Data Bike _ Time seris
ARIMBI SINGGIH KONITA
2026-03-15
Visualisasi Data Time Series
Data time series adalah data yang dicatat secara berurutan berdasarkan waktu. Contoh data time series antara lain jumlah penjualan bulanan, temperatur harian, atau jumlah pengguna aplikasi setiap hari.
Berbeda dengan data biasa, data time series memungkinkan kita melihat bagaimana suatu fenomena berubah dari waktu ke waktu. Oleh karena itu, visualisasi memegang peranan penting dalam memahami pola yang terkandung di dalam data tersebut.
Melalui visualisasi time series, kita dapat mengidentifikasi beberapa pola penting, antara lain:
Trend -> kecenderungan peningkatan atau penurunan data dalam jangka panjang Seasonality -> pola yang berulang secara periodik Anomaly -> nilai yang menyimpang dari pola umum Dalam praktikum ini kita akan mengeksplorasi Bike Sharing Dataset untuk memahami bagaimana pola penggunaan sepeda berubah sepanjang waktu.
Studi Kasus Dataset yang digunakan dalam analisis ini adalah Bike Sharing Dataset yang berisi data jumlah penyewaan sepeda harian selama dua tahun, yaitu dari tahun 2011 hingga tahun 2012. Data ini memberikan informasi mengenai aktivitas penyewaan sepeda yang terjadi setiap hari serta memungkinkan kita untuk melihat bagaimana perubahan penggunaan sepeda dari waktu ke waktu.
Melalui visualisasi data time series, kita dapat memahami pola penggunaan sepeda serta melihat apakah terdapat kecenderungan tertentu dalam periode waktu tertentu. Visualisasi juga membantu dalam mengidentifikasi pola tren maupun pola musiman yang mungkin muncul pada data.
Berikut beberapa yang ingin di ketuhui dari penelitian ini di antaranya :
<- Bagaimana pola perubahan jumlah penyewaan sepeda dari tahun 2011 hingga tahun 2012?
<- Apakah terdapat bulan-bulan tertentu yang memiliki jumlah penyewaan sepeda lebih tinggi dibandingkan bulan lainnya?
Menjelajahi stuktur data
#memanggil data bike_day
bike_data <- read.table("clipboard",
header = TRUE,
sep = "\t")
bike_data## instant dteday season yr mnth holiday weekday workingday
## 1 1 2011-01-01 Spring 2011 Jan No Saturday Non-Working Day
## 2 2 2011-01-02 Spring 2011 Jan No Sunday Non-Working Day
## 3 3 2011-01-03 Spring 2011 Jan No Monday Working Day
## 4 4 2011-01-04 Spring 2011 Jan No Tuesday Working Day
## 5 5 2011-01-05 Spring 2011 Jan No Wednesday Working Day
## 6 6 2011-01-06 Spring 2011 Jan No Thursday Working Day
## 7 7 2011-01-07 Spring 2011 Jan No Friday Working Day
## 8 8 2011-01-08 Spring 2011 Jan No Saturday Non-Working Day
## 9 9 2011-01-09 Spring 2011 Jan No Sunday Non-Working Day
## 10 10 2011-01-10 Spring 2011 Jan No Monday Working Day
## 11 11 2011-01-11 Spring 2011 Jan No Tuesday Working Day
## 12 12 2011-01-12 Spring 2011 Jan No Wednesday Working Day
## 13 13 2011-01-13 Spring 2011 Jan No Thursday Working Day
## 14 14 2011-01-14 Spring 2011 Jan No Friday Working Day
## 15 15 2011-01-15 Spring 2011 Jan No Saturday Non-Working Day
## 16 16 2011-01-16 Spring 2011 Jan No Sunday Non-Working Day
## 17 17 2011-01-17 Spring 2011 Jan Yes Monday Non-Working Day
## 18 18 2011-01-18 Spring 2011 Jan No Tuesday Working Day
## 19 19 2011-01-19 Spring 2011 Jan No Wednesday Working Day
## 20 20 2011-01-20 Spring 2011 Jan No Thursday Working Day
## 21 21 2011-01-21 Spring 2011 Jan No Friday Working Day
## 22 22 2011-01-22 Spring 2011 Jan No Saturday Non-Working Day
## 23 23 2011-01-23 Spring 2011 Jan No Sunday Non-Working Day
## 24 24 2011-01-24 Spring 2011 Jan No Monday Working Day
## 25 25 2011-01-25 Spring 2011 Jan No Tuesday Working Day
## 26 26 2011-01-26 Spring 2011 Jan No Wednesday Working Day
## 27 27 2011-01-27 Spring 2011 Jan No Thursday Working Day
## 28 28 2011-01-28 Spring 2011 Jan No Friday Working Day
## 29 29 2011-01-29 Spring 2011 Jan No Saturday Non-Working Day
## 30 30 2011-01-30 Spring 2011 Jan No Sunday Non-Working Day
## 31 31 2011-01-31 Spring 2011 Jan No Monday Working Day
## 32 32 2011-02-01 Spring 2011 Feb No Tuesday Working Day
## 33 33 2011-02-02 Spring 2011 Feb No Wednesday Working Day
## 34 34 2011-02-03 Spring 2011 Feb No Thursday Working Day
## 35 35 2011-02-04 Spring 2011 Feb No Friday Working Day
## 36 36 2011-02-05 Spring 2011 Feb No Saturday Non-Working Day
## 37 37 2011-02-06 Spring 2011 Feb No Sunday Non-Working Day
## 38 38 2011-02-07 Spring 2011 Feb No Monday Working Day
## 39 39 2011-02-08 Spring 2011 Feb No Tuesday Working Day
## 40 40 2011-02-09 Spring 2011 Feb No Wednesday Working Day
## 41 41 2011-02-10 Spring 2011 Feb No Thursday Working Day
## 42 42 2011-02-11 Spring 2011 Feb No Friday Working Day
## 43 43 2011-02-12 Spring 2011 Feb No Saturday Non-Working Day
## 44 44 2011-02-13 Spring 2011 Feb No Sunday Non-Working Day
## 45 45 2011-02-14 Spring 2011 Feb No Monday Working Day
## 46 46 2011-02-15 Spring 2011 Feb No Tuesday Working Day
## 47 47 2011-02-16 Spring 2011 Feb No Wednesday Working Day
## 48 48 2011-02-17 Spring 2011 Feb No