455 Methuen Essex MA
## 456 Bakersfield Kern CA
## 457 Roseburg Douglas OR
## 458 Columbus Franklin OH
## 459 Union Union NJ
## 460 Columbus Franklin OH
## 461 Phoenixville Montgomery PA
## 462 Bethlehem Northampton PA
## 463 New Albany Floyd IN
## 464 Sewickley Allegheny PA
## 465 Solon Cuyahoga OH
## 466 West Hartford Hartford CT
## 467 Indianapolis Marion IN
## 468 Sarasota Sarasota FL
## 469 Fort Myers Lee FL
## 470 East Lyme Southeastern Connecticut CT
## 471 Beaver Springs Snyder PA
## 472 Plymouth Meeting Montgomery PA
## 473 Columbus Franklin OH
## 474 Nashville Davidson TN
## 475 Fort Worth Tarrant TX
## 476 Conshohocken Montgomery PA
## 477 Beaver Springs Snyder PA
## 478 Indianapolis Marion IN
## 479 Union Union NJ
## 480 Sauk Rapids Benton MN
## 481 Moscow Lackawanna PA
## 482 New York New York NY
## 483 Decatur Dekalb GA
## 484 Los Angeles Los Angeles CA
## 485 Gardner Johnson KS
## 486 Fresno Fresno CA
## 487 Asbury Park Monmouth NJ
## 488 Phoenix Maricopa AZ
## 489 Tolleson Maricopa AZ
## 490 Mc Farland Kern CA
## 491 Anaheim Orange CA
## 492 Rialto San Bernardino CA
## 493 Elmhurst Queens NY
## 494 Aurora DuPage IL
## 495 Grass Valley Nevada CA
## 496 Pleasanton Alameda CA
## 497 Austin Travis TX
## 498 Charlotte Mecklenburg NC
## 499 Salida Stanislaus CA
## 500 Salida Stanislaus CA
## 501 Brunswick Glynn GA
## 502 Oakdale Stanislaus CA
## 503 Portland Multnomah OR
## 504 Dallas Dallas TX
## 505 Los Angeles Los Angeles CA
## 506 Indianapolis Marion IN
## 507 Avondale Maricopa AZ
## 508 Grantville Meriwether GA
## 509 Glendora Los Angeles CA
## 510 Menlo Park San Mateo CA
## 511 Atlanta Fulton GA
## 512 Portland Multnomah OR
## 513 Glendale Maricopa AZ
## 514 Lebanon Russell VA
## 515 Oakdale Suffolk NY
## 516 Sutherlin Douglas OR
## 517 Irvington Essex NJ
## 518 Irvington Essex NJ
## 519 Bellevue King WA
## 520 Spokane Spokane WA
## 521 Sebastopol Sonoma CA
## 522 Compton Los Angeles CA
## 523 Compton Los Angeles CA
## 524 Southfield Oakland MI
## 525 Ontario San Bernardino CA
## 526 Greeley Weld CO
## 527 Dry Branch Twiggs GA
## 528 Wilton Sacramento CA
## 529 Washington Washington PA
## 530 Pomona Los Angeles CA
## 531 Atlanta Fulton GA
## 532 El Dorado Hills El Dorado CA
## 533 Minneapolis Hennepin MN
## 534 San Francisco San Francisco CA
## 535 San Jose Santa Clara CA
## 536 West Sacramento Yolo CA
## 537 San Diego San Diego CA
## 538 Phoenix Maricopa AZ
## 539 Plymouth Wayne MI
## 540 Napa Napa CA
## 541 Lawndale Los Angeles CA
## 542 Eagle Point Jackson OR
## 543 Riverside Riverside CA
## 544 Armonk Westchester NY
## 545 Arcadia Hamilton IN
## 546 La Verne Los Angeles CA
## 547 Los Angeles Los Angeles CA
## 548 Bridgeport Mono CA
## 549 Jefferson Marion OR
## 550 Los Angeles Los Angeles CA
## 551 Cannon Falls Goodhue MN
## 552 Atlanta Fulton GA
## 553 Klamath Del Norte CA
## 554 Danville Pittsylvania VA
## 555 Merced Merced CA
## 556 Vista San Diego CA
## 557 Austin Travis TX
## 558 Beckley Raleigh WV
## 559 Murrieta Riverside CA
## 560 Murrieta Riverside CA
## 561 Sylmar Los Angeles CA
## 562 Mount Hamilton Santa Clara CA
## 563 Rye Westchester NY
## 564 Anaheim Orange CA
## 565 Downey Los Angeles CA
## 566 Kingman Mohave AZ
## 567 Bronx Bronx NY
## 568 El Dorado Hills El Dorado CA
## 569 Brooklyn Kings NY
## 570 Pasadena Los Angeles CA
## 571 Decatur Dekalb GA
## 572 Los Angeles Los Angeles CA
## 573 Leland Brunswick NC
## 574 Chino Hills San Bernardino CA
## 575 Norcross Gwinnett GA
## 576 Dallas Dallas TX
## 577 Castaic Los Angeles CA
## 578 San Jose Santa Clara CA
## 579 San Bernardino San Bernardino CA
## 580 Stockton San Joaquin CA
## 581 Irwin Westmoreland PA
## 582 Los Angeles Los Angeles CA
## 583 Camp Pendleton Marine Corps Base San Diego CA
## 584 Los Angeles Los Angeles CA
## 585 Los Angeles Los Angeles CA
## 586 Blue River Linn OR
## 587 Los Angeles Los Angeles CA
## 588 South El Monte Los Angeles CA
## 589 Anaheim Orange CA
## 590 Pineville Mecklenburg NC
## 591 Dallas Dallas TX
## 592 Anaheim Orange CA
## 593 Leawood Johnson KS
## 594 Los Angeles Los Angeles CA
## 595 Westlake Village Ventura CA
## 596 Marietta Cobb GA
## 597 Hacienda Heights Los Angeles CA
## 598 Hornbrook Siskiyou CA
## 599 Weehawken Hudson NJ
## 600 Kansas City Jackson MO
## 601 Redlands San Bernardino CA
## 602 Bloomington San Bernardino CA
## 603 Tustin Orange CA
## 604 Detroit Wayne MI
## 605 Phoenix Maricopa AZ
## 606 Dunbar Kanawha WV
## 607 Long Beach Los Angeles CA
## 608 San Diego San Diego CA
## 609 Visalia Tulare CA
## 610 San Diego San Diego CA
## 611 Phelan San Bernardino CA
## 612 New Church Accomack VA
## 613 Hurricane Putnam WV
## 614 Canton Cherokee GA
## 615 Atlanta Clayton GA
## 616 Saddle River Bergen NJ
## 617 Corona Riverside CA
## 618 Roseville Placer CA
## 619 San Francisco San Francisco CA
## 620 Richmond Contra Costa CA
## 621 Forest Hills Queens NY
## 622 Pacoima Los Angeles CA
## 623 Riverside Riverside CA
## 624 Warner Robins Houston GA
## 625 Lynwood Los Angeles CA
## 626 Paramount Los Angeles CA
## 627 Phoenix Maricopa AZ
## 628 Rolling Meadows Cook IL
## 629 Norwalk Los Angeles CA
## 630 Wilmington New Hanover NC
## 631 Port Chester Westchester NY
## 632 Kingston Ulster NY
## 633 Armona Kings CA
## 634 San Diego San Diego CA
## 635 Oakland Alameda CA
## 636 Marina Monterey CA
## 637 Pomona Los Angeles CA
## 638 Fort Worth Tarrant TX
## 639 Los Angeles Los Angeles CA
## 640 Bloomfield Essex NJ
## 641 Monterey Park Los Angeles CA
## 642 Columbus Burlington NJ
## 643 San Diego San Diego CA
## 644 Buena Park Orange CA
## 645 Tujunga Los Angeles CA
## 646 Emeryville Alameda CA
## 647 Bloxom Accomack VA
## 648 Denton Denton TX
## 649 Orange Orange CA
## 650 Austin Travis TX
## 651 Springfield Baca CO
## 652 Vancouver Clark WA
## 653 Paramount Los Angeles CA
## 654 Toledo Lincoln OR
## 655 Malibu Los Angeles CA
## 656 Pendleton Umatilla OR
## 657 San Diego San Diego CA
## 658 Oakland Alameda CA
## 659 Lansing Ingham MI
## 660 Glendora Los Angeles CA
## 661 Novato Marin CA
## 662 Los Angeles Los Angeles CA
## 663 Riverside Riverside CA
## 664 Burbank Los Angeles CA
## 665 Old Fort McDowell NC
## 666 Bell Los Angeles CA
## 667 New York New York NY
## 668 Bakersfield Kern CA
## 669 Rohnert Park Sonoma CA
## 670 McArthur Lassen CA
## 671 Gardena Los Angeles CA
## 672 Sun Valley Los Angeles CA
## 673 Hawthorne Mineral NV
## 674 Lynnville Warrick IN
## 675 Ontario San Bernardino CA
## 676 King Stokes NC
## 677 Chicago Cook IL
## 678 Escondido San Diego CA
## 679 Los Angeles Los Angeles CA
## 680 Santa Rosa Sonoma CA
## 681 Dallas Dallas TX
## 682 Saint Paul Ramsey MN
## 683 Phelan San Bernardino CA
## 684 Anaheim Orange CA
## 685 Osterburg Bedford PA
## 686 Santa Rosa Sonoma CA
## 687 Tacoma Pierce WA
## 688 Covina Los Angeles CA
## 689 Upland San Bernardino CA
## 690 Wasco Kern CA
## 691 Saugerties Ulster NY
## 692 Dallas Polk OR
## 693 Artesia Los Angeles CA
## 694 La Pine Deschutes OR
## 695 Klamath Falls Klamath OR
## 696 Wilsonville Clackamas OR
## 697 Orange Orange CA
## 698 Neptune Monmouth NJ
## 699 Salome La Paz AZ
## 700 Paradise Butte CA
## 701 Greensburg Westmoreland PA
## 702 National City San Diego CA
## 703 New Windsor Orange NY
## 704 Saint Joseph Berrien MI
## 705 Cushing Morrison MN
## 706 Saint Paul Ramsey MN
## 707 Hartford Hartford CT
## 708 Buckeye Maricopa AZ
## 709 Silverton Marion OR
## 710 Los Angeles Los Angeles CA
## 711 Los Angeles Los Angeles CA
## 712 Victor Ontario NY
## 713 Pueblo Pueblo CO
## 714 Los Angeles Los Angeles CA
## 715 Selma Fresno CA
## 716 San Diego San Diego CA
## 717 Grand Rapids Kent MI
## 718 Long Beach Los Angeles CA
## 719 Los Angeles Los Angeles CA
## 720 Oregon House Yuba CA
## 721 Arcadia Los Angeles CA
## 722 Bakersfield Kern CA
## 723 Riverside Riverside CA
## 724 Oakland Alameda CA
## 725 Bronx Bronx NY
## 726 Los Angeles Los Angeles CA
## 727 York York PA
## 728 New London Stanly NC
## 729 Upland San Bernardino CA
## 730 Mount Clare Harrison WV
## 731 San Bernardino San Bernardino CA
## 732 Phoenix Maricopa AZ
## 733 Lost Hills Kern CA
## 734 Grand Rapids Kent MI
## 735 Concord Contra Costa CA
## 736 Deland Volusia FL
## 737 Detroit Wayne MI
## 738 Sylmar Los Angeles CA
## 739 Moss Landing Monterey CA
## 740 Paramount Los Angeles CA
## 741 San Diego San Diego CA
## 742 Los Angeles Los Angeles CA
## 743 Mesquite Dallas TX
## 744 Harwood Gonzales TX
## 745 Huntington Malheur OR
## 746 Los Angeles Los Angeles CA
## 747 Dallas Dallas TX
## 748 Gardena Los Angeles CA
## 749 Sacramento Sacramento CA
## 750 Atlanta DeKalb GA
## 751 Phoenix Maricopa AZ
## 752 Sanford Seminole FL
## 753 Madera Madera CA
## 754 Mercer Mercer PA
## 755 Los Angeles Los Angeles CA
## 756 San Diego San Diego CA
## 757 Shafter Kern CA
## 758 Maupin Wasco OR
## 759 Vacaville Solano CA
## 760 Garden Grove Orange CA
## 761 New York New York NY
## 762 Dallas Dallas TX
## 763 Sacramento Sacramento CA
## 764 Mount Hood Parkdale Hood River OR
## 765 Stockton San Joaquin CA
## 766 Syracuse Onondaga NY
## 767 Manteca San Joaquin CA
## 768 Garden Grove Orange CA
## 769 Garden Grove Orange CA
## 770 San Bernardino San Bernardino CA
## 771 Glenwood Cook IL
## 772 Monterey Monterey CA
## 773 Anaheim Orange CA
## 774 Placerville El Dorado CA
## 775 Pickett Fond du Lac WI
## 776 Pasadena Los Angeles CA
## 777 Bronx Bronx NY
## 778 Vista San Diego CA
## 779 Jordan Valley Malheur OR
## 780 Ontario San Bernardino CA
## 781 Saint Paul Ramsey MN
## 782 Fort Lee Bergen NJ
## 783 Chicago Cook IL
## 784 Concord Contra Costa CA
## 785 Concord Contra Costa CA
## 786 Langhorne Bucks PA
## 787 Costa Mesa Orange CA
## 788 Glendale Maricopa AZ
## 789 Los Angeles Los Angeles CA
## 790 Phoenix Maricopa AZ
## 791 Mountain View Santa Clara CA
## 792 Covington Newton GA
## 793 Hacienda Heights Los Angeles CA
## 794 Butler Taylor GA
## 795 Sacramento Sacramento CA
## 796 Dallas Dallas TX
## 797 Atlanta Fulton GA
## 798 Elk River Sherburne MN
## 799 Delano Tulare CA
## 800 Delano Tulare CA
## 801 Lakeport Lake CA
## 802 Austin Travis TX
## 803 Atlanta Fulton GA
## 804 Los Angeles Los Angeles CA
## 805 Los Angeles Los Angeles CA
## 806 Chicago Cook IL
## 807 Los Angeles Los Angeles CA
## 808 Watsonville Santa Cruz CA
## 809 Emeryville Alameda CA
## 810 Perris Riverside CA
## 811 San Francisco San Francisco CA
## 812 Lenexa Johnson KS
## 813 Arcata Humboldt CA
## 814 Chicago Cook IL
## 815 Fillmore Ventura CA
## 816 Raleigh Wake NC
## 817 Fremont Alameda CA
## 818 Walnut Creek Contra Costa CA
## 819 Emeryville Alameda CA
## 820 Watsonville Santa Cruz CA
## 821 El Sobrante Contra Costa CA
## 822 Grantville Coweta GA
## 823 Irvine Orange CA
## 824 Los Angeles Los Angeles CA
## 825 San Diego San Diego CA
## 826 Phoenix Maricopa AZ
## 827 Ontario San Bernardino CA
## 828 Fresno Fresno CA
## 829 Melville Suffolk NY
## 830 Fremont Alameda CA
## 831 Dundee Yamhill OR
## 832 Raleigh Wake NC
## 833 Chino Hills San Bernardino CA
## 834 Beaverton Washington OR
## 835 La Grande Union OR
## 836 Berkeley Alameda CA
## 837 Oakland Alameda CA
## 838 North Brunswick Middlesex NJ
## 839 Willowbrook DuPage IL
## 840 Castle Hayne New Hanover NC
## 841 Davis Yolo CA
## 842 Davis Yolo CA
## 843 San Bernardino San Bernardino CA
## 844 Snelling Merced CA
## 845 Idaho Falls Bonneville ID
## 846 Pittsburgh Allegheny PA
## 847 Dunn Cumberland NC
## 848 Running Springs San Bernardino CA
## 849 Long Beach Los Angeles CA
## 850 San Francisco San Francisco CA
## 851 San Diego San Diego CA
## 852 San Diego San Diego CA
## 853 Pasadena Los Angeles CA
## 854 Gardena Los Angeles CA
## 855 San Diego San Diego CA
## 856 Fresno Fresno CA
## 857 Vallejo Solano CA
## 858 Mount Ephraim Camden NJ
## 859 Swedesboro Gloucester NJ
## 860 Copperopolis Calaveras CA
## 861 Eatontown Monmouth NJ
## 862 San Bernardino San Bernardino CA
## 863 Atlanta Fulton GA
## 864 Visalia Tulare CA
## 865 San Bernardino San Bernardino CA
## 866 Chicago Cook IL
## 867 Fremont Alameda CA
## 868 Silverado Orange CA
## 869 Costa Mesa Orange CA
## 870 Ontario San Bernardino CA
## 871 Luna Pier Monroe MI
## 872 Monte Rio Sonoma CA
## 873 Aromas San Benito CA
## 874 San Juan Bautista San Benito CA
## 875 Forsyth Monroe GA
## 876 Encino Los Angeles CA
## 877 Fowler Fresno CA
## 878 Stockton San Joaquin CA
## 879 Perris Riverside CA
## 880 Dundee Yamhill OR
## 881 Charlotte Mecklenburg NC
## 882 Shamokin Dam Snyder PA
## 883 Chicago Cook IL
## 884 Coalinga Fresno CA
## 885 Siler City Chatham NC
## 886 Nyack Rockland NY
## 887 Paicines San Benito CA
## 888 Burlington Alamance NC
## 889 Matthews Mecklenburg NC
## 890 Saint Cloud Stearns MN
## 891 Los Angeles Los Angeles CA
## 892 Rancho Cordova Sacramento CA
## 893 Bakersfield Kern CA
## 894 Kansas City Wyandotte KS
## 895 Kansas City Clay MO
## 896 Duluth Gwinnett GA
## 897 Portland Multnomah OR
## 898 McArthur Modoc CA
## 899 Ashland Hanover VA
## 900 Federal Way King WA
## 901 Vista San Diego CA
## 902 Rocky Hill Hartford CT
## 903 Bakersfield Kern CA
## 904 Woodstock McHenry IL
## 905 Kansas City Jackson MO
## 906 Saint Cloud Sherburne MN
## 907 Harlan Allen IN
## 908 Chicago Cook IL
## 909 Modesto Stanislaus CA
## 910 Fort Collins Larimer CO
## 911 Delhi Merced CA
## 912 San Francisco San Francisco CA
## 913 Baldwin Park Los Angeles CA
## 914 Silver Creek Chautauqua NY
## 915 Sacramento Sacramento CA
## 916 San Diego San Diego CA
## 917 Culver City Los Angeles CA
## 918 Los Angeles Los Angeles CA
## 919 Tustin Orange CA
## 920 Los Angeles Los Angeles CA
## 921 Petaluma Marin CA
## 922 Kingston Ulster NY
## 923 Los Angeles Los Angeles CA
## 924 Marysville Yuba CA
## 925 Sandstone Pine MN
## 926 Santa Paula Ventura CA
## 927 Florence Pinal AZ
## 928 Bell Gardens Los Angeles CA
## 929 Sacramento Sacramento CA
## 930 Plano Collin TX
## 931 Antelope Sacramento CA
## 932 Milpitas Santa Clara CA
## 933 Antioch Contra Costa CA
## 934 Gilchrist Klamath OR
## 935 Harwood Gonzales TX
## 936 Cupertino Santa Clara CA
## 937 Durham Durham NC
## 938 San Juan Bautista San Benito CA
## 939 San Diego San Diego CA
## 940 Goleta Santa Barbara CA
## 941 Waynesville Haywood NC
## 942 Marysville Yuba CA
## 943 Rancho Cucamonga San Bernardino CA
## 944 Gary Lake IN
## 945 Los Angeles Los Angeles CA
## 946 Los Angeles Los Angeles CA
## 947 Bronx Bronx NY
## 948 San Diego San Diego CA
## 949 Hughesville Lycoming PA
## 950 Oceanside San Diego CA
## 951 Philipsburg Centre PA
## 952 Austin Travis TX
## 953 Carson Los Angeles CA
## 954 Roseburg Douglas OR
## 955 North Hollywood Los Angeles CA
## 956 Seal Beach Orange CA
## 957 Saint Paul Ramsey MN
## 958 Phoenix Maricopa AZ
## 959 Oceanside San Diego CA
## 960 Newhall Los Angeles CA
## 961 Westport Fairfield CT
## 962 San Diego San Diego CA
## 963 Idanha Marion OR
## 964 Jacksonville Duval FL
## 965 Raleigh Wake NC
## 966 Los Angeles Los Angeles CA
## 967 Atlanta DeKalb GA
## 968 Sausalito Marin CA
## 969 Louisburg Franklin NC
## 970 Rancho Cucamonga San Bernardino CA
## 971 Staten Island Richmond NY
## 972 Milwaukee Milwaukee WI
## 973 Lisle DuPage IL
## 974 Isle Mille Lacs MN
## 975 Sutherlin Douglas OR
## 976 Escondido San Diego CA
## 977 Concord Cabarrus NC
## 978 Long Beach Los Angeles CA
## 979 Sunland Los Angeles CA
## 980 Kansas City Jackson MO
## 981 Sacramento Sacramento CA
## 982 Downers Grove DuPage IL
## 983 Tonawanda Erie NY
## 984 Sacramento Sacramento CA
## 985 Mount Shasta Siskiyou CA
## 986 Paso Robles San Luis Obispo CA
## 987 Ontario San Bernardino CA
## 988 Romulus Wayne MI
## 989 Napa Napa CA
## 990 Novi Oakland MI
## 991 Westbury Nassau NY
## 992 Elliston Montgomery VA
## 993 Carson Los Angeles CA
## 994 Livingston Park MT
## 995 Norfolk Norfolk VA
## 996 Littlefield Mohave AZ
## 997 Macon Macon-Bibb County GA
## 998 Apple Valley San Bernardino CA
## 999 Eugene Lane OR
## 1000 Yorktown Heights Westchester NY
## 1001 Madera Madera CA
## 1002 Minneapolis Anoka MN
## 1003 Los Angeles Los Angeles CA
## 1004 Bellmawr Camden NJ
## 1005 Chino San Bernardino CA
## 1006 Colonia Middlesex NJ
## 1007 Royal Oak Oakland MI
## 1008 Newburgh Orange NY
## 1009 Staten Island Richmond NY
## 1010 Big Rapids Mecosta MI
## 1011 Los Altos Santa Clara CA
## 1012 Sherman Oaks Los Angeles CA
## 1013 Petaluma Sonoma CA
## 1014 Mercer Island King WA
## 1015 Charlotte Mecklenburg NC
## 1016 Charlotte Mecklenburg NC
## 1017 Mesa Maricopa AZ
## 1018 Riverton Burlington NJ
## 1019 Woodland Hills Los Angeles CA
## 1020 Whittier Los Angeles CA
## 1021 Ladera Ranch Orange CA
## 1022 Paradise Butte CA
## 1023 Saint Clair Shores Macomb MI
## 1024 Saint Clair Shores Macomb MI
## 1025 California City Kern CA
## 1026 National City San Diego CA
## 1027 National City San Diego CA
## 1028 Burlingame San Mateo CA
## 1029 Berkeley Alameda CA
## 1030 Austin Travis TX
## 1031 Riverside Riverside CA
## 1032 Cascade Cascade MT
## 1033 Reno Washoe NV
## 1034 Portland Multnomah OR
## 1035 Lisle DuPage IL
## 1036 Oakridge Lane OR
## 1037 Yonkers Westchester NY
## 1038 Allentown Lehigh PA
## 1039 Orangeburg Rockland NY
## 1040 Seneca Falls Seneca NY
## 1041 Vista San Diego CA
## 1042 Long Beach Los Angeles CA
## 1043 Maricopa Pinal AZ
## 1044 Tempe Maricopa AZ
## 1045 Redlands San Bernardino CA
## 1046 Arroyo Grande San Luis Obispo CA
## 1047 Tuxedo Park Orange NY
## 1048 Crestline San Bernardino CA
## 1049 Bend Deschutes OR
## 1050 Palmdale Los Angeles CA
## 1051 Saint Clair Shores Macomb MI
## 1052 San Marcos San Diego CA
## 1053 Rosemead Los Angeles CA
## 1054 Von Ormy Bexar TX
## 1055 Mojave Kern CA
## 1056 Albemarle Stanly NC
## 1057 Atlanta Dekalb GA
## 1058 Egg Harbor Twp Atlantic NJ
## 1059 Phoenix Maricopa AZ
## 1060 Oak Harbor Island WA
## 1061 Lawnside Camden NJ
## 1062 Yorktown Delaware IN
## 1063 Central Valley Orange NY
## 1064 Highland Falls Orange NY
## 1065 Oakland Alameda CA
## 1066 Oxford Granville NC
## 1067 Hogansville Heard GA
## 1068 North Hollywood Los Angeles CA
## 1069 Fort Worth Tarrant TX
## 1070 Atlanta DeKalb GA
## 1071 Nakina Columbus NC
## 1072 Jamaica Queens NY
## 1073 Riverside Riverside CA
## 1074 Charlotte Mecklenburg NC
## 1075 Corning Tehama CA
## 1076 Austin Travis TX
## 1077 Oak View Ventura CA
## 1078 Tualatin Washington OR
## 1079 Oakland Alameda CA
## 1080 Austin Travis TX
## 1081 Pittsburgh Allegheny PA
## 1082 Dripping Springs Travis TX
## 1083 North Highlands Sacramento CA
## 1084 Sunol Alameda CA
## 1085 Vallejo Solano CA
## 1086 Selinsgrove Snyder PA
## 1087 Santa Cruz Santa Cruz CA
## 1088 Gilroy Santa Clara CA
## 1089 San Bernardino San Bernardino CA
## 1090 Barboursville Cabell WV
## 1091 New York New York NY
## 1092 Forest Ranch Butte CA
## 1093 Los Gatos Santa Clara CA
## 1094 Inglewood Los Angeles CA
## 1095 Inglewood Los Angeles CA
## 1096 Murrieta Riverside CA
## 1097 Rancho Cucamonga San Bernardino CA
## 1098 Irving Dallas TX
## 1099 Weatherford Parker TX
## 1100 Los Angeles Los Angeles CA
## 1101 Anaheim Orange CA
## 1102 Jackson Jackson MI
## 1103 Austin Travis TX
## 1104 Austin Travis TX
## 1105 Charlotte Mecklenburg NC
## 1106 East Hartford Hartford CT
## 1107 Atlanta Fulton GA
## 1108 Sparta Hancock GA
## 1109 Dripping Springs Travis TX
## 1110 Placerville El Dorado CA
## 1111 Warren Somerset NJ
## 1112 West Sacramento Yolo CA
## 1113 Del Rey Fresno CA
## 1114 Moorestown Burlington NJ
## 1115 Charleston Kanawha WV
## 1116 Tulare Tulare CA
## 1117 Crawfordville Taliaferro GA
## 1118 Glendale Maricopa AZ
## 1119 Charlotte Mecklenburg NC
## 1120 Greenwich Western Connecticut CT
## 1121 Allentown Lehigh PA
## 1122 Overland Park Johnson KS
## 1123 San Bernardino San Bernardino CA
## 1124 San Bernardino San Bernardino CA
## 1125 Lake Elsinore Riverside CA
## 1126 Dallas Dallas TX
## 1127 San Jose Santa Clara CA
## 1128 Cottonwood Shasta CA
## 1129 Acton Los Angeles CA
## 1130 Indianapolis Marion IN
## 1131 Austin Travis TX
## 1132 Irving Dallas TX
## 1133 Medford Jackson OR
## 1134 Orlando Orange FL
## 1135 Marysville Yuba CA
## 1136 Sacramento Sacramento CA
## 1137 Pasadena Los Angeles CA
## 1138 Big Bar Trinity CA
## 1139 Mt Vernon Westchester NY
## 1140 Oceanside San Diego CA
## 1141 Kirkland King WA
## 1142 Klamath Falls Klamath OR
## 1143 Los Angeles Los Angeles CA
## 1144 Los Angeles Los Angeles CA
## 1145 Alexandria Douglas MN
## 1146 Brick Ocean NJ
## 1147 San Diego San Diego CA
## 1148 San Geronimo Marin CA
## 1149 Grand Prairie Tarrant TX
## 1150 Mechanicsburg Cumberland PA
## 1151 Los Angeles Los Angeles CA
## 1152 Escondido San Diego CA
## 1153 Escondido San Diego CA
## 1154 Austin Travis TX
## 1155 Lynwood Los Angeles CA
## 1156 Savannah Chatham GA
## 1157 Lindsay Tulare CA
## 1158 Swannanoa Buncombe NC
## 1159 Diamond Bar Los Angeles CA
## 1160 Chino Hills San Bernardino CA
## 1161 Buffalo Erie NY
## 1162 Kansas City Jackson MO
## 1163 San Jose Santa Clara CA
## 1164 Dallas Dallas TX
## 1165 Portland Multnomah OR
## 1166 Minneapolis Hennepin MN
## 1167 Charlotte Mecklenburg NC
## 1168 Smyrna Cobb GA
## 1169 Kansas City Jackson MO
## 1170 Los Angeles Los Angeles CA
## 1171 Atlanta Fulton GA
## 1172 Sacramento Sacramento CA
## 1173 San Jose Santa Clara CA
## 1174 Fort Thomas Graham AZ
## 1175 Woodbine Camden GA
## 1176 Milpitas Santa Clara CA
## 1177 Island Lake McHenry IL
## 1178 Castaic Los Angeles CA
## 1179 Cary Wake NC
## 1180 Pleasanton Alameda CA
## 1181 Bradenton Manatee FL
## 1182 Antelope Sacramento CA
## 1183 San Bernardino San Bernardino CA
## 1184 Wildomar Riverside CA
## 1185 Sacramento Sacramento CA
## 1186 Murphys Calaveras CA
## 1187 Newburgh Orange NY
## 1188 Westchester Cook IL
## 1189 San Diego San Diego CA
## 1190 Live Oak Sutter CA
## 1191 San Clemente Orange CA
## 1192 Port Chester Westchester NY
## 1193 Kernersville Forsyth NC
## 1194 Anderson Shasta CA
## 1195 Anderson Shasta CA
## 1196 Eugene Lane OR
## 1197 Carson Los Angeles CA
## 1198 Nicholls Coffee GA
## 1199 White Plains Westchester NY
## 1200 Graham Alamance NC
## 1201 Atlanta Fulton GA
## 1202 Campbell Santa Clara CA
## 1203 Philadelphia Philadelphia PA
## 1204 Barboursville Cabell WV
## 1205 Olympia Thurston WA
## 1206 Oakland Alameda CA
## 1207 Tempe Maricopa AZ
## 1208 Santa Cruz Santa Cruz CA
## 1209 Martinsville Morgan IN
## 1210 Suffern Rockland NY
## 1211 Hayward Alameda CA
## 1212 National City San Diego CA
## 1213 New River Maricopa AZ
## 1214 Stockton San Joaquin CA
## 1215 Portland Multnomah OR
## 1216 Riverside Riverside CA
## 1217 Los Angeles Los Angeles CA
## 1218 Whittier Los Angeles CA
## 1219 Vista San Diego CA
## 1220 La Puente Los Angeles CA
## 1221 Irving Tarrant TX
## 1222 Santa Rosa Sonoma CA
## 1223 Dauphin Dauphin PA
## 1224 Whittier Los Angeles CA
## 1225 San Diego San Diego CA
## 1226 Bakersfield Kern CA
## 1227 Charlotte Mecklenburg NC
## 1228 Bellport Suffolk NY
## 1229 Pleasant Hill Contra Costa CA
## 1230 Sacramento Sacramento CA
## 1231 Hillburn Rockland NY
## 1232 Darien Fairfield CT
## 1233 Brookings Curry OR
## 1234 Santa Rosa Sonoma CA
## 1235 Montclair San Bernardino CA
## 1236 Royal Oak Oakland MI
## 1237 Fresno Fresno CA
## 1238 Wofford Heights Kern CA
## 1239 Klamath Falls Klamath OR
## 1240 Long Beach Los Angeles CA
## 1241 Austin Travis TX
## 1242 Inver Grove Heights Dakota MN
## 1243 East Hartford Capitol CT
## 1244 Kansas City Wyandotte KS
## 1245 Hempstead Nassau NY
## 1246 Apple Valley San Bernardino CA
## 1247 Cascade Cascade MT
## 1248 Shingletown Shasta CA
## 1249 La Crescenta Los Angeles CA
## 1250 Waterbury Naugatuck Valley CT
## 1251 Oakland Alameda CA
## 1252 San Diego San Diego CA
## 1253 Seaside Monterey CA
## 1254 Baldwin Park Los Angeles CA
## 1255 Hawthorne Westchester NY
## 1256 Bay Point Contra Costa CA
## 1257 Live Oak Sutter CA
## 1258 White Plains Westchester NY
## 1259 Atlanta Fulton GA
## 1260 Whitehall Lehigh PA
## 1261 Milford Pike PA
## 1262 El Dorado Hills El Dorado CA
## 1263 Wade Cumberland NC
## 1264 Gloucester City Camden NJ
## 1265 Los Angeles Los Angeles CA
## 1266 Arlington Tarrant TX
## 1267 Woodland Yolo CA
## 1268 Martinez Contra Costa CA
## 1269 Los Angeles Los Angeles CA
## 1270 Newark Essex NJ
## 1271 Feura Bush Albany NY
## 1272 Riverside Riverside CA
## 1273 Sacramento Sacramento CA
## 1274 Smyrna Cobb GA
## 1275 Santa Ana Orange CA
## 1276 Cyclone McKean PA
## 1277 Cortlandt Manor Westchester NY
## 1278 Brooklyn Kings NY
## 1279 Charleston Kanawha WV
## 1280 Arlington Tarrant TX
## 1281 Verona Dane WI
## 1282 West Covina Los Angeles CA
## 1283 Covina Los Angeles CA
## 