air_reserve <- read.csv("//Users//kevinclifford//Downloads//air_reserve.csv", header=TRUE)
hpg_reserve <- read.csv("//Users//kevinclifford//Downloads//hpg_reserve.csv", header=TRUE)
air_store_info <- read.csv("//Users//kevinclifford//Downloads//air_store_info.csv", header=TRUE)
hpg_store_info <- read.csv("//Users//kevinclifford//Downloads//hpg_store_info.csv", header=TRUE)
store_id_relation <- read.csv("//Users//kevinclifford//Downloads//store_id_relation.csv", header=TRUE)
air_visit_data <- read.csv("//Users//kevinclifford//Downloads//air_visit_data.csv", header=TRUE)
date_info <- read.csv("//Users//kevinclifford//Downloads//date_info.csv", header=TRUE)
sample_submission <- read.csv("//Users//kevinclifford//Downloads//sample_submission.csv", header=TRUE)
summary(air_reserve)
## air_store_id visit_datetime reserve_datetime reserve_visitors
## Length:92378 Length:92378 Length:92378 Min. : 1.000
## Class :character Class :character Class :character 1st Qu.: 2.000
## Mode :character Mode :character Mode :character Median : 3.000
## Mean : 4.482
## 3rd Qu.: 5.000
## Max. :100.000
glimpse(air_reserve)
## Rows: 92,378
## Columns: 4
## $ air_store_id <chr> "air_877f79706adbfb06", "air_db4b38ebe7a7ceff", "air_…
## $ visit_datetime <chr> "2016-01-01 19:00:00", "2016-01-01 19:00:00", "2016-0…
## $ reserve_datetime <chr> "2016-01-01 16:00:00", "2016-01-01 19:00:00", "2016-0…
## $ reserve_visitors <int> 1, 3, 6, 2, 5, 2, 4, 2, 2, 2, 3, 3, 2, 6, 7, 41, 13, …
plot(air_reserve$reserve_visitors)
summary(hpg_reserve)
## hpg_store_id visit_datetime reserve_datetime reserve_visitors
## Length:2000320 Length:2000320 Length:2000320 Min. : 1.000
## Class :character Class :character Class :character 1st Qu.: 2.000
## Mode :character Mode :character Mode :character Median : 3.000
## Mean : 5.074
## 3rd Qu.: 6.000
## Max. :100.000
glimpse(hpg_reserve)
## Rows: 2,000,320
## Columns: 4
## $ hpg_store_id <chr> "hpg_c63f6f42e088e50f", "hpg_dac72789163a3f47", "hpg_…
## $ visit_datetime <chr> "2016-01-01 11:00:00", "2016-01-01 13:00:00", "2016-0…
## $ reserve_datetime <chr> "2016-01-01 09:00:00", "2016-01-01 06:00:00", "2016-0…
## $ reserve_visitors <int> 1, 3, 2, 5, 13, 2, 2, 2, 2, 6, 2, 2, 2, 2, 5, 4, 2, 4…
plot(hpg_reserve$reserve_visitors)
summary(air_store_info)
## air_store_id air_genre_name air_area_name latitude
## Length:829 Length:829 Length:829 Min. :33.21
## Class :character Class :character Class :character 1st Qu.:34.70
## Mode :character Mode :character Mode :character Median :35.66
## Mean :35.65
## 3rd Qu.:35.69
## Max. :44.02
## longitude
## Min. :130.2
## 1st Qu.:135.3
## Median :139.7
## Mean :137.4
## 3rd Qu.:139.8
## Max. :144.3
glimpse(air_store_info)
## Rows: 829
## Columns: 5
## $ air_store_id <chr> "air_0f0cdeee6c9bf3d7", "air_7cc17a324ae5c7dc", "air_fe…
## $ air_genre_name <chr> "Italian/French", "Italian/French", "Italian/French", "…
## $ air_area_name <chr> "Hyōgo-ken Kōbe-shi Kumoidōri", "Hyōgo-ken Kōbe-shi Kum…
## $ latitude <dbl> 34.69512, 34.69512, 34.69512, 34.69512, 35.65807, 35.65…
## $ longitude <dbl> 135.1979, 135.1979, 135.1979, 135.1979, 139.7516, 139.7…
summary(hpg_store_info)
## hpg_store_id hpg_genre_name hpg_area_name latitude
## Length:4690 Length:4690 Length:4690 Min. :33.31
## Class :character Class :character Class :character 1st Qu.:34.69
## Mode :character Mode :character Mode :character Median :35.66
## Mean :35.81
## 3rd Qu.:35.70
## Max. :43.77
## longitude
## Min. :130.3
## 1st Qu.:135.5
## Median :139.5
## Mean :137.7
## 3rd Qu.:139.7
## Max. :143.7
glimpse(hpg_store_info)
## Rows: 4,690
## Columns: 5
## $ hpg_store_id <chr> "hpg_6622b62385aec8bf", "hpg_e9e068dd49c5fa00", "hpg_29…
## $ hpg_genre_name <chr> "Japanese style", "Japanese style", "Japanese style", "…
## $ hpg_area_name <chr> "Tōkyō-to Setagaya-ku Taishidō", "Tōkyō-to Setagaya-ku …
## $ latitude <dbl> 35.64367, 35.64367, 35.64367, 35.64367, 35.64367, 35.64…
## $ longitude <dbl> 139.6682, 139.6682, 139.6682, 139.6682, 139.6682, 139.6…
summary(store_id_relation)
## air_store_id hpg_store_id
## Length:150 Length:150
## Class :character Class :character
## Mode :character Mode :character
glimpse(store_id_relation)
## Rows: 150
## Columns: 2
## $ air_store_id <chr> "air_63b13c56b7201bd9", "air_a24bf50c3e90d583", "air_c7f7…
## $ hpg_store_id <chr> "hpg_4bc649e72e2a239a", "hpg_c34b496d0305a809", "hpg_cd8a…
summary(air_visit_data)
## air_store_id visit_date visitors
## Length:252108 Length:252108 Min. : 1.00
## Class :character Class :character 1st Qu.: 9.00
## Mode :character Mode :character Median : 17.00
## Mean : 20.97
## 3rd Qu.: 29.00
## Max. :877.00
glimpse(air_visit_data)
## Rows: 252,108
## Columns: 3
## $ air_store_id <chr> "air_ba937bf13d40fb24", "air_ba937bf13d40fb24", "air_ba93…
## $ visit_date <chr> "2016-01-13", "2016-01-14", "2016-01-15", "2016-01-16", "…
## $ visitors <int> 25, 32, 29, 22, 6, 9, 31, 21, 18, 26, 21, 11, 24, 21, 26,…
plot(air_visit_data$visitors)
summary(date_info)
## calendar_date day_of_week holiday_flg
## Length:517 Length:517 Min. :0.0000
## Class :character Class :character 1st Qu.:0.0000
## Mode :character Mode :character Median :0.0000
## Mean :0.0677
## 3rd Qu.:0.0000
## Max. :1.0000
glimpse(date_info)
## Rows: 517
## Columns: 3
## $ calendar_date <chr> "2016-01-01", "2016-01-02", "2016-01-03", "2016-01-04", …
## $ day_of_week <chr> "Friday", "Saturday", "Sunday", "Monday", "Tuesday", "We…
## $ holiday_flg <int> 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0,…
## Using just air_visit data as train. Trying to find best method
## ETS
air_visit <- air_visit_data
air_visit$id <- paste(air_visit$air_store_id, air_visit$visit_date, sep = '_')
air_visit$air_store_id <- NULL
air_visit$visit_date <- NULL
test <- sample_submission
train <- air_visit
test$index <- 1:nrow(test)
train$index <- 1:nrow(train)
test_ts <- as_tsibble(test, index = index)
train_ts <- as_tsibble(train, index = index)
autoplot(ACF(train_ts))
## Response variable not specified, automatically selected `var = visitors`
autoplot(PACF(train_ts))
## Response variable not specified, automatically selected `var = visitors`
data <- bind_rows(train, test)
data$index <- 1:nrow(data)
fit <- train_ts %>% model(ETS(visitors))
fit
## # A mable: 1 x 1
## `ETS(visitors)`
## <model>
## 1 <ETS(M,N,N)>
glance(fit)
## # A tibble: 1 × 9
## .model sigma2 log_lik AIC AICc BIC MSE AMSE MAE
## <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 ETS(visitors) 0.425 -2188377. 4376760. 4376760. 4376791. 168. 170. 0.442
accuracy(fit)
## # A tibble: 1 × 10
## .model .type ME RMSE MAE MPE MAPE MASE RMSSE ACF1
## <chr> <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 ETS(visitors) Training -0.000589 13.0 8.65 -66.3 91.4 0.805 0.781 0.116
gg_tsresiduals(fit)
ets_fc <- fit %>% forecast(h=200)
ets_fc %>% autoplot(train_ts)
prediction <- predict(fit, test_ts)
autoplot(prediction)
s1 <- data.frame(id=sample_submission$id,visitors=prediction$.mean)
write.csv(s1,file="Forecasting_Kaggle Visitors_ETS.csv", row.names=F)
s1
## id visitors
## 1 air_00a91d42b08b08d9_2017-04-23 5.820778
## 2 air_00a91d42b08b08d9_2017-04-24 5.820778
## 3 air_00a91d42b08b08d9_2017-04-25 5.820778
## 4 air_00a91d42b08b08d9_2017-04-26 5.820778
## 5 air_00a91d42b08b08d9_2017-04-27 5.820778
## 6 air_00a91d42b08b08d9_2017-04-28 5.820778
## 7 air_00a91d42b08b08d9_2017-04-29 5.820778
## 8 air_00a91d42b08b08d9_2017-04-30 5.820778
## 9 air_00a91d42b08b08d9_2017-05-01 5.820778
## 10 air_00a91d42b08b08d9_2017-05-02 5.820778
## 11 air_00a91d42b08b08d9_2017-05-03 5.820778
## 12 air_00a91d42b08b08d9_2017-05-04 5.820778
## 13 air_00a91d42b08b08d9_2017-05-05 5.820778
## 14 air_00a91d42b08b08d9_2017-05-06 5.820778
## 15 air_00a91d42b08b08d9_2017-05-07 5.820778
## 16 air_00a91d42b08b08d9_2017-05-08 5.820778
## 17 air_00a91d42b08b08d9_2017-05-09 5.820778
## 18 air_00a91d42b08b08d9_2017-05-10 5.820778
## 19 air_00a91d42b08b08d9_2017-05-11 5.820778
## 20 air_00a91d42b08b08d9_2017-05-12 5.820778
## 21 air_00a91d42b08b08d9_2017-05-13 5.820778
## 22 air_00a91d42b08b08d9_2017-05-14 5.820778
## 23 air_00a91d42b08b08d9_2017-05-15 5.820778
## 24 air_00a91d42b08b08d9_2017-05-16 5.820778
## 25 air_00a91d42b08b08d9_2017-05-17 5.820778
## 26 air_00a91d42b08b08d9_2017-05-18 5.820778
## 27 air_00a91d42b08b08d9_2017-05-19 5.820778
## 28 air_00a91d42b08b08d9_2017-05-20 5.820778
## 29 air_00a91d42b08b08d9_2017-05-21 5.820778
## 30 air_00a91d42b08b08d9_2017-05-22 5.820778
## 31 air_00a91d42b08b08d9_2017-05-23 5.820778
## 32 air_00a91d42b08b08d9_2017-05-24 5.820778
## 33 air_00a91d42b08b08d9_2017-05-25 5.820778
## 34 air_00a91d42b08b08d9_2017-05-26 5.820778
## 35 air_00a91d42b08b08d9_2017-05-27 5.820778
## 36 air_00a91d42b08b08d9_2017-05-28 5.820778
## 37 air_00a91d42b08b08d9_2017-05-29 5.820778
## 38 air_00a91d42b08b08d9_2017-05-30 5.820778
## 39 air_00a91d42b08b08d9_2017-05-31 5.820778
## 40 air_0164b9927d20bcc3_2017-04-23 5.820778
## 41 air_0164b9927d20bcc3_2017-04-24 5.820778
## 42 air_0164b9927d20bcc3_2017-04-25 5.820778
## 43 air_0164b9927d20bcc3_2017-04-26 5.820778
## 44 air_0164b9927d20bcc3_2017-04-27 5.820778
## 45 air_0164b9927d20bcc3_2017-04-28 5.820778
## 46 air_0164b9927d20bcc3_2017-04-29 5.820778
## 47 air_0164b9927d20bcc3_2017-04-30 5.820778
## 48 air_0164b9927d20bcc3_2017-05-01 5.820778
## 49 air_0164b9927d20bcc3_2017-05-02 5.820778
## 50 air_0164b9927d20bcc3_2017-05-03 5.820778
## 51 air_0164b9927d20bcc3_2017-05-04 5.820778
## 52 air_0164b9927d20bcc3_2017-05-05 5.820778
## 53 air_0164b9927d20bcc3_2017-05-06 5.820778
## 54 air_0164b9927d20bcc3_2017-05-07 5.820778
## 55 air_0164b9927d20bcc3_2017-05-08 5.820778
## 56 air_0164b9927d20bcc3_2017-05-09 5.820778
## 57 air_0164b9927d20bcc3_2017-05-10 5.820778
## 58 air_0164b9927d20bcc3_2017-05-11 5.820778
## 59 air_0164b9927d20bcc3_2017-05-12 5.820778
## 60 air_0164b9927d20bcc3_2017-05-13 5.820778
## 61 air_0164b9927d20bcc3_2017-05-14 5.820778
## 62 air_0164b9927d20bcc3_2017-05-15 5.820778
## 63 air_0164b9927d20bcc3_2017-05-16 5.820778
## 64 air_0164b9927d20bcc3_2017-05-17 5.820778
## 65 air_0164b9927d20bcc3_2017-05-18 5.820778
## 66 air_0164b9927d20bcc3_2017-05-19 5.820778
## 67 air_0164b9927d20bcc3_2017-05-20 5.820778
## 68 air_0164b9927d20bcc3_2017-05-21 5.820778
## 69 air_0164b9927d20bcc3_2017-05-22 5.820778
## 70 air_0164b9927d20bcc3_2017-05-23 5.820778
## 71 air_0164b9927d20bcc3_2017-05-24 5.820778
## 72 air_0164b9927d20bcc3_2017-05-25 5.820778
## 73 air_0164b9927d20bcc3_2017-05-26 5.820778
## 74 air_0164b9927d20bcc3_2017-05-27 5.820778
## 75 air_0164b9927d20bcc3_2017-05-28 5.820778
## 76 air_0164b9927d20bcc3_2017-05-29 5.820778
## 77 air_0164b9927d20bcc3_2017-05-30 5.820778
## 78 air_0164b9927d20bcc3_2017-05-31 5.820778
## 79 air_0241aa3964b7f861_2017-04-23 5.820778
## 80 air_0241aa3964b7f861_2017-04-24 5.820778
## 81 air_0241aa3964b7f861_2017-04-25 5.820778
## 82 air_0241aa3964b7f861_2017-04-26 5.820778
## 83 air_0241aa3964b7f861_2017-04-27 5.820778
## 84 air_0241aa3964b7f861_2017-04-28 5.820778
## 85 air_0241aa3964b7f861_2017-04-29 5.820778
## 86 air_0241aa3964b7f861_2017-04-30 5.820778
## 87 air_0241aa3964b7f861_2017-05-01 5.820778
## 88 air_0241aa3964b7f861_2017-05-02 5.820778
## 89 air_0241aa3964b7f861_2017-05-03 5.820778
## 90 air_0241aa3964b7f861_2017-05-04 5.820778
## 91 air_0241aa3964b7f861_2017-05-05 5.820778
## 92 air_0241aa3964b7f861_2017-05-06 5.820778
## 93 air_0241aa3964b7f861_2017-05-07 5.820778
## 94 air_0241aa3964b7f861_2017-05-08 5.820778
## 95 air_0241aa3964b7f861_2017-05-09 5.820778
## 96 air_0241aa3964b7f861_2017-05-10 5.820778
## 97 air_0241aa3964b7f861_2017-05-11 5.820778
## 98 air_0241aa3964b7f861_2017-05-12 5.820778
## 99 air_0241aa3964b7f861_2017-05-13 5.820778
## 100 air_0241aa3964b7f861_2017-05-14 5.820778
## 101 air_0241aa3964b7f861_2017-05-15 5.820778
## 102 air_0241aa3964b7f861_2017-05-16 5.820778
## 103 air_0241aa3964b7f861_2017-05-17 5.820778
## 104 air_0241aa3964b7f861_2017-05-18 5.820778
## 105 air_0241aa3964b7f861_2017-05-19 5.820778
## 106 air_0241aa3964b7f861_2017-05-20 5.820778
## 107 air_0241aa3964b7f861_2017-05-21 5.820778
## 108 air_0241aa3964b7f861_2017-05-22 5.820778
## 109 air_0241aa3964b7f861_2017-05-23 5.820778
## 110 air_0241aa3964b7f861_2017-05-24 5.820778
## 111 air_0241aa3964b7f861_2017-05-25 5.820778
## 112 air_0241aa3964b7f861_2017-05-26 5.820778
## 113 air_0241aa3964b7f861_2017-05-27 5.820778
## 114 air_0241aa3964b7f861_2017-05-28 5.820778
## 115 air_0241aa3964b7f861_2017-05-29 5.820778
## 116 air_0241aa3964b7f861_2017-05-30 5.820778
## 117 air_0241aa3964b7f861_2017-05-31 5.820778
## 118 air_0328696196e46f18_2017-04-23 5.820778
## 119 air_0328696196e46f18_2017-04-24 5.820778
## 120 air_0328696196e46f18_2017-04-25 5.820778
## 121 air_0328696196e46f18_2017-04-26 5.820778
## 122 air_0328696196e46f18_2017-04-27 5.820778
## 123 air_0328696196e46f18_2017-04-28 5.820778
## 124 air_0328696196e46f18_2017-04-29 5.820778
## 125 air_0328696196e46f18_2017-04-30 5.820778
## 126 air_0328696196e46f18_2017-05-01 5.820778
## 127 air_0328696196e46f18_2017-05-02 5.820778
## 128 air_0328696196e46f18_2017-05-03 5.820778
## 129 air_0328696196e46f18_2017-05-04 5.820778
## 130 air_0328696196e46f18_2017-05-05 5.820778
## 131 air_0328696196e46f18_2017-05-06 5.820778
## 132 air_0328696196e46f18_2017-05-07 5.820778
## 133 air_0328696196e46f18_2017-05-08 5.820778
## 134 air_0328696196e46f18_2017-05-09 5.820778
## 135 air_0328696196e46f18_2017-05-10 5.820778
## 136 air_0328696196e46f18_2017-05-11 5.820778
## 137 air_0328696196e46f18_2017-05-12 5.820778
## 138 air_0328696196e46f18_2017-05-13 5.820778
## 139 air_0328696196e46f18_2017-05-14 5.820778
## 140 air_0328696196e46f18_2017-05-15 5.820778
## 141 air_0328696196e46f18_2017-05-16 5.820778
## 142 air_0328696196e46f18_2017-05-17 5.820778
## 143 air_0328696196e46f18_2017-05-18 5.820778
## 144 air_0328696196e46f18_2017-05-19 5.820778
## 145 air_0328696196e46f18_2017-05-20 5.820778
## 146 air_0328696196e46f18_2017-05-21 5.820778
## 147 air_0328696196e46f18_2017-05-22 5.820778
## 148 air_0328696196e46f18_2017-05-23 5.820778
## 149 air_0328696196e46f18_2017-05-24 5.820778
## 150 air_0328696196e46f18_2017-05-25 5.820778
## 151 air_0328696196e46f18_2017-05-26 5.820778
## 152 air_0328696196e46f18_2017-05-27 5.820778
## 153 air_0328696196e46f18_2017-05-28 5.820778
## 154 air_0328696196e46f18_2017-05-29 5.820778
## 155 air_0328696196e46f18_2017-05-30 5.820778
## 156 air_0328696196e46f18_2017-05-31 5.820778
## 157 air_034a3d5b40d5b1b1_2017-04-23 5.820778
## 158 air_034a3d5b40d5b1b1_2017-04-24 5.820778
## 159 air_034a3d5b40d5b1b1_2017-04-25 5.820778
## 160 air_034a3d5b40d5b1b1_2017-04-26 5.820778
## 161 air_034a3d5b40d5b1b1_2017-04-27 5.820778
## 162 air_034a3d5b40d5b1b1_2017-04-28 5.820778
## 163 air_034a3d5b40d5b1b1_2017-04-29 5.820778
## 164 air_034a3d5b40d5b1b1_2017-04-30 5.820778
## 165 air_034a3d5b40d5b1b1_2017-05-01 5.820778
## 166 air_034a3d5b40d5b1b1_2017-05-02 5.820778
## 167 air_034a3d5b40d5b1b1_2017-05-03 5.820778
## 168 air_034a3d5b40d5b1b1_2017-05-04 5.820778
## 169 air_034a3d5b40d5b1b1_2017-05-05 5.820778
## 170 air_034a3d5b40d5b1b1_2017-05-06 5.820778
## 171 air_034a3d5b40d5b1b1_2017-05-07 5.820778
## 172 air_034a3d5b40d5b1b1_2017-05-08 5.820778
## 173 air_034a3d5b40d5b1b1_2017-05-09 5.820778
## 174 air_034a3d5b40d5b1b1_2017-05-10 5.820778
## 175 air_034a3d5b40d5b1b1_2017-05-11 5.820778
## 176 air_034a3d5b40d5b1b1_2017-05-12 5.820778
## 177 air_034a3d5b40d5b1b1_2017-05-13 5.820778
## 178 air_034a3d5b40d5b1b1_2017-05-14 5.820778
## 179 air_034a3d5b40d5b1b1_2017-05-15 5.820778
## 180 air_034a3d5b40d5b1b1_2017-05-16 5.820778
## 181 air_034a3d5b40d5b1b1_2017-05-17 5.820778
## 182 air_034a3d5b40d5b1b1_2017-05-18 5.820778
## 183 air_034a3d5b40d5b1b1_2017-05-19 5.820778
## 184 air_034a3d5b40d5b1b1_2017-05-20 5.820778
## 185 air_034a3d5b40d5b1b1_2017-05-21 5.820778
## 186 air_034a3d5b40d5b1b1_2017-05-22 5.820778
## 187 air_034a3d5b40d5b1b1_2017-05-23 5.820778
## 188 air_034a3d5b40d5b1b1_2017-05-24 5.820778
## 189 air_034a3d5b40d5b1b1_2017-05-25 5.820778
## 190 air_034a3d5b40d5b1b1_2017-05-26 5.820778
## 191 air_034a3d5b40d5b1b1_2017-05-27 5.820778
## 192 air_034a3d5b40d5b1b1_2017-05-28 5.820778
## 193 air_034a3d5b40d5b1b1_2017-05-29 5.820778
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## 31791 air_fe58c074ec1445ea_2017-04-28 5.820778
## 31792 air_fe58c074ec1445ea_2017-04-29 5.820778
## 31793 air_fe58c074ec1445ea_2017-04-30 5.820778
## 31794 air_fe58c074ec1445ea_2017-05-01 5.820778
## 31795 air_fe58c074ec1445ea_2017-05-02 5.820778
## 31796 air_fe58c074ec1445ea_2017-05-03 5.820778
## 31797 air_fe58c074ec1445ea_2017-05-04 5.820778
## 31798 air_fe58c074ec1445ea_2017-05-05 5.820778
## 31799 air_fe58c074ec1445ea_2017-05-06 5.820778
## 31800 air_fe58c074ec1445ea_2017-05-07 5.820778
## 31801 air_fe58c074ec1445ea_2017-05-08 5.820778
## 31802 air_fe58c074ec1445ea_2017-05-09 5.820778
## 31803 air_fe58c074ec1445ea_2017-05-10 5.820778
## 31804 air_fe58c074ec1445ea_2017-05-11 5.820778
## 31805 air_fe58c074ec1445ea_2017-05-12 5.820778
## 31806 air_fe58c074ec1445ea_2017-05-13 5.820778
## 31807 air_fe58c074ec1445ea_2017-05-14 5.820778
## 31808 air_fe58c074ec1445ea_2017-05-15 5.820778
## 31809 air_fe58c074ec1445ea_2017-05-16 5.820778
## 31810 air_fe58c074ec1445ea_2017-05-17 5.820778
## 31811 air_fe58c074ec1445ea_2017-05-18 5.820778
## 31812 air_fe58c074ec1445ea_2017-05-19 5.820778
## 31813 air_fe58c074ec1445ea_2017-05-20 5.820778
## 31814 air_fe58c074ec1445ea_2017-05-21 5.820778
## 31815 air_fe58c074ec1445ea_2017-05-22 5.820778
## 31816 air_fe58c074ec1445ea_2017-05-23 5.820778
## 31817 air_fe58c074ec1445ea_2017-05-24 5.820778
## 31818 air_fe58c074ec1445ea_2017-05-25 5.820778
## 31819 air_fe58c074ec1445ea_2017-05-26 5.820778
## 31820 air_fe58c074ec1445ea_2017-05-27 5.820778
## 31821 air_fe58c074ec1445ea_2017-05-28 5.820778
## 31822 air_fe58c074ec1445ea_2017-05-29 5.820778
## 31823 air_fe58c074ec1445ea_2017-05-30 5.820778
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## 31826 air_fea5dc9594450608_2017-04-24 5.820778
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## 31828 air_fea5dc9594450608_2017-04-26 5.820778
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## 31831 air_fea5dc9594450608_2017-04-29 5.820778
## 31832 air_fea5dc9594450608_2017-04-30 5.820778
## 31833 air_fea5dc9594450608_2017-05-01 5.820778
## 31834 air_fea5dc9594450608_2017-05-02 5.820778
## 31835 air_fea5dc9594450608_2017-05-03 5.820778
## 31836 air_fea5dc9594450608_2017-05-04 5.820778
## 31837 air_fea5dc9594450608_2017-05-05 5.820778
## 31838 air_fea5dc9594450608_2017-05-06 5.820778
## 31839 air_fea5dc9594450608_2017-05-07 5.820778
## 31840 air_fea5dc9594450608_2017-05-08 5.820778
## 31841 air_fea5dc9594450608_2017-05-09 5.820778
## 31842 air_fea5dc9594450608_2017-05-10 5.820778
## 31843 air_fea5dc9594450608_2017-05-11 5.820778
## 31844 air_fea5dc9594450608_2017-05-12 5.820778
## 31845 air_fea5dc9594450608_2017-05-13 5.820778
## 31846 air_fea5dc9594450608_2017-05-14 5.820778
## 31847 air_fea5dc9594450608_2017-05-15 5.820778
## 31848 air_fea5dc9594450608_2017-05-16 5.820778
## 31849 air_fea5dc9594450608_2017-05-17 5.820778
## 31850 air_fea5dc9594450608_2017-05-18 5.820778
## 31851 air_fea5dc9594450608_2017-05-19 5.820778
## 31852 air_fea5dc9594450608_2017-05-20 5.820778
## 31853 air_fea5dc9594450608_2017-05-21 5.820778
## 31854 air_fea5dc9594450608_2017-05-22 5.820778
## 31855 air_fea5dc9594450608_2017-05-23 5.820778
## 31856 air_fea5dc9594450608_2017-05-24 5.820778
## 31857 air_fea5dc9594450608_2017-05-25 5.820778
## 31858 air_fea5dc9594450608_2017-05-26 5.820778
## 31859 air_fea5dc9594450608_2017-05-27 5.820778
## 31860 air_fea5dc9594450608_2017-05-28 5.820778
## 31861 air_fea5dc9594450608_2017-05-29 5.820778
## 31862 air_fea5dc9594450608_2017-05-30 5.820778
## 31863 air_fea5dc9594450608_2017-05-31 5.820778
## 31864 air_fee8dcf4d619598e_2017-04-23 5.820778
## 31865 air_fee8dcf4d619598e_2017-04-24 5.820778
## 31866 air_fee8dcf4d619598e_2017-04-25 5.820778
## 31867 air_fee8dcf4d619598e_2017-04-26 5.820778
## 31868 air_fee8dcf4d619598e_2017-04-27 5.820778
## 31869 air_fee8dcf4d619598e_2017-04-28 5.820778
## 31870 air_fee8dcf4d619598e_2017-04-29 5.820778
## 31871 air_fee8dcf4d619598e_2017-04-30 5.820778
## 31872 air_fee8dcf4d619598e_2017-05-01 5.820778
## 31873 air_fee8dcf4d619598e_2017-05-02 5.820778
## 31874 air_fee8dcf4d619598e_2017-05-03 5.820778
## 31875 air_fee8dcf4d619598e_2017-05-04 5.820778
## 31876 air_fee8dcf4d619598e_2017-05-05 5.820778
## 31877 air_fee8dcf4d619598e_2017-05-06 5.820778
## 31878 air_fee8dcf4d619598e_2017-05-07 5.820778
## 31879 air_fee8dcf4d619598e_2017-05-08 5.820778
## 31880 air_fee8dcf4d619598e_2017-05-09 5.820778
## 31881 air_fee8dcf4d619598e_2017-05-10 5.820778
## 31882 air_fee8dcf4d619598e_2017-05-11 5.820778
## 31883 air_fee8dcf4d619598e_2017-05-12 5.820778
## 31884 air_fee8dcf4d619598e_2017-05-13 5.820778
## 31885 air_fee8dcf4d619598e_2017-05-14 5.820778
## 31886 air_fee8dcf4d619598e_2017-05-15 5.820778
## 31887 air_fee8dcf4d619598e_2017-05-16 5.820778
## 31888 air_fee8dcf4d619598e_2017-05-17 5.820778
## 31889 air_fee8dcf4d619598e_2017-05-18 5.820778
## 31890 air_fee8dcf4d619598e_2017-05-19 5.820778
## 31891 air_fee8dcf4d619598e_2017-05-20 5.820778
## 31892 air_fee8dcf4d619598e_2017-05-21 5.820778
## 31893 air_fee8dcf4d619598e_2017-05-22 5.820778
## 31894 air_fee8dcf4d619598e_2017-05-23 5.820778
## 31895 air_fee8dcf4d619598e_2017-05-24 5.820778
## 31896 air_fee8dcf4d619598e_2017-05-25 5.820778
## 31897 air_fee8dcf4d619598e_2017-05-26 5.820778
## 31898 air_fee8dcf4d619598e_2017-05-27 5.820778
## 31899 air_fee8dcf4d619598e_2017-05-28 5.820778
## 31900 air_fee8dcf4d619598e_2017-05-29 5.820778
## 31901 air_fee8dcf4d619598e_2017-05-30 5.820778
## 31902 air_fee8dcf4d619598e_2017-05-31 5.820778
## 31903 air_fef9ccb3ba0da2f7_2017-04-23 5.820778
## 31904 air_fef9ccb3ba0da2f7_2017-04-24 5.820778
## 31905 air_fef9ccb3ba0da2f7_2017-04-25 5.820778
## 31906 air_fef9ccb3ba0da2f7_2017-04-26 5.820778
## 31907 air_fef9ccb3ba0da2f7_2017-04-27 5.820778
## 31908 air_fef9ccb3ba0da2f7_2017-04-28 5.820778
## 31909 air_fef9ccb3ba0da2f7_2017-04-29 5.820778
## 31910 air_fef9ccb3ba0da2f7_2017-04-30 5.820778
## 31911 air_fef9ccb3ba0da2f7_2017-05-01 5.820778
## 31912 air_fef9ccb3ba0da2f7_2017-05-02 5.820778
## 31913 air_fef9ccb3ba0da2f7_2017-05-03 5.820778
## 31914 air_fef9ccb3ba0da2f7_2017-05-04 5.820778
## 31915 air_fef9ccb3ba0da2f7_2017-05-05 5.820778
## 31916 air_fef9ccb3ba0da2f7_2017-05-06 5.820778
## 31917 air_fef9ccb3ba0da2f7_2017-05-07 5.820778
## 31918 air_fef9ccb3ba0da2f7_2017-05-08 5.820778
## 31919 air_fef9ccb3ba0da2f7_2017-05-09 5.820778
## 31920 air_fef9ccb3ba0da2f7_2017-05-10 5.820778
## 31921 air_fef9ccb3ba0da2f7_2017-05-11 5.820778
## 31922 air_fef9ccb3ba0da2f7_2017-05-12 5.820778
## 31923 air_fef9ccb3ba0da2f7_2017-05-13 5.820778
## 31924 air_fef9ccb3ba0da2f7_2017-05-14 5.820778
## 31925 air_fef9ccb3ba0da2f7_2017-05-15 5.820778
## 31926 air_fef9ccb3ba0da2f7_2017-05-16 5.820778
## 31927 air_fef9ccb3ba0da2f7_2017-05-17 5.820778
## 31928 air_fef9ccb3ba0da2f7_2017-05-18 5.820778
## 31929 air_fef9ccb3ba0da2f7_2017-05-19 5.820778
## 31930 air_fef9ccb3ba0da2f7_2017-05-20 5.820778
## 31931 air_fef9ccb3ba0da2f7_2017-05-21 5.820778
## 31932 air_fef9ccb3ba0da2f7_2017-05-22 5.820778
## 31933 air_fef9ccb3ba0da2f7_2017-05-23 5.820778
## 31934 air_fef9ccb3ba0da2f7_2017-05-24 5.820778
## 31935 air_fef9ccb3ba0da2f7_2017-05-25 5.820778
## 31936 air_fef9ccb3ba0da2f7_2017-05-26 5.820778
## 31937 air_fef9ccb3ba0da2f7_2017-05-27 5.820778
## 31938 air_fef9ccb3ba0da2f7_2017-05-28 5.820778
## 31939 air_fef9ccb3ba0da2f7_2017-05-29 5.820778
## 31940 air_fef9ccb3ba0da2f7_2017-05-30 5.820778
## 31941 air_fef9ccb3ba0da2f7_2017-05-31 5.820778
## 31942 air_ffcc2d5087e1b476_2017-04-23 