Thursday Working Day
## 49 49 2011-02-18 Spring 2011 Feb No Friday Working Day
## 50 50 2011-02-19 Spring 2011 Feb No Saturday Non-Working Day
## 51 51 2011-02-20 Spring 2011 Feb No Sunday Non-Working Day
## 52 52 2011-02-21 Spring 2011 Feb Yes Monday Non-Working Day
## 53 53 2011-02-22 Spring 2011 Feb No Tuesday Working Day
## 54 54 2011-02-23 Spring 2011 Feb No Wednesday Working Day
## 55 55 2011-02-24 Spring 2011 Feb No Thursday Working Day
## 56 56 2011-02-25 Spring 2011 Feb No Friday Working Day
## 57 57 2011-02-26 Spring 2011 Feb No Saturday Non-Working Day
## 58 58 2011-02-27 Spring 2011 Feb No Sunday Non-Working Day
## 59 59 2011-02-28 Spring 2011 Feb No Monday Working Day
## 60 60 2011-03-01 Spring 2011 Mar No Tuesday Working Day
## 61 61 2011-03-02 Spring 2011 Mar No Wednesday Working Day
## 62 62 2011-03-03 Spring 2011 Mar No Thursday Working Day
## 63 63 2011-03-04 Spring 2011 Mar No Friday Working Day
## 64 64 2011-03-05 Spring 2011 Mar No Saturday Non-Working Day
## 65 65 2011-03-06 Spring 2011 Mar No Sunday Non-Working Day
## 66 66 2011-03-07 Spring 2011 Mar No Monday Working Day
## 67 67 2011-03-08 Spring 2011 Mar No Tuesday Working Day
## 68 68 2011-03-09 Spring 2011 Mar No Wednesday Working Day
## 69 69 2011-03-10 Spring 2011 Mar No Thursday Working Day
## 70 70 2011-03-11 Spring 2011 Mar No Friday Working Day
## 71 71 2011-03-12 Spring 2011 Mar No Saturday Non-Working Day
## 72 72 2011-03-13 Spring 2011 Mar No Sunday Non-Working Day
## 73 73 2011-03-14 Spring 2011 Mar No Monday Working Day
## 74 74 2011-03-15 Spring 2011 Mar No Tuesday Working Day
## 75 75 2011-03-16 Spring 2011 Mar No Wednesday Working Day
## 76 76 2011-03-17 Spring 2011 Mar No Thursday Working Day
## 77 77 2011-03-18 Spring 2011 Mar No Friday Working Day
## 78 78 2011-03-19 Spring 2011 Mar No Saturday Non-Working Day
## 79 79 2011-03-20 Spring 2011 Mar No Sunday Non-Working Day
## 80 80 2011-03-21 Summer 2011 Mar No Monday Working Day
## 81 81 2011-03-22 Summer 2011 Mar No Tuesday Working Day
## 82 82 2011-03-23 Summer 2011 Mar No Wednesday Working Day
## 83 83 2011-03-24 Summer 2011 Mar No Thursday Working Day
## 84 84 2011-03-25 Summer 2011 Mar No Friday Working Day
## 85 85 2011-03-26 Summer 2011 Mar No Saturday Non-Working Day
## 86 86 2011-03-27 Summer 2011 Mar No Sunday Non-Working Day
## 87 87 2011-03-28 Summer 2011 Mar No Monday Working Day
## 88 88 2011-03-29 Summer 2011 Mar No Tuesday Working Day
## 89 89 2011-03-30 Summer 2011 Mar No Wednesday Working Day
## 90 90 2011-03-31 Summer 2011 Mar No Thursday Working Day
## 91 91 2011-04-01 Summer 2011 Apr No Friday Working Day
## 92 92 2011-04-02 Summer 2011 Apr No Saturday Non-Working Day
## 93 93 2011-04-03 Summer 2011 Apr No Sunday Non-Working Day
## 94 94 2011-04-04 Summer 2011 Apr No Monday Working Day
## 95 95 2011-04-05 Summer 2011 Apr No Tuesday Working Day
## 96 96 2011-04-06 Summer 2011 Apr No Wednesday Working Day
## 97 97 2011-04-07 Summer 2011 Apr No Thursday Working Day
## 98 98 2011-04-08 Summer 2011 Apr No Friday Working Day
## 99 99 2011-04-09 Summer 2011 Apr No Saturday Non-Working Day
## 100 100 2011-04-10 Summer 2011 Apr No Sunday Non-Working Day
## 101 101 2011-04-11 Summer 2011 Apr No Monday Working Day
## 102 102 2011-04-12 Summer 2011 Apr No Tuesday Working Day
## 103 103 2011-04-13 Summer 2011 Apr No Wednesday Working Day
## 104 104 2011-04-14 Summer 2011 Apr No Thursday Working Day
## 105 105 2011-04-15 Summer 2011 Apr Yes Friday Non-Working Day
## 106 106 2011-04-16 Summer 2011 Apr No Saturday Non-Working Day
## 107 107 2011-04-17 Summer 2011 Apr No Sunday Non-Working Day
## 108 108 2011-04-18 Summer 2011 Apr No Monday Working Day
## 109 109 2011-04-19 Summer 2011 Apr No Tuesday Working Day
## 110 110 2011-04-20 Summer 2011 Apr No Wednesday Working Day
## 111 111 2011-04-21 Summer 2011 Apr No Thursday Working Day
## 112 112 2011-04-22 Summer 2011 Apr No Friday Working Day
## 113 113 2011-04-23 Summer 2011 Apr No Saturday Non-Working Day
## 114 114 2011-04-24 Summer 2011 Apr No Sunday Non-Working Day
## 115 115 2011-04-25 Summer 2011 Apr No Monday Working Day
## 116 116 2011-04-26 Summer 2011 Apr No Tuesday Working Day
## 117 117 2011-04-27 Summer 2011 Apr No Wednesday Working Day
## 118 118 2011-04-28 Summer 2011 Apr No Thursday Working Day
## 119 119 2011-04-29 Summer 2011 Apr No Friday Working Day
## 120 120 2011-04-30 Summer 2011 Apr No Saturday Non-Working Day
## 121 121 2011-05-01 Summer 2011 May No Sunday Non-Working Day
## 122 122 2011-05-02 Summer 2011 May No Monday Working Day
## 123 123 2011-05-03 Summer 2011 May No Tuesday Working Day
## 124 124 2011-05-04 Summer 2011 May No Wednesday Working Day
## 125 125 2011-05-05 Summer 2011 May No Thursday Working Day
## 126 126 2011-05-06 Summer 2011 May No Friday Working Day
## 127 127 2011-05-07 Summer 2011 May No Saturday Non-Working Day
## 128 128 2011-05-08 Summer 2011 May No Sunday Non-Working