1284 Norwalk Los Angeles CA
## 1285 Syracuse Onondaga NY
## 1286 Tappahannock Essex VA
## 1287 Glendale Los Angeles CA
## 1288 Suffolk Suffolk VA
## 1289 Jordan Valley Malheur OR
## 1290 Gustine Merced CA
## 1291 Danville Contra Costa CA
## 1292 Duncansville Blair PA
## 1293 Atlanta Fulton GA
## 1294 Sunnyvale Santa Clara CA
## 1295 Romulus Wayne MI
## 1296 East Orange Essex NJ
## 1297 Ontario San Bernardino CA
## 1298 Starbuck Pope MN
## 1299 Grand Rapids Kent MI
## 1300 Salinas Monterey CA
## 1301 Newhall Los Angeles CA
## 1302 Portland Multnomah OR
## 1303 Cannon Beach Clatsop OR
## 1304 Rancho Santa Fe San Diego CA
## 1305 Redwood City San Mateo CA
## 1306 Kansas City Wyandotte KS
## 1307 Stamford Fairfield CT
## 1308 Sutton Braxton WV
## 1309 Buena Park Orange CA
## 1310 Lumberton Robeson NC
## 1311 Bellevue King WA
## 1312 Del Valle Travis TX
## 1313 Sacramento Sacramento CA
## 1314 San Bernardino San Bernardino CA
## 1315 Olathe Johnson KS
## 1316 Washington Beaufort NC
## 1317 Echo Umatilla OR
## 1318 Los Angeles Los Angeles CA
## 1319 Detroit Wayne MI
## 1320 Phoenix Maricopa AZ
## 1321 Dallas Dallas TX
## 1322 Minnesota City Winona MN
## 1323 Cantil Kern CA
## 1324 Manhasset Nassau NY
## 1325 Calabasas Los Angeles CA
## 1326 San Jose Santa Clara CA
## 1327 Fort Lee Bergen NJ
## 1328 Sacramento Sacramento CA
## 1329 Bozeman Gallatin MT
## 1330 Mooresville Iredell NC
## 1331 San Lorenzo Alameda CA
## 1332 Los Angeles Los Angeles CA
## 1333 Walnut Los Angeles CA
## 1334 Bellmawr Camden NJ
## 1335 Anaheim Orange CA
## 1336 Atlanta Fulton GA
## 1337 Graham Alamance NC
## 1338 Hightstown Mercer NJ
## 1339 Renton King WA
## 1340 Atlanta Fulton GA
## 1341 Emeryville Alameda CA
## 1342 Watervliet Albany NY
## 1343 Anaheim Orange CA
## 1344 San Jose Santa Clara CA
## 1345 Montrose Los Angeles CA
## 1346 Chino Hills San Bernardino CA
## 1347 Fresno Fresno CA
## 1348 La Crescenta Los Angeles CA
## 1349 Sacramento Sacramento CA
## 1350 Mason Ingham MI
## 1351 Scott Depot Putnam WV
## 1352 Tempe Maricopa AZ
## 1353 Jackson Jackson MI
## 1354 Alamo Contra Costa CA
## 1355 Rodeo Contra Costa CA
## 1356 Point Reyes Station Marin CA
## 1357 Riverside Riverside CA
## 1358 Ontario San Bernardino CA
## 1359 Elmhurst DuPage IL
## 1360 Grand Rapids Kent MI
## 1361 Riverside Riverside CA
## 1362 Murrieta Riverside CA
## 1363 Los Angeles Los Angeles CA
## 1364 Los Angeles Los Angeles CA
## 1365 Rancho Cordova Sacramento CA
## 1366 Hugo Anoka MN
## 1367 Elmhurst DuPage IL
## 1368 Montague Siskiyou CA
## 1369 Belmont Allegany NY
## 1370 Little Neck Queens NY
## 1371 Lynwood Los Angeles CA
## 1372 West Chicago Dupage IL
## 1373 Middletown Middlesex CT
## 1374 Greensboro Guilford NC
## 1375 Charlotte Mecklenburg NC
## 1376 Tyrone Blair PA
## 1377 Brea Orange CA
## 1378 Goleta Santa Barbara CA
## 1379 Decatur DeKalb GA
## 1380 Anaheim Orange CA
## 1381 Feasterville Trevose Bucks PA
## 1382 Grove City Mercer PA
## 1383 Cottonwood Shasta CA
## 1384 Ontario San Bernardino CA
## 1385 Los Angeles Los Angeles CA
## 1386 Los Angeles Los Angeles CA
## 1387 Harshaw Oneida WI
## 1388 Santa Ana Orange CA
## 1389 Boyce Clarke VA
## 1390 Lakewood Ocean NJ
## 1391 Bay Point Contra Costa CA
## 1392 Millbrae San Mateo CA
## 1393 Los Angeles Los Angeles CA
## 1394 Bridgeport Fairfield CT
## 1395 Fennville Allegan MI
## 1396 South Gate Los Angeles CA
## 1397 Temecula Riverside CA
## 1398 Newtown Fairfield CT
## 1399 Reno Washoe NV
## 1400 San Diego San Diego CA
## 1401 Bakersfield Kern CA
## 1402 Gardena Los Angeles CA
## 1403 Santa Ana Orange CA
## 1404 Redwood City San Mateo CA
## 1405 Morrisville Wake NC
## 1406 Valley Springs Calaveras CA
## 1407 Atlanta Dekalb GA
## 1408 Corona Riverside CA
## 1409 Willowbrook DuPage IL
## 1410 Detroit Wayne MI
## 1411 Whittier Los Angeles CA
## 1412 Hesperia San Bernardino CA
## 1413 East Meadow Nassau NY
## 1414 Orange Orange CA
## 1415 Fontana San Bernardino CA
## 1416 Los Angeles Los Angeles CA
## 1417 Diamond Springs El Dorado CA
## 1418 Chandler Maricopa AZ
## 1419 Lynwood Los Angeles CA
## 1420 San Diego San Diego CA
## 1421 Heltonville Monroe IN
## 1422 Cibola La Paz AZ
## 1423 Los Angeles Los Angeles CA
## 1424 Los Angeles Los Angeles CA
## 1425 Anaheim Orange CA
## 1426 Grand Rapids Kent MI
## 1427 Austin Travis TX
## 1428 Indianapolis Marion IN
## 1429 Los Angeles Los Angeles CA
## 1430 Los Angeles Los Angeles CA
## 1431 Toledo Lincoln OR
## 1432 Los Angeles Los Angeles CA
## 1433 Sacramento Sacramento CA
## 1434 Irvine Orange CA
## 1435 Phoenix Maricopa AZ
## 1436 Rensselaer Rensselaer NY
## 1437 Anaheim Orange CA
## 1438 Orinda Contra Costa CA
## 1439 Rye Westchester NY
## 1440 Sacramento Sacramento CA
## 1441 Leland Brunswick NC
## 1442 Ossian Wells IN
## 1443 San Bernardino San Bernardino CA
## 1444 Osterburg Bedford PA
## 1445 Philadelphia Philadelphia PA
## 1446 Pflugerville Travis TX
## 1447 Lodi San Joaquin CA
## 1448 Portland Multnomah OR
## 1449 Brooklyn Kings NY
## 1450 Anaheim Orange CA
## 1451 Bronx Bronx NY
## 1452 Riverside Riverside CA
## 1453 Lombard DuPage IL
## 1454 Compton Los Angeles CA
## 1455 Compton Los Angeles CA
## 1456 Compton Los Angeles CA
## 1457 New York New York NY
## 1458 Gibbstown Gloucester NJ
## 1459 San Diego San Diego CA
## 1460 La Grande Union OR
## 1461 Charlotte Mecklenburg NC
## 1462 Port Reading Middlesex NJ
## 1463 Santa Clarita Los Angeles CA
## 1464 Damascus Clackamas OR
## 1465 Tujunga Los Angeles CA
## 1466 Los Angeles Los Angeles CA
## 1467 Hogansville Troup GA
## 1468 Jersey City Hudson NJ
## 1469 Eugene Lane OR
## 1470 Hawthorne Los Angeles CA
## 1471 Orange Orange CA
## 1472 Anaheim Orange CA
## 1473 San Diego San Diego CA
## 1474 Encinitas San Diego CA
## 1475 Liverpool Onondaga NY
## 1476 Ontario San Bernardino CA
## 1477 Posen Cook IL
## 1478 Oakland Alameda CA
## 1479 Federal Way King WA
## 1480 Highland Mills Orange NY
## 1481 Sparks Washoe NV
## 1482 Sparks Washoe NV
## 1483 Overton Clark NV
## 1484 Blackwood Camden NJ
## 1485 Atlanta Fulton GA
## 1486 Sacramento Sacramento CA
## 1487 Churchville Augusta VA
## 1488 New York New York NY
## 1489 Sacramento Sacramento CA
## 1490 Soquel Santa Cruz CA
## 1491 Baldwin Park Los Angeles CA
## 1492 Norfolk Norfolk VA
## 1493 Paterson Passaic NJ
## 1494 Winston-Salem Forsyth NC
## 1495 Woodland Yolo CA
## 1496 Renton King WA
## 1497 Oak Creek Milwaukee WI
## 1498 Dalton Whitfield GA
## 1499 Fremont Alameda CA
## 1500 Pacifica San Mateo CA
## 1501 San Bernardino San Bernardino CA
## 1502 Eden Prairie Hennepin MN
## 1503 West Sacramento Yolo CA
## 1504 Atlanta Fulton GA
## 1505 La Grande Union OR
## 1506 Woodridge DuPage IL
## 1507 Los Angeles Los Angeles CA
## 1508 Sacramento Sacramento CA
## 1509 Newtown King and Queen VA
## 1510 Augusta Richmond GA
## 1511 Stockton San Joaquin CA
## 1512 Chicago Cook IL
## 1513 Cumberland Cumberland VA
## 1514 Sausalito Marin CA
## 1515 Merced Merced CA
## 1516 San Jose Santa Clara CA
## 1517 Meriden New Haven CT
## 1518 Darien Fairfield CT
## 1519 Hanover Park DuPage IL
## 1520 Phoenix Maricopa AZ
## 1521 Carson Los Angeles CA
## 1522 State College Centre PA
## 1523 Bayonne Hudson NJ
## 1524 Chicago Cook IL
## 1525 Santa Ana Orange CA
## 1526 Oakland Alameda CA
## 1527 Platteville Weld CO
## 1528 Sun Valley Los Angeles CA
## 1529 Chandler Pinal AZ
## 1530 Hebron Capitol CT
## 1531 Long Beach Los Angeles CA
## 1532 Los Angeles Los Angeles CA
## 1533 Los Angeles Los Angeles CA
## 1534 Vida Lane OR
## 1535 Paramount Los Angeles CA
## 1536 Tempe Maricopa AZ
## 1537 Portland Multnomah OR
## 1538 Corona Riverside CA
## 1539 Pittsburgh Allegheny PA
## 1540 Minneapolis Hennepin MN
## 1541 Griffin Spalding GA
## 1542 Dallas Dallas TX
## 1543 Antioch Contra Costa CA
## 1544 Vancouver Clark WA
## 1545 Gladwyne Montgomery PA
## 1546 Laytonville Mendocino CA
## 1547 Quincy Plumas CA
## 1548 Swannanoa Buncombe NC
## 1549 Bronx Bronx NY
## 1550 Running Springs San Bernardino CA
## 1551 El Monte Los Angeles CA
## 1552 El Monte Los Angeles CA
## 1553 Riverside Riverside CA
## 1554 Santa Clara Santa Clara CA
## 1555 Ashby Grant MN
## 1556 Lees Summit Jackson MO
## 1557 New Windsor Orange NY
## 1558 Riverside Riverside CA
## 1559 Tehachapi Kern CA
## 1560 Chino San Bernardino CA
## 1561 Phelan San Bernardino CA
## 1562 New Paltz Ulster NY
## 1563 Grand Rapids Kent MI
## 1564 Austin Travis TX
## 1565 Highland Park Wayne MI
## 1566 Durham Butte CA
## 1567 Marina Monterey CA
## 1568 Gardena Los Angeles CA
## 1569 Riverside Riverside CA
## 1570 Brooklyn Kings NY
## 1571 Brooklyn Kings NY
## 1572 Rancho Cordova Sacramento CA
## 1573 Watsonville Santa Cruz CA
## 1574 Woodbridge Middlesex NJ
## 1575 Atlanta Fulton GA
## 1576 San Quentin Marin CA
## 1577 McLeansville Guilford NC
## 1578 Corona Riverside CA
## 1579 Stockton San Joaquin CA
## 1580 Shelley Bingham ID
## 1581 Roseburg Douglas OR
## 1582 Atlanta DeKalb GA
## 1583 Port Orford Curry OR
## 1584 Claremont Los Angeles CA
## 1585 Corona Queens NY
## 1586 Tujunga Los Angeles CA
## 1587 Charlotte Mecklenburg NC
## 1588 Phelan San Bernardino CA
## 1589 Junction City Lane OR
## 1590 Olivehurst Yuba CA
## 1591 Atlanta Fulton GA
## 1592 Anaheim Orange CA
## 1593 Nyack Rockland NY
## 1594 San Diego San Diego CA
## 1595 San Diego San Diego CA
## 1596 Philadelphia Philadelphia PA
## 1597 Ventura Ventura CA
## 1598 Bronx Bronx NY
## 1599 Lost Hills Kern CA
## 1600 Grand Rapids Kent MI
## 1601 Phoenix Maricopa AZ
## 1602 Elgin Kane IL
## 1603 Los Angeles Los Angeles CA
## 1604 Pottsville Schuylkill PA
## 1605 Colton Clackamas OR
## 1606 Madison Dane WI
## 1607 Atlanta Dekalb GA
## 1608 San Bernardino San Bernardino CA
## 1609 San Jose Santa Clara CA
## 1610 Cupertino Santa Clara CA
## 1611 Wheatland Yuba CA
## 1612 Manton Wexford MI
## 1613 Ontario San Bernardino CA
## 1614 Ontario San Bernardino CA
## 1615 Los Angeles Los Angeles CA
## 1616 Charlotte Mecklenburg NC
## 1617 Atlanta Fulton GA
## 1618 Buffalo Erie NY
## 1619 San Bernardino San Bernardino CA
## 1620 Riverside Riverside CA
## 1621 Bothell Snohomish WA
## 1622 Lafayette Contra Costa CA
## 1623 Oxnard Ventura CA
## 1624 Valley Springs Calaveras CA
## 1625 Enfield Halifax NC
## 1626 Bonsall San Diego CA
## 1627 Kansas City Jackson MO
## 1628 New York New York NY
## 1629 Norwalk Fairfield CT
## 1630 Renton King WA
## 1631 Stamford Fairfield CT
## 1632 Petaluma Sonoma CA
## 1633 Charleston Kanawha WV
## 1634 Austin Travis TX
## 1635 East Berlin York PA
## 1636 Vancouver Clark WA
## 1637 Santa Fe Springs Los Angeles CA
## 1638 Detroit Wayne MI
## 1639 Long Beach Los Angeles CA
## 1640 Yorktown Heights Westchester NY
## 1641 Bedminster Somerset NJ
## 1642 Atlanta Fulton GA
## 1643 Atlanta Fulton GA
## 1644 Grants Pass Josephine OR
## 1645 Fremont Alameda CA
## 1646 Portland Multnomah OR
## 1647 West Harrison Westchester NY
## 1648 Defuniak Springs Walton FL
## 1649 Bronx Bronx NY
## 1650 Modesto Stanislaus CA
## 1651 Red Bluff Tehama CA
## 1652 Rocky Mount Franklin VA
## 1653 Osseo Hennepin MN
## 1654 Fresno Fresno CA
## 1655 Cave Junction Josephine OR
## 1656 Sylmar Los Angeles CA
## 1657 Kent King WA
## 1658 Los Angeles Los Angeles CA
## 1659 Temecula Riverside CA
## 1660 Long Beach Los Angeles CA
## 1661 East Hartford Hartford CT
## 1662 Davis Yolo CA
## 1663 Rancho Cucamonga San Bernardino CA
## 1664 Westminster Orange CA
## 1665 Westminster Orange CA
## 1666 La Puente Los Angeles CA
## 1667 Gilchrist Klamath OR
## 1668 Sherman Oaks Los Angeles CA
## 1669 Lake Elsinore Riverside CA
## 1670 Nipomo San Luis Obispo CA
## 1671 Rodeo Contra Costa CA
## 1672 Chicago Cook IL
## 1673 Cameron Park El Dorado CA
## 1674 San Diego San Diego CA
## 1675 Norwalk Los Angeles CA
## 1676 Los Angeles Los Angeles CA
## 1677 Sacramento Sacramento CA
## 1678 Milwaukee Milwaukee WI
## 1679 Buffalo Erie NY
## 1680 Grand Prairie Dallas TX
## 1681 Duarte Los Angeles CA
## 1682 Dixon Solano CA
## 1683 West Linn Clackamas OR
## 1684 Itasca DuPage IL
## 1685 Itasca DuPage IL
## 1686 Wappingers Falls Dutchess NY
## 1687 Los Angeles Los Angeles CA
## 1688 Allenwood Monmouth NJ
## 1689 Brooklyn Kings NY
## 1690 Philadelphia Philadelphia PA
## 1691 Bakersfield Kern CA
## 1692 Kansas City Jackson MO
## 1693 Martinsville Henry VA
## 1694 Saint Paul Dakota MN
## 1695 Clifton Park Saratoga NY
## 1696 Los Angeles Los Angeles CA
## 1697 Woodbridge Middlesex NJ
## 1698 Shakopee Scott MN
## 1699 Wolf Creek Josephine OR
## 1700 Chambersburg Franklin PA
## 1701 Downers Grove DuPage IL
## 1702 Old Fort McDowell NC
## 1703 Detroit Wayne MI
## 1704 Exeter Tulare CA
## 1705 Moreno Valley Riverside CA
## 1706 Keene Kern CA
## 1707 Canyon Country Los Angeles CA
## 1708 Lincroft Monmouth NJ
## 1709 Oroville Butte CA
## 1710 Weatherford Parker TX
## 1711 Acton Los Angeles CA
## 1712 Hurst Tarrant TX
## 1713 La Verne Los Angeles CA
## 1714 Lithia Springs Douglas GA
## 1715 Berkeley Cook IL
## 1716 Capistrano Beach Orange CA
## 1717 Chandler Maricopa AZ
## 1718 Selkirk Albany NY
## 1719 Kingman Mohave AZ
## 1720 Nanuet Rockland NY
## 1721 Newbury Park Ventura CA
## 1722 Ontario San Bernardino CA
## 1723 Hanford Kings CA
## 1724 Westbury Nassau NY
## 1725 Los Angeles Los Angeles CA
## 1726 Ontario San Bernardino CA
## 1727 Auburn King WA
## 1728 Mesa Maricopa AZ
## 1729 Milford Pike PA
## 1730 Whittier Los Angeles CA
## 1731 Sacramento Sacramento CA
## 1732 Lake Station Lake IN
## 1733 Kentfield Marin CA
## 1734 New Brunswick Middlesex NJ
## 1735 Carlsbad San Diego CA
## 1736 Spicer Kandiyohi MN
## 1737 Torrance Los Angeles CA
## 1738 Lake Oswego Clackamas OR
## 1739 New City Rockland NY
## 1740 Austin Travis TX
## 1741 Anaheim Orange CA
## 1742 San Bernardino San Bernardino CA
## 1743 Port Reading Middlesex NJ
## 1744 Martinez Contra Costa CA
## 1745 Granite Bay Placer CA
## 1746 Chicago Cook IL
## 1747 Vista San Diego CA
## 1748 Laguna Niguel Orange CA
## 1749 Ontario San Bernardino CA
## 1750 Collegeville Montgomery PA
## 1751 Moreno Valley Riverside CA
## 1752 Winchester Riverside CA
## 1753 Compton Los Angeles CA
## 1754 Milpitas Santa Clara CA
## 1755 Granite Bay Placer CA
## 1756 East Lyme New London CT
## 1757 Bronx Bronx NY
## 1758 Sacramento Sacramento CA
## 1759 Macon Bibb GA
## 1760 Azusa Los Angeles CA
## 1761 Hinsdale Cook IL
## 1762 Lake Elsinore Riverside CA
## 1763 Stillwater Washington MN
## 1764 Fort Worth Tarrant TX
## 1765 Kansas City Clay MO
## 1766 Fresno Fresno CA
## 1767 Los Angeles Los Angeles CA
## 1768 San Andreas Calaveras CA
## 1769 Harrisburg Dauphin PA
## 1770 Whitmore Lake Washtenaw MI
## 1771 Los Angeles Los Angeles CA
## 1772 Los Angeles Los Angeles CA
## 1773 Santa Rosa Sonoma CA
## 1774 Fletcher Buncombe NC
## 1775 Roaring Spring Blair PA
## 1776 Canyon Country Los Angeles CA
## 1777 San Diego San Diego CA
## 1778 Livermore Alameda CA
## 1779 San Bernardino San Bernardino CA
## 1780 Los Gatos Santa Clara CA
## 1781 Bozeman Gallatin MT
## 1782 Oroville Butte CA
## 1783 La Canada Flintridge Los Angeles CA
## 1784 Los Angeles Los Angeles CA
## 1785 Sunnyvale Santa Clara CA
## 1786 Griffin Spalding GA
## 1787 Fulks Run Rockingham VA
## 1788 Augusta Richmond GA
## 1789 Madison Dane WI
## 1790 Tangent Linn OR
## 1791 Milwaukee Milwaukee WI
## 1792 Albany Albany NY
## 1793 Mountain View Santa Clara CA
## 1794 Madison Heights Oakland MI
## 1795 Madera Madera CA
## 1796 Hanford Kings CA
## 1797 Grass Valley Nevada CA
## 1798 Dunn Harnett NC
## 1799 Bonita San Diego CA
## 1800 Annville Lebanon PA
## 1801 Granite City Madison IL
## 1802 Orange Orange CA
## 1803 Vista San Diego CA
## 1804 Vista San Diego CA
## 1805 La Crescenta Los Angeles CA
## 1806 Cardiff by the Sea San Diego CA
## 1807 Cranbury Middlesex NJ
## 1808 Los Angeles Los Angeles CA
## 1809 Leesburg Loudoun VA
## 1810 Alamo Contra Costa CA
## 1811 Cottage Grove Lane OR
## 1812 Holly Oakland MI
## 1813 Suffolk Suffolk VA
## 1814 Blue River Linn OR
## 1815 Waverly Wood WV
## 1816 Sumner Pierce WA
## 1817 Sylmar Los Angeles CA
## 1818 Oakland Alameda CA
## 1819 Tustin Orange CA
## 1820 Seattle King WA
## 1821 Cottonwood Tehama CA
## 1822 Junction City Lane OR
## 1823 Pasadena Los Angeles CA
## 1824 Sacramento Sacramento CA
## 1825 Sacramento Sacramento CA
## 1826 Saint Petersburg Pinellas FL
## 1827 Southfield Oakland MI
## 1828 Bloomington San Bernardino CA
## 1829 The Dalles Wasco OR
## 1830 San Rafael Marin CA
## 1831 Sacramento Sacramento CA
## 1832 Austin Travis TX
## 1833 South San Francisco San Mateo CA
## 1834 Pensacola Escambia FL
## 1835 Rainier Thurston WA
## 1836 Sun Valley Los Angeles CA
## 1837 Irvine Orange CA
## 1838 Leona Valley Los Angeles CA
## 1839 Monterey Monterey CA
## 1840 Decatur DeKalb GA
## 1841 Buffalo Erie NY
## 1842 Norwalk Los Angeles CA
## 1843 Dallas Dallas TX
## 1844 Norwalk Los Angeles CA
## 1845 Isleton Sacramento CA
## 1846 Albert Lea Freeborn MN
## 1847 Pierson Volusia FL
## 1848 La Habra Los Angeles CA
## 1849 Neenah Winnebago WI
## 1850 Tacoma Pierce WA
## 1851 Redlands San Bernardino CA
## 1852 Los Angeles Los Angeles CA
## 1853 Long Beach Los Angeles CA
## 1854 Long Beach Los Angeles CA
## 1855 New Albany Floyd IN
## 1856 Inglewood Los Angeles CA
## 1857 Mechanicsburg Cumberland PA
## 1858 Sherman Oaks Los Angeles CA
## 1859 Universal City Los Angeles CA
## 1860 Glendale Maricopa AZ
## 1861 Ferndale Humboldt CA
## 1862 Adairsville Bartow GA
## 1863 Upland San Bernardino CA
## 1864 San Diego San Diego CA
## 1865 Lewiston Trinity CA
## 1866 Tustin Orange CA
## 1867 Hillside Cook IL
## 1868 Duarte Los Angeles CA
## 1869 Atlanta Fulton GA
## 1870 Newnan Coweta GA
## 1871 Soledad Monterey CA
## 1872 Merced Merced CA
## 1873 Lemont Cook IL
## 1874 Marshall Marin CA
## 1875 Goodview Bedford VA
## 1876 San Diego San Diego CA
## 1877 San Jose Santa Clara CA
## 1878 Napa Napa CA
## 1879 Chicago Cook IL
## 1880 Los Angeles Los Angeles CA
## 1881 Grass Valley Nevada CA
## 1882 Falling Waters Berkeley WV
## 1883 Bishop Mono CA
## 1884 Los Angeles Los Angeles CA
## 1885 Woodburn Marion OR
## 1886 San Bernardino San Bernardino CA
## 1887 San Diego San Diego CA
## 1888 Ventura Ventura CA
## 1889 Saint Cloud Stearns MN
## 1890 Oakland Alameda CA
## 1891 Remington Fauquier VA
## 1892 Deforest Dane WI
## 1893 Santa Fe Springs Los Angeles CA
## 1894 Plainview Nassau NY
## 1895 Clifton Passaic NJ
## 1896 Richmond Contra Costa CA
## 1897 New Enterprise Bedford PA
## 1898 Hayward Alameda CA
## 1899 Newark Essex NJ
## 1900 Brick Monmouth NJ
## 1901 Suamico Brown WI
## 1902 Dallas Dallas TX
## 1903 Sherman Oaks Los Angeles CA
## 1904 Klamath Falls Klamath OR
## 1905 Atlanta Fulton GA
## 1906 Castro Valley Alameda CA
## 1907 Mattawan Van Buren MI
## 1908 Lincoln Park Wayne MI
## 1909 Atlanta Fulton GA
## 1910 Tustin Orange CA
## 1911 Oceanside San Diego CA
## 1912 Granite Bay Placer CA
## 1913 Dallas Dallas TX
## 1914 New York New York NY
## 1915 Boise Ada ID
## 1916 Los Angeles Los Angeles CA
## 1917 Oakland Alameda CA
## 1918 Santa Rosa Sonoma CA
## 1919 Duarte Los Angeles CA
## 1920 La Puente Los Angeles CA
## 1921 West Covina Los Angeles CA
## 1922 Redmond King WA
## 1923 Springfield Lane OR
## 1924 Los Angeles Los Angeles CA
## 1925 Bronx Bronx NY
## 1926 Fullerton Orange CA
## 1927 Pomona Los Angeles CA
## 1928 Los Angeles Los Angeles CA
## 1929 Los Angeles Los Angeles CA
## 1930 Commerce Banks GA
## 1931 Black Canyon City Yavapai AZ
## 1932 Milwaukee Milwaukee WI
## 1933 Saint Paul Dakota MN
## 1934 Corona Riverside CA
## 1935 San Diego San Diego CA
## 1936 Old Fort McDowell NC
## 1937 Newtown Fairfield CT
## 1938 Chatsworth Los Angeles CA
## 1939 Woodland Hills Los Angeles CA
## 1940 Los Angeles Los Angeles CA
## 1941 Royal Oak Oakland MI
## 1942 Los Angeles Los Angeles CA
## 1943 Redwood City San Mateo CA
## 1944 Santa Rosa Sonoma CA
## 1945 Lake Katrine Ulster NY
## 1946 Chambersburg Franklin PA
## 1947 Carson Los Angeles CA
## 1948 McCloud Siskiyou CA
## 1949 Los Angeles Los Angeles CA
## 1950 Los Angeles Los Angeles CA
## 1951 Clearfield Clearfield PA
## 1952 Corona Riverside CA
## 1953 Buckeye Maricopa AZ
## 1954 Surprise Maricopa AZ
## 1955 Montclair San Bernardino CA
## 1956 Downey Los Angeles CA
## 1957 Shawnee Johnson KS
## 1958 Los Angeles Los Angeles CA
## 1959 San Francisco San Francisco CA
## 1960 Saginaw St. Louis MN
## 1961 Secaucus Hudson NJ
## 1962 Decatur DeKalb GA
## 1963 Livingston Park MT
## 1964 Sonora Tuolumne CA
## 1965 Senoia Coweta GA
## 1966 Vallejo Solano CA
## 1967 La Puente Los Angeles CA
## 1968 Anaheim Orange CA
## 1969 San Diego San Diego CA
## 1970 Fresno Fresno CA
## 1971 Southport Fairfield CT
## 1972 Lyburn Logan WV
## 1973 Lebec Los Angeles CA
## 1974 La Palma Orange CA
## 1975 Charlotte Mecklenburg NC
## 1976 Phoenix Maricopa AZ
## 1977 Phoenix Maricopa AZ
## 1978 Fresno Fresno CA
## 1979 Dallas Polk OR
## 1980 Los Angeles Los Angeles CA
## 1981 Peekskill Westchester NY
## 1982 New Rochelle Westchester NY
## 1983 San Jose Santa Clara CA
## 1984 Bridgeport Fairfield CT
## 1985 Valley Village Los Angeles CA
## 1986 Cheshire New Haven CT
## 1987 Phoenix Maricopa AZ
## 1988 Pasadena Los Angeles CA
## 1989 San Bernardino San Bernardino CA
## 1990 Elverta Sacramento CA
## 1991 East Brunswick Middlesex NJ
## 1992 Happy Valley Clackamas OR
## 1993 Chicago Cook IL
## 1994 Baldwin Park Los Angeles CA
## 1995 Sacramento Sacramento CA
## 1996 Ontario Malheur OR
## 1997 Griffin Spalding GA
## 1998 Irvine Orange CA
## 1999 Murrieta Riverside CA
## 2000 Ontario San Bernardino CA
## 2001 Stinson Beach Marin CA
## 2002 St Helena Napa CA
## 2003 Dos Palos Merced CA
## 2004 Cary Wake NC
## 2005 Boulder Creek Santa Cruz CA
## 2006 Delano Tulare CA
## 2007 Ontario San Bernardino CA
## 2008 Grand Terrace San Bernardino CA
## 2009 Oceanside San Diego CA
## 2010 Norris Madison MT
## 2011 Hacienda Heights Los Angeles CA
## 2012 Hoschton Jackson GA
## 2013 Mercer Island King WA
## 2014 Garden Grove Orange CA
## 2015 Braselton Barrow GA
## 2016 Auburn King WA
## 2017 Medford Jackson OR
## 2018 McDonough Henry GA
## 2019 Davis Yolo CA
## 2020 Hamburg Berks PA
## 2021 Los Angeles Los Angeles CA
## 2022 Valley Springs Calaveras CA
## 2023 Brewster Putnam NY
## 2024 Sonora Tuolumne CA
## 2025 Waverly Sussex VA
## 2026 Corona Riverside CA
## 2027 Tustin Orange CA
## 2028 Daly City San Mateo CA
## 2029 Elmhurst Cook IL
## 2030 Boonville Yadkin NC
## 2031 Downers Grove DuPage IL
## 2032 Savannah Chatham GA
## 2033 Los Angeles Los Angeles CA
## 2034 Camarillo Ventura CA
## 2035 Hogansville Troup GA
## 2036 Santa Ana Orange CA
## 2037 Pasadena Los Angeles CA
## 2038 Newhall Los Angeles CA
## 2039 Altoona Blair PA
## 2040 Austin Travis TX
## 2041 Garberville Humboldt CA
## 2042 Alexandria Fairfax County VA
## 2043 Los Angeles Los Angeles CA
## 2044 Palatine Lake IL
## 2045 Renton King WA
## 2046 Irving Tarrant TX
## 2047 Irving Tarrant TX
## 2048 Ontario San Bernardino CA
## 2049 San Mateo San Mateo CA
## 2050 Gustine Merced CA
## 2051 Lodi San Joaquin CA
## 2052 Nutley Essex NJ
## 2053 Fontana San Bernardino CA
## 2054 Hayesville Clay NC
## 2055 Wasco Sherman OR
## 2056 Osterburg Bedford PA
## 2057 Dallas Dallas TX
## 2058 Pittsburgh Allegheny PA
## 2059 Santa Rosa Sonoma CA
## 2060 Willowbrook DuPage IL
## 2061 Cottage Grove Lane OR
## 2062 Eugene Lane OR
## 2063 Los Angeles Los Angeles CA
## 2064 Tustin Orange CA
## 2065 Carteret Middlesex NJ
## 2066 Alamo Contra Costa CA
## 2067 Atlanta Cobb GA
## 2068 Los Angeles Los Angeles CA
## 2069 Winchester Frederick VA
## 2070 Balch Springs Dallas TX
## 2071 Atlanta Fulton GA
## 2072 Nyack Rockland NY
## 2073 Saratoga Santa Clara CA
## 2074 Whittier Los Angeles CA
## 2075 Moorpark Ventura CA
## 2076 Fall City King WA
## 2077 Anaheim Orange CA
## 2078 Encinitas San Diego CA
## 2079 North Hills Los Angeles CA
## 2080 Schenectady Albany NY
## 2081 Byron Olmsted MN
## 2082 Riverside Riverside CA
## 2083 Sisters Deschutes OR
## Zipcode Timezone Weather_Timestamp Temperature.F. Wind_Chill.F.
## 1 44131 US/Eastern 2022-09-08 06:53:00 63 63
## 2 17408 US/Eastern 2022-09-08 04:53:00 65 65
## 3 19335 US/Eastern 2022-09-08 06:35:00 61 61
## 4 33478 US/Eastern 2022-09-08 04:55:00 77 76
## 5 60451 US/Central 2022-09-08 04:35:00 61 61
## 6 34420 US/Eastern 2022-09-08 06:51:00 73 73
## 7 23847 US/Eastern 2022-09-08 00:35:00 69 69
## 8 19462 US/Eastern 2022-09-08 05:55:00 60 60
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## 2051 95240 US/Pacific 2023-02-26 21:55:00 47 43