5.820778
## 31943 air_ffcc2d5087e1b476_2017-04-24 5.820778
## 31944 air_ffcc2d5087e1b476_2017-04-25 5.820778
## 31945 air_ffcc2d5087e1b476_2017-04-26 5.820778
## 31946 air_ffcc2d5087e1b476_2017-04-27 5.820778
## 31947 air_ffcc2d5087e1b476_2017-04-28 5.820778
## 31948 air_ffcc2d5087e1b476_2017-04-29 5.820778
## 31949 air_ffcc2d5087e1b476_2017-04-30 5.820778
## 31950 air_ffcc2d5087e1b476_2017-05-01 5.820778
## 31951 air_ffcc2d5087e1b476_2017-05-02 5.820778
## 31952 air_ffcc2d5087e1b476_2017-05-03 5.820778
## 31953 air_ffcc2d5087e1b476_2017-05-04 5.820778
## 31954 air_ffcc2d5087e1b476_2017-05-05 5.820778
## 31955 air_ffcc2d5087e1b476_2017-05-06 5.820778
## 31956 air_ffcc2d5087e1b476_2017-05-07 5.820778
## 31957 air_ffcc2d5087e1b476_2017-05-08 5.820778
## 31958 air_ffcc2d5087e1b476_2017-05-09 5.820778
## 31959 air_ffcc2d5087e1b476_2017-05-10 5.820778
## 31960 air_ffcc2d5087e1b476_2017-05-11 5.820778
## 31961 air_ffcc2d5087e1b476_2017-05-12 5.820778
## 31962 air_ffcc2d5087e1b476_2017-05-13 5.820778
## 31963 air_ffcc2d5087e1b476_2017-05-14 5.820778
## 31964 air_ffcc2d5087e1b476_2017-05-15 5.820778
## 31965 air_ffcc2d5087e1b476_2017-05-16 5.820778
## 31966 air_ffcc2d5087e1b476_2017-05-17 5.820778
## 31967 air_ffcc2d5087e1b476_2017-05-18 5.820778
## 31968 air_ffcc2d5087e1b476_2017-05-19 5.820778
## 31969 air_ffcc2d5087e1b476_2017-05-20 5.820778
## 31970 air_ffcc2d5087e1b476_2017-05-21 5.820778
## 31971 air_ffcc2d5087e1b476_2017-05-22 5.820778
## 31972 air_ffcc2d5087e1b476_2017-05-23 5.820778
## 31973 air_ffcc2d5087e1b476_2017-05-24 5.820778
## 31974 air_ffcc2d5087e1b476_2017-05-25 5.820778
## 31975 air_ffcc2d5087e1b476_2017-05-26 5.820778
## 31976 air_ffcc2d5087e1b476_2017-05-27 5.820778
## 31977 air_ffcc2d5087e1b476_2017-05-28 5.820778
## 31978 air_ffcc2d5087e1b476_2017-05-29 5.820778
## 31979 air_ffcc2d5087e1b476_2017-05-30 5.820778
## 31980 air_ffcc2d5087e1b476_2017-05-31 5.820778
## 31981 air_fff68b929994bfbd_2017-04-23 5.820778
## 31982 air_fff68b929994bfbd_2017-04-24 5.820778
## 31983 air_fff68b929994bfbd_2017-04-25 5.820778
## 31984 air_fff68b929994bfbd_2017-04-26 5.820778
## 31985 air_fff68b929994bfbd_2017-04-27 5.820778
## 31986 air_fff68b929994bfbd_2017-04-28 5.820778
## 31987 air_fff68b929994bfbd_2017-04-29 5.820778
## 31988 air_fff68b929994bfbd_2017-04-30 5.820778
## 31989 air_fff68b929994bfbd_2017-05-01 5.820778
## 31990 air_fff68b929994bfbd_2017-05-02 5.820778
## 31991 air_fff68b929994bfbd_2017-05-03 5.820778
## 31992 air_fff68b929994bfbd_2017-05-04 5.820778
## 31993 air_fff68b929994bfbd_2017-05-05 5.820778
## 31994 air_fff68b929994bfbd_2017-05-06 5.820778
## 31995 air_fff68b929994bfbd_2017-05-07 5.820778
## 31996 air_fff68b929994bfbd_2017-05-08 5.820778
## 31997 air_fff68b929994bfbd_2017-05-09 5.820778
## 31998 air_fff68b929994bfbd_2017-05-10 5.820778
## 31999 air_fff68b929994bfbd_2017-05-11 5.820778
## 32000 air_fff68b929994bfbd_2017-05-12 5.820778
## 32001 air_fff68b929994bfbd_2017-05-13 5.820778
## 32002 air_fff68b929994bfbd_2017-05-14 5.820778
## 32003 air_fff68b929994bfbd_2017-05-15 5.820778
## 32004 air_fff68b929994bfbd_2017-05-16 5.820778
## 32005 air_fff68b929994bfbd_2017-05-17 5.820778
## 32006 air_fff68b929994bfbd_2017-05-18 5.820778
## 32007 air_fff68b929994bfbd_2017-05-19 5.820778
## 32008 air_fff68b929994bfbd_2017-05-20 5.820778
## 32009 air_fff68b929994bfbd_2017-05-21 5.820778
## 32010 air_fff68b929994bfbd_2017-05-22 5.820778
## 32011 air_fff68b929994bfbd_2017-05-23 5.820778
## 32012 air_fff68b929994bfbd_2017-05-24 5.820778
## 32013 air_fff68b929994bfbd_2017-05-25 5.820778
## 32014 air_fff68b929994bfbd_2017-05-26 5.820778
## 32015 air_fff68b929994bfbd_2017-05-27 5.820778
## 32016 air_fff68b929994bfbd_2017-05-28 5.820778
## 32017 air_fff68b929994bfbd_2017-05-29 5.820778
## 32018 air_fff68b929994bfbd_2017-05-30 5.820778
## 32019 air_fff68b929994bfbd_2017-05-31 5.820778
##ARIMA
arima <- train_ts %>% model(ARIMA(visitors))
arima
## # A mable: 1 x 1
## `ARIMA(visitors)`
## <model>
## 1 <ARIMA(2,1,4)>
glance(arima)
## # A tibble: 1 × 8
## .model sigma2 log_lik AIC AICc BIC ar_roots ma_roots
## <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <list> <list>
## 1 ARIMA(visitors) 156. -994391. 1988797. 1988797. 1988870. <cpl [2]> <cpl [4]>
accuracy(arima)
## # A tibble: 1 × 10
## .model .type ME RMSE MAE MPE MAPE MASE RMSSE ACF1
## <chr> <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 ARIMA(visitors) Training -7.20e-4 12.5 8.26 -61.8 86.6 0.768 0.753 -7.36e-4
gg_tsresiduals(arima)
arima_fc <- arima %>% forecast(h=200)
arima_fc %>% autoplot(train_ts)
prediction1 <- predict(arima, test_ts)
autoplot(prediction1)
s2 <- data.frame(id=sample_submission$id,visitors=prediction1$.mean)
write.csv(s2,file="Forecasting_Kaggle Visitors_ARIMA.csv", row.names=F)
s2
## id visitors
## 1 air_00a91d42b08b08d9_2017-04-23 6.062227
## 2 air_00a91d42b08b08d9_2017-04-24 6.384545
## 3 air_00a91d42b08b08d9_2017-04-25 6.286294
## 4 air_00a91d42b08b08d9_2017-04-26 5.921711
## 5 air_00a91d42b08b08d9_2017-04-27 5.576935
## 6 air_00a91d42b08b08d9_2017-04-28 5.505346
## 7 air_00a91d42b08b08d9_2017-04-29 5.742506
## 8 air_00a91d42b08b08d9_2017-04-30 6.093697
## 9 air_00a91d42b08b08d9_2017-05-01 6.292320
## 10 air_00a91d42b08b08d9_2017-05-02 6.201350
## 11 air_00a91d42b08b08d9_2017-05-03 5.906322
## 12 air_00a91d42b08b08d9_2017-05-04 5.638060
## 13 air_00a91d42b08b08d9_2017-05-05 5.592992
## 14 air_00a91d42b08b08d9_2017-05-06 5.790262
## 15 air_00a91d42b08b08d9_2017-05-07 6.068820
## 16 air_00a91d42b08b08d9_2017-05-08 6.217785
## 17 air_00a91d42b08b08d9_2017-05-09 6.135352
## 18 air_00a91d42b08b08d9_2017-05-10 5.897062
## 19 air_00a91d42b08b08d9_2017-05-11 5.688782
## 20 air_00a91d42b08b08d9_2017-05-12 5.662435
## 21 air_00a91d42b08b08d9_2017-05-13 5.825952
## 22 air_00a91d42b08b08d9_2017-05-14 6.046537
## 23 air_00a91d42b08b08d9_2017-05-15 6.157660
## 24 air_00a91d42b08b08d9_2017-05-16 6.084187
## 25 air_00a91d42b08b08d9_2017-05-17 5.892079
## 26 air_00a91d42b08b08d9_2017-05-18 5.730734
## 27 air_00a91d42b08b08d9_2017-05-19 5.717365
## 28 air_00a91d42b08b08d9_2017-05-20 5.852469
## 29 air_00a91d42b08b08d9_2017-05-21 6.026857
## 30 air_00a91d42b08b08d9_2017-05-22 6.109246
## 31 air_00a91d42b08b08d9_2017-05-23 6.044616
## 32 air_00a91d42b08b08d9_2017-05-24 5.890015
## 33 air_00a91d42b08b08d9_2017-05-25 5.765326
## 34 air_00a91d42b08b08d9_2017-05-26 5.760741
## 35 air_00a91d42b08b08d9_2017-05-27 5.872038
## 36 air_00a91d42b08b08d9_2017-05-28 6.009674
## 37 air_00a91d42b08b08d9_2017-05-29 6.070330
## 38 air_00a91d42b08b08d9_2017-05-30 6.014085
## 39 air_00a91d42b08b08d9_2017-05-31 5.889887
## 40 air_0164b9927d20bcc3_2017-04-23 5.793768
## 41 air_0164b9927d20bcc3_2017-04-24 5.794938
## 42 air_0164b9927d20bcc3_2017-04-25 5.886368
## 43 air_0164b9927d20bcc3_2017-04-26 5.994813
## 44 air_0164b9927d20bcc3_2017-04-27 6.039103
## 45 air_0164b9927d20bcc3_2017-04-28 5.990593
## 46 air_0164b9927d20bcc3_2017-04-29 5.890989
## 47 air_0164b9927d20bcc3_2017-04-30 5.817093
## 48 air_0164b9927d20bcc3_2017-05-01 5.821850
## 49 air_0164b9927d20bcc3_2017-05-02 5.896765
## 50 air_0164b9927d20bcc3_2017-05-03 5.982062
## 51 air_0164b9927d20bcc3_2017-05-04 6.014088
## 52 air_0164b9927d20bcc3_2017-05-05 5.972566
## 53 air_0164b9927d20bcc3_2017-05-06 5.892821
## 54 air_0164b9927d20bcc3_2017-05-07 5.836172
## 55 air_0164b9927d20bcc3_2017-05-08 5.842993
## 56 air_0164b9927d20bcc3_2017-05-09 5.904225
## 57 air_0164b9927d20bcc3_2017-05-10 5.971197
## 58 air_0164b9927d20bcc3_2017-05-11 5.994084
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## 27320 air_dabfbd0ec951925a_2017-05-12 5.917251
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## 31978 air_ffcc2d5087e1b476_2017-05-29 5.917251
## 31979 air_ffcc2d5087e1b476_2017-05-30 5.917251
## 31980 air_ffcc2d5087e1b476_2017-05-31 5.917251
## 31981 air_fff68b929994bfbd_2017-04-23 5.917251
## 31982 air_fff68b929994bfbd_2017-04-24 5.917251
## 31983 air_fff68b929994bfbd_2017-04-25 5.917251
## 31984 air_fff68b929994bfbd_2017-04-26 5.917251
## 31985 air_fff68b929994bfbd_2017-04-27 5.917251
## 31986 air_fff68b929994bfbd_2017-04-28 5.917251
## 31987 air_fff68b929994bfbd_2017-04-29 5.917251
## 31988 air_fff68b929994bfbd_2017-04-30 5.917251
## 31989 air_fff68b929994bfbd_2017-05-01 5.917251
## 31990 air_fff68b929994bfbd_2017-05-02 5.917251
## 31991 air_fff68b929994bfbd_2017-05-03 5.917251
## 31992 air_fff68b929994bfbd_2017-05-04 5.917251
## 31993 air_fff68b929994bfbd_2017-05-05 5.917251
## 31994 air_fff68b929994bfbd_2017-05-06 5.917251
## 31995 air_fff68b929994bfbd_2017-05-07 5.917251
## 31996 air_fff68b929994bfbd_2017-05-08 5.917251
## 31997 air_fff68b929994bfbd_2017-05-09 5.917251
## 31998 air_fff68b929994bfbd_2017-05-10 5.917251
## 31999 air_fff68b929994bfbd_2017-05-11 5.917251
## 32000 air_fff68b929994bfbd_2017-05-12 5.917251
## 32001 air_fff68b929994bfbd_2017-05-13 5.917251
## 32002 air_fff68b929994bfbd_2017-05-14 5.917251
## 32003 air_fff68b929994bfbd_2017-05-15 5.917251
## 32004 air_fff68b929994bfbd_2017-05-16 5.917251
## 32005 air_fff68b929994bfbd_2017-05-17 5.917251
## 32006 air_fff68b929994bfbd_2017-05-18 5.917251
## 32007 air_fff68b929994bfbd_2017-05-19 5.917251
## 32008 air_fff68b929994bfbd_2017-05-20 5.917251
## 32009 air_fff68b929994bfbd_2017-05-21 5.917251
## 32010 air_fff68b929994bfbd_2017-05-22 5.917251
## 32011 air_fff68b929994bfbd_2017-05-23 5.917251
## 32012 air_fff68b929994bfbd_2017-05-24 5.917251
## 32013 air_fff68b929994bfbd_2017-05-25 5.917251
## 32014 air_fff68b929994bfbd_2017-05-26 5.917251
## 32015 air_fff68b929994bfbd_2017-05-27 5.917251
## 32016 air_fff68b929994bfbd_2017-05-28 5.917251
## 32017 air_fff68b929994bfbd_2017-05-29 5.917251
## 32018 air_fff68b929994bfbd_2017-05-30 5.917251
## 32019 air_fff68b929994bfbd_2017-05-31 5.917251
##Differenced data
train_ts %>%
features(visitors, unitroot_ndiffs)
## # A tibble: 1 × 1
## ndiffs
## <int>
## 1 1
plot(diff(train_ts$visitors))
vis_new <- diff(train_ts$visitors)
vis_new <- vis_new^2
ts <- ts(vis_new)
train_new <- ts %>% as_tsibble()
autoplot(ACF(train_new))
## Response variable not specified, automatically selected `var = value`
arima1 <- train_new %>% model(ARIMA(value))
arima1
## # A mable: 1 x 1
## `ARIMA(value)`
## <model>
## 1 <ARIMA(0,1,1)>
glance(arima1)
## # A tibble: 1 × 8
## .model sigma2 log_lik AIC AICc BIC ar_roots ma_roots
## <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <list> <list>
## 1 ARIMA(value) 11463772. -2406677. 4813358. 4813358. 4813379. <cpl [0]> <cpl>
accuracy(arima1)
## # A tibble: 1 × 10
## .model .type ME RMSE MAE MPE MAPE MASE RMSSE ACF1
## <chr> <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 ARIMA(value) Training -0.00193 3386. 322. -Inf Inf 0.982 0.988 0.414
gg_tsresiduals(arima1)
arima1_fc <- arima1 %>% forecast(h=200)
arima1_fc %>% autoplot(train_new)
prediction2 <- predict(arima1, test_ts)
autoplot(prediction2)
s3 <- data.frame(id=sample_submission$id,visitors=prediction2$.mean)
write.csv(s3,file="Forecasting_Kaggle Visitors_ARIMA_Diff.csv", row.names=F)
s3
## id visitors
## 1 air_00a91d42b08b08d9_2017-04-23 7.947116
## 2 air_00a91d42b08b08d9_2017-04-24 7.947116
## 3 air_00a91d42b08b08d9_2017-04-25 7.947116
## 4 air_00a91d42b08b08d9_2017-04-26 7.947116
## 5 air_00a91d42b08b08d9_2017-04-27 7.947116
## 6 air_00a91d42b08b08d9_2017-04-28 7.947116
## 7 air_00a91d42b08b08d9_2017-04-29 7.947116
## 8 air_00a91d42b08b08d9_2017-04-30 7.947116
## 9 air_00a91d42b08b08d9_2017-05-01 7.947116
## 10 air_00a91d42b08b08d9_2017-05-02 7.947116
## 11 air_00a91d42b08b08d9_2017-05-03 7.947116
## 12 air_00a91d42b08b08d9_2017-05-04 7.947116
## 13 air_00a91d42b08b08d9_2017-05-05 7.947116
## 14 air_00a91d42b08b08d9_2017-05-06 7.947116
## 15 air_00a91d42b08b08d9_2017-05-07 7.947116
## 16 air_00a91d42b08b08d9_2017-05-08 7.947116
## 17 air_00a91d42b08b08d9_2017-05-09 7.947116
## 18 air_00a91d42b08b08d9_2017-05-10 7.947116
## 19 air_00a91d42b08b08d9_2017-05-11 7.947116
## 20 air_00a91d42b08b08d9_2017-05-12 7.947116
## 21 air_00a91d42b08b08d9_2017-05-13 7.947116
## 22 air_00a91d42b08b08d9_2017-05-14 7.947116
## 23 air_00a91d42b08b08d9_2017-05-15 7.947116
## 24 air_00a91d42b08b08d9_2017-05-16 7.947116
## 25 air_00a91d42b08b08d9_2017-05-17 7.947116
## 26 air_00a91d42b08b08d9_2017-05-18 7.947116
## 27 air_00a91d42b08b08d9_2017-05-19 7.947116
## 28 air_00a91d42b08b08d9_2017-05-20 7.947116
## 29 air_00a91d42b08b08d9_2017-05-21 7.947116
## 30 air_00a91d42b08b08d9_2017-05-22 7.947116
## 31 air_00a91d42b08b08d9_2017-05-23 7.947116
## 32 air_00a91d42b08b08d9_2017-05-24 7.947116
## 33 air_00a91d42b08b08d9_2017-05-25 7.947116
## 34 air_00a91d42b08b08d9_2017-05-26 7.947116
## 35 air_00a91d42b08b08d9_2017-05-27 7.947116
## 36 air_00a91d42b08b08d9_2017-05-28 7.947116
## 37 air_00a91d42b08b08d9_2017-05-29 7.947116
## 38 air_00a91d42b08b08d9_2017-05-30 7.947116
## 39 air_00a91d42b08b08d9_2017-05-31 7.947116
## 40 air_0164b9927d20bcc3_2017-04-23 7.947116
## 41 air_0164b9927d20bcc3_2017-04-24 7.947116
## 42 air_0164b9927d20bcc3_2017-04-25 7.947116
## 43 air_0164b9927d20bcc3_2017-04-26 7.947116
## 44 air_0164b9927d20bcc3_2017-04-27 7.947116
## 45 air_0164b9927d20bcc3_2017-04-28 7.947116
## 46 air_0164b9927d20bcc3_2017-04-29 7.947116
## 47 air_0164b9927d20bcc3_2017-04-30 7.947116
## 48 air_0164b9927d20bcc3_2017-05-01 7.947116
## 49 air_0164b9927d20bcc3_2017-05-02 7.947116
## 50 air_0164b9927d20bcc3_2017-05-03 7.947116
## 51 air_0164b9927d20bcc3_2017-05-04 7.947116
## 52 air_0164b9927d20bcc3_2017-05-05 7.947116
## 53 air_0164b9927d20bcc3_2017-05-06 7.947116
## 54 air_0164b9927d20bcc3_2017-05-07 7.947116
## 55 air_0164b9927d20bcc3_2017-05-08 7.947116
## 56 air_0164b9927d20bcc3_2017-05-09 7.947116
## 57 air_0164b9927d20bcc3_2017-05-10 7.947116
## 58 air_0164b9927d20bcc3_2017-05-11 7.947116
## 59 air_0164b9927d20bcc3_2017-05-12 7.947116
## 60 air_0164b9927d20bcc3_2017-05-13 7.947116
## 61 air_0164b9927d20bcc3_2017-05-14 7.947116
## 62 air_0164b9927d20bcc3_2017-05-15 7.947116
## 63 air_0164b9927d20bcc3_2017-05-16 7.947116
## 64 air_0164b9927d20bcc3_2017-05-17 7.947116
## 65 air_0164b9927d20bcc3_2017-05-18 7.947116
## 66 air_0164b9927d20bcc3_2017-05-19 7.947116
## 67 air_0164b9927d20bcc3_2017-05-20 7.947116
## 68 air_0164b9927d20bcc3_2017-05-21 7.947116
## 69 air_0164b9927d20bcc3_2017-05-22 7.947116
## 70 air_0164b9927d20bcc3_2017-05-23 7.947116
## 71 air_0164b9927d20bcc3_2017-05-24 7.947116
## 72 air_0164b9927d20bcc3_2017-05-25 7.947116
## 73 air_0164b9927d20bcc3_2017-05-26 7.947116
## 74 air_0164b9927d20bcc3_2017-05-27 7.947116
## 75 air_0164b9927d20bcc3_2017-05-28 7.947116
## 76 air_0164b9927d20bcc3_2017-05-29 7.947116
## 77 air_0164b9927d20bcc3_2017-05-30 7.947116
## 78 air_0164b9927d20bcc3_2017-05-31 7.947116
## 79 air_0241aa3964b7f861_2017-04-23 7.947116
## 80 air_0241aa3964b7f861_2017-04-24 7.947116
## 81 air_0241aa3964b7f861_2017-04-25 7.947116
## 82 air_0241aa3964b7f861_2017-04-26 7.947116
## 83 air_0241aa3964b7f861_2017-04-27 7.947116
## 84 air_0241aa3964b7f861_2017-04-28 7.947116
## 85 air_0241aa3964b7f861_2017-04-29 7.947116
## 86 air_0241aa3964b7f861_2017-04-30 7.947116
## 87 air_0241aa3964b7f861_2017-05-01 7.947116
## 88 air_0241aa3964b7f861_2017-05-02 7.947116
## 89 air_0241aa3964b7f861_2017-05-03 7.947116
## 90 air_0241aa3964b7f861_2017-05-04 7.947116
## 91 air_0241aa3964b7f861_2017-05-05 7.947116
## 92 air_0241aa3964b7f861_2017-05-06 7.947116
## 93 air_0241aa3964b7f861_2017-05-07 7.947116
## 94 air_0241aa3964b7f861_2017-05-08 7.947116
## 95 air_0241aa3964b7f861_2017-05-09 7.947116
## 96 air_0241aa3964b7f861_2017-05-10 7.947116
## 97 air_0241aa3964b7f861_2017-05-11 7.947116
## 98 air_0241aa3964b7f861_2017-05-12 7.947116
## 99 air_0241aa3964b7f861_2017-05-13 7.947116
## 100 air_0241aa3964b7f861_2017-05-14 7.947116
## 101 air_0241aa3964b7f861_2017-05-15 7.947116
## 102 air_0241aa3964b7f861_2017-05-16 7.947116
## 103 air_0241aa3964b7f861_2017-05-17 7.947116
## 104 air_0241aa3964b7f861_2017-05-18 7.947116
## 105 air_0241aa3964b7f861_2017-05-19 7.947116
## 106 air_0241aa3964b7f861_2017-05-20 7.947116
## 107 air_0241aa3964b7f861_2017-05-21 7.947116
## 108 air_0241aa3964b7f861_2017-05-22 7.947116
## 109 air_0241aa3964b7f861_2017-05-23 7.947116
## 110 air_0241aa3964b7f861_2017-05-24 7.947116
## 111 air_0241aa3964b7f861_2017-05-25 7.947116
## 112 air_0241aa3964b7f861_2017-05-26 7.947116
## 113 air_0241aa3964b7f861_2017-05-27 7.947116
## 114 air_0241aa3964b7f861_2017-05-28 7.947116
## 115 air_0241aa3964b7f861_2017-05-29 7.947116
## 116 air_0241aa3964b7f861_2017-05-30 7.947116
## 117 air_0241aa3964b7f861_2017-05-31 7.947116
## 118 air_0328696196e46f18_2017-04-23 7.947116
## 119 air_0328696196e46f18_2017-04-24 7.947116
## 120 air_0328696196e46f18_2017-04-25 7.947116
## 121 air_0328696196e46f18_2017-04-26 7.947116
## 122 air_0328696196e46f18_2017-04-27 7.947116
## 123 air_0328696196e46f18_2017-04-28 7.947116
## 124 air_0328696196e46f18_2017-04-29 7.947116
## 125 air_0328696196e46f18_2017-04-30 7.947116
## 126 air_0328696196e46f18_2017-05-01 7.947116
## 127 air_0328696196e46f18_2017-05-02 7.947116
## 128 air_0328696196e46f18_2017-05-03 7.947116
## 129 air_0328696196e46f18_2017-05-04 7.947116
## 130 air_0328696196e46f18_2017-05-05 7.947116
## 131 air_0328696196e46f18_2017-05-06 7.947116
## 132 air_0328696196e46f18_2017-05-07 7.947116
## 133 air_0328696196e46f18_2017-05-08 7.947116
## 134 air_0328696196e46f18_2017-05-09 7.947116
## 135 air_0328696196e46f18_2017-05-10 7.947116
## 136 air_0328696196e46f18_2017-05-11 7.947116
## 137 air_0328696196e46f18_2017-05-12 7.947116
## 138 air_0328696196e46f18_2017-05-13 7.947116
## 139 air_0328696196e46f18_2017-05-14 7.947116
## 140 air_0328696196e46f18_2017-05-15 7.947116
## 141 air_0328696196e46f18_2017-05-16 7.947116
## 142 air_0328696196e46f18_2017-05-17 7.947116
## 143 air_0328696196e46f18_2017-05-18 7.947116
## 144 air_0328696196e46f18_2017-05-19 7.947116
## 145 air_0328696196e46f18_2017-05-20 7.947116
## 146 air_0328696196e46f18_2017-05-21 7.947116
## 147 air_0328696196e46f18_2017-05-22 7.947116
## 148 air_0328696196e46f18_2017-05-23 7.947116
## 149 air_0328696196e46f18_2017-05-24 7.947116
## 150 air_0328696196e46f18_2017-05-25 7.947116
## 151 air_0328696196e46f18_2017-05-26 7.947116
## 152 air_0328696196e46f18_2017-05-27 7.947116
## 153 air_0328696196e46f18_2017-05-28 7.947116
## 154 air_0328696196e46f18_2017-05-29 7.947116
## 155 air_0328696196e46f18_2017-05-30 7.947116
## 156 air_0328696196e46f18_2017-05-31 7.947116
## 157 air_034a3d5b40d5b1b1_2017-04-23 7.947116
## 158 air_034a3d5b40d5b1b1_2017-04-24 7.947116
## 159 air_034a3d5b40d5b1b1_2017-04-25 7.947116
## 160 air_034a3d5b40d5b1b1_2017-04-26 7.947116
## 161 air_034a3d5b40d5b1b1_2017-04-27 7.947116
## 162 air_034a3d5b40d5b1b1_2017-04-28 7.947116
## 163 air_034a3d5b40d5b1b1_2017-04-29 7.947116
## 164 air_034a3d5b40d5b1b1_2017-04-30 7.947116
## 165 air_034a3d5b40d5b1b1_2017-05-01 7.947116
## 166 air_034a3d5b40d5b1b1_2017-05-02 7.947116
## 167 air_034a3d5b40d5b1b1_2017-05-03 7.947116
## 168 air_034a3d5b40d5b1b1_2017-05-04 7.947116
## 169 air_034a3d5b40d5b1b1_2017-05-05 7.947116
## 170 air_034a3d5b40d5b1b1_2017-05-06 7.947116
## 171 air_034a3d5b40d5b1b1_2017-05-07 7.947116
## 172 air_034a3d5b40d5b1b1_2017-05-08 7.947116
## 173 air_034a3d5b40d5b1b1_2017-05-09 7.947116
## 174 air_034a3d5b40d5b1b1_2017-05-10 7.947116
## 175 air_034a3d5b40d5b1b1_2017-05-11 7.947116
## 176 air_034a3d5b40d5b1b1_2017-05-12 7.947116
## 177 air_034a3d5b40d5b1b1_2017-05-13 7.947116
## 178 air_034a3d5b40d5b1b1_2017-05-14 7.947116
## 179 air_034a3d5b40d5b1b1_2017-05-15 7.947116
## 180 air_034a3d5b40d5b1b1_2017-05-16 7.947116
## 181 air_034a3d5b40d5b1b1_2017-05-17 7.947116
## 182 air_034a3d5b40d5b1b1_2017-05-18 7.947116
## 183 air_034a3d5b40d5b1b1_2017-05-19 7.947116
## 184 air_034a3d5b40d5b1b1_2017-05-20 7.947116
## 185 air_034a3d5b40d5b1b1_2017-05-21 7.947116
## 186 air_034a3d5b40d5b1b1_2017-05-22 7.947116
## 187 air_034a3d5b40d5b1b1_2017-05-23 7.947116
## 188 air_034a3d5b40d5b1b1_2017-05-24 7.947116
## 189 air_034a3d5b40d5b1b1_2017-05-25 7.947116
## 190 air_034a3d5b40d5b1b1_2017-05-26 7.947116
## 191 air_034a3d5b40d5b1b1_2017-05-27 7.947116
## 192 air_034a3d5b40d5b1b1_2017-05-28 7.947116
## 193 air_034a3d5b40d5b1b1_2017-05-29 7.947116
## 194 air_034a3d5b40d5b1b1_2017-05-30 7.947116
## 195 air_034a3d5b40d5b1b1_2017-05-31 7.947116
## 196 air_036d4f1ee7285390_2017-04-23 7.947116
## 197 air_036d4f1ee7285390_2017-04-24 7.947116
## 198 air_036d4f1ee7285390_2017-04-25 7.947116
## 199 air_036d4f1ee7285390_2017-04-26 7.947116
## 200 air_036d4f1ee7285390_2017-04-27 7.947116
## 201 air_036d4f1ee7285390_2017-04-28 7.947116
## 202 air_036d4f1ee7285390_2017-04-29 7.947116
## 203 air_036d4f1ee7285390_2017-04-30 7.947116
## 204 air_036d4f1ee7285390_2017-05-01 7.947116
## 205 air_036d4f1ee7285390_2017-05-02 7.947116
## 206 air_036d4f1ee7285390_2017-05-03 7.947116
## 207 air_036d4f1ee7285390_2017-05-04 7.947116
## 208 air_036d4f1ee7285390_2017-05-05 7.947116
## 209 air_036d4f1ee7285390_2017-05-06 7.947116
## 210 air_036d4f1ee7285390_2017-05-07 7.947116
## 211 air_036d4f1ee7285390_2017-05-08 7.947116
## 212 air_036d4f1ee7285390_2017-05-09 7.947116
## 213 air_036d4f1ee7285390_2017-05-10 7.947116
## 214 air_036d4f1ee7285390_2017-05-11 7.947116
## 215 air_036d4f1ee7285390_2017-05-12 7.947116
## 216 air_036d4f1ee7285390_2017-05-13 7.947116
## 217 air_036d4f1ee7285390_2017-05-14 7.947116
## 218 air_036d4f1ee7285390_2017-05-15 7.947116
## 219 air_036d4f1ee7285390_2017-05-16 7.947116
## 220 air_036d4f1ee7285390_2017-05-17 7.947116
## 221 air_036d4f1ee7285390_2017-05-18 7.947116
## 222 air_036d4f1ee7285390_2017-05-19 7.947116
## 223 air_036d4f1ee7285390_2017-05-20 7.947116
## 224 air_036d4f1ee7285390_2017-05-21 7.947116
## 225 air_036d4f1ee7285390_2017-05-22 7.947116
## 226 air_036d4f1ee7285390_2017-05-23 7.947116
## 227 air_036d4f1ee7285390_2017-05-24 7.947116
## 228 air_036d4f1ee7285390_2017-05-25 7.947116
## 229 air_036d4f1ee7285390_2017-05-26 7.947116
## 230 air_036d4f1ee7285390_2017-05-27 7.947116
## 231 air_036d4f1ee7285390_2017-05-28 7.947116
## 232 air_036d4f1ee7285390_2017-05-29 7.947116
## 233 air_036d4f1ee7285390_2017-05-30 7.947116
## 234 air_036d4f1ee7285390_2017-05-31 7.947116
## 235 air_0382c794b73b51ad_2017-04-23 7.947116
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## 237 air_0382c794b73b51ad_2017-04-25 7.947116
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## 27204 air_d97dabf7aae60da5_2017-05-13 7.947116
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## 31861 air_fea5dc9594450608_2017-05-29 7.947116