Day
## 129 129 2011-05-09 Summer 2011 May No Monday Working Day
## 130 130 2011-05-10 Summer 2011 May No Tuesday Working Day
## 131 131 2011-05-11 Summer 2011 May No Wednesday Working Day
## 132 132 2011-05-12 Summer 2011 May No Thursday Working Day
## 133 133 2011-05-13 Summer 2011 May No Friday Working Day
## 134 134 2011-05-14 Summer 2011 May No Saturday Non-Working Day
## 135 135 2011-05-15 Summer 2011 May No Sunday Non-Working Day
## 136 136 2011-05-16 Summer 2011 May No Monday Working Day
## 137 137 2011-05-17 Summer 2011 May No Tuesday Working Day
## 138 138 2011-05-18 Summer 2011 May No Wednesday Working Day
## 139 139 2011-05-19 Summer 2011 May No Thursday Working Day
## 140 140 2011-05-20 Summer 2011 May No Friday Working Day
## 141 141 2011-05-21 Summer 2011 May No Saturday Non-Working Day
## 142 142 2011-05-22 Summer 2011 May No Sunday Non-Working Day
## 143 143 2011-05-23 Summer 2011 May No Monday Working Day
## 144 144 2011-05-24 Summer 2011 May No Tuesday Working Day
## 145 145 2011-05-25 Summer 2011 May No Wednesday Working Day
## 146 146 2011-05-26 Summer 2011 May No Thursday Working Day
## 147 147 2011-05-27 Summer 2011 May No Friday Working Day
## 148 148 2011-05-28 Summer 2011 May No Saturday Non-Working Day
## 149 149 2011-05-29 Summer 2011 May No Sunday Non-Working Day
## 150 150 2011-05-30 Summer 2011 May Yes Monday Non-Working Day
## 151 151 2011-05-31 Summer 2011 May No Tuesday Working Day
## 152 152 2011-06-01 Summer 2011 Jun No Wednesday Working Day
## 153 153 2011-06-02 Summer 2011 Jun No Thursday Working Day
## 154 154 2011-06-03 Summer 2011 Jun No Friday Working Day
## 155 155 2011-06-04 Summer 2011 Jun No Saturday Non-Working Day
## 156 156 2011-06-05 Summer 2011 Jun No Sunday Non-Working Day
## 157 157 2011-06-06 Summer 2011 Jun No Monday Working Day
## 158 158 2011-06-07 Summer 2011 Jun No Tuesday Working Day
## 159 159 2011-06-08 Summer 2011 Jun No Wednesday Working Day
## 160 160 2011-06-09 Summer 2011 Jun No Thursday Working Day
## 161 161 2011-06-10 Summer 2011 Jun No Friday Working Day
## 162 162 2011-06-11 Summer 2011 Jun No Saturday Non-Working Day
## 163 163 2011-06-12 Summer 2011 Jun No Sunday Non-Working Day
## 164 164 2011-06-13 Summer 2011 Jun No Monday Working Day
## 165 165 2011-06-14 Summer 2011 Jun No Tuesday Working Day
## 166 166 2011-06-15 Summer 2011 Jun No Wednesday Working Day
## 167 167 2011-06-16 Summer 2011 Jun No Thursday Working Day
## 168 168 2011-06-17 Summer 2011 Jun No Friday Working Day
## 169 169 2011-06-18 Summer 2011 Jun No Saturday Non-Working Day
## 170 170 2011-06-19 Summer 2011 Jun No Sunday Non-Working Day
## 171 171 2011-06-20 Summer 2011 Jun No Monday Working Day
## 172 172 2011-06-21 Fall 2011 Jun No Tuesday Working Day
## 173 173 2011-06-22 Fall 2011 Jun No Wednesday Working Day
## 174 174 2011-06-23 Fall 2011 Jun No Thursday Working Day
## 175 175 2011-06-24 Fall 2011 Jun No Friday Working Day
## 176 176 2011-06-25 Fall 2011 Jun No Saturday Non-Working Day
## 177 177 2011-06-26 Fall 2011 Jun No Sunday Non-Working Day
## 178 178 2011-06-27 Fall 2011 Jun No Monday Working Day
## 179 179 2011-06-28 Fall 2011 Jun No Tuesday Working Day
## 180 180 2011-06-29 Fall 2011 Jun No Wednesday Working Day
## 181 181 2011-06-30 Fall 2011 Jun No Thursday Working Day
## 182 182 2011-07-01 Fall 2011 Jul No Friday Working Day
## 183 183 2011-07-02 Fall 2011 Jul No Saturday Non-Working Day
## 184 184 2011-07-03 Fall 2011 Jul No Sunday Non-Working Day
## 185 185 2011-07-04 Fall 2011 Jul Yes Monday Non-Working Day
## 186 186 2011-07-05 Fall 2011 Jul No Tuesday Working Day
## 187 187 2011-07-06 Fall 2011 Jul No Wednesday Working Day
## 188 188 2011-07-07 Fall 2011 Jul No Thursday Working Day
## 189 189 2011-07-08 Fall 2011 Jul No Friday Working Day
## 190 190 2011-07-09 Fall 2011 Jul No Saturday Non-Working Day
## 191 191 2011-07-10 Fall 2011 Jul No Sunday Non-Working Day
## 192 192 2011-07-11 Fall 2011 Jul No Monday Working Day
## 193 193 2011-07-12 Fall 2011 Jul No Tuesday Working Day
## 194 194 2011-07-13 Fall 2011 Jul No Wednesday Working Day
## 195 195 2011-07-14 Fall 2011 Jul No Thursday Working Day
## 196 196 2011-07-15 Fall 2011 Jul No Friday Working Day
## 197 197 2011-07-16 Fall 2011 Jul No Saturday Non-Working Day
## 198 198 2011-07-17 Fall 2011 Jul No Sunday Non-Working Day
## 199 199 2011-07-18 Fall 2011 Jul No Monday Working Day
## 200 200 2011-07-19 Fall 2011 Jul No Tuesday Working Day
## 201 201 2011-07-20 Fall 2011 Jul No Wednesday Working Day
## 202 202 2011-07-21 Fall 2011 Jul No Thursday Working Day
## 203 203 2011-07-22 Fall 2011 Jul No Friday Working Day
## 204 204 2011-07-23 Fall 2011 Jul No Saturday Non-Working Day
## 205 205 2011-07-24 Fall 2011 Jul No Sunday Non-Working Day
## 206 206 2011-07-25 Fall 2011 Jul No Monday Working Day
## 207 207 2011-07-26 Fall 2011 Jul No Tuesday Working Day
## 208 208 2011-07-27 Fall 2011 Jul No Wednesday