## 2052 07110 US/Eastern 2023-03-29 06:51:00 34 30
## 2053 92335 US/Pacific 2023-03-23 15:37:00 53 53
## 2054 28904-8702 US/Eastern 2023-03-28 17:16:00 60 60
## 2055 97065 US/Pacific 2023-03-29 12:53:00 50 50
## 2056 16667 US/Eastern 2023-03-27 09:53:00 52 52
## 2057 75211 US/Central 2023-03-21 23:53:00 66 66
## 2058 15209 US/Eastern 2023-02-27 08:53:00 38 33
## 2059 95407-8033 US/Pacific 2023-02-27 18:53:00 43 39
## 2060 60527 US/Central 2023-03-29 14:53:00 42 38
## 2061 97424 US/Pacific 2023-03-29 15:54:00 59 59
## 2062 97402 US/Pacific 2023-02-27 15:54:00 43 36
## 2063 90045-2147 US/Pacific 2023-02-28 07:53:00 51 51
## 2064 92780 US/Pacific 2023-03-31 14:53:00 63 63
## 2065 07008 US/Eastern 2023-02-27 23:35:00 34 26
## 2066 94507 US/Pacific 2023-02-27 07:53:00 45 39
## 2067 30339 US/Eastern 2023-03-24 10:55:00 67 67
## 2068 90077 US/Pacific 2023-03-30 12:51:00 59 59
## 2069 22603-5429 US/Eastern 2023-03-27 10:15:00 52 52
## 2070 75180 US/Central 2023-02-27 07:50:00 55 55
## 2071 30309 US/Eastern 2023-03-31 12:53:00 71 71
## 2072 10960 US/Eastern 2023-02-26 02:56:00 20 20
## 2073 95070-9765 US/Pacific 2023-03-31 18:53:00 55 55
## 2074 90606 US/Pacific 2023-02-27 09:53:00 54 54
## 2075 93021 US/Pacific 2023-03-28 08:55:00 54 54
## 2076 98024 US/Pacific 2023-03-24 18:53:00 45 39
## 2077 92807 US/Pacific 2023-03-27 09:53:00 65 65
## 2078 92024 US/Pacific 2023-03-21 06:36:00 53 53
## 2079 91343-4363 US/Pacific 2023-03-25 03:51:00 51 51
## 2080 12303 US/Eastern 2023-03-28 07:46:00 37 31
## 2081 55920 US/Central 2023-03-22 16:55:00 33 28
## 2082 92508 US/Pacific 2023-03-21 14:55:00 55 55
## 2083 97759 US/Pacific 2023-03-25 06:56:00 26 19
## Humidity... Visibility.mi. Wind_Direction Wind_Speed.mph.
## 1 87 7.00 SSE 3
## 2 93 9.00 CALM 0
## 3 100 10.00 N 3
## 4 83 10.00 CALM 0
## 5 94 10.00 CALM 0
## 6 96 10.00 CALM 0
## 7 94 10.00 CALM 0
## 8 96 10.00 CALM 0
## 9 75 10.00 NE 5
## 10 94 10.00 CALM 0
## 11 51 10.00 NE 9
## 12 51 10.00 NE 8
## 13 42 10.00 ESE 9
## 14 65 10.00 CALM 0
## 15 63 10.00 CALM 0
## 16 54 10.00 N 9
## 17 42 10.00 CALM 0
## 18 54 10.00 N 5
## 19 58 10.00 WSW 3
## 20 58 10.00 WNW 5
## 21 63 10.00 NE 7
## 22 48 10.00 NE 10
## 23 70 10.00 WNW 5
## 24 48 10.00 NE 10
## 25 84 10.00 ENE 10
## 26 76 10.00 CALM 0
## 27 31 10.00 SE 7
## 28 97 10.00 CALM 0
## 29 27 10.00 NNW 8
## 30 32 10.00 CALM 0
## 31 68 10.00 NE 3
## 32 78 10.00 ENE 8
## 33 63 10.00 VAR 7
## 34 96 9.00 CALM 0
## 35 78 10.00 ENE 8
## 36 75 10.00 NE 10
## 37 81 10.00 CALM 0
## 38 71 10.00 NNE 6
## 39 79 10.00 SE 5
## 40 100 4.00 CALM 0
## 41 64 10.00 NE 9
## 42 94 7.00 VAR 3
## 43 75 10.00 CALM 0
## 44 78 10.00 NNE 10
## 45 96 10.00 CALM 0
## 46 87 10.00 ENE 6
## 47 71 10.00 WSW 5
## 48 73 10.00 NNE 6
## 49 84 10.00 CALM 0
## 50 75 10.00 CALM 0
## 51 100 10.00 CALM 0
## 52 87 10.00 N 8
## 53 91 10.00 ESE 6
## 54 90 10.00 NE 8
## 55 96 9.00 VAR 3
## 56 84 10.00 NNE 7
## 57 91 10.00 NNE 5
## 58 90 10.00 NE 6
## 59 84 10.00 W 3
## 60 54 8.00 NNW 8
## 61 81 10.00 CALM 0
## 62 85 10.00 E 5
## 63 79 10.00 N 3
## 64 52 10.00 ENE 8
## 65 65 10.00 NW 6
## 66 40 10.00 WNW 10
## 67 50 10.00 N 7
## 68 50 10.00 N 7
## 69 79 10.00 WSW 3
## 70 100 10.00 NNE 14
## 71 76 10.00 E 9
## 72 85 10.00 E 5
## 73 63 10.00 SSE 12
## 74 79 10.00 E 3
## 75 48 10.00 N 13
## 76 72 10.00 ENE 15
## 77 50 10.00 NNE 8
## 78 52 10.00 E 6
## 79 63 10.00 VAR 5
## 80 62 10.00 NE 7
## 81 43 10.00 ENE 8
## 82 52 10.00 NNE 9
## 83 88 10.00 ENE 7
## 84 65 10.00 CALM 0
## 85 53 10.00 VAR 6
## 86 67 10.00 VAR 3
## 87 91 8.00 CALM 0
## 88 62 10.00 SE 5
## 89 64 10.00 SW 10
## 90 65 10.00 NE 10
## 91 62 10.00 N 9
## 92 62 10.00 N 9
## 93 71 10.00 N 8
## 94 71 10.00 N 8
## 95 81 10.00 NE 3
## 96 71 10.00 N 8
## 97 62 10.00 NNE 3
## 98 71 10.00 N 6
## 99 72 10.00 CALM 0
## 100 84 9.00 CALM 0
## 101 85 8.00 NNE 5
## 102 90 10.00 CALM 0
## 103 96 5.00 N 3
## 104 88 10.00 N 5
## 105 78 10.00 N 6
## 106 81 10.00 N 9
## 107 81 10.00 N 9
## 108 90 5.00 NNW 3
## 109 94 10.00 ENE 6
## 110 84 10.00 NNE 7
## 111 100 5.00 CALM 0
## 112 84 10.00 ESE 3
## 113 100 4.00 NW 5
## 114 92 10.00 ENE 7
## 115 60 10.00 N 12
## 116 87 10.00 CALM 0
## 117 93 8.00 E 7
## 118 79 10.00 SSE 3
## 119 90 10.00 NNW 5
## 120 91 10.00 CALM 0
## 121 90 10.00 NNW 6
## 122 90 10.00 N 7
## 123 87 10.00 NE 12
## 124 94 10.00 NE 8
## 125 90 10.00 CALM 0
## 126 100 10.00 CALM 0
## 127 84 5.00 N 7
## 128 98 10.00 NE 9
## 129 84 10.00 NE 7
## 130 93 10.00 NNE 3
## 131 100 10.00 CALM 0
## 132 100 10.00 CALM 0
## 133 93 4.00 CALM 0
## 134 90 10.00 NE 6
## 135 91 5.00 CALM 0
## 136 91 5.00 S 14
## 137 72 10.00 CALM 0
## 138 42 10.00 NNW 12
## 139 74 10.00 S 5
## 140 100 1.00 CALM 0
## 141 64 10.00 NE 6
## 142 66 10.00 CALM 0
## 143 83 10.00 NNW 7
## 144 84 10.00 SSW 3
## 145 73 10.00 ENE 7
## 146 64 10.00 N 10
## 147 93 1.00 NNE 13
## 148 58 10.00 NE 12
## 149 50 10.00 N 12
## 150 58 10.00 VAR 5
## 151 93 10.00 E 6
## 152 63 10.00 WSW 9
## 153 62 10.00 W 6
## 154 34 10.00 WNW 7
## 155 65 10.00 VAR 5
## 156 69 10.00 NE 5
## 157 87 9.00 E 5
## 158 61 10.00 SSE 5
## 159 84 7.00 N 9
## 160 66 10.00 SE 7
## 161 93 4.00 E 6
## 162 90 9.00 CALM 0
## 163 76 10.00 N 10
## 164 81 10.00 NNE 8
## 165 29 10.00 SSE 13
## 166 29 10.00 SSE 13
## 167 91 4.00 CALM 0
## 168 91 10.00 ESE 3
## 169 48 10.00 CALM 0
## 170 28 10.00 NE 8
## 171 90 3.00 E 9
## 172 93 2.00 N 7
## 173 78 10.00 N 3
## 174 90 1.00 NE 5
## 175 90 2.00 N 7
## 176 92 8.00 CALM 0
## 177 87 10.00 CALM 0
## 178 93 1.00 CALM 0
## 179 84 10.00 N 7
## 180 76 10.00 E 6
## 181 100 7.00 CALM 0
## 182 93 9.00 N 5
## 183 96 2.00 CALM 0
## 184 93 7.00 E 5
## 185 96 2.00 ESE 3
## 186 93 5.00 ESE 6
## 187 41 10.00 S 6
## 188 100 4.00 CALM 0
## 189 90 2.00 S 3
## 190 93 6.00 E 3
## 191 91 10.00 WSW 6
## 192 90 7.00 S 6
## 193 58 10.00 NNW 3
## 194 98 1.00 WNW 3
## 195 100 7.00 NE 5
## 196 93 8.00 ESE 6
## 197 100 4.00 CALM 0
## 198 92 10.00 S 5
## 199 84 8.00 N 7
## 200 96 4.00 CALM 0
## 201 96 5.00 ENE 3
## 202 90 7.00 NE 8
## 203 93 7.00 VAR 7
## 204 93 2.00 E 5
## 205 90 7.00 NNE 10
## 206 90 8.00 NE 3
## 207 88 10.00 CALM 0
## 208 96 10.00 NE 3
## 209 96 7.00 WSW 3
## 210 72 10.00 S 5
## 211 76 10.00 S 9
## 212 38 10.00 NNW 10
## 213 25 10.00 W 8
## 214 84 10.00 CALM 0
## 215 39 10.00 CALM 0
## 216 93 6.00 NE 8
## 217 94 10.00 SSE 7
## 218 65 10.00 E 12
## 219 93 6.00 NE 7
## 220 89 10.00 SSW 8
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## 223 90 5.00 NE 3
## 224 96 10.00 CALM 0
## 225 100 2.00 NE 10
## 226 57 10.00 ESE 7
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## 229 70 10.00 S 5
## 230 88 7.00 NE 12
## 231 29 10.00 S 5
## 232 57 7.00 CALM 0
## 233 74 10.00 ESE 6
## 234 29 10.00 E 5
## 235 84 7.00 NE 3
## 236 67 10.00 SSE 7
## 237 93 3.00 SSE 10
## 238 96 2.00 CALM 0
## 239 96 2.00 CALM 0
## 240 93 1.00 SSW 5
## 241 96 2.00 S 8
## 242 94 2.00 NNW 3
## 243 85 10.00 CALM 0
## 244 100 7.00 NE 3
## 245 97 7.00 CALM 0
## 246 96 6.00 CALM 0
## 247 100 5.00 SE 5
## 248 96 10.00 NE 5
## 249 96 2.00 CALM 0
## 250 79 10.00 CALM 0
## 251 100 10.00 SSW 3
## 252 94 2.00 W 10
## 253 94 10.00 SW 3
## 254 94 2.00 NE 12
## 255 97 10.00 E 6
## 256 79 10.00 CALM 0
## 257 84 10.00 CALM 0
## 258 96 7.00 SSW 7
## 259 76 10.00 SW 3
## 260 85 10.00 VAR 3
## 261 49 10.00 ESE 6
## 262 87 10.00 SSE 7
## 263 91 10.00 CALM 0
## 264 76 10.00 CALM 0
## 265 73 10.00 SW 8
## 266 87 10.00 ESE 7
## 267 52 10.00 SSE 8
## 268 90 10.00 SE 3
## 269 75 10.00 NW 5
## 270 91 10.00 ESE 9
## 271 45 10.00 VAR 3
## 272 27 9.00 CALM 0
## 273 58 10.00 S 9
## 274 49 10.00 WSW 6
## 275 58 10.00 S 9
## 276 69 10.00 S 8
## 277 79 10.00 VAR 3
## 278 65 10.00 SSW 7
## 279 100 5.00 CALM 0
## 280 79 10.00 ESE 6
## 281 93 4.00 ENE 7
## 282 87 10.00 N 7
## 283 56 10.00 W 5
## 284 93 2.00 CALM 0
## 285 76 10.00 SSW 7
## 286 91 6.00 ENE 3
## 287 90 10.00 ESE 6
## 288 54 10.00 WNW 5
## 289 64 10.00 SSE 5
## 290 94 10.00 SE 3
## 291 77 10.00 ENE 3
## 292 63 10.00 SSE 6
## 293 43 10.00 SSW 12
## 294 46 10.00 S 12
## 295 39 10.00 NE 7
## 296 79 10.00 ESE 15
## 297 54 10.00 SSE 9
## 298 94 10.00 SE 7
## 299 53 10.00 ESE 5
## 300 93 8.00 S 6
## 301 93 10.00 SSW 6
## 302 65 10.00 SSE 5
## 303 87 10.00 SE 9
## 304 97 5.00 SSW 3
## 305 84 10.00 SSE 10
## 306 65 10.00 WSW 5
## 307 46 10.00 VAR 3
## 308 56 10.00 S 8
## 309 73 10.00 WSW 3
## 310 55 10.00 CALM 0
## 311 56 10.00 VAR 6
## 312 61 10.00 VAR 7
## 313 61 10.00 VAR 7
## 314 66 10.00 ESE 3
## 315 64 10.00 CALM 0
## 316 87 8.00 CALM 0
## 317 90 9.00 NE 3
## 318 89 10.00 CALM 0
## 319 100 5.00 ENE 3
## 320 66 10.00 S 6
## 321 37 10.00 NNE 5
## 322 64 10.00 SSE 5
## 323 87 10.00 N 5
## 324 54 10.00 WNW 5
## 325 64 10.00 SE 8
## 326 84 10.00 CALM 0
## 327 70 10.00 SSE 10
## 328 51 8.00 VAR 3
## 329 71 10.00 CALM 0
## 330 55 9.00 E 3
## 331 52 10.00 NW 18
## 332 36 10.00 W 8
## 333 79 10.00 E 7
## 334 69 7.00 E 3
## 335 36 10.00 SE 7
## 336 53 10.00 CALM 0
## 337 48 10.00 SSE 9
## 338 46 10.00 CALM 0
## 339 67 10.00 ESE 8
## 340 93 10.00 SSW 8
## 341 88 10.00 ENE 3
## 342 73 10.00 CALM 0
## 343 73 10.00 CALM 0
## 344 62 7.00 SSE 6
## 345 62 10.00 SSW 3
## 346 51 10.00 VAR 5
## 347 76 10.00 CALM 0
## 348 46 10.00 ESE 8
## 349 63 10.00 E 9
## 350 63 10.00 SSE 12
## 351 49 10.00 SSE 6
## 352 51 10.00 S 10
## 353 46 10.00 SSE 8
## 354 51 10.00 VAR 5
## 355 41 10.00 ENE 8
## 356 53 10.00 SSE 7
## 357 50 10.00 SW 12
## 358 53 10.00 SW 6
## 359 51 10.00 WSW 9
## 360 16 10.00 CALM 0
## 361 16 10.00 CALM 0
## 362 51 10.00 ENE 6
## 363 73 10.00 NW 6
## 364 64 10.00 SSE 6
## 365 48 10.00 VAR 6
## 366 52 10.00 SE 9
## 367 62 10.00 SW 3
## 368 52 10.00 VAR 3
## 369 84 10.00 SE 5
## 370 45 10.00 SE 3
## 371 41 10.00 VAR 5
## 372 83 3.00 SSE 3
## 373 53 10.00 SSE 9
## 374 44 10.00 ENE 7
## 375 71 8.00 CALM 0
## 376 49 10.00 NE 5
## 377 83 10.00 NNW 3
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## 379 55 10.00 CALM 0
## 380 45 10.00 WNW 5
## 381 56 10.00 NE 8
## 382 50 10.00 ENE 9
## 383 81 10.00 CALM 0
## 384 94 10.00 ENE 3
## 385 100 3.00 ESE 3
## 386 56 10.00 NE 8
## 387 100 1.00 CALM 0
## 388 100 10.00 CALM 0
## 389 75 10.00 E 3
## 390 67 10.00 CALM 0
## 391 94 10.00 CALM 0
## 392 87 10.00 CALM 0
## 393 69 10.00 NNE 6
## 394 100 10.00 CALM 0
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## 396 86 10.00 CALM 0
## 397 94 10.00 CALM 0
## 398 69 10.00 NNE 6
## 399 62 10.00 N 7
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## 402 38 10.00 NNE 6
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## 407 94 10.00 CALM 0
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## 414 66 10.00 WSW 3
## 415 28 10.00 NNW 13
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## 421 58 10.00 NW 5
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## 445 80 10.00 WNW 7
## 446 62 8.00 CALM 0
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## 494 93 0.75 CALM 0
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## 1403 60 10.00 W 10
## 1404 93 4.00 SSE 5
## 1405 34 10.00 ENE 10
## 1406 100 5.00 CALM 0
## 1407 37 10.00 W 10
## 1408 37 10.00 W 10
## 1409 36 10.00 ENE 8
## 1410 72 10.00 E 12
## 1411 20 10.00 S 9
## 1412 87 10.00 S 10
## 1413 27 10.00 WNW 12
## 1414 72 10.00 S 9
## 1415 68 9.00 ENE 5
## 1416 39 10.00 NW 9
## 1417 93 5.00 S 16
## 1418 9 10.00 WSW 14
## 1419 39 10.00 W 16
## 1420 56 10.00 W 12
## 1421 90 3.00 S 14
## 1422 27 10.00 S 9
## 1423 77 10.00 CALM 0
## 1424 48 10.00 CALM 0
## 1425 49 10.00 WSW 6
## 1426 44 10.00 NW 15
## 1427 49 10.00 SE 8
## 1428 46 10.00 NNW 14
## 1429 80 4.00 SE 6
## 1430 77 10.00 CALM 0
## 1431 93 5.00 SE 6
## 1432 80 10.00 CALM 0
## 1433 29 10.00 N 9
## 1434 69 10.00 SSW 10
## 1435 81 10.00 W 17
## 1436 30 10.00 S 8
## 1437 93 8.00 CALM 0
## 1438 86 10.00 SE 5
## 1439 51 10.00 NNE 5
## 1440 40 10.00 VAR 5
## 1441 93 10.00 ESE 3
## 1442 65 10.00 WNW 10
## 1443 76 6.00 W 3
## 1444 40 10.00 CALM 0
## 1445 33 10.00 NW 16
## 1446 88 10.00 S 13
## 1447 68 10.00 WNW 12
## 1448 68 10.00 S 10
## 1449 92 1.00 VAR 7
## 1450 52 10.00 SSW 13
## 1451 40 10.00 NE 13
## 1452 51 10.00 SW 18
## 1453 32 10.00 ESE 14
## 1454 55 10.00 W 5
## 1455 78 4.00 S 15
## 1456 75 10.00 W 8
## 1457 92 1.00 ENE 9
## 1458 80 10.00 NNE 9
## 1459 64 10.00 WNW 9
## 1460 93 10.00 VAR 3
## 1461 69 10.00 W 6
## 1462 93 5.00 ESE 9
## 1463 19 10.00 SSE 13
## 1464 77 10.00 E 6
## 1465 89 1.00 SE 21
## 1466 86 10.00 CALM 0
## 1467 23 7.00 SE 7
## 1468 40 10.00 VAR 3
## 1469 65 10.00 W 12
## 1470 80 10.00 CALM 0
## 1471 58 10.00 SSW 12
## 1472 93 10.00 S 7
## 1473 83 5.00 WSW 7
## 1474 58 10.00 W 8
## 1475 55 10.00 E 14
## 1476 59 10.00 WSW 15
## 1477 62 10.00 E 5
## 1478 77 10.00 WNW 16
## 1479 86 10.00 S 16
## 1480 93 0.75 E 9
## 1481 46 10.00 VAR 3
## 1482 69 10.00 S 17
## 1483 56 10.00 ESE 6
## 1484 93 5.00 NE 10
## 1485 90 7.00 SSW 9
## 1486 77 10.00 NNW 3
## 1487 50 10.00 WSW 9
## 1488 93 4.00 VAR 5
## 1489 82 10.00 SE 12
## 1490 75 10.00 W 9
## 1491 77 10.00 CALM 0
## 1492 75 10.00 WSW 13
## 1493 36 10.00 NNE 3
## 1494 43 10.00 SSW 3
## 1495 76 10.00 WSW 3
## 1496 51 10.00 VAR 3
## 1497 40 10.00 SW 9
## 1498 47 10.00 NNW 14
## 1499 62 10.00 NNW 14
## 1500 80 10.00 WNW 14
## 1501 77 10.00 WSW 3
## 1502 92 6.00 NNW 7
## 1503 89 10.00 SSE 6
## 1504 97 10.00 WNW 8
## 1505 85 10.00 NNE 5
## 1506 80 10.00 CALM 0
## 1507 40 10.00 WSW 6
## 1508 31 10.00 NW 9
## 1509 55 10.00 S 5
## 1510 90 1.00 W 9
## 1511 89 10.00 CALM 0
## 1512 88 10.00 WSW 5
## 1513 92 10.00 N 3
## 1514 72 10.00 SSE 13
## 1515 83 10.00 CALM 0
## 1516 87 10.00 CALM 0
## 1517 29 10.00 WNW 20
## 1518 68 10.00 SSE 9
## 1519 61 10.00 SE 8
## 1520 31 10.00 CALM 0
## 1521 59 10.00 WSW 21
## 1522 95 7.00 S 5
## 1523 89 2.00 ENE 8
## 1524 79 10.00 NE 10
## 1525 60 10.00 SSW 9
## 1526 66 10.00 WSW 6
## 1527 44 10.00 WNW 5
## 1528 46 10.00 CALM 0
## 1529 48 10.00 CALM 0
## 1530 39 10.00 WSW 5
## 1531 50 10.00 WSW 12
## 1532 26 10.00 VAR 5
## 1533 83 1.00 E 12
## 1534 86 10.00 SSW 10
## 1535 80 10.00 E 6
## 1536 16 10.00 W 13
## 1537 83 10.00 SSW 10
## 1538 83 10.00 SSW 10
## 1539 63 9.00 ESE 9
## 1540 92 1.00 NE 17
## 1541 94 10.00 CALM 0
## 1542 87 10.00 S 10
## 1543 89 5.00 CALM 0
## 1544 70 10.00 ESE 15
## 1545 35 10.00 WNW 7
## 1546 35 10.00 WNW 7
## 1547 86 10.00 ESE 20
## 1548 24 10.00 W 15
## 1549 24 10.00 W 15
## 1550 17 10.00 WSW 10
## 1551 50 10.00 WNW 9
## 1552 93 3.00 S 8
## 1553 43 10.00 W 8
## 1554 64 10.00 WNW 13
## 1555 66 10.00 SE 16
## 1556 39 10.00 N 7
## 1557 22 10.00 W 14
## 1558 77 10.00 W 7
## 1559 58 10.00 WNW 6
## 1560 71 10.00 WSW 10
## 1561 100 10.00 SW 8
## 1562 89 1.00 ESE 3
## 1563 44 10.00 NW 15
## 1564 93 10.00 CALM 0
## 1565 82 1.00 E 15
## 1566 74 10.00 S 5
## 1567 93 2.00 ESE 9
## 1568 83 10.00 E 5
## 1569 51 10.00 NW 9
## 1570 23 10.00 NW 10
## 1571 53 10.00 N 7
## 1572 88 10.00 SSE 16
## 1573 80 10.00 CALM 0
## 1574 81 10.00 W 7
## 1575 32 10.00 SW 8
## 1576 100 2.00 SE 14
## 1577 96 8.00 CALM 0
## 1578 96 8.00 CALM 0
## 1579 85 10.00 SE 14
## 1580 69 10.00 SW 10
## 1581 85 2.00 VAR 5
## 1582 57 10.00 SSW 15
## 1583 79 10.00 SE 10
## 1584 87 5.00 W 5
## 1585 27 10.00 SSE 14
## 1586 41 10.00 CALM 0
## 1587 69 10.00 W 6
## 1588 100 10.00 SW 8
## 1589 73 10.00 S 9
## 1590 82 10.00 S 20
## 1591 68 10.00 CALM 0
## 1592 68 10.00 CALM 0
## 1593 45 10.00 SSE 13
## 1594 75 6.00 WNW 6
## 1595 57 10.00 SSE 3
## 1596 32 10.00 NW 17
## 1597 100 10.00 NE 6
## 1598 18 10.00 NE 6
## 1599 77 10.00 E 7
## 1600 80 10.00 SSW 13
## 1601 24 10.00 WSW 8
## 1602 75 10.00 CALM 0
## 1603 86 6.00 CALM 0
## 1604 64 10.00 CALM 0
## 1605 68 10.00 W 6
## 1606 47 10.00 ENE 7
## 1607 30 10.00 W 12
## 1608 75 10.00 SW 7
## 1609 86 10.00 SE 17
## 1610 86 10.00 SE 17
## 1611 81 10.00 CALM 0
## 1612 79 10.00 W 12
## 1613 83 10.00 NNW 6
## 1614 83 10.00 NNW 6
## 1615 86 10.00 E 5
## 1616 33 10.00 S 9
## 1617 48 10.00 SW 7
## 1618 77 9.00 S 6
## 1619 53 10.00 CALM 0
## 1620 93 2.00 CALM 0
## 1621 79 10.00 E 9
## 1622 86 10.00 SE 6
## 1623 60 10.00 W 14
## 1624 38 10.00 W 12
## 1625 67 10.00 CALM 0
## 1626 80 10.00 WSW 5
## 1627 52 10.00 S 18
## 1628 34 10.00 CALM 0
## 1629 89 10.00 N 3
## 1630 79 10.00 S 10
## 1631 53 10.00 N 10
## 1632 53 10.00 N 10
## 1633 93 10.00 CALM 0
## 1634 90 9.00 SE 18
## 1635 85 10.00 CALM 0
## 1636 86 8.00 SE 9
## 1637 89 1.00 CALM 0
## 1638 65 10.00 WSW 10
## 1639 40 10.00 WNW 16
## 1640 53 10.00 W 5
## 1641 56 10.00 CALM 0
## 1642 53 10.00 W 10
## 1643 63 10.00 CALM 0
## 1644 96 9.00 CALM 0
## 1645 96 9.00 CALM 0
## 1646 57 10.00 E 20
## 1647 38 10.00 VAR 3
## 1648 71 10.00 S 15
## 1649 46 10.00 ENE 12
## 1650 90 10.00 SSE 7
## 1651 37 10.00 NNW 14
## 1652 52 10.00 NNW 16
## 1653 88 4.00 ENE 8
## 1654 52 10.00 ENE 3
## 1655 73 10.00 SSE 15
## 1656 100 10.00 ESE 12
## 1657 36 10.00 NNE 8
## 1658 51 10.00 VAR 3
## 1659 93 10.00 CALM 0
## 1660 29 10.00 VAR 3
## 1661 88 10.00 CALM 0
## 1662 94 10.00 SSW 12
## 1663 89 4.00 SW 10
## 1664 95 10.00 E 3
## 1665 63 10.00 SE 8
## 1666 62 10.00 S 8
## 1667 70 10.00 ESE 14
## 1668 90 4.00 SE 15
## 1669 93 10.00 S 3
## 1670 87 10.00 W 8
## 1671 90 5.00 SSW 9
## 1672 58 10.00 E 10
## 1673 61 10.00 W 3
## 1674 100 3.00 SSE 12
## 1675 89 10.00 CALM 0
## 1676 93 2.00 E 8
## 1677 90 3.00 SSE 9
## 1678 93 10.00 WNW 16
## 1679 76 10.00 S 5
## 1680 55 10.00 S 5
## 1681 54 10.00 VAR 7
## 1682 100 10.00 S 5
## 1683 77 10.00 CALM 0
## 1684 39 10.00 VAR 7
## 1685 56 10.00 NE 15
## 1686 33 10.00 NNW 10
## 1687 25 10.00 E 3
## 1688 25 1.00 ENE 13
## 1689 50 10.00 VAR 5
## 1690 80 10.00 E 17
## 1691 69 10.00 E 7
## 1692 43 10.00 WNW 15
## 1693 29 10.00 N 7
## 1694 77 8.00 W 5
## 1695 34 10.00 NW 12
## 1696 86 10.00 CALM 0
## 1697 94 3.00 E 14
## 1698 49 10.00 E 10
## 1699 75 10.00 SSE 10
## 1700 42 10.00 CALM 0
## 1701 93 4.00 E 15
## 1702 73 10.00 S 6
## 1703 86 2.00 SSW 10
## 1704 100 10.00 ENE 7
## 1705 100 6.00 CALM 0
## 1706 55 10.00 E 12
## 1707 43 10.00 NNW 20
## 1708 33 10.00 SW 6
## 1709 49 10.00 SSE 7
## 1710 42 10.00 S 18
## 1711 92 3.00 W 5
## 1712 71 10.00 NNE 12
## 1713 39 10.00 WSW 5
## 1714 51 10.00 CALM 0
## 1715 33 10.00 CALM 0
## 1716 67 10.00 VAR 7
## 1717 41 10.00 ENE 5
## 1718 41 10.00 VAR 3
## 1719 96 3.00 SSW 7
## 1720 42 10.00 CALM 0
## 1721 41 10.00 W 12
## 1722 71 9.00 VAR 5
## 1723 80 10.00 NE 3
## 1724 55 10.00 N 8
## 1725 28 10.00 WSW 8
## 1726 93 2.00 NE 8
## 1727 76 10.00 SSW 10
## 1728 66 10.00 ESE 5
## 1729 72 10.00 CALM 0
## 1730 54 10.00 VAR 7
## 1731 51 10.00 SSE 6
## 1732 52 10.00 N 17
## 1733 67 10.00 CALM 0
## 1734 33 10.00 CALM 0
## 1735 93 5.00 SSE 15
## 1736 67 10.00 CALM 0
## 1737 69 10.00 WSW 6
## 1738 63 10.00 S 17
## 1739 85 2.00 ENE 14
## 1740 96 4.00 SSE 9
## 1741 86 10.00 E 8
## 1742 71 7.00 NW 3
## 1743 93 5.00 ESE 10
## 1744 64 10.00 NNW 12
## 1745 59 10.00 S 10
## 1746 51 10.00 E 8
## 1747 86 7.00 NW 5
## 1748 58 10.00 E 3
## 1749 61 10.00 VAR 3
## 1750 27 10.00 SE 8
## 1751 100 6.00 CALM 0
## 1752 93 10.00 CALM 0
## 1753 31 10.00 NW 14
## 1754 80 9.00 SE 20
## 1755 59 10.00 SSE 8
## 1756 54 10.00 WSW 15
## 1757 74 10.00 S 10
## 1758 81 10.00 CALM 0
## 1759 33 10.00 W 16
## 1760 43 10.00 VAR 7
## 1761 39 10.00 W 12
## 1762 62 10.00 CALM 0
## 1763 100 1.00 NNE 9
## 1764 38 10.00 W 5
## 1765 92 9.00 N 9
## 1766 86 10.00 NNW 5
## 1767 83 9.00 ENE 7
## 1768 100 10.00 CALM 0
## 1769 90 3.00 CALM 0
## 1770 47 10.00 ENE 12
## 1771 57 10.00 VAR 3
## 1772 47 10.00 W 10
## 1773 83 10.00 N 12
## 1774 43 10.00 S 14
## 1775 32 10.00 SSW 17
## 1776 86 1.00 ESE 12
## 1777 79 10.00 CALM 0
## 1778 71 10.00 CALM 0
## 1779 72 2.00 SW 14
## 1780 80 10.00 SSE 16
## 1781 68 10.00 SE 8
## 1782 93 10.00 ESE 3
## 1783 93 10.00 ESE 3
## 1784 90 10.00 VAR 5
## 1785 92 3.00 SSW 13
## 1786 78 10.00 S 7
## 1787 21 10.00 ESE 5
## 1788 65 10.00 WNW 5
## 1789 56 10.00 WNW 7
## 1790 68 10.00 WNW 17
## 1791 46 10.00 ENE 9
## 1792 77 10.00 SSE 9
## 1793 77 10.00 SSE 9
## 1794 97 3.00 SSW 5
## 1795 83 10.00 SE 15
## 1796 68 10.00 SW 6
## 1797 68 10.00 SW 6
## 1798 95 10.00 SSW 6
## 1799 62 10.00 CALM 0
## 1800 87 4.00 E 9
## 1801 68 10.00 NW 7
## 1802 83 3.00 VAR 3
## 1803 93 6.00 SE 8
## 1804 40 10.00 WSW 9
## 1805 30 10.00 NNW 17
## 1806 75 10.00 W 7
## 1807 81 8.00 SSW 7
## 1808 21 10.00 CALM 0
## 1809 59 10.00 CALM 0
## 1810 35 10.00 NW 15
## 1811 85 10.00 SSE 3
## 1812 88 1.00 E 20
## 1813 38 10.00 SSW 21
## 1814 86 10.00 SSE 10
## 1815 63 10.00 NNW 8
## 1816 27 10.00 NE 9
## 1817 66 10.00 ESE 6
## 1818 74 10.00 S 16
## 1819 86 2.00 ESE 9
## 1820 70 10.00 SE 5
## 1821 83 10.00 SSW 9
## 1822 73 10.00 S 9
## 1823 73 10.00 S 9
## 1824 93 1.00 WSW 13
## 1825 63 10.00 SSE 14
## 1826 81 10.00 NNW 5
## 1827 49 10.00 CALM 0
## 1828 45 10.00 WSW 8
## 1829 85 9.00 W 8
## 1830 62 10.00 W 8
## 1831 39 10.00 SSW 12
## 1832 28 10.00 VAR 3
## 1833 59 10.00 W 18
## 1834 90 10.00 S 7
## 1835 92 10.00 SSW 5
## 1836 83 10.00 ESE 10
## 1837 74 10.00 S 3
## 1838 79 10.00 NNW 5
## 1839 64 10.00 W 12
## 1840 61 10.00 ENE 6
## 1841 56 10.00 E 13
## 1842 90 3.00 WSW 10
## 1843 54 10.00 E 7
## 1844 48 10.00 NE 6
## 1845 87 10.00 SE 13
## 1846 64 10.00 CALM 0
## 1847 51 10.00 E 14
## 1848 86 2.00 E 10
## 1849 75 10.00 E 12
## 1850 100 10.00 S 3
## 1851 82 4.00 S 8
## 1852 48 10.00 CALM 0
## 1853 52 10.00 W 16
## 1854 80 1.00 E 12
## 1855 52 10.00 S 14
## 1856 52 10.00 W 13
## 1857 43 10.00 N 6
## 1858 83 10.00 CALM 0
## 1859 86 5.00 ESE 16
## 1860 50 10.00 CALM 0
## 1861 100 10.00 SE 9
## 1862 34 10.00 WSW 14
## 1863 89 6.00 NNW 7
## 1864 64 10.00 WNW 14
## 1865 64 10.00 WNW 14
## 1866 29 10.00 CALM 0
## 1867 63 10.00 ENE 14
## 1868 47 10.00 VAR 5
## 1869 27 10.00 NE 6
## 1870 97 4.00 SSW 6
## 1871 67 10.00 SSW 17
## 1872 77 10.00 CALM 0
## 1873 33 10.00 NNW 8
## 1874 87 9.00 E 9
## 1875 41 10.00 NNW 9
## 1876 77 10.00 NNW 5
## 1877 48 10.00 WNW 12
## 1878 64 10.00 SE 7
## 1879 70 10.00 E 7
## 1880 28 10.00 VAR 6
## 1881 28 10.00 VAR 6
## 1882 18 10.00 SSW 8
## 1883 89 10.00 NE 5
## 1884 89 2.00 ESE 9
## 1885 89 10.00 NE 10
## 1886 54 5.00 CALM 0
## 1887 29 10.00 S 6
## 1888 83 10.00 NE 8
## 1889 89 10.00 NE 14
## 1890 83 6.00 S 15
## 1891 14 10.00 S 12
## 1892 72 10.00 CALM 0
## 1893 72 10.00 VAR 3
## 1894 89 6.00 NNW 9
## 1895 75 10.00 CALM 0
## 1896 86 10.00 CALM 0
## 1897 83 5.00 SW 17
## 1898 86 10.00 NNE 5
## 1899 89 2.00 E 15
## 1900 61 10.00 W 6
## 1901 57 10.00 SSW 7
## 1902 58 10.00 SSE 9
## 1903 62 10.00 SSE 8
## 1904 84 10.00 S 5
## 1905 90 9.00 S 10
## 1906 80 10.00 SSE 15
## 1907 85 0.75 W 21
## 1908 76 6.00 N 10
## 1909 97 10.00 CALM 0
## 1910 74 10.00 CALM 0
## 1911 86 10.00 NE 3
## 1912 82 10.00 SE 9
## 1913 46 10.00 SSW 5
## 1914 79 10.00 VAR 7
## 1915 82 10.00 SW 5
## 1916 31 10.00 NW 12
## 1917 80 10.00 W 15
## 1918 97 2.00 SSE 9
## 1919 90 3.00 WSW 10
## 1920 23 10.00 CALM 0
## 1921 45 10.00 WSW 13
## 1922 89 5.00 SSE 12
## 1923 93 10.00 N 8
## 1924 80 5.00 CALM 0
## 1925 29 10.00 WNW 16
## 1926 78 4.00 SSW 13
## 1927 100 7.00 CALM 0
## 1928 89 3.00 E 8
## 1929 72 10.00 CALM 0
## 1930 72 10.00 CALM 0
## 1931 92 10.00 WNW 18
## 1932 50 10.00 ESE 8
## 1933 71 10.00 N 12
## 1934 100 10.00 CALM 0
## 1935 52 10.00 SSW 10
## 1936 73 10.00 S 6
## 1937 54 10.00 WSW 7
## 1938 67 10.00 SE 13
## 1939 86 9.00 SE 13
## 1940 38 10.00 N 3
## 1941 46 10.00 SSW 5
## 1942 16 10.00 VAR 6
## 1943 76 10.00 CALM 0
## 1944 89 7.00 S 8
## 1945 92 1.00 NE 5
## 1946 42 10.00 CALM 0
## 1947 39 10.00 NW 9
## 1948 44 10.00 VAR 3
## 1949 50 10.00 SSW 10
## 1950 80 3.00 ESE 7
## 1951 16 10.00 SW 6
## 1952 16 10.00 SW 6
## 1953 17 10.00 VAR 3
## 1954 59 10.00 S 7
## 1955 93 2.00 CALM 0
## 1956 72 10.00 CALM 0
## 1957 50 10.00 E 13
## 1958 17 10.00 VAR 6
## 1959 86 7.00 SSE 20
## 1960 80 10.00 E 8
## 1961 88 0.75 NE 8
## 1962 60 10.00 SW 17
## 1963 84 1.00 ESE 17
## 1964 44 10.00 W 13
## 1965 22 10.00 W 13
## 1966 80 10.00 WNW 10
## 1967 77 10.00 ENE 8
## 1968 86 10.00 CALM 0
## 1969 52 10.00 SE 3
## 1970 86 10.00 W 3
## 1971 20 10.00 WNW 18
## 1972 78 10.00 WNW 18
## 1973 30 10.00 ENE 15
## 1974 94 1.00 E 13
## 1975 82 10.00 CALM 0
## 1976 33 10.00 SW 10
## 1977 25 10.00 WNW 3
## 1978 59 10.00 N 9
## 1979 89 10.00 SSW 5
## 1980 86 10.00 CALM 0
## 1981 65 10.00 CALM 0
## 1982 19 10.00 W 12
## 1983 82 9.00 ESE 5
## 1984 48 10.00 E 8
## 1985 89 10.00 N 3
## 1986 83 10.00 N 7
## 1987 30 10.00 W 8
## 1988 30 10.00 W 8
## 1989 67 5.00 CALM 0
## 1990 93 10.00 ESE 6
## 1991 23 10.00 WSW 3
## 1992 48 10.00 NW 5
## 1993 74 10.00 WSW 9
## 1994 87 1.00 SW 8
## 1995 41 10.00 WNW 12
## 1996 59 10.00 WSW 3
## 1997 20 10.00 SSE 5
## 1998 42 10.00 SSE 14
## 1999 100 10.00 CALM 0
## 2000 65 10.00 NNW 3
## 2001 81 10.00 CALM 0
## 2002 80 10.00 W 5
## 2003 63 10.00 ESE 8
## 2004 20 10.00 VAR 3
## 2005 83 7.00 SE 12
## 2006 51 10.00 CALM 0
## 2007 93 8.00 W 9
## 2008 72 10.00 CALM 0
## 2009 53 9.00 SW 5
## 2010 88 9.00 WNW 20
## 2011 54 10.00 ENE 7
## 2012 22 10.00 CALM 0
## 2013 89 10.00 SE 6
## 2014 69 10.00 WSW 9
## 2015 70 10.00 CALM 0
## 2016 26 10.00 ENE 10
## 2017 49 10.00 VAR 3
## 2018 94 10.00 S 5
## 2019 77 3.00 SSE 6
## 2020 89 10.00 VAR 6
## 2021 86 9.00 CALM 0
## 2022 100 3.00 CALM 0
## 2023 27 10.00 SSE 12
## 2024 51 10.00 SW 6
## 2025 68 10.00 SW 5
## 2026 68 10.00 SW 5
## 2027 80 7.00 NW 6
## 2028 89 3.00 WNW 5
## 2029 86 3.00 ENE 18
## 2030 98 4.00 CALM 0
## 2031 53 10.00 NE 13
## 2032 53 10.00 SE 8
## 2033 32 10.00 VAR 6
## 2034 93 3.00 ENE 7
## 2035 62 10.00 ENE 7
## 2036 86 2.00 SSE 9
## 2037 86 2.00 SSE 9
## 2038 86 10.00 CALM 0
## 2039 25 10.00 SSW 6
## 2040 33 10.00 CALM 0
## 2041 100 5.00 CALM 0
## 2042 37 10.00 SSE 3
## 2043 77 7.00 SSE 6
## 2044 62 10.00 ENE 14
## 2045 59 10.00 N 5
## 2046 13 10.00 WNW 21
## 2047 34 10.00 CALM 0
## 2048 57 10.00 SSW 7
## 2049 100 5.00 E 17
## 2050 29 7.00 NW 17
## 2051 93 3.00 SW 8
## 2052 67 10.00 WNW 5
## 2053 83 9.00 VAR 5
## 2054 46 10.00 WNW 9
## 2055 68 10.00 CALM 0
## 2056 40 10.00 CALM 0
## 2057 96 10.00 S 14
## 2058 83 6.00 ESE 7
## 2059 81 10.00 SE 6
## 2060 22 10.00 VAR 6
## 2061 49 10.00 NNE 8
## 2062 76 10.00 SW 14
## 2063 80 10.00 CALM 0
## 2064 50 10.00 W 8
## 2065 93 5.00 ESE 9
## 2066 74 10.00 S 13
## 2067 75 7.00 SSW 3
## 2068 49 10.00 SW 9
## 2069 54 10.00 ESE 3
## 2070 31 6.00 WSW 13
## 2071 57 10.00 SSE 10
## 2072 85 10.00 CALM 0
## 2073 53 10.00 NNW 12
## 2074 64 10.00 ESE 8
## 2075 47 10.00 WNW 5
## 2076 63 10.00 SW 12
## 2077 20 10.00 E 17
## 2078 93 2.00 SE 8
## 2079 39 10.00 NNW 14
## 2080 87 10.00 NNW 8
## 2081 78 10.00 WNW 6
## 2082 60 10.00 SSE 15
## 2083 84 10.00 S 6
## Precipitation.in. Weather_Condition Amenity Bump Crossing Give_Way
## 1 0.00 Partly Cloudy False False False False
## 2 0.00 Cloudy False False False False
## 3 0.00 Fair False False False False
## 4 0.00 Fair False False False False
## 5 0.00 Partly Cloudy False False False False
## 6 0.00 Fair False False True False
## 7 0.00 Cloudy False False False False
## 8 0.00 Fair False False False False
## 9 0.00 Partly Cloudy False False False False
## 10 0.00 Fair False False False False
## 11 0.00 Fair False False False False
## 12 0.00 Fair False False False False
## 13 0.00 Fair False False False False
## 14 0.00 Mostly Cloudy False False False False
## 15 0.00 Cloudy False False True False
## 16 0.00 Fair False False False False
## 17 0.00 Mostly Cloudy False False False False
## 18 0.00 Fair False False False False
## 19 0.00 Mostly Cloudy False False False False
## 20 0.00 Fair False False False False
## 21 0.00 Partly Cloudy False False False False
## 22 0.00 Fair False False False False
## 23 0.00 Fair False False False False
## 24 0.00 Fair False False False False
## 25 0.00 Mostly Cloudy False False False False
## 26 0.00 Fair False False False False
## 27 0.00 Mostly Cloudy False False False False
## 28 0.00 Fair False False False False
## 29 0.00 Fair False False False False
## 30 0.00 Smoke False False False False
## 31 0.00 Fair False False False False
## 32 0.00 Cloudy False False False False
## 33 0.00 Mostly Cloudy False False False False
## 34 0.00 Cloudy False False False False
## 35 0.00 Cloudy False False False False
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## 90 0.00 Mostly Cloudy False False False False
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## 93 0.00 Mostly Cloudy False False False False
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## 98 0.00 Partly Cloudy False False True False
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## 101 0.00 Mostly Cloudy False False False False
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## 103 0.00 Mostly Cloudy False False True False
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## 105 0.00 Mostly Cloudy False False False False
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## 108 0.00 Cloudy False False False False
## 109 0.00 Cloudy False False False True
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## 111 0.00 Partly Cloudy False False False False
## 112 0.00 Mostly Cloudy False False False False
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## 114 0.00 Cloudy False False False False
## 115 0.00 Cloudy False False False False
## 116 0.00 Fair False False False False
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## 118 0.00 Fair False False False False
## 119 0.00 Partly Cloudy False False False False
## 120 0.00 Partly Cloudy False False False False
## 121 0.00 Partly Cloudy False False False False
## 122 0.00 Mostly Cloudy False False False False
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## 125 0.00 Mostly Cloudy False False False False
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## 127 0.00 Cloudy False False False False
## 128 0.00 Cloudy False False False False
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## 130 0.00 Fair False False False False
## 131 0.00 Partly Cloudy False False False False
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## 133 0.00 Fair False False False False
## 134 0.00 Cloudy False False False False
## 135 0.00 Cloudy False False False False
## 136 0.00 Cloudy False False False False
## 137 0.00 Fair False False False False
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## 139 0.00 Fair False False False False
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## 141 0.00 Fair False False False False
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## 155 0.00 Mostly Cloudy False False False False
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## 190 0.08 Light Rain False False False False
## 191 0.00 Mostly Cloudy True False True False
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## 195 0.00 Cloudy False False False False
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## 199 0.00 Cloudy False False False False
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## 206 0.05 Light Rain False False False False
## 207 0.00 Fair False False False False
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## 209 0.18 Rain False False False False
## 210 0.00 Fair False False False False
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## 213 0.00 Fair False False False False
## 214 0.00 Mostly Cloudy False False False False
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## 228 0.00 Fair False False False False
## 229 0.00 Fair False False False False
## 230 0.00 Cloudy False False False False
## 231 0.00 Fair False False False False
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## 235 0.00 Cloudy False False False False
## 236 0.00 Partly Cloudy False False True False
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## 239 0.22 Rain False False False False
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## 242 0.00 Rain False False False False
## 243 0.00 Mostly Cloudy False False False False
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## 246 0.00 Cloudy False False False False
## 247 0.04 Light Rain False False False False
## 248 0.00 Cloudy False False False False
## 249 0.03 Light Rain False False False False
## 250 0.00 Cloudy False False False False
## 251 0.00 Fair False False False False
## 252 0.00 Fog False False False False
## 253 0.00 Fair False False False False
## 254 0.10 Rain False False False False
## 255 0.00 Cloudy False False False False
## 256 0.00 Fair False False False False
## 257 0.00 Cloudy False False False False
## 258 0.00 Cloudy False False False False
## 259 0.00 Cloudy False False False False
## 260 0.00 Fair False False False False
## 261 0.00 Fair False False False False
## 262 0.00 Fair False False False False
## 263 0.00 Fair False False True False
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## 265 0.00 Mostly Cloudy False False False False
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## 269 0.00 Fair False False False False
## 270 0.08 Mostly Cloudy False False False False
## 271 0.00 Fair False False False False
## 272 0.00 Fair False False False False
## 273 0.00 Mostly Cloudy False False False False
## 274 0.00 Partly Cloudy False False False False
## 275 0.00 Mostly Cloudy False False False False
## 276 0.00 Mostly Cloudy False False False False
## 277 0.00 Cloudy False False False False
## 278 0.00 Fair False False False False
## 279 0.00 Cloudy False False False False
## 280 0.00 Fair False False False False
## 281 0.07 Light Rain False False False False
## 282 0.00 Cloudy False False False False
## 283 0.00 Mostly Cloudy False False False False
## 284 0.00 Fog False False False False
## 285 0.00 Mostly Cloudy False False False False
## 286 0.01 Light Rain False False False False
## 287 0.00 Cloudy False False False False
## 288 0.00 Fair False False False False
## 289 0.00 Fair False False False False
## 290 0.00 Mostly Cloudy False False False False
## 291 0.00 Fair False False False False
## 292 0.00 Fair False False False False
## 293 0.00 Fair False False False False
## 294 0.00 Fair False False False False
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## 300 0.00 Light Rain False False False False
## 301 0.00 Mostly Cloudy False False False False
## 302 0.00 Mostly Cloudy False False False False
## 303 0.07 Light Rain False False False False
## 304 0.01 Light Rain False False False False
## 305 0.00 Mostly Cloudy False False False False
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## 307 0.00 Fair False False False False
## 308 0.00 Fair False False False False
## 309 0.00 Cloudy False False False False
## 310 0.00 Fair False False False False
## 311 0.00 Fair False False False False
## 312 0.00 Fair False False False False
## 313 0.00 Fair False False False False
## 314 0.00 Fair False False False False
## 315 0.00 Fair False False False False
## 316 0.00 Fair False False False False
## 317 0.00 Fair False False False False
## 318 0.00 Fair False False False False
## 319 0.00 Fair False False False False
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## 321 0.00 Fair False False False False
## 322 0.00 Fair False False False False
## 323 0.00 Fair False False False False
## 324 0.00 Fair False False False False
## 325 0.00 Fair False False False False
## 326 0.00 Fair False False False False
## 327 0.00 Fair False False False False
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## 329 0.00 Fair False False False False
## 330 0.00 Fair False False False False
## 331 0.00 Mostly Cloudy False False False False
## 332 0.00 Fair False False False False
## 333 0.00 Cloudy False False False False
## 334 0.00 Mostly Cloudy False False False False
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## 336 0.00 Fair False False False False
## 337 0.00 Fair False False False False
## 338 0.00 Partly Cloudy False False False False
## 339 0.00 Partly Cloudy False False False False
## 340 0.00 Fair False False False False
## 341 0.00 Cloudy False False False False
## 342 0.00 Mostly Cloudy False False False False
## 343 0.00 Mostly Cloudy False False False False
## 344 0.00 Fair False False False False
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## 346 0.00 Fair False False False False
## 347 0.00 Fair False False False False
## 348 0.00 Mostly Cloudy False False False False
## 349 0.00 Fair False False False False
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## 351 0.00 Mostly Cloudy False False False False
## 352 0.00 Fair False False False False
## 353 0.00 Mostly Cloudy False False False False
## 354 0.00 Fair False False False False
## 355 0.00 Fair False False False False
## 356 0.00 Mostly Cloudy False False False False
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## 358 0.00 Fair False False False False
## 359 0.00 Partly Cloudy False False False False
## 360 0.00 Fair False False False False
## 361 0.00 Fair False False False False
## 362 0.00 Fair False False False False
## 363 0.00 Fair False False True True
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## 365 0.00 Partly Cloudy False False False False
## 366 0.00 Fair False False False False
## 367 0.00 Fair False False False False
## 368 0.00 Fair False False False False
## 369 0.00 Mostly Cloudy False False False False
## 370 0.00 Fair False False False False
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## 372 0.00 Fair False False False False
## 373 0.00 Fair False False False False
## 374 0.00 Fair False False False False
## 375 0.00 Fair False False False False
## 376 0.00 Partly Cloudy False False False False
## 377 0.00 Fair False False True False
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## 379 0.00 Fair False False False False
## 380 0.00 Fair False False False False
## 381 0.00 Fair False False False False
## 382 0.00 Fair False False False False
## 383 0.00 Fair False False False False
## 384 0.00 Cloudy False False False False
## 385 0.00 Mostly Cloudy False False False False
## 386 0.00 Fair False False False True
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## 388 0.00 Fair False False False False
## 389 0.00 Fair False False False False
## 390 0.00 Fair False False False False
## 391 0.00 Fair False False False False
## 392 0.00 Fair False False False False
## 393 0.00 Fair False False False False
## 394 0.00 Fair False False True False
## 395 0.00 Fair False False False False
## 396 0.00 Fair False False False False
## 397 0.00 Fair False False False False
## 398 0.00 Fair False False False False
## 399 0.00 Fair False False True False
## 400 0.00 Fair False False True False
## 401 0.00 Fair False False False False
## 402 0.00 Fair False False False False
## 403 0.00 Mostly Cloudy False False False False
## 404 0.00 Fair False False False False
## 405 0.00 Fair False False False False
## 406 0.00 Fair False False False False
## 407 0.00 Fair False False False False
## 408 0.00 Fair False False False False
## 409 0.00 Fair False False True False
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## 411 0.00 Fair False False False False
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## 414 0.00 Fair False False False False
## 415 0.00 Fair False False False False
## 416 0.00 Fair False False False False
## 417 0.00 Fair False False False False
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## 420 0.00 Fair False False False False
## 421 0.00 Fair False False False False
## 422 0.00 Mostly Cloudy False False False False
## 423 0.00 Mostly Cloudy False False False False
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## 431 0.00 Fair False False False False
## 432 0.00 Fair False False False False
## 433 0.00 Partly Cloudy False False True False
## 434 0.00 Partly Cloudy False False False False
## 435 0.00 Partly Cloudy False False False False
## 436 0.00 Cloudy False False False False
## 437 0.00 Fair False False False False
## 438 0.00 Fair False False False False
## 439 0.00 Partly Cloudy False False False False
## 440 0.00 Fair False False False False
## 441 0.00 Fair False False False False
## 442 0.00 Thunder False False False False
## 443 0.00 Partly Cloudy False False False False
## 444 0.00 Fair False False False False
## 445 0.00 Cloudy False False False False
## 446 0.00 Fair False False False False
## 447 0.00 Partly Cloudy False False False False
## 448 0.00 Fair False False True False
## 449 0.00 Fair False False False False
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## 451 0.00 Fair False False False False
## 452 0.00 Fair False False False False
## 453 0.00 Fair False False False False
## 454 0.00 Fair False False False False
## 455 0.00 Fair False False False False
## 456 0.00 Fair False False False False
## 457 0.00 Fair False False False False
## 458 0.00 Fair False False False False
## 459 0.00 Fair False False False False
## 460 0.00 Fair False False False False
## 461 0.00 Fair False False False False
## 462 0.00 Fair False False False False
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## 464 0.00 Partly Cloudy False False False False
## 465 0.00 Mostly Cloudy False False False False
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## 467 0.00 Fair False False False False
## 468 0.00 Fair False False False False
## 469 0.00 Fair False False False False
## 470 0.00 Fair False False False False
## 471 0.00 Fair False False False False
## 472 0.00 Fair False False False False
## 473 0.00 Fair False False False False
## 474 0.00 Fair False False False False
## 475 0.00 Fair False False False False
## 476 0.00 Fair False False False False
## 477 0.00 Fair False False False False
## 478 0.00 Fair False False False False
## 479 0.00 Fair False False False False
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## 483 0.00 Partly Cloudy False False False False
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## 488 0.00 Fair False False False False
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## 490 0.01 Cloudy False False False False
## 491 0.04 Mostly Cloudy False False False False
## 492 0.00 Cloudy False False False False
## 493 0.00 Mostly Cloudy False False False False
## 494 0.00 Fog False False False False
## 495 0.00 Fog False False False False
## 496 0.00 Mostly Cloudy False False False False
## 497 0.00 Cloudy False False False True
## 498 0.00 Mostly Cloudy False False False False
## 499 0.00 Cloudy False False False False
## 500 0.00 Cloudy False False False False
## 501 0.00 Fair False False False False
## 502 0.00 Partly Cloudy False False False False
## 503 0.00 Fair False False False False
## 504 0.00 Cloudy False False False False
## 505 0.00 Cloudy False False False False
## 506 0.00 Cloudy False False False False
## 507 0.00 Cloudy False False False False
## 508 0.00 T-Storm False False False False
## 509 0.00 Fair False False False False
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## 511 0.00 Fair False False False False
## 512 0.00 Cloudy False False False False
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## 515 0.00 Partly Cloudy False False False False
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## 518 0.00 Mostly Cloudy False False False False
## 519 0.00 Mostly Cloudy False False False False
## 520 0.00 Cloudy False False False False
## 521 0.00 Fair False False False False
## 522 0.00 Mostly Cloudy True False False False
## 523 0.00 Cloudy False False True False
## 524 0.00 Mostly Cloudy False False False False
## 525 0.00 Mostly Cloudy False False False False
## 526 0.00 Cloudy False False True False
## 527 0.00 Cloudy False False False False
## 528 0.00 Cloudy False False False False
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## 530 0.01 Light Rain False False False False
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## 535 0.02 Light Rain False False False False
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## 539 0.00 Fair False False False False
## 540 0.00 Fair False False False False
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## 545 0.00 Cloudy False False False False
## 546 0.00 Cloudy False False False False
## 547 0.00 Mostly Cloudy False False False False
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## 573 0.00 Fair False False False False
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## 581 0.00 Fair False False False False
## 582 0.00 Fair False False False False
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## 592 0.00 Mostly Cloudy False False False False
## 593 0.00 Cloudy False False False False
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## 596 0.00 Mostly Cloudy False False False False
## 597 0.00 Cloudy False False False False
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## 603 0.00 Fair False False False False
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## 605 0.00 Mostly Cloudy False False False False
## 606 0.00 Cloudy False False False False
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## 611 0.00 Fair False False False False
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## 613 0.00 Partly Cloudy False False False False
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## 618 0.00 Mostly Cloudy False False False False
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## 621 0.00 Light Rain False False False False
## 622 0.00 Mostly Cloudy False False False False
## 623 0.00 Fair False False False False
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## 629 0.12 Heavy Rain False False False False
## 630 0.00 Fair False False False False
## 631 0.00 Fair False False False False
## 632 0.00 Cloudy False False False False
## 633 0.00 Fair False False False False
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## 635 0.32 Rain False False False False
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## 638 0.00 Cloudy False False False False
## 639 0.00 Cloudy False False False False
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## 646 0.00 Partly Cloudy False False False False
## 647 0.00 Fair False False False False
## 648 0.00 Fair False False False False
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## 652 0.00 Partly Cloudy False False False False