## 31862 air_fea5dc9594450608_2017-05-30 7.947116
## 31863 air_fea5dc9594450608_2017-05-31 7.947116
## 31864 air_fee8dcf4d619598e_2017-04-23 7.947116
## 31865 air_fee8dcf4d619598e_2017-04-24 7.947116
## 31866 air_fee8dcf4d619598e_2017-04-25 7.947116
## 31867 air_fee8dcf4d619598e_2017-04-26 7.947116
## 31868 air_fee8dcf4d619598e_2017-04-27 7.947116
## 31869 air_fee8dcf4d619598e_2017-04-28 7.947116
## 31870 air_fee8dcf4d619598e_2017-04-29 7.947116
## 31871 air_fee8dcf4d619598e_2017-04-30 7.947116
## 31872 air_fee8dcf4d619598e_2017-05-01 7.947116
## 31873 air_fee8dcf4d619598e_2017-05-02 7.947116
## 31874 air_fee8dcf4d619598e_2017-05-03 7.947116
## 31875 air_fee8dcf4d619598e_2017-05-04 7.947116
## 31876 air_fee8dcf4d619598e_2017-05-05 7.947116
## 31877 air_fee8dcf4d619598e_2017-05-06 7.947116
## 31878 air_fee8dcf4d619598e_2017-05-07 7.947116
## 31879 air_fee8dcf4d619598e_2017-05-08 7.947116
## 31880 air_fee8dcf4d619598e_2017-05-09 7.947116
## 31881 air_fee8dcf4d619598e_2017-05-10 7.947116
## 31882 air_fee8dcf4d619598e_2017-05-11 7.947116
## 31883 air_fee8dcf4d619598e_2017-05-12 7.947116
## 31884 air_fee8dcf4d619598e_2017-05-13 7.947116
## 31885 air_fee8dcf4d619598e_2017-05-14 7.947116
## 31886 air_fee8dcf4d619598e_2017-05-15 7.947116
## 31887 air_fee8dcf4d619598e_2017-05-16 7.947116
## 31888 air_fee8dcf4d619598e_2017-05-17 7.947116
## 31889 air_fee8dcf4d619598e_2017-05-18 7.947116
## 31890 air_fee8dcf4d619598e_2017-05-19 7.947116
## 31891 air_fee8dcf4d619598e_2017-05-20 7.947116
## 31892 air_fee8dcf4d619598e_2017-05-21 7.947116
## 31893 air_fee8dcf4d619598e_2017-05-22 7.947116
## 31894 air_fee8dcf4d619598e_2017-05-23 7.947116
## 31895 air_fee8dcf4d619598e_2017-05-24 7.947116
## 31896 air_fee8dcf4d619598e_2017-05-25 7.947116
## 31897 air_fee8dcf4d619598e_2017-05-26 7.947116
## 31898 air_fee8dcf4d619598e_2017-05-27 7.947116
## 31899 air_fee8dcf4d619598e_2017-05-28 7.947116
## 31900 air_fee8dcf4d619598e_2017-05-29 7.947116
## 31901 air_fee8dcf4d619598e_2017-05-30 7.947116
## 31902 air_fee8dcf4d619598e_2017-05-31 7.947116
## 31903 air_fef9ccb3ba0da2f7_2017-04-23 7.947116
## 31904 air_fef9ccb3ba0da2f7_2017-04-24 7.947116
## 31905 air_fef9ccb3ba0da2f7_2017-04-25 7.947116
## 31906 air_fef9ccb3ba0da2f7_2017-04-26 7.947116
## 31907 air_fef9ccb3ba0da2f7_2017-04-27 7.947116
## 31908 air_fef9ccb3ba0da2f7_2017-04-28 7.947116
## 31909 air_fef9ccb3ba0da2f7_2017-04-29 7.947116
## 31910 air_fef9ccb3ba0da2f7_2017-04-30 7.947116
## 31911 air_fef9ccb3ba0da2f7_2017-05-01 7.947116
## 31912 air_fef9ccb3ba0da2f7_2017-05-02 7.947116
## 31913 air_fef9ccb3ba0da2f7_2017-05-03 7.947116
## 31914 air_fef9ccb3ba0da2f7_2017-05-04 7.947116
## 31915 air_fef9ccb3ba0da2f7_2017-05-05 7.947116
## 31916 air_fef9ccb3ba0da2f7_2017-05-06 7.947116
## 31917 air_fef9ccb3ba0da2f7_2017-05-07 7.947116
## 31918 air_fef9ccb3ba0da2f7_2017-05-08 7.947116
## 31919 air_fef9ccb3ba0da2f7_2017-05-09 7.947116
## 31920 air_fef9ccb3ba0da2f7_2017-05-10 7.947116
## 31921 air_fef9ccb3ba0da2f7_2017-05-11 7.947116
## 31922 air_fef9ccb3ba0da2f7_2017-05-12 7.947116
## 31923 air_fef9ccb3ba0da2f7_2017-05-13 7.947116
## 31924 air_fef9ccb3ba0da2f7_2017-05-14 7.947116
## 31925 air_fef9ccb3ba0da2f7_2017-05-15 7.947116
## 31926 air_fef9ccb3ba0da2f7_2017-05-16 7.947116
## 31927 air_fef9ccb3ba0da2f7_2017-05-17 7.947116
## 31928 air_fef9ccb3ba0da2f7_2017-05-18 7.947116
## 31929 air_fef9ccb3ba0da2f7_2017-05-19 7.947116
## 31930 air_fef9ccb3ba0da2f7_2017-05-20 7.947116
## 31931 air_fef9ccb3ba0da2f7_2017-05-21 7.947116
## 31932 air_fef9ccb3ba0da2f7_2017-05-22 7.947116
## 31933 air_fef9ccb3ba0da2f7_2017-05-23 7.947116
## 31934 air_fef9ccb3ba0da2f7_2017-05-24 7.947116
## 31935 air_fef9ccb3ba0da2f7_2017-05-25 7.947116
## 31936 air_fef9ccb3ba0da2f7_2017-05-26 7.947116
## 31937 air_fef9ccb3ba0da2f7_2017-05-27 7.947116
## 31938 air_fef9ccb3ba0da2f7_2017-05-28 7.947116
## 31939 air_fef9ccb3ba0da2f7_2017-05-29 7.947116
## 31940 air_fef9ccb3ba0da2f7_2017-05-30 7.947116
## 31941 air_fef9ccb3ba0da2f7_2017-05-31 7.947116
## 31942 air_ffcc2d5087e1b476_2017-04-23 7.947116
## 31943 air_ffcc2d5087e1b476_2017-04-24 7.947116
## 31944 air_ffcc2d5087e1b476_2017-04-25 7.947116
## 31945 air_ffcc2d5087e1b476_2017-04-26 7.947116
## 31946 air_ffcc2d5087e1b476_2017-04-27 7.947116
## 31947 air_ffcc2d5087e1b476_2017-04-28 7.947116
## 31948 air_ffcc2d5087e1b476_2017-04-29 7.947116
## 31949 air_ffcc2d5087e1b476_2017-04-30 7.947116
## 31950 air_ffcc2d5087e1b476_2017-05-01 7.947116
## 31951 air_ffcc2d5087e1b476_2017-05-02 7.947116
## 31952 air_ffcc2d5087e1b476_2017-05-03 7.947116
## 31953 air_ffcc2d5087e1b476_2017-05-04 7.947116
## 31954 air_ffcc2d5087e1b476_2017-05-05 7.947116
## 31955 air_ffcc2d5087e1b476_2017-05-06 7.947116
## 31956 air_ffcc2d5087e1b476_2017-05-07 7.947116
## 31957 air_ffcc2d5087e1b476_2017-05-08 7.947116
## 31958 air_ffcc2d5087e1b476_2017-05-09 7.947116
## 31959 air_ffcc2d5087e1b476_2017-05-10 7.947116
## 31960 air_ffcc2d5087e1b476_2017-05-11 7.947116
## 31961 air_ffcc2d5087e1b476_2017-05-12 7.947116
## 31962 air_ffcc2d5087e1b476_2017-05-13 7.947116
## 31963 air_ffcc2d5087e1b476_2017-05-14 7.947116
## 31964 air_ffcc2d5087e1b476_2017-05-15 7.947116
## 31965 air_ffcc2d5087e1b476_2017-05-16 7.947116
## 31966 air_ffcc2d5087e1b476_2017-05-17 7.947116
## 31967 air_ffcc2d5087e1b476_2017-05-18 7.947116
## 31968 air_ffcc2d5087e1b476_2017-05-19 7.947116
## 31969 air_ffcc2d5087e1b476_2017-05-20 7.947116
## 31970 air_ffcc2d5087e1b476_2017-05-21 7.947116
## 31971 air_ffcc2d5087e1b476_2017-05-22 7.947116
## 31972 air_ffcc2d5087e1b476_2017-05-23 7.947116
## 31973 air_ffcc2d5087e1b476_2017-05-24 7.947116
## 31974 air_ffcc2d5087e1b476_2017-05-25 7.947116
## 31975 air_ffcc2d5087e1b476_2017-05-26 7.947116
## 31976 air_ffcc2d5087e1b476_2017-05-27 7.947116
## 31977 air_ffcc2d5087e1b476_2017-05-28 7.947116
## 31978 air_ffcc2d5087e1b476_2017-05-29 7.947116
## 31979 air_ffcc2d5087e1b476_2017-05-30 7.947116
## 31980 air_ffcc2d5087e1b476_2017-05-31 7.947116
## 31981 air_fff68b929994bfbd_2017-04-23 7.947116
## 31982 air_fff68b929994bfbd_2017-04-24 7.947116
## 31983 air_fff68b929994bfbd_2017-04-25 7.947116
## 31984 air_fff68b929994bfbd_2017-04-26 7.947116
## 31985 air_fff68b929994bfbd_2017-04-27 7.947116
## 31986 air_fff68b929994bfbd_2017-04-28 7.947116
## 31987 air_fff68b929994bfbd_2017-04-29 7.947116
## 31988 air_fff68b929994bfbd_2017-04-30 7.947116
## 31989 air_fff68b929994bfbd_2017-05-01 7.947116
## 31990 air_fff68b929994bfbd_2017-05-02 7.947116
## 31991 air_fff68b929994bfbd_2017-05-03 7.947116
## 31992 air_fff68b929994bfbd_2017-05-04 7.947116
## 31993 air_fff68b929994bfbd_2017-05-05 7.947116
## 31994 air_fff68b929994bfbd_2017-05-06 7.947116
## 31995 air_fff68b929994bfbd_2017-05-07 7.947116
## 31996 air_fff68b929994bfbd_2017-05-08 7.947116
## 31997 air_fff68b929994bfbd_2017-05-09 7.947116
## 31998 air_fff68b929994bfbd_2017-05-10 7.947116
## 31999 air_fff68b929994bfbd_2017-05-11 7.947116
## 32000 air_fff68b929994bfbd_2017-05-12 7.947116
## 32001 air_fff68b929994bfbd_2017-05-13 7.947116
## 32002 air_fff68b929994bfbd_2017-05-14 7.947116
## 32003 air_fff68b929994bfbd_2017-05-15 7.947116
## 32004 air_fff68b929994bfbd_2017-05-16 7.947116
## 32005 air_fff68b929994bfbd_2017-05-17 7.947116
## 32006 air_fff68b929994bfbd_2017-05-18 7.947116
## 32007 air_fff68b929994bfbd_2017-05-19 7.947116
## 32008 air_fff68b929994bfbd_2017-05-20 7.947116
## 32009 air_fff68b929994bfbd_2017-05-21 7.947116
## 32010 air_fff68b929994bfbd_2017-05-22 7.947116
## 32011 air_fff68b929994bfbd_2017-05-23 7.947116
## 32012 air_fff68b929994bfbd_2017-05-24 7.947116
## 32013 air_fff68b929994bfbd_2017-05-25 7.947116
## 32014 air_fff68b929994bfbd_2017-05-26 7.947116
## 32015 air_fff68b929994bfbd_2017-05-27 7.947116
## 32016 air_fff68b929994bfbd_2017-05-28 7.947116
## 32017 air_fff68b929994bfbd_2017-05-29 7.947116
## 32018 air_fff68b929994bfbd_2017-05-30 7.947116
## 32019 air_fff68b929994bfbd_2017-05-31 7.947116
##Complete train data w/ same techniques
#Data
air <- air_reserve
air$visitors <- air$reserve_visitors
air$id <- paste(air$air_store_id, air$visit_datetime, sep = '_')
air$air_store_id <- NULL
air$visit_datetime <- NULL
air$reserve_datetime <- NULL
air$reserve_visitors <- NULL
a1 <- bind_rows(air, air_visit_data)
hpg <- hpg_reserve
hpg$visitors <- hpg$reserve_visitors
hpg$id <- paste(hpg$hpg_store_id, hpg$visit_datetime, sep = '_')
hpg$hpg_store_id <- NULL
hpg$visit_datetime <- NULL
hpg$reserve_datetime <- NULL
hpg$reserve_visitors <- NULL
train2 <- a1 <- bind_rows(hpg, a1)
train2$index <- 1:nrow(train2)
train2_ts <- as_tsibble(train2, index = index)
autoplot(ACF(train2_ts))
## Response variable not specified, automatically selected `var = visitors`
autoplot(PACF(train2_ts))
## Response variable not specified, automatically selected `var = visitors`
#ETS
fit2 <- train2_ts %>% model(ETS(visitors))
fit2
## # A mable: 1 x 1
## `ETS(visitors)`
## <model>
## 1 <ETS(M,N,N)>
glance(fit2)
## # A tibble: 1 × 9
## .model sigma2 log_lik AIC AICc BIC MSE AMSE MAE
## <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 ETS(visitors) 1.01 -21283758. 42567521. 42567521. 4.26e7 45.1 45.3 0.597
accuracy(fit2)
## # A tibble: 1 × 10
## .model .type ME RMSE MAE MPE MAPE MASE RMSSE ACF1
## <chr> <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 ETS(visitors) Training 0.0000875 6.72 3.79 -60.0 83.2 0.803 0.762 0.124
gg_tsresiduals(fit2)
ets_fc2 <- fit2 %>% forecast(h=200)
ets_fc2 %>% autoplot(train2_ts)
prediction3 <- predict(fit2, test_ts)
autoplot(prediction3)
s4 <- data.frame(id=sample_submission$id,visitors=prediction3$.mean)
write.csv(s4,file="Forecasting_Kaggle Visitors_ETS_new.csv", row.names=F)
s4
## id visitors
## 1 air_00a91d42b08b08d9_2017-04-23 5.996072
## 2 air_00a91d42b08b08d9_2017-04-24 5.996072
## 3 air_00a91d42b08b08d9_2017-04-25 5.996072
## 4 air_00a91d42b08b08d9_2017-04-26 5.996072
## 5 air_00a91d42b08b08d9_2017-04-27 5.996072
## 6 air_00a91d42b08b08d9_2017-04-28 5.996072
## 7 air_00a91d42b08b08d9_2017-04-29 5.996072
## 8 air_00a91d42b08b08d9_2017-04-30 5.996072
## 9 air_00a91d42b08b08d9_2017-05-01 5.996072
## 10 air_00a91d42b08b08d9_2017-05-02 5.996072
## 11 air_00a91d42b08b08d9_2017-05-03 5.996072
## 12 air_00a91d42b08b08d9_2017-05-04 5.996072
## 13 air_00a91d42b08b08d9_2017-05-05 5.996072
## 14 air_00a91d42b08b08d9_2017-05-06 5.996072
## 15 air_00a91d42b08b08d9_2017-05-07 5.996072
## 16 air_00a91d42b08b08d9_2017-05-08 5.996072
## 17 air_00a91d42b08b08d9_2017-05-09 5.996072
## 18 air_00a91d42b08b08d9_2017-05-10 5.996072
## 19 air_00a91d42b08b08d9_2017-05-11 5.996072
## 20 air_00a91d42b08b08d9_2017-05-12 5.996072
## 21 air_00a91d42b08b08d9_2017-05-13 5.996072
## 22 air_00a91d42b08b08d9_2017-05-14 5.996072
## 23 air_00a91d42b08b08d9_2017-05-15 5.996072
## 24 air_00a91d42b08b08d9_2017-05-16 5.996072
## 25 air_00a91d42b08b08d9_2017-05-17 5.996072
## 26 air_00a91d42b08b08d9_2017-05-18 5.996072
## 27 air_00a91d42b08b08d9_2017-05-19 5.996072
## 28 air_00a91d42b08b08d9_2017-05-20 5.996072
## 29 air_00a91d42b08b08d9_2017-05-21 5.996072
## 30 air_00a91d42b08b08d9_2017-05-22 5.996072
## 31 air_00a91d42b08b08d9_2017-05-23 5.996072
## 32 air_00a91d42b08b08d9_2017-05-24 5.996072
## 33 air_00a91d42b08b08d9_2017-05-25 5.996072
## 34 air_00a91d42b08b08d9_2017-05-26 5.996072
## 35 air_00a91d42b08b08d9_2017-05-27 5.996072
## 36 air_00a91d42b08b08d9_2017-05-28 5.996072
## 37 air_00a91d42b08b08d9_2017-05-29 5.996072
## 38 air_00a91d42b08b08d9_2017-05-30 5.996072
## 39 air_00a91d42b08b08d9_2017-05-31 5.996072
## 40 air_0164b9927d20bcc3_2017-04-23 5.996072
## 41 air_0164b9927d20bcc3_2017-04-24 5.996072
## 42 air_0164b9927d20bcc3_2017-04-25 5.996072
## 43 air_0164b9927d20bcc3_2017-04-26 5.996072
## 44 air_0164b9927d20bcc3_2017-04-27 5.996072
## 45 air_0164b9927d20bcc3_2017-04-28 5.996072
## 46 air_0164b9927d20bcc3_2017-04-29 5.996072
## 47 air_0164b9927d20bcc3_2017-04-30 5.996072
## 48 air_0164b9927d20bcc3_2017-05-01 5.996072
## 49 air_0164b9927d20bcc3_2017-05-02 5.996072
## 50 air_0164b9927d20bcc3_2017-05-03 5.996072
## 51 air_0164b9927d20bcc3_2017-05-04 5.996072
## 52 air_0164b9927d20bcc3_2017-05-05 5.996072
## 53 air_0164b9927d20bcc3_2017-05-06 5.996072
## 54 air_0164b9927d20bcc3_2017-05-07 5.996072
## 55 air_0164b9927d20bcc3_2017-05-08 5.996072
## 56 air_0164b9927d20bcc3_2017-05-09 5.996072
## 57 air_0164b9927d20bcc3_2017-05-10 5.996072
## 58 air_0164b9927d20bcc3_2017-05-11 5.996072
## 59 air_0164b9927d20bcc3_2017-05-12 5.996072
## 60 air_0164b9927d20bcc3_2017-05-13 5.996072
## 61 air_0164b9927d20bcc3_2017-05-14 5.996072
## 62 air_0164b9927d20bcc3_2017-05-15 5.996072
## 63 air_0164b9927d20bcc3_2017-05-16 5.996072
## 64 air_0164b9927d20bcc3_2017-05-17 5.996072
## 65 air_0164b9927d20bcc3_2017-05-18 5.996072
## 66 air_0164b9927d20bcc3_2017-05-19 5.996072
## 67 air_0164b9927d20bcc3_2017-05-20 5.996072
## 68 air_0164b9927d20bcc3_2017-05-21 5.996072
## 69 air_0164b9927d20bcc3_2017-05-22 5.996072
## 70 air_0164b9927d20bcc3_2017-05-23 5.996072
## 71 air_0164b9927d20bcc3_2017-05-24 5.996072
## 72 air_0164b9927d20bcc3_2017-05-25 5.996072
## 73 air_0164b9927d20bcc3_2017-05-26 5.996072
## 74 air_0164b9927d20bcc3_2017-05-27 5.996072
## 75 air_0164b9927d20bcc3_2017-05-28 5.996072
## 76 air_0164b9927d20bcc3_2017-05-29 5.996072
## 77 air_0164b9927d20bcc3_2017-05-30 5.996072
## 78 air_0164b9927d20bcc3_2017-05-31 5.996072
## 79 air_0241aa3964b7f861_2017-04-23 5.996072
## 80 air_0241aa3964b7f861_2017-04-24 5.996072
## 81 air_0241aa3964b7f861_2017-04-25 5.996072
## 82 air_0241aa3964b7f861_2017-04-26 5.996072
## 83 air_0241aa3964b7f861_2017-04-27 5.996072
## 84 air_0241aa3964b7f861_2017-04-28 5.996072
## 85 air_0241aa3964b7f861_2017-04-29 5.996072
## 86 air_0241aa3964b7f861_2017-04-30 5.996072
## 87 air_0241aa3964b7f861_2017-05-01 5.996072
## 88 air_0241aa3964b7f861_2017-05-02 5.996072
## 89 air_0241aa3964b7f861_2017-05-03 5.996072
## 90 air_0241aa3964b7f861_2017-05-04 5.996072
## 91 air_0241aa3964b7f861_2017-05-05 5.996072
## 92 air_0241aa3964b7f861_2017-05-06 5.996072
## 93 air_0241aa3964b7f861_2017-05-07 5.996072
## 94 air_0241aa3964b7f861_2017-05-08 5.996072
## 95 air_0241aa3964b7f861_2017-05-09 5.996072
## 96 air_0241aa3964b7f861_2017-05-10 5.996072
## 97 air_0241aa3964b7f861_2017-05-11 5.996072
## 98 air_0241aa3964b7f861_2017-05-12 5.996072
## 99 air_0241aa3964b7f861_2017-05-13 5.996072
## 100 air_0241aa3964b7f861_2017-05-14 5.996072
## 101 air_0241aa3964b7f861_2017-05-15 5.996072
## 102 air_0241aa3964b7f861_2017-05-16 5.996072
## 103 air_0241aa3964b7f861_2017-05-17 5.996072
## 104 air_0241aa3964b7f861_2017-05-18 5.996072
## 105 air_0241aa3964b7f861_2017-05-19 5.996072
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## 26504 air_d138b593ebda55cc_2017-05-15 5.996072
## 26505 air_d138b593ebda55cc_2017-05-16 5.996072
## 26506 air_d138b593ebda55cc_2017-05-17 5.996072
## 26507 air_d138b593ebda55cc_2017-05-18 5.996072
## 26508 air_d138b593ebda55cc_2017-05-19 5.996072
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## 29090 air_e88bbe2ede3467aa_2017-05-27 5.996072
## 29091 air_e88bbe2ede3467aa_2017-05-28 5.996072
## 29092 air_e88bbe2ede3467aa_2017-05-29 5.996072
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## 31724 air_fdcfef8bd859f650_2017-05-09 5.996072
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## 31726 air_fdcfef8bd859f650_2017-05-11 5.996072
## 31727 air_fdcfef8bd859f650_2017-05-12 5.996072
## 31728 air_fdcfef8bd859f650_2017-05-13 5.996072
## 31729 air_fdcfef8bd859f650_2017-05-14 5.996072
## 31730 air_fdcfef8bd859f650_2017-05-15 5.996072
## 31731 air_fdcfef8bd859f650_2017-05-16 5.996072
## 31732 air_fdcfef8bd859f650_2017-05-17 5.996072
## 31733 air_fdcfef8bd859f650_2017-05-18 5.996072
## 31734 air_fdcfef8bd859f650_2017-05-19 5.996072
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## 31785 air_fe22ef5a9cbef123_2017-05-31 5.996072
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## 31788 air_fe58c074ec1445ea_2017-04-25 5.996072
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## 31790 air_fe58c074ec1445ea_2017-04-27 5.996072
## 31791 air_fe58c074ec1445ea_2017-04-28 5.996072
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## 31795 air_fe58c074ec1445ea_2017-05-02 5.996072
## 31796 air_fe58c074ec1445ea_2017-05-03 5.996072
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## 31798 air_fe58c074ec1445ea_2017-05-05 5.996072
## 31799 air_fe58c074ec1445ea_2017-05-06 5.996072
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## 31801 air_fe58c074ec1445ea_2017-05-08 5.996072
## 31802 air_fe58c074ec1445ea_2017-05-09 5.996072
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## 31804 air_fe58c074ec1445ea_2017-05-11 5.996072
## 31805 air_fe58c074ec1445ea_2017-05-12 5.996072
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## 31810 air_fe58c074ec1445ea_2017-05-17 5.996072
## 31811 air_fe58c074ec1445ea_2017-05-18 5.996072
## 31812 air_fe58c074ec1445ea_2017-05-19 5.996072
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## 31824 air_fe58c074ec1445ea_2017-05-31 5.996072
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## 31831 air_fea5dc9594450608_2017-04-29 5.996072
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## 31851 air_fea5dc9594450608_2017-05-19 5.996072
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## 31918 air_fef9ccb3ba0da2f7_2017-05-08 5.996072
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## 31936 air_fef9ccb3ba0da2f7_2017-05-26 5.996072
## 31937 air_fef9ccb3ba0da2f7_2017-05-27 5.996072
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## 31941 air_fef9ccb3ba0da2f7_2017-05-31 5.996072
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## 31963 air_ffcc2d5087e1b476_2017-05-14 5.996072
## 31964 air_ffcc2d5087e1b476_2017-05-15 5.996072
## 31965 air_ffcc2d5087e1b476_2017-05-16 5.996072
## 31966 air_ffcc2d5087e1b476_2017-05-17 5.996072
## 31967 air_ffcc2d5087e1b476_2017-05-18 5.996072
## 31968 air_ffcc2d5087e1b476_2017-05-19 5.996072
## 31969 air_ffcc2d5087e1b476_2017-05-20 5.996072
## 31970 air_ffcc2d5087e1b476_2017-05-21 5.996072
## 31971 air_ffcc2d5087e1b476_2017-05-22 5.996072
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## 31974 air_ffcc2d5087e1b476_2017-05-25 5.996072
## 31975 air_ffcc2d5087e1b476_2017-05-26 5.996072
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## 31980 air_ffcc2d5087e1b476_2017-05-31 5.996072
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## 31982 air_fff68b929994bfbd_2017-04-24 5.996072
## 31983 air_fff68b929994bfbd_2017-04-25 5.996072
## 31984 air_fff68b929994bfbd_2017-04-26 5.996072
## 31985 air_fff68b929994bfbd_2017-04-27 5.996072
## 31986 air_fff68b929994bfbd_2017-04-28 5.996072
## 31987 air_fff68b929994bfbd_2017-04-29 5.996072
## 31988 air_fff68b929994bfbd_2017-04-30 5.996072
## 31989 air_fff68b929994bfbd_2017-05-01 5.996072
## 31990 air_fff68b929994bfbd_2017-05-02 5.996072
## 31991 air_fff68b929994bfbd_2017-05-03 5.996072
## 31992 air_fff68b929994bfbd_2017-05-04 5.996072
## 31993 air_fff68b929994bfbd_2017-05-05 5.996072
## 31994 air_fff68b929994bfbd_2017-05-06 5.996072
## 31995 air_fff68b929994bfbd_2017-05-07 5.996072
## 31996 air_fff68b929994bfbd_2017-05-08 5.996072
## 31997 air_fff68b929994bfbd_2017-05-09 5.996072
## 31998 air_fff68b929994bfbd_2017-05-10 5.996072
## 31999 air_fff68b929994bfbd_2017-05-11 5.996072
## 32000 air_fff68b929994bfbd_2017-05-12 5.996072
## 32001 air_fff68b929994bfbd_2017-05-13 5.996072
## 32002 air_fff68b929994bfbd_2017-05-14 5.996072
## 32003 air_fff68b929994bfbd_2017-05-15 5.996072
## 32004 air_fff68b929994bfbd_2017-05-16 5.996072
## 32005 air_fff68b929994bfbd_2017-05-17 5.996072
## 32006 air_fff68b929994bfbd_2017-05-18 5.996072
## 32007 air_fff68b929994bfbd_2017-05-19 5.996072
## 32008 air_fff68b929994bfbd_2017-05-20 5.996072
## 32009 air_fff68b929994bfbd_2017-05-21 5.996072
## 32010 air_fff68b929994bfbd_2017-05-22 5.996072
## 32011 air_fff68b929994bfbd_2017-05-23 5.996072
## 32012 air_fff68b929994bfbd_2017-05-24 5.996072
## 32013 air_fff68b929994bfbd_2017-05-25 5.996072
## 32014 air_fff68b929994bfbd_2017-05-26 5.996072
## 32015 air_fff68b929994bfbd_2017-05-27 5.996072
## 32016 air_fff68b929994bfbd_2017-05-28 5.996072
## 32017 air_fff68b929994bfbd_2017-05-29 5.996072
## 32018 air_fff68b929994bfbd_2017-05-30 5.996072
## 32019 air_fff68b929994bfbd_2017-05-31 5.996072
#ARIMA
arima2 <- train2_ts %>% model(ARIMA(visitors))
arima2
## # A mable: 1 x 1
## `ARIMA(visitors)`
## <model>
## 1 <ARIMA(1,1,5)>
glance(arima2)
## # A tibble: 1 × 8
## .model sigma2 log_lik AIC AICc BIC ar_roots ma_roots
## <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <list> <list>
## 1 ARIMA(visitors) 43.6 -7752541. 15505096. 15505096. 1.55e7 <cpl> <cpl>
accuracy(arima2)
## # A tibble: 1 × 10
## .model .type ME RMSE MAE MPE MAPE MASE RMSSE ACF1
## <chr> <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 ARIMA(visitors) Training 0.0000189 6.60 3.75 -58.6 82.5 0.795 0.749 1.66e-4
gg_tsresiduals(arima2)
arima_fc2 <- arima2 %>% forecast(h=200)
arima_fc2 %>% autoplot(train2_ts)
prediction4 <- predict(arima2, test_ts)
autoplot(prediction4)
s5 <- data.frame(id=sample_submission$id,visitors=prediction4$.mean)
write.csv(s5,file="Forecasting_Kaggle Visitors_ARIMA_new.csv", row.names=F)
s5
## id visitors
## 1 air_00a91d42b08b08d9_2017-04-23 5.611955
## 2 air_00a91d42b08b08d9_2017-04-24 5.687825
## 3 air_00a91d42b08b08d9_2017-04-25 5.750021
## 4 air_00a91d42b08b08d9_2017-04-26 5.800346
## 5 air_00a91d42b08b08d9_2017-04-27 5.781624
## 6 air_00a91d42b08b08d9_2017-04-28 5.780314
## 7 air_00a91d42b08b08d9_2017-04-29 5.780223
## 8 air_00a91d42b08b08d9_2017-04-30 5.780216
## 9 air_00a91d42b08b08d9_2017-05-01 5.780216
## 10 air_00a91d42b08b08d9_2017-05-02 5.780216
## 11 air_00a91d42b08b08d9_2017-05-03 5.780216
## 12 air_00a91d42b08b08d9_2017-05-04 5.780216
## 13 air_00a91d42b08b08d9_2017-05-05 5.780216
## 14 air_00a91d42b08b08d9_2017-05-06 5.780216
## 15 air_00a91d42b08b08d9_2017-05-07 5.780216
## 16 air_00a91d42b08b08d9_2017-05-08 5.780216
## 17 air_00a91d42b08b08d9_2017-05-09 5.780216
## 18 air_00a91d42b08b08d9_2017-05-10 5.780216
## 19 air_00a91d42b08b08d9_2017-05-11 5.780216
## 20 air_00a91d42b08b08d9_2017-05-12 5.780216
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## 22 air_00a91d42b08b08d9_2017-05-14 5.780216
## 23 air_00a91d42b08b08d9_2017-05-15 5.780216
## 24 air_00a91d42b08b08d9_2017-05-16 5.780216
## 25 air_00a91d42b08b08d9_2017-05-17 5.780216
## 26 air_00a91d42b08b08d9_2017-05-18 5.780216
## 27 air_00a91d42b08b08d9_2017-05-19 5.780216
## 28 air_00a91d42b08b08d9_2017-05-20 5.780216
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## 104 air_0241aa3964b7f861_2017-05-18 5.780216
## 105 air_0241aa3964b7f861_2017-05-19 5.780216
## 106 air_0241aa3964b7f861_2017-05-20 5.780216
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## 108 air_0241aa3964b7f861_2017-05-22 5.780216
## 109 air_0241aa3964b7f861_2017-05-23 5.780216
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## 115 air_0241aa3964b7f861_2017-05-29 5.780216
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## 140 air_0328696196e46f18_2017-05-15 5.780216
## 141 air_0328696196e46f18_2017-05-16 5.780216
## 142 air_0328696196e46f18_2017-05-17 5.780216
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## 144 air_0328696196e46f18_2017-05-19 5.780216
## 145 air_0328696196e46f18_2017-05-20 5.780216
## 146 air_0328696196e46f18_2017-05-21 5.780216
## 147 air_0328696196e46f18_2017-05-22 5.780216
## 148 air_0328696196e46f18_2017-05-23 5.780216
## 149 air_0328696196e46f18_2017-05-24 5.780216
## 150 air_0328696196e46f18_2017-05-25 5.780216
## 151 air_0328696196e46f18_2017-05-26 5.780216
## 152 air_0328696196e46f18_2017-05-27 5.780216
## 153 air_0328696196e46f18_2017-05-28 5.780216
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## 31893 air_fee8dcf4d619598e_2017-05-22 5.780216