Working Day
## 209 209 2011-07-28 Fall 2011 Jul No Thursday Working Day
## 210 210 2011-07-29 Fall 2011 Jul No Friday Working Day
## 211 211 2011-07-30 Fall 2011 Jul No Saturday Non-Working Day
## 212 212 2011-07-31 Fall 2011 Jul No Sunday Non-Working Day
## 213 213 2011-08-01 Fall 2011 Aug No Monday Working Day
## 214 214 2011-08-02 Fall 2011 Aug No Tuesday Working Day
## 215 215 2011-08-03 Fall 2011 Aug No Wednesday Working Day
## 216 216 2011-08-04 Fall 2011 Aug No Thursday Working Day
## 217 217 2011-08-05 Fall 2011 Aug No Friday Working Day
## 218 218 2011-08-06 Fall 2011 Aug No Saturday Non-Working Day
## 219 219 2011-08-07 Fall 2011 Aug No Sunday Non-Working Day
## 220 220 2011-08-08 Fall 2011 Aug No Monday Working Day
## 221 221 2011-08-09 Fall 2011 Aug No Tuesday Working Day
## 222 222 2011-08-10 Fall 2011 Aug No Wednesday Working Day
## 223 223 2011-08-11 Fall 2011 Aug No Thursday Working Day
## 224 224 2011-08-12 Fall 2011 Aug No Friday Working Day
## 225 225 2011-08-13 Fall 2011 Aug No Saturday Non-Working Day
## 226 226 2011-08-14 Fall 2011 Aug No Sunday Non-Working Day
## 227 227 2011-08-15 Fall 2011 Aug No Monday Working Day
## 228 228 2011-08-16 Fall 2011 Aug No Tuesday Working Day
## 229 229 2011-08-17 Fall 2011 Aug No Wednesday Working Day
## 230 230 2011-08-18 Fall 2011 Aug No Thursday Working Day
## 231 231 2011-08-19 Fall 2011 Aug No Friday Working Day
## 232 232 2011-08-20 Fall 2011 Aug No Saturday Non-Working Day
## 233 233 2011-08-21 Fall 2011 Aug No Sunday Non-Working Day
## 234 234 2011-08-22 Fall 2011 Aug No Monday Working Day
## 235 235 2011-08-23 Fall 2011 Aug No Tuesday Working Day
## 236 236 2011-08-24 Fall 2011 Aug No Wednesday Working Day
## 237 237 2011-08-25 Fall 2011 Aug No Thursday Working Day
## 238 238 2011-08-26 Fall 2011 Aug No Friday Working Day
## 239 239 2011-08-27 Fall 2011 Aug No Saturday Non-Working Day
## 240 240 2011-08-28 Fall 2011 Aug No Sunday Non-Working Day
## 241 241 2011-08-29 Fall 2011 Aug No Monday Working Day
## 242 242 2011-08-30 Fall 2011 Aug No Tuesday Working Day
## 243 243 2011-08-31 Fall 2011 Aug No Wednesday Working Day
## 244 244 2011-09-01 Fall 2011 Sep No Thursday Working Day
## 245 245 2011-09-02 Fall 2011 Sep No Friday Working Day
## 246 246 2011-09-03 Fall 2011 Sep No Saturday Non-Working Day
## 247 247 2011-09-04 Fall 2011 Sep No Sunday Non-Working Day
## 248 248 2011-09-05 Fall 2011 Sep Yes Monday Non-Working Day
## 249 249 2011-09-06 Fall 2011 Sep No Tuesday Working Day
## 250 250 2011-09-07 Fall 2011 Sep No Wednesday Working Day
## 251 251 2011-09-08 Fall 2011 Sep No Thursday Working Day
## 252 252 2011-09-09 Fall 2011 Sep No Friday Working Day
## 253 253 2011-09-10 Fall 2011 Sep No Saturday Non-Working Day
## 254 254 2011-09-11 Fall 2011 Sep No Sunday Non-Working Day
## 255 255 2011-09-12 Fall 2011 Sep No Monday Working Day
## 256 256 2011-09-13 Fall 2011 Sep No Tuesday Working Day
## 257 257 2011-09-14 Fall 2011 Sep No Wednesday Working Day
## 258 258 2011-09-15 Fall 2011 Sep No Thursday Working Day
## 259 259 2011-09-16 Fall 2011 Sep No Friday Working Day
## 260 260 2011-09-17 Fall 2011 Sep No Saturday Non-Working Day
## 261 261 2011-09-18 Fall 2011 Sep No Sunday Non-Working Day
## 262 262 2011-09-19 Fall 2011 Sep No Monday Working Day
## 263 263 2011-09-20 Fall 2011 Sep No Tuesday Working Day
## 264 264 2011-09-21 Fall 2011 Sep No Wednesday Working Day
## 265 265 2011-09-22 Fall 2011 Sep No Thursday Working Day
## 266 266 2011-09-23 Winter 2011 Sep No Friday Working Day
## 267 267 2011-09-24 Winter 2011 Sep No Saturday Non-Working Day
## 268 268 2011-09-25 Winter 2011 Sep No Sunday Non-Working Day
## 269 269 2011-09-26 Winter 2011 Sep No Monday Working Day
## 270 270 2011-09-27 Winter 2011 Sep No Tuesday Working Day
## 271 271 2011-09-28 Winter 2011 Sep No Wednesday Working Day
## 272 272 2011-09-29 Winter 2011 Sep No Thursday Working Day
## 273 273 2011-09-30 Winter 2011 Sep No Friday Working Day
## 274 274 2011-10-01 Winter 2011 Oct No Saturday Non-Working Day
## 275 275 2011-10-02 Winter 2011 Oct No Sunday Non-Working Day
## 276 276 2011-10-03 Winter 2011 Oct No Monday Working Day
## 277 277 2011-10-04 Winter 2011 Oct No Tuesday Working Day
## 278 278 2011-10-05 Winter 2011 Oct No Wednesday Working Day
## 279 279 2011-10-06 Winter 2011 Oct No Thursday Working Day
## 280 280 2011-10-07 Winter 2011 Oct No Friday Working Day
## 281 281 2011-10-08 Winter 2011 Oct No Saturday Non-Working Day
## 282 282 2011-10-09 Winter 2011 Oct No Sunday Non-Working Day
## 283 283 2011-10-10 Winter 2011 Oct Yes Monday Non-Working Day
## 284 284 2011-10-11 Winter 2011 Oct No Tuesday Working Day
## 285 285 2011-10-12 Winter 2011 Oct No Wednesday Working Day
## 286 286 2011-10-13 Winter 2011 Oct No Thursday Working Day
## 287 287 2011-10-14 Winter 2011 Oct No Friday Working Day
## 288 288 2011-10-15 Winter 2011 Oct No Saturday Non-Working Day
## 289 289 2011-10-16 