## 653 0.00 Light Rain False False False False
## 654 0.00 Cloudy False False False False
## 655 0.00 Fair False False False False
## 656 0.00 Fair False False False False
## 657 0.00 Light Rain False False False False
## 658 0.12 Cloudy False False False False
## 659 0.00 Fair False False False False
## 660 0.00 Cloudy False False False False
## 661 0.00 Cloudy False False False False
## 662 0.00 Cloudy False False False False
## 663 0.00 Fair False False False False
## 664 0.00 Fair False False False False
## 665 0.02 Light Rain False False False False
## 666 0.00 Fair False False False False
## 667 0.00 Partly Cloudy False False True False
## 668 0.00 Cloudy False False False False
## 669 0.00 Cloudy False False True False
## 670 0.00 Cloudy False False False False
## 671 0.00 Fair False False False False
## 672 0.00 Fair False False False False
## 673 0.00 Light Rain False False False False
## 674 0.00 Cloudy False False False False
## 675 0.00 Light Rain False False False False
## 676 0.00 Fair False False False False
## 677 0.01 Mostly Cloudy False False False False
## 678 0.10 Light Rain False False False False
## 679 0.00 Fair False False False False
## 680 0.00 Mostly Cloudy False False False False
## 681 0.00 Mostly Cloudy False False False False
## 682 0.00 Fair False False False False
## 683 0.00 Fair / Windy False False False False
## 684 0.00 Light Rain False False False False
## 685 0.00 Light Rain False False False False
## 686 0.00 Mostly Cloudy False False False False
## 687 0.00 Mostly Cloudy False False False False
## 688 0.00 Light Rain False False False False
## 689 0.01 Light Rain False False False False
## 690 0.00 Fair False False True False
## 691 0.01 Light Snow False False False False
## 692 0.02 Light Rain False False False False
## 693 0.00 Cloudy False False False False
## 694 0.00 Mostly Cloudy False False False False
## 695 0.00 Mostly Cloudy False False False False
## 696 0.04 Light Rain False False False False
## 697 0.00 Mostly Cloudy False False False False
## 698 0.00 Cloudy False False False False
## 699 0.00 Cloudy False False False False
## 700 0.00 Partly Cloudy False False False False
## 701 0.00 Cloudy False False False False
## 702 0.00 Fair False False False False
## 703 0.00 Fair False False False False
## 704 0.00 Cloudy False False False False
## 705 0.00 Partly Cloudy False False False False
## 706 0.00 Fair False False False False
## 707 0.00 Fair False False False False
## 708 0.00 Fair False False False False
## 709 0.00 Cloudy False False False False
## 710 0.00 Fair False False False False
## 711 0.00 Mostly Cloudy False False False False
## 712 0.00 Partly Cloudy False False False False
## 713 0.00 Fair False False True False
## 714 0.00 Mostly Cloudy False False False False
## 715 0.01 Light Rain False False False False
## 716 0.00 Light Rain False False True False
## 717 0.00 Fair False False False False
## 718 0.00 Fair False False False False
## 719 0.00 Cloudy False False False False
## 720 0.00 Fog False False False False
## 721 0.00 Fair False False False False
## 722 0.00 Cloudy False False False False
## 723 0.00 Fair False False False False
## 724 0.13 Rain False False False False
## 725 0.00 Fair False False False False
## 726 0.00 Cloudy False False False False
## 727 0.00 Fair False False False False
## 728 0.00 Fair False False False False
## 729 0.10 Light Rain False False False False
## 730 0.00 Fair False False False False
## 731 0.00 Light Drizzle False False False False
## 732 0.00 Fair False False False False
## 733 0.00 Cloudy False False False False
## 734 0.05 Light Drizzle False False False False
## 735 0.00 Cloudy False False False False
## 736 0.00 Fair False False False False
## 737 0.00 Fair False False False False
## 738 0.00 Mist False False False False
## 739 0.05 Light Rain False False False False
## 740 0.00 Fair False False False False
## 741 0.02 Light Rain False False False False
## 742 0.01 Mostly Cloudy False False False False
## 743 0.00 Fair False False False False
## 744 0.00 Partly Cloudy False False False False
## 745 0.00 Cloudy False False False False
## 746 0.04 Light Rain False False False False
## 747 0.00 Fair False False False False
## 748 0.01 Light Rain False False False False
## 749 0.00 Fair False False False False
## 750 0.05 Light Rain False False False False
## 751 0.00 Cloudy False False False False
## 752 0.00 Fair False False False False
## 753 0.00 Fair False False False False
## 754 0.00 Fair False False False False
## 755 0.00 Fair False False False False
## 756 0.00 Mostly Cloudy False False False False
## 757 0.00 Cloudy False False False False
## 758 0.00 Partly Cloudy False False False False
## 759 0.00 Cloudy False False False False
## 760 0.00 Fair False False False False
## 761 0.00 Fair False False False False
## 762 0.00 Fair False False False False
## 763 0.00 Cloudy False False False False
## 764 0.00 Light Rain False False False False
## 765 0.04 Light Rain False False False False
## 766 0.01 Light Snow and Sleet False False False False
## 767 0.00 Mostly Cloudy False False False False
## 768 0.00 Mostly Cloudy False False False False
## 769 0.00 Cloudy False False False False
## 770 0.00 Cloudy False False False False
## 771 0.00 Cloudy False False False False
## 772 0.05 Rain False False False False
## 773 0.00 Rain False False False False
## 774 0.01 Mostly Cloudy / Windy False False False False
## 775 0.00 Fair False False False False
## 776 0.00 Fair False False False False
## 777 0.00 Fair False False False False
## 778 0.02 Cloudy False False False False
## 779 0.00 Cloudy False False False False
## 780 0.00 Mostly Cloudy False False False False
## 781 0.07 Light Snow False False False False
## 782 0.00 Fair False False False False
## 783 0.02 Mostly Cloudy False False False False
## 784 0.01 Light Rain False False False False
## 785 0.00 Fair False False False False
## 786 0.00 Cloudy False False False False
## 787 0.00 Partly Cloudy False False False False
## 788 0.00 Fair False False False False
## 789 0.00 Fair False False False False
## 790 0.00 Fair False False False False
## 791 0.00 Fair False False False False
## 792 0.00 Light Rain False False False False
## 793 0.00 Fair False False False False
## 794 0.00 Fair False False False False
## 795 0.00 Mostly Cloudy False False False False
## 796 0.00 Mostly Cloudy False False False False
## 797 0.00 Cloudy False False False False
## 798 0.00 Fair False False False False
## 799 0.00 Light Rain False False False False
## 800 0.00 Light Rain False False False False
## 801 0.07 Light Rain False False False False
## 802 0.00 Cloudy False False False False
## 803 0.00 Mostly Cloudy False False False False
## 804 0.01 Light Rain False False True False
## 805 0.08 Light Rain False False False False
## 806 0.00 Mostly Cloudy False False False False
## 807 0.00 Cloudy False False False False
## 808 0.10 Rain False False False False
## 809 0.00 Mostly Cloudy False False False False
## 810 0.00 Mostly Cloudy False False False False
## 811 0.04 Light Rain False False False False
## 812 0.15 Rain False False False False
## 813 0.00 Light Rain False False False False
## 814 0.00 Cloudy True False True False
## 815 0.00 Fair False False False False
## 816 0.11 Light Rain False False False False
## 817 0.11 Partly Cloudy False False False False
## 818 0.00 Fair False False False False
## 819 0.00 Cloudy False False True False
## 820 0.04 Mostly Cloudy False False True False
## 821 0.00 Fair False False False False
## 822 0.00 Light Rain with Thunder False False False False
## 823 0.00 Mostly Cloudy False False False False
## 824 0.00 Fair False False False False
## 825 0.00 Cloudy False False False False
## 826 0.03 Rain False False False False
## 827 0.00 Cloudy False False False False
## 828 0.00 Cloudy False False False False
## 829 0.00 Light Rain False False False False
## 830 0.00 Cloudy False False False False
## 831 0.00 Mostly Cloudy False False False False
## 832 0.00 Cloudy False False False False
## 833 0.13 Rain False False False False
## 834 0.00 Cloudy False False False False
## 835 0.00 Fair False False False False
## 836 0.00 Mostly Cloudy False False False False
## 837 0.10 Rain False False False False
## 838 0.00 Fair False False False False
## 839 0.00 Cloudy False False False False
## 840 0.00 Fair False False False False
## 841 0.00 Fair False False False False
## 842 0.05 Cloudy False False False False
## 843 0.07 Rain False False False False
## 844 0.00 Partly Cloudy False False False False
## 845 0.00 Cloudy False False False True
## 846 0.00 Cloudy False False False False
## 847 0.00 Fair False False False False
## 848 0.00 Haze False False False False
## 849 0.00 Fair False False False False
## 850 0.03 Light Rain False False False False
## 851 0.00 Fair False False False False
## 852 0.00 Fair False False False False
## 853 0.00 Fair False False False False
## 854 0.00 Thunder in the Vicinity False False False False
## 855 0.01 Light Rain False False False False
## 856 0.00 Mostly Cloudy False False False False
## 857 0.00 Cloudy False False False False
## 858 0.00 Cloudy False False False False
## 859 0.00 Mostly Cloudy False False False False
## 860 0.00 Cloudy False False False False
## 861 0.00 Cloudy False False False False
## 862 0.00 Mostly Cloudy False False False False
## 863 0.00 Fair False False False False
## 864 0.00 Partly Cloudy False False False False
## 865 0.00 Rain False False False False
## 866 0.01 Light Rain False False True False
## 867 0.00 Rain False False False False
## 868 0.00 Rain False False False False
## 869 0.03 Mostly Cloudy False False False False
## 870 0.01 Light Drizzle False False False False
## 871 0.00 Fair False False False False
## 872 0.03 Rain False False False False
## 873 0.00 Fair False False False False
## 874 0.00 Fair False False False False
## 875 0.00 Partly Cloudy False False False False
## 876 0.00 Fair False False False False
## 877 0.00 Light Rain False False False False
## 878 0.00 Cloudy False False False False
## 879 0.00 Mostly Cloudy False False False False
## 880 0.00 Light Rain False False False False
## 881 0.00 Cloudy False False False False
## 882 0.00 Fair False False False True
## 883 0.00 Mostly Cloudy False False False False
## 884 0.01 Light Rain False False False False
## 885 0.00 Fair False False False False
## 886 0.00 Fair False False False False
## 887 0.00 Haze False False False False
## 888 0.00 Fair False False True False
## 889 0.00 Fair False False False False
## 890 0.01 Light Snow False False False False
## 891 0.00 Fair False False False False
## 892 0.00 Mostly Cloudy False False False False
## 893 0.00 Cloudy False False False False
## 894 0.00 Fair False False False False
## 895 0.00 Mostly Cloudy False False False False
## 896 0.00 Mostly Cloudy False False False False
## 897 0.01 Light Rain False False False False
## 898 0.01 Light Rain False False False False
## 899 0.00 Fair False False False False
## 900 0.00 Partly Cloudy False False False False
## 901 0.00 Mostly Cloudy False False False False
## 902 0.00 Fair False False False False
## 903 0.00 Cloudy False False False False
## 904 0.00 Cloudy False False False False
## 905 0.00 Fair False False False False
## 906 0.04 Heavy T-Storm False False False False
## 907 0.00 Fair False False False False
## 908 0.00 Light Drizzle False False False False
## 909 0.00 Fair False False False False
## 910 0.00 Cloudy False False False False
## 911 0.00 Cloudy False False False False
## 912 0.00 Fair False False False False
## 913 0.00 Fair False False False False
## 914 0.00 Light Snow False False False False
## 915 0.00 Light Rain False False False False
## 916 0.00 Mostly Cloudy False False False False
## 917 0.00 Fair False False False False
## 918 0.00 Fair False False False False
## 919 0.00 Fair False False False False
## 920 0.00 Cloudy False False False False
## 921 0.00 Mostly Cloudy False False False False
## 922 0.00 Cloudy False False False False
## 923 0.00 Fair False False False False
## 924 0.00 Fair / Windy False False True True
## 925 0.03 Light Snow False False False False
## 926 0.09 Light Rain False False False False
## 927 0.00 Fair False False False False
## 928 0.00 Light Rain False False False False
## 929 0.00 Mostly Cloudy False False False False
## 930 0.00 Fair False False False False
## 931 0.00 Fair False False True False
## 932 0.01 Cloudy False False False False
## 933 0.00 Cloudy False False False False
## 934 0.00 Cloudy False False False False
## 935 0.00 Light Rain False False False False
## 936 0.00 Fair False False False False
## 937 0.00 Cloudy False False False False
## 938 0.00 Partly Cloudy False False False False
## 939 0.03 Light Rain False False False False
## 940 0.01 Light Rain False False False False
## 941 0.00 Fair False False False False
## 942 0.02 Light Rain False False False False
## 943 0.01 Mostly Cloudy False False False False
## 944 0.00 Fair False False False False
## 945 0.00 Fair False False False False
## 946 0.00 Fair False False False False
## 947 0.00 Cloudy False False False False
## 948 0.00 Mostly Cloudy False False False False
## 949 0.00 Fair False False False False
## 950 0.00 Cloudy False False False False
## 951 0.00 Cloudy False False False False
## 952 0.00 Light Rain False False False False
## 953 0.00 Fair False False False False
## 954 0.02 Light Snow False False False False
## 955 0.00 Cloudy False False False False
## 956 0.00 Fair False False False False
## 957 0.00 Fair False False False False
## 958 0.00 Partly Cloudy False False False False
## 959 0.00 Fair False False False False
## 960 0.00 Fair False False False False
## 961 0.00 Cloudy False False False False
## 962 0.00 Partly Cloudy False False False False
## 963 0.03 Mostly Cloudy False False False False
## 964 0.00 Fair False False False False
## 965 0.00 Mostly Cloudy False False False False
## 966 0.00 Fair False False False False
## 967 0.00 Thunder in the Vicinity False False False False
## 968 0.06 Light Rain False False False False
## 969 0.00 Fair False False False False
## 970 0.00 Partly Cloudy False False False False
## 971 0.00 Wintry Mix False False False False
## 972 0.00 Light Snow False False False False
## 973 0.00 Fog True False True False
## 974 0.00 Light Rain False False False False
## 975 0.00 Cloudy False False False False
## 976 0.00 Cloudy False False False False
## 977 0.00 Fair False False False False
## 978 0.00 Fair False False False False
## 979 0.05 Light Rain False False False False
## 980 0.16 Rain False False False False
## 981 0.01 Light Rain False False False False
## 982 0.00 Cloudy False False False False
## 983 0.01 Light Snow False False False False
## 984 0.00 Fair False False False False
## 985 0.00 Light Snow False False False False
## 986 0.00 Fair False False False False
## 987 0.00 Mostly Cloudy False False False False
## 988 0.00 Haze False False False False
## 989 0.00 Cloudy False False False False
## 990 0.00 Cloudy False False False False
## 991 0.00 Fair False False False False
## 992 0.00 Fair False False False False
## 993 0.00 Drizzle False False False False
## 994 0.00 Cloudy False False False False
## 995 0.00 Mostly Cloudy False False False False
## 996 0.00 Fair False False False False
## 997 0.08 T-Storm False False False False
## 998 0.00 Fair False False False False
## 999 0.00 Mostly Cloudy False False False False
## 1000 0.00 Partly Cloudy False False False False
## 1001 0.00 Fair False False False False
## 1002 0.00 Cloudy False False False False
## 1003 0.00 Fair False False False False
## 1004 0.00 Cloudy False False False False
## 1005 0.04 Light Rain False False False False
## 1006 0.00 Fair False False False False
## 1007 0.00 Cloudy False False False False
## 1008 0.00 Cloudy False False False False
## 1009 0.00 Fair False False False False
## 1010 0.00 Fair False False False False
## 1011 0.00 Fair False False False False
## 1012 0.00 Fair False False False False
## 1013 0.00 Cloudy False False False False
## 1014 0.01 Light Rain False False True False
## 1015 0.00 Mostly Cloudy False False False False
## 1016 0.00 Fair False False False False
## 1017 0.00 Fair False False False False
## 1018 0.03 Light Rain False False False False
## 1019 0.00 Cloudy False False False False
## 1020 0.02 Light Rain False False False False
## 1021 0.00 Light Rain False False False False
## 1022 0.00 Mostly Cloudy False False False False
## 1023 0.00 Fair False False False False
## 1024 0.00 Cloudy False False False False
## 1025 0.00 Fair False False False False
## 1026 0.00 Mostly Cloudy False False False False
## 1027 0.00 Mostly Cloudy False False False False
## 1028 0.04 Light Rain False False False False
## 1029 0.00 Mostly Cloudy False False False False
## 1030 0.00 Cloudy False False False False
## 1031 0.00 Fair False False False False
## 1032 0.00 Cloudy False False False False
## 1033 0.00 Light Snow False False False False
## 1034 0.00 Fair False False False False
## 1035 0.00 Fair False False True False
## 1036 0.00 Light Rain False False False False
## 1037 0.00 Partly Cloudy False False False False
## 1038 0.00 Fair False False False False
## 1039 0.00 Fair False False False False
## 1040 0.00 Fair False False False False
## 1041 0.00 Cloudy False False False False
## 1042 0.08 Light Rain False False False False
## 1043 0.00 Fair False False False False
## 1044 0.00 Mostly Cloudy False False False False
## 1045 0.00 Mostly Cloudy False False False False
## 1046 0.00 Partly Cloudy False False False False
## 1047 0.00 Fair False False False False
## 1048 0.00 Mostly Cloudy False False False False
## 1049 0.00 Fair False False False False
## 1050 0.00 Fair False False False False
## 1051 0.00 Light Rain False False False False
## 1052 0.00 Cloudy False False False False
## 1053 0.03 Rain False False False False
## 1054 0.06 Light Drizzle False False False False
## 1055 0.06 Light Drizzle False False False False
## 1056 0.00 Fair False False False False
## 1057 0.00 Fair False False False False
## 1058 0.00 Cloudy False False False False
## 1059 0.00 Partly Cloudy False False False False
## 1060 0.00 Mostly Cloudy False False False False
## 1061 0.06 Light Rain False False False False
## 1062 0.01 T-Storm False False False False
## 1063 0.00 Cloudy False False False False
## 1064 0.00 Fair False False False False
## 1065 0.00 Cloudy False False False False
## 1066 0.00 Fair False False False False
## 1067 0.00 Cloudy False False False False
## 1068 0.00 Cloudy False False False False
## 1069 0.00 Fair False False False False
## 1070 0.00 Fair False False False False
## 1071 0.00 Fair False False False False
## 1072 0.00 Wintry Mix False False False False
## 1073 0.00 Fair False False False False
## 1074 0.00 Fair False False False False
## 1075 0.00 Light Rain False False False False
## 1076 0.00 Mostly Cloudy False False False False
## 1077 0.00 Fair False False False False
## 1078 0.00 Partly Cloudy False False False False
## 1079 0.00 Mostly Cloudy False False True False
## 1080 0.00 Cloudy False False False False
## 1081 0.00 Light Rain False False True False
## 1082 0.00 Cloudy False False False False
## 1083 0.00 Fair False False False False
## 1084 0.00 Fair False False False False
## 1085 0.01 Cloudy False False False False
## 1086 0.00 Fair False False False False
## 1087 0.00 Mostly Cloudy False False True False
## 1088 0.00 Fair False False False False
## 1089 0.00 Cloudy False False False False
## 1090 0.00 Mostly Cloudy False False False False
## 1091 0.01 Light Rain False False False False
## 1092 0.00 Rain False False False False
## 1093 0.00 Partly Cloudy False False False False
## 1094 0.00 Mostly Cloudy False False False False
## 1095 0.00 Light Rain False False False False
## 1096 0.00 Mostly Cloudy False False False False
## 1097 0.01 Light Rain with Thunder False False False False
## 1098 0.00 Mostly Cloudy False False False False
## 1099 0.00 Fair False False False False
## 1100 0.00 Light Rain False False False False
## 1101 0.00 Light Rain False False False False
## 1102 0.00 Fair False False False False
## 1103 0.00 Mostly Cloudy False False False False
## 1104 0.00 Fair True False True False
## 1105 0.00 Mostly Cloudy False False False False
## 1106 0.00 Partly Cloudy False False False False
## 1107 0.00 Fair False False False False
## 1108 0.00 Fair False False False False
## 1109 0.00 Fair False False False False
## 1110 0.00 Fair True False False False
## 1111 0.01 Light Rain False False False False
## 1112 0.00 Cloudy False False False False
## 1113 0.00 Fair False False False False
## 1114 0.00 Fair False False False False
## 1115 0.00 Fair False False False False
## 1116 0.00 Light Rain False False False False
## 1117 0.00 Cloudy False False False False
## 1118 0.00 Fair False False False False
## 1119 0.00 Fair False False False False
## 1120 0.00 Light Drizzle False False False False
## 1121 0.00 Fair False False False False
## 1122 0.00 Fair False False False False
## 1123 0.00 Heavy Rain False False False False
## 1124 0.00 Cloudy False False False False
## 1125 0.00 Cloudy False False False False
## 1126 0.00 Mostly Cloudy False False False False
## 1127 0.00 Mostly Cloudy False False False False
## 1128 0.00 Cloudy False False False False
## 1129 0.00 Cloudy False False False False
## 1130 0.00 Fair False False False False
## 1131 0.00 Light Rain False False False False
## 1132 0.00 Partly Cloudy False False False False
## 1133 0.00 Cloudy False False False False
## 1134 0.00 Mostly Cloudy False False True False
## 1135 0.11 Light Rain False False False False
## 1136 0.03 Light Rain False False False False
## 1137 0.03 Light Rain False False False False
## 1138 0.03 Light Rain False False False False
## 1139 0.00 Mostly Cloudy False False False False
## 1140 0.00 Partly Cloudy False False False False
## 1141 0.00 Fair False False False False
## 1142 0.00 Cloudy False False False False
## 1143 0.01 Mostly Cloudy False False False False
## 1144 0.00 Fair False False False False
## 1145 0.03 Light Snow False False False False
## 1146 0.00 Fair False False False False
## 1147 0.00 Mostly Cloudy False False False False
## 1148 0.00 Cloudy False False False False
## 1149 0.00 Cloudy False False False False
## 1150 0.00 Light Rain False False False False
## 1151 0.00 Fair False False False False
## 1152 0.04 Light Rain False False False False
## 1153 0.00 Cloudy False False False False
## 1154 0.00 Fair False False False False
## 1155 0.00 Mostly Cloudy False False False False
## 1156 0.00 Fair False False False False
## 1157 0.00 Partly Cloudy False False False False
## 1158 0.00 Fair False False False False
## 1159 0.00 Fair False False False False
## 1160 0.00 Fair False False False False
## 1161 0.01 Light Rain False False False False
## 1162 0.00 Partly Cloudy False False False False
## 1163 0.09 Light Rain False False True False
## 1164 0.01 Light Rain False False False False
## 1165 0.03 Light Rain False False False False
## 1166 0.16 Light Snow False False False False
## 1167 0.00 Fair False False False False
## 1168 0.00 Partly Cloudy False False False False
## 1169 0.00 Cloudy False False False False
## 1170 0.00 Cloudy False False False False
## 1171 0.00 Fair False False False False
## 1172 0.11 Cloudy False False False False
## 1173 0.13 Rain False False False False
## 1174 0.13 Rain False False False False
## 1175 0.00 Partly Cloudy False False False False
## 1176 0.00 Mostly Cloudy False False False False
## 1177 0.01 Mostly Cloudy False False False False
## 1178 0.00 Fair False False False False
## 1179 0.00 Mostly Cloudy False False False False
## 1180 0.00 Cloudy False False False False
## 1181 0.00 Fair False False False False
## 1182 0.00 Cloudy False False True False
## 1183 0.02 Cloudy False False False False
## 1184 0.00 Cloudy False False False False
## 1185 0.00 Cloudy False False False False
## 1186 0.00 Fair False False False False
## 1187 0.00 Light Snow False False False False
## 1188 0.00 Cloudy False False False False
## 1189 0.04 Rain False False False False
## 1190 0.00 Light Rain False False False False
## 1191 0.00 Cloudy False False False False
## 1192 0.00 Mostly Cloudy False False False False
## 1193 0.00 Partly Cloudy False False False False
## 1194 0.00 Cloudy False False False False
## 1195 0.08 Rain False False False False
## 1196 0.00 Cloudy False False False False
## 1197 0.00 Partly Cloudy False False False False
## 1198 0.00 Cloudy False False False False
## 1199 0.01 Light Rain False False False False
## 1200 0.00 Cloudy False False False False
## 1201 0.00 Mostly Cloudy False False False False
## 1202 0.04 Light Rain False False False False
## 1203 0.00 Mostly Cloudy False False False False
## 1204 0.00 Cloudy False False False False
## 1205 0.00 Fair False False True False
## 1206 0.10 Light Rain False False False False
## 1207 0.00 Fair False False False False
## 1208 0.00 Fair False False True False
## 1209 0.00 Partly Cloudy False False False False
## 1210 0.10 Light Snow False False False False
## 1211 0.00 Partly Cloudy False False True False
## 1212 0.00 Mostly Cloudy False False False False
## 1213 0.00 Fair False False False False
## 1214 0.00 Fair False False False False
## 1215 0.00 Fair False False False False
## 1216 0.00 Cloudy False False False False
## 1217 0.00 Light Rain False False False False
## 1218 0.00 Mostly Cloudy False False False False
## 1219 0.00 Mostly Cloudy False False False False
## 1220 0.00 Partly Cloudy False False False False
## 1221 0.00 Mostly Cloudy False False False False
## 1222 0.00 Light Rain False False False False
## 1223 0.00 Cloudy False False False False
## 1224 0.00 Fair False False False False
## 1225 0.00 Fair False False False False
## 1226 0.00 Mostly Cloudy False False False False
## 1227 0.00 Fair False False False False
## 1228 0.00 Light Rain False False False False
## 1229 0.00 Mostly Cloudy False False False False
## 1230 0.00 Fair False False False False
## 1231 0.00 Fair False False False False
## 1232 0.00 Fair False False False False
## 1233 0.01 Cloudy False False False False
## 1234 0.06 Rain False False False False
## 1235 0.06 Fair False False False False
## 1236 0.00 Fair False False False False
## 1237 0.00 Mostly Cloudy False False False False
## 1238 0.00 Fair False False False False
## 1239 0.00 Cloudy False False False False
## 1240 0.00 Partly Cloudy False False False False
## 1241 0.00 Fog False False False False
## 1242 0.00 Fair False False False False
## 1243 0.00 Mostly Cloudy False False False False
## 1244 0.00 Cloudy False False False False
## 1245 0.00 Fair False False False False
## 1246 0.00 Fair False False False False
## 1247 0.00 Cloudy False False False False
## 1248 0.00 Fair False False False False
## 1249 0.00 Fair False False False False
## 1250 0.00 Mostly Cloudy False False False False
## 1251 0.05 Light Rain False False False False
## 1252 0.00 Fair False False False False
## 1253 0.10 Heavy Rain False False False False
## 1254 0.04 Mostly Cloudy True False False False
## 1255 0.00 Fair False False False False
## 1256 0.10 Light Rain False False False False
## 1257 0.01 Light Rain False False False False
## 1258 0.00 Cloudy False False False False
## 1259 0.00 Partly Cloudy False False False False
## 1260 0.00 Cloudy False False False False
## 1261 0.00 Fair False False False False
## 1262 0.00 Cloudy False False False False
## 1263 0.00 Fair False False False False
## 1264 0.00 Mostly Cloudy False False False False
## 1265 0.00 Mostly Cloudy False False False False
## 1266 0.00 Fair False False False False
## 1267 0.00 Partly Cloudy False False False False
## 1268 0.02 Fair False False False False
## 1269 0.00 Cloudy False False True False
## 1270 0.00 Fair False False False False
## 1271 0.01 Light Snow False False False False
## 1272 0.00 Fair False False False False
## 1273 0.00 Cloudy False False False False
## 1274 0.00 Mostly Cloudy False False False False
## 1275 0.00 Partly Cloudy False False False False
## 1276 0.00 Partly Cloudy False False False False
## 1277 0.00 Cloudy False False False False
## 1278 0.00 Fair False False True False
## 1279 0.00 Cloudy False False True False
## 1280 0.00 Fair False False False False
## 1281 0.00 Fair False False False False
## 1282 0.00 Fair False False False False
## 1283 0.00 Rain False False False False
## 1284 0.02 Heavy Rain False False False False
## 1285 0.01 Snow and Sleet False False False False
## 1286 0.01 Cloudy False False False False
## 1287 0.00 Mostly Cloudy False False False False
## 1288 0.00 Cloudy False False False False
## 1289 0.00 Fair False False False False
## 1290 0.00 Fair False False False False
## 1291 0.02 Light Rain False False False False
## 1292 0.00 Fair False False False False
## 1293 0.00 Fair False False False False
## 1294 0.00 Fair False False True False
## 1295 0.00 Cloudy False False False False
## 1296 0.00 Fair False False False False
## 1297 0.07 Cloudy False False False False
## 1298 0.00 Mostly Cloudy False False False False
## 1299 0.00 Mostly Cloudy False False True False
## 1300 0.10 Heavy Rain False False False False
## 1301 0.02 Cloudy False False False False
## 1302 0.00 Partly Cloudy False False False False
## 1303 0.00 Cloudy False False False False
## 1304 0.04 Cloudy False False False False
## 1305 0.00 Cloudy False False False False
## 1306 0.00 Cloudy False False False False
## 1307 0.00 Fair False False True False
## 1308 0.00 Cloudy False False False False
## 1309 0.01 Light Rain False False False False
## 1310 0.04 Heavy T-Storm False False False False
## 1311 0.00 Fair False False False False
## 1312 0.00 Mostly Cloudy False False False False
## 1313 0.00 Fair False False False False
## 1314 0.00 Fair False False False False
## 1315 0.00 Fair False False False False
## 1316 0.00 Fair False False False False
## 1317 0.00 Fair False False False False
## 1318 0.00 Fair False False False False
## 1319 0.00 Mostly Cloudy False False False False
## 1320 0.00 Fair False False False False
## 1321 0.00 Light Drizzle False False False False
## 1322 0.12 Light Rain with Thunder False False False False
## 1323 0.00 Cloudy False False False False
## 1324 0.00 Fair False False False False
## 1325 0.00 Fair False False False False
## 1326 0.00 Fair False False False False
## 1327 0.00 Cloudy False False False False
## 1328 0.00 Rain False False False False
## 1329 0.00 Snow False False False False
## 1330 0.00 Fair False False False False
## 1331 0.00 Fair False False False False
## 1332 0.00 Fair False False False False
## 1333 0.00 Light Rain False False False False
## 1334 0.00 Fair False False False False
## 1335 0.00 Light Rain False False False False
## 1336 0.00 Fair False False False False
## 1337 0.00 Fair False False False False
## 1338 0.00 Fair False False False False
## 1339 0.00 Mostly Cloudy False False False False
## 1340 0.00 Fair False False False False
## 1341 0.00 Partly Cloudy False False True False
## 1342 0.00 Mostly Cloudy False False False False
## 1343 0.00 Partly Cloudy False False False False
## 1344 0.00 Light Rain False False False False
## 1345 0.00 Fair False False True False
## 1346 0.00 Fair False False False False
## 1347 0.00 Fair False False False False
## 1348 0.11 Light Rain False False False False
## 1349 0.00 Haze / Windy False False False False
## 1350 0.00 Fair False False False False
## 1351 0.00 Fair False False False False
## 1352 0.00 Cloudy False False False False
## 1353 0.00 Fair False False False False
## 1354 0.10 Light Rain False False False False
## 1355 0.00 Mostly Cloudy False False False False
## 1356 0.00 Mostly Cloudy False False False False
## 1357 0.00 Mostly Cloudy False False False False
## 1358 0.01 Light Rain False False False False
## 1359 0.00 Mostly Cloudy False False False False
## 1360 0.00 Partly Cloudy False False False False
## 1361 0.00 Cloudy False False False False
## 1362 0.00 Fair False False False False
## 1363 0.00 Fair False False False False
## 1364 0.00 Fair False False False False
## 1365 0.00 Fair False False False False
## 1366 0.00 Light Snow False False False False
## 1367 0.00 Mostly Cloudy False False True False
## 1368 0.00 Fair False False False False
## 1369 0.00 Fair False False False False
## 1370 0.00 Mostly Cloudy False False False False
## 1371 0.00 Fair False False False False
## 1372 0.00 Cloudy False False False False
## 1373 0.00 Mostly Cloudy False False False False
## 1374 0.00 Cloudy False False False False
## 1375 0.00 Fair False False False False
## 1376 0.00 Light Drizzle False False False False
## 1377 0.03 Cloudy False False False False
## 1378 0.09 Rain False False False False
## 1379 0.00 Partly Cloudy False False False False
## 1380 0.00 Cloudy False False False False
## 1381 0.00 Fair False False False False
## 1382 0.00 Fair False False False False
## 1383 0.00 Cloudy False False False False
## 1384 0.00 Fair False False False False
## 1385 0.05 Light Rain False False False False
## 1386 0.00 Haze False False True False
## 1387 0.00 Fair False False False False
## 1388 0.00 Partly Cloudy False False False False
## 1389 0.00 Light Rain False False False False
## 1390 0.00 Fair False False False False
## 1391 0.01 Light Rain False False False False
## 1392 0.23 Light Rain False False False False
## 1393 0.00 Light Rain False False False False
## 1394 0.00 Fair False False False False
## 1395 0.00 Cloudy False False False False
## 1396 0.05 Light Rain False False False False
## 1397 0.00 Light Rain False False False False
## 1398 0.00 Fair False False False False
## 1399 0.02 Light Rain False False False False
## 1400 0.00 Fair False False False False
## 1401 0.00 Fair False False False False
## 1402 0.00 Fair False False False False
## 1403 0.00 Mostly Cloudy False False False False
## 1404 0.00 Light Rain False False False False
## 1405 0.00 Fair False False False False
## 1406 0.00 Cloudy False False False False
## 1407 0.00 Fair False False False False
## 1408 0.00 Fair False False False False
## 1409 0.00 Fair False False False False
## 1410 0.00 Partly Cloudy False False False False
## 1411 0.00 Fair False False False False
## 1412 0.00 Fair False False False False
## 1413 0.00 Fair False False False False
## 1414 0.00 Cloudy False False False False
## 1415 0.00 Cloudy False False False False
## 1416 0.00 Fair False False False False
## 1417 0.00 Mostly Cloudy False False False False
## 1418 0.00 Fair False False False False
## 1419 0.00 Fair False False True False
## 1420 0.00 Fair False False False False
## 1421 0.05 Light Rain False False False False
## 1422 0.00 Fair False False False False
## 1423 0.00 Cloudy False False False False
## 1424 0.00 Fair False False False False
## 1425 0.00 Partly Cloudy False False False False
## 1426 0.00 Fair False False False False
## 1427 0.00 Cloudy False False False False
## 1428 0.00 Partly Cloudy False False False False
## 1429 0.00 Haze False False False False
## 1430 0.00 Light Rain False False True False
## 1431 0.00 Light Rain False False False False
## 1432 0.00 Fair False False False False
## 1433 0.00 Fair False False False False
## 1434 0.03 Light Rain False False False False
## 1435 0.00 Light Rain False False True False
## 1436 0.00 Fair False False False False
## 1437 0.00 Fair False False False False
## 1438 0.01 Light Rain False False True False
## 1439 0.00 Fair False False False False
## 1440 0.00 Fair False False True False
## 1441 0.12 Light Rain False False False False
## 1442 0.00 Mostly Cloudy False False False False
## 1443 0.00 Rain False False False False
## 1444 0.00 Light Rain False False False False
## 1445 0.00 Partly Cloudy False False False False
## 1446 0.00 Cloudy False False False False
## 1447 0.00 Fair False False False False
## 1448 0.00 Cloudy False False False False
## 1449 0.02 Light Snow False False False False
## 1450 0.00 Cloudy False False False False
## 1451 0.00 Mostly Cloudy False False False False
## 1452 0.00 Cloudy False False False False
## 1453 0.00 Mostly Cloudy False False False False
## 1454 0.00 Fair False False False False
## 1455 0.07 Light Rain False False False False
## 1456 0.00 Cloudy False False False False
## 1457 0.04 Light Snow False False False False
## 1458 0.00 Cloudy False False False False
## 1459 0.00 Mostly Cloudy False False False False
## 1460 0.01 Light Rain False False False False
## 1461 0.00 Cloudy False False False False
## 1462 0.03 Light Rain False False False False
## 1463 0.00 Fair False False False False
## 1464 0.00 Cloudy False False False False
## 1465 0.02 Rain / Windy False False False False
## 1466 0.00 Cloudy False False False False
## 1467 0.00 Fair False False False False
## 1468 0.00 Fair False False True False
## 1469 0.00 Mostly Cloudy False False False False
## 1470 0.02 Cloudy False False False False
## 1471 0.00 Partly Cloudy False False False False
## 1472 0.06 Mostly Cloudy False False False False
## 1473 0.00 Light Rain False False False False
## 1474 0.00 Fair False False False False
## 1475 0.00 Cloudy False False False False
## 1476 0.00 Partly Cloudy False False False False
## 1477 0.00 Fair False False False False
## 1478 0.00 Mostly Cloudy False False False False
## 1479 0.00 Cloudy False False False False
## 1480 0.00 Light Snow False False False False
## 1481 0.00 Mostly Cloudy False False False False
## 1482 0.00 Mostly Cloudy False False False False
## 1483 0.00 Fair False False False False
## 1484 0.00 Light Drizzle False False False False
## 1485 0.20 T-Storm False False False False
## 1486 0.00 Light Rain False False False False
## 1487 0.00 Fair False False False False
## 1488 0.00 Cloudy False False False False
## 1489 0.00 Cloudy False False False False
## 1490 0.00 Mostly Cloudy False False False False
## 1491 0.01 Cloudy False False False False
## 1492 0.00 Mostly Cloudy False False False False
## 1493 0.00 Fair False False False False
## 1494 0.00 Fair False False False False
## 1495 0.04 Fair False False False False
## 1496 0.00 Cloudy False False False False
## 1497 0.00 Fair False False False False
## 1498 0.00 Fair False False False False
## 1499 0.00 Partly Cloudy False False False False
## 1500 0.00 Mostly Cloudy False False False False
## 1501 0.02 Cloudy False False False False
## 1502 0.00 Cloudy False False True False
## 1503 0.00 Fair False False False False
## 1504 0.00 Cloudy False False False False
## 1505 0.00 Fair False False False False
## 1506 0.00 Fair False False True False
## 1507 0.00 Fair False False False False
## 1508 0.00 Fair False False False False
## 1509 0.00 Mostly Cloudy False False False False
## 1510 0.21 Heavy T-Storm False False False False
## 1511 0.00 Cloudy False False False False
## 1512 0.00 Fair False False False False
## 1513 0.00 Cloudy False False False False
## 1514 0.03 Light Rain False False False False
## 1515 0.00 Cloudy False False False False
## 1516 0.00 Mostly Cloudy False False False False
## 1517 0.00 Light Snow False False False False
## 1518 0.00 Mostly Cloudy False False False False
## 1519 0.00 Cloudy False False False False
## 1520 0.00 Fair False False False False
## 1521 0.00 Mostly Cloudy / Windy False False False False
## 1522 0.00 Light Snow False False False False
## 1523 0.07 Light Snow and Sleet False False False False
## 1524 0.00 Cloudy False False False False
## 1525 0.00 Fair False False False False
## 1526 0.00 Partly Cloudy False False False False
## 1527 0.00 Cloudy False False False False
## 1528 0.00 Fair False False False False
## 1529 0.00 Partly Cloudy False False False False
## 1530 0.00 Fair False False False False
## 1531 0.00 Partly Cloudy False False False False
## 1532 0.00 Fair False False False False
## 1533 0.12 Rain False False False False
## 1534 0.00 Partly Cloudy False False False False
## 1535 0.09 Light Rain False False False False
## 1536 0.00 Partly Cloudy False False False False
## 1537 0.03 Cloudy False False False False
## 1538 0.03 Cloudy False False False False
## 1539 0.00 Cloudy False False False False
## 1540 0.08 Light Snow False False False False
## 1541 0.00 Fair False False False False
## 1542 0.00 Cloudy False False False False
## 1543 0.10 Light Rain False False False False
## 1544 0.00 Cloudy False False False False
## 1545 0.00 Fair False False False False
## 1546 0.00 Fair False False False False
## 1547 0.02 Cloudy False False False False
## 1548 0.00 Fair False False False False
## 1549 0.00 Fair False False True False
## 1550 0.00 Fair False False False False
## 1551 0.00 Fair False False False False
## 1552 0.05 Light Rain False False False False
## 1553 0.00 Fair False False False False
## 1554 0.00 Mostly Cloudy True False False False
## 1555 0.00 Fair False False False False
## 1556 0.00 Fair False False False False
## 1557 0.00 Fair False False False False
## 1558 0.00 Mostly Cloudy False False False False
## 1559 0.00 Fair False False False False
## 1560 0.00 Fair False False False False
## 1561 0.00 Wintry Mix False False False False
## 1562 0.01 Light Snow False False False False
## 1563 0.00 Fair False False False False
## 1564 0.00 Cloudy False False False False
## 1565 0.09 Freezing Rain False False False False
## 1566 0.00 Cloudy False False False False
## 1567 0.32 Rain False False False False
## 1568 0.09 Mostly Cloudy False False False False
## 1569 0.00 Fair False False False False
## 1570 0.00 Fair False False False False
## 1571 0.00 Fair False False False False
## 1572 0.00 Mostly Cloudy False False True False
## 1573 0.00 Partly Cloudy False False False False
## 1574 0.00 Fair False False False False
## 1575 0.00 Partly Cloudy False False False False
## 1576 0.00 Fog False False False False
## 1577 0.01 Light Rain False False False False
## 1578 0.01 Light Rain False False False False
## 1579 0.00 Cloudy False False False False
## 1580 0.00 Cloudy False False False False
## 1581 0.02 Light Snow False False False False
## 1582 0.00 Fair False False False False
## 1583 0.00 Fair False False False False
## 1584 0.00 Cloudy False False False False
## 1585 0.00 Partly Cloudy False False True False
## 1586 0.00 Fair False False False False
## 1587 0.00 Cloudy False False False False
## 1588 0.00 Wintry Mix False False False False
## 1589 0.00 Cloudy False False False False
## 1590 0.00 Mostly Cloudy False False False False
## 1591 0.00 Fair False False False False
## 1592 0.00 Fair False False False False
## 1593 0.00 Fair False False False False
## 1594 0.03 Light Rain False False False False
## 1595 0.00 Mostly Cloudy False False False False
## 1596 0.00 Mostly Cloudy False False False False
## 1597 0.00 Fair False False False False
## 1598 0.00 Fair False False False False
## 1599 0.00 Cloudy False False False False
## 1600 0.00 Cloudy False False False False
## 1601 0.00 Fair False False False False
## 1602 0.00 Fair False False False False
## 1603 0.00 Fair False False False False
## 1604 0.00 Mostly Cloudy False False False False
## 1605 0.00 Partly Cloudy False False False False
## 1606 0.00 Mostly Cloudy False False False False
## 1607 0.00 Fair False False False False
## 1608 0.07 Rain False False False False
## 1609 0.02 Cloudy False False False False
## 1610 0.02 Cloudy False False False False
## 1611 0.00 Fair False False False False
## 1612 0.00 Cloudy False False False False
## 1613 0.09 Cloudy False False False False
## 1614 0.09 Cloudy False False False False
## 1615 0.02 Light Rain False False False False
## 1616 0.00 Mostly Cloudy False False False False
## 1617 0.00 Partly Cloudy False False False False
## 1618 0.00 Light Rain False False False False
## 1619 0.00 Cloudy False False False False
## 1620 0.00 Fog False False False False
## 1621 0.00 Fair False False False False
## 1622 0.02 Light Rain False False False False
## 1623 0.00 Fair False False False False
## 1624 0.00 Mostly Cloudy False False False False
## 1625 0.00 Cloudy False False False False
## 1626 0.00 Cloudy False False False False
## 1627 0.00 Cloudy False False False False
## 1628 0.00 Fair False False False False
## 1629 0.00 Fair False False False False
## 1630 0.00 Light Rain False False True True
## 1631 0.00 Partly Cloudy False False False False
## 1632 0.00 Partly Cloudy False False False False
## 1633 0.04 Light Rain False False True False
## 1634 0.00 Cloudy False False True False
## 1635 0.00 Fair False False False False
## 1636 0.02 Wintry Mix False False False False
## 1637 0.02 Light Rain False False False False
## 1638 0.00 Fair False False False False
## 1639 0.00 Fair False False False False
## 1640 0.00 Fair False False False False
## 1641 0.00 Fair False False False False
## 1642 0.00 Fair False False False False
## 1643 0.00 Cloudy False False False False
## 1644 0.00 N/A Precipitation False False False False
## 1645 0.00 N/A Precipitation False False False False
## 1646 0.00 Cloudy False False False False
## 1647 0.00 Fair False False False False
## 1648 0.00 Cloudy False False False False
## 1649 0.00 Mostly Cloudy False False False False
## 1650 0.00 Mostly Cloudy False False False False
## 1651 0.00 Fair False False False False
## 1652 0.00 Fair False False False False
## 1653 0.07 Wintry Mix False False False False
## 1654 0.00 Cloudy False False False False
## 1655 0.00 Cloudy False False False False
## 1656 0.00 Cloudy False False False False
## 1657 0.00 Fair False False False False
## 1658 0.00 Mostly Cloudy False False False False
## 1659 0.00 Fair False False False False
## 1660 0.00 Fair False False False False
## 1661 0.00 Fair False False False False
## 1662 0.00 Fair False False False False
## 1663 0.06 Rain False False False False
## 1664 0.00 Partly Cloudy False False False False
## 1665 0.00 Cloudy False False False False
## 1666 0.00 Mostly Cloudy False False False False
## 1667 0.00 Mostly Cloudy False False False False
## 1668 0.04 Light Rain False False False False
## 1669 0.00 Partly Cloudy False False False False
## 1670 0.00 Mostly Cloudy False False False False
## 1671 0.08 Light Rain False False False False
## 1672 0.00 Cloudy False False False False
## 1673 0.00 Fair False False False False
## 1674 0.02 Rain False False False False
## 1675 0.00 Fair False False False False
## 1676 0.09 Rain False False False False
## 1677 0.00 Cloudy False False False False
## 1678 0.00 Cloudy False False False False
## 1679 0.00 Cloudy False False False False
## 1680 0.00 Fair False False False False
## 1681 0.00 Mostly Cloudy False False False False
## 1682 0.00 Fair False False False False
## 1683 0.00 Partly Cloudy False False False False
## 1684 0.00 Mostly Cloudy False False False False
## 1685 0.00 Cloudy False False False False
## 1686 0.00 Mostly Cloudy False False False False
## 1687 0.00 Fair False False False False
## 1688 0.01 Light Rain False False False False
## 1689 0.00 Fair False False False False
## 1690 0.00 Cloudy False False False False
## 1691 0.00 Light Rain False False False False
## 1692 0.00 Fair False False False False
## 1693 0.00 Fair False False False False
## 1694 0.00 Fair False False False False
## 1695 0.00 Mostly Cloudy False False False False
## 1696 0.02 Cloudy False False False False
## 1697 0.09 Wintry Mix False False False False
## 1698 0.00 Fair False False False False
## 1699 0.00 Fair False False False False
## 1700 0.00 Fair False False False False
## 1701 0.00 Light Rain False False False False
## 1702 0.00 Fair False False False False
## 1703 0.06 Rain False False False False
## 1704 0.07 Rain False False False False
## 1705 0.00 Rain False False False False
## 1706 0.00 Fair False False False False
## 1707 0.00 Fair False False False False
## 1708 0.00 Fair False False False False
## 1709 0.00 Mostly Cloudy False False False False
## 1710 0.00 Mostly Cloudy False False False False
## 1711 0.00 Cloudy False False False False
## 1712 0.00 Cloudy False False False False
## 1713 0.00 Fair False False False False
## 1714 0.00 Fair False False False False
## 1715 0.00 Fair False False False False
## 1716 0.00 Cloudy False False False False
## 1717 0.00 Fair False False False False
## 1718 0.00 Fair False False False False
## 1719 0.02 Light Snow False False False False
## 1720 0.00 Fair False False False False
## 1721 0.00 Fair False False False False
## 1722 0.00 Light Rain False False False False
## 1723 0.00 Fair False False False False
## 1724 0.00 Fair False False False False
## 1725 0.00 Fair False False False False
## 1726 0.06 Light Rain False False False False
## 1727 0.00 Cloudy False False False False
## 1728 0.00 Fair False False False False
## 1729 0.00 Fair False False False False
## 1730 0.00 Mostly Cloudy False False False False
## 1731 0.00 Mostly Cloudy False False False False
## 1732 0.00 Fair False False False False
## 1733 0.00 Fair False False False False
## 1734 0.00 Fair False False False False
## 1735 0.16 Rain False False False False
## 1736 0.00 Fair False False False False
## 1737 0.00 Cloudy False False False False
## 1738 0.00 Cloudy False False False False
## 1739 0.00 Light Snow False False False False
## 1740 0.00 Light Rain False False False False
## 1741 0.00 Light Rain False False False False
## 1742 0.00 Cloudy False False False False
## 1743 0.06 Wintry Mix False False False False
## 1744 0.00 Partly Cloudy False False False False
## 1745 0.00 Cloudy False False False False
## 1746 0.00 Mostly Cloudy False False False False
## 1747 0.04 Light Rain False False False False
## 1748 0.00 Light Rain False False False False
## 1749 0.00 Mostly Cloudy False False False False
## 1750 0.00 Fair False False False False
## 1751 0.00 Rain False False False False
## 1752 0.00 Fair False False False False
## 1753 0.00 Fair False False False False
## 1754 0.02 Cloudy False False False False
## 1755 0.00 Mostly Cloudy False False False False
## 1756 0.00 Fair False False False False
## 1757 0.00 Mostly Cloudy False False False False
## 1758 0.00 Fair False False False False
## 1759 0.00 Mostly Cloudy False False False False
## 1760 0.00 Fair False False False False
## 1761 0.00 Fair False False False False
## 1762 0.00 Cloudy False False False False
## 1763 0.06 Light Snow False False False False
## 1764 0.00 Fair False False False False
## 1765 0.00 Cloudy False False False False
## 1766 0.00 Cloudy False False False False
## 1767 0.08 Light Rain False False False False
## 1768 0.00 Cloudy False False False False
## 1769 0.03 T-Storm False False False False
## 1770 0.00 Fair False False False False
## 1771 0.00 Mostly Cloudy False False False False
## 1772 0.00 Mostly Cloudy False