## 31894 air_fee8dcf4d619598e_2017-05-23 5.780216
## 31895 air_fee8dcf4d619598e_2017-05-24 5.780216
## 31896 air_fee8dcf4d619598e_2017-05-25 5.780216
## 31897 air_fee8dcf4d619598e_2017-05-26 5.780216
## 31898 air_fee8dcf4d619598e_2017-05-27 5.780216
## 31899 air_fee8dcf4d619598e_2017-05-28 5.780216
## 31900 air_fee8dcf4d619598e_2017-05-29 5.780216
## 31901 air_fee8dcf4d619598e_2017-05-30 5.780216
## 31902 air_fee8dcf4d619598e_2017-05-31 5.780216
## 31903 air_fef9ccb3ba0da2f7_2017-04-23 5.780216
## 31904 air_fef9ccb3ba0da2f7_2017-04-24 5.780216
## 31905 air_fef9ccb3ba0da2f7_2017-04-25 5.780216
## 31906 air_fef9ccb3ba0da2f7_2017-04-26 5.780216
## 31907 air_fef9ccb3ba0da2f7_2017-04-27 5.780216
## 31908 air_fef9ccb3ba0da2f7_2017-04-28 5.780216
## 31909 air_fef9ccb3ba0da2f7_2017-04-29 5.780216
## 31910 air_fef9ccb3ba0da2f7_2017-04-30 5.780216
## 31911 air_fef9ccb3ba0da2f7_2017-05-01 5.780216
## 31912 air_fef9ccb3ba0da2f7_2017-05-02 5.780216
## 31913 air_fef9ccb3ba0da2f7_2017-05-03 5.780216
## 31914 air_fef9ccb3ba0da2f7_2017-05-04 5.780216
## 31915 air_fef9ccb3ba0da2f7_2017-05-05 5.780216
## 31916 air_fef9ccb3ba0da2f7_2017-05-06 5.780216
## 31917 air_fef9ccb3ba0da2f7_2017-05-07 5.780216
## 31918 air_fef9ccb3ba0da2f7_2017-05-08 5.780216
## 31919 air_fef9ccb3ba0da2f7_2017-05-09 5.780216
## 31920 air_fef9ccb3ba0da2f7_2017-05-10 5.780216
## 31921 air_fef9ccb3ba0da2f7_2017-05-11 5.780216
## 31922 air_fef9ccb3ba0da2f7_2017-05-12 5.780216
## 31923 air_fef9ccb3ba0da2f7_2017-05-13 5.780216
## 31924 air_fef9ccb3ba0da2f7_2017-05-14 5.780216
## 31925 air_fef9ccb3ba0da2f7_2017-05-15 5.780216
## 31926 air_fef9ccb3ba0da2f7_2017-05-16 5.780216
## 31927 air_fef9ccb3ba0da2f7_2017-05-17 5.780216
## 31928 air_fef9ccb3ba0da2f7_2017-05-18 5.780216
## 31929 air_fef9ccb3ba0da2f7_2017-05-19 5.780216
## 31930 air_fef9ccb3ba0da2f7_2017-05-20 5.780216
## 31931 air_fef9ccb3ba0da2f7_2017-05-21 5.780216
## 31932 air_fef9ccb3ba0da2f7_2017-05-22 5.780216
## 31933 air_fef9ccb3ba0da2f7_2017-05-23 5.780216
## 31934 air_fef9ccb3ba0da2f7_2017-05-24 5.780216
## 31935 air_fef9ccb3ba0da2f7_2017-05-25 5.780216
## 31936 air_fef9ccb3ba0da2f7_2017-05-26 5.780216
## 31937 air_fef9ccb3ba0da2f7_2017-05-27 5.780216
## 31938 air_fef9ccb3ba0da2f7_2017-05-28 5.780216
## 31939 air_fef9ccb3ba0da2f7_2017-05-29 5.780216
## 31940 air_fef9ccb3ba0da2f7_2017-05-30 5.780216
## 31941 air_fef9ccb3ba0da2f7_2017-05-31 5.780216
## 31942 air_ffcc2d5087e1b476_2017-04-23 5.780216
## 31943 air_ffcc2d5087e1b476_2017-04-24 5.780216
## 31944 air_ffcc2d5087e1b476_2017-04-25 5.780216
## 31945 air_ffcc2d5087e1b476_2017-04-26 5.780216
## 31946 air_ffcc2d5087e1b476_2017-04-27 5.780216
## 31947 air_ffcc2d5087e1b476_2017-04-28 5.780216
## 31948 air_ffcc2d5087e1b476_2017-04-29 5.780216
## 31949 air_ffcc2d5087e1b476_2017-04-30 5.780216
## 31950 air_ffcc2d5087e1b476_2017-05-01 5.780216
## 31951 air_ffcc2d5087e1b476_2017-05-02 5.780216
## 31952 air_ffcc2d5087e1b476_2017-05-03 5.780216
## 31953 air_ffcc2d5087e1b476_2017-05-04 5.780216
## 31954 air_ffcc2d5087e1b476_2017-05-05 5.780216
## 31955 air_ffcc2d5087e1b476_2017-05-06 5.780216
## 31956 air_ffcc2d5087e1b476_2017-05-07 5.780216
## 31957 air_ffcc2d5087e1b476_2017-05-08 5.780216
## 31958 air_ffcc2d5087e1b476_2017-05-09 5.780216
## 31959 air_ffcc2d5087e1b476_2017-05-10 5.780216
## 31960 air_ffcc2d5087e1b476_2017-05-11 5.780216
## 31961 air_ffcc2d5087e1b476_2017-05-12 5.780216
## 31962 air_ffcc2d5087e1b476_2017-05-13 5.780216
## 31963 air_ffcc2d5087e1b476_2017-05-14 5.780216
## 31964 air_ffcc2d5087e1b476_2017-05-15 5.780216
## 31965 air_ffcc2d5087e1b476_2017-05-16 5.780216
## 31966 air_ffcc2d5087e1b476_2017-05-17 5.780216
## 31967 air_ffcc2d5087e1b476_2017-05-18 5.780216
## 31968 air_ffcc2d5087e1b476_2017-05-19 5.780216
## 31969 air_ffcc2d5087e1b476_2017-05-20 5.780216
## 31970 air_ffcc2d5087e1b476_2017-05-21 5.780216
## 31971 air_ffcc2d5087e1b476_2017-05-22 5.780216
## 31972 air_ffcc2d5087e1b476_2017-05-23 5.780216
## 31973 air_ffcc2d5087e1b476_2017-05-24 5.780216
## 31974 air_ffcc2d5087e1b476_2017-05-25 5.780216
## 31975 air_ffcc2d5087e1b476_2017-05-26 5.780216
## 31976 air_ffcc2d5087e1b476_2017-05-27 5.780216
## 31977 air_ffcc2d5087e1b476_2017-05-28 5.780216
## 31978 air_ffcc2d5087e1b476_2017-05-29 5.780216
## 31979 air_ffcc2d5087e1b476_2017-05-30 5.780216
## 31980 air_ffcc2d5087e1b476_2017-05-31 5.780216
## 31981 air_fff68b929994bfbd_2017-04-23 5.780216
## 31982 air_fff68b929994bfbd_2017-04-24 5.780216
## 31983 air_fff68b929994bfbd_2017-04-25 5.780216
## 31984 air_fff68b929994bfbd_2017-04-26 5.780216
## 31985 air_fff68b929994bfbd_2017-04-27 5.780216
## 31986 air_fff68b929994bfbd_2017-04-28 5.780216
## 31987 air_fff68b929994bfbd_2017-04-29 5.780216
## 31988 air_fff68b929994bfbd_2017-04-30 5.780216
## 31989 air_fff68b929994bfbd_2017-05-01 5.780216
## 31990 air_fff68b929994bfbd_2017-05-02 5.780216
## 31991 air_fff68b929994bfbd_2017-05-03 5.780216
## 31992 air_fff68b929994bfbd_2017-05-04 5.780216
## 31993 air_fff68b929994bfbd_2017-05-05 5.780216
## 31994 air_fff68b929994bfbd_2017-05-06 5.780216
## 31995 air_fff68b929994bfbd_2017-05-07 5.780216
## 31996 air_fff68b929994bfbd_2017-05-08 5.780216
## 31997 air_fff68b929994bfbd_2017-05-09 5.780216
## 31998 air_fff68b929994bfbd_2017-05-10 5.780216
## 31999 air_fff68b929994bfbd_2017-05-11 5.780216
## 32000 air_fff68b929994bfbd_2017-05-12 5.780216
## 32001 air_fff68b929994bfbd_2017-05-13 5.780216
## 32002 air_fff68b929994bfbd_2017-05-14 5.780216
## 32003 air_fff68b929994bfbd_2017-05-15 5.780216
## 32004 air_fff68b929994bfbd_2017-05-16 5.780216
## 32005 air_fff68b929994bfbd_2017-05-17 5.780216
## 32006 air_fff68b929994bfbd_2017-05-18 5.780216
## 32007 air_fff68b929994bfbd_2017-05-19 5.780216
## 32008 air_fff68b929994bfbd_2017-05-20 5.780216
## 32009 air_fff68b929994bfbd_2017-05-21 5.780216
## 32010 air_fff68b929994bfbd_2017-05-22 5.780216
## 32011 air_fff68b929994bfbd_2017-05-23 5.780216
## 32012 air_fff68b929994bfbd_2017-05-24 5.780216
## 32013 air_fff68b929994bfbd_2017-05-25 5.780216
## 32014 air_fff68b929994bfbd_2017-05-26 5.780216
## 32015 air_fff68b929994bfbd_2017-05-27 5.780216
## 32016 air_fff68b929994bfbd_2017-05-28 5.780216
## 32017 air_fff68b929994bfbd_2017-05-29 5.780216
## 32018 air_fff68b929994bfbd_2017-05-30 5.780216
## 32019 air_fff68b929994bfbd_2017-05-31 5.780216
#Differenced ARIMA
train2_ts %>%
features(visitors, unitroot_ndiffs)
## # A tibble: 1 × 1
## ndiffs
## <int>
## 1 1
plot(diff(train2_ts$visitors))
vis_new2 <- diff(train2_ts$visitors)
vis_new2 <- vis_new2^2
ts2 <- ts(vis_new2)
train_new2 <- ts2 %>% as_tsibble()
autoplot(ACF(train_new2))
## Response variable not specified, automatically selected `var = value`
arima3 <- train_new2 %>% model(ARIMA(value))
arima3
## # A mable: 1 x 1
## `ARIMA(value)`
## <model>
## 1 <ARIMA(0,1,1)>
glance(arima3)
## # A tibble: 1 × 8
## .model sigma2 log_lik AIC AICc BIC ar_roots ma_roots
## <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <list> <list>
## 1 ARIMA(value) 1288702. -19821827. 39643659. 39643659. 3.96e7 <cpl> <cpl>
accuracy(arima3)
## # A tibble: 1 × 10
## .model .type ME RMSE MAE MPE MAPE MASE RMSSE ACF1
## <chr> <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 ARIMA(value) Training -0.0000239 1135. 103. -Inf Inf 1.18 0.987 0.415
gg_tsresiduals(arima3)
arima3_fc <- arima3 %>% forecast(h=200)
arima3_fc %>% autoplot(train_new2)
prediction5 <- predict(arima3, test_ts)
autoplot(prediction5)
s6 <- data.frame(id=sample_submission$id,visitors=prediction5$.mean)
write.csv(s6,file="Forecasting_Kaggle Visitors_ARIMA_Diff_new.csv", row.names=F)
s6
## id visitors
## 1 air_00a91d42b08b08d9_2017-04-23 8.032628
## 2 air_00a91d42b08b08d9_2017-04-24 8.032628
## 3 air_00a91d42b08b08d9_2017-04-25 8.032628
## 4 air_00a91d42b08b08d9_2017-04-26 8.032628
## 5 air_00a91d42b08b08d9_2017-04-27 8.032628
## 6 air_00a91d42b08b08d9_2017-04-28 8.032628
## 7 air_00a91d42b08b08d9_2017-04-29 8.032628
## 8 air_00a91d42b08b08d9_2017-04-30 8.032628
## 9 air_00a91d42b08b08d9_2017-05-01 8.032628
## 10 air_00a91d42b08b08d9_2017-05-02 8.032628
## 11 air_00a91d42b08b08d9_2017-05-03 8.032628
## 12 air_00a91d42b08b08d9_2017-05-04 8.032628
## 13 air_00a91d42b08b08d9_2017-05-05 8.032628
## 14 air_00a91d42b08b08d9_2017-05-06 8.032628
## 15 air_00a91d42b08b08d9_2017-05-07 8.032628
## 16 air_00a91d42b08b08d9_2017-05-08 8.032628
## 17 air_00a91d42b08b08d9_2017-05-09 8.032628
## 18 air_00a91d42b08b08d9_2017-05-10 8.032628
## 19 air_00a91d42b08b08d9_2017-05-11 8.032628
## 20 air_00a91d42b08b08d9_2017-05-12 8.032628
## 21 air_00a91d42b08b08d9_2017-05-13 8.032628
## 22 air_00a91d42b08b08d9_2017-05-14 8.032628
## 23 air_00a91d42b08b08d9_2017-05-15 8.032628
## 24 air_00a91d42b08b08d9_2017-05-16 8.032628
## 25 air_00a91d42b08b08d9_2017-05-17 8.032628
## 26 air_00a91d42b08b08d9_2017-05-18 8.032628
## 27 air_00a91d42b08b08d9_2017-05-19 8.032628
## 28 air_00a91d42b08b08d9_2017-05-20 8.032628
## 29 air_00a91d42b08b08d9_2017-05-21 8.032628
## 30 air_00a91d42b08b08d9_2017-05-22 8.032628
## 31 air_00a91d42b08b08d9_2017-05-23 8.032628
## 32 air_00a91d42b08b08d9_2017-05-24 8.032628
## 33 air_00a91d42b08b08d9_2017-05-25 8.032628
## 34 air_00a91d42b08b08d9_2017-05-26 8.032628
## 35 air_00a91d42b08b08d9_2017-05-27 8.032628
## 36 air_00a91d42b08b08d9_2017-05-28 8.032628
## 37 air_00a91d42b08b08d9_2017-05-29 8.032628
## 38 air_00a91d42b08b08d9_2017-05-30 8.032628
## 39 air_00a91d42b08b08d9_2017-05-31 8.032628
## 40 air_0164b9927d20bcc3_2017-04-23 8.032628
## 41 air_0164b9927d20bcc3_2017-04-24 8.032628
## 42 air_0164b9927d20bcc3_2017-04-25 8.032628
## 43 air_0164b9927d20bcc3_2017-04-26 8.032628
## 44 air_0164b9927d20bcc3_2017-04-27 8.032628
## 45 air_0164b9927d20bcc3_2017-04-28 8.032628
## 46 air_0164b9927d20bcc3_2017-04-29 8.032628
## 47 air_0164b9927d20bcc3_2017-04-30 8.032628
## 48 air_0164b9927d20bcc3_2017-05-01 8.032628
## 49 air_0164b9927d20bcc3_2017-05-02 8.032628
## 50 air_0164b9927d20bcc3_2017-05-03 8.032628
## 51 air_0164b9927d20bcc3_2017-05-04 8.032628
## 52 air_0164b9927d20bcc3_2017-05-05 8.032628
## 53 air_0164b9927d20bcc3_2017-05-06 8.032628
## 54 air_0164b9927d20bcc3_2017-05-07 8.032628
## 55 air_0164b9927d20bcc3_2017-05-08 8.032628
## 56 air_0164b9927d20bcc3_2017-05-09 8.032628
## 57 air_0164b9927d20bcc3_2017-05-10 8.032628
## 58 air_0164b9927d20bcc3_2017-05-11 8.032628
## 59 air_0164b9927d20bcc3_2017-05-12 8.032628
## 60 air_0164b9927d20bcc3_2017-05-13 8.032628
## 61 air_0164b9927d20bcc3_2017-05-14 8.032628
## 62 air_0164b9927d20bcc3_2017-05-15 8.032628
## 63 air_0164b9927d20bcc3_2017-05-16 8.032628
## 64 air_0164b9927d20bcc3_2017-05-17 8.032628
## 65 air_0164b9927d20bcc3_2017-05-18 8.032628
## 66 air_0164b9927d20bcc3_2017-05-19 8.032628
## 67 air_0164b9927d20bcc3_2017-05-20 8.032628
## 68 air_0164b9927d20bcc3_2017-05-21 8.032628
## 69 air_0164b9927d20bcc3_2017-05-22 8.032628
## 70 air_0164b9927d20bcc3_2017-05-23 8.032628
## 71 air_0164b9927d20bcc3_2017-05-24 8.032628
## 72 air_0164b9927d20bcc3_2017-05-25 8.032628
## 73 air_0164b9927d20bcc3_2017-05-26 8.032628
## 74 air_0164b9927d20bcc3_2017-05-27 8.032628
## 75 air_0164b9927d20bcc3_2017-05-28 8.032628
## 76 air_0164b9927d20bcc3_2017-05-29 8.032628
## 77 air_0164b9927d20bcc3_2017-05-30 8.032628
## 78 air_0164b9927d20bcc3_2017-05-31 8.032628
## 79 air_0241aa3964b7f861_2017-04-23 8.032628
## 80 air_0241aa3964b7f861_2017-04-24 8.032628
## 81 air_0241aa3964b7f861_2017-04-25 8.032628
## 82 air_0241aa3964b7f861_2017-04-26 8.032628
## 83 air_0241aa3964b7f861_2017-04-27 8.032628
## 84 air_0241aa3964b7f861_2017-04-28 8.032628
## 85 air_0241aa3964b7f861_2017-04-29 8.032628
## 86 air_0241aa3964b7f861_2017-04-30 8.032628
## 87 air_0241aa3964b7f861_2017-05-01 8.032628
## 88 air_0241aa3964b7f861_2017-05-02 8.032628
## 89 air_0241aa3964b7f861_2017-05-03 8.032628
## 90 air_0241aa3964b7f861_2017-05-04 8.032628
## 91 air_0241aa3964b7f861_2017-05-05 8.032628
## 92 air_0241aa3964b7f861_2017-05-06 8.032628
## 93 air_0241aa3964b7f861_2017-05-07 8.032628
## 94 air_0241aa3964b7f861_2017-05-08 8.032628
## 95 air_0241aa3964b7f861_2017-05-09 8.032628
## 96 air_0241aa3964b7f861_2017-05-10 8.032628
## 97 air_0241aa3964b7f861_2017-05-11 8.032628
## 98 air_0241aa3964b7f861_2017-05-12 8.032628
## 99 air_0241aa3964b7f861_2017-05-13 8.032628
## 100 air_0241aa3964b7f861_2017-05-14 8.032628
## 101 air_0241aa3964b7f861_2017-05-15 8.032628
## 102 air_0241aa3964b7f861_2017-05-16 8.032628
## 103 air_0241aa3964b7f861_2017-05-17 8.032628
## 104 air_0241aa3964b7f861_2017-05-18 8.032628
## 105 air_0241aa3964b7f861_2017-05-19 8.032628
## 106 air_0241aa3964b7f861_2017-05-20 8.032628
## 107 air_0241aa3964b7f861_2017-05-21 8.032628
## 108 air_0241aa3964b7f861_2017-05-22 8.032628
## 109 air_0241aa3964b7f861_2017-05-23 8.032628
## 110 air_0241aa3964b7f861_2017-05-24 8.032628
## 111 air_0241aa3964b7f861_2017-05-25 8.032628
## 112 air_0241aa3964b7f861_2017-05-26 8.032628
## 113 air_0241aa3964b7f861_2017-05-27 8.032628
## 114 air_0241aa3964b7f861_2017-05-28 8.032628
## 115 air_0241aa3964b7f861_2017-05-29 8.032628
## 116 air_0241aa3964b7f861_2017-05-30 8.032628
## 117 air_0241aa3964b7f861_2017-05-31 8.032628
## 118 air_0328696196e46f18_2017-04-23 8.032628
## 119 air_0328696196e46f18_2017-04-24 8.032628
## 120 air_0328696196e46f18_2017-04-25 8.032628
## 121 air_0328696196e46f18_2017-04-26 8.032628
## 122 air_0328696196e46f18_2017-04-27 8.032628
## 123 air_0328696196e46f18_2017-04-28 8.032628
## 124 air_0328696196e46f18_2017-04-29 8.032628
## 125 air_0328696196e46f18_2017-04-30 8.032628
## 126 air_0328696196e46f18_2017-05-01 8.032628
## 127 air_0328696196e46f18_2017-05-02 8.032628
## 128 air_0328696196e46f18_2017-05-03 8.032628
## 129 air_0328696196e46f18_2017-05-04 8.032628
## 130 air_0328696196e46f18_2017-05-05 8.032628
## 131 air_0328696196e46f18_2017-05-06 8.032628
## 132 air_0328696196e46f18_2017-05-07 8.032628
## 133 air_0328696196e46f18_2017-05-08 8.032628
## 134 air_0328696196e46f18_2017-05-09 8.032628
## 135 air_0328696196e46f18_2017-05-10 8.032628
## 136 air_0328696196e46f18_2017-05-11 8.032628
## 137 air_0328696196e46f18_2017-05-12 8.032628
## 138 air_0328696196e46f18_2017-05-13 8.032628
## 139 air_0328696196e46f18_2017-05-14 8.032628
## 140 air_0328696196e46f18_2017-05-15 8.032628
## 141 air_0328696196e46f18_2017-05-16 8.032628
## 142 air_0328696196e46f18_2017-05-17 8.032628
## 143 air_0328696196e46f18_2017-05-18 8.032628
## 144 air_0328696196e46f18_2017-05-19 8.032628
## 145 air_0328696196e46f18_2017-05-20 8.032628
## 146 air_0328696196e46f18_2017-05-21 8.032628
## 147 air_0328696196e46f18_2017-05-22 8.032628
## 148 air_0328696196e46f18_2017-05-23 8.032628
## 149 air_0328696196e46f18_2017-05-24 8.032628
## 150 air_0328696196e46f18_2017-05-25 8.032628
## 151 air_0328696196e46f18_2017-05-26 8.032628
## 152 air_0328696196e46f18_2017-05-27 8.032628
## 153 air_0328696196e46f18_2017-05-28 8.032628
## 154 air_0328696196e46f18_2017-05-29 8.032628
## 155 air_0328696196e46f18_2017-05-30 8.032628
## 156 air_0328696196e46f18_2017-05-31 8.032628
## 157 air_034a3d5b40d5b1b1_2017-04-23 8.032628
## 158 air_034a3d5b40d5b1b1_2017-04-24 8.032628
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## 1918 air_12c4fb7a423df20d_2017-04-29 8.032628
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## 1929 air_12c4fb7a423df20d_2017-05-10 8.032628
## 1930 air_12c4fb7a423df20d_2017-05-11 8.032628
## 1931 air_12c4fb7a423df20d_2017-05-12 8.032628
## 1932 air_12c4fb7a423df20d_2017-05-13 8.032628
## 1933 air_12c4fb7a423df20d_2017-05-14 8.032628
## 1934 air_12c4fb7a423df20d_2017-05-15 8.032628
## 1935 air_12c4fb7a423df20d_2017-05-16 8.032628
## 1936 air_12c4fb7a423df20d_2017-05-17 8.032628
## 1937 air_12c4fb7a423df20d_2017-05-18 8.032628
## 1938 air_12c4fb7a423df20d_2017-05-19 8.032628
## 1939 air_12c4fb7a423df20d_2017-05-20 8.032628
## 1940 air_12c4fb7a423df20d_2017-05-21 8.032628
## 1941 air_12c4fb7a423df20d_2017-05-22 8.032628
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## 1943 air_12c4fb7a423df20d_2017-05-24 8.032628
## 1944 air_12c4fb7a423df20d_2017-05-25 8.032628
## 1945 air_12c4fb7a423df20d_2017-05-26 8.032628
## 1946 air_12c4fb7a423df20d_2017-05-27 8.032628
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## 1949 air_12c4fb7a423df20d_2017-05-30 8.032628
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## 1953 air_138ee734ac79ff90_2017-04-25 8.032628
## 1954 air_138ee734ac79ff90_2017-04-26 8.032628
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## 1956 air_138ee734ac79ff90_2017-04-28 8.032628
## 1957 air_138ee734ac79ff90_2017-04-29 8.032628
## 1958 air_138ee734ac79ff90_2017-04-30 8.032628
## 1959 air_138ee734ac79ff90_2017-05-01 8.032628
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## 1962 air_138ee734ac79ff90_2017-05-04 8.032628
## 1963 air_138ee734ac79ff90_2017-05-05 8.032628
## 1964 air_138ee734ac79ff90_2017-05-06 8.032628
## 1965 air_138ee734ac79ff90_2017-05-07 8.032628
## 1966 air_138ee734ac79ff90_2017-05-08 8.032628
## 1967 air_138ee734ac79ff90_2017-05-09 8.032628
## 1968 air_138ee734ac79ff90_2017-05-10 8.032628
## 1969 air_138ee734ac79ff90_2017-05-11 8.032628
## 1970 air_138ee734ac79ff90_2017-05-12 8.032628
## 1971 air_138ee734ac79ff90_2017-05-13 8.032628
## 1972 air_138ee734ac79ff90_2017-05-14 8.032628
## 1973 air_138ee734ac79ff90_2017-05-15 8.032628
## 1974 air_138ee734ac79ff90_2017-05-16 8.032628
## 1975 air_138ee734ac79ff90_2017-05-17 8.032628
## 1976 air_138ee734ac79ff90_2017-05-18 8.032628
## 1977 air_138ee734ac79ff90_2017-05-19 8.032628
## 1978 air_138ee734ac79ff90_2017-05-20 8.032628
## 1979 air_138ee734ac79ff90_2017-05-21 8.032628
## 1980 air_138ee734ac79ff90_2017-05-22 8.032628
## 1981 air_138ee734ac79ff90_2017-05-23 8.032628
## 1982 air_138ee734ac79ff90_2017-05-24 8.032628
## 1983 air_138ee734ac79ff90_2017-05-25 8.032628
## 1984 air_138ee734ac79ff90_2017-05-26 8.032628
## 1985 air_138ee734ac79ff90_2017-05-27 8.032628
## 1986 air_138ee734ac79ff90_2017-05-28 8.032628
## 1987 air_138ee734ac79ff90_2017-05-29 8.032628
## 1988 air_138ee734ac79ff90_2017-05-30 8.032628
## 1989 air_138ee734ac79ff90_2017-05-31 8.032628
## 1990 air_138ff410757b845f_2017-04-23 8.032628
## 1991 air_138ff410757b845f_2017-04-24 8.032628
## 1992 air_138ff410757b845f_2017-04-25 8.032628
## 1993 air_138ff410757b845f_2017-04-26 8.032628
## 1994 air_138ff410757b845f_2017-04-27 8.032628
## 1995 air_138ff410757b845f_2017-04-28 8.032628
## 1996 air_138ff410757b845f_2017-04-29 8.032628
## 1997 air_138ff410757b845f_2017-04-30 8.032628
## 1998 air_138ff410757b845f_2017-05-01 8.032628
## 1999 air_138ff410757b845f_2017-05-02 8.032628
## 2000 air_138ff410757b845f_2017-05-03 8.032628
## 2001 air_138ff410757b845f_2017-05-04 8.032628
## 2002 air_138ff410757b845f_2017-05-05 8.032628
## 2003 air_138ff410757b845f_2017-05-06 8.032628
## 2004 air_138ff410757b845f_2017-05-07 8.032628
## 2005 air_138ff410757b845f_2017-05-08 8.032628
## 2006 air_138ff410757b845f_2017-05-09 8.032628
## 2007 air_138ff410757b845f_2017-05-10 8.032628
## 2008 air_138ff410757b845f_2017-05-11 8.032628
## 2009 air_138ff410757b845f_2017-05-12 8.032628
## 2010 air_138ff410757b845f_2017-05-13 8.032628
## 2011 air_138ff410757b845f_2017-05-14 8.032628
## 2012 air_138ff410757b845f_2017-05-15 8.032628
## 2013 air_138ff410757b845f_2017-05-16 8.032628
## 2014 air_138ff410757b845f_2017-05-17 8.032628
## 2015 air_138ff410757b845f_2017-05-18 8.032628
## 2016 air_138ff410757b845f_2017-05-19 8.032628
## 2017 air_138ff410757b845f_2017-05-20 8.032628
## 2018 air_138ff410757b845f_2017-05-21 8.032628
## 2019 air_138ff410757b845f_2017-05-22 8.032628
## 2020 air_138ff410757b845f_2017-05-23 8.032628
## 2021 air_138ff410757b845f_2017-05-24 8.032628
## 2022 air_138ff410757b845f_2017-05-25 8.032628
## 2023 air_138ff410757b845f_2017-05-26 8.032628
## 2024 air_138ff410757b845f_2017-05-27 8.032628
## 2025 air_138ff410757b845f_2017-05-28 8.032628
## 2026 air_138ff410757b845f_2017-05-29 8.032628
## 2027 air_138ff410757b845f_2017-05-30 8.032628
## 2028 air_138ff410757b845f_2017-05-31 8.032628
## 2029 air_1408dd53f31a8a65_2017-04-23 8.032628
## 2030 air_1408dd53f31a8a65_2017-04-24 8.032628
## 2031 air_1408dd53f31a8a65_2017-04-25 8.032628
## 2032 air_1408dd53f31a8a65_2017-04-26 8.032628
## 2033 air_1408dd53f31a8a65_2017-04-27 8.032628
## 2034 air_1408dd53f31a8a65_2017-04-28 8.032628
## 2035 air_1408dd53f31a8a65_2017-04-29 8.032628
## 2036 air_1408dd53f31a8a65_2017-04-30 8.032628
## 2037 air_1408dd53f31a8a65_2017-05-01 8.032628
## 2038 air_1408dd53f31a8a65_2017-05-02 8.032628
## 2039 air_1408dd53f31a8a65_2017-05-03 8.032628
## 2040 air_1408dd53f31a8a65_2017-05-04 8.032628
## 2041 air_1408dd53f31a8a65_2017-05-05 8.032628
## 2042 air_1408dd53f31a8a65_2017-05-06 8.032628
## 2043 air_1408dd53f31a8a65_2017-05-07 8.032628
## 2044 air_1408dd53f31a8a65_2017-05-08 8.032628
## 2045 air_1408dd53f31a8a65_2017-05-09 8.032628
## 2046 air_1408dd53f31a8a65_2017-05-10 8.032628
## 2047 air_1408dd53f31a8a65_2017-05-11 8.032628
## 2048 air_1408dd53f31a8a65_2017-05-12 8.032628
## 2049 air_1408dd53f31a8a65_2017-05-13 8.032628
## 2050 air_1408dd53f31a8a65_2017-05-14 8.032628
## 2051 air_1408dd53f31a8a65_2017-05-15 8.032628
## 2052 air_1408dd53f31a8a65_2017-05-16 8.032628
## 2053 air_1408dd53f31a8a65_2017-05-17 8.032628
## 2054 air_1408dd53f31a8a65_2017-05-18 8.032628
## 2055 air_1408dd53f31a8a65_2017-05-19 8.032628
## 2056 air_1408dd53f31a8a65_2017-05-20 8.032628
## 2057 air_1408dd53f31a8a65_2017-05-21 8.032628
## 2058 air_1408dd53f31a8a65_2017-05-22 8.032628
## 2059 air_1408dd53f31a8a65_2017-05-23 8.032628
## 2060 air_1408dd53f31a8a65_2017-05-24 8.032628
## 2061 air_1408dd53f31a8a65_2017-05-25 8.032628
## 2062 air_1408dd53f31a8a65_2017-05-26 8.032628
## 2063 air_1408dd53f31a8a65_2017-05-27 8.032628
## 2064 air_1408dd53f31a8a65_2017-05-28 8.032628
## 2065 air_1408dd53f31a8a65_2017-05-29 8.032628
## 2066 air_1408dd53f31a8a65_2017-05-30 8.032628
## 2067 air_1408dd53f31a8a65_2017-05-31 8.032628
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## 2069 air_142e78ba7001da9c_2017-04-24 8.032628
## 2070 air_142e78ba7001da9c_2017-04-25 8.032628
## 2071 air_142e78ba7001da9c_2017-04-26 8.032628
## 2072 air_142e78ba7001da9c_2017-04-27 8.032628
## 2073 air_142e78ba7001da9c_2017-04-28 8.032628
## 2074 air_142e78ba7001da9c_2017-04-29 8.032628
## 2075 air_142e78ba7001da9c_2017-04-30 8.032628
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## 2077 air_142e78ba7001da9c_2017-05-02 8.032628
## 2078 air_142e78ba7001da9c_2017-05-03 8.032628
## 2079 air_142e78ba7001da9c_2017-05-04 8.032628
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## 2081 air_142e78ba7001da9c_2017-05-06 8.032628
## 2082 air_142e78ba7001da9c_2017-05-07 8.032628
## 2083 air_142e78ba7001da9c_2017-05-08 8.032628
## 2084 air_142e78ba7001da9c_2017-05-09 8.032628
## 2085 air_142e78ba7001da9c_2017-05-10 8.032628
## 2086 air_142e78ba7001da9c_2017-05-11 8.032628
## 2087 air_142e78ba7001da9c_2017-05-12 8.032628
## 2088 air_142e78ba7001da9c_2017-05-13 8.032628
## 2089 air_142e78ba7001da9c_2017-05-14 8.032628
## 2090 air_142e78ba7001da9c_2017-05-15 8.032628
## 2091 air_142e78ba7001da9c_2017-05-16 8.032628
## 2092 air_142e78ba7001da9c_2017-05-17 8.032628
## 2093 air_142e78ba7001da9c_2017-05-18 8.032628
## 2094 air_142e78ba7001da9c_2017-05-19 8.032628
## 2095 air_142e78ba7001da9c_2017-05-20 8.032628
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## 2099 air_142e78ba7001da9c_2017-05-24 8.032628
## 2100 air_142e78ba7001da9c_2017-05-25 8.032628
## 2101 air_142e78ba7001da9c_2017-05-26 8.032628
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## 2103 air_142e78ba7001da9c_2017-05-28 8.032628
## 2104 air_142e78ba7001da9c_2017-05-29 8.032628
## 2105 air_142e78ba7001da9c_2017-05-30 8.032628
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## 2114 air_1509881b22965b34_2017-04-30 8.032628
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## 2121 air_1509881b22965b34_2017-05-07 8.032628
## 2122 air_1509881b22965b34_2017-05-08 8.032628
## 2123 air_1509881b22965b34_2017-05-09 8.032628
## 2124 air_1509881b22965b34_2017-05-10 8.032628
## 2125 air_1509881b22965b34_2017-05-11 8.032628
## 2126 air_1509881b22965b34_2017-05-12 8.032628
## 2127 air_1509881b22965b34_2017-05-13 8.032628
## 2128 air_1509881b22965b34_2017-05-14 8.032628
## 2129 air_1509881b22965b34_2017-05-15 8.032628
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## 2131 air_1509881b22965b34_2017-05-17 8.032628
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## 2164 air_152c1f08d7d20e07_2017-05-11 8.032628
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## 2168 air_152c1f08d7d20e07_2017-05-15 8.032628
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## 2291 air_16179d43b6ee5fd8_2017-05-21 8.032628
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## 2294 air_16179d43b6ee5fd8_2017-05-24 8.032628
## 2295 air_16179d43b6ee5fd8_2017-05-25 8.032628
## 2296 air_16179d43b6ee5fd8_2017-05-26 8.032628
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## 2312 air_1653a6c513865af3_2017-05-03 8.032628