Winter 2011 Oct No Sunday Non-Working Day
## 290 290 2011-10-17 Winter 2011 Oct No Monday Working Day
## 291 291 2011-10-18 Winter 2011 Oct No Tuesday Working Day
## 292 292 2011-10-19 Winter 2011 Oct No Wednesday Working Day
## 293 293 2011-10-20 Winter 2011 Oct No Thursday Working Day
## 294 294 2011-10-21 Winter 2011 Oct No Friday Working Day
## 295 295 2011-10-22 Winter 2011 Oct No Saturday Non-Working Day
## 296 296 2011-10-23 Winter 2011 Oct No Sunday Non-Working Day
## 297 297 2011-10-24 Winter 2011 Oct No Monday Working Day
## 298 298 2011-10-25 Winter 2011 Oct No Tuesday Working Day
## 299 299 2011-10-26 Winter 2011 Oct No Wednesday Working Day
## 300 300 2011-10-27 Winter 2011 Oct No Thursday Working Day
## 301 301 2011-10-28 Winter 2011 Oct No Friday Working Day
## 302 302 2011-10-29 Winter 2011 Oct No Saturday Non-Working Day
## 303 303 2011-10-30 Winter 2011 Oct No Sunday Non-Working Day
## 304 304 2011-10-31 Winter 2011 Oct No Monday Working Day
## 305 305 2011-11-01 Winter 2011 Nov No Tuesday Working Day
## 306 306 2011-11-02 Winter 2011 Nov No Wednesday Working Day
## 307 307 2011-11-03 Winter 2011 Nov No Thursday Working Day
## 308 308 2011-11-04 Winter 2011 Nov No Friday Working Day
## 309 309 2011-11-05 Winter 2011 Nov No Saturday Non-Working Day
## 310 310 2011-11-06 Winter 2011 Nov No Sunday Non-Working Day
## 311 311 2011-11-07 Winter 2011 Nov No Monday Working Day
## 312 312 2011-11-08 Winter 2011 Nov No Tuesday Working Day
## 313 313 2011-11-09 Winter 2011 Nov No Wednesday Working Day
## 314 314 2011-11-10 Winter 2011 Nov No Thursday Working Day
## 315 315 2011-11-11 Winter 2011 Nov Yes Friday Non-Working Day
## 316 316 2011-11-12 Winter 2011 Nov No Saturday Non-Working Day
## 317 317 2011-11-13 Winter 2011 Nov No Sunday Non-Working Day
## 318 318 2011-11-14 Winter 2011 Nov No Monday Working Day
## 319 319 2011-11-15 Winter 2011 Nov No Tuesday Working Day
## 320 320 2011-11-16 Winter 2011 Nov No Wednesday Working Day
## 321 321 2011-11-17 Winter 2011 Nov No Thursday Working Day
## 322 322 2011-11-18 Winter 2011 Nov No Friday Working Day
## 323 323 2011-11-19 Winter 2011 Nov No Saturday Non-Working Day
## 324 324 2011-11-20 Winter 2011 Nov No Sunday Non-Working Day
## 325 325 2011-11-21 Winter 2011 Nov No Monday Working Day
## 326 326 2011-11-22 Winter 2011 Nov No Tuesday Working Day
## 327 327 2011-11-23 Winter 2011 Nov No Wednesday Working Day
## 328 328 2011-11-24 Winter 2011 Nov Yes Thursday Non-Working Day
## 329 329 2011-11-25 Winter 2011 Nov No Friday Working Day
## 330 330 2011-11-26 Winter 2011 Nov No Saturday Non-Working Day
## 331 331 2011-11-27 Winter 2011 Nov No Sunday Non-Working Day
## 332 332 2011-11-28 Winter 2011 Nov No Monday Working Day
## 333 333 2011-11-29 Winter 2011 Nov No Tuesday Working Day
## 334 334 2011-11-30 Winter 2011 Nov No Wednesday Working Day
## 335 335 2011-12-01 Winter 2011 Dec No Thursday Working Day
## 336 336 2011-12-02 Winter 2011 Dec No Friday Working Day
## 337 337 2011-12-03 Winter 2011 Dec No Saturday Non-Working Day
## 338 338 2011-12-04 Winter 2011 Dec No Sunday Non-Working Day
## 339 339 2011-12-05 Winter 2011 Dec No Monday Working Day
## 340 340 2011-12-06 Winter 2011 Dec No Tuesday Working Day
## 341 341 2011-12-07 Winter 2011 Dec No Wednesday Working Day
## 342 342 2011-12-08 Winter 2011 Dec No Thursday Working Day
## 343 343 2011-12-09 Winter 2011 Dec No Friday Working Day
## 344 344 2011-12-10 Winter 2011 Dec No Saturday Non-Working Day
## 345 345 2011-12-11 Winter 2011 Dec No Sunday Non-Working Day
## 346 346 2011-12-12 Winter 2011 Dec No Monday Working Day
## 347 347 2011-12-13 Winter 2011 Dec No Tuesday Working Day
## 348 348 2011-12-14 Winter 2011 Dec No Wednesday Working Day
## 349 349 2011-12-15 Winter 2011 Dec No Thursday Working Day
## 350 350 2011-12-16 Winter 2011 Dec No Friday Working Day
## 351 351 2011-12-17 Winter 2011 Dec No Saturday Non-Working Day
## 352 352 2011-12-18 Winter 2011 Dec No Sunday Non-Working Day
## 353 353 2011-12-19 Winter 2011 Dec No Monday Working Day
## 354 354 2011-12-20 Winter 2011 Dec No Tuesday Working Day
## 355 355 2011-12-21 Spring 2011 Dec No Wednesday Working Day
## 356 356 2011-12-22 Spring 2011 Dec No Thursday Working Day
## 357 357 2011-12-23 Spring 2011 Dec No Friday Working Day
## 358 358 2011-12-24 Spring 2011 Dec No Saturday Non-Working Day
## 359 359 2011-12-25 Spring 2011 Dec No Sunday Non-Working Day
## 360 360 2011-12-26 Spring 2011 Dec Yes Monday Non-Working Day
## 361 361 2011-12-27 Spring 2011 Dec No Tuesday Working Day
## 362 362 2011-12-28 Spring 2011 Dec No Wednesday Working Day
## 363 363 2011-12-29 Spring 2011 Dec No Thursday Working Day
## 364 364 2011-12-30 Spring 2011 Dec No Friday Working Day
## 365 365 2011-12-31 Spring 2011 Dec No Saturday Non-Working Day
## 366 366 2012-01-01 Spring 2012 Jan No Sunday Non-Working Day
## 367 367 2012-01-02 Spring 2012 Jan Yes Monday Non-Working