False True False
## 1773 0.07 Light Rain False False False False
## 1774 0.00 Partly Cloudy False False False False
## 1775 0.00 Cloudy False False False False
## 1776 0.10 Light Rain False False False False
## 1777 0.00 Fair False False False False
## 1778 0.00 Mostly Cloudy False False False False
## 1779 0.00 Heavy Rain False False False False
## 1780 0.01 Light Rain False False False False
## 1781 0.00 Fair False False False False
## 1782 0.00 Fair False False False False
## 1783 0.00 Fair False False False False
## 1784 0.02 Light Rain False False False False
## 1785 0.01 Light Snow False False False False
## 1786 0.00 Fair False False False False
## 1787 0.00 Fair False False False False
## 1788 0.00 Fair False False False False
## 1789 0.00 Partly Cloudy False False False False
## 1790 0.00 Fair False False False False
## 1791 0.00 Fair False False False False
## 1792 0.00 Cloudy False False False False
## 1793 0.00 Cloudy False False False False
## 1794 0.00 Cloudy False False False False
## 1795 0.05 Light Rain False False False False
## 1796 0.00 Cloudy False False False False
## 1797 0.00 Cloudy False False False False
## 1798 0.00 Cloudy False False False False
## 1799 0.00 Fair False False False False
## 1800 0.00 Cloudy False False False False
## 1801 0.00 Partly Cloudy False False False False
## 1802 0.00 Haze False False False False
## 1803 0.04 Rain False False False False
## 1804 0.00 Fair False False False False
## 1805 0.00 Fair False False False False
## 1806 0.00 Cloudy False False False False
## 1807 0.00 Fair False False False False
## 1808 0.00 Fair False False False False
## 1809 0.00 Fair False False False False
## 1810 0.00 Fair False False False False
## 1811 0.00 Partly Cloudy False False False False
## 1812 0.08 Wintry Mix False False False False
## 1813 0.00 Light Rain / Windy False False False False
## 1814 0.00 Light Rain False False False False
## 1815 0.00 Mostly Cloudy False False False False
## 1816 0.00 Partly Cloudy False False False False
## 1817 0.00 Mostly Cloudy False False False False
## 1818 0.03 Cloudy False False False False
## 1819 0.05 Rain False False False False
## 1820 0.01 Light Rain False False False False
## 1821 0.00 Cloudy False False False False
## 1822 0.00 Cloudy False False False False
## 1823 0.00 Cloudy False False False False
## 1824 0.00 Light Rain False False False False
## 1825 0.00 Cloudy False False False False
## 1826 0.00 Fair False False False False
## 1827 0.00 Fair False False False False
## 1828 0.00 Partly Cloudy False False False False
## 1829 0.06 Light Rain False False False False
## 1830 0.00 Fair False False False False
## 1831 0.00 Fair False False False False
## 1832 0.00 Fair False False False False
## 1833 0.00 Mostly Cloudy False False False False
## 1834 0.00 Fair False False False False
## 1835 0.00 Cloudy False False False False
## 1836 0.08 Mostly Cloudy False False False False
## 1837 0.00 Fair False False False False
## 1838 0.00 Fair False False False False
## 1839 0.00 Partly Cloudy False False False False
## 1840 0.00 Cloudy False False False False
## 1841 0.00 Cloudy False False False False
## 1842 0.07 Light Rain False False False False
## 1843 0.00 Cloudy False False False False
## 1844 0.00 Fair False False False False
## 1845 0.00 Light Rain False False False False
## 1846 0.00 Fair False False False False
## 1847 0.00 Fair False False False False
## 1848 0.18 Rain False False False False
## 1849 0.00 Rain False False False False
## 1850 0.00 Fair False False False False
## 1851 0.00 Rain False False False False
## 1852 0.00 Fair False False False False
## 1853 0.00 Fair False False False False
## 1854 0.15 Heavy Rain False False False False
## 1855 0.00 Fair False False False False
## 1856 0.00 Mostly Cloudy False False False False
## 1857 0.00 Cloudy False False False False
## 1858 0.00 Cloudy False False False False
## 1859 0.01 Light Rain False False False False
## 1860 0.00 Fair False False False False
## 1861 0.00 Cloudy False False False False
## 1862 0.00 Partly Cloudy False False False False
## 1863 0.03 Rain False False False False
## 1864 0.00 Mostly Cloudy False False False False
## 1865 0.00 Mostly Cloudy False False False False
## 1866 0.00 Cloudy False False False False
## 1867 0.00 Cloudy False False False False
## 1868 0.00 Fair False False False False
## 1869 0.00 Partly Cloudy False False False False
## 1870 0.00 T-Storm False False False False
## 1871 0.00 Cloudy False False False False
## 1872 0.00 Mostly Cloudy False False False False
## 1873 0.00 Mostly Cloudy False False False False
## 1874 0.00 Mostly Cloudy False False False False
## 1875 0.00 Fair False False False False
## 1876 0.00 Cloudy True False False False
## 1877 0.00 Partly Cloudy False False False False
## 1878 0.00 Mostly Cloudy False False False False
## 1879 0.00 Cloudy True False True False
## 1880 0.00 Fair False False False False
## 1881 0.00 Fair False False False False
## 1882 0.00 Fair False False False False
## 1883 0.00 Mostly Cloudy False False False False
## 1884 0.12 Light Rain False False False False
## 1885 0.03 Light Rain False False False False
## 1886 0.00 Light Rain False False False False
## 1887 0.00 Fair False False False False
## 1888 0.00 Fair False False False False
## 1889 0.00 T-Storm False False False False
## 1890 0.10 Light Rain False False True False
## 1891 0.00 Mostly Cloudy False False False False
## 1892 0.00 Fair False False False False
## 1893 0.00 Cloudy False False False False
## 1894 0.00 Light Rain False False False False
## 1895 0.00 Fair False False False False
## 1896 0.01 Light Rain False False False False
## 1897 0.03 Light Rain False False False False
## 1898 0.00 Fair False False False False
## 1899 0.03 Light Rain False False False False
## 1900 0.00 Fair False False False False
## 1901 0.00 Fair False False False False
## 1902 0.00 Cloudy False False False False
## 1903 0.00 Mostly Cloudy False False False False
## 1904 0.00 Mostly Cloudy False False False False
## 1905 0.00 Light Rain False False False False
## 1906 0.00 Cloudy False False False False
## 1907 0.01 Light Snow / Windy False False False False
## 1908 0.00 Haze False False False False
## 1909 0.00 Partly Cloudy False False False False
## 1910 0.00 Partly Cloudy False False False False
## 1911 0.00 Mostly Cloudy False False False False
## 1912 0.00 Cloudy False False False False
## 1913 0.00 Fair False False False False
## 1914 0.00 Cloudy False False False False
## 1915 0.00 Mostly Cloudy False False False False
## 1916 0.00 Fair False False False False
## 1917 0.00 Mostly Cloudy False False True False
## 1918 0.10 Rain False False False False
## 1919 0.07 Light Rain False False False False
## 1920 0.00 Fair False False False False
## 1921 0.00 Fair False False False False
## 1922 0.06 Light Rain False False False False
## 1923 0.00 Fair False False False False
## 1924 0.04 Light Rain False False False False
## 1925 0.00 Fair False False False False
## 1926 0.19 Haze False False False False
## 1927 0.19 Mostly Cloudy False False False False
## 1928 0.11 Rain False False False False
## 1929 0.00 Fair False False False False
## 1930 0.00 Fair False False False False
## 1931 0.00 Light Rain False False False False
## 1932 0.00 Fair False False False False
## 1933 0.00 Cloudy False False False False
## 1934 0.00 Light Rain False False False False
## 1935 0.00 Mostly Cloudy False False False False
## 1936 0.00 Fair False False False False
## 1937 0.00 Fair False False False False
## 1938 0.00 Cloudy False False False False
## 1939 0.00 Cloudy False False False False
## 1940 0.00 Fair False False False False
## 1941 0.00 Partly Cloudy False False False False
## 1942 0.00 Fair False False False False
## 1943 0.00 Mostly Cloudy False False False False
## 1944 0.00 Mostly Cloudy False False False False
## 1945 0.03 Light Snow False False False False
## 1946 0.00 Fair False False False False
## 1947 0.00 Fair False False False False
## 1948 0.00 Partly Cloudy False False False False
## 1949 0.00 Mostly Cloudy False False False False
## 1950 0.01 Light Rain False False False False
## 1951 0.00 Fair False False False False
## 1952 0.00 Fair False False False False
## 1953 0.00 Fair False False False False
## 1954 0.00 Light Drizzle False False True False
## 1955 0.00 Cloudy False False False False
## 1956 0.00 Fair False False False False
## 1957 0.00 Mostly Cloudy False False False False
## 1958 0.00 Fair False False False False
## 1959 0.09 Light Rain False False False False
## 1960 0.00 Cloudy False False False False
## 1961 0.01 Light Snow False False False False
## 1962 0.00 Partly Cloudy False False False False
## 1963 0.00 Light Snow False False False False
## 1964 0.00 Fair False False False False
## 1965 0.00 Fair False False False False
## 1966 0.01 Light Rain False False False False
## 1967 0.00 Mostly Cloudy False False False False
## 1968 0.00 Cloudy False False False False
## 1969 0.00 Fair False False False False
## 1970 0.00 Cloudy False False True False
## 1971 0.00 Fair False False False False
## 1972 0.00 Cloudy False False False False
## 1973 0.00 Fair False False False False
## 1974 0.00 Heavy Rain False False False False
## 1975 0.00 Fair False False False False
## 1976 0.00 Mostly Cloudy False False False False
## 1977 0.00 Fair False False False False
## 1978 0.00 Partly Cloudy False False False False
## 1979 0.00 Mostly Cloudy False False False False
## 1980 0.00 Cloudy False False False False
## 1981 0.00 Cloudy False False False False
## 1982 0.00 Fair False False False False
## 1983 0.16 Light Rain False False False False
## 1984 0.00 Fair False False False False
## 1985 0.00 Cloudy False False False False
## 1986 0.00 Cloudy False False False False
## 1987 0.00 Fair False False False False
## 1988 0.00 Fair True False False False
## 1989 0.00 Drizzle False False False False
## 1990 0.00 Cloudy False False False False
## 1991 0.00 Fair False False False False
## 1992 0.00 Partly Cloudy False False False False
## 1993 0.00 Fair False False False False
## 1994 0.09 Heavy Rain False False False False
## 1995 0.00 Fair False False False False
## 1996 0.00 Fair False False False False
## 1997 0.00 Fair False False False False
## 1998 0.00 Cloudy False False False False
## 1999 0.00 Cloudy False False False False
## 2000 0.00 Fair False False True False
## 2001 0.00 Cloudy False False False False
## 2002 0.00 Fair False False False False
## 2003 0.00 Fair False False False False
## 2004 0.00 Partly Cloudy False False False False
## 2005 0.09 Light Rain False False False False
## 2006 0.00 Partly Cloudy False False False False
## 2007 0.11 Light Rain False False False False
## 2008 0.00 Fair False False False False
## 2009 0.00 Fair False False False False
## 2010 0.01 Snow False False False False
## 2011 0.00 Cloudy True False False False
## 2012 0.00 Fair False False False False
## 2013 0.00 Cloudy False False False False
## 2014 0.00 Mostly Cloudy False False False False
## 2015 0.00 Fair False False False False
## 2016 0.00 Partly Cloudy False False False False
## 2017 0.00 Partly Cloudy False False False False
## 2018 0.00 Partly Cloudy False False False False
## 2019 0.04 Mostly Cloudy False False False False
## 2020 0.00 Cloudy False False False False
## 2021 0.08 Mostly Cloudy False False False False
## 2022 0.00 Mostly Cloudy False False False False
## 2023 0.00 Mostly Cloudy False False False False
## 2024 0.00 Fair False False False False
## 2025 0.00 Fair False False False False
## 2026 0.00 Fair False False False False
## 2027 0.11 Light Rain False False False False
## 2028 0.10 Light Rain False False False False
## 2029 0.04 Rain False False False False
## 2030 0.00 Cloudy False False False False
## 2031 0.00 Fair False False False False
## 2032 0.00 Fair False False False False
## 2033 0.00 Fair False False False False
## 2034 0.03 Light Rain False False False False
## 2035 0.03 Partly Cloudy False False False False
## 2036 0.13 Rain False False False False
## 2037 0.13 Rain False False False False
## 2038 0.00 Partly Cloudy False False False False
## 2039 0.00 Fair False False False False
## 2040 0.00 Fair False False False False
## 2041 0.10 Mostly Cloudy False False False False
## 2042 0.00 Mostly Cloudy False False True False
## 2043 0.01 Light Rain False False False False
## 2044 0.00 Partly Cloudy False False False False
## 2045 0.00 Fair False False False False
## 2046 0.00 Fair / Windy False False False False
## 2047 0.00 Fair False False False False
## 2048 0.00 Mostly Cloudy False False False False
## 2049 0.00 Light Rain False False False False
## 2050 0.00 Fair False False False False
## 2051 0.08 Rain False False False False
## 2052 0.00 Fair False False False False
## 2053 0.01 Light Rain False False True False
## 2054 0.00 Cloudy False False False False
## 2055 0.00 Mostly Cloudy False False False False
## 2056 0.00 Light Rain False False False False
## 2057 0.01 Cloudy False False False False
## 2058 0.00 Haze False False False False
## 2059 0.00 Mostly Cloudy False False False False
## 2060 0.00 Fair False False False False
## 2061 0.00 Partly Cloudy False False False False
## 2062 0.00 Light Rain False False False False
## 2063 0.00 Partly Cloudy False False False False
## 2064 0.00 Mostly Cloudy False False False False
## 2065 0.03 Light Rain False False False False
## 2066 0.00 Light Rain False False False False
## 2067 0.00 Mostly Cloudy False False False False
## 2068 0.00 Partly Cloudy False False False False
## 2069 0.00 Cloudy False False False False
## 2070 0.00 Haze False False False False
## 2071 0.00 Partly Cloudy False False False False
## 2072 0.00 Fair False False False False
## 2073 0.00 Partly Cloudy False False False False
## 2074 0.00 Cloudy False False False False
## 2075 0.00 Fair False False False False
## 2076 0.00 Cloudy False False False False
## 2077 0.00 Mostly Cloudy False False False False
## 2078 0.11 Rain False False False False
## 2079 0.00 Fair False False False False
## 2080 0.00 Mostly Cloudy False False False False
## 2081 0.00 Cloudy False False True False
## 2082 0.00 Cloudy False False False False
## 2083 0.00 Partly Cloudy False False False False
## Junction No_Exit Railway Roundabout Station Stop Traffic_Calming
## 1 False False False False False False False
## 2 False False False False False False False
## 3 False False False False False False False
## 4 False False False False False False False
## 5 False False False False False False False
## 6 False False False False False False False
## 7 True False False False False False False
## 8 False False False False False False False
## 9 False False False False False False False
## 10 False False False False False False False
## 11 False False False False False False False
## 12 False False False False False False False
## 13 False False False False False False False
## 14 False False False False False False False
## 15 False False True False False False False
## 16 False False False False False False False
## 17 False False False False False False False
## 18 False False False False False False False
## 19 False False False False False False False
## 20 False False False False False False False
## 21 False False False False False False False
## 22 False False False False False False False
## 23 False False False False False False False
## 24 False False False False False False False
## 25 False False False False False False False
## 26 False False False False False False False
## 27 False False False False False False False
## 28 False False False False False False False
## 29 False False False False False False False
## 30 False False False False False False False
## 31 False False False False False False False
## 32 False False False False False False False
## 33 False False False False False False False
## 34 False False False False False True False
## 35 False False False False False False False
## 36 False False False False False False False
## 37 False False False False False False False
## 38 False False False False False False False
## 39 False False False False False False False
## 40 False False False False False False False
## 41 False False False False False False False
## 42 False False False False False False False
## 43 False False False False False False False
## 44 False False False False False False False
## 45 False False False False False False False
## 46 False False False False False False False
## 47 False False False False False False False
## 48 False False False False False False False
## 49 False False False False False False False
## 50 False False False False False False False
## 51 False False False False False False False
## 52 False False False False False False False
## 53 False False False False False False False
## 54 False False False False False False False
## 55 False False False False False False False
## 56 False False False False False False False
## 57 True False False False False False False
## 58 True False False False False False False
## 59 False False False False False False False
## 60 False False False False False False True
## 61 True False False False False False False
## 62 False False False False False False False
## 63 False False False False False False False
## 64 False False False False False False False
## 65 False False False False False False False
## 66 False False False False False False False
## 67 False False False False False False False
## 68 False False False False False False False
## 69 False False False False False False False
## 70 False False False False False False False
## 71 True False False False False False False
## 72 False False False False False False False
## 73 False False False False False False False
## 74 False False False False False False False
## 75 False False False False False False False
## 76 False False False False False False False
## 77 False False False False False False False
## 78 False False False False False False False
## 79 False False False False False False False
## 80 False False False False False False False
## 81 False False False False False False False
## 82 False False False False False False False
## 83 False False False False False False False
## 84 False False False False False False False
## 85 True False False False False False False
## 86 False False False False False False False
## 87 False False False False False False False
## 88 False False False False False False False
## 89 False False False False False False False
## 90 False False False False False False False
## 91 False False False False False False False
## 92 False False False False False False False
## 93 False False False False False False False
## 94 False False False False False False False
## 95 False False False False False False False
## 96 False False False False False False False
## 97 False False False False False False False
## 98 False False False False False False False
## 99 False False False False False False False
## 100 False False False False False False False
## 101 False False False False False False False
## 102 False False False False False False False
## 103 False False False False False False False
## 104 False False False False False False False
## 105 False False False False False False False
## 106 False False False False False False False
## 107 False False False False False False False
## 108 False False False False False False False
## 109 False False False False False False False
## 110 True False False False False False False
## 111 False False False False False False False
## 112 False False False False False False False
## 113 False False False False False False False
## 114 False False False False False False False
## 115 False False False False False False False
## 116 False False False False False False False
## 117 False False False False False False False
## 118 False False False False False False False
## 119 False False False False False False False
## 120 False False False False False False False
## 121 False False False False False False False
## 122 False False False False False False False
## 123 False False False False False False False
## 124 False False False False False False False
## 125 True False False False False False False
## 126 False False False False False False False
## 127 False False False False False False False
## 128 False False False False False False False
## 129 False False False False False False False
## 130 False False False False False False False
## 131 False False False False False False False
## 132 False False False False False False False
## 133 False False False False False False False
## 134 False False False False False False False
## 135 False False False False False False False
## 136 False False False False False False False
## 137 False False False False False False False
## 138 False False False False False False False
## 139 False False False False False False False
## 140 False False False False False False False
## 141 False False False False False False False
## 142 False False False False False False True
## 143 False False False False False False False
## 144 False False False False False False False
## 145 False False False False False False False
## 146 False False False False False False False
## 147 False False False False False False False
## 148 False False False False False False False
## 149 False False False False False False False
## 150 False False False False False False False
## 151 False False False False False False False
## 152 False False False False False False False
## 153 False False False False False False False
## 154 True False False False False False False
## 155 False False False False False False False
## 156 False False False False False False False
## 157 False False False False False False False
## 158 False False False False False False False
## 159 False False False False False False False
## 160 False False False False False False False
## 161 False False False False False False False
## 162 False False False False False False False
## 163 False False False False False False False
## 164 False False False False False False False
## 165 False False False False False False False
## 166 False False False False False False False
## 167 False False False False False False False
## 168 False False False False False False False
## 169 False False False False False False False
## 170 False False False False False False False
## 171 False False False False False False False
## 172 True False False False False False False
## 173 False False False False False False False
## 174 False False False False False False False
## 175 False False False False False False False
## 176 False False False False False False False
## 177 False False False False False False False
## 178 True False False False False False False
## 179 False False False False False False False
## 180 False False False False False False False
## 181 False False False False False False False
## 182 False False False False False False False
## 183 False False False False False False False
## 184 False False False False False False False
## 185 False False False False False False False
## 186 True False False False False False False
## 187 False False False False False False False
## 188 False False False False False False False
## 189 False False False False False False False
## 190 False False False False False False False
## 191 False False False False False False False
## 192 False False False False False False False
## 193 False False False False False False False
## 194 False False False False False False False
## 195 False False False False False False False
## 196 False False False False False False False
## 197 False False False False False False False
## 198 False False False False False False False
## 199 False False False False False False False
## 200 False False False False False False False
## 201 False False False False False False False
## 202 False False False False False False False
## 203 False False False False False False False
## 204 False False False False False False False
## 205 False False False False False False False
## 206 False False False False False False False
## 207 False False False False False False False
## 208 False False False False False False False
## 209 False False False False False False False
## 210 False False False False False False False
## 211 False False False False False False False
## 212 False False False False False False False
## 213 False False False False False False False
## 214 True False False False False False False
## 215 False False False False False False False
## 216 False False False False False False False
## 217 False False False False False False False
## 218 False False False False False False False
## 219 False False False False False False False
## 220 False False False False False False False
## 221 False False False False False False False
## 222 False False False False False False False
## 223 False False False False False False False
## 224 False False False False False False False
## 225 False False False False False False False
## 226 False False False False False False False
## 227 False False False False False False False
## 228 False False False False False False False
## 229 False False False False False False False
## 230 False False False False False False False
## 231 False False False False False False False
## 232 False False False False False False False
## 233 False False False False False False False
## 234 False False False False False False False
## 235 True False False False False False False
## 236 False False False False False False False
## 237 False False False False False False False
## 238 False False False False False False False
## 239 False False False False False False False
## 240 False False False False False False False
## 241 False False False False False False False
## 242 False False False False False False False
## 243 False False False False False False False
## 244 False False False False False False False
## 245 False False False False False False False
## 246 True False False False False False False
## 247 False False False False False False False
## 248 False False False False False False False
## 249 False False False False False False False
## 250 False False False False False False False
## 251 False False False False False False False
## 252 False False False False False False False
## 253 False False False False False False False
## 254 False False False False False False False
## 255 False False False False False True False
## 256 True False False False False False False
## 257 False False False False False False False
## 258 False False False False False False False
## 259 True False False False False False False
## 260 False False False False False False False
## 261 False False False False False False False
## 262 False False False False False False False
## 263 False False False False False False False
## 264 False False False False False False False
## 265 False False False False False False False
## 266 False False False False False False False
## 267 False False False False False False False
## 268 False False False False False False False
## 269 False False False False False False False
## 270 False False False False False False False
## 271 False False False False False False False
## 272 False False False False False False False
## 273 False False False False False False False
## 274 False False False False False False False
## 275 False False False False False False False
## 276 False False False False False False False
## 277 False False False False False False False
## 278 False False False False False False False
## 279 False False False False False False False
## 280 False False False False False False False
## 281 True False False False False False False
## 282 False False False False False False False
## 283 False False False False False False False
## 284 False False False False False False False
## 285 False False False False False False False
## 286 False False False False False False False
## 287 False False False False False False False
## 288 False False False False False False False
## 289 False False False False False False False
## 290 False False False False False False False
## 291 False False False False False False False
## 292 False False False False False True False
## 293 False False False False False False False
## 294 False False False False False False False
## 295 False False False False False False False
## 296 False False False False False False False
## 297 False False False False False False False
## 298 False False False False False False False
## 299 False False False False False False False
## 300 False False False False False False False
## 301 True False False False False False False
## 302 False False False False False False False
## 303 False False False False False False False
## 304 False False False False False False False
## 305 False False False False False False False
## 306 False False False False False False False
## 307 True False False False False False False
## 308 False False False False False False False
## 309 False False True False False False False
## 310 False False False False False False False
## 311 True False False False False False False
## 312 False False False False False False False
## 313 False False False False False False False
## 314 False False False False False False False
## 315 False False False False False False False
## 316 True False False False False False False
## 317 False False False False False False False
## 318 False False False False False False False
## 319 True False False False False False False
## 320 False False False False False False False
## 321 False False False False False False False
## 322 False False False False False False False
## 323 True False False False False False False
## 324 False False False False False False False
## 325 False False False False False False False
## 326 False False False False False True False
## 327 False False False False False False False
## 328 False False False False False False False
## 329 False False False False False False False
## 330 False False False False False False False
## 331 False False False False False False False
## 332 False False False False False False False
## 333 False False False False False False False
## 334 False False False False False False False
## 335 False False False False False False False
## 336 False False False False False False False
## 337 False False False False False False False
## 338 False False False False False False False
## 339 False False False False False False False
## 340 False False False False False False False
## 341 True False False False False False False
## 342 False False False False False False False
## 343 False False False False False False False
## 344 False False False False False False False
## 345 False False False False False False False
## 346 False False False False False False False
## 347 False False False False False False False
## 348 False False False False False False False
## 349 False False False False False False False
## 350 False False False False False False False
## 351 False False False False False False False
## 352 False False False False False False False
## 353 False False False False False False False
## 354 False False False False False False False
## 355 True False False False False False False
## 356 False False False False False False False
## 357 False False False False False False False
## 358 True False False False False False False
## 359 False False False False False False False
## 360 False False False False False False False
## 361 False False False False False False False
## 362 False False False False False False False
## 363 False False False False False False False
## 364 False False False False False False False
## 365 True False False False False False False
## 366 False False False False False False False
## 367 False False False False False False False
## 368 False False False False False False False
## 369 False False False False False False False
## 370 False False False False False False False
## 371 False False False False False False False
## 372 False False False False False False False
## 373 False False False False False False False
## 374 False False False False False False False
## 375 False False False False False False False
## 376 True False False False False False False
## 377 False False False False False False False
## 378 False False False False False False False
## 379 False False False False False False False
## 380 False False False False False False False
## 381 False False False False False False False
## 382 False False False False False False False
## 383 False False False False False False False
## 384 False False False False False False False
## 385 False False False False False False False
## 386 False False False False False False False
## 387 False False False False False False False
## 388 False False False False False False False
## 389 False False False False False False False
## 390 False False False False False False False
## 391 False False False False False False False
## 392 False False False False False False False
## 393 False False False False False False False
## 394 False False False False False False False
## 395 True False False False False False False
## 396 False False False False False False False
## 397 False False False False False False False
## 398 False False False False False False False
## 399 False False False False False False False
## 400 False False False False False True False
## 401 False False False False False False False
## 402 False False False False False False False
## 403 False False False False False False False
## 404 False False False False False False False
## 405 False False False False False False False
## 406 False False False False False False False
## 407 False False False False False False False
## 408 False False False False False False False
## 409 False False False False False False False
## 410 False False False False False False False
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## 1109 False False False False False False False
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## 522 False Night Night Night
## 523 True Day Day Day
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## 525 False Day Day Day
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## 537 False Day Day Day
## 538 False Night Night Night
## 539 False Day Day Day
## 540 False Day Day Day
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## 543 False Day Day Day
## 544 True Day Day Day
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## 547 False Day Day Day
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## 564 False Day Day Day
## 565 False Night Night Night
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## 568 False Day Day Day
## 569 True Night Day Day
## 570 False Night Night Night
## 571 False Night Night Night
## 572 False Day Day Day
## 573 False Night Day Day
## 574 False Night Night Night
## 575 False Day Day Day
## 576 False Night Night Night
## 577 False Day Day Day
## 578 False Day Day Day
## 579 False Night Night Night
## 580 False Night Night Night
## 581 False Night Night Night
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## 585 False Night Day Day
## 586 False Day Day Day
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## 590 False Night Night Night
## 591 False Night Night Night
## 592 False Day Day Day
## 593 False Day Day Day
## 594 False Day Day Day
## 595 False Night Night Night
## 596 False Day Day Day
## 597 False Day Day Day
## 598 False Night Night Night
## 599 False Night Night Day
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## 888 True Night Night Night
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## 1014 True Day Day Day
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## 1025 False Night Night Night
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## 1031 False Night Night Night
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## 1035 True Day Day Day
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## 1051 False Night Night Night
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## 1053 False Day Day Day
## 1054 False Night Night Day
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## 1058 False Day Day Day
## 1059 False Day Day Day
## 1060 False Day Day Day
## 1061 False Day Day Day
## 1062 False Night Night Night
## 1063 False Day Day Day
## 1064 False Night Night Night
## 1065 False Night Night Night
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## 1067 False Day Day Day
## 1068 False Day Day Day
## 1069 False Night Night Night
## 1070 True Day Day Day
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## 1078 False Day Day Day
## 1079 True Day Day Day
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## 1086 False Day Day Day
## 1087 True Night Night Night
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## 1097 False Night Night Night
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## 1191 True Day Day Day
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## 1210 False Night Night Night
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## 1258 False Night Night Night
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## 1275 False Day Day Day
## 1276 False Day Day Day
## 1277 False Day Day Day
## 1278 True Night Night Night
## 1279 True Day Day Day
## 1280 False Day Day Day
## 1281 False Night Night Night
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## 1293 False Day Day Day
## 1294 True Day Day Day
## 1295 False Night Night Night
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## 1300 False Day Day Day
## 1301 False Day Day Day
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## 1303 False Day Day Day
## 1304 False Night Night Night
## 1305 False Day Day Day
## 1306 True Day Day Day
## 1307 True Night Night Night
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## 1324 False Day Day Day
## 1325 True Day Day Day
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## 1336 False Night Night Night
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## 1341 True Day Day Day
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## 1345 True Day Day Day
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## 1366 False Day Day Day
## 1367 True Day Day Day
## 1368 False Night Night Night
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## 1371 False Night Night Night
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## 1375 False Day Day Day
## 1376 False Day Day Day
## 1377 False Night Night Night
## 1378 False Night Night Night
## 1379 False Night Night Night
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## 1381 False Day Day Day
## 1382 False Day Day Day
## 1383 False Day Day Day
## 1384 False Night Night Night
## 1385 False Night Night Day
## 1386 True Night Night Night
## 1387 False Day Day Day
## 1388 False Day Day Day
## 1389 False Day Day Day
## 1390 False Night Night Night
## 1391 False Day Day Day
## 1392 False Day Day Day
## 1393 False Day Day Day
## 1394 False Day Day Day
## 1395 False Night Night Night
## 1396 False Night Night Night
## 1397 False Day Day Day
## 1398 False Day Day Day
## 1399 False Day Day Day
## 1400 False Day Day Day
## 1401 False Day Day Day
## 1402 False Night Night Day
## 1403 False Day Day Day
## 1404 False Day Day Day
## 1405 False Day Day Day
## 1406 False Day Day Day
## 1407 False Day Day Day
## 1408 False Night Night Night
## 1409 False Day Day Day
## 1410 False Night Day Day
## 1411 False Day Day Day
## 1412 False Night Night Night
## 1413 False Day Day Day
## 1414 False Night Night Day
## 1415 False Day Day Day
## 1416 False Night Night Night
## 1417 False Day Day Day
## 1418 False Day Day Day
## 1419 False Day Day Day
## 1420 False Day Day Day
## 1421 False Day Day Day
## 1422 False Day Day Day
## 1423 False Night Night Night
## 1424 False Night Night Day
## 1425 False Day Day Day
## 1426 False Day Day Day
## 1427 False Day Day Day
## 1428 False Day Day Day
## 1429 True Night Night Day
## 1430 True Night Night Night
## 1431 False Day Day Day
## 1432 False Day Day Day
## 1433 False Day Day Day
## 1434 False Day Day Day
## 1435 True Day Day Day
## 1436 False Day Day Day
## 1437 False Night Night Night
## 1438 False Night Day Day
## 1439 False Night Night Night
## 1440 False Day Day Day
## 1441 False Day Day Day
## 1442 False Day Day Day
## 1443 False Night Night Night
## 1444 False Day Day Day
## 1445 False Day Day Day
## 1446 False Night Night Night
## 1447 False Night Night Night
## 1448 False Day Day Day
## 1449 False Night Night Night
## 1450 False Day Day Day
## 1451 False Day Day Day
## 1452 False Day Day Day
## 1453 False Day Day Day
## 1454 False Night Night Night
## 1455 False Day Day Day
## 1456 False Day Day Day
## 1457 False Night Night Night
## 1458 False Day Day Day
## 1459 False Day Day Day
## 1460 False Night Night Day
## 1461 False Day Day Day
## 1462 False Night Night Night
## 1463 False Day Day Day
## 1464 False Night Night Day
## 1465 False Day Day Day
## 1466 False Day Day Day
## 1467 False Day Day Day
## 1468 True Day Day Day
## 1469 False Day Day Day
## 1470 False Night Night Night
## 1471 False Day Day Day
## 1472 False Day Day Day
## 1473 False Night Night Night
## 1474 False Day Day Day
## 1475 False Day Day Day
## 1476 False Day Day Day
## 1477 False Night Night Night
## 1478 False Night Night Night
## 1479 False Night Night Day
## 1480 False Night Night Night
## 1481 False Day Day Day
## 1482 False Night Day Day
## 1483 False Day Day Day
## 1484 False Night Day Day
## 1485 False Night Night Night
## 1486 False Night Night Night
## 1487 False Night Day Day
## 1488 True Night Night Night
## 1489 False Night Night Night
## 1490 False Day Day Day
## 1491 False Night Night Night
## 1492 False Day Day Day
## 1493 False Night Night Night
## 1494 False Night Night Night
## 1495 False Day Day Day
## 1496 False Night Night Night
## 1497 False Day Day Day
## 1498 False Night Night Night
## 1499 False Day Day Day
## 1500 False Night Night Day
## 1501 False Night Night Night
## 1502 True Day Day Day
## 1503 False Night Night Day
## 1504 False Day Day Day
## 1505 False Night Night Night
## 1506 True Night Night Day
## 1507 False Day Day Day
## 1508 False Day Day Day
## 1509 False Day Day Day
## 1510 False Day Day Day
## 1511 False Night Night Night
## 1512 False Night Night Night
## 1513 False Day Day Day
## 1514 False Night Night Night
## 1515 False Night Night Night
## 1516 False Day Day Day
## 1517 False Day Day Day
## 1518 False Day Day Day
## 1519 False Day Day Day
## 1520 False Day Day Day
## 1521 False Day Day Day
## 1522 False Night Night Night
## 1523 False Night Night Night
## 1524 False Day Day Day
## 1525 False Day Day Day
## 1526 False Day Day Day
## 1527 False Night Night Night
## 1528 False Night Day Day
## 1529 False Day Day Day
## 1530 False Day Day Day
## 1531 False Day Day Day
## 1532 False Night Day Day
## 1533 False Day Day Day
## 1534 False Night Night Night
## 1535 False Night Night Night
## 1536 False Day Day Day
## 1537 False Night Night Night
## 1538 False Day Day Day
## 1539 False Day Day Day
## 1540 False Night Night Night
## 1541 False Night Night Night
## 1542 True Day Day Day
## 1543 False Day Day Day
## 1544 False Day Day Day
## 1545 False Night Night Night
## 1546 False Day Day Day
## 1547 False Day Day Day
## 1548 False Day Day Day
## 1549 True Day Day Day
## 1550 False Day Day Day
## 1551 False Day Day Day
## 1552 False Day Day Day
## 1553 False Day Day Day
## 1554 False Day Day Day
## 1555 False Night Day Day
## 1556 False Day Day Day
## 1557 False Day Day Day
## 1558 False Day Day Day
## 1559 False Day Day Day
## 1560 False Night Night Night
## 1561 False Night Night Night
## 1562 False Night Night Night
## 1563 False Day Day Day
## 1564 True Day Day Day
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## 1566 False Night Night Night
## 1567 False Day Day Day
## 1568 False Day Day Day
## 1569 False Day Day Day
## 1570 False Day Day Day
## 1571 False Day Day Day
## 1572 True Day Day Day
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## 1574 False Night Night Night
## 1575 False Day Day Day
## 1576 False Night Night Night
## 1577 False Night Night Night
## 1578 False Day Day Day
## 1579 False Day Day Day
## 1580 False Day Day Day
## 1581 False Day Day Day
## 1582 False Day Day Day
## 1583 False Day Day Day
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## 1585 False Day Day Day
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## 1588 False Night Night Night
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## 1592 False Night Night Night
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## 1595 False Day Day Day
## 1596 False Day Day Day
## 1597 False Night Night Night
## 1598 False Night Night Day
## 1599 False Night Night Night
## 1600 False Day Day Day
## 1601 False Day Day Day
## 1602 True Day Day Day
## 1603 False Day Day Day
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## 1605 False Day Day Day
## 1606 False Day Day Day
## 1607 False Day Day Day
## 1608 False Night Night Night
## 1609 False Day Day Day
## 1610 False Day Day Day
## 1611 False Night Night Night
## 1612 False Night Night Night
## 1613 False Night Night Night
## 1614 False Night Night Night
## 1615 False Night Night Night
## 1616 False Day Day Day
## 1617 False Day Day Day
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## 1629 False Night Night Night
## 1630 True Day Day Day
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## 1635 False Night Night Night
## 1636 False Night Night Night
## 1637 False Night Night Night
## 1638 False Night Night Night
## 1639 False Night Night Night
## 1640 False Night Day Day
## 1641 False Day Day Day
## 1642 False Day Day Day
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## 1686 True Day Day Day
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## 1699 False Night Night Night
## 1700 False Night Night Night
## 1701 True Night Night Night
## 1702 False Day Day Day
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## 1708 False Night Night Night
## 1709 False Day Day Day
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## 1740 True Day Day Day
## 1741 True Night Night Night
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## 1751 False Night Night Night
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## 1798 False Night Night Night
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## 1800 False Day Day Day
## 1801 False Day Day Day
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## 1803 False Night Night Night
## 1804 True Day Day Day
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## 1815 False Night Night Night
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## 1821 False Day Day Day
## 1822 True Day Day Day
## 1823 False Day Day Day
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## 1825 False Day Day Day
## 1826 False Night Night Night
## 1827 False Day Day Day
## 1828 False Day Day Day
## 1829 False Night Night Night
## 1830 False Day Day Day
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## 1832 False Day Day Day