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## 2916 air_1d3f797dd1f7cf1c_2017-05-22 8.032628
## 2917 air_1d3f797dd1f7cf1c_2017-05-23 8.032628
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## 2919 air_1d3f797dd1f7cf1c_2017-05-25 8.032628
## 2920 air_1d3f797dd1f7cf1c_2017-05-26 8.032628
## 2921 air_1d3f797dd1f7cf1c_2017-05-27 8.032628
## 2922 air_1d3f797dd1f7cf1c_2017-05-28 8.032628
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## 3212 air_1f7f8fa557bc0d55_2017-05-06 8.032628
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## 3531 air_228f10bec0bda9c8_2017-05-13 8.032628
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## 3535 air_228f10bec0bda9c8_2017-05-17 8.032628
## 3536 air_228f10bec0bda9c8_2017-05-18 8.032628
## 3537 air_228f10bec0bda9c8_2017-05-19 8.032628
## 3538 air_228f10bec0bda9c8_2017-05-20 8.032628
## 3539 air_228f10bec0bda9c8_2017-05-21 8.032628
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## 4143 air_26c5bbeb7bb82bf1_2017-05-01 8.032628
## 4144 air_26c5bbeb7bb82bf1_2017-05-02 8.032628
## 4145 air_26c5bbeb7bb82bf1_2017-05-03 8.032628
## 4146 air_26c5bbeb7bb82bf1_2017-05-04 8.032628
## 4147 air_26c5bbeb7bb82bf1_2017-05-05 8.032628
## 4148 air_26c5bbeb7bb82bf1_2017-05-06 8.032628
## 4149 air_26c5bbeb7bb82bf1_2017-05-07 8.032628
## 4150 air_26c5bbeb7bb82bf1_2017-05-08 8.032628
## 4151 air_26c5bbeb7bb82bf1_2017-05-09 8.032628
## 4152 air_26c5bbeb7bb82bf1_2017-05-10 8.032628
## 4153 air_26c5bbeb7bb82bf1_2017-05-11 8.032628
## 4154 air_26c5bbeb7bb82bf1_2017-05-12 8.032628
## 4155 air_26c5bbeb7bb82bf1_2017-05-13 8.032628
## 4156 air_26c5bbeb7bb82bf1_2017-05-14 8.032628
## 4157 air_26c5bbeb7bb82bf1_2017-05-15 8.032628
## 4158 air_26c5bbeb7bb82bf1_2017-05-16 8.032628
## 4159 air_26c5bbeb7bb82bf1_2017-05-17 8.032628
## 4160 air_26c5bbeb7bb82bf1_2017-05-18 8.032628
## 4161 air_26c5bbeb7bb82bf1_2017-05-19 8.032628
## 4162 air_26c5bbeb7bb82bf1_2017-05-20 8.032628
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## 4441 air_28dbe91c4c9656be_2017-05-26 8.032628
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## 4744 air_2aab19554f91ff82_2017-05-17 8.032628
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## 4746 air_2aab19554f91ff82_2017-05-19 8.032628
## 4747 air_2aab19554f91ff82_2017-05-20 8.032628
## 4748 air_2aab19554f91ff82_2017-05-21 8.032628
## 4749 air_2aab19554f91ff82_2017-05-22 8.032628
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## 4751 air_2aab19554f91ff82_2017-05-24 8.032628
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## 5038 air_2c989829acbd1c6b_2017-04-29 8.032628
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## 5048 air_2c989829acbd1c6b_2017-05-09 8.032628
## 5049 air_2c989829acbd1c6b_2017-05-10 8.032628
## 5050 air_2c989829acbd1c6b_2017-05-11 8.032628
## 5051 air_2c989829acbd1c6b_2017-05-12 8.032628
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## 5055 air_2c989829acbd1c6b_2017-05-16 8.032628
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## 5067 air_2c989829acbd1c6b_2017-05-28 8.032628
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## 5329 air_2fc478dc9f0a6b31_2017-05-17 8.032628
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## 5645 air_326ca454ef3558bc_2017-05-21 8.032628
## 5646 air_326ca454ef3558bc_2017-05-22 8.032628
## 5647 air_326ca454ef3558bc_2017-05-23 8.032628
## 5648 air_326ca454ef3558bc_2017-05-24 8.032628
## 5649 air_326ca454ef3558bc_2017-05-25 8.032628
## 5650 air_326ca454ef3558bc_2017-05-26 8.032628
## 5651 air_326ca454ef3558bc_2017-05-27 8.032628
## 5652 air_326ca454ef3558bc_2017-05-28 8.032628
## 5653 air_326ca454ef3558bc_2017-05-29 8.032628
## 5654 air_326ca454ef3558bc_2017-05-30 8.032628
## 5655 air_326ca454ef3558bc_2017-05-31 8.032628
## 5656 air_32b02ba5dc2027f4_2017-04-23 8.032628
## 5657 air_32b02ba5dc2027f4_2017-04-24 8.032628
## 5658 air_32b02ba5dc2027f4_2017-04-25 8.032628
## 5659 air_32b02ba5dc2027f4_2017-04-26 8.032628
## 5660 air_32b02ba5dc2027f4_2017-04-27 8.032628
## 5661 air_32b02ba5dc2027f4_2017-04-28 8.032628
## 5662 air_32b02ba5dc2027f4_2017-04-29 8.032628
## 5663 air_32b02ba5dc2027f4_2017-04-30 8.032628
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## 5675 air_32b02ba5dc2027f4_2017-05-12 8.032628
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## 5677 air_32b02ba5dc2027f4_2017-05-14 8.032628
## 5678 air_32b02ba5dc2027f4_2017-05-15 8.032628
## 5679 air_32b02ba5dc2027f4_2017-05-16 8.032628
## 5680 air_32b02ba5dc2027f4_2017-05-17 8.032628
## 5681 air_32b02ba5dc2027f4_2017-05-18 8.032628
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## 5687 air_32b02ba5dc2027f4_2017-05-24 8.032628
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## 5689 air_32b02ba5dc2027f4_2017-05-26 8.032628
## 5690 air_32b02ba5dc2027f4_2017-05-27 8.032628
## 5691 air_32b02ba5dc2027f4_2017-05-28 8.032628
## 5692 air_32b02ba5dc2027f4_2017-05-29 8.032628
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## 5694 air_32b02ba5dc2027f4_2017-05-31 8.032628
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## 5947 air_349278fa964bb12f_2017-05-11 8.032628
## 5948 air_349278fa964bb12f_2017-05-12 8.032628
## 5949 air_349278fa964bb12f_2017-05-13 8.032628
## 5950 air_349278fa964bb12f_2017-05-14 8.032628
## 5951 air_349278fa964bb12f_2017-05-15 8.032628
## 5952 air_349278fa964bb12f_2017-05-16 8.032628
## 5953 air_349278fa964bb12f_2017-05-17 8.032628
## 5954 air_349278fa964bb12f_2017-05-18 8.032628
## 5955 air_349278fa964bb12f_2017-05-19 8.032628
## 5956 air_349278fa964bb12f_2017-05-20 8.032628
## 5957 air_349278fa964bb12f_2017-05-21 8.032628
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## 7160 air_3e6cea17a9d2c0f1_2017-05-15 8.032628
## 7161 air_3e6cea17a9d2c0f1_2017-05-16 8.032628
## 7162 air_3e6cea17a9d2c0f1_2017-05-17 8.032628
## 7163 air_3e6cea17a9d2c0f1_2017-05-18 8.032628
## 7164 air_3e6cea17a9d2c0f1_2017-05-19 8.032628
## 7165 air_3e6cea17a9d2c0f1_2017-05-20 8.032628
## 7166 air_3e6cea17a9d2c0f1_2017-05-21 8.032628
## 7167 air_3e6cea17a9d2c0f1_2017-05-22 8.032628
## 7168 air_3e6cea17a9d2c0f1_2017-05-23 8.032628
## 7169 air_3e6cea17a9d2c0f1_2017-05-24 8.032628
## 7170 air_3e6cea17a9d2c0f1_2017-05-25 8.032628
## 7171 air_3e6cea17a9d2c0f1_2017-05-26 8.032628
## 7172 air_3e6cea17a9d2c0f1_2017-05-27 8.032628
## 7173 air_3e6cea17a9d2c0f1_2017-05-28 8.032628
## 7174 air_3e6cea17a9d2c0f1_2017-05-29 8.032628
## 7175 air_3e6cea17a9d2c0f1_2017-05-30 8.032628
## 7176 air_3e6cea17a9d2c0f1_2017-05-31 8.032628
## 7177 air_3e93f3c81008696d_2017-04-23 8.032628
## 7178 air_3e93f3c81008696d_2017-04-24 8.032628
## 7179 air_3e93f3c81008696d_2017-04-25 8.032628
## 7180 air_3e93f3c81008696d_2017-04-26 8.032628
## 7181 air_3e93f3c81008696d_2017-04-27 8.032628
## 7182 air_3e93f3c81008696d_2017-04-28 8.032628
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## 7462 air_414ff459ed18fa48_2017-05-05 8.032628
## 7463 air_414ff459ed18fa48_2017-05-06 8.032628
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## 7466 air_414ff459ed18fa48_2017-05-09 8.032628
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## 7468 air_414ff459ed18fa48_2017-05-11 8.032628
## 7469 air_414ff459ed18fa48_2017-05-12 8.032628
## 7470 air_414ff459ed18fa48_2017-05-13 8.032628
## 7471 air_414ff459ed18fa48_2017-05-14 8.032628
## 7472 air_414ff459ed18fa48_2017-05-15 8.032628
## 7473 air_414ff459ed18fa48_2017-05-16 8.032628
## 7474 air_414ff459ed18fa48_2017-05-17 8.032628
## 7475 air_414ff459ed18fa48_2017-05-18 8.032628
## 7476 air_414ff459ed18fa48_2017-05-19 8.032628
## 7477 air_414ff459ed18fa48_2017-05-20 8.032628
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## 7486 air_414ff459ed18fa48_2017-05-29 8.032628
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## 7751 air_43d577e0c9460e64_2017-05-21 8.032628
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## 7756 air_43d577e0c9460e64_2017-05-26 8.032628
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## 7758 air_43d577e0c9460e64_2017-05-28 8.032628
## 7759 air_43d577e0c9460e64_2017-05-29 8.032628
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## 7767 air_4433ab8e9999915f_2017-04-28 8.032628
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## 9000 air_4ce7b17062a1bf73_2017-05-22 8.032628
## 9001 air_4ce7b17062a1bf73_2017-05-23 8.032628
## 9002 air_4ce7b17062a1bf73_2017-05-24 8.032628
## 9003 air_4ce7b17062a1bf73_2017-05-25 8.032628
## 9004 air_4ce7b17062a1bf73_2017-05-26 8.032628
## 9005 air_4ce7b17062a1bf73_2017-05-27 8.032628
## 9006 air_4ce7b17062a1bf73_2017-05-28 8.032628
## 9007 air_4ce7b17062a1bf73_2017-05-29 8.032628
## 9008 air_4ce7b17062a1bf73_2017-05-30 8.032628
## 9009 air_4ce7b17062a1bf73_2017-05-31 8.032628
## 9010 air_4d21676ed11f0bac_2017-04-23 8.032628
## 9011 air_4d21676ed11f0bac_2017-04-24 8.032628
## 9012 air_4d21676ed11f0bac_2017-04-25 8.032628
## 9013 air_4d21676ed11f0bac_2017-04-26 8.032628
## 9014 air_4d21676ed11f0bac_2017-04-27 8.032628
## 9015 air_4d21676ed11f0bac_2017-04-28 8.032628
## 9016 air_4d21676ed11f0bac_2017-04-29 8.032628
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## 9019 air_4d21676ed11f0bac_2017-05-02 8.032628
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## 9025 air_4d21676ed11f0bac_2017-05-08 8.032628
## 9026 air_4d21676ed11f0bac_2017-05-09 8.032628
## 9027 air_4d21676ed11f0bac_2017-05-10 8.032628
## 9028 air_4d21676ed11f0bac_2017-05-11 8.032628
## 9029 air_4d21676ed11f0bac_2017-05-12 8.032628
## 9030 air_4d21676ed11f0bac_2017-05-13 8.032628
## 9031 air_4d21676ed11f0bac_2017-05-14 8.032628
## 9032 air_4d21676ed11f0bac_2017-05-15 8.032628
## 9033 air_4d21676ed11f0bac_2017-05-16 8.032628
## 9034 air_4d21676ed11f0bac_2017-05-17 8.032628
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## 9041 air_4d21676ed11f0bac_2017-05-24 8.032628
## 9042 air_4d21676ed11f0bac_2017-05-25 8.032628
## 9043 air_4d21676ed11f0bac_2017-05-26 8.032628
## 9044 air_4d21676ed11f0bac_2017-05-27 8.032628
## 9045 air_4d21676ed11f0bac_2017-05-28 8.032628
## 9046 air_4d21676ed11f0bac_2017-05-29 8.032628
## 9047 air_4d21676ed11f0bac_2017-05-30 8.032628
## 9048 air_4d21676ed11f0bac_2017-05-31 8.032628
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## 9150 air_4de6d887a7b1c1fc_2017-05-16 8.032628
## 9151 air_4de6d887a7b1c1fc_2017-05-17 8.032628
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## 9164 air_4de6d887a7b1c1fc_2017-05-30 8.032628
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## 9168 air_4dea8d17f6f59c56_2017-04-25 8.032628
## 9169 air_4dea8d17f6f59c56_2017-04-26 8.032628
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## 9179 air_4dea8d17f6f59c56_2017-05-06 8.032628
## 9180 air_4dea8d17f6f59c56_2017-05-07 8.032628
## 9181 air_4dea8d17f6f59c56_2017-05-08 8.032628
## 9182 air_4dea8d17f6f59c56_2017-05-09 8.032628
## 9183 air_4dea8d17f6f59c56_2017-05-10 8.032628
## 9184 air_4dea8d17f6f59c56_2017-05-11 8.032628
## 9185 air_4dea8d17f6f59c56_2017-05-12 8.032628
## 9186 air_4dea8d17f6f59c56_2017-05-13 8.032628
## 9187 air_4dea8d17f6f59c56_2017-05-14 8.032628
## 9188 air_4dea8d17f6f59c56_2017-05-15 8.032628
## 9189 air_4dea8d17f6f59c56_2017-05-16 8.032628
## 9190 air_4dea8d17f6f59c56_2017-05-17 8.032628
## 9191 air_4dea8d17f6f59c56_2017-05-18 8.032628
## 9192 air_4dea8d17f6f59c56_2017-05-19 8.032628
## 9193 air_4dea8d17f6f59c56_2017-05-20 8.032628
## 9194 air_4dea8d17f6f59c56_2017-05-21 8.032628
## 9195 air_4dea8d17f6f59c56_2017-05-22 8.032628
## 9196 air_4dea8d17f6f59c56_2017-05-23 8.032628
## 9197 air_4dea8d17f6f59c56_2017-05-24 8.032628
## 9198 air_4dea8d17f6f59c56_2017-05-25 8.032628
## 9199 air_4dea8d17f6f59c56_2017-05-26 8.032628
## 9200 air_4dea8d17f6f59c56_2017-05-27 8.032628
## 9201 air_4dea8d17f6f59c56_2017-05-28 8.032628
## 9202 air_4dea8d17f6f59c56_2017-05-29 8.032628
## 9203 air_4dea8d17f6f59c56_2017-05-30 8.032628
## 9204 air_4dea8d17f6f59c56_2017-05-31 8.032628
## 9205 air_4e1c38f68f435596_2017-04-23 8.032628
## 9206 air_4e1c38f68f435596_2017-04-24 8.032628
## 9207 air_4e1c38f68f435596_2017-04-25 8.032628
## 9208 air_4e1c38f68f435596_2017-04-26 8.032628
## 9209 air_4e1c38f68f435596_2017-04-27 8.032628
## 9210 air_4e1c38f68f435596_2017-04-28 8.032628
## 9211 air_4e1c38f68f435596_2017-04-29 8.032628
## 9212 air_4e1c38f68f435596_2017-04-30 8.032628
## 9213 air_4e1c38f68f435596_2017-05-01 8.032628
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## 9217 air_4e1c38f68f435596_2017-05-05 8.032628
## 9218 air_4e1c38f68f435596_2017-05-06 8.032628
## 9219 air_4e1c38f68f435596_2017-05-07 8.032628
## 9220 air_4e1c38f68f435596_2017-05-08 8.032628
## 9221 air_4e1c38f68f435596_2017-05-09 8.032628
## 9222 air_4e1c38f68f435596_2017-05-10 8.032628
## 9223 air_4e1c38f68f435596_2017-05-11 8.032628
## 9224 air_4e1c38f68f435596_2017-05-12 8.032628
## 9225 air_4e1c38f68f435596_2017-05-13 8.032628
## 9226 air_4e1c38f68f435596_2017-05-14 8.032628
## 9227 air_4e1c38f68f435596_2017-05-15 8.032628
## 9228 air_4e1c38f68f435596_2017-05-16 8.032628
## 9229 air_4e1c38f68f435596_2017-05-17 8.032628
## 9230 air_4e1c38f68f435596_2017-05-18 8.032628
## 9231 air_4e1c38f68f435596_2017-05-19 8.032628
## 9232 air_4e1c38f68f435596_2017-05-20 8.032628
## 9233 air_4e1c38f68f435596_2017-05-21 8.032628
## 9234 air_4e1c38f68f435596_2017-05-22 8.032628
## 9235 air_4e1c38f68f435596_2017-05-23 8.032628
## 9236 air_4e1c38f68f435596_2017-05-24 8.032628
## 9237 air_4e1c38f68f435596_2017-05-25 8.032628
## 9238 air_4e1c38f68f435596_2017-05-26 8.032628
## 9239 air_4e1c38f68f435596_2017-05-27 8.032628
## 9240 air_4e1c38f68f435596_2017-05-28 8.032628
## 9241 air_4e1c38f68f435596_2017-05-29 8.032628
## 9242 air_4e1c38f68f435596_2017-05-30 8.032628
## 9243 air_4e1c38f68f435596_2017-05-31 8.032628
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## 9245 air_4f762e840b3996e1_2017-04-24 8.032628
## 9246 air_4f762e840b3996e1_2017-04-25 8.032628
## 9247 air_4f762e840b3996e1_2017-04-26 8.032628
## 9248 air_4f762e840b3996e1_2017-04-27 8.032628
## 9249 air_4f762e840b3996e1_2017-04-28 8.032628
## 9250 air_4f762e840b3996e1_2017-04-29 8.032628
## 9251 air_4f762e840b3996e1_2017-04-30 8.032628
## 9252 air_4f762e840b3996e1_2017-05-01 8.032628
## 9253 air_4f762e840b3996e1_2017-05-02 8.032628
## 9254 air_4f762e840b3996e1_2017-05-03 8.032628
## 9255 air_4f762e840b3996e1_2017-05-04 8.032628
## 9256 air_4f762e840b3996e1_2017-05-05 8.032628
## 9257 air_4f762e840b3996e1_2017-05-06 8.032628
## 9258 air_4f762e840b3996e1_2017-05-07 8.032628
## 9259 air_4f762e840b3996e1_2017-05-08 8.032628
## 9260 air_4f762e840b3996e1_2017-05-09 8.032628
## 9261 air_4f762e840b3996e1_2017-05-10 8.032628
## 9262 air_4f762e840b3996e1_2017-05-11 8.032628
## 9263 air_4f762e840b3996e1_2017-05-12 8.032628
## 9264 air_4f762e840b3996e1_2017-05-13 8.032628
## 9265 air_4f762e840b3996e1_2017-05-14 8.032628
## 9266 air_4f762e840b3996e1_2017-05-15 8.032628
## 9267 air_4f762e840b3996e1_2017-05-16 8.032628
## 9268 air_4f762e840b3996e1_2017-05-17 8.032628
## 9269 air_4f762e840b3996e1_2017-05-18 8.032628
## 9270 air_4f762e840b3996e1_2017-05-19 8.032628
## 9271 air_4f762e840b3996e1_2017-05-20 8.032628
## 9272 air_4f762e840b3996e1_2017-05-21 8.032628
## 9273 air_4f762e840b3996e1_2017-05-22 8.032628
## 9274 air_4f762e840b3996e1_2017-05-23 8.032628
## 9275 air_4f762e840b3996e1_2017-05-24 8.032628
## 9276 air_4f762e840b3996e1_2017-05-25 8.032628
## 9277 air_4f762e840b3996e1_2017-05-26 8.032628
## 9278 air_4f762e840b3996e1_2017-05-27 8.032628
## 9279 air_4f762e840b3996e1_2017-05-28 8.032628
## 9280 air_4f762e840b3996e1_2017-05-29 8.032628
## 9281 air_4f762e840b3996e1_2017-05-30 8.032628
## 9282 air_4f762e840b3996e1_2017-05-31 8.032628
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## 9285 air_4feeb8600f131e43_2017-04-25 8.032628
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## 9287 air_4feeb8600f131e43_2017-04-27 8.032628
## 9288 air_4feeb8600f131e43_2017-04-28 8.032628
## 9289 air_4feeb8600f131e43_2017-04-29 8.032628
## 9290 air_4feeb8600f131e43_2017-04-30 8.032628
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## 9292 air_4feeb8600f131e43_2017-05-02 8.032628
## 9293 air_4feeb8600f131e43_2017-05-03 8.032628
## 9294 air_4feeb8600f131e43_2017-05-04 8.032628
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## 9863 air_55c3627912b9c849_2017-05-27 8.032628
## 9864 air_55c3627912b9c849_2017-05-28 8.032628
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## 10523 air_5c65468938c07fa5_2017-05-24 8.032628
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## 10527 air_5c65468938c07fa5_2017-05-28 8.032628
## 10528 air_5c65468938c07fa5_2017-05-29 8.032628
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## 10821 air_5e339a1f364cdb00_2017-05-10 8.032628
## 10822 air_5e339a1f364cdb00_2017-05-11 8.032628
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## 10825 air_5e339a1f364cdb00_2017-05-14 8.032628
## 10826 air_5e339a1f364cdb00_2017-05-15 8.032628
## 10827 air_5e339a1f364cdb00_2017-05-16 8.032628
## 10828 air_5e339a1f364cdb00_2017-05-17 8.032628
## 10829 air_5e339a1f364cdb00_2017-05-18 8.032628
## 10830 air_5e339a1f364cdb00_2017-05-19 8.032628
## 10831 air_5e339a1f364cdb00_2017-05-20 8.032628
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## 11098 air_5fbda8e9302f7c13_2017-05-14 8.032628
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## 11100 air_5fbda8e9302f7c13_2017-05-16 8.032628
## 11101 air_5fbda8e9302f7c13_2017-05-17 8.032628
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## 11103 air_5fbda8e9302f7c13_2017-05-19 8.032628
## 11104 air_5fbda8e9302f7c13_2017-05-20 8.032628
## 11105 air_5fbda8e9302f7c13_2017-05-21 8.032628
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## 11109 air_5fbda8e9302f7c13_2017-05-25 8.032628
## 11110 air_5fbda8e9302f7c13_2017-05-26 8.032628
## 11111 air_5fbda8e9302f7c13_2017-05-27 8.032628
## 11112 air_5fbda8e9302f7c13_2017-05-28 8.032628
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## 12037 air_64a5d5c1381837af_2017-05-17 8.032628
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## 12039 air_64a5d5c1381837af_2017-05-19 8.032628
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## 12041 air_64a5d5c1381837af_2017-05-21 8.032628
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## 12049 air_64a5d5c1381837af_2017-05-29 8.032628
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## 12330 air_673acd9fa5e0dd78_2017-04-28 8.032628
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## 12332 air_673acd9fa5e0dd78_2017-04-30 8.032628
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## 12339 air_673acd9fa5e0dd78_2017-05-07 8.032628
## 12340 air_673acd9fa5e0dd78_2017-05-08 8.032628
## 12341 air_673acd9fa5e0dd78_2017-05-09 8.032628
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## 12347 air_673acd9fa5e0dd78_2017-05-15 8.032628
## 12348 air_673acd9fa5e0dd78_2017-05-16 8.032628
## 12349 air_673acd9fa5e0dd78_2017-05-17 8.032628
## 12350 air_673acd9fa5e0dd78_2017-05-18 8.032628
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## 12361 air_673acd9fa5e0dd78_2017-05-29 8.032628
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## 12363 air_673acd9fa5e0dd78_2017-05-31 8.032628
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## 12652 air_683371d9baabf410_2017-05-08 8.032628
## 12653 air_683371d9baabf410_2017-05-09 8.032628
## 12654 air_683371d9baabf410_2017-05-10 8.032628
## 12655 air_683371d9baabf410_2017-05-11 8.032628
## 12656 air_683371d9baabf410_2017-05-12 8.032628
## 12657 air_683371d9baabf410_2017-05-13 8.032628
## 12658 air_683371d9baabf410_2017-05-14 8.032628
## 12659 air_683371d9baabf410_2017-05-15 8.032628
## 12660 air_683371d9baabf410_2017-05-16 8.032628
## 12661 air_683371d9baabf410_2017-05-17 8.032628
## 12662 air_683371d9baabf410_2017-05-18 8.032628
## 12663 air_683371d9baabf410_2017-05-19 8.032628
## 12664 air_683371d9baabf410_2017-05-20 8.032628
## 12665 air_683371d9baabf410_2017-05-21 8.032628
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## 12667 air_683371d9baabf410_2017-05-23 8.032628
## 12668 air_683371d9baabf410_2017-05-24 8.032628
## 12669 air_683371d9baabf410_2017-05-25 8.032628
## 12670 air_683371d9baabf410_2017-05-26 8.032628
## 12671 air_683371d9baabf410_2017-05-27 8.032628
## 12672 air_683371d9baabf410_2017-05-28 8.032628
## 12673 air_683371d9baabf410_2017-05-29 8.032628
## 12674 air_683371d9baabf410_2017-05-30 8.032628
## 12675 air_683371d9baabf410_2017-05-31 8.032628
## 12676 air_6836438b543ba698_2017-04-23 8.032628
## 12677 air_6836438b543ba698_2017-04-24 8.032628
## 12678 air_6836438b543ba698_2017-04-25 8.032628
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## 12680 air_6836438b543ba698_2017-04-27 8.032628
## 12681 air_6836438b543ba698_2017-04-28 8.032628
## 12682 air_6836438b543ba698_2017-04-29 8.032628
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## 12748 air_6873982b9e19c7ad_2017-05-26 8.032628
## 12749 air_6873982b9e19c7ad_2017-05-27 8.032628
## 12750 air_6873982b9e19c7ad_2017-05-28 8.032628
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## 12944 air_694571ea13fb9e0e_2017-05-27 8.032628
## 12945 air_694571ea13fb9e0e_2017-05-28 8.032628
## 12946 air_694571ea13fb9e0e_2017-05-29 8.032628
## 12947 air_694571ea13fb9e0e_2017-05-30 8.032628
## 12948 air_694571ea13fb9e0e_2017-05-31 8.032628
## 12949 air_6a15e4eae523189d_2017-04-23 8.032628
## 12950 air_6a15e4eae523189d_2017-04-24 8.032628
## 12951 air_6a15e4eae523189d_2017-04-25 8.032628
## 12952 air_6a15e4eae523189d_2017-04-26 8.032628
## 12953 air_6a15e4eae523189d_2017-04-27 8.032628
## 12954 air_6a15e4eae523189d_2017-04-28 8.032628
## 12955 air_6a15e4eae523189d_2017-04-29 8.032628
## 12956 air_6a15e4eae523189d_2017-04-30 8.032628
## 12957 air_6a15e4eae523189d_2017-05-01 8.032628
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## 12962 air_6a15e4eae523189d_2017-05-06 8.032628
## 12963 air_6a15e4eae523189d_2017-05-07 8.032628
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## 12965 air_6a15e4eae523189d_2017-05-09 8.032628
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## 12967 air_6a15e4eae523189d_2017-05-11 8.032628
## 12968 air_6a15e4eae523189d_2017-05-12 8.032628
## 12969 air_6a15e4eae523189d_2017-05-13 8.032628
## 12970 air_6a15e4eae523189d_2017-05-14 8.032628
## 12971 air_6a15e4eae523189d_2017-05-15 8.032628
## 12972 air_6a15e4eae523189d_2017-05-16 8.032628
## 12973 air_6a15e4eae523189d_2017-05-17 8.032628
## 12974 air_6a15e4eae523189d_2017-05-18 8.032628
## 12975 air_6a15e4eae523189d_2017-05-19 8.032628
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## 12982 air_6a15e4eae523189d_2017-05-26 8.032628
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## 12984 air_6a15e4eae523189d_2017-05-28 8.032628
## 12985 air_6a15e4eae523189d_2017-05-29 8.032628
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## 13169 air_6b942d5ebbc759c2_2017-05-18 8.032628
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## 13205 air_6b9fa44a9cf504a1_2017-05-15 8.032628
## 13206 air_6b9fa44a9cf504a1_2017-05-16 8.032628
## 13207 air_6b9fa44a9cf504a1_2017-05-17 8.032628
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## 13209 air_6b9fa44a9cf504a1_2017-05-19 8.032628
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## 13221 air_6b9fa44a9cf504a1_2017-05-31 8.032628
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## 13224 air_6c1128955c58b690_2017-04-25 8.032628
## 13225 air_6c1128955c58b690_2017-04-26 8.032628
## 13226 air_6c1128955c58b690_2017-04-27 8.032628
## 13227 air_6c1128955c58b690_2017-04-28 8.032628
## 13228 air_6c1128955c58b690_2017-04-29 8.032628
## 13229 air_6c1128955c58b690_2017-04-30 8.032628
## 13230 air_6c1128955c58b690_2017-05-01 8.032628
## 13231 air_6c1128955c58b690_2017-05-02 8.032628
## 13232 air_6c1128955c58b690_2017-05-03 8.032628
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## 13234 air_6c1128955c58b690_2017-05-05 8.032628