Day
## 368 368 2012-01-03 Spring 2012 Jan No Tuesday Working Day
## 369 369 2012-01-04 Spring 2012 Jan No Wednesday Working Day
## 370 370 2012-01-05 Spring 2012 Jan No Thursday Working Day
## 371 371 2012-01-06 Spring 2012 Jan No Friday Working Day
## 372 372 2012-01-07 Spring 2012 Jan No Saturday Non-Working Day
## 373 373 2012-01-08 Spring 2012 Jan No Sunday Non-Working Day
## 374 374 2012-01-09 Spring 2012 Jan No Monday Working Day
## 375 375 2012-01-10 Spring 2012 Jan No Tuesday Working Day
## 376 376 2012-01-11 Spring 2012 Jan No Wednesday Working Day
## 377 377 2012-01-12 Spring 2012 Jan No Thursday Working Day
## 378 378 2012-01-13 Spring 2012 Jan No Friday Working Day
## 379 379 2012-01-14 Spring 2012 Jan No Saturday Non-Working Day
## 380 380 2012-01-15 Spring 2012 Jan No Sunday Non-Working Day
## 381 381 2012-01-16 Spring 2012 Jan Yes Monday Non-Working Day
## 382 382 2012-01-17 Spring 2012 Jan No Tuesday Working Day
## 383 383 2012-01-18 Spring 2012 Jan No Wednesday Working Day
## 384 384 2012-01-19 Spring 2012 Jan No Thursday Working Day
## 385 385 2012-01-20 Spring 2012 Jan No Friday Working Day
## 386 386 2012-01-21 Spring 2012 Jan No Saturday Non-Working Day
## 387 387 2012-01-22 Spring 2012 Jan No Sunday Non-Working Day
## 388 388 2012-01-23 Spring 2012 Jan No Monday Working Day
## 389 389 2012-01-24 Spring 2012 Jan No Tuesday Working Day
## 390 390 2012-01-25 Spring 2012 Jan No Wednesday Working Day
## 391 391 2012-01-26 Spring 2012 Jan No Thursday Working Day
## 392 392 2012-01-27 Spring 2012 Jan No Friday Working Day
## 393 393 2012-01-28 Spring 2012 Jan No Saturday Non-Working Day
## 394 394 2012-01-29 Spring 2012 Jan No Sunday Non-Working Day
## 395 395 2012-01-30 Spring 2012 Jan No Monday Working Day
## 396 396 2012-01-31 Spring 2012 Jan No Tuesday Working Day
## 397 397 2012-02-01 Spring 2012 Feb No Wednesday Working Day
## 398 398 2012-02-02 Spring 2012 Feb No Thursday Working Day
## 399 399 2012-02-03 Spring 2012 Feb No Friday Working Day
## 400 400 2012-02-04 Spring 2012 Feb No Saturday Non-Working Day
## 401 401 2012-02-05 Spring 2012 Feb No Sunday Non-Working Day
## 402 402 2012-02-06 Spring 2012 Feb No Monday Working Day
## 403 403 2012-02-07 Spring 2012 Feb No Tuesday Working Day
## 404 404 2012-02-08 Spring 2012 Feb No Wednesday Working Day
## 405 405 2012-02-09 Spring 2012 Feb No Thursday Working Day
## 406 406 2012-02-10 Spring 2012 Feb No Friday Working Day
## 407 407 2012-02-11 Spring 2012 Feb No Saturday Non-Working Day
## 408 408 2012-02-12 Spring 2012 Feb No Sunday Non-Working Day
## 409 409 2012-02-13 Spring 2012 Feb No Monday Working Day
## 410 410 2012-02-14 Spring 2012 Feb No Tuesday Working Day
## 411 411 2012-02-15 Spring 2012 Feb No Wednesday Working Day
## 412 412 2012-02-16 Spring 2012 Feb No Thursday Working Day
## 413 413 2012-02-17 Spring 2012 Feb No Friday Working Day
## 414 414 2012-02-18 Spring 2012 Feb No Saturday Non-Working Day
## 415 415 2012-02-19 Spring 2012 Feb No Sunday Non-Working Day
## 416 416 2012-02-20 Spring 2012 Feb Yes Monday Non-Working Day
## 417 417 2012-02-21 Spring 2012 Feb No Tuesday Working Day
## 418 418 2012-02-22 Spring 2012 Feb No Wednesday Working Day
## 419 419 2012-02-23 Spring 2012 Feb No Thursday Working Day
## 420 420 2012-02-24 Spring 2012 Feb No Friday Working Day
## 421 421 2012-02-25 Spring 2012 Feb No Saturday Non-Working Day
## 422 422 2012-02-26 Spring 2012 Feb No Sunday Non-Working Day
## 423 423 2012-02-27 Spring 2012 Feb No Monday Working Day
## 424 424 2012-02-28 Spring 2012 Feb No Tuesday Working Day
## 425 425 2012-02-29 Spring 2012 Feb No Wednesday Working Day
## 426 426 2012-03-01 Spring 2012 Mar No Thursday Working Day
## 427 427 2012-03-02 Spring 2012 Mar No Friday Working Day
## 428 428 2012-03-03 Spring 2012 Mar No Saturday Non-Working Day
## 429 429 2012-03-04 Spring 2012 Mar No Sunday Non-Working Day
## 430 430 2012-03-05 Spring 2012 Mar No Monday Working Day
## 431 431 2012-03-06 Spring 2012 Mar No Tuesday Working Day
## 432 432 2012-03-07 Spring 2012 Mar No Wednesday Working Day
## 433 433 2012-03-08 Spring 2012 Mar No Thursday Working Day
## 434 434 2012-03-09 Spring 2012 Mar No Friday Working Day
## 435 435 2012-03-10 Spring 2012 Mar No Saturday Non-Working Day
## 436 436 2012-03-11 Spring 2012 Mar No Sunday Non-Working Day
## 437 437 2012-03-12 Spring 2012 Mar No Monday Working Day
## 438 438 2012-03-13 Spring 2012 Mar No Tuesday Working Day
## 439 439 2012-03-14 Spring 2012 Mar No Wednesday Working Day
## 440 440 2012-03-15 Spring 2012 Mar No Thursday Working Day
## 441 441 2012-03-16 Spring 2012 Mar No Friday Working Day
## 442 442 2012-03-17 Spring 2012 Mar No Saturday Non-Working Day
## 443 443 2012-03-18 Spring 2012 Mar No Sunday Non-Working Day
## 444 444 2012-03-19 Spring 2012 Mar No Monday Working Day
## 445 445 2012-03-20 Spring 2012 Mar No Tuesday Working Day
## 446 446 2012-03-21 Summer 2012 