## 1833 False Day Day Day
## 1834 False Night Night Night
## 1835 False Day Day Day
## 1836 False Day Day Day
## 1837 False Night Night Night
## 1838 False Night Night Night
## 1839 False Day Day Day
## 1840 False Day Day Day
## 1841 False Day Day Day
## 1842 False Day Day Day
## 1843 False Day Day Day
## 1844 False Night Day Day
## 1845 True Night Night Night
## 1846 False Day Day Day
## 1847 False Day Day Day
## 1848 False Day Day Day
## 1849 False Day Day Day
## 1850 False Night Night Night
## 1851 False Day Day Day
## 1852 False Day Day Day
## 1853 True Day Day Day
## 1854 False Day Day Day
## 1855 False Day Day Day
## 1856 False Day Day Day
## 1857 True Day Day Day
## 1858 False Night Night Night
## 1859 False Night Night Night
## 1860 False Day Day Day
## 1861 False Night Night Night
## 1862 False Day Day Day
## 1863 False Night Night Night
## 1864 False Day Day Day
## 1865 False Night Night Night
## 1866 True Day Day Day
## 1867 False Day Day Day
## 1868 False Day Day Day
## 1869 False Day Day Day
## 1870 False Day Day Day
## 1871 False Day Day Day
## 1872 False Day Day Day
## 1873 False Day Day Day
## 1874 False Day Day Day
## 1875 False Night Night Night
## 1876 False Day Day Day
## 1877 False Day Day Day
## 1878 False Day Day Day
## 1879 True Night Day Day
## 1880 False Day Day Day
## 1881 False Day Day Day
## 1882 False Day Day Day
## 1883 False Night Night Night
## 1884 False Day Day Day
## 1885 False Night Night Day
## 1886 False Day Day Day
## 1887 False Day Day Day
## 1888 False Day Day Day
## 1889 False Day Day Day
## 1890 True Day Day Day
## 1891 True Day Day Day
## 1892 False Night Night Night
## 1893 False Day Day Day
## 1894 False Day Day Day
## 1895 False Day Day Day
## 1896 False Day Day Day
## 1897 False Day Day Day
## 1898 False Day Day Day
## 1899 False Day Day Day
## 1900 False Night Night Day
## 1901 False Day Day Day
## 1902 False Day Day Day
## 1903 False Day Day Day
## 1904 False Night Day Day
## 1905 False Day Day Day
## 1906 False Day Day Day
## 1907 False Day Day Day
## 1908 False Day Day Day
## 1909 False Night Day Day
## 1910 False Day Day Day
## 1911 False Night Night Day
## 1912 False Day Day Day
## 1913 False Night Night Night
## 1914 False Day Day Day
## 1915 False Night Night Night
## 1916 False Day Day Day
## 1917 True Night Night Day
## 1918 False Day Day Day
## 1919 False Day Day Day
## 1920 False Night Night Day
## 1921 False Day Day Day
## 1922 False Night Night Night
## 1923 False Night Night Night
## 1924 False Day Day Day
## 1925 False Night Night Day
## 1926 False Day Day Day
## 1927 False Day Day Day
## 1928 False Day Day Day
## 1929 False Night Night Night
## 1930 False Day Day Day
## 1931 False Night Night Night
## 1932 False Day Day Day
## 1933 False Night Night Day
## 1934 False Day Day Day
## 1935 False Day Day Day
## 1936 False Day Day Day
## 1937 False Day Day Day
## 1938 False Day Day Day
## 1939 False Night Night Night
## 1940 False Night Night Night
## 1941 False Day Day Day
## 1942 False Day Day Day
## 1943 False Day Day Day
## 1944 False Day Day Day
## 1945 False Night Night Night
## 1946 False Night Night Night
## 1947 False Night Night Day
## 1948 False Day Day Day
## 1949 False Day Day Day
## 1950 False Day Day Day
## 1951 False Day Day Day
## 1952 True Day Day Day
## 1953 False Day Day Day
## 1954 True Day Day Day
## 1955 False Day Day Day
## 1956 False Night Night Night
## 1957 False Day Day Day
## 1958 True Day Day Day
## 1959 False Day Day Day
## 1960 False Day Day Day
## 1961 False Night Night Night
## 1962 False Day Day Day
## 1963 False Night Night Night
## 1964 False Day Day Day
## 1965 False Day Day Day
## 1966 False Day Day Day
## 1967 False Day Day Day
## 1968 False Night Night Night
## 1969 False Day Day Day
## 1970 True Day Day Day
## 1971 False Day Day Day
## 1972 False Day Day Day
## 1973 False Night Night Night
## 1974 False Day Day Day
## 1975 False Night Night Night
## 1976 False Day Day Day
## 1977 False Night Night Night
## 1978 False Day Day Day
## 1979 False Day Day Day
## 1980 False Night Night Day
## 1981 False Day Day Day
## 1982 False Day Day Day
## 1983 False Day Day Day
## 1984 False Day Day Day
## 1985 False Night Night Night
## 1986 False Day Day Day
## 1987 False Day Day Day
## 1988 False Day Day Day
## 1989 False Day Day Day
## 1990 False Night Night Night
## 1991 False Day Day Day
## 1992 False Day Day Day
## 1993 False Night Night Night
## 1994 False Day Day Day
## 1995 False Day Day Day
## 1996 False Day Day Day
## 1997 False Day Day Day
## 1998 False Day Day Day
## 1999 False Night Night Night
## 2000 False Night Night Day
## 2001 False Night Night Night
## 2002 False Night Night Night
## 2003 False Night Night Night
## 2004 False Day Day Day
## 2005 False Day Day Day
## 2006 False Day Day Day
## 2007 False Day Day Day
## 2008 False Night Night Night
## 2009 False Day Day Day
## 2010 False Night Night Night
## 2011 True Night Night Night
## 2012 False Day Day Day
## 2013 False Night Night Night
## 2014 False Day Day Day
## 2015 False Day Day Day
## 2016 False Night Night Night
## 2017 False Day Day Day
## 2018 False Day Day Day
## 2019 False Day Day Day
## 2020 False Night Night Night
## 2021 False Night Night Night
## 2022 False Night Night Night
## 2023 False Day Day Day
## 2024 False Day Day Day
## 2025 False Night Night Night
## 2026 False Day Day Day
## 2027 False Day Day Day
## 2028 False Day Day Day
## 2029 False Night Night Night
## 2030 False Day Day Day
## 2031 False Day Day Day
## 2032 False Day Day Day
## 2033 False Day Day Day
## 2034 True Day Day Day
## 2035 False Night Night Day
## 2036 False Day Day Day
## 2037 False Night Night Night
## 2038 False Day Day Day
## 2039 False Day Day Day
## 2040 True Day Day Day
## 2041 False Day Day Day
## 2042 True Day Day Day
## 2043 False Night Night Night
## 2044 False Day Day Day
## 2045 False Day Day Day
## 2046 False Day Day Day
## 2047 False Day Day Day
## 2048 False Day Day Day
## 2049 False Day Day Day
## 2050 False Day Day Day
## 2051 False Night Night Night
## 2052 False Day Day Day
## 2053 True Day Day Day
## 2054 False Day Day Day
## 2055 False Day Day Day
## 2056 False Day Day Day
## 2057 False Night Night Night
## 2058 False Day Day Day
## 2059 False Night Night Night
## 2060 False Day Day Day
## 2061 False Day Day Day
## 2062 False Day Day Day
## 2063 False Day Day Day
## 2064 False Day Day Day
## 2065 False Night Night Night
## 2066 False Day Day Day
## 2067 False Day Day Day
## 2068 False Day Day Day
## 2069 False Day Day Day
## 2070 False Day Day Day
## 2071 False Day Day Day
## 2072 False Night Night Night
## 2073 False Day Day Day
## 2074 False Day Day Day
## 2075 False Day Day Day
## 2076 False Day Day Day
## 2077 False Day Day Day
## 2078 False Night Day Day
## 2079 False Night Night Night
## 2080 False Day Day Day
## 2081 True Day Day Day
## 2082 False Day Day Day
## 2083 False Day Day Day
## Astronomical_Twilight Clear Cloud Rain Heavy_Rain Snow Heavy_Snow Fog
## 1 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 2 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 3 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 4 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
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## 1548 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1549 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1550 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1551 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1552 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1553 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1554 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1555 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1556 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1557 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1558 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1559 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1560 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1561 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1562 Night FALSE FALSE FALSE FALSE TRUE FALSE FALSE
## 1563 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1564 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1565 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1566 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1567 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1568 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1569 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1570 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1571 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1572 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1573 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1574 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1575 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1576 Night FALSE FALSE FALSE FALSE FALSE FALSE TRUE
## 1577 Night FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1578 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1579 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1580 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1581 Day FALSE FALSE FALSE FALSE TRUE FALSE FALSE
## 1582 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1583 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1584 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1585 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1586 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1587 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1588 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1589 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1590 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1591 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1592 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1593 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1594 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1595 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1596 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1597 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1598 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1599 Night FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1600 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1601 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1602 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1603 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1604 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1605 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1606 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1607 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1608 Night FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1609 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1610 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1611 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1612 Night FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1613 Night FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1614 Night FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1615 Night FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1616 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1617 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1618 Night FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1619 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1620 Day FALSE FALSE FALSE FALSE FALSE FALSE TRUE
## 1621 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1622 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1623 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1624 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1625 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1626 Night FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1627 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1628 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1629 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1630 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1631 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1632 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1633 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1634 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1635 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1636 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1637 Night FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1638 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1639 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1640 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1641 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1642 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1643 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1644 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1645 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1646 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1647 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1648 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1649 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1650 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1651 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1652 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1653 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1654 Night FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1655 Night FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1656 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1657 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1658 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1659 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1660 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1661 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1662 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1663 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1664 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1665 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1666 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1667 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1668 Night FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1669 Night FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1670 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1671 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1672 Night FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1673 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1674 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1675 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1676 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1677 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1678 Night FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1679 Night FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1680 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1681 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1682 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1683 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1684 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1685 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1686 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1687 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1688 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1689 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1690 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1691 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1692 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1693 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1694 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1695 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1696 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1697 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1698 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1699 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1700 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1701 Night FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1702 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1703 Night FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1704 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1705 Night FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1706 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1707 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1708 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1709 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1710 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1711 Night FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1712 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1713 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1714 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1715 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1716 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1717 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1718 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1719 Night FALSE FALSE FALSE FALSE TRUE FALSE FALSE
## 1720 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1721 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1722 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1723 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1724 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1725 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1726 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1727 Night FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1728 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1729 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1730 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1731 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1732 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1733 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1734 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1735 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1736 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1737 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1738 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1739 Day FALSE FALSE FALSE FALSE TRUE FALSE FALSE
## 1740 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1741 Night FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1742 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1743 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1744 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1745 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1746 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1747 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1748 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1749 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1750 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1751 Night FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1752 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1753 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1754 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1755 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1756 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1757 Night FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1758 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1759 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1760 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1761 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1762 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1763 Night FALSE FALSE FALSE FALSE TRUE FALSE FALSE
## 1764 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1765 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1766 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1767 Night FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1768 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1769 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1770 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1771 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1772 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1773 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1774 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1775 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1776 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1777 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1778 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1779 Day FALSE FALSE TRUE TRUE FALSE FALSE FALSE
## 1780 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1781 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1782 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1783 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1784 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1785 Day FALSE FALSE FALSE FALSE TRUE FALSE FALSE
## 1786 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1787 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1788 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1789 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1790 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1791 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1792 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1793 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1794 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1795 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1796 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1797 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1798 Night FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1799 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1800 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1801 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1802 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1803 Night FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1804 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1805 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1806 Night FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1807 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1808 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1809 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1810 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1811 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1812 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1813 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1814 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1815 Night FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1816 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1817 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1818 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1819 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1820 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1821 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1822 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1823 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1824 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1825 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1826 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1827 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1828 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1829 Night FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1830 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1831 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1832 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1833 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1834 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1835 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1836 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1837 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1838 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1839 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1840 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1841 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1842 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1843 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1844 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1845 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1846 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1847 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1848 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1849 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1850 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1851 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1852 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1853 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1854 Day FALSE FALSE TRUE TRUE FALSE FALSE FALSE
## 1855 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1856 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1857 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1858 Night FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1859 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1860 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1861 Night FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1862 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1863 Night FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1864 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1865 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1866 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1867 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1868 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1869 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1870 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1871 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1872 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1873 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1874 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1875 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1876 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1877 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1878 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1879 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1880 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1881 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1882 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1883 Night FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1884 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1885 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1886 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1887 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1888 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1889 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1890 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1891 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1892 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1893 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1894 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1895 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1896 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1897 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1898 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1899 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1900 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1901 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1902 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1903 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1904 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1905 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1906 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1907 Day FALSE FALSE FALSE FALSE TRUE FALSE FALSE
## 1908 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1909 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1910 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1911 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1912 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1913 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1914 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1915 Night FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1916 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1917 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1918 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1919 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1920 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1921 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1922 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1923 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1924 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1925 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1926 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1927 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1928 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1929 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1930 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1931 Night FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1932 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1933 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1934 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1935 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1936 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1937 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1938 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1939 Night FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1940 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1941 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1942 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1943 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1944 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1945 Night FALSE FALSE FALSE FALSE TRUE FALSE FALSE
## 1946 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1947 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1948 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1949 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1950 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1951 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1952 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1953 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1954 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1955 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1956 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1957 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1958 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1959 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1960 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1961 Night FALSE FALSE FALSE FALSE TRUE FALSE FALSE
## 1962 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1963 Night FALSE FALSE FALSE FALSE TRUE FALSE FALSE
## 1964 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1965 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1966 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1967 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1968 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1969 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1970 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1971 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1972 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1973 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1974 Day FALSE FALSE TRUE TRUE FALSE FALSE FALSE
## 1975 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1976 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1977 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1978 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1979 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1980 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1981 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1982 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1983 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 1984 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1985 Night FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1986 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1987 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1988 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1989 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1990 Night FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1991 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1992 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1993 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1994 Day FALSE FALSE TRUE TRUE FALSE FALSE FALSE
## 1995 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1996 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1997 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 1998 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 1999 Night FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 2000 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 2001 Night FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 2002 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 2003 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 2004 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 2005 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 2006 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 2007 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 2008 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 2009 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 2010 Night FALSE FALSE FALSE FALSE TRUE FALSE FALSE
## 2011 Night FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 2012 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 2013 Night FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 2014 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 2015 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 2016 Night FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 2017 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 2018 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 2019 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 2020 Night FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 2021 Night FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 2022 Night FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 2023 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 2024 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 2025 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 2026 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 2027 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 2028 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 2029 Night FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 2030 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 2031 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 2032 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 2033 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 2034 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 2035 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 2036 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 2037 Night FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 2038 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 2039 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 2040 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 2041 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 2042 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 2043 Night FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 2044 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 2045 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 2046 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 2047 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 2048 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 2049 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 2050 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 2051 Night FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 2052 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 2053 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 2054 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 2055 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 2056 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 2057 Night FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 2058 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 2059 Night FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 2060 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 2061 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 2062 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 2063 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 2064 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 2065 Night FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 2066 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 2067 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 2068 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 2069 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 2070 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 2071 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 2072 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 2073 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 2074 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 2075 Day FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 2076 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 2077 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 2078 Day FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## 2079 Night FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## 2080 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 2081 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 2082 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## 2083 Day FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## Pressure_bc Visibility_bc Wind_Speed_bc
## 1 130772823 2.3114441 1.210709
## 2 132853356 2.5892541 0.000000
## 3 127956482 2.7098162 1.210709
## 4 142006061 2.7098162 0.000000
## 5 129999657 2.7098162 0.000000
## 6 140079963 2.7098162 0.000000
## 7 141729561 2.7098162 0.000000
## 8 137097245 2.7098162 0.000000
## 9 143395316 2.7098162 1.505864
## 10 137097245 2.7098162 0.000000
## 11 115317318 2.7098162 1.845213
## 12 122720074 2.7098162 1.778030
## 13 123950340 2.7098162 1.845213
## 14 142283011 2.7098162 0.000000
## 15 100997605 2.7098162 0.000000
## 16 142006061 2.7098162 1.845213
## 17 117663473 2.7098162 0.000000
## 18 123950340 2.7098162 1.505864
## 19 136293027 2.7098162 1.210709
## 20 143116563 2.7098162 1.505864
## 21 145641674 2.7098162 1.701230
## 22 129742783 2.7098162 1.904780
## 23 143116563 2.7098162 1.505864
## 24 129742783 2.7098162 1.904780
## 25 120290051 2.7098162 1.904780
## 26 138717548 2.7098162 0.000000
## 27 61201970 2.7098162 1.701230
## 28 123950340 2.7098162 0.000000
## 29 141177906 2.7098162 1.778030
## 30 129742783 2.7098162 0.000000
## 31 125940137 2.7098162 1.210709
## 32 126190723 2.7098162 1.778030
## 33 133377777 2.7098162 1.701230
## 34 120531234 2.5892541 0.000000
## 35 126190723 2.7098162 1.778030
## 36 118613005 2.7098162 1.904780
## 37 143674521 2.7098162 0.000000
## 38 129742783 2.7098162 1.611945
## 39 118375025 2.7098162 1.505864
## 40 139806592 1.7461894 0.000000
## 41 129742783 2.7098162 1.845213
## 42 122230825 2.3114441 1.210709
## 43 131290393 2.7098162 0.000000
## 44 146207821 2.7098162 1.904780
## 45 137635584 2.7098162 0.000000
## 46 127702977 2.7098162 1.611945
## 47 142560411 2.7098162 1.505864
## 48 137366195 2.7098162 1.611945
## 49 135492743 2.7098162 0.000000
## 50 131290393 2.7098162 0.000000
## 51 129999657 2.7098162 0.000000
## 52 146491582 2.7098162 1.778030
## 53 141177906 2.7098162 1.611945
## 54 125940137 2.7098162 1.778030
## 55 139806592 2.5892541 1.210709
## 56 142838261 2.7098162 1.701230
## 57 126190723 2.7098162 1.505864
## 58 134961400 2.7098162 1.611945
## 59 146207821 2.7098162 1.210709
## 60 143395316 2.4573094 1.778030
## 61 122475246 2.7098162 0.000000
## 62 143395316 2.7098162 1.505864
## 63 118137444 2.7098162 1.210709
## 64 130256955 2.7098162 1.778030
## 65 143674521 2.7098162 1.611945
## 66 151678307 2.7098162 1.904780
## 67 125940137 2.7098162 1.701230
## 68 125940137 2.7098162 1.701230
## 69 142283011 2.7098162 1.210709
## 70 144234292 2.7098162 2.090946
## 71 141729561 2.7098162 1.845213
## 72 143674521 2.7098162 1.505864
## 73 140628041 2.7098162 2.006486
## 74 143395316 2.7098162 1.210709
## 75 125190867 2.7098162 2.050527
## 76 142283011 2.7098162 2.128254
## 77 124941938 2.7098162 1.778030
## 78 131549818 2.7098162 1.611945
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## 1904 64283634 2.7098162 1.505864
## 1905 119808892 2.5892541 1.904780
## 1906 147631219 2.7098162 2.128254
## 1907 113698315 0.5755705 2.305455
## 1908 127956482 2.1481404 1.904780
## 1909 124941938 2.7098162 0.000000
## 1910 153145914 2.7098162 0.000000
## 1911 151678307 2.7098162 1.210709
## 1912 140628041 2.7098162 1.845213
## 1913 123210953 2.7098162 1.505864
## 1914 145641674 2.7098162 1.701230
## 1915 77266547 2.7098162 1.505864
## 1916 131031395 2.7098162 2.006486
## 1917 148490787 2.7098162 2.128254
## 1918 139806592 1.1612317 1.845213
## 1919 137635584 1.4869835 1.904780
## 1920 146775802 2.7098162 0.000000
## 1921 123210953 2.7098162 2.050527
## 1922 142560411 1.9623120 2.006486
## 1923 131549818 2.7098162 1.778030
## 1924 142283011 1.9623120 0.000000
## 1925 150222439 2.7098162 2.162864
## 1926 136828734 1.7461894 2.050527
## 1927 119568914 2.3114441 0.000000
## 1928 140902750 1.4869835 1.778030
## 1929 146207821 2.7098162 0.000000
## 1930 146207821 2.7098162 0.000000
## 1931 105236157 2.7098162 2.225279
## 1932 129486333 2.7098162 1.778030
## 1933 125689966 2.7098162 2.006486
## 1934 134431794 2.7098162 0.000000
## 1935 150512677 2.7098162 1.904780
## 1936 122475246 2.7098162 1.611945
## 1937 133115351 2.7098162 1.701230
## 1938 125689966 2.7098162 2.050527
## 1939 124197622 2.5892541 2.050527
## 1940 145924519 2.7098162 1.210709
## 1941 133903921 2.7098162 1.505864
## 1942 144514858 2.7098162 1.611945
## 1943 149643362 2.7098162 0.000000
## 1944 137366195 2.3114441 1.778030
## 1945 133640633 0.7177346 1.505864
## 1946 125190867 2.7098162 0.000000
## 1947 151678307 2.7098162 1.845213
## 1948 67048116 2.7098162 1.210709
## 1949 147917280 2.7098162 1.904780
## 1950 149932668 1.4869835 1.701230
## 1951 113698315 2.7098162 1.611945
## 1952 113698315 2.7098162 1.611945
## 1953 116720283 2.7098162 1.210709
## 1954 113928434 2.7098162 1.701230
## 1955 121257202 1.1612317 0.000000
## 1956 146207821 2.7098162 0.000000
## 1957 119568914 2.7098162 2.050527
## 1958 129230304 2.7098162 1.611945
## 1959 146207821 2.3114441 2.280268
## 1960 98932285 2.7098162 1.778030
## 1961 137366195 0.5755705 1.778030
## 1962 112098297 2.7098162 2.195112
## 1963 55533354 0.7177346 2.195112
## 1964 100374272 2.7098162 2.050527
## 1965 132330655 2.7098162 2.050527
## 1966 142838261 2.7098162 1.904780
## 1967 149643362 2.7098162 1.778030
## 1968 147631219 2.7098162 0.000000
## 1969 137366195 2.7098162 1.210709
## 1970 139261183 2.7098162 1.210709
## 1971 144234292 2.7098162 2.225279
## 1972 100167208 2.7098162 2.225279
## 1973 58376211 2.7098162 2.128254
## 1974 137635584 0.7177346 2.050527
## 1975 135492743 2.7098162 0.000000
## 1976 114389838 2.7098162 1.904780
## 1977 117900260 2.7098162 1.210709
## 1978 145077354 2.7098162 1.845213
## 1979 150222439 2.7098162 1.505864
## 1980 144795878 2.7098162 0.000000
## 1981 143116563 2.7098162 0.000000
## 1982 144234292 2.7098162 2.006486
## 1983 145077354 2.5892541 1.505864
## 1984 149643362 2.7098162 1.778030
## 1985 125689966 2.7098162 1.210709
## 1986 145924519 2.7098162 1.701230
## 1987 118613005 2.7098162 1.778030
## 1988 118613005 2.7098162 1.778030
## 1989 117663473 1.9623120 0.000000
## 1990 140902750 2.7098162 1.611945
## 1991 148490787 2.7098162 1.210709
## 1992 154328502 2.7098162 1.505864
## 1993 135759068 2.7098162 1.845213
## 1994 136828734 0.7177346 1.778030
## 1995 151970887 2.7098162 2.006486
## 1996 95900371 2.7098162 1.210709
## 1997 128210406 2.7098162 1.505864
## 1998 145359285 2.7098162 2.090946
## 1999 114389838 2.7098162 0.000000
## 2000 123703468 2.7098162 1.210709
## 2001 137635584 2.7098162 0.000000
## 2002 143116563 2.7098162 1.505864
## 2003 146207821 2.7098162 1.778030
## 2004 147345620 2.7098162 1.210709
## 2005 141729561 2.3114441 2.006486
## 2006 140902750 2.7098162 0.000000
## 2007 114621123 2.4573094 1.845213
## 2008 118613005 2.7098162 0.000000
## 2009 146775802 2.5892541 1.505864
## 2010 55280739 2.5892541 2.280268
## 2011 143674521 2.7098162 1.701230
## 2012 129230304 2.7098162 0.000000
## 2013 140353779 2.7098162 1.611945
## 2014 144514858 2.7098162 1.845213
## 2015 126693140 2.7098162 0.000000
## 2016 133903921 2.7098162 1.904780
## 2017 119568914 2.7098162 1.210709
## 2018 119090160 2.7098162 1.505864
## 2019 128210406 1.4869835 1.611945
## 2020 126190723 2.7098162 1.611945
## 2021 136828734 2.5892541 0.000000
## 2022 94118683 1.4869835 0.000000
## 2023 141729561 2.7098162 2.006486
## 2024 98319598 2.7098162 1.611945
## 2025 149066146 2.7098162 1.505864
## 2026 149066146 2.7098162 1.505864
## 2027 144795878 2.3114441 1.611945
## 2028 145359285 1.4869835 1.505864
## 2029 116485473 1.4869835 2.225279
## 2030 112325715 1.7461894 0.000000
## 2031 133903921 2.7098162 2.050527
## 2032 145359285 2.7098162 1.778030
## 2033 146207821 2.7098162 1.611945
## 2034 149643362 1.4869835 1.701230
## 2035 114158942 2.7098162 1.701230
## 2036 145077354 1.1612317 1.845213
## 2037 145077354 1.1612317 1.845213
## 2038 122965309 2.7098162 0.000000
## 2039 112553518 2.7098162 1.611945
## 2040 143395316 2.7098162 0.000000
## 2041 129742783 1.9623120 0.000000
## 2042 152263937 2.7098162 1.210709
## 2043 148490787 2.3114441 1.611945
## 2044 128974698 2.7098162 2.090946
## 2045 141729561 2.7098162 1.505864
## 2046 126944973 2.7098162 2.305455
## 2047 126944973 2.7098162 0.000000
## 2048 119808892 2.7098162 1.701230
## 2049 146491582 1.9623120 2.195112
## 2050 147060481 2.3114441 2.195112
## 2051 147631219 1.4869835 1.778030
## 2052 152851450 2.7098162 1.505864
## 2053 124941938 2.5892541 1.505864
## 2054 104376798 2.7098162 1.845213
## 2055 137097245 2.7098162 0.000000
## 2056 106318638 2.7098162 0.000000
## 2057 127197224 2.7098162 2.090946
## 2058 109621915 2.1481404 1.701230
## 2059 141177906 2.7098162 1.611945
## 2060 136828734 2.7098162 1.611945
## 2061 131809669 2.7098162 1.778030
## 2062 122475246 2.7098162 2.090946
## 2063 146207821 2.7098162 0.000000
## 2064 151386197 2.7098162 1.778030
## 2065 137905414 1.9623120 1.845213
## 2066 143395316 2.7098162 2.050527
## 2067 119090160 2.3114441 1.210709
## 2068 142006061 2.7098162 1.845213
## 2069 125190867 2.7098162 1.210709
## 2070 129999657 2.1481404 2.050527
## 2071 128210406 2.7098162 1.904780
## 2072 135759068 2.7098162 0.000000
## 2073 152851450 2.7098162 2.006486
## 2074 149932668 2.7098162 1.778030
## 2075 147631219 2.7098162 1.505864
## 2076 151678307 2.7098162 2.006486
## 2077 149354522 2.7098162 2.195112
## 2078 131809669 1.1612317 1.778030
## 2079 127956482 2.7098162 2.090946
## 2080 141729561 2.7098162 1.778030
## 2081 113928434 2.7098162 1.611945
## 2082 102043662 2.7098162 2.128254
## 2083 79287945 2.7098162 1.611945
## [ reached 'max' / getOption("max.print") -- omitted 676480 rows ]resample
resample <- function(data, target, n) {
data %>%
group_by(!!sym(target)) %>%
sample_n(n, replace = TRUE) %>%
ungroup()
}
# input data
df_bl <- resample(df_filtered_co, 'Severity', 20000)
# Convert Severity to the factor type
df_bl$Severity <- as.factor(df_bl$Severity)Density of Accidents by Weather Features
Weather Features and Severity
# Defining numerical characteristics
num_features1 <- c('Temperature.F.', 'Humidity...')
num_features2 <- c('Pressure.in.', 'Visibility.mi.', 'Wind_Speed.mph.')
num_features <- c('Temperature.F.', 'Humidity...', 'Pressure.in.', 'Visibility.mi.', 'Wind_Speed.mph.')