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## 13237 air_6c1128955c58b690_2017-05-08 8.032628
## 13238 air_6c1128955c58b690_2017-05-09 8.032628
## 13239 air_6c1128955c58b690_2017-05-10 8.032628
## 13240 air_6c1128955c58b690_2017-05-11 8.032628
## 13241 air_6c1128955c58b690_2017-05-12 8.032628
## 13242 air_6c1128955c58b690_2017-05-13 8.032628
## 13243 air_6c1128955c58b690_2017-05-14 8.032628
## 13244 air_6c1128955c58b690_2017-05-15 8.032628
## 13245 air_6c1128955c58b690_2017-05-16 8.032628
## 13246 air_6c1128955c58b690_2017-05-17 8.032628
## 13247 air_6c1128955c58b690_2017-05-18 8.032628
## 13248 air_6c1128955c58b690_2017-05-19 8.032628
## 13249 air_6c1128955c58b690_2017-05-20 8.032628
## 13250 air_6c1128955c58b690_2017-05-21 8.032628
## 13251 air_6c1128955c58b690_2017-05-22 8.032628
## 13252 air_6c1128955c58b690_2017-05-23 8.032628
## 13253 air_6c1128955c58b690_2017-05-24 8.032628
## 13254 air_6c1128955c58b690_2017-05-25 8.032628
## 13255 air_6c1128955c58b690_2017-05-26 8.032628
## 13256 air_6c1128955c58b690_2017-05-27 8.032628
## 13257 air_6c1128955c58b690_2017-05-28 8.032628
## 13258 air_6c1128955c58b690_2017-05-29 8.032628
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## 14484 air_75bd5d1b6dc6670d_2017-05-07 8.032628
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## 15070 air_7c7774c66fb237f7_2017-05-08 8.032628
## 15071 air_7c7774c66fb237f7_2017-05-09 8.032628
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## 15073 air_7c7774c66fb237f7_2017-05-11 8.032628
## 15074 air_7c7774c66fb237f7_2017-05-12 8.032628
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## 15077 air_7c7774c66fb237f7_2017-05-15 8.032628
## 15078 air_7c7774c66fb237f7_2017-05-16 8.032628
## 15079 air_7c7774c66fb237f7_2017-05-17 8.032628
## 15080 air_7c7774c66fb237f7_2017-05-18 8.032628
## 15081 air_7c7774c66fb237f7_2017-05-19 8.032628
## 15082 air_7c7774c66fb237f7_2017-05-20 8.032628
## 15083 air_7c7774c66fb237f7_2017-05-21 8.032628
## 15084 air_7c7774c66fb237f7_2017-05-22 8.032628
## 15085 air_7c7774c66fb237f7_2017-05-23 8.032628
## 15086 air_7c7774c66fb237f7_2017-05-24 8.032628
## 15087 air_7c7774c66fb237f7_2017-05-25 8.032628
## 15088 air_7c7774c66fb237f7_2017-05-26 8.032628
## 15089 air_7c7774c66fb237f7_2017-05-27 8.032628
## 15090 air_7c7774c66fb237f7_2017-05-28 8.032628
## 15091 air_7c7774c66fb237f7_2017-05-29 8.032628
## 15092 air_7c7774c66fb237f7_2017-05-30 8.032628
## 15093 air_7c7774c66fb237f7_2017-05-31 8.032628
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## 15375 air_7f3dc18494bce98b_2017-05-01 8.032628
## 15376 air_7f3dc18494bce98b_2017-05-02 8.032628
## 15377 air_7f3dc18494bce98b_2017-05-03 8.032628
## 15378 air_7f3dc18494bce98b_2017-05-04 8.032628
## 15379 air_7f3dc18494bce98b_2017-05-05 8.032628
## 15380 air_7f3dc18494bce98b_2017-05-06 8.032628
## 15381 air_7f3dc18494bce98b_2017-05-07 8.032628
## 15382 air_7f3dc18494bce98b_2017-05-08 8.032628
## 15383 air_7f3dc18494bce98b_2017-05-09 8.032628
## 15384 air_7f3dc18494bce98b_2017-05-10 8.032628
## 15385 air_7f3dc18494bce98b_2017-05-11 8.032628
## 15386 air_7f3dc18494bce98b_2017-05-12 8.032628
## 15387 air_7f3dc18494bce98b_2017-05-13 8.032628
## 15388 air_7f3dc18494bce98b_2017-05-14 8.032628
## 15389 air_7f3dc18494bce98b_2017-05-15 8.032628
## 15390 air_7f3dc18494bce98b_2017-05-16 8.032628
## 15391 air_7f3dc18494bce98b_2017-05-17 8.032628
## 15392 air_7f3dc18494bce98b_2017-05-18 8.032628
## 15393 air_7f3dc18494bce98b_2017-05-19 8.032628
## 15394 air_7f3dc18494bce98b_2017-05-20 8.032628
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## 15659 air_81a12d67c22e012f_2017-05-12 8.032628
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## 15661 air_81a12d67c22e012f_2017-05-14 8.032628
## 15662 air_81a12d67c22e012f_2017-05-15 8.032628
## 15663 air_81a12d67c22e012f_2017-05-16 8.032628
## 15664 air_81a12d67c22e012f_2017-05-17 8.032628
## 15665 air_81a12d67c22e012f_2017-05-18 8.032628
## 15666 air_81a12d67c22e012f_2017-05-19 8.032628
## 15667 air_81a12d67c22e012f_2017-05-20 8.032628
## 15668 air_81a12d67c22e012f_2017-05-21 8.032628
## 15669 air_81a12d67c22e012f_2017-05-22 8.032628
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## 15671 air_81a12d67c22e012f_2017-05-24 8.032628
## 15672 air_81a12d67c22e012f_2017-05-25 8.032628
## 15673 air_81a12d67c22e012f_2017-05-26 8.032628
## 15674 air_81a12d67c22e012f_2017-05-27 8.032628
## 15675 air_81a12d67c22e012f_2017-05-28 8.032628
## 15676 air_81a12d67c22e012f_2017-05-29 8.032628
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## 15990 air_83db5aff8f50478e_2017-05-31 8.032628
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## 16300 air_86f7b2109e4abd65_2017-05-29 8.032628
## 16301 air_86f7b2109e4abd65_2017-05-30 8.032628
## 16302 air_86f7b2109e4abd65_2017-05-31 8.032628
## 16303 air_87059630ab6fe47f_2017-04-23 8.032628
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## 16620 air_883ca28ef0ed3d55_2017-04-28 8.032628
## 16621 air_883ca28ef0ed3d55_2017-04-29 8.032628
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## 16926 air_8a59bb0c497b771e_2017-05-31 8.032628
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## 17189 air_8d50c64692322dff_2017-05-21 8.032628
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## 17199 air_8d50c64692322dff_2017-05-31 8.032628
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## 17227 air_8d61f49aa0373492_2017-05-20 8.032628
## 17228 air_8d61f49aa0373492_2017-05-21 8.032628
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## 17238 air_8d61f49aa0373492_2017-05-31 8.032628
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## 17495 air_8f273fb9ad2fed6f_2017-05-15 8.032628
## 17496 air_8f273fb9ad2fed6f_2017-05-16 8.032628
## 17497 air_8f273fb9ad2fed6f_2017-05-17 8.032628
## 17498 air_8f273fb9ad2fed6f_2017-05-18 8.032628
## 17499 air_8f273fb9ad2fed6f_2017-05-19 8.032628
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## 17509 air_8f273fb9ad2fed6f_2017-05-29 8.032628
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## 17518 air_8f3b563416efc6ad_2017-04-29 8.032628
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## 17522 air_8f3b563416efc6ad_2017-05-03 8.032628
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## 18129 air_931a8a4321b6e7d1_2017-05-25 8.032628
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## 18744 air_96743eee94114261_2017-05-16 8.032628
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## 18746 air_96743eee94114261_2017-05-18 8.032628
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## 19050 air_97cf68dc1a9beac0_2017-05-10 8.032628
## 19051 air_97cf68dc1a9beac0_2017-05-11 8.032628
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## 19365 air_99c3eae84130c1cb_2017-05-13 8.032628
## 19366 air_99c3eae84130c1cb_2017-05-14 8.032628
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## 19368 air_99c3eae84130c1cb_2017-05-16 8.032628
## 19369 air_99c3eae84130c1cb_2017-05-17 8.032628
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## 19377 air_99c3eae84130c1cb_2017-05-25 8.032628
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## 20881 air_a33461f4392ec62c_2017-05-08 8.032628
## 20882 air_a33461f4392ec62c_2017-05-09 8.032628
## 20883 air_a33461f4392ec62c_2017-05-10 8.032628
## 20884 air_a33461f4392ec62c_2017-05-11 8.032628
## 20885 air_a33461f4392ec62c_2017-05-12 8.032628
## 20886 air_a33461f4392ec62c_2017-05-13 8.032628
## 20887 air_a33461f4392ec62c_2017-05-14 8.032628
## 20888 air_a33461f4392ec62c_2017-05-15 8.032628
## 20889 air_a33461f4392ec62c_2017-05-16 8.032628
## 20890 air_a33461f4392ec62c_2017-05-17 8.032628
## 20891 air_a33461f4392ec62c_2017-05-18 8.032628
## 20892 air_a33461f4392ec62c_2017-05-19 8.032628
## 20893 air_a33461f4392ec62c_2017-05-20 8.032628
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## 22091 air_af24e3e817dea1e5_2017-05-09 8.032628
## 22092 air_af24e3e817dea1e5_2017-05-10 8.032628
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## 22986 air_b60cc7d6aee68194_2017-05-07 8.032628
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## 22988 air_b60cc7d6aee68194_2017-05-09 8.032628
## 22989 air_b60cc7d6aee68194_2017-05-10 8.032628
## 22990 air_b60cc7d6aee68194_2017-05-11 8.032628
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## 25127 air_c7d30ab0e07f31d5_2017-05-03 8.032628
## 25128 air_c7d30ab0e07f31d5_2017-05-04 8.032628
## 25129 air_c7d30ab0e07f31d5_2017-05-05 8.032628
## 25130 air_c7d30ab0e07f31d5_2017-05-06 8.032628
## 25131 air_c7d30ab0e07f31d5_2017-05-07 8.032628
## 25132 air_c7d30ab0e07f31d5_2017-05-08 8.032628
## 25133 air_c7d30ab0e07f31d5_2017-05-09 8.032628
## 25134 air_c7d30ab0e07f31d5_2017-05-10 8.032628
## 25135 air_c7d30ab0e07f31d5_2017-05-11 8.032628
## 25136 air_c7d30ab0e07f31d5_2017-05-12 8.032628
## 25137 air_c7d30ab0e07f31d5_2017-05-13 8.032628
## 25138 air_c7d30ab0e07f31d5_2017-05-14 8.032628
## 25139 air_c7d30ab0e07f31d5_2017-05-15 8.032628
## 25140 air_c7d30ab0e07f31d5_2017-05-16 8.032628
## 25141 air_c7d30ab0e07f31d5_2017-05-17 8.032628
## 25142 air_c7d30ab0e07f31d5_2017-05-18 8.032628
## 25143 air_c7d30ab0e07f31d5_2017-05-19 8.032628
## 25144 air_c7d30ab0e07f31d5_2017-05-20 8.032628
## 25145 air_c7d30ab0e07f31d5_2017-05-21 8.032628
## 25146 air_c7d30ab0e07f31d5_2017-05-22 8.032628
## 25147 air_c7d30ab0e07f31d5_2017-05-23 8.032628
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## 25160 air_c7f78b4f3cba33ff_2017-04-27 8.032628
## 25161 air_c7f78b4f3cba33ff_2017-04-28 8.032628
## 25162 air_c7f78b4f3cba33ff_2017-04-29 8.032628
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## 25172 air_c7f78b4f3cba33ff_2017-05-09 8.032628
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## 25174 air_c7f78b4f3cba33ff_2017-05-11 8.032628
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## 25178 air_c7f78b4f3cba33ff_2017-05-15 8.032628
## 25179 air_c7f78b4f3cba33ff_2017-05-16 8.032628
## 25180 air_c7f78b4f3cba33ff_2017-05-17 8.032628
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## 25182 air_c7f78b4f3cba33ff_2017-05-19 8.032628
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## 25189 air_c7f78b4f3cba33ff_2017-05-26 8.032628
## 25190 air_c7f78b4f3cba33ff_2017-05-27 8.032628
## 25191 air_c7f78b4f3cba33ff_2017-05-28 8.032628
## 25192 air_c7f78b4f3cba33ff_2017-05-29 8.032628
## 25193 air_c7f78b4f3cba33ff_2017-05-30 8.032628
## 25194 air_c7f78b4f3cba33ff_2017-05-31 8.032628
## 25195 air_c8265ecc116f2284_2017-04-23 8.032628
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## 25199 air_c8265ecc116f2284_2017-04-27 8.032628
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## 25207 air_c8265ecc116f2284_2017-05-05 8.032628
## 25208 air_c8265ecc116f2284_2017-05-06 8.032628
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## 25218 air_c8265ecc116f2284_2017-05-16 8.032628
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## 25328 air_c8c0ef02ed72053f_2017-05-09 8.032628
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## 25331 air_c8c0ef02ed72053f_2017-05-12 8.032628
## 25332 air_c8c0ef02ed72053f_2017-05-13 8.032628
## 25333 air_c8c0ef02ed72053f_2017-05-14 8.032628
## 25334 air_c8c0ef02ed72053f_2017-05-15 8.032628
## 25335 air_c8c0ef02ed72053f_2017-05-16 8.032628
## 25336 air_c8c0ef02ed72053f_2017-05-17 8.032628
## 25337 air_c8c0ef02ed72053f_2017-05-18 8.032628
## 25338 air_c8c0ef02ed72053f_2017-05-19 8.032628
## 25339 air_c8c0ef02ed72053f_2017-05-20 8.032628
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## 25343 air_c8c0ef02ed72053f_2017-05-24 8.032628
## 25344 air_c8c0ef02ed72053f_2017-05-25 8.032628
## 25345 air_c8c0ef02ed72053f_2017-05-26 8.032628
## 25346 air_c8c0ef02ed72053f_2017-05-27 8.032628
## 25347 air_c8c0ef02ed72053f_2017-05-28 8.032628
## 25348 air_c8c0ef02ed72053f_2017-05-29 8.032628
## 25349 air_c8c0ef02ed72053f_2017-05-30 8.032628
## 25350 air_c8c0ef02ed72053f_2017-05-31 8.032628
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## 25352 air_c8fe396d6c46275d_2017-04-24 8.032628
## 25353 air_c8fe396d6c46275d_2017-04-25 8.032628
## 25354 air_c8fe396d6c46275d_2017-04-26 8.032628
## 25355 air_c8fe396d6c46275d_2017-04-27 8.032628
## 25356 air_c8fe396d6c46275d_2017-04-28 8.032628
## 25357 air_c8fe396d6c46275d_2017-04-29 8.032628
## 25358 air_c8fe396d6c46275d_2017-04-30 8.032628
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## 25360 air_c8fe396d6c46275d_2017-05-02 8.032628
## 25361 air_c8fe396d6c46275d_2017-05-03 8.032628
## 25362 air_c8fe396d6c46275d_2017-05-04 8.032628
## 25363 air_c8fe396d6c46275d_2017-05-05 8.032628
## 25364 air_c8fe396d6c46275d_2017-05-06 8.032628
## 25365 air_c8fe396d6c46275d_2017-05-07 8.032628
## 25366 air_c8fe396d6c46275d_2017-05-08 8.032628
## 25367 air_c8fe396d6c46275d_2017-05-09 8.032628
## 25368 air_c8fe396d6c46275d_2017-05-10 8.032628
## 25369 air_c8fe396d6c46275d_2017-05-11 8.032628
## 25370 air_c8fe396d6c46275d_2017-05-12 8.032628
## 25371 air_c8fe396d6c46275d_2017-05-13 8.032628
## 25372 air_c8fe396d6c46275d_2017-05-14 8.032628
## 25373 air_c8fe396d6c46275d_2017-05-15 8.032628
## 25374 air_c8fe396d6c46275d_2017-05-16 8.032628
## 25375 air_c8fe396d6c46275d_2017-05-17 8.032628
## 25376 air_c8fe396d6c46275d_2017-05-18 8.032628
## 25377 air_c8fe396d6c46275d_2017-05-19 8.032628
## 25378 air_c8fe396d6c46275d_2017-05-20 8.032628
## 25379 air_c8fe396d6c46275d_2017-05-21 8.032628
## 25380 air_c8fe396d6c46275d_2017-05-22 8.032628
## 25381 air_c8fe396d6c46275d_2017-05-23 8.032628
## 25382 air_c8fe396d6c46275d_2017-05-24 8.032628
## 25383 air_c8fe396d6c46275d_2017-05-25 8.032628
## 25384 air_c8fe396d6c46275d_2017-05-26 8.032628
## 25385 air_c8fe396d6c46275d_2017-05-27 8.032628
## 25386 air_c8fe396d6c46275d_2017-05-28 8.032628
## 25387 air_c8fe396d6c46275d_2017-05-29 8.032628
## 25388 air_c8fe396d6c46275d_2017-05-30 8.032628
## 25389 air_c8fe396d6c46275d_2017-05-31 8.032628
## 25390 air_c92745dfdd2ec68a_2017-04-23 8.032628
## 25391 air_c92745dfdd2ec68a_2017-04-24 8.032628
## 25392 air_c92745dfdd2ec68a_2017-04-25 8.032628
## 25393 air_c92745dfdd2ec68a_2017-04-26 8.032628
## 25394 air_c92745dfdd2ec68a_2017-04-27 8.032628
## 25395 air_c92745dfdd2ec68a_2017-04-28 8.032628
## 25396 air_c92745dfdd2ec68a_2017-04-29 8.032628
## 25397 air_c92745dfdd2ec68a_2017-04-30 8.032628
## 25398 air_c92745dfdd2ec68a_2017-05-01 8.032628
## 25399 air_c92745dfdd2ec68a_2017-05-02 8.032628
## 25400 air_c92745dfdd2ec68a_2017-05-03 8.032628
## 25401 air_c92745dfdd2ec68a_2017-05-04 8.032628
## 25402 air_c92745dfdd2ec68a_2017-05-05 8.032628
## 25403 air_c92745dfdd2ec68a_2017-05-06 8.032628
## 25404 air_c92745dfdd2ec68a_2017-05-07 8.032628
## 25405 air_c92745dfdd2ec68a_2017-05-08 8.032628
## 25406 air_c92745dfdd2ec68a_2017-05-09 8.032628
## 25407 air_c92745dfdd2ec68a_2017-05-10 8.032628
## 25408 air_c92745dfdd2ec68a_2017-05-11 8.032628
## 25409 air_c92745dfdd2ec68a_2017-05-12 8.032628
## 25410 air_c92745dfdd2ec68a_2017-05-13 8.032628
## 25411 air_c92745dfdd2ec68a_2017-05-14 8.032628
## 25412 air_c92745dfdd2ec68a_2017-05-15 8.032628
## 25413 air_c92745dfdd2ec68a_2017-05-16 8.032628
## 25414 air_c92745dfdd2ec68a_2017-05-17 8.032628
## 25415 air_c92745dfdd2ec68a_2017-05-18 8.032628
## 25416 air_c92745dfdd2ec68a_2017-05-19 8.032628
## 25417 air_c92745dfdd2ec68a_2017-05-20 8.032628
## 25418 air_c92745dfdd2ec68a_2017-05-21 8.032628
## 25419 air_c92745dfdd2ec68a_2017-05-22 8.032628
## 25420 air_c92745dfdd2ec68a_2017-05-23 8.032628
## 25421 air_c92745dfdd2ec68a_2017-05-24 8.032628
## 25422 air_c92745dfdd2ec68a_2017-05-25 8.032628
## 25423 air_c92745dfdd2ec68a_2017-05-26 8.032628
## 25424 air_c92745dfdd2ec68a_2017-05-27 8.032628
## 25425 air_c92745dfdd2ec68a_2017-05-28 8.032628
## 25426 air_c92745dfdd2ec68a_2017-05-29 8.032628
## 25427 air_c92745dfdd2ec68a_2017-05-30 8.032628
## 25428 air_c92745dfdd2ec68a_2017-05-31 8.032628
## 25429 air_c9ed65554b6edffb_2017-04-23 8.032628
## 25430 air_c9ed65554b6edffb_2017-04-24 8.032628
## 25431 air_c9ed65554b6edffb_2017-04-25 8.032628
## 25432 air_c9ed65554b6edffb_2017-04-26 8.032628
## 25433 air_c9ed65554b6edffb_2017-04-27 8.032628
## 25434 air_c9ed65554b6edffb_2017-04-28 8.032628
## 25435 air_c9ed65554b6edffb_2017-04-29 8.032628
## 25436 air_c9ed65554b6edffb_2017-04-30 8.032628
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## 25442 air_c9ed65554b6edffb_2017-05-06 8.032628
## 25443 air_c9ed65554b6edffb_2017-05-07 8.032628
## 25444 air_c9ed65554b6edffb_2017-05-08 8.032628
## 25445 air_c9ed65554b6edffb_2017-05-09 8.032628
## 25446 air_c9ed65554b6edffb_2017-05-10 8.032628
## 25447 air_c9ed65554b6edffb_2017-05-11 8.032628
## 25448 air_c9ed65554b6edffb_2017-05-12 8.032628
## 25449 air_c9ed65554b6edffb_2017-05-13 8.032628
## 25450 air_c9ed65554b6edffb_2017-05-14 8.032628
## 25451 air_c9ed65554b6edffb_2017-05-15 8.032628
## 25452 air_c9ed65554b6edffb_2017-05-16 8.032628
## 25453 air_c9ed65554b6edffb_2017-05-17 8.032628
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## 25684 air_caf996ac27206301_2017-05-14 8.032628
## 25685 air_caf996ac27206301_2017-05-15 8.032628
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## 25687 air_caf996ac27206301_2017-05-17 8.032628
## 25688 air_caf996ac27206301_2017-05-18 8.032628
## 25689 air_caf996ac27206301_2017-05-19 8.032628
## 25690 air_caf996ac27206301_2017-05-20 8.032628
## 25691 air_caf996ac27206301_2017-05-21 8.032628
## 25692 air_caf996ac27206301_2017-05-22 8.032628
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## 25694 air_caf996ac27206301_2017-05-24 8.032628
## 25695 air_caf996ac27206301_2017-05-25 8.032628
## 25696 air_caf996ac27206301_2017-05-26 8.032628
## 25697 air_caf996ac27206301_2017-05-27 8.032628
## 25698 air_caf996ac27206301_2017-05-28 8.032628
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## 25701 air_caf996ac27206301_2017-05-31 8.032628
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## 25707 air_cb25551c4cd8d9f3_2017-04-28 8.032628
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## 25709 air_cb25551c4cd8d9f3_2017-04-30 8.032628
## 25710 air_cb25551c4cd8d9f3_2017-05-01 8.032628
## 25711 air_cb25551c4cd8d9f3_2017-05-02 8.032628
## 25712 air_cb25551c4cd8d9f3_2017-05-03 8.032628
## 25713 air_cb25551c4cd8d9f3_2017-05-04 8.032628
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## 25716 air_cb25551c4cd8d9f3_2017-05-07 8.032628
## 25717 air_cb25551c4cd8d9f3_2017-05-08 8.032628
## 25718 air_cb25551c4cd8d9f3_2017-05-09 8.032628
## 25719 air_cb25551c4cd8d9f3_2017-05-10 8.032628
## 25720 air_cb25551c4cd8d9f3_2017-05-11 8.032628
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## 26013 air_ccd19a5bc5573ae5_2017-05-31 8.032628
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## 26027 air_cd4b301d5d3918d8_2017-05-06 8.032628
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## 26031 air_cd4b301d5d3918d8_2017-05-10 8.032628
## 26032 air_cd4b301d5d3918d8_2017-05-11 8.032628
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## 26035 air_cd4b301d5d3918d8_2017-05-14 8.032628
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## 26037 air_cd4b301d5d3918d8_2017-05-16 8.032628
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## 26325 air_d00161e19f08290b_2017-05-31 8.032628
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## 26331 air_d00a15343325e5f7_2017-04-28 8.032628
## 26332 air_d00a15343325e5f7_2017-04-29 8.032628
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## 26633 air_d1f20424f76cc78e_2017-05-27 8.032628
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## 26910 air_d4b5a4b04c5f2d04_2017-05-31 8.032628
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## 26930 air_d4d218b451f82c3d_2017-05-12 8.032628
## 26931 air_d4d218b451f82c3d_2017-05-13 8.032628
## 26932 air_d4d218b451f82c3d_2017-05-14 8.032628
## 26933 air_d4d218b451f82c3d_2017-05-15 8.032628
## 26934 air_d4d218b451f82c3d_2017-05-16 8.032628
## 26935 air_d4d218b451f82c3d_2017-05-17 8.032628
## 26936 air_d4d218b451f82c3d_2017-05-18 8.032628
## 26937 air_d4d218b451f82c3d_2017-05-19 8.032628
## 26938 air_d4d218b451f82c3d_2017-05-20 8.032628
## 26939 air_d4d218b451f82c3d_2017-05-21 8.032628
## 26940 air_d4d218b451f82c3d_2017-05-22 8.032628
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## 26942 air_d4d218b451f82c3d_2017-05-24 8.032628
## 26943 air_d4d218b451f82c3d_2017-05-25 8.032628
## 26944 air_d4d218b451f82c3d_2017-05-26 8.032628
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## 26946 air_d4d218b451f82c3d_2017-05-28 8.032628
## 26947 air_d4d218b451f82c3d_2017-05-29 8.032628
## 26948 air_d4d218b451f82c3d_2017-05-30 8.032628
## 26949 air_d4d218b451f82c3d_2017-05-31 8.032628
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## 26951 air_d500b48a8735fbd3_2017-04-24 8.032628
## 26952 air_d500b48a8735fbd3_2017-04-25 8.032628
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## 26965 air_d500b48a8735fbd3_2017-05-08 8.032628
## 26966 air_d500b48a8735fbd3_2017-05-09 8.032628
## 26967 air_d500b48a8735fbd3_2017-05-10 8.032628
## 26968 air_d500b48a8735fbd3_2017-05-11 8.032628
## 26969 air_d500b48a8735fbd3_2017-05-12 8.032628
## 26970 air_d500b48a8735fbd3_2017-05-13 8.032628
## 26971 air_d500b48a8735fbd3_2017-05-14 8.032628
## 26972 air_d500b48a8735fbd3_2017-05-15 8.032628
## 26973 air_d500b48a8735fbd3_2017-05-16 8.032628
## 26974 air_d500b48a8735fbd3_2017-05-17 8.032628
## 26975 air_d500b48a8735fbd3_2017-05-18 8.032628
## 26976 air_d500b48a8735fbd3_2017-05-19 8.032628
## 26977 air_d500b48a8735fbd3_2017-05-20 8.032628
## 26978 air_d500b48a8735fbd3_2017-05-21 8.032628
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## 26982 air_d500b48a8735fbd3_2017-05-25 8.032628
## 26983 air_d500b48a8735fbd3_2017-05-26 8.032628
## 26984 air_d500b48a8735fbd3_2017-05-27 8.032628
## 26985 air_d500b48a8735fbd3_2017-05-28 8.032628
## 26986 air_d500b48a8735fbd3_2017-05-29 8.032628
## 26987 air_d500b48a8735fbd3_2017-05-30 8.032628
## 26988 air_d500b48a8735fbd3_2017-05-31 8.032628
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## 26990 air_d54d6fcb116fbed3_2017-04-24 8.032628
## 26991 air_d54d6fcb116fbed3_2017-04-25 8.032628
## 26992 air_d54d6fcb116fbed3_2017-04-26 8.032628
## 26993 air_d54d6fcb116fbed3_2017-04-27 8.032628
## 26994 air_d54d6fcb116fbed3_2017-04-28 8.032628
## 26995 air_d54d6fcb116fbed3_2017-04-29 8.032628
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## 27007 air_d54d6fcb116fbed3_2017-05-11 8.032628
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## 27009 air_d54d6fcb116fbed3_2017-05-13 8.032628
## 27010 air_d54d6fcb116fbed3_2017-05-14 8.032628
## 27011 air_d54d6fcb116fbed3_2017-05-15 8.032628
## 27012 air_d54d6fcb116fbed3_2017-05-16 8.032628
## 27013 air_d54d6fcb116fbed3_2017-05-17 8.032628
## 27014 air_d54d6fcb116fbed3_2017-05-18 8.032628
## 27015 air_d54d6fcb116fbed3_2017-05-19 8.032628
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## 27020 air_d54d6fcb116fbed3_2017-05-24 8.032628
## 27021 air_d54d6fcb116fbed3_2017-05-25 8.032628
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## 27051 air_d5e0a20370c325c7_2017-05-16 8.032628
## 27052 air_d5e0a20370c325c7_2017-05-17 8.032628
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## 27072 air_d69b08a175bc0387_2017-04-28 8.032628
## 27073 air_d69b08a175bc0387_2017-04-29 8.032628
## 27074 air_d69b08a175bc0387_2017-04-30 8.032628
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## 27076 air_d69b08a175bc0387_2017-05-02 8.032628
## 27077 air_d69b08a175bc0387_2017-05-03 8.032628
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## 27079 air_d69b08a175bc0387_2017-05-05 8.032628