Mar No Wednesday Working Day
## 447 447 2012-03-22 Summer 2012 Mar No Thursday Working Day
## 448 448 2012-03-23 Summer 2012 Mar No Friday Working Day
## 449 449 2012-03-24 Summer 2012 Mar No Saturday Non-Working Day
## 450 450 2012-03-25 Summer 2012 Mar No Sunday Non-Working Day
## 451 451 2012-03-26 Summer 2012 Mar No Monday Working Day
## 452 452 2012-03-27 Summer 2012 Mar No Tuesday Working Day
## 453 453 2012-03-28 Summer 2012 Mar No Wednesday Working Day
## 454 454 2012-03-29 Summer 2012 Mar No Thursday Working Day
## 455 455 2012-03-30 Summer 2012 Mar No Friday Working Day
## 456 456 2012-03-31 Summer 2012 Mar No Saturday Non-Working Day
## 457 457 2012-04-01 Summer 2012 Apr No Sunday Non-Working Day
## 458 458 2012-04-02 Summer 2012 Apr No Monday Working Day
## 459 459 2012-04-03 Summer 2012 Apr No Tuesday Working Day
## 460 460 2012-04-04 Summer 2012 Apr No Wednesday Working Day
## 461 461 2012-04-05 Summer 2012 Apr No Thursday Working Day
## 462 462 2012-04-06 Summer 2012 Apr No Friday Working Day
## 463 463 2012-04-07 Summer 2012 Apr No Saturday Non-Working Day
## 464 464 2012-04-08 Summer 2012 Apr No Sunday Non-Working Day
## 465 465 2012-04-09 Summer 2012 Apr No Monday Working Day
## 466 466 2012-04-10 Summer 2012 Apr No Tuesday Working Day
## 467 467 2012-04-11 Summer 2012 Apr No Wednesday Working Day
## 468 468 2012-04-12 Summer 2012 Apr No Thursday Working Day
## 469 469 2012-04-13 Summer 2012 Apr No Friday Working Day
## 470 470 2012-04-14 Summer 2012 Apr No Saturday Non-Working Day
## 471 471 2012-04-15 Summer 2012 Apr No Sunday Non-Working Day
## 472 472 2012-04-16 Summer 2012 Apr Yes Monday Non-Working Day
## 473 473 2012-04-17 Summer 2012 Apr No Tuesday Working Day
## 474 474 2012-04-18 Summer 2012 Apr No Wednesday Working Day
## 475 475 2012-04-19 Summer 2012 Apr No Thursday Working Day
## 476 476 2012-04-20 Summer 2012 Apr No Friday Working Day
## 477 477 2012-04-21 Summer 2012 Apr No Saturday Non-Working Day
## 478 478 2012-04-22 Summer 2012 Apr No Sunday Non-Working Day
## 479 479 2012-04-23 Summer 2012 Apr No Monday Working Day
## 480 480 2012-04-24 Summer 2012 Apr No Tuesday Working Day
## 481 481 2012-04-25 Summer 2012 Apr No Wednesday Working Day
## 482 482 2012-04-26 Summer 2012 Apr No Thursday Working Day
## 483 483 2012-04-27 Summer 2012 Apr No Friday Working Day
## 484 484 2012-04-28 Summer 2012 Apr No Saturday Non-Working Day
## 485 485 2012-04-29 Summer 2012 Apr No Sunday Non-Working Day
## 486 486 2012-04-30 Summer 2012 Apr No Monday Working Day
## 487 487 2012-05-01 Summer 2012 May No Tuesday Working Day
## 488 488 2012-05-02 Summer 2012 May No Wednesday Working Day
## 489 489 2012-05-03 Summer 2012 May No Thursday Working Day
## 490 490 2012-05-04 Summer 2012 May No Friday Working Day
## 491 491 2012-05-05 Summer 2012 May No Saturday Non-Working Day
## 492 492 2012-05-06 Summer 2012 May No Sunday Non-Working Day
## 493 493 2012-05-07 Summer 2012 May No Monday Working Day
## 494 494 2012-05-08 Summer 2012 May No Tuesday Working Day
## 495 495 2012-05-09 Summer 2012 May No Wednesday Working Day
## 496 496 2012-05-10 Summer 2012 May No Thursday Working Day
## 497 497 2012-05-11 Summer 2012 May No Friday Working Day
## 498 498 2012-05-12 Summer 2012 May No Saturday Non-Working Day
## 499 499 2012-05-13 Summer 2012 May No Sunday Non-Working Day
## 500 500 2012-05-14 Summer 2012 May No Monday Working Day
## 501 501 2012-05-15 Summer 2012 May No Tuesday Working Day
## 502 502 2012-05-16 Summer 2012 May No Wednesday Working Day
## 503 503 2012-05-17 Summer 2012 May No Thursday Working Day
## 504 504 2012-05-18 Summer 2012 May No Friday Working Day
## 505 505 2012-05-19 Summer 2012 May No Saturday Non-Working Day
## 506 506 2012-05-20 Summer 2012 May No Sunday Non-Working Day
## 507 507 2012-05-21 Summer 2012 May No Monday Working Day
## 508 508 2012-05-22 Summer 2012 May No Tuesday Working Day
## 509 509 2012-05-23 Summer 2012 May No Wednesday Working Day
## 510 510 2012-05-24 Summer 2012 May No Thursday Working Day
## 511 511 2012-05-25 Summer 2012 May No Friday Working Day
## 512 512 2012-05-26 Summer 2012 May No Saturday Non-Working Day
## 513 513 2012-05-27 Summer 2012 May No Sunday Non-Working Day
## 514 514 2012-05-28 Summer 2012 May Yes Monday Non-Working Day
## 515 515 2012-05-29 Summer 2012 May No Tuesday Working Day
## 516 516 2012-05-30 Summer 2012 May No Wednesday Working Day
## 517 517 2012-05-31 Summer 2012 May No Thursday Working Day
## 518 518 2012-06-01 Summer 2012 Jun No Friday Working Day
## 519 519 2012-06-02 Summer 2012 Jun No Saturday Non-Working Day
## 520 520 2012-06-03 Summer 2012 Jun No Sunday Non-Working Day
## 521 521 2012-06-04 Summer 2012 Jun No Monday Working Day
## 522 522 2012-06-05 Summer 2012 Jun No Tuesday Working Day
## 523 523 2012-06-06 Summer 2012 Jun No Wednesday Working Day
## 524 524 2012-06-07 Summer 2012 Jun No Thursday Working Day
## 525 525 