# Create drawing list
plots <- list()
for (feature in num_features1) {
p <- ggplot(df_bl, aes_string(x = "Severity", y = feature, fill = "Severity")) +
geom_violin() +
labs(
x = feature,
y = "Severity",
title = paste0(feature, " by Severity")
) +
theme_minimal() +
theme(
axis.text.x = element_text(size = 10),
axis.text.y = element_text(size = 10),
axis.title.x = element_text(size = 10),
axis.title.y = element_text(size = 10),
plot.title = element_text(size = 12, hjust = 0.5)
)
plots[[feature]] <- p
}## Warning: `aes_string()` was deprecated in ggplot2 3.0.0.
## ℹ Please use tidy evaluation idioms with `aes()`.
## ℹ See also `vignette("ggplot2-in-packages")` for more information.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.# Create a 2-column, 1-row layout
grid.arrange(
plots[[1]], plots[[2]],
ncol = 2, nrow = 1,
top = textGrob("Density of Accidents by Weather Features (resampled data)", gp = gpar(fontsize = 18))
)
In the data of accidents:
When the accident severity was 1 and 3, the temperature was mainly between 60 and 100 degrees Fahrenheit, with a peak of about 75 degrees Fahrenheit. When the accident severity was 2 and 4, the temperature was mainly between 20 and 90 degrees Fahrenheit, with no significant spike.
The higher the humidity, the more likely it is to cause traffic accidents, and the peak is about 92.
At the time of the accident, the atmospheric pressure was between 27 and 31, the visibility was about 10, and the wind speed was between 0 and 18.
Weather Features and Distance
# Create drawing list
plots <- list()
for (feature in num_features2) {
p <- ggplot(df_bl, aes_string(x = "Severity", y = feature, fill = "Severity")) +
geom_violin() +
labs(
x = feature,
y = "Severity",
title = paste0(feature, " by Severity")
) +
theme_minimal() +
theme(
axis.text.x = element_text(size = 10),
axis.text.y = element_text(size = 10),
axis.title.x = element_text(size = 10),
axis.title.y = element_text(size = 10),
plot.title = element_text(size = 12, hjust = 0.5)
)
plots[[feature]] <- p
}
# Create a 3-column, 1-row layout
grid.arrange(
plots[[1]], plots[[2]], plots[[3]],
ncol = 3, nrow = 1,
top = textGrob("Density of Accidents by Weather Features (resampled data)", gp = gpar(fontsize = 18))
)
# Create drawing list
df_filtered_c1 <- subset(df_bl, Distance.mi. < 2)
plots <- list()
for (feature in num_features) {
p <- ggplot(df_filtered_c1, aes_string(x = feature, y = "Distance.mi.")) +
geom_violin() +
labs(
x = feature,
y = "Distance (mi.)",
title = paste0(feature, " by Distance (mi.)")
) +
scale_fill_manual(values = "#66c2a5") +
theme_minimal() +
theme(
axis.text.x = element_text(size = 10),
axis.text.y = element_text(size = 10),
axis.title.x = element_text(size = 10),
axis.title.y = element_text(size = 10),
plot.title = element_text(size = 12, hjust = 0.5)
)
plots[[feature]] <- p
}
# Create a 3-column, 2-row layout
grid.arrange(
grobs = plots,
ncol = 3, nrow = 2,
top = textGrob("Density of Accidents by Weather Features (resampled data)", gp = gpar(fontsize = 18))
)
In the data of accidents:
The influence of five weather feature data on distance is shown in a conical distribution. When the distance of the accident is the largest, the temperature is about 50, the humidity is about 50, the atmospheric pressure is about 27.5, the visibility is about 6, and the wind speed is about 12.
Weather Conditions
plots <- list()
for (feature in weather) {
p <- ggplot(df_bl, aes_string(x = feature, fill = "Severity")) +
geom_bar(position = "dodge") +
labs(
x = feature,
y = "Accident Count",
title = paste0(feature)
) +
theme_minimal() +
theme(
axis.text.x = element_text(size = 10),
axis.text.y = element_text(size = 10),
axis.title.x = element_text(size = 10),
axis.title.y = element_text(size = 10),
plot.title = element_text(size = 12, hjust = 0.5),
legend.position = "top",
legend.title = element_blank(),
legend.text = element_text(size = 10)
)
plots[[feature]] <- p
}
# Create a 4-column, 2-row layout
grid.arrange(
grobs = plots,
ncol = 4, nrow = 2,
top = textGrob("Count of Accidents by Weather Features (resampled data)", gp = gpar(fontsize = 14))
)
In the data of accidents:
In the above seven weather conditions, the accident is most likely to occur when it is cloudy, the accident will occur in rain, snow and fog, the accident will not occur in heavy rain and snow, and the accident will not occur in sunny weather.
# df_filtered_c1 <- subset(df_bl, Distance.mi. < 2)
plots <- list()
for (feature in weather) {
p <- ggplot(df_filtered_c1, aes_string(x = feature, y = "Distance.mi.", fill = feature)) +
geom_violin() +
labs(
x = feature,
y = "Accident Distance (mi.)",
title = paste0(feature)
) +
theme_minimal() +
theme(
axis.text.x = element_text(size = 10, angle = 45, hjust = 1),
axis.text.y = element_text(size = 10),
axis.title.x = element_text(size = 10),
axis.title.y = element_text(size = 10),
plot.title = element_text(size = 12, hjust = 0.5),
legend.position = "none"
)
plots[[feature]] <- p
}
# Create a 4-column, 2-row layout
grid.arrange(
grobs = plots,
ncol = 4, nrow = 2,
top = textGrob("Distance of Accidents by Weather Features (resampled data)", gp = gpar(fontsize = 14))
)
As can be seen from the graph above, in the absence of all the above weather conditions, the distance of the accident will be furthers. If it is heavy snow, the distance between accidents is small
Wind Direction
ggplot(df_bl, aes(x = Wind_Direction, fill = factor(Severity))) +
geom_bar(position = "dodge") +
scale_fill_brewer(palette = "Set2") +
labs(
title = "Count of Accidents in Wind Direction (resampled data)",
x = "Wind Direction",
y = "Count",
fill = "Severity"
) +
theme_minimal() +
theme(
plot.title = element_text(size = 15, hjust = 0.5),
axis.text.x = element_text(angle = 45, hjust = 1)
)
When there is no wind and the wind direction is ENE, NNW, SE, SSE, accidents with a severity of 1 are more likely to occur. When the wind direction is E, NW, W, accidents with a severity of 2 are more likely to occur. When the wind direction is ESE, N, NE NNE, VAR, accidents with a severity of 3 are more likely to occur. When the wind direction is S, SSW, SW, WNW, WSW, accidents with a severity of 4 are more likely to occur.
# df_filtered_c1 <- subset(df_bl, Distance.mi. < 2)
custom_colors <- c(
"N" = "#66c2a5", "NNE" = "#fc8d62", "NE" = "#8da0cb", "ENE" = "#e78ac3",
"E" = "#a6d854", "ESE" = "#ffd92f", "SE" = "#e5c494", "SSE" = "#b3b3b3",
"S" = "#66c2a5", "SSW" = "#fc8d62", "SW" = "#8da0cb", "WSW" = "#e78ac3",
"W" = "#a6d854", "WNW" = "#ffd92f", "NW" = "#e5c494", "NNW" = "#b3b3b3",
"CALM" = "#66c2a5", "VAR" = "#fc8d62"
)
ggplot(df_filtered_c1, aes(x = Wind_Direction, y = Distance.mi.)) +
geom_violin(aes(fill = Wind_Direction)) +
labs(
title = "Distance of Accidents by Wind Direction (resampled data)",
x = "Wind Direction",
y = "Distance (mi.)"
) +
theme_minimal() +
theme(
plot.title = element_text(size = 15, hjust = 0.5),
axis.text.x = element_text(angle = 45, hjust = 1)
) +
scale_fill_brewer(palette = "Set2") +
scale_fill_manual(values = custom_colors) ## Scale for fill is already present.
## Adding another scale for fill, which will replace the existing scale.
The wind direction that are more likely to cause accidents with longer
distances are CALM, ESE, NNW, W, and WSW.
POI Features
POI_features = c('Amenity','Bump','Crossing','Give_Way','Junction','No_Exit','Railway',
'Roundabout','Station','Stop','Traffic_Calming','Traffic_Signal')
POI_features1 = c('Amenity','Bump','Crossing','Give_Way','Junction','No_Exit')
POI_features2 = c('Railway','Roundabout','Station','Stop','Traffic_Calming','Traffic_Signal')plots <- list()
for (feature in POI_features1) {
p <- ggplot(df_bl, aes_string(x = feature, fill = "Severity")) +
geom_bar(position = "dodge") +
labs(
x = feature,
y = "Accident Count",
title = paste0("Count of Severity in ", feature)
) +
scale_fill_manual(values = c("#66c2a5", "#fc8d62", "#8da0cb", "#e78ac3")) +
theme_minimal() +
theme(
axis.text.x = element_text(size = 10),
axis.text.y = element_text(size = 10),
axis.title.x = element_text(size = 10),
axis.title.y = element_text(size = 10),
plot.title = element_text(size = 12, hjust = 0.5),
legend.position = "top",
legend.title = element_blank(),
legend.text = element_text(size = 8)
)
plots[[feature]] <- p
}
# Create a 3-column, 2-row layout
grid.arrange(
grobs = plots,
ncol = 3, nrow = 2,
top = textGrob("Count of Accidents in POI Features (resampled data)", gp = gpar(fontsize = 14))
)
plots <- list()
for (feature in POI_features2) {
p <- ggplot(df_bl, aes_string(x = feature, fill = "Severity")) +
geom_bar(position = "dodge") +
labs(
x = feature,
y = "Accident Count",
title = paste0("Count of Severity in ", feature)
) +
scale_fill_manual(values = c("#66c2a5", "#fc8d62", "#8da0cb", "#e78ac3")) +
theme_minimal() +
theme(
axis.text.x = element_text(size = 10),
axis.text.y = element_text(size = 10),
axis.title.x = element_text(size = 10),
axis.title.y = element_text(size = 10),
plot.title = element_text(size = 12, hjust = 0.5),
legend.position = "top",
legend.title = element_blank(),
legend.text = element_text(size = 8)
)
plots[[feature]] <- p
}
# Create a 3-column, 2-row layout
grid.arrange(
grobs = plots,
ncol = 3, nrow = 2,
top = textGrob("Count of Accidents in POI Features (resampled data)", gp = gpar(fontsize = 14))
)
When there are amenity, bump, give way, no exit, railway, roundabout, station, stop, and traffic calming, there is basically no accident. A small number of accidents occur when crossing, junction, and traffic signal are encountered.
# df_filtered_c1 <- subset(df_bl, Distance.mi. < 2)
plots <- list()
for (feature in POI_features1) {
p <- ggplot(df_filtered_c1, aes_string(x = feature, y = "Distance.mi.", fill = feature)) +
geom_violin() +
labs(
x = feature,
y = "Accident Distance (mi.)",
title = paste0(feature)
) +
theme_minimal() +
theme(
axis.text.x = element_text(size = 10, angle = 45, hjust = 1),
axis.text.y = element_text(size = 10),
axis.title.x = element_text(size = 10),
axis.title.y = element_text(size = 10),
plot.title = element_text(size = 12, hjust = 0.5),
legend.position = "none"
)
plots[[feature]] <- p
}
# Create a 4-column, 2-row layout
grid.arrange(
grobs = plots,
ncol = 4, nrow = 2,
top = textGrob("Distance of Accidents by POI Features(resampled data)", gp = gpar(fontsize = 14))
)
# df_filtered_c2 <- subset(df_bl, Distance.mi. < 2)
plots <- list()
for (feature in POI_features1) {
p <- ggplot(df_filtered_c1, aes_string(x = feature, y = "Distance.mi.", fill = feature)) +
geom_violin() +
labs(
x = feature,
y = "Accident Distance (mi.)",
title = paste0(feature)
) +
theme_minimal() +
theme(
axis.text.x = element_text(size = 10, angle = 45, hjust = 1),
axis.text.y = element_text(size = 10),
axis.title.x = element_text(size = 10),
axis.title.y = element_text(size = 10),
plot.title = element_text(size = 12, hjust = 0.5),
legend.position = "none"
)
plots[[feature]] <- p
}
# Create a 4-column, 2-row layout
grid.arrange(
grobs = plots,
ncol = 4, nrow = 2,
top = textGrob("Distance of Accidents by POI Features(resampled data)", gp = gpar(fontsize = 14))
)
When there are no amenities, no crossings, no junctions, no exits,no railway, no roundabout, no station, as well as there are bumps and traffic calming, it leads to longer distances.
Correlation
# Resample again
df_bl <- resample(df_filtered_co, 'Severity', 20000)
# Convert 'Severity4' column to integer
df_bl$Severity <- as.integer(df_bl$Severity)# Replace Boolean values with numeric values
df_bl <- df_bl %>%
mutate(across(where(is.logical), as.integer))
# Converts the specified column to factor
cat <- 'Timezone'
df_bl[cat] <- lapply(df_bl[cat], as.factor)
# One-Hot coding for categorical variables
df_bl <- df_bl %>%
mutate(across(all_of(cat), ~ as.integer(as.factor(.)) - 1))
# Make sure all columns are numeric
df_bl <- df_bl %>%
mutate(across(everything(), as.numeric))
df_bl <- as.data.frame(df_bl)# Remove a feature with only one unique value
unique_values <- sapply(df_bl, function(x) length(unique(x)))
print(unique_values)## Source Severity Start_Time
## 3 4 28316
## End_Time Start_Lat Start_Lng
## 29506 30746 30759
## Distance.mi. Street City
## 3915 14726 5001
## County State Zipcode
## 1172 47 17011
## Timezone Weather_Timestamp Temperature.F.
## 4 17237 77
## Wind_Chill.F. Humidity... Pressure.in.
## 89 97 551
## Visibility.mi. Wind_Direction Wind_Speed.mph.
## 12 18 18
## Precipitation.in. Weather_Condition Amenity
## 64 50 2
## Bump Crossing Give_Way
## 2 2 2
## Junction No_Exit Railway
## 2 2 2
## Roundabout Station Stop
## 2 2 2
## Traffic_Calming Traffic_Signal Sunrise_Sunset
## 2 2 2
## Civil_Twilight Nautical_Twilight Astronomical_Twilight
## 2 2 2
## Clear Cloud Rain
## 1 2 2
## Heavy_Rain Snow Heavy_Snow
## 2 2 2
## Fog Pressure_bc Visibility_bc
## 2 551 12
## Wind_Speed_bc
## 18df_bl <- df_bl[, sapply(df_bl, function(x) length(unique(x)) > 1)]
# Compute correlation matrix
cor_matrix <- cor(x=df_bl,y=df_bl)
library(RColorBrewer)
# Plot correlation
ggplot(melt(cor_matrix), aes(x=Var1, y=Var2, fill=value)) +
geom_tile() +
scale_fill_gradientn(colours = rev(brewer.pal(11, "RdBu")), limits=c(-1,1)) +
theme(
axis.text.x = element_text(angle = 45, hjust = 1, size = 4),
axis.text.y = element_text(angle = 45, hjust = 1, size = 4)
) +
labs(title = "Correlation Heatmap", x = "", y = "")
# Eigenvalue sets and correlation coefficients between 0.7 and 1.0 and between -0.7 and -1.0 were extracted
high_cor <- which(cor_matrix > 0.7 | cor_matrix < -0.7, arr.ind = TRUE)
high_cor <- high_cor[high_cor[, 1] != high_cor[, 2], ]
# Make sure (i, j) and (j, i) are not repeated
high_cor <- high_cor[high_cor[, 1] < high_cor[, 2], ]
# Output a set of eigenvalues and their correlation coefficients within a specified range
result <- data.frame(
Feature1 = rownames(cor_matrix)[high_cor[, 1]],
Feature2 = colnames(cor_matrix)[high_cor[, 2]],
Correlation = cor_matrix[high_cor]
)
print(result)## Feature1 Feature2 Correlation
## 1 Source Start_Time -0.7252281
## 2 Source End_Time -0.7255935
## 3 Start_Time End_Time 0.9999117
## 4 Start_Lng Zipcode -0.9032278
## 5 Start_Lng Timezone -0.7418687
## 6 Source Weather_Timestamp -0.7246250
## 7 Start_Time Weather_Timestamp 0.9924742
## 8 End_Time Weather_Timestamp 0.9923939
## 9 Temperature.F. Wind_Chill.F. 0.9873438
## 10 Bump Traffic_Calming 0.9840932
## 11 Sunrise_Sunset Civil_Twilight 0.8939586
## 12 Sunrise_Sunset Nautical_Twilight 0.7912697
## 13 Civil_Twilight Nautical_Twilight 0.8851301
## 14 Civil_Twilight Astronomical_Twilight 0.7796778
## 15 Nautical_Twilight Astronomical_Twilight 0.8808624
## 16 Pressure.in. Pressure_bc 0.9905128
## 17 Visibility.mi. Visibility_bc 0.9842930
## 18 Wind_Speed.mph. Wind_Speed_bc 0.8827083The table above describes groups of eigenvalues for which the absolute value of the correlation coefficient is greater than 0.7
correlation heatmap by shiny
# UI
ui <- fluidPage(
titlePanel("Correlation Heatmap"),
sidebarLayout(
sidebarPanel(
selectInput("variables", "Select Variables:",
choices = names(df_bl),
# selected = names(df_bl)[1:2],
multiple = TRUE)
),
mainPanel(
plotOutput("heatmap")
)
)
)
# Server
server <- function(input, output) {
output$heatmap <- renderPlot({
# Gets the variable selected by the user
selected_vars <- input$variables
# Check that the user has selected enough variables
if (length(selected_vars) > 2) {
# Select a subset of the selected variables
df_selected <- df_bl[, selected_vars, drop = FALSE]
# Computed correlation matrix
cor_matrix <- cor(df_selected, use = "complete.obs")
# Reshape
cor_melt <- melt(cor_matrix)
# plot
ggplot(cor_melt, aes(x = Var1, y = Var2, fill = value)) +
geom_tile() +
scale_fill_gradientn(colours = rev(brewer.pal(11, "RdBu")), limits = c(-1, 1)) +
theme(axis.text.x = element_text(angle = 45, hjust = 1, size = 12),
axis.text.y = element_text(angle = 45, hjust = 1, size = 12)) +
labs(title = "Correlation Heatmap", x = "", y = "")
} else {
# If not enough variables are selected, a message is displayed
ggplot() +
annotate("text", x = 1, y = 1, label = "Please select at least two variables") +
theme_void()
}
})
}
# run
shinyApp(ui = ui, server = server)Shiny applications not supported in static R Markdown documents
Feature Reduction (Grouping)
# Define the weather bins as a named vector for faster lookup
weather_bins <- c(
'Clear' = 'Clear', 'Fair' = 'Clear',
'Cloudy' = 'Cloudy', 'Mostly Cloudy' = 'Cloudy', 'Partly Cloudy' = 'Cloudy', 'Scattered Clouds' = 'Cloudy',
'Light Rain' = 'Rainy', 'Rain' = 'Rainy', 'Light Freezing Drizzle' = 'Rainy', 'Light Drizzle' = 'Rainy',
'Heavy Rain' = 'Rainy', 'Light Freezing Rain' = 'Rainy', 'Drizzle' = 'Rainy', 'Light Freezing Fog' = 'Rainy',
'Light Rain Showers' = 'Rainy', 'Showers in the Vicinity' = 'Rainy', 'T-Storm' = 'Rainy', 'Thunder' = 'Rainy',
'Patches of Fog' = 'Rainy', 'Heavy T-Storm' = 'Rainy', 'Heavy Thunderstorms and Rain' = 'Rainy', 'Funnel Cloud' = 'Rainy',
'Heavy T-Storm / Windy' = 'Rainy', 'Heavy Thunderstorms and Snow' = 'Rainy', 'Rain / Windy' = 'Rainy', 'Heavy Rain / Windy' = 'Rainy',
'Squalls' = 'Rainy', 'Heavy Ice Pellets' = 'Rainy', 'Thunder / Windy' = 'Rainy', 'Drizzle and Fog' = 'Rainy',
'T-Storm / Windy' = 'Rainy', 'Smoke / Windy' = 'Rainy', 'Haze / Windy' = 'Rainy', 'Light Drizzle / Windy' = 'Rainy',
'Widespread Dust / Windy' = 'Rainy', 'Wintry Mix' = 'Rainy', 'Wintry Mix / Windy' = 'Rainy', 'Light Snow with Thunder' = 'Rainy',
'Fog / Windy' = 'Rainy', 'Snow and Thunder' = 'Rainy', 'Sleet / Windy' = 'Rainy', 'Heavy Freezing Rain / Windy' = 'Rainy',
'Squalls / Windy' = 'Rainy', 'Light Rain Shower / Windy' = 'Rainy', 'Snow and Thunder / Windy' = 'Rainy', 'Light Sleet / Windy' = 'Rainy',
'Sand / Dust Whirlwinds' = 'Rainy', 'Mist / Windy' = 'Rainy', 'Drizzle / Windy' = 'Rainy', 'Duststorm' = 'Rainy',
'Sand / Dust Whirls Nearby' = 'Rainy', 'Thunder and Hail' = 'Rainy', 'Freezing Rain / Windy' = 'Rainy', 'Light Snow Shower / Windy' = 'Rainy',
'Partial Fog' = 'Rainy', 'Thunder / Wintry Mix / Windy' = 'Rainy', 'Patches of Fog / Windy' = 'Rainy', 'Rain and Sleet' = 'Rainy',
'Light Snow Grains' = 'Rainy', 'Partial Fog / Windy' = 'Rainy', 'Sand / Dust Whirlwinds / Windy' = 'Rainy', 'Heavy Snow with Thunder' = 'Rainy',
'Heavy Blowing Snow' = 'Rainy', 'Low Drifting Snow' = 'Rainy', 'Light Hail' = 'Rainy', 'Light Thunderstorm' = 'Rainy',
'Heavy Freezing Drizzle' = 'Rainy', 'Light Blowing Snow' = 'Rainy', 'Thunderstorms and Snow' = 'Rainy', 'Heavy Rain Showers' = 'Rainy',
'Rain Shower / Windy' = 'Rainy', 'Sleet and Thunder' = 'Rainy', 'Heavy Sleet and Thunder' = 'Rainy', 'Drifting Snow / Windy' = 'Rainy',
'Shallow Fog / Windy' = 'Rainy', 'Thunder and Hail / Windy' = 'Rainy', 'Heavy Sleet / Windy' = 'Rainy', 'Sand / Windy' = 'Rainy',
'Heavy Rain Shower / Windy' = 'Rainy', 'Blowing Snow Nearby' = 'Rainy', 'Blowing Sand' = 'Rainy', 'Heavy Rain Shower' = 'Rainy',
'Drifting Snow' = 'Rainy', 'Heavy Thunderstorms with Small Hail' = 'Rainy',
'Light Snow' = 'Snowy', 'Snow' = 'Snowy', 'Light Snow / Windy' = 'Snowy', 'Snow Grains' = 'Snowy',
'Snow Showers' = 'Snowy', 'Snow / Windy' = 'Snowy', 'Light Snow and Sleet' = 'Snowy', 'Snow and Sleet' = 'Snowy',
'Light Snow and Sleet / Windy' = 'Snowy', 'Snow and Sleet / Windy' = 'Snowy',
'Blowing Dust / Windy' = 'Windy', 'Fair / Windy' = 'Windy', 'Mostly Cloudy / Windy' = 'Windy',
'Light Rain / Windy' = 'Windy', 'T-Storm / Windy' = 'Windy', 'Blowing Snow / Windy' = 'Windy',
'Freezing Rain / Windy' = 'Windy', 'Light Snow and Sleet / Windy' = 'Windy', 'Sleet and Thunder / Windy' = 'Windy',
'Blowing Snow Nearby' = 'Windy', 'Heavy Rain Shower / Windy' = 'Windy',
'Hail' = 'Hail',
'Volcanic Ash' = 'Volcanic Ash',
'Tornado' = 'Tornado'
)
# Define a function to map weather conditions to bins
map_weather_to_bins <- function(weather) {
ifelse(weather %in% names(weather_bins), weather_bins[weather], 'Other')
}
# Drop the Weather_Condition column
df_filtered <- df_filtered %>%
mutate(Weather_Bin = map_chr(Weather_Condition, map_weather_to_bins))
df_filtered <- subset(df_filtered, select = -Weather_Condition)
df_filtered$Weather_Bin <- as.factor(df_filtered$Weather_Bin)
glimpse(df_filtered)## Rows: 678,563
## Columns: 39
## $ Source <fct> Source2, Source2, Source2, Source2, Source2, Sou…
## $ Severity <fct> 2, 1, 2, 1, 3, 2, 4, 2, 3, 2, 2, 3, 3, 3, 2, 2, …
## $ Start_Time <dttm> 2022-09-08 06:36:20, 2022-09-08 05:10:50, 2022-…
## $ End_Time <dttm> 2022-09-08 07:05:58, 2022-09-08 07:36:00, 2022-…
## $ Start_Lat <dbl> 41.40936, 39.92764, 40.01947, 26.93287, 41.51843…
## $ Start_Lng <dbl> -81.64432, -76.80489, -75.69455, -80.15169, -87.…
## $ Distance.mi. <dbl> 1.91, 1.59, 2.76, 0.64, 3.71, 1.70, 4.33, 1.47, …
## $ Street <fct> I-77 N, Rolling Meadow Ct, Coatesville Downingto…
## $ City <fct> Independence, York, Downingtown, Jupiter, New Le…
## $ County <fct> Cuyahoga, York, Chester, Palm Beach, Will, Mario…
## $ State <fct> OH, PA, PA, FL, IL, FL, VA, PA, NY, PA, SC, IN, …
## $ Zipcode <fct> 44131, 17408, 19335, 33478, 60451, 34420, 23847,…
## $ Timezone <fct> US/Eastern, US/Eastern, US/Eastern, US/Eastern, …
## $ Weather_Timestamp <dttm> 2022-09-08 06:53:00, 2022-09-08 04:53:00, 2022-…
## $ Temperature.F. <dbl> 63, 65, 61, 77, 61, 73, 69, 60, 65, 62, 84, 79, …
## $ Wind_Chill.F. <dbl> 63, 65, 61, 76, 61, 73, 69, 60, 65, 62, 84, 79, …
## $ Humidity... <dbl> 87, 93, 100, 83, 94, 96, 94, 96, 75, 94, 51, 51,…
## $ Pressure.in. <dbl> 29.37, 29.45, 29.26, 29.79, 29.34, 29.72, 29.78,…
## $ Visibility.mi. <dbl> 7, 9, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10…
## $ Wind_Direction <fct> SSE, CALM, N, CALM, CALM, CALM, CALM, CALM, NE, …
## $ Wind_Speed.mph. <dbl> 3, 0, 3, 0, 0, 0, 0, 0, 5, 0, 9, 8, 9, 0, 0, 9, …
## $ Precipitation.in. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ Amenity <fct> False, False, False, False, False, False, False,…
## $ Bump <fct> False, False, False, False, False, False, False,…
## $ Crossing <fct> False, False, False, False, False, True, False, …
## $ Give_Way <fct> False, False, False, False, False, False, False,…
## $ Junction <fct> False, False, False, False, False, False, True, …
## $ No_Exit <fct> False, False, False, False, False, False, False,…
## $ Railway <fct> False, False, False, False, False, False, False,…
## $ Roundabout <fct> False, False, False, False, False, False, False,…
## $ Station <fct> False, False, False, False, False, False, False,…
## $ Stop <fct> False, False, False, False, False, False, False,…
## $ Traffic_Calming <fct> False, False, False, False, False, False, False,…
## $ Traffic_Signal <fct> False, False, False, False, False, True, False, …
## $ Sunrise_Sunset <fct> Night, Night, Day, Night, Night, Night, Night, N…
## $ Civil_Twilight <fct> Day, Night, Day, Night, Night, Night, Night, Nig…
## $ Nautical_Twilight <fct> Day, Night, Day, Night, Night, Day, Night, Day, …
## $ Astronomical_Twilight <fct> Day, Day, Day, Night, Night, Day, Night, Day, Da…
## $ Weather_Bin <fct> Rainy, Cloudy, Rainy, Rainy, Rainy, Rainy, Cloud…Define Function for K-means Grouping
kmgroup <- function(attributes, seed = NULL){
if (!is.null(seed)) set.seed(seed)
k_values <- 1:15
wss <- numeric(length(k_values))
for (k in k_values){
kmeans_result <- kmeans(df_filtered[,attributes], centers = k, nstart = 10)
wss[k] <- kmeans_result$tot.withinss
}
plot(k_values, wss, type = 'b', pch = 19, frame = FALSE,
xlab = "Number of clusters K",
ylab = "Total within-clusters sum of squares",
main = "Elbow Method for Determining Optimal K" )
}Kmeans for Start_Lat and Start_Lng
kmgroup(c('Start_Lat','Start_Lng'), 70048)
set.seed(70048)
k <- 4
kmeans_fresult <- kmeans(df_filtered[, c('Start_Lat', 'Start_Lng')], centers = k, nstart = 10)
df_filtered$Geographical_Location <- as.factor(kmeans_fresult$cluster)
df_filtered <- subset(df_filtered, select = -c(Start_Lat, Start_Lng))df_filtered[,c(6:8,10)] <- lapply(df_filtered[,c(6:8,10)], as.numeric)Kmeans for Street
kmgroup('Street', 70048)## Warning: Quick-TRANSfer stage steps exceeded maximum (= 33928150)
## Warning: Quick-TRANSfer stage steps exceeded maximum (= 33928150)
set.seed(70048)
k <- 4
kmeans_fresult <- kmeans(df_filtered[, c('Street')], centers = k, nstart = 10)
df_filtered$Street_Bin <- as.factor(kmeans_fresult$cluster)
df_filtered <- dplyr::select(df_filtered, -'Street')Kmeans for City
kmgroup('City', 70048)
set.seed(70048)
k <- 4
kmeans_fresult <- kmeans(df_filtered[, c('City')], centers = k, nstart = 10)
df_filtered$City_Bin <- as.factor(kmeans_fresult$cluster)
df_filtered <- df_filtered[, !names(df_filtered) %in% c('City')]Kmeans for County
kmgroup('County', 70048)
set.seed(70048)
k = 4
kmeans_fresult <- kmeans(df_filtered[,c('County')], centers = k, nstart = 10)
df_filtered$County_Bin <- as.factor(kmeans_fresult$cluster)
df_filtered <- dplyr::select(df_filtered, -c('County'))Kmeans for Zipcode
kmgroup('Zipcode', 70048)
set.seed(70048)
k <- 4
kmeans_fresult <- kmeans(df_filtered[, c('Zipcode')], centers = k, nstart = 10)
df_filtered$Zipcode_Bin <- as.factor(kmeans_fresult$cluster)
df_filtered <- df_filtered[, !colnames(df_filtered) %in% c('Zipcode')]Features Creation
To streamline the attribute set, a new attribute, Time_Difference_End_Start_Sec, was created by subtracting End_Time from Start_Time. This attribute is deemed significant for reflecting accident severity, as longer durations suggest more severe accidents. Additionally, Rush_Hours was generated to assess if peak traffic periods correlate with increased accident rates.
df_filtered <- mutate(df_filtered, Time_Difference_End_Start_Sec = as.numeric(difftime(End_Time, Start_Time, units = 'secs')), .after = 'End_Time')df_filtered <- mutate(df_filtered, 'Start_Hour' = hour(Start_Time), .after = 'Start_Time')
# Morning Rush : 06-09 hrs
# Evening Rush : 15-17 hrs
rush_hours <- c(6,7,8,9,15,16,17)
df_filtered$Rush_Hours <- as.factor(ifelse(df_filtered$Start_Hour %in% rush_hours, 'True', 'False'))
df_filtered <- dplyr::select(df_filtered, -c('Start_Time', 'End_Time'))df_filtered <- dplyr::select(df_filtered, -'Weather_Timestamp')Prior to modeling, all factors were converted into numeric format, as certain models only accept numeric inputs rather than character inputs. After transformation, the original factors were dropped.
Label Encoding
numeric_factor_list <- c(1, 6:7, 13, 16:32, 38)
for (i in numeric_factor_list){
ori_col_name <- names(df_filtered)[i] # Get the name of the original column
new_col_name <- paste0(ori_col_name, "_Numeric") # Create a new column name
# Create a new column with the original column name plus '_numeric'
df_filtered[[new_col_name]] <- as.factor(as.numeric(df_filtered[[ori_col_name]]))
}drop_factor_list <- c('Source', 'State', 'Timezone', 'Wind_Direction', 'Amenity', 'Bump', 'Crossing', 'Give_Way','Junction', 'No_Exit', 'Railway', 'Roundabout', 'Station', 'Stop', 'Traffic_Calming', 'Traffic_Signal', 'Sunrise_Sunset', 'Civil_Twilight', 'Nautical_Twilight', 'Astronomical_Twilight','Weather_Bin','Rush_Hours')
df_filtered <- dplyr::select(df_filtered, - all_of(drop_factor_list))Scaling for classification
# Identify numeric variables in your dataset
numeric_vars <- sapply(df_filtered, is.numeric)
# Define the preprocessing method
preProcValues <- preProcess(df_filtered, method = "range")
# Apply Min-Max scaling
df_filtered_c <- predict(preProcValues, df_filtered)
# Check the dimensions of the resulting data frame
dim(df_filtered_c)## [1] 678563 38Scaling for Regression
df_filtered_r <- dplyr::select(df_filtered, -'Distance.mi.')
numeric_vars <- sapply(df_filtered_r, is.numeric)
preProcValues <- preProcess(df_filtered_r, method = "range")
df_filtered_r <- predict(preProcValues, df_filtered_r)
df_filtered_r$Distance.mi. <- df_filtered$Distance.mi.
dim(df_filtered_r)## [1] 678563 38Feature Selection
A preliminary feature selection process involved assessing the correlation between the target attribute, Severity, and both categorical and numeric attributes (Classification)
# Separate numeric and factor columns
numeric_cols <- names(df_filtered)[sapply(df_filtered, is.numeric)]
factor_cols <- names(df_filtered)[sapply(df_filtered, is.factor)]
# Ensure Severity is treated as a numeric for correlation calculation
df_filtered$Severity_numeric <- as.numeric(as.character(df_filtered$Severity))
# Calculate correlations for numeric columns
numeric_corr <- cor(df_filtered[, c(numeric_cols, "Severity_numeric")], use = "complete.obs")
corr_with_severity <- numeric_corr[,"Severity_numeric"]
# Print numeric correlations
# print(corr_with_severity)
df_filtered <- df_filtered[, !colnames(df_filtered) %in% c('Severity_numeric')] # Remove 'Severity_numeric' column
# Function to calculate Cramer's V for factor columns
cramers_v <- function(x, y) {
tbl <- table(x, y)
chi2 <- chisq.test(tbl, correct = FALSE)$statistic
n <- sum(tbl)
phi2 <- chi2 / n
r <- nrow(tbl)
k <- ncol(tbl)
return(sqrt(phi2 / min(r - 1, k - 1)))
}
# Calculate Cramer's V for factor columns against Severity
cramers_v_values <- sapply(factor_cols, function(col) {
cramers_v(df_filtered[[col]], df_filtered$Severity)
})## Warning in chisq.test(tbl, correct = FALSE): Chi-squared approximation may be
## incorrect
## Warning in chisq.test(tbl, correct = FALSE): Chi-squared approximation may be
## incorrect
## Warning in chisq.test(tbl, correct = FALSE): Chi-squared approximation may be
## incorrect
## Warning in chisq.test(tbl, correct = FALSE): Chi-squared approximation may be
## incorrect
## Warning in chisq.test(tbl, correct = FALSE): Chi-squared approximation may be
## incorrect
## Warning in chisq.test(tbl, correct = FALSE): Chi-squared approximation may be
## incorrect
## Warning in chisq.test(tbl, correct = FALSE): Chi-squared approximation may be
## incorrect
## Warning in chisq.test(tbl, correct = FALSE): Chi-squared approximation may be
## incorrect
## Warning in chisq.test(tbl, correct = FALSE): Chi-squared approximation may be
## incorrect
## Warning in chisq.test(tbl, correct = FALSE): Chi-squared approximation may be
## incorrect
## Warning in chisq.test(tbl, correct = FALSE): Chi-squared approximation may be
## incorrect
## Warning in chisq.test(tbl, correct = FALSE): Chi-squared approximation may be
## incorrect
## Warning in chisq.test(tbl, correct = FALSE): Chi-squared approximation may be
## incorrect
## Warning in chisq.test(tbl, correct = FALSE): Chi-squared approximation may be
## incorrect
## Warning in chisq.test(tbl, correct = FALSE): Chi-squared approximation may be
## incorrect
## Warning in chisq.test(tbl, correct = FALSE): Chi-squared approximation may be
## incorrect
## Warning in chisq.test(tbl, correct = FALSE): Chi-squared approximation may be
## incorrect# Print Cramer's V values
# print(cramers_v_values)
# Combine numeric and categorical correlations
correlation_results <- data.frame(
Attribute = c(names(corr_with_severity), names(cramers_v_values)),
Correlation = c(corr_with_severity, cramers_v_values)
)
# Order by absolute correlation value
correlation_results <- correlation_results %>%
arrange(desc(abs(Correlation)))
# Display the results
print(correlation_results)## Attribute
## Severity_numeric Severity_numeric
## Severity.X-squared Severity.X-squared
## Source_Numeric.X-squared Source_Numeric.X-squared
## State_Numeric.X-squared State_Numeric.X-squared
## Geographical_Location.X-squared Geographical_Location.X-squared
## Zipcode_Bin.X-squared Zipcode_Bin.X-squared
## Timezone_Numeric.X-squared Timezone_Numeric.X-squared
## Nautical_Twilight_Numeric.X-squared Nautical_Twilight_Numeric.X-squared
## Astronomical_Twilight_Numeric.X-squared Astronomical_Twilight_Numeric.X-squared
## Pressure.in. Pressure.in.
## Civil_Twilight_Numeric.X-squared Civil_Twilight_Numeric.X-squared
## Temperature.F. Temperature.F.
## Wind_Chill.F. Wind_Chill.F.
## Distance.mi. Distance.mi.
## Sunrise_Sunset_Numeric.X-squared Sunrise_Sunset_Numeric.X-squared
## Street_Bin.X-squared Street_Bin.X-squared
## Rush_Hours_Numeric.X-squared Rush_Hours_Numeric.X-squared
## County_Bin.X-squared County_Bin.X-squared
## Time_Difference_End_Start_Sec Time_Difference_End_Start_Sec
## Humidity... Humidity...
## Crossing_Numeric.X-squared Crossing_Numeric.X-squared
## Station_Numeric.X-squared Station_Numeric.X-squared
## Wind_Direction_Numeric.X-squared Wind_Direction_Numeric.X-squared
## City_Bin.X-squared City_Bin.X-squared
## Wind_Speed.mph. Wind_Speed.mph.
## Weather_Bin_Numeric.X-squared Weather_Bin_Numeric.X-squared
## Start_Hour Start_Hour
## Give_Way_Numeric.X-squared Give_Way_Numeric.X-squared
## Bump_Numeric.X-squared Bump_Numeric.X-squared
## Amenity_Numeric.X-squared Amenity_Numeric.X-squared
## Traffic_Calming_Numeric.X-squared Traffic_Calming_Numeric.X-squared
## Precipitation.in. Precipitation.in.
## Stop_Numeric.X-squared Stop_Numeric.X-squared
## Traffic_Signal_Numeric.X-squared Traffic_Signal_Numeric.X-squared
## Junction_Numeric.X-squared Junction_Numeric.X-squared
## No_Exit_Numeric.X-squared No_Exit_Numeric.X-squared
## Visibility.mi. Visibility.mi.
## Railway_Numeric.X-squared Railway_Numeric.X-squared
## Roundabout_Numeric.X-squared Roundabout_Numeric.X-squared
## Correlation
## Severity_numeric 1.0000000000
## Severity.X-squared 1.0000000000
## Source_Numeric.X-squared 0.5309594489
## State_Numeric.X-squared 0.1073937122
## Geographical_Location.X-squared 0.0529270708
## Zipcode_Bin.X-squared 0.0478005514
## Timezone_Numeric.X-squared 0.0467366072
## Nautical_Twilight_Numeric.X-squared 0.0424922276
## Astronomical_Twilight_Numeric.X-squared 0.0424272476
## Pressure.in. -0.0376199433
## Civil_Twilight_Numeric.X-squared 0.0369680681
## Temperature.F. -0.0354509907
## Wind_Chill.F. -0.0347789711
## Distance.mi. -0.0332569404
## Sunrise_Sunset_Numeric.X-squared 0.0328326523
## Street_Bin.X-squared 0.0306835689
## Rush_Hours_Numeric.X-squared 0.0302791803
## County_Bin.X-squared 0.0290669505
## Time_Difference_End_Start_Sec 0.0248328182
## Humidity... 0.0182451887
## Crossing_Numeric.X-squared 0.0175171299
## Station_Numeric.X-squared 0.0141845328
## Wind_Direction_Numeric.X-squared 0.0135730185
## City_Bin.X-squared 0.0110086902
## Wind_Speed.mph. -0.0109926362
## Weather_Bin_Numeric.X-squared 0.0093562712
## Start_Hour -0.0089147384
## Give_Way_Numeric.X-squared 0.0083888637
## Bump_Numeric.X-squared 0.0078114311
## Amenity_Numeric.X-squared 0.0064296464
## Traffic_Calming_Numeric.X-squared 0.0063908037
## Precipitation.in. -0.0060884788
## Stop_Numeric.X-squared 0.0046588075
## Traffic_Signal_Numeric.X-squared 0.0046575156
## Junction_Numeric.X-squared 0.0031120605
## No_Exit_Numeric.X-squared 0.0023017278
## Visibility.mi. 0.0020368287
## Railway_Numeric.X-squared 0.0018567840
## Roundabout_Numeric.X-squared 0.0004524101Machine Learning (Classification)
After conducting exploratory data analysis (EDA), it was determined to simplify the severity classification from four levels to two binary classes. The moderate class comprises severity levels 1 and 2, while the severe class encompasses levels 3 and 4. This decision aimed to streamline computational efficiency while maintaining predictive accuracy. Additionally, given the limited observations in classes 1 and 3, each representing less than 0.25% of the dataset, consolidating them into broader categories was deemed appropriate and unlikely to significantly impact the results.