## 27080 air_d69b08a175bc0387_2017-05-06 8.032628
## 27081 air_d69b08a175bc0387_2017-05-07 8.032628
## 27082 air_d69b08a175bc0387_2017-05-08 8.032628
## 27083 air_d69b08a175bc0387_2017-05-09 8.032628
## 27084 air_d69b08a175bc0387_2017-05-10 8.032628
## 27085 air_d69b08a175bc0387_2017-05-11 8.032628
## 27086 air_d69b08a175bc0387_2017-05-12 8.032628
## 27087 air_d69b08a175bc0387_2017-05-13 8.032628
## 27088 air_d69b08a175bc0387_2017-05-14 8.032628
## 27089 air_d69b08a175bc0387_2017-05-15 8.032628
## 27090 air_d69b08a175bc0387_2017-05-16 8.032628
## 27091 air_d69b08a175bc0387_2017-05-17 8.032628
## 27092 air_d69b08a175bc0387_2017-05-18 8.032628
## 27093 air_d69b08a175bc0387_2017-05-19 8.032628
## 27094 air_d69b08a175bc0387_2017-05-20 8.032628
## 27095 air_d69b08a175bc0387_2017-05-21 8.032628
## 27096 air_d69b08a175bc0387_2017-05-22 8.032628
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## 27098 air_d69b08a175bc0387_2017-05-24 8.032628
## 27099 air_d69b08a175bc0387_2017-05-25 8.032628
## 27100 air_d69b08a175bc0387_2017-05-26 8.032628
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## 27102 air_d69b08a175bc0387_2017-05-28 8.032628
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## 27122 air_d6b3e67261f07646_2017-05-09 8.032628
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## 27124 air_d6b3e67261f07646_2017-05-11 8.032628
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## 27128 air_d6b3e67261f07646_2017-05-15 8.032628
## 27129 air_d6b3e67261f07646_2017-05-16 8.032628
## 27130 air_d6b3e67261f07646_2017-05-17 8.032628
## 27131 air_d6b3e67261f07646_2017-05-18 8.032628
## 27132 air_d6b3e67261f07646_2017-05-19 8.032628
## 27133 air_d6b3e67261f07646_2017-05-20 8.032628
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## 27137 air_d6b3e67261f07646_2017-05-24 8.032628
## 27138 air_d6b3e67261f07646_2017-05-25 8.032628
## 27139 air_d6b3e67261f07646_2017-05-26 8.032628
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## 27141 air_d6b3e67261f07646_2017-05-28 8.032628
## 27142 air_d6b3e67261f07646_2017-05-29 8.032628
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## 27144 air_d6b3e67261f07646_2017-05-31 8.032628
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## 27147 air_d8abb9e490abf94f_2017-04-25 8.032628
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## 27160 air_d8abb9e490abf94f_2017-05-08 8.032628
## 27161 air_d8abb9e490abf94f_2017-05-09 8.032628
## 27162 air_d8abb9e490abf94f_2017-05-10 8.032628
## 27163 air_d8abb9e490abf94f_2017-05-11 8.032628
## 27164 air_d8abb9e490abf94f_2017-05-12 8.032628
## 27165 air_d8abb9e490abf94f_2017-05-13 8.032628
## 27166 air_d8abb9e490abf94f_2017-05-14 8.032628
## 27167 air_d8abb9e490abf94f_2017-05-15 8.032628
## 27168 air_d8abb9e490abf94f_2017-05-16 8.032628
## 27169 air_d8abb9e490abf94f_2017-05-17 8.032628
## 27170 air_d8abb9e490abf94f_2017-05-18 8.032628
## 27171 air_d8abb9e490abf94f_2017-05-19 8.032628
## 27172 air_d8abb9e490abf94f_2017-05-20 8.032628
## 27173 air_d8abb9e490abf94f_2017-05-21 8.032628
## 27174 air_d8abb9e490abf94f_2017-05-22 8.032628
## 27175 air_d8abb9e490abf94f_2017-05-23 8.032628
## 27176 air_d8abb9e490abf94f_2017-05-24 8.032628
## 27177 air_d8abb9e490abf94f_2017-05-25 8.032628
## 27178 air_d8abb9e490abf94f_2017-05-26 8.032628
## 27179 air_d8abb9e490abf94f_2017-05-27 8.032628
## 27180 air_d8abb9e490abf94f_2017-05-28 8.032628
## 27181 air_d8abb9e490abf94f_2017-05-29 8.032628
## 27182 air_d8abb9e490abf94f_2017-05-30 8.032628
## 27183 air_d8abb9e490abf94f_2017-05-31 8.032628
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## 27186 air_d97dabf7aae60da5_2017-04-25 8.032628
## 27187 air_d97dabf7aae60da5_2017-04-26 8.032628
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## 27189 air_d97dabf7aae60da5_2017-04-28 8.032628
## 27190 air_d97dabf7aae60da5_2017-04-29 8.032628
## 27191 air_d97dabf7aae60da5_2017-04-30 8.032628
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## 27193 air_d97dabf7aae60da5_2017-05-02 8.032628
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## 27202 air_d97dabf7aae60da5_2017-05-11 8.032628
## 27203 air_d97dabf7aae60da5_2017-05-12 8.032628
## 27204 air_d97dabf7aae60da5_2017-05-13 8.032628
## 27205 air_d97dabf7aae60da5_2017-05-14 8.032628
## 27206 air_d97dabf7aae60da5_2017-05-15 8.032628
## 27207 air_d97dabf7aae60da5_2017-05-16 8.032628
## 27208 air_d97dabf7aae60da5_2017-05-17 8.032628
## 27209 air_d97dabf7aae60da5_2017-05-18 8.032628
## 27210 air_d97dabf7aae60da5_2017-05-19 8.032628
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## 27212 air_d97dabf7aae60da5_2017-05-21 8.032628
## 27213 air_d97dabf7aae60da5_2017-05-22 8.032628
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## 27217 air_d97dabf7aae60da5_2017-05-26 8.032628
## 27218 air_d97dabf7aae60da5_2017-05-27 8.032628
## 27219 air_d97dabf7aae60da5_2017-05-28 8.032628
## 27220 air_d97dabf7aae60da5_2017-05-29 8.032628
## 27221 air_d97dabf7aae60da5_2017-05-30 8.032628
## 27222 air_d97dabf7aae60da5_2017-05-31 8.032628
## 27223 air_d98380a4aeb0290b_2017-04-23 8.032628
## 27224 air_d98380a4aeb0290b_2017-04-24 8.032628
## 27225 air_d98380a4aeb0290b_2017-04-25 8.032628
## 27226 air_d98380a4aeb0290b_2017-04-26 8.032628
## 27227 air_d98380a4aeb0290b_2017-04-27 8.032628
## 27228 air_d98380a4aeb0290b_2017-04-28 8.032628
## 27229 air_d98380a4aeb0290b_2017-04-29 8.032628
## 27230 air_d98380a4aeb0290b_2017-04-30 8.032628
## 27231 air_d98380a4aeb0290b_2017-05-01 8.032628
## 27232 air_d98380a4aeb0290b_2017-05-02 8.032628
## 27233 air_d98380a4aeb0290b_2017-05-03 8.032628
## 27234 air_d98380a4aeb0290b_2017-05-04 8.032628
## 27235 air_d98380a4aeb0290b_2017-05-05 8.032628
## 27236 air_d98380a4aeb0290b_2017-05-06 8.032628
## 27237 air_d98380a4aeb0290b_2017-05-07 8.032628
## 27238 air_d98380a4aeb0290b_2017-05-08 8.032628
## 27239 air_d98380a4aeb0290b_2017-05-09 8.032628
## 27240 air_d98380a4aeb0290b_2017-05-10 8.032628
## 27241 air_d98380a4aeb0290b_2017-05-11 8.032628
## 27242 air_d98380a4aeb0290b_2017-05-12 8.032628
## 27243 air_d98380a4aeb0290b_2017-05-13 8.032628
## 27244 air_d98380a4aeb0290b_2017-05-14 8.032628
## 27245 air_d98380a4aeb0290b_2017-05-15 8.032628
## 27246 air_d98380a4aeb0290b_2017-05-16 8.032628
## 27247 air_d98380a4aeb0290b_2017-05-17 8.032628
## 27248 air_d98380a4aeb0290b_2017-05-18 8.032628
## 27249 air_d98380a4aeb0290b_2017-05-19 8.032628
## 27250 air_d98380a4aeb0290b_2017-05-20 8.032628
## 27251 air_d98380a4aeb0290b_2017-05-21 8.032628
## 27252 air_d98380a4aeb0290b_2017-05-22 8.032628
## 27253 air_d98380a4aeb0290b_2017-05-23 8.032628
## 27254 air_d98380a4aeb0290b_2017-05-24 8.032628
## 27255 air_d98380a4aeb0290b_2017-05-25 8.032628
## 27256 air_d98380a4aeb0290b_2017-05-26 8.032628
## 27257 air_d98380a4aeb0290b_2017-05-27 8.032628
## 27258 air_d98380a4aeb0290b_2017-05-28 8.032628
## 27259 air_d98380a4aeb0290b_2017-05-29 8.032628
## 27260 air_d98380a4aeb0290b_2017-05-30 8.032628
## 27261 air_d98380a4aeb0290b_2017-05-31 8.032628
## 27262 air_daa7947e1c47f5ed_2017-04-23 8.032628
## 27263 air_daa7947e1c47f5ed_2017-04-24 8.032628
## 27264 air_daa7947e1c47f5ed_2017-04-25 8.032628
## 27265 air_daa7947e1c47f5ed_2017-04-26 8.032628
## 27266 air_daa7947e1c47f5ed_2017-04-27 8.032628
## 27267 air_daa7947e1c47f5ed_2017-04-28 8.032628
## 27268 air_daa7947e1c47f5ed_2017-04-29 8.032628
## 27269 air_daa7947e1c47f5ed_2017-04-30 8.032628
## 27270 air_daa7947e1c47f5ed_2017-05-01 8.032628
## 27271 air_daa7947e1c47f5ed_2017-05-02 8.032628
## 27272 air_daa7947e1c47f5ed_2017-05-03 8.032628
## 27273 air_daa7947e1c47f5ed_2017-05-04 8.032628
## 27274 air_daa7947e1c47f5ed_2017-05-05 8.032628
## 27275 air_daa7947e1c47f5ed_2017-05-06 8.032628
## 27276 air_daa7947e1c47f5ed_2017-05-07 8.032628
## 27277 air_daa7947e1c47f5ed_2017-05-08 8.032628
## 27278 air_daa7947e1c47f5ed_2017-05-09 8.032628
## 27279 air_daa7947e1c47f5ed_2017-05-10 8.032628
## 27280 air_daa7947e1c47f5ed_2017-05-11 8.032628
## 27281 air_daa7947e1c47f5ed_2017-05-12 8.032628
## 27282 air_daa7947e1c47f5ed_2017-05-13 8.032628
## 27283 air_daa7947e1c47f5ed_2017-05-14 8.032628
## 27284 air_daa7947e1c47f5ed_2017-05-15 8.032628
## 27285 air_daa7947e1c47f5ed_2017-05-16 8.032628
## 27286 air_daa7947e1c47f5ed_2017-05-17 8.032628
## 27287 air_daa7947e1c47f5ed_2017-05-18 8.032628
## 27288 air_daa7947e1c47f5ed_2017-05-19 8.032628
## 27289 air_daa7947e1c47f5ed_2017-05-20 8.032628
## 27290 air_daa7947e1c47f5ed_2017-05-21 8.032628
## 27291 air_daa7947e1c47f5ed_2017-05-22 8.032628
## 27292 air_daa7947e1c47f5ed_2017-05-23 8.032628
## 27293 air_daa7947e1c47f5ed_2017-05-24 8.032628
## 27294 air_daa7947e1c47f5ed_2017-05-25 8.032628
## 27295 air_daa7947e1c47f5ed_2017-05-26 8.032628
## 27296 air_daa7947e1c47f5ed_2017-05-27 8.032628
## 27297 air_daa7947e1c47f5ed_2017-05-28 8.032628
## 27298 air_daa7947e1c47f5ed_2017-05-29 8.032628
## 27299 air_daa7947e1c47f5ed_2017-05-30 8.032628
## 27300 air_daa7947e1c47f5ed_2017-05-31 8.032628
## 27301 air_dabfbd0ec951925a_2017-04-23 8.032628
## 27302 air_dabfbd0ec951925a_2017-04-24 8.032628
## 27303 air_dabfbd0ec951925a_2017-04-25 8.032628
## 27304 air_dabfbd0ec951925a_2017-04-26 8.032628
## 27305 air_dabfbd0ec951925a_2017-04-27 8.032628
## 27306 air_dabfbd0ec951925a_2017-04-28 8.032628
## 27307 air_dabfbd0ec951925a_2017-04-29 8.032628
## 27308 air_dabfbd0ec951925a_2017-04-30 8.032628
## 27309 air_dabfbd0ec951925a_2017-05-01 8.032628
## 27310 air_dabfbd0ec951925a_2017-05-02 8.032628
## 27311 air_dabfbd0ec951925a_2017-05-03 8.032628
## 27312 air_dabfbd0ec951925a_2017-05-04 8.032628
## 27313 air_dabfbd0ec951925a_2017-05-05 8.032628
## 27314 air_dabfbd0ec951925a_2017-05-06 8.032628
## 27315 air_dabfbd0ec951925a_2017-05-07 8.032628
## 27316 air_dabfbd0ec951925a_2017-05-08 8.032628
## 27317 air_dabfbd0ec951925a_2017-05-09 8.032628
## 27318 air_dabfbd0ec951925a_2017-05-10 8.032628
## 27319 air_dabfbd0ec951925a_2017-05-11 8.032628
## 27320 air_dabfbd0ec951925a_2017-05-12 8.032628
## 27321 air_dabfbd0ec951925a_2017-05-13 8.032628
## 27322 air_dabfbd0ec951925a_2017-05-14 8.032628
## 27323 air_dabfbd0ec951925a_2017-05-15 8.032628
## 27324 air_dabfbd0ec951925a_2017-05-16 8.032628
## 27325 air_dabfbd0ec951925a_2017-05-17 8.032628
## 27326 air_dabfbd0ec951925a_2017-05-18 8.032628
## 27327 air_dabfbd0ec951925a_2017-05-19 8.032628
## 27328 air_dabfbd0ec951925a_2017-05-20 8.032628
## 27329 air_dabfbd0ec951925a_2017-05-21 8.032628
## 27330 air_dabfbd0ec951925a_2017-05-22 8.032628
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## 27332 air_dabfbd0ec951925a_2017-05-24 8.032628
## 27333 air_dabfbd0ec951925a_2017-05-25 8.032628
## 27334 air_dabfbd0ec951925a_2017-05-26 8.032628
## 27335 air_dabfbd0ec951925a_2017-05-27 8.032628
## 27336 air_dabfbd0ec951925a_2017-05-28 8.032628
## 27337 air_dabfbd0ec951925a_2017-05-29 8.032628
## 27338 air_dabfbd0ec951925a_2017-05-30 8.032628
## 27339 air_dabfbd0ec951925a_2017-05-31 8.032628
## 27340 air_dad0b6a36138f309_2017-04-23 8.032628
## 27341 air_dad0b6a36138f309_2017-04-24 8.032628
## 27342 air_dad0b6a36138f309_2017-04-25 8.032628
## 27343 air_dad0b6a36138f309_2017-04-26 8.032628
## 27344 air_dad0b6a36138f309_2017-04-27 8.032628
## 27345 air_dad0b6a36138f309_2017-04-28 8.032628
## 27346 air_dad0b6a36138f309_2017-04-29 8.032628
## 27347 air_dad0b6a36138f309_2017-04-30 8.032628
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## 27349 air_dad0b6a36138f309_2017-05-02 8.032628
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## 27356 air_dad0b6a36138f309_2017-05-09 8.032628
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## 27358 air_dad0b6a36138f309_2017-05-11 8.032628
## 27359 air_dad0b6a36138f309_2017-05-12 8.032628
## 27360 air_dad0b6a36138f309_2017-05-13 8.032628
## 27361 air_dad0b6a36138f309_2017-05-14 8.032628
## 27362 air_dad0b6a36138f309_2017-05-15 8.032628
## 27363 air_dad0b6a36138f309_2017-05-16 8.032628
## 27364 air_dad0b6a36138f309_2017-05-17 8.032628
## 27365 air_dad0b6a36138f309_2017-05-18 8.032628
## 27366 air_dad0b6a36138f309_2017-05-19 8.032628
## 27367 air_dad0b6a36138f309_2017-05-20 8.032628
## 27368 air_dad0b6a36138f309_2017-05-21 8.032628
## 27369 air_dad0b6a36138f309_2017-05-22 8.032628
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## 27371 air_dad0b6a36138f309_2017-05-24 8.032628
## 27372 air_dad0b6a36138f309_2017-05-25 8.032628
## 27373 air_dad0b6a36138f309_2017-05-26 8.032628
## 27374 air_dad0b6a36138f309_2017-05-27 8.032628
## 27375 air_dad0b6a36138f309_2017-05-28 8.032628
## 27376 air_dad0b6a36138f309_2017-05-29 8.032628
## 27377 air_dad0b6a36138f309_2017-05-30 8.032628
## 27378 air_dad0b6a36138f309_2017-05-31 8.032628
## 27379 air_db1233ad855b34d5_2017-04-23 8.032628
## 27380 air_db1233ad855b34d5_2017-04-24 8.032628
## 27381 air_db1233ad855b34d5_2017-04-25 8.032628
## 27382 air_db1233ad855b34d5_2017-04-26 8.032628
## 27383 air_db1233ad855b34d5_2017-04-27 8.032628
## 27384 air_db1233ad855b34d5_2017-04-28 8.032628
## 27385 air_db1233ad855b34d5_2017-04-29 8.032628
## 27386 air_db1233ad855b34d5_2017-04-30 8.032628
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## 27388 air_db1233ad855b34d5_2017-05-02 8.032628
## 27389 air_db1233ad855b34d5_2017-05-03 8.032628
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## 27393 air_db1233ad855b34d5_2017-05-07 8.032628
## 27394 air_db1233ad855b34d5_2017-05-08 8.032628
## 27395 air_db1233ad855b34d5_2017-05-09 8.032628
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## 27397 air_db1233ad855b34d5_2017-05-11 8.032628
## 27398 air_db1233ad855b34d5_2017-05-12 8.032628
## 27399 air_db1233ad855b34d5_2017-05-13 8.032628
## 27400 air_db1233ad855b34d5_2017-05-14 8.032628
## 27401 air_db1233ad855b34d5_2017-05-15 8.032628
## 27402 air_db1233ad855b34d5_2017-05-16 8.032628
## 27403 air_db1233ad855b34d5_2017-05-17 8.032628
## 27404 air_db1233ad855b34d5_2017-05-18 8.032628
## 27405 air_db1233ad855b34d5_2017-05-19 8.032628
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## 27415 air_db1233ad855b34d5_2017-05-29 8.032628
## 27416 air_db1233ad855b34d5_2017-05-30 8.032628
## 27417 air_db1233ad855b34d5_2017-05-31 8.032628
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## 27419 air_db4b38ebe7a7ceff_2017-04-24 8.032628
## 27420 air_db4b38ebe7a7ceff_2017-04-25 8.032628
## 27421 air_db4b38ebe7a7ceff_2017-04-26 8.032628
## 27422 air_db4b38ebe7a7ceff_2017-04-27 8.032628
## 27423 air_db4b38ebe7a7ceff_2017-04-28 8.032628
## 27424 air_db4b38ebe7a7ceff_2017-04-29 8.032628
## 27425 air_db4b38ebe7a7ceff_2017-04-30 8.032628
## 27426 air_db4b38ebe7a7ceff_2017-05-01 8.032628
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## 27428 air_db4b38ebe7a7ceff_2017-05-03 8.032628
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## 27431 air_db4b38ebe7a7ceff_2017-05-06 8.032628
## 27432 air_db4b38ebe7a7ceff_2017-05-07 8.032628
## 27433 air_db4b38ebe7a7ceff_2017-05-08 8.032628
## 27434 air_db4b38ebe7a7ceff_2017-05-09 8.032628
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## 27436 air_db4b38ebe7a7ceff_2017-05-11 8.032628
## 27437 air_db4b38ebe7a7ceff_2017-05-12 8.032628
## 27438 air_db4b38ebe7a7ceff_2017-05-13 8.032628
## 27439 air_db4b38ebe7a7ceff_2017-05-14 8.032628
## 27440 air_db4b38ebe7a7ceff_2017-05-15 8.032628
## 27441 air_db4b38ebe7a7ceff_2017-05-16 8.032628
## 27442 air_db4b38ebe7a7ceff_2017-05-17 8.032628
## 27443 air_db4b38ebe7a7ceff_2017-05-18 8.032628
## 27444 air_db4b38ebe7a7ceff_2017-05-19 8.032628
## 27445 air_db4b38ebe7a7ceff_2017-05-20 8.032628
## 27446 air_db4b38ebe7a7ceff_2017-05-21 8.032628
## 27447 air_db4b38ebe7a7ceff_2017-05-22 8.032628
## 27448 air_db4b38ebe7a7ceff_2017-05-23 8.032628
## 27449 air_db4b38ebe7a7ceff_2017-05-24 8.032628
## 27450 air_db4b38ebe7a7ceff_2017-05-25 8.032628
## 27451 air_db4b38ebe7a7ceff_2017-05-26 8.032628
## 27452 air_db4b38ebe7a7ceff_2017-05-27 8.032628
## 27453 air_db4b38ebe7a7ceff_2017-05-28 8.032628
## 27454 air_db4b38ebe7a7ceff_2017-05-29 8.032628
## 27455 air_db4b38ebe7a7ceff_2017-05-30 8.032628
## 27456 air_db4b38ebe7a7ceff_2017-05-31 8.032628
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## 27458 air_db80363d35f10926_2017-04-24 8.032628
## 27459 air_db80363d35f10926_2017-04-25 8.032628
## 27460 air_db80363d35f10926_2017-04-26 8.032628
## 27461 air_db80363d35f10926_2017-04-27 8.032628
## 27462 air_db80363d35f10926_2017-04-28 8.032628
## 27463 air_db80363d35f10926_2017-04-29 8.032628
## 27464 air_db80363d35f10926_2017-04-30 8.032628
## 27465 air_db80363d35f10926_2017-05-01 8.032628
## 27466 air_db80363d35f10926_2017-05-02 8.032628
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## 27471 air_db80363d35f10926_2017-05-07 8.032628
## 27472 air_db80363d35f10926_2017-05-08 8.032628
## 27473 air_db80363d35f10926_2017-05-09 8.032628
## 27474 air_db80363d35f10926_2017-05-10 8.032628
## 27475 air_db80363d35f10926_2017-05-11 8.032628
## 27476 air_db80363d35f10926_2017-05-12 8.032628
## 27477 air_db80363d35f10926_2017-05-13 8.032628
## 27478 air_db80363d35f10926_2017-05-14 8.032628
## 27479 air_db80363d35f10926_2017-05-15 8.032628
## 27480 air_db80363d35f10926_2017-05-16 8.032628
## 27481 air_db80363d35f10926_2017-05-17 8.032628
## 27482 air_db80363d35f10926_2017-05-18 8.032628
## 27483 air_db80363d35f10926_2017-05-19 8.032628
## 27484 air_db80363d35f10926_2017-05-20 8.032628
## 27485 air_db80363d35f10926_2017-05-21 8.032628
## 27486 air_db80363d35f10926_2017-05-22 8.032628
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## 27488 air_db80363d35f10926_2017-05-24 8.032628
## 27489 air_db80363d35f10926_2017-05-25 8.032628
## 27490 air_db80363d35f10926_2017-05-26 8.032628
## 27491 air_db80363d35f10926_2017-05-27 8.032628
## 27492 air_db80363d35f10926_2017-05-28 8.032628
## 27493 air_db80363d35f10926_2017-05-29 8.032628
## 27494 air_db80363d35f10926_2017-05-30 8.032628
## 27495 air_db80363d35f10926_2017-05-31 8.032628
## 27496 air_dbf64f1ce38c7442_2017-04-23 8.032628
## 27497 air_dbf64f1ce38c7442_2017-04-24 8.032628
## 27498 air_dbf64f1ce38c7442_2017-04-25 8.032628
## 27499 air_dbf64f1ce38c7442_2017-04-26 8.032628
## 27500 air_dbf64f1ce38c7442_2017-04-27 8.032628
## 27501 air_dbf64f1ce38c7442_2017-04-28 8.032628
## 27502 air_dbf64f1ce38c7442_2017-04-29 8.032628
## 27503 air_dbf64f1ce38c7442_2017-04-30 8.032628
## 27504 air_dbf64f1ce38c7442_2017-05-01 8.032628
## 27505 air_dbf64f1ce38c7442_2017-05-02 8.032628
## 27506 air_dbf64f1ce38c7442_2017-05-03 8.032628
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## 27508 air_dbf64f1ce38c7442_2017-05-05 8.032628
## 27509 air_dbf64f1ce38c7442_2017-05-06 8.032628
## 27510 air_dbf64f1ce38c7442_2017-05-07 8.032628
## 27511 air_dbf64f1ce38c7442_2017-05-08 8.032628
## 27512 air_dbf64f1ce38c7442_2017-05-09 8.032628
## 27513 air_dbf64f1ce38c7442_2017-05-10 8.032628
## 27514 air_dbf64f1ce38c7442_2017-05-11 8.032628
## 27515 air_dbf64f1ce38c7442_2017-05-12 8.032628
## 27516 air_dbf64f1ce38c7442_2017-05-13 8.032628
## 27517 air_dbf64f1ce38c7442_2017-05-14 8.032628
## 27518 air_dbf64f1ce38c7442_2017-05-15 8.032628
## 27519 air_dbf64f1ce38c7442_2017-05-16 8.032628
## 27520 air_dbf64f1ce38c7442_2017-05-17 8.032628
## 27521 air_dbf64f1ce38c7442_2017-05-18 8.032628
## 27522 air_dbf64f1ce38c7442_2017-05-19 8.032628
## 27523 air_dbf64f1ce38c7442_2017-05-20 8.032628
## 27524 air_dbf64f1ce38c7442_2017-05-21 8.032628
## 27525 air_dbf64f1ce38c7442_2017-05-22 8.032628
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## 27528 air_dbf64f1ce38c7442_2017-05-25 8.032628
## 27529 air_dbf64f1ce38c7442_2017-05-26 8.032628
## 27530 air_dbf64f1ce38c7442_2017-05-27 8.032628
## 27531 air_dbf64f1ce38c7442_2017-05-28 8.032628
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## 29011 air_e7d2ac6d53d1b744_2017-05-26 8.032628
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## 29013 air_e7d2ac6d53d1b744_2017-05-28 8.032628
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## 29045 air_e7fbee4e3cfe65c5_2017-05-21 8.032628
## 29046 air_e7fbee4e3cfe65c5_2017-05-22 8.032628
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## 29049 air_e7fbee4e3cfe65c5_2017-05-25 8.032628
## 29050 air_e7fbee4e3cfe65c5_2017-05-26 8.032628
## 29051 air_e7fbee4e3cfe65c5_2017-05-27 8.032628
## 29052 air_e7fbee4e3cfe65c5_2017-05-28 8.032628
## 29053 air_e7fbee4e3cfe65c5_2017-05-29 8.032628
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## 29077 air_e88bbe2ede3467aa_2017-05-14 8.032628
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## 29197 air_e9ebf7fc520ac76a_2017-05-17 8.032628
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## 29235 air_ea6d0c3acf00b22a_2017-05-16 8.032628
## 29236 air_ea6d0c3acf00b22a_2017-05-17 8.032628
## 29237 air_ea6d0c3acf00b22a_2017-05-18 8.032628
## 29238 air_ea6d0c3acf00b22a_2017-05-19 8.032628
## 29239 air_ea6d0c3acf00b22a_2017-05-20 8.032628
## 29240 air_ea6d0c3acf00b22a_2017-05-21 8.032628
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## 29245 air_ea6d0c3acf00b22a_2017-05-26 8.032628
## 29246 air_ea6d0c3acf00b22a_2017-05-27 8.032628
## 29247 air_ea6d0c3acf00b22a_2017-05-28 8.032628
## 29248 air_ea6d0c3acf00b22a_2017-05-29 8.032628
## 29249 air_ea6d0c3acf00b22a_2017-05-30 8.032628
## 29250 air_ea6d0c3acf00b22a_2017-05-31 8.032628
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## 29277 air_ea7c16131980c837_2017-05-19 8.032628
## 29278 air_ea7c16131980c837_2017-05-20 8.032628
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## 29280 air_ea7c16131980c837_2017-05-22 8.032628
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## 29283 air_ea7c16131980c837_2017-05-25 8.032628
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## 29288 air_ea7c16131980c837_2017-05-30 8.032628
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## 29292 air_eb120e6d384a17a8_2017-04-25 8.032628
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## 29308 air_eb120e6d384a17a8_2017-05-11 8.032628
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## 29310 air_eb120e6d384a17a8_2017-05-13 8.032628
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## 29312 air_eb120e6d384a17a8_2017-05-15 8.032628
## 29313 air_eb120e6d384a17a8_2017-05-16 8.032628
## 29314 air_eb120e6d384a17a8_2017-05-17 8.032628
## 29315 air_eb120e6d384a17a8_2017-05-18 8.032628
## 29316 air_eb120e6d384a17a8_2017-05-19 8.032628
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## 29318 air_eb120e6d384a17a8_2017-05-21 8.032628
## 29319 air_eb120e6d384a17a8_2017-05-22 8.032628
## 29320 air_eb120e6d384a17a8_2017-05-23 8.032628
## 29321 air_eb120e6d384a17a8_2017-05-24 8.032628
## 29322 air_eb120e6d384a17a8_2017-05-25 8.032628
## 29323 air_eb120e6d384a17a8_2017-05-26 8.032628
## 29324 air_eb120e6d384a17a8_2017-05-27 8.032628
## 29325 air_eb120e6d384a17a8_2017-05-28 8.032628
## 29326 air_eb120e6d384a17a8_2017-05-29 8.032628
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## 29328 air_eb120e6d384a17a8_2017-05-31 8.032628
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## 29331 air_eb20a89bba7dd3d0_2017-04-25 8.032628
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## 29335 air_eb20a89bba7dd3d0_2017-04-29 8.032628
## 29336 air_eb20a89bba7dd3d0_2017-04-30 8.032628
## 29337 air_eb20a89bba7dd3d0_2017-05-01 8.032628
## 29338 air_eb20a89bba7dd3d0_2017-05-02 8.032628
## 29339 air_eb20a89bba7dd3d0_2017-05-03 8.032628
## 29340 air_eb20a89bba7dd3d0_2017-05-04 8.032628
## 29341 air_eb20a89bba7dd3d0_2017-05-05 8.032628
## 29342 air_eb20a89bba7dd3d0_2017-05-06 8.032628
## 29343 air_eb20a89bba7dd3d0_2017-05-07 8.032628
## 29344 air_eb20a89bba7dd3d0_2017-05-08 8.032628
## 29345 air_eb20a89bba7dd3d0_2017-05-09 8.032628
## 29346 air_eb20a89bba7dd3d0_2017-05-10 8.032628
## 29347 air_eb20a89bba7dd3d0_2017-05-11 8.032628
## 29348 air_eb20a89bba7dd3d0_2017-05-12 8.032628
## 29349 air_eb20a89bba7dd3d0_2017-05-13 8.032628
## 29350 air_eb20a89bba7dd3d0_2017-05-14 8.032628
## 29351 air_eb20a89bba7dd3d0_2017-05-15 8.032628
## 29352 air_eb20a89bba7dd3d0_2017-05-16 8.032628
## 29353 air_eb20a89bba7dd3d0_2017-05-17 8.032628
## 29354 air_eb20a89bba7dd3d0_2017-05-18 8.032628
## 29355 air_eb20a89bba7dd3d0_2017-05-19 8.032628
## 29356 air_eb20a89bba7dd3d0_2017-05-20 8.032628
## 29357 air_eb20a89bba7dd3d0_2017-05-21 8.032628
## 29358 air_eb20a89bba7dd3d0_2017-05-22 8.032628
## 29359 air_eb20a89bba7dd3d0_2017-05-23 8.032628
## 29360 air_eb20a89bba7dd3d0_2017-05-24 8.032628
## 29361 air_eb20a89bba7dd3d0_2017-05-25 8.032628
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## 29364 air_eb20a89bba7dd3d0_2017-05-28 8.032628