df_filtered_c <- df_filtered_c %>%
mutate(Severity = case_when(
Severity %in% c(1, 2) ~ "Moderate",
Severity %in% c(3, 4) ~ "Severe"
))
df_filtered_c$Severity <- as.factor(df_filtered_c$Severity)The dataset was divided into a train set and a test set with a split ratio of 0.05 assigned to the test set. Despite its smaller size, the test set contained over 30,000 observations, which was deemed sufficient for evaluation purposes. The decision to allocate a lower ratio to the test set was primarily driven by computational efficiency concerns. Ensuring that the train set was trained with a larger number of cases than the highest class in the test set, total observation will become high that result in computational problem. If the test set was split at ratios of 0.1 or 0.15, the train set would have required upsampling to nearly 120k or 180k instances, resulting in significant computational burdens.
set.seed(70048)
split = sample.split(df_filtered_c$Severity, SplitRatio = 0.95)
training_set = subset(df_filtered_c, split == TRUE)
test_set = subset(df_filtered_c, split == FALSE)oversampled_data <- ROSE(Severity ~ ., data = training_set, seed = 70048, N = nrow(training_set))$data
# Downsample the oversampled data
final_df <- oversampled_data[sample(nrow(oversampled_data), 65000),]
# View the class distribution after downsampling
table(final_df$Severity)##
## Moderate Severe
## 32321 32679Random Forest with ntree = 500
if (file.exists('C:/Users/syahiranzamaruddin/Documents/final_rf_model_500.rds')) {
final_rf_model_500 <- readRDS('C:/Users/syahiranzamaruddin/Documents/final_rf_model_500.rds')
} else {
num_folds <- 3
ctrl <- trainControl(method = "cv", number = num_folds)
param_grid <- expand.grid(mtry = c(4,6)) # Number of features to consider at each split
rf_model <- train(Severity ~ .,
data = final_df,
method = "rf",
trControl = ctrl,
tuneGrid = param_grid,
ntree = 500)
set.seed(70048)
final_rf_model_500 <- randomForest(Severity~., data = final_df,mtry = 6, ntree = 500)
saveRDS(final_rf_model_500, "final_rf_model_500.rds")
}Random Forest with ntree = 1000
if (file.exists('C:/Users/syahiranzamaruddin/Documents/final_rf_model_1000.rds')) {
final_rf_model_1000 <- readRDS('C:/Users/syahiranzamaruddin/Documents/final_rf_model_1000.rds')
} else {
num_folds <- 3
ctrl <- trainControl(method = "cv", number = num_folds)
param_grid <- expand.grid(mtry = c(4,6)) # Number of features to consider at each split
rf_model_1000 <- train(Severity ~ .,
data = final_df,
method = "rf",
trControl = ctrl,
tuneGrid = param_grid,
ntree = 1000)
set.seed(70048)
final_rf_model_1000 <- randomForest(Severity~., data = final_df,mtry = 6, ntree = 1000)
saveRDS(final_rf_model_1000, "final_rf_model_1000.rds")
}Naive Bayes
if (file.exists('C:/Users/syahiranzamaruddin/Documents/final_nb_model.rds')) {
final_nb_model <- readRDS('C:/Users/syahiranzamaruddin/Documents/final_nb_model.rds')
} else {
num_folds <- 3
ctrl <- trainControl(method = "cv", number = num_folds)
param_grid <- expand.grid(
laplace = c(0, 1, 2), # Values for Laplace smoothing
usekernel = c(TRUE, FALSE), # Whether to use kernel density estimation
adjust = c(1, 1.5, 2) # Bandwidth adjustment for the kernel density
)
nb_model <- train(Severity ~ .,
data = final_df,
method = "naive_bayes",
trControl = ctrl,
tuneGrid = param_grid)
set.seed(70048)
final_nb_model <- naiveBayes(Severity~., data = final_df, laplace = 0, usekernel = 0, adjust = 1)
}XGBoost
xgb_df = final_df
xgb_df$Severity <- as.numeric(xgb_df$Severity) - 1
dummies <- dummyVars(~ ., data = xgb_df)
xgb_df <- predict(dummies, newdata = xgb_df)
# Convert xgb_df back to a data frame
xgb_df <- as.data.frame(xgb_df)
# Convert Severity back to a factor
xgb_df$Severity <- as.factor(xgb_df$Severity)
# For test set
xgb_test <- test_set
xgb_test$Severity <- as.numeric(xgb_test$Severity) - 1
dummies <- dummyVars(~ ., data = xgb_test)
xgb_test <- predict(dummies, newdata = xgb_test)
xgb_test <- as.data.frame(xgb_test)
xgb_test$Severity <- as.factor(xgb_test$Severity)
test_matrix <- xgb.DMatrix(data = as.matrix(xgb_test[ , -which(names(xgb_test) == "Severity")]))if (file.exists('C:/Users/syahiranzamaruddin/Documents/final_xgb_model.rds')) {
final_xgb_model <- readRDS('C:/Users/syahiranzamaruddin/Documents/final_xgb_model.rds')
} else {
num_folds <- 3
ctrl <- trainControl(method = "cv", number = num_folds)
param_grid <- expand.grid(
nrounds = c(50, 100), # Number of boosting rounds
max_depth = c(3, 6), # Maximum depth of a tree
eta = c(0.01, 0.1), # Learning rate
gamma = c(0, 1), # Minimum loss reduction
colsample_bytree = c(0.6, 0.8), # Subsample ratio of columns
min_child_weight = c(1, 3), # Minimum sum of instance weight
subsample = c(0.7, 0.9) # Subsample ratio of the training instance
)
xgb_model <- train(Severity ~ .,
data = xgb_df,
method = "xgbTree",
trControl = ctrl,
tuneGrid = param_grid)
set.seed(70048)
train_matrix <- xgb.DMatrix(data = as.matrix(xgb_df[ , -which(names(xgb_df) == "Severity")]), label = as.numeric(xgb_df$Severity) - 1)
best_params = xgb_model$bestTune
# Define the best parameters
params <- list(
booster = "gbtree",
objective = "binary:logistic",
eta = best_params$eta,
max_depth = best_params$max_depth,
gamma = best_params$gamma,
colsample_bytree = best_params$colsample_bytree,
min_child_weight = best_params$min_child_weight,
subsample = best_params$subsample
)
# Define the watchlist (using only the training set here)
watchlist <- list(train = train_matrix)
final_xgb_model <- xgb.train(
params = params,
data = train_matrix,
nrounds = 5000,
watchlist = watchlist,
early_stopping_rounds = 10,
verbose = 0
)
}Evaluation
model_present <- function(model){
pred = predict(model, newdata = test_set)
cm = table(test_set$Severity, pred)# confusion matrix
print("Confusion Matrix")
print(cm)
print(paste("Accuracy:",mean(test_set$Severity == pred)))
}set.seed(70048)
model_list <- list(rf_500 = final_rf_model_500, rf_1000 = final_rf_model_1000, nb = final_nb_model)
for (ml in names(model_list)){
model_present(model_list[[ml]])
}## [1] "Confusion Matrix"
## pred
## Moderate Severe
## Moderate 30918 2046
## Severe 522 442
## [1] "Accuracy: 0.924310304173544"
## [1] "Confusion Matrix"
## pred
## Moderate Severe
## Moderate 30922 2042
## Severe 515 449
## [1] "Accuracy: 0.92463452016034"
## [1] "Confusion Matrix"
## pred
## Moderate Severe
## Moderate 28663 4301
## Severe 545 419
## [1] "Accuracy: 0.857168120726244"pred = predict(final_xgb_model, newdata = test_matrix)
binary_predictions <- ifelse(pred > 0.5, 1, 0)
cm = table(xgb_test$Severity, binary_predictions)# confusion matrix
print("Confusion Matrix")## [1] "Confusion Matrix"print(cm)## binary_predictions
## 0 1
## 0 31990 974
## 1 696 268print(paste("Accuracy:",mean(xgb_test$Severity == binary_predictions)))## [1] "Accuracy: 0.950778118368309"The performance evaluation of the models reveals promising results, with the XGBoost model exhibiting the highest overall accuracy, followed by Random Forest and Naive Bayes. However, a deeper analysis of the confusion matrices indicates a discrepancy in predicting severe cases. Despite XGBoost’s superior accuracy, it demonstrates a weaker performance in predicting severe cases compared to Random Forest and Naive Bayes.
Given this observation, Random Forest emerges as the preferred choice due to its balanced accuracy across severity categories, regardless of whether it employs 500 or 1000 trees. It maintains a higher accuracy in severe cases while still achieving competitive overall accuracy.
It’s important to acknowledge that the challenge in predicting severe cases may stem from the dataset’s high class imbalance and the potential overfitting of models to moderate cases. Additionally, the significant reduction in dataset size, likely for computational efficiency, may have contributed to this issue. Addressing these factors could potentially improve the models’ performance in predicting severe cases.
Machine Learning (Regression)
The dataset was intentionally reduced to 10,000 observations to address the issue of high computational demand due to the extensive number of attributes. Initially, working with the complete dataset significantly prolonged the model building process. Even after reducing the observations to 20,000, the computational load remained substantial, hindering the hyperparameter tuning process. For the purposes of this assignment, we further reduced the dataset to 10,000 observations. This reduction allowed for faster modeling; however, the results were suboptimal.
set.seed(70048)
df_filtered_r <- df_filtered_r[sample(nrow(df_filtered_r),10000),]set.seed(70048)
split = sample.split(df_filtered_r$Distance.mi., SplitRatio = 0.80)
training_set_r = subset(df_filtered_r, split == TRUE)
test_set_r = subset(df_filtered_r, split == FALSE)final_df_r <- training_set_rLinear Regression
set.seed(70048)
lm_All <- lm(Distance.mi. ~., data = final_df_r)
summary(lm_All)##
## Call:
## lm(formula = Distance.mi. ~ ., data = final_df_r)
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.3839 -0.5732 -0.2105 0.2009 7.0863
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -1.068019 1.259611 -0.848 0.396521
## Severity2 1.348956 1.233860 1.093 0.274303
## Severity4 1.165577 1.236101 0.943 0.345736
## Start_Hour -0.171662 0.051577 -3.328 0.000878 ***
## Time_Difference_End_Start_Sec 53.937002 7.838657 6.881 6.39e-12 ***
## Temperature.F. 0.147466 0.321583 0.459 0.646561
## Wind_Chill.F. 0.020848 0.330629 0.063 0.949724
## Humidity... -0.072057 0.070418 -1.023 0.306205
## Pressure.in. -0.181039 0.111415 -1.625 0.104223
## Visibility.mi. 0.036532 0.057641 0.634 0.526244
## Wind_Speed.mph. -0.043126 0.072564 -0.594 0.552319
## Precipitation.in. -0.476113 0.713793 -0.667 0.504779
## Geographical_Location2 0.047213 0.130833 0.361 0.718207
## Geographical_Location3 -0.260117 0.207751 -1.252 0.210584
## Geographical_Location4 -0.869144 0.479649 -1.812 0.070017 .
## Street_Bin2 0.513903 0.044633 11.514 < 2e-16 ***
## Street_Bin3 0.838893 0.033816 24.807 < 2e-16 ***
## Street_Bin4 -0.032978 0.039563 -0.834 0.404557
## City_Bin2 -0.009011 0.035099 -0.257 0.797391
## City_Bin3 0.075121 0.034848 2.156 0.031137 *
## City_Bin4 0.017406 0.035683 0.488 0.625698
## County_Bin2 0.038039 0.037752 1.008 0.313680
## County_Bin3 0.007122 0.037880 0.188 0.850877
## County_Bin4 0.014325 0.043241 0.331 0.740434
## Zipcode_Bin2 -0.162976 0.129937 -1.254 0.209779
## Zipcode_Bin3 -0.055432 0.186778 -0.297 0.766641
## Zipcode_Bin4 -0.038025 0.123553 -0.308 0.758273
## Source_Numeric2 0.255685 0.617975 0.414 0.679071
## State_Numeric2 0.680015 0.278650 2.440 0.014693 *
## State_Numeric3 1.126599 0.464159 2.427 0.015238 *
## State_Numeric4 1.328847 0.488335 2.721 0.006519 **
## State_Numeric5 0.824321 0.464178 1.776 0.075791 .
## State_Numeric6 0.228111 0.286807 0.795 0.426434
## State_Numeric7 0.109147 0.320452 0.341 0.733411
## State_Numeric8 0.700626 0.462527 1.515 0.129867
## State_Numeric9 0.223938 0.221507 1.011 0.312059
## State_Numeric10 0.430266 0.238687 1.803 0.071481 .
## State_Numeric11 1.087774 0.357691 3.041 0.002365 **
## State_Numeric12 1.395156 0.528040 2.642 0.008254 **
## State_Numeric13 0.463070 0.245156 1.889 0.058944 .
## State_Numeric14 0.869461 0.295214 2.945 0.003237 **
## State_Numeric15 -0.042177 0.292128 -0.144 0.885206
## State_Numeric16 -0.610016 0.789904 -0.772 0.439979
## State_Numeric17 0.430188 0.248327 1.732 0.083250 .
## State_Numeric18 0.632645 0.512662 1.234 0.217224
## State_Numeric19 0.296043 0.279987 1.057 0.290386
## State_Numeric21 0.198944 0.249825 0.796 0.425862
## State_Numeric22 0.502701 0.239161 2.102 0.035589 *
## State_Numeric23 0.289663 0.258548 1.120 0.262598
## State_Numeric24 0.620817 0.328878 1.888 0.059104 .
## State_Numeric25 1.196249 0.483382 2.475 0.013353 *
## State_Numeric26 0.151159 0.249907 0.605 0.545290
## State_Numeric27 1.413859 0.493793 2.863 0.004204 **
## State_Numeric28 0.826690 0.533843 1.549 0.121526
## State_Numeric30 0.216178 0.278878 0.775 0.438262
## State_Numeric31 0.416698 0.692962 0.601 0.547638
## State_Numeric32 1.562127 0.551337 2.833 0.004618 **
## State_Numeric33 0.435897 0.271093 1.608 0.107891
## State_Numeric34 0.040779 0.247211 0.165 0.868984
## State_Numeric35 0.144481 0.303092 0.477 0.633595
## State_Numeric36 1.703708 0.488853 3.485 0.000495 ***
## State_Numeric37 0.452659 0.272987 1.658 0.097321 .
## State_Numeric38 0.112561 1.099948 0.102 0.918495
## State_Numeric39 0.192206 0.234151 0.821 0.411750
## State_Numeric41 0.471955 0.214845 2.197 0.028068 *
## State_Numeric42 0.471220 0.232208 2.029 0.042460 *
## State_Numeric43 0.859485 0.475419 1.808 0.070667 .
## State_Numeric44 0.254369 0.270807 0.939 0.347606
## State_Numeric45 1.547064 0.504557 3.066 0.002175 **
## State_Numeric46 0.307749 0.265952 1.157 0.247242
## State_Numeric47 0.086353 0.324814 0.266 0.790359
## State_Numeric48 0.798629 0.664878 1.201 0.229722
## Timezone_Numeric3 0.018401 0.127665 0.144 0.885396
## Timezone_Numeric4 0.201922 0.324024 0.623 0.533191
## Timezone_Numeric5 -0.062597 0.235645 -0.266 0.790523
## Wind_Direction_Numeric3 0.025033 0.063869 0.392 0.695108
## Wind_Direction_Numeric4 0.008352 0.069267 0.121 0.904028
## Wind_Direction_Numeric5 0.027683 0.076902 0.360 0.718873
## Wind_Direction_Numeric6 0.031214 0.060234 0.518 0.604329
## Wind_Direction_Numeric7 -0.049742 0.071025 -0.700 0.483735
## Wind_Direction_Numeric8 0.009296 0.077660 0.120 0.904725
## Wind_Direction_Numeric9 0.057021 0.066732 0.854 0.392868
## Wind_Direction_Numeric10 -0.021488 0.068969 -0.312 0.755379
## Wind_Direction_Numeric11 0.009997 0.060174 0.166 0.868058
## Wind_Direction_Numeric12 -0.039003 0.071250 -0.547 0.584115
## Wind_Direction_Numeric13 -0.128842 0.070450 -1.829 0.067461 .
## Wind_Direction_Numeric14 -0.026775 0.071573 -0.374 0.708348
## Wind_Direction_Numeric15 -0.095809 0.068845 -1.392 0.164058
## Wind_Direction_Numeric16 0.024030 0.066133 0.363 0.716341
## Wind_Direction_Numeric17 0.030527 0.060420 0.505 0.613402
## Wind_Direction_Numeric18 0.078555 0.067025 1.172 0.241221
## Wind_Direction_Numeric19 0.026730 0.067770 0.394 0.693283
## Amenity_Numeric2 -0.082837 0.130654 -0.634 0.526085
## Bump_Numeric2 0.233230 0.720644 0.324 0.746218
## Crossing_Numeric2 -0.238801 0.054078 -4.416 1.02e-05 ***
## Give_Way_Numeric2 -0.221782 0.188781 -1.175 0.240106
## Junction_Numeric2 0.070598 0.046802 1.508 0.131482
## No_Exit_Numeric2 -0.455224 0.287760 -1.582 0.113698
## Railway_Numeric2 -0.136185 0.134197 -1.015 0.310225
## Roundabout_Numeric2 -0.602334 1.075350 -0.560 0.575407
## Station_Numeric2 -0.157214 0.086490 -1.818 0.069145 .
## Stop_Numeric2 -0.121149 0.082263 -1.473 0.140868
## Traffic_Calming_Numeric2 -0.199329 0.537098 -0.371 0.710557
## Traffic_Signal_Numeric2 -0.268846 0.049074 -5.478 4.42e-08 ***
## Sunrise_Sunset_Numeric3 0.003946 0.054386 0.073 0.942159
## Civil_Twilight_Numeric3 -0.007142 0.070253 -0.102 0.919028
## Nautical_Twilight_Numeric3 -0.039502 0.070882 -0.557 0.577348
## Astronomical_Twilight_Numeric3 -0.266448 0.057659 -4.621 3.88e-06 ***
## Weather_Bin_Numeric2 0.114266 0.084170 1.358 0.174639
## Weather_Bin_Numeric3 0.028422 0.032565 0.873 0.382813
## Weather_Bin_Numeric4 0.001932 0.178895 0.011 0.991385
## Rush_Hours_Numeric2 -0.005431 0.028145 -0.193 0.846981
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1.065 on 8163 degrees of freedom
## Multiple R-squared: 0.1836, Adjusted R-squared: 0.1725
## F-statistic: 16.54 on 111 and 8163 DF, p-value: < 2.2e-16pred = predict(lm_All, newdata = test_set_r)
mse <- mean((pred - test_set_r$Distance.mi.)^2)
print(mse)## [1] 0.3723644rsquared <- 1 - (sum((test_set_r$Distance.mi. - pred)^2) / sum((test_set_r$Distance.mi. - mean(test_set_r$Distance.mi.))^2))
print(rsquared)## [1] -0.6400654set.seed(70048)
lm_fs <- lm(Distance.mi. ~ Start_Hour + Time_Difference_End_Start_Sec + Street_Bin + City_Bin + State_Numeric + Crossing_Numeric + Sunrise_Sunset_Numeric + Astronomical_Twilight_Numeric, data = final_df_r)
summary(lm_fs)##
## Call:
## lm(formula = Distance.mi. ~ Start_Hour + Time_Difference_End_Start_Sec +
## Street_Bin + City_Bin + State_Numeric + Crossing_Numeric +
## Sunrise_Sunset_Numeric + Astronomical_Twilight_Numeric, data = final_df_r)
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.3202 -0.5734 -0.2189 0.1933 6.6019
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.253857 0.151826 1.672 0.094557 .
## Start_Hour -0.147278 0.049281 -2.989 0.002811 **
## Time_Difference_End_Start_Sec 53.197485 7.800696 6.820 9.78e-12 ***
## Street_Bin2 0.514421 0.044136 11.655 < 2e-16 ***
## Street_Bin3 0.862118 0.032997 26.127 < 2e-16 ***
## Street_Bin4 -0.037757 0.039481 -0.956 0.338924
## City_Bin2 -0.010087 0.033892 -0.298 0.765993
## City_Bin3 0.061464 0.033676 1.825 0.068015 .
## City_Bin4 0.017147 0.034842 0.492 0.622650
## State_Numeric2 0.341313 0.217542 1.569 0.116698
## State_Numeric3 0.293979 0.168160 1.748 0.080466 .
## State_Numeric4 0.200005 0.146152 1.368 0.171202
## State_Numeric5 0.559784 0.290456 1.927 0.053981 .
## State_Numeric6 0.109946 0.178438 0.616 0.537805
## State_Numeric7 -0.032862 0.228385 -0.144 0.885591
## State_Numeric8 0.560137 0.404196 1.386 0.165843
## State_Numeric9 0.221258 0.149040 1.485 0.137699
## State_Numeric10 0.395541 0.161040 2.456 0.014064 *
## State_Numeric11 0.753982 0.311055 2.424 0.015374 *
## State_Numeric12 0.571753 0.303816 1.882 0.059884 .
## State_Numeric13 0.076308 0.170762 0.447 0.654984
## State_Numeric14 0.555871 0.197168 2.819 0.004825 **
## State_Numeric15 -0.355028 0.233597 -1.520 0.128592
## State_Numeric16 -0.612898 0.769039 -0.797 0.425494
## State_Numeric17 0.096843 0.173736 0.557 0.577259
## State_Numeric18 0.499212 0.459197 1.087 0.277006
## State_Numeric19 0.200118 0.167488 1.195 0.232191
## State_Numeric21 0.114421 0.167750 0.682 0.495202
## State_Numeric22 0.149051 0.161851 0.921 0.357123
## State_Numeric23 -0.056511 0.190835 -0.296 0.767141
## State_Numeric24 0.315093 0.296655 1.062 0.288197
## State_Numeric25 0.520433 0.204813 2.541 0.011071 *
## State_Numeric26 0.093030 0.155298 0.599 0.549163
## State_Numeric27 1.051951 0.459337 2.290 0.022038 *
## State_Numeric28 0.471072 0.499121 0.944 0.345299
## State_Numeric30 0.101323 0.165146 0.614 0.539540
## State_Numeric31 -0.070631 0.633647 -0.111 0.911249
## State_Numeric32 0.530013 0.290505 1.824 0.068120 .
## State_Numeric33 0.331953 0.152657 2.174 0.029696 *
## State_Numeric34 -0.026253 0.164090 -0.160 0.872891
## State_Numeric35 -0.175997 0.245943 -0.716 0.474257
## State_Numeric36 0.553417 0.167162 3.311 0.000935 ***
## State_Numeric37 0.330973 0.153664 2.154 0.031279 *
## State_Numeric38 0.006588 1.077656 0.006 0.995122
## State_Numeric39 0.190117 0.154583 1.230 0.218781
## State_Numeric41 0.287103 0.167595 1.713 0.086736 .
## State_Numeric42 0.129866 0.152127 0.854 0.393312
## State_Numeric43 0.095143 0.193896 0.491 0.623656
## State_Numeric44 0.147264 0.151615 0.971 0.331425
## State_Numeric45 0.358094 0.190407 1.881 0.060051 .
## State_Numeric46 -0.044103 0.199753 -0.221 0.825263
## State_Numeric47 -0.048921 0.233104 -0.210 0.833777
## State_Numeric48 -0.101976 0.500428 -0.204 0.838533
## Crossing_Numeric2 -0.402142 0.046605 -8.629 < 2e-16 ***
## Sunrise_Sunset_Numeric3 -0.038669 0.032619 -1.185 0.235864
## Astronomical_Twilight_Numeric3 -0.298323 0.038086 -7.833 5.36e-15 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1.068 on 8219 degrees of freedom
## Multiple R-squared: 0.174, Adjusted R-squared: 0.1684
## F-statistic: 31.47 on 55 and 8219 DF, p-value: < 2.2e-16rsquared <- 1 - (sum((test_set_r$Distance.mi. - pred)^2) / sum((test_set_r$Distance.mi. - mean(test_set_r$Distance.mi.))^2))
print(rsquared)## [1] -0.6400654Lasso
set.seed(70048)
dummies <- dummyVars(~ ., data = final_df_r)
lasso_df <- predict(dummies, newdata = final_df_r)
lasso_df <- as.matrix(lasso_df)
target <- lasso_df[,'Distance.mi.']
input <- lasso_df[, -which(colnames(lasso_df) == "Distance.mi.")]
dummies <- dummyVars(~ ., data = test_set_r)
lasso_test <- predict(dummies, newdata = test_set_r)
lasso_test <- as.matrix(lasso_test)
target_test <- lasso_test[,'Distance.mi.']
input_test <- lasso_test[, -which(colnames(lasso_test) == "Distance.mi.")]
cv_lasso_model <- cv.glmnet(input, target, alpha = 1)
print(cv_lasso_model)##
## Call: cv.glmnet(x = input, y = target, alpha = 1)
##
## Measure: Mean-Squared Error
##
## Lambda Index Measure SE Nonzero
## min 0.01053 40 1.144 0.02785 62
## 1se 0.06166 21 1.171 0.03003 10set.seed(70048)
final_lasso_model <- glmnet(input, target, alpha = 1, lambda = cv_lasso_model$lambda.1se)
test_predictions <- predict(final_lasso_model, newx = input_test)
mse <- mean((test_predictions - target_test)^2)
print(mse)## [1] 0.333378rsquared <- 1 - (sum((target_test - test_predictions)^2) / sum((target_test - mean(target_test))^2))
print(rsquared)## [1] -0.4683516Random Forest
if (file.exists('C:/Users/syahiranzamaruddin/Documents/randF_ALL.rds')) {
randF_ALL <- readRDS('C:/Users/syahiranzamaruddin/Documents/randF_ALL.rds')
} else {
set.seed(70048)
randF_All <- randomForest(Distance.mi. ~ ., data = final_df_r)
}pred = predict(randF_ALL, newdata = test_set_r)
mse <- mean((pred - test_set_r$Distance.mi.)^2)
print(mse)## [1] 0.3434274rsquared <- 1 - (sum((test_set_r$Distance.mi. - pred)^2) / sum((test_set_r$Distance.mi. - mean(test_set_r$Distance.mi.))^2))
print(rsquared)## [1] -0.5126134Random Forest after Feature Selection
if (file.exists('C:/Users/syahiranzamaruddin/Documents/randF_fs.rds')) {
randF_fs <- readRDS('C:/Users/syahiranzamaruddin/Documents/randF_fs.rds')
} else {
randF_fs <- randomForest(Distance.mi. ~ Start_Hour + Time_Difference_End_Start_Sec + Street_Bin + City_Bin + State_Numeric + Crossing_Numeric + Sunrise_Sunset_Numeric + Astronomical_Twilight_Numeric, data = final_df_r)
}pred = predict(randF_fs, newdata = test_set_r)
mse <- mean((pred - test_set_r$Distance.mi.)^2)
print(mse)## [1] 0.3135866rsquared <- 1 - (sum((test_set_r$Distance.mi. - pred)^2) / sum((test_set_r$Distance.mi. - mean(test_set_r$Distance.mi.))^2))
print(rsquared)## [1] -0.381181The computed R-squared values from linear regression to random forest were all negative, indicating inadequate variance explanation for the ability to unseen observationsS likely due to fewer observations. Despite these limitations, the reduced dataset enhances computational efficiency, though compromising result accuracy and reliability.
It’s noteworthy that the R-squared values improved progressively from linear regression to random forest, further enhancing with feature selection in random forest. This suggests a non-linear relationship with Distance.mi., contrasting the poor performance of linear models like linear regression and Lasso, which assume linearity. Therefore, svr will be further utilized to find for a better model.
SVR
set.seed(70048)
svr <- svm(Distance.mi. ~ ., data = final_df_r, type = "eps-regression")pred = predict(svr, newdata = test_set_r)
mse <- mean((pred - test_set_r$Distance.mi.)^2)
print(mse)## [1] 0.1893455rsquared <- 1 - (sum((test_set_r$Distance.mi. - pred)^2) / sum((test_set_r$Distance.mi. - mean(test_set_r$Distance.mi.))^2))
print(rsquared)## [1] 0.1660346SVR on tuning
set.seed(70048)
svr_ht <- svm(
Distance.mi. ~ .,
data = final_df_r,
type = "eps-regression",
cost = 0.1,
epsilon = 0.01,
gamma = 0.1,
kernel = "radial"
)pred = predict(svr_ht, newdata = test_set_r)
mse <- mean((pred - test_set_r$Distance.mi.)^2)
print(mse)## [1] 0.1835416rsquared <- 1 - (sum((test_set_r$Distance.mi. - pred)^2) / sum((test_set_r$Distance.mi. - mean(test_set_r$Distance.mi.))^2))
print(rsquared)## [1] 0.1915974The model’s performance improves significantly when using SVR, as indicated by the R-squared value becoming positive instead of negative. This improvement is further enhanced by tuning the hyperparameters. Although the R-squared value is around 20%, it still explains a portion of the variance in the dataset, indicating that the model captures some underlying structure. It is believed that integrating more observations could further improve the results. However, due to computational efficiency considerations, the dataset size will remain at 10,000 observations.
###Evaluation for Classification Models
#nb_model
nb_pred <- predict(final_nb_model, test_set)
nb_cm <- table(test_set$Severity, nb_pred)# confusion matrix
#rf_model_500
rf500_pred <- predict(final_rf_model_500, test_set)
rf500_cm <- table(test_set$Severity, rf500_pred)
#rf_model_1000
rf1000_pred <- predict(final_rf_model_1000, test_set)
rf1000_cm <- table(test_set$Severity, rf1000_pred)
#xgb_model
xgb_pred = predict(final_xgb_model, test_matrix)
binary_predictions <- ifelse(xgb_pred > 0.5, 1, 0)
xgb_cm <-table(xgb_test$Severity, binary_predictions)# confusion matrixcalculate_metrics <- function(conf_matrix) {
TP <- conf_matrix[1, 1]
FP <- conf_matrix[1, 2]
FN <- conf_matrix[2, 1]
TN <- conf_matrix[2, 2]
accuracy <- (TP + TN) / (TP + FP + FN + TN)
precision <- TP / (TP + FP)
recall <- TP / (TP + FN)
f1_score <- 2 * (precision * recall) / (precision + recall)
return(c(accuracy, precision, recall, f1_score))
}
conf_matrices <- list(
naive_bayes = nb_cm,
random_forest_500 = rf500_cm,
random_forest_1000 = rf1000_cm,
xgboost = xgb_cm
)
results <- data.frame(
model_name = character(),
accuracy = numeric(),
precision = numeric(),
recall = numeric(),
f1_score = numeric(),
stringsAsFactors = FALSE
)
for (model_name in names(conf_matrices)) {
metrics <- calculate_metrics(conf_matrices[[model_name]])
results <- rbind(results, data.frame(
model_name = model_name,
accuracy = metrics[1],
precision = metrics[2],
recall = metrics[3],
f1_score = metrics[4]
))
}
print(results)## model_name accuracy precision recall f1_score
## 1 naive_bayes 0.8571681 0.8695243 0.9813407 0.9220549
## 2 random_forest_500 0.9243103 0.9379323 0.9833969 0.9601267
## 3 random_forest_1000 0.9246345 0.9380536 0.9836180 0.9602956
## 4 xgboost 0.9507781 0.9704526 0.9787065 0.9745621# Plot the bar chart
results <- results %>% arrange(desc(recall))
results$model_name <- factor(results$model_name, levels = results$model_name)
results_melted <- melt(results, id.vars = "model_name", variable.name = "Metric", value.name = "Score")
ggplot(results_melted, aes(x = model_name, y = Score, fill = Metric)) +
geom_bar(stat = "identity", position = "dodge") +
labs(title = "Model Performance Metrics",
x = "Model",
y = "Score") +
theme_minimal() +
theme(axis.text.x = element_text(angle = 45, hjust = 1)) + # Angle the x-axis labels
scale_fill_discrete(name = "Metric") + # Add a legend with a title
geom_text(aes(label = scales::percent(Score, accuracy = 1)), # Add values on bars
position = position_dodge(width = 0.9), vjust = -0.25) 
###Evaluation for Regression Models
# Function to calculate MSE and MAE
calculate_regression_metrics <- function(model, test_data) {
# Predictions
predictions <- predict(model, test_data)
# R-squared value
rsquared <- 1 - (sum((test_data$Distance.mi. - predictions)^2) / sum((test_data$Distance.mi. - mean(test_data$Distance.mi.))^2))
# Mean Squared Error (MSE)
mse <- mean((predictions - test_data$Distance.mi.)^2)
# Return MSE and R-squared
return(list(MSE = mse, Rsquared = rsquared))
}
# Example usage:
# Assuming you have fitted models: lm_model, lasso_model, rf_model, svr_model
# and test data: test_data
# Calculate regression metrics for Linear Regression
metrics_lm <- calculate_regression_metrics(lm_All, test_set_r)
# Calculate regression metrics for Lasso Regression
#metrics_lasso <- calculate_regression_metrics(final_lasso_model, test_set_r)
test_predictions <- predict(final_lasso_model, newx = input_test)
mse <- mean((test_predictions - target_test)^2)
rsquared <- 1 - (sum((target_test - test_predictions)^2) / sum((target_test - mean(target_test))^2))
metrics_lasso <-list(MSE = mse, Rsquared = rsquared)
# Calculate regression metrics for Random Forest
metrics_rf <- calculate_regression_metrics(randF_fs, test_set_r)
# Calculate regression metrics for SVR
metrics_svr <- calculate_regression_metrics(svr_ht, test_set_r)
# with Lasso
results_regression <- data.frame(
Model = c("Linear Regression", "Lasso Regression", "Random Forest", "SVR"),
MSE = c(metrics_lm$MSE, metrics_lasso$MSE, metrics_rf$MSE, metrics_svr$MSE),
Rsquared = c(metrics_lm$Rsquared, metrics_lasso$Rsquared, metrics_rf$Rsquared, metrics_svr$Rsquared)
)
# Print or use results_regression dataframe for comparison and plotting
print(results_regression)## Model MSE Rsquared
## 1 Linear Regression 0.3723644 -0.6400654
## 2 Lasso Regression 0.3333780 -0.4683516
## 3 Random Forest 0.3135866 -0.3811810
## 4 SVR 0.1835416 0.1915974library(ggplot2)
df_mse <- data.frame(Model = results_regression$Model,
MSE = results_regression$MSE)
# Create the bar plot with ggplot
ggplot(df_mse, aes(x = Model, y = MSE)) +
geom_bar(stat = "identity", fill = "lightblue") +
geom_text(aes(label = format(round(MSE, 2), nsmall = 2)),
position = position_dodge(width = 0.9), vjust = -0.5) +
labs(title = "MSE Comparison", y = "MSE") + theme_bw() +
theme(axis.text.x = element_text(angle = 45, vjust = 0.5, hjust = 0.5))
# Create a dataframe with model names and R-squared values
df_Rsquared <- data.frame(Model = results_regression$Model,
Rsquared = results_regression$Rsquared)
# Create the bar plot with ggplot
ggplot(df_Rsquared, aes(x = Model, y = Rsquared)) +
geom_bar(stat = "identity", fill = "pink") +
geom_text(aes(label = format(round(Rsquared, 2), nsmall = 2)),
position = position_dodge(width = 0.9), vjust = -0.5) +
labs(title = "R-squared Comparison", y = "R-squared") + theme_bw() +
theme(axis.text.x = element_text(angle = 45, vjust = 0.5, hjust = 0.5))
Linear Regression:The linear regression model has a high MSE, indicating
a poor fit of the model to the data. The negative R-squared value
suggests that the model performs worse than a horizontal line fitted to
the data. Lasso Regression:The Lasso regression model has a lower MSE
compared to linear regression, indicating better performance in terms of
prediction accuracy.
Random Forest:The Random Forest model has a slightly higher MSE compared to Lasso regression. However, the negative R-squared value indicates that the model performs poorly in explaining the variance in the data, possibly due to overfitting.
SVR:The SVR model has the lowest MSE among all models, suggesting the best predictive performance in terms of minimizing errors. The positive R-squared value indicates that the model explains some variance in the data, similar to Lasso regression.
Overall, SVR seems to perform the best based on MSE, while Lasso regression and SVR have positive R-squared values, indicating that they explain some of the variance in the data.