## 29365 air_eb20a89bba7dd3d0_2017-05-29 8.032628
## 29366 air_eb20a89bba7dd3d0_2017-05-30 8.032628
## 29367 air_eb20a89bba7dd3d0_2017-05-31 8.032628
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## 29373 air_eb2d2653586315dd_2017-04-28 8.032628
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## 29386 air_eb2d2653586315dd_2017-05-11 8.032628
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## 29388 air_eb2d2653586315dd_2017-05-13 8.032628
## 29389 air_eb2d2653586315dd_2017-05-14 8.032628
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## 29391 air_eb2d2653586315dd_2017-05-16 8.032628
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## 29394 air_eb2d2653586315dd_2017-05-19 8.032628
## 29395 air_eb2d2653586315dd_2017-05-20 8.032628
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## 29440 air_eb5788dba285e725_2017-05-26 8.032628
## 29441 air_eb5788dba285e725_2017-05-27 8.032628
## 29442 air_eb5788dba285e725_2017-05-28 8.032628
## 29443 air_eb5788dba285e725_2017-05-29 8.032628
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## 29450 air_ebd31e812960f517_2017-04-27 8.032628
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## 29586 air_eca4a5a191e8d993_2017-05-16 8.032628
## 29587 air_eca4a5a191e8d993_2017-05-17 8.032628
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## 29598 air_eca4a5a191e8d993_2017-05-28 8.032628
## 29599 air_eca4a5a191e8d993_2017-05-29 8.032628
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## 29601 air_eca4a5a191e8d993_2017-05-31 8.032628
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## 29625 air_eca5e0064dc9314a_2017-05-16 8.032628
## 29626 air_eca5e0064dc9314a_2017-05-17 8.032628
## 29627 air_eca5e0064dc9314a_2017-05-18 8.032628
## 29628 air_eca5e0064dc9314a_2017-05-19 8.032628
## 29629 air_eca5e0064dc9314a_2017-05-20 8.032628
## 29630 air_eca5e0064dc9314a_2017-05-21 8.032628
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## 29635 air_eca5e0064dc9314a_2017-05-26 8.032628
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## 29638 air_eca5e0064dc9314a_2017-05-29 8.032628
## 29639 air_eca5e0064dc9314a_2017-05-30 8.032628
## 29640 air_eca5e0064dc9314a_2017-05-31 8.032628
## 29641 air_ecab54b57a71b10d_2017-04-23 8.032628
## 29642 air_ecab54b57a71b10d_2017-04-24 8.032628
## 29643 air_ecab54b57a71b10d_2017-04-25 8.032628
## 29644 air_ecab54b57a71b10d_2017-04-26 8.032628
## 29645 air_ecab54b57a71b10d_2017-04-27 8.032628
## 29646 air_ecab54b57a71b10d_2017-04-28 8.032628
## 29647 air_ecab54b57a71b10d_2017-04-29 8.032628
## 29648 air_ecab54b57a71b10d_2017-04-30 8.032628
## 29649 air_ecab54b57a71b10d_2017-05-01 8.032628
## 29650 air_ecab54b57a71b10d_2017-05-02 8.032628
## 29651 air_ecab54b57a71b10d_2017-05-03 8.032628
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## 29653 air_ecab54b57a71b10d_2017-05-05 8.032628
## 29654 air_ecab54b57a71b10d_2017-05-06 8.032628
## 29655 air_ecab54b57a71b10d_2017-05-07 8.032628
## 29656 air_ecab54b57a71b10d_2017-05-08 8.032628
## 29657 air_ecab54b57a71b10d_2017-05-09 8.032628
## 29658 air_ecab54b57a71b10d_2017-05-10 8.032628
## 29659 air_ecab54b57a71b10d_2017-05-11 8.032628
## 29660 air_ecab54b57a71b10d_2017-05-12 8.032628
## 29661 air_ecab54b57a71b10d_2017-05-13 8.032628
## 29662 air_ecab54b57a71b10d_2017-05-14 8.032628
## 29663 air_ecab54b57a71b10d_2017-05-15 8.032628
## 29664 air_ecab54b57a71b10d_2017-05-16 8.032628
## 29665 air_ecab54b57a71b10d_2017-05-17 8.032628
## 29666 air_ecab54b57a71b10d_2017-05-18 8.032628
## 29667 air_ecab54b57a71b10d_2017-05-19 8.032628
## 29668 air_ecab54b57a71b10d_2017-05-20 8.032628
## 29669 air_ecab54b57a71b10d_2017-05-21 8.032628
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## 29674 air_ecab54b57a71b10d_2017-05-26 8.032628
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## 29676 air_ecab54b57a71b10d_2017-05-28 8.032628
## 29677 air_ecab54b57a71b10d_2017-05-29 8.032628
## 29678 air_ecab54b57a71b10d_2017-05-30 8.032628
## 29679 air_ecab54b57a71b10d_2017-05-31 8.032628
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## 29894 air_ee3ba9af184c6c82_2017-05-12 8.032628
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## 29897 air_ee3ba9af184c6c82_2017-05-15 8.032628
## 29898 air_ee3ba9af184c6c82_2017-05-16 8.032628
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## 29909 air_ee3ba9af184c6c82_2017-05-27 8.032628
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## 29940 air_eec5e572b9eb9c23_2017-05-19 8.032628
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## 29947 air_eec5e572b9eb9c23_2017-05-26 8.032628
## 29948 air_eec5e572b9eb9c23_2017-05-27 8.032628
## 29949 air_eec5e572b9eb9c23_2017-05-28 8.032628
## 29950 air_eec5e572b9eb9c23_2017-05-29 8.032628
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## 30252 air_f068442ebb6c246c_2017-05-19 8.032628
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## 30256 air_f068442ebb6c246c_2017-05-23 8.032628
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## 30259 air_f068442ebb6c246c_2017-05-26 8.032628
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## 30262 air_f068442ebb6c246c_2017-05-29 8.032628
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## 30264 air_f068442ebb6c246c_2017-05-31 8.032628
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## 30288 air_f0c7272956e62f12_2017-05-16 8.032628
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## 30550 air_f26f36ec4dc5adb0_2017-05-05 8.032628
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## 30848 air_f690c42545146e0a_2017-05-30 8.032628
## 30849 air_f690c42545146e0a_2017-05-31 8.032628
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## 30852 air_f6b2489ccf873c3b_2017-04-25 8.032628
## 30853 air_f6b2489ccf873c3b_2017-04-26 8.032628
## 30854 air_f6b2489ccf873c3b_2017-04-27 8.032628
## 30855 air_f6b2489ccf873c3b_2017-04-28 8.032628
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## 31148 air_f9168b23fdfc1e52_2017-05-18 8.032628
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## 31447 air_fbadf737162a5ce3_2017-05-05 8.032628
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## 31748 air_fe22ef5a9cbef123_2017-04-24 8.032628
## 31749 air_fe22ef5a9cbef123_2017-04-25 8.032628
## 31750 air_fe22ef5a9cbef123_2017-04-26 8.032628
## 31751 air_fe22ef5a9cbef123_2017-04-27 8.032628
## 31752 air_fe22ef5a9cbef123_2017-04-28 8.032628
## 31753 air_fe22ef5a9cbef123_2017-04-29 8.032628
## 31754 air_fe22ef5a9cbef123_2017-04-30 8.032628
## 31755 air_fe22ef5a9cbef123_2017-05-01 8.032628
## 31756 air_fe22ef5a9cbef123_2017-05-02 8.032628
## 31757 air_fe22ef5a9cbef123_2017-05-03 8.032628
## 31758 air_fe22ef5a9cbef123_2017-05-04 8.032628
## 31759 air_fe22ef5a9cbef123_2017-05-05 8.032628
## 31760 air_fe22ef5a9cbef123_2017-05-06 8.032628
## 31761 air_fe22ef5a9cbef123_2017-05-07 8.032628
## 31762 air_fe22ef5a9cbef123_2017-05-08 8.032628
## 31763 air_fe22ef5a9cbef123_2017-05-09 8.032628
## 31764 air_fe22ef5a9cbef123_2017-05-10 8.032628
## 31765 air_fe22ef5a9cbef123_2017-05-11 8.032628
## 31766 air_fe22ef5a9cbef123_2017-05-12 8.032628
## 31767 air_fe22ef5a9cbef123_2017-05-13 8.032628
## 31768 air_fe22ef5a9cbef123_2017-05-14 8.032628
## 31769 air_fe22ef5a9cbef123_2017-05-15 8.032628
## 31770 air_fe22ef5a9cbef123_2017-05-16 8.032628
## 31771 air_fe22ef5a9cbef123_2017-05-17 8.032628
## 31772 air_fe22ef5a9cbef123_2017-05-18 8.032628
## 31773 air_fe22ef5a9cbef123_2017-05-19 8.032628
## 31774 air_fe22ef5a9cbef123_2017-05-20 8.032628
## 31775 air_fe22ef5a9cbef123_2017-05-21 8.032628
## 31776 air_fe22ef5a9cbef123_2017-05-22 8.032628
## 31777 air_fe22ef5a9cbef123_2017-05-23 8.032628
## 31778 air_fe22ef5a9cbef123_2017-05-24 8.032628
## 31779 air_fe22ef5a9cbef123_2017-05-25 8.032628
## 31780 air_fe22ef5a9cbef123_2017-05-26 8.032628
## 31781 air_fe22ef5a9cbef123_2017-05-27 8.032628
## 31782 air_fe22ef5a9cbef123_2017-05-28 8.032628
## 31783 air_fe22ef5a9cbef123_2017-05-29 8.032628
## 31784 air_fe22ef5a9cbef123_2017-05-30 8.032628
## 31785 air_fe22ef5a9cbef123_2017-05-31 8.032628
## 31786 air_fe58c074ec1445ea_2017-04-23 8.032628
## 31787 air_fe58c074ec1445ea_2017-04-24 8.032628
## 31788 air_fe58c074ec1445ea_2017-04-25 8.032628
## 31789 air_fe58c074ec1445ea_2017-04-26 8.032628
## 31790 air_fe58c074ec1445ea_2017-04-27 8.032628
## 31791 air_fe58c074ec1445ea_2017-04-28 8.032628
## 31792 air_fe58c074ec1445ea_2017-04-29 8.032628
## 31793 air_fe58c074ec1445ea_2017-04-30 8.032628
## 31794 air_fe58c074ec1445ea_2017-05-01 8.032628
## 31795 air_fe58c074ec1445ea_2017-05-02 8.032628
## 31796 air_fe58c074ec1445ea_2017-05-03 8.032628
## 31797 air_fe58c074ec1445ea_2017-05-04 8.032628
## 31798 air_fe58c074ec1445ea_2017-05-05 8.032628
## 31799 air_fe58c074ec1445ea_2017-05-06 8.032628
## 31800 air_fe58c074ec1445ea_2017-05-07 8.032628
## 31801 air_fe58c074ec1445ea_2017-05-08 8.032628
## 31802 air_fe58c074ec1445ea_2017-05-09 8.032628
## 31803 air_fe58c074ec1445ea_2017-05-10 8.032628
## 31804 air_fe58c074ec1445ea_2017-05-11 8.032628
## 31805 air_fe58c074ec1445ea_2017-05-12 8.032628
## 31806 air_fe58c074ec1445ea_2017-05-13 8.032628
## 31807 air_fe58c074ec1445ea_2017-05-14 8.032628
## 31808 air_fe58c074ec1445ea_2017-05-15 8.032628
## 31809 air_fe58c074ec1445ea_2017-05-16 8.032628
## 31810 air_fe58c074ec1445ea_2017-05-17 8.032628
## 31811 air_fe58c074ec1445ea_2017-05-18 8.032628
## 31812 air_fe58c074ec1445ea_2017-05-19 8.032628
## 31813 air_fe58c074ec1445ea_2017-05-20 8.032628
## 31814 air_fe58c074ec1445ea_2017-05-21 8.032628
## 31815 air_fe58c074ec1445ea_2017-05-22 8.032628
## 31816 air_fe58c074ec1445ea_2017-05-23 8.032628
## 31817 air_fe58c074ec1445ea_2017-05-24 8.032628
## 31818 air_fe58c074ec1445ea_2017-05-25 8.032628
## 31819 air_fe58c074ec1445ea_2017-05-26 8.032628
## 31820 air_fe58c074ec1445ea_2017-05-27 8.032628
## 31821 air_fe58c074ec1445ea_2017-05-28 8.032628
## 31822 air_fe58c074ec1445ea_2017-05-29 8.032628
## 31823 air_fe58c074ec1445ea_2017-05-30 8.032628
## 31824 air_fe58c074ec1445ea_2017-05-31 8.032628
## 31825 air_fea5dc9594450608_2017-04-23 8.032628
## 31826 air_fea5dc9594450608_2017-04-24 8.032628
## 31827 air_fea5dc9594450608_2017-04-25 8.032628
## 31828 air_fea5dc9594450608_2017-04-26 8.032628
## 31829 air_fea5dc9594450608_2017-04-27 8.032628
## 31830 air_fea5dc9594450608_2017-04-28 8.032628
## 31831 air_fea5dc9594450608_2017-04-29 8.032628
## 31832 air_fea5dc9594450608_2017-04-30 8.032628
## 31833 air_fea5dc9594450608_2017-05-01 8.032628
## 31834 air_fea5dc9594450608_2017-05-02 8.032628
## 31835 air_fea5dc9594450608_2017-05-03 8.032628
## 31836 air_fea5dc9594450608_2017-05-04 8.032628
## 31837 air_fea5dc9594450608_2017-05-05 8.032628
## 31838 air_fea5dc9594450608_2017-05-06 8.032628
## 31839 air_fea5dc9594450608_2017-05-07 8.032628
## 31840 air_fea5dc9594450608_2017-05-08 8.032628
## 31841 air_fea5dc9594450608_2017-05-09 8.032628
## 31842 air_fea5dc9594450608_2017-05-10 8.032628
## 31843 air_fea5dc9594450608_2017-05-11 8.032628
## 31844 air_fea5dc9594450608_2017-05-12 8.032628
## 31845 air_fea5dc9594450608_2017-05-13 8.032628
## 31846 air_fea5dc9594450608_2017-05-14 8.032628
## 31847 air_fea5dc9594450608_2017-05-15 8.032628
## 31848 air_fea5dc9594450608_2017-05-16 8.032628
## 31849 air_fea5dc9594450608_2017-05-17 8.032628
## 31850 air_fea5dc9594450608_2017-05-18 8.032628
## 31851 air_fea5dc9594450608_2017-05-19 8.032628
## 31852 air_fea5dc9594450608_2017-05-20 8.032628
## 31853 air_fea5dc9594450608_2017-05-21 8.032628
## 31854 air_fea5dc9594450608_2017-05-22 8.032628
## 31855 air_fea5dc9594450608_2017-05-23 8.032628
## 31856 air_fea5dc9594450608_2017-05-24 8.032628
## 31857 air_fea5dc9594450608_2017-05-25 8.032628
## 31858 air_fea5dc9594450608_2017-05-26 8.032628
## 31859 air_fea5dc9594450608_2017-05-27 8.032628
## 31860 air_fea5dc9594450608_2017-05-28 8.032628
## 31861 air_fea5dc9594450608_2017-05-29 8.032628
## 31862 air_fea5dc9594450608_2017-05-30 8.032628
## 31863 air_fea5dc9594450608_2017-05-31 8.032628
## 31864 air_fee8dcf4d619598e_2017-04-23 8.032628
## 31865 air_fee8dcf4d619598e_2017-04-24 8.032628
## 31866 air_fee8dcf4d619598e_2017-04-25 8.032628
## 31867 air_fee8dcf4d619598e_2017-04-26 8.032628
## 31868 air_fee8dcf4d619598e_2017-04-27 8.032628
## 31869 air_fee8dcf4d619598e_2017-04-28 8.032628
## 31870 air_fee8dcf4d619598e_2017-04-29 8.032628
## 31871 air_fee8dcf4d619598e_2017-04-30 8.032628
## 31872 air_fee8dcf4d619598e_2017-05-01 8.032628
## 31873 air_fee8dcf4d619598e_2017-05-02 8.032628
## 31874 air_fee8dcf4d619598e_2017-05-03 8.032628
## 31875 air_fee8dcf4d619598e_2017-05-04 8.032628
## 31876 air_fee8dcf4d619598e_2017-05-05 8.032628
## 31877 air_fee8dcf4d619598e_2017-05-06 8.032628
## 31878 air_fee8dcf4d619598e_2017-05-07 8.032628
## 31879 air_fee8dcf4d619598e_2017-05-08 8.032628
## 31880 air_fee8dcf4d619598e_2017-05-09 8.032628
## 31881 air_fee8dcf4d619598e_2017-05-10 8.032628
## 31882 air_fee8dcf4d619598e_2017-05-11 8.032628
## 31883 air_fee8dcf4d619598e_2017-05-12 8.032628
## 31884 air_fee8dcf4d619598e_2017-05-13 8.032628
## 31885 air_fee8dcf4d619598e_2017-05-14 8.032628
## 31886 air_fee8dcf4d619598e_2017-05-15 8.032628
## 31887 air_fee8dcf4d619598e_2017-05-16 8.032628
## 31888 air_fee8dcf4d619598e_2017-05-17 8.032628
## 31889 air_fee8dcf4d619598e_2017-05-18 8.032628
## 31890 air_fee8dcf4d619598e_2017-05-19 8.032628
## 31891 air_fee8dcf4d619598e_2017-05-20 8.032628
## 31892 air_fee8dcf4d619598e_2017-05-21 8.032628
## 31893 air_fee8dcf4d619598e_2017-05-22 8.032628
## 31894 air_fee8dcf4d619598e_2017-05-23 8.032628
## 31895 air_fee8dcf4d619598e_2017-05-24 8.032628
## 31896 air_fee8dcf4d619598e_2017-05-25 8.032628
## 31897 air_fee8dcf4d619598e_2017-05-26 8.032628
## 31898 air_fee8dcf4d619598e_2017-05-27 8.032628
## 31899 air_fee8dcf4d619598e_2017-05-28 8.032628
## 31900 air_fee8dcf4d619598e_2017-05-29 8.032628
## 31901 air_fee8dcf4d619598e_2017-05-30 8.032628
## 31902 air_fee8dcf4d619598e_2017-05-31 8.032628
## 31903 air_fef9ccb3ba0da2f7_2017-04-23 8.032628
## 31904 air_fef9ccb3ba0da2f7_2017-04-24 8.032628
## 31905 air_fef9ccb3ba0da2f7_2017-04-25 8.032628
## 31906 air_fef9ccb3ba0da2f7_2017-04-26 8.032628
## 31907 air_fef9ccb3ba0da2f7_2017-04-27 8.032628
## 31908 air_fef9ccb3ba0da2f7_2017-04-28 8.032628
## 31909 air_fef9ccb3ba0da2f7_2017-04-29 8.032628
## 31910 air_fef9ccb3ba0da2f7_2017-04-30 8.032628
## 31911 air_fef9ccb3ba0da2f7_2017-05-01 8.032628
## 31912 air_fef9ccb3ba0da2f7_2017-05-02 8.032628
## 31913 air_fef9ccb3ba0da2f7_2017-05-03 8.032628
## 31914 air_fef9ccb3ba0da2f7_2017-05-04 8.032628
## 31915 air_fef9ccb3ba0da2f7_2017-05-05 8.032628
## 31916 air_fef9ccb3ba0da2f7_2017-05-06 8.032628
## 31917 air_fef9ccb3ba0da2f7_2017-05-07 8.032628
## 31918 air_fef9ccb3ba0da2f7_2017-05-08 8.032628
## 31919 air_fef9ccb3ba0da2f7_2017-05-09 8.032628
## 31920 air_fef9ccb3ba0da2f7_2017-05-10 8.032628
## 31921 air_fef9ccb3ba0da2f7_2017-05-11 8.032628
## 31922 air_fef9ccb3ba0da2f7_2017-05-12 8.032628
## 31923 air_fef9ccb3ba0da2f7_2017-05-13 8.032628
## 31924 air_fef9ccb3ba0da2f7_2017-05-14 8.032628
## 31925 air_fef9ccb3ba0da2f7_2017-05-15 8.032628
## 31926 air_fef9ccb3ba0da2f7_2017-05-16 8.032628
## 31927 air_fef9ccb3ba0da2f7_2017-05-17 8.032628
## 31928 air_fef9ccb3ba0da2f7_2017-05-18 8.032628
## 31929 air_fef9ccb3ba0da2f7_2017-05-19 8.032628
## 31930 air_fef9ccb3ba0da2f7_2017-05-20 8.032628
## 31931 air_fef9ccb3ba0da2f7_2017-05-21 8.032628
## 31932 air_fef9ccb3ba0da2f7_2017-05-22 8.032628
## 31933 air_fef9ccb3ba0da2f7_2017-05-23 8.032628
## 31934 air_fef9ccb3ba0da2f7_2017-05-24 8.032628
## 31935 air_fef9ccb3ba0da2f7_2017-05-25 8.032628
## 31936 air_fef9ccb3ba0da2f7_2017-05-26 8.032628
## 31937 air_fef9ccb3ba0da2f7_2017-05-27 8.032628
## 31938 air_fef9ccb3ba0da2f7_2017-05-28 8.032628
## 31939 air_fef9ccb3ba0da2f7_2017-05-29 8.032628
## 31940 air_fef9ccb3ba0da2f7_2017-05-30 8.032628
## 31941 air_fef9ccb3ba0da2f7_2017-05-31 8.032628
## 31942 air_ffcc2d5087e1b476_2017-04-23 8.032628
## 31943 air_ffcc2d5087e1b476_2017-04-24 8.032628
## 31944 air_ffcc2d5087e1b476_2017-04-25 8.032628
## 31945 air_ffcc2d5087e1b476_2017-04-26 8.032628
## 31946 air_ffcc2d5087e1b476_2017-04-27 8.032628
## 31947 air_ffcc2d5087e1b476_2017-04-28 8.032628
## 31948 air_ffcc2d5087e1b476_2017-04-29 8.032628
## 31949 air_ffcc2d5087e1b476_2017-04-30 8.032628
## 31950 air_ffcc2d5087e1b476_2017-05-01 8.032628
## 31951 air_ffcc2d5087e1b476_2017-05-02 8.032628
## 31952 air_ffcc2d5087e1b476_2017-05-03 8.032628
## 31953 air_ffcc2d5087e1b476_2017-05-04 8.032628
## 31954 air_ffcc2d5087e1b476_2017-05-05 8.032628
## 31955 air_ffcc2d5087e1b476_2017-05-06 8.032628
## 31956 air_ffcc2d5087e1b476_2017-05-07 8.032628
## 31957 air_ffcc2d5087e1b476_2017-05-08 8.032628
## 31958 air_ffcc2d5087e1b476_2017-05-09 8.032628
## 31959 air_ffcc2d5087e1b476_2017-05-10 8.032628
## 31960 air_ffcc2d5087e1b476_2017-05-11 8.032628
## 31961 air_ffcc2d5087e1b476_2017-05-12 8.032628
## 31962 air_ffcc2d5087e1b476_2017-05-13 8.032628
## 31963 air_ffcc2d5087e1b476_2017-05-14 8.032628
## 31964 air_ffcc2d5087e1b476_2017-05-15 8.032628
## 31965 air_ffcc2d5087e1b476_2017-05-16 8.032628
## 31966 air_ffcc2d5087e1b476_2017-05-17 8.032628
## 31967 air_ffcc2d5087e1b476_2017-05-18 8.032628
## 31968 air_ffcc2d5087e1b476_2017-05-19 8.032628
## 31969 air_ffcc2d5087e1b476_2017-05-20 8.032628
## 31970 air_ffcc2d5087e1b476_2017-05-21 8.032628
## 31971 air_ffcc2d5087e1b476_2017-05-22 8.032628
## 31972 air_ffcc2d5087e1b476_2017-05-23 8.032628
## 31973 air_ffcc2d5087e1b476_2017-05-24 8.032628
## 31974 air_ffcc2d5087e1b476_2017-05-25 8.032628
## 31975 air_ffcc2d5087e1b476_2017-05-26 8.032628
## 31976 air_ffcc2d5087e1b476_2017-05-27 8.032628
## 31977 air_ffcc2d5087e1b476_2017-05-28 8.032628
## 31978 air_ffcc2d5087e1b476_2017-05-29 8.032628
## 31979 air_ffcc2d5087e1b476_2017-05-30 8.032628
## 31980 air_ffcc2d5087e1b476_2017-05-31 8.032628
## 31981 air_fff68b929994bfbd_2017-04-23 8.032628
## 31982 air_fff68b929994bfbd_2017-04-24 8.032628
## 31983 air_fff68b929994bfbd_2017-04-25 8.032628
## 31984 air_fff68b929994bfbd_2017-04-26 8.032628
## 31985 air_fff68b929994bfbd_2017-04-27 8.032628
## 31986 air_fff68b929994bfbd_2017-04-28 8.032628
## 31987 air_fff68b929994bfbd_2017-04-29 8.032628
## 31988 air_fff68b929994bfbd_2017-04-30 8.032628
## 31989 air_fff68b929994bfbd_2017-05-01 8.032628
## 31990 air_fff68b929994bfbd_2017-05-02 8.032628
## 31991 air_fff68b929994bfbd_2017-05-03 8.032628
## 31992 air_fff68b929994bfbd_2017-05-04 8.032628
## 31993 air_fff68b929994bfbd_2017-05-05 8.032628
## 31994 air_fff68b929994bfbd_2017-05-06 8.032628
## 31995 air_fff68b929994bfbd_2017-05-07 8.032628
## 31996 air_fff68b929994bfbd_2017-05-08 8.032628
## 31997 air_fff68b929994bfbd_2017-05-09 8.032628
## 31998 air_fff68b929994bfbd_2017-05-10 8.032628
## 31999 air_fff68b929994bfbd_2017-05-11 8.032628
## 32000 air_fff68b929994bfbd_2017-05-12 8.032628
## 32001 air_fff68b929994bfbd_2017-05-13 8.032628
## 32002 air_fff68b929994bfbd_2017-05-14 8.032628
## 32003 air_fff68b929994bfbd_2017-05-15 8.032628
## 32004 air_fff68b929994bfbd_2017-05-16 8.032628
## 32005 air_fff68b929994bfbd_2017-05-17 8.032628
## 32006 air_fff68b929994bfbd_2017-05-18 8.032628
## 32007 air_fff68b929994bfbd_2017-05-19 8.032628
## 32008 air_fff68b929994bfbd_2017-05-20 8.032628
## 32009 air_fff68b929994bfbd_2017-05-21 8.032628
## 32010 air_fff68b929994bfbd_2017-05-22 8.032628
## 32011 air_fff68b929994bfbd_2017-05-23 8.032628
## 32012 air_fff68b929994bfbd_2017-05-24 8.032628
## 32013 air_fff68b929994bfbd_2017-05-25 8.032628
## 32014 air_fff68b929994bfbd_2017-05-26 8.032628
## 32015 air_fff68b929994bfbd_2017-05-27 8.032628
## 32016 air_fff68b929994bfbd_2017-05-28 8.032628
## 32017 air_fff68b929994bfbd_2017-05-29 8.032628
## 32018 air_fff68b929994bfbd_2017-05-30 8.032628
## 32019 air_fff68b929994bfbd_2017-05-31 8.032628
#
air_visit2 <- air_visit_data
air_visit2$date <- as.Date(air_visit2$visit_date)
air_visit2$Month <- as.factor(month(air_visit2$date))
air_visit2$Wkday <- as.factor(wday(air_visit2$date))
#LM
test_lm <- sample_submission
test_lm$str <- gsub("[a-zA-Z ]", "", test_lm$id)
test_lm$date <- gsub(".*_","",test_lm$str)
test_lm$date <- as.Date(test_lm$date)
test_lm$Month <- as.factor(month(test_lm$date))
test_lm$Wkday <- as.factor(wday(test_lm$date))
test_lm$str <- NULL
model <- lm(visitors ~ Month + Wkday, data= air_visit2)
accuracy(model)
## ME RMSE MAE MPE MAPE MASE
## Training set -1.049775e-14 16.40116 12.19118 -125.0645 153.4663 0.9765459
lmpred <- predict(model, test_lm)
lm_s <- data.frame(id=sample_submission$id,visitors=lmpred)
write.csv(lm_s,file="Forecasting_Kaggle Visitors_LM.csv", row.names=F)
##LM with Holiday
dates <- date_info
dates$date <- dates$calendar_date
dates$date <- as.Date(dates$date)
dates$date[dates$holiday_flg ==1]
## [1] "2016-01-01" "2016-01-02" "2016-01-03" "2016-01-11" "2016-02-11"
## [6] "2016-03-20" "2016-03-21" "2016-04-29" "2016-05-03" "2016-05-04"
## [11] "2016-05-05" "2016-07-18" "2016-08-11" "2016-08-13" "2016-08-14"
## [16] "2016-08-15" "2016-09-19" "2016-09-22" "2016-10-10" "2016-11-03"
## [21] "2016-11-23" "2016-12-23" "2016-12-29" "2016-12-30" "2016-12-31"
## [26] "2017-01-01" "2017-01-02" "2017-01-03" "2017-01-09" "2017-02-11"
## [31] "2017-03-20" "2017-04-29" "2017-05-03" "2017-05-04" "2017-05-05"
air_visit2$holiday_flg <- ifelse(
air_visit2$date >= as.Date("2016-01-01") & air_visit2$date <= "2016-01-03" | air_visit2$date == as.Date("2016-01-11") |
air_visit2$date == as.Date("2016-02-11")
| air_visit2$date >= as.Date("2016-03-20") & air_visit2$date <= "2016-03-21" | air_visit2$date == as.Date("2016-07-18") | air_visit2$date == as.Date("2016-08-11") | air_visit2$date >= as.Date("2016-08-13") & air_visit2$date <= "2016-08-15" | air_visit2$date == as.Date("2016-09-19") | air_visit2$date == as.Date("2016-09-22") | air_visit2$date == as.Date("2016-10-10") | air_visit2$date == as.Date("2016-11-03") | air_visit2$date == as.Date("2016-11-23") | air_visit2$date == as.Date("2016-12-23") | air_visit2$date >= as.Date("2016-12-29") & air_visit2$date <= "2017-01-03" | air_visit2$date == as.Date("2017-01-11") |
air_visit2$date == as.Date("2017-02-11")
| air_visit2$date >= as.Date("2017-03-20") & air_visit2$date <= "2017-03-21",
1, 0)
model2 <- lm(visitors ~ Month + Wkday + holiday_flg, data= air_visit2)
test_lm$holiday_flg <- ifelse(
test_lm$date == as.Date("2017-04-29") | test_lm$date >= as.Date("2017-05-03") & test_lm$date <= "2017-05-05",
1, 0)
lmpred2 <- predict(model2, test_lm)
lm_s2 <- data.frame(id=sample_submission$id,visitors=lmpred2)
write.csv(lm_s2,file="Forecasting_Kaggle Visitors_LM_Holiday.csv", row.names=F)
air_visit2$index <- 1:nrow(air_visit2)
air_ts <- as_tsibble(air_visit2, index = index)
model3 <- lm(visitors ~ Wkday + holiday_flg, data= air_visit2)
lmpred3 <- predict(model3, test_lm)
lm_s3 <- data.frame(id=sample_submission$id,visitors=lmpred3)
write.csv(lm_s3,file="Forecasting_Kaggle Visitors_LM_Holiday2.csv", row.names=F)
ts_air <- ts(air_visit2)
ts_model <- tslm(visitors ~ Month + Wkday + holiday_flg, data= ts_air)
test_new <- ts(test_lm)
lmpred4 <- predict(ts_model, test_new)
lm_s4 <- data.frame(id=sample_submission$id,visitors=lmpred4)
write.csv(lm_s4,file="Forecasting_Kaggle Visitors_TSLM.csv", row.names=F)
ts_model2 <- tslm(visitors ~ Wkday + holiday_flg, data= ts_air)
lmpred5 <- predict(ts_model2, test_new)
lm_s5 <- data.frame(id=sample_submission$id,visitors=lmpred5)
write.csv(lm_s5,file="Forecasting_Kaggle Visitors_TSLM2.csv", row.names=F)