2012-06-08 Summer 2012 Jun No Friday Working Day
## 526 526 2012-06-09 Summer 2012 Jun No Saturday Non-Working Day
## 527 527 2012-06-10 Summer 2012 Jun No Sunday Non-Working Day
## 528 528 2012-06-11 Summer 2012 Jun No Monday Working Day
## 529 529 2012-06-12 Summer 2012 Jun No Tuesday Working Day
## 530 530 2012-06-13 Summer 2012 Jun No Wednesday Working Day
## 531 531 2012-06-14 Summer 2012 Jun No Thursday Working Day
## 532 532 2012-06-15 Summer 2012 Jun No Friday Working Day
## 533 533 2012-06-16 Summer 2012 Jun No Saturday Non-Working Day
## 534 534 2012-06-17 Summer 2012 Jun No Sunday Non-Working Day
## 535 535 2012-06-18 Summer 2012 Jun No Monday Working Day
## 536 536 2012-06-19 Summer 2012 Jun No Tuesday Working Day
## 537 537 2012-06-20 Summer 2012 Jun No Wednesday Working Day
## 538 538 2012-06-21 Fall 2012 Jun No Thursday Working Day
## 539 539 2012-06-22 Fall 2012 Jun No Friday Working Day
## 540 540 2012-06-23 Fall 2012 Jun No Saturday Non-Working Day
## 541 541 2012-06-24 Fall 2012 Jun No Sunday Non-Working Day
## 542 542 2012-06-25 Fall 2012 Jun No Monday Working Day
## 543 543 2012-06-26 Fall 2012 Jun No Tuesday Working Day
## 544 544 2012-06-27 Fall 2012 Jun No Wednesday Working Day
## 545 545 2012-06-28 Fall 2012 Jun No Thursday Working Day
## 546 546 2012-06-29 Fall 2012 Jun No Friday Working Day
## 547 547 2012-06-30 Fall 2012 Jun No Saturday Non-Working Day
## 548 548 2012-07-01 Fall 2012 Jul No Sunday Non-Working Day
## 549 549 2012-07-02 Fall 2012 Jul No Monday Working Day
## 550 550 2012-07-03 Fall 2012 Jul No Tuesday Working Day
## 551 551 2012-07-04 Fall 2012 Jul Yes Wednesday Non-Working Day
## 552 552 2012-07-05 Fall 2012 Jul No Thursday Working Day
## 553 553 2012-07-06 Fall 2012 Jul No Friday Working Day
## 554 554 2012-07-07 Fall 2012 Jul No Saturday Non-Working Day
## 555 555 2012-07-08 Fall 2012 Jul No Sunday Non-Working Day
## 556 556 2012-07-09 Fall 2012 Jul No Monday Working Day
## 557 557 2012-07-10 Fall 2012 Jul No Tuesday Working Day
## 558 558 2012-07-11 Fall 2012 Jul No Wednesday Working Day
## 559 559 2012-07-12 Fall 2012 Jul No Thursday Working Day
## 560 560 2012-07-13 Fall 2012 Jul No Friday Working Day
## 561 561 2012-07-14 Fall 2012 Jul No Saturday Non-Working Day
## 562 562 2012-07-15 Fall 2012 Jul No Sunday Non-Working Day
## 563 563 2012-07-16 Fall 2012 Jul No Monday Working Day
## 564 564 2012-07-17 Fall 2012 Jul No Tuesday Working Day
## 565 565 2012-07-18 Fall 2012 Jul No Wednesday Working Day
## 566 566 2012-07-19 Fall 2012 Jul No Thursday Working Day
## 567 567 2012-07-20 Fall 2012 Jul No Friday Working Day
## 568 568 2012-07-21 Fall 2012 Jul No Saturday Non-Working Day
## 569 569 2012-07-22 Fall 2012 Jul No Sunday Non-Working Day
## 570 570 2012-07-23 Fall 2012 Jul No Monday Working Day
## 571 571 2012-07-24 Fall 2012 Jul No Tuesday Working Day
## 572 572 2012-07-25 Fall 2012 Jul No Wednesday Working Day
## 573 573 2012-07-26 Fall 2012 Jul No Thursday Working Day
## 574 574 2012-07-27 Fall 2012 Jul No Friday Working Day
## 575 575 2012-07-28 Fall 2012 Jul No Saturday Non-Working Day
## 576 576 2012-07-29 Fall 2012 Jul No Sunday Non-Working Day
## 577 577 2012-07-30 Fall 2012 Jul No Monday Working Day
## 578 578 2012-07-31 Fall 2012 Jul No Tuesday Working Day
## 579 579 2012-08-01 Fall 2012 Aug No Wednesday Working Day
## 580 580 2012-08-02 Fall 2012 Aug No Thursday Working Day
## 581 581 2012-08-03 Fall 2012 Aug No Friday Working Day
## 582 582 2012-08-04 Fall 2012 Aug No Saturday Non-Working Day
## 583 583 2012-08-05 Fall 2012 Aug No Sunday Non-Working Day
## 584 584 2012-08-06 Fall 2012 Aug No Monday Working Day
## 585 585 2012-08-07 Fall 2012 Aug No Tuesday Working Day
## 586 586 2012-08-08 Fall 2012 Aug No Wednesday Working Day
## 587 587 2012-08-09 Fall 2012 Aug No Thursday Working Day
## 588 588 2012-08-10 Fall 2012 Aug No Friday Working Day
## 589 589 2012-08-11 Fall 2012 Aug No Saturday Non-Working Day
## 590 590 2012-08-12 Fall 2012 Aug No Sunday Non-Working Day
## 591 591 2012-08-13 Fall 2012 Aug No Monday Working Day
## 592 592 2012-08-14 Fall 2012 Aug No Tuesday Working Day
## 593 593 2012-08-15 Fall 2012 Aug No Wednesday Working Day
## 594 594 2012-08-16 Fall 2012 Aug No Thursday Working Day
## 595 595 2012-08-17 Fall 2012 Aug No Friday Working Day
## 596 596 2012-08-18 Fall 2012 Aug No Saturday Non-Working Day
## 597 597 2012-08-19 Fall 2012 Aug No Sunday Non-Working Day
## 598 598 2012-08-20 Fall 2012 Aug No Monday Working Day
## 599 599 2012-08-21 Fall 2012 Aug No Tuesday Working Day
## 600 600 2012-08-22 Fall 2012 Aug No Wednesday Working Day
## 601 601 2012-08-23 Fall 2012 Aug No Thursday Working Day
## 602 602 2012-08-24 Fall 2012 Aug No Friday Working Day
## 603 603 2012-08-25 Fall 2012 Aug No Saturday Non-Working Day
## 604 604 2012-08-26 Fall 2012 Aug No Sunday Non-Working Day
## 605 605 2012-08-27 Fall 2012 Aug No Monday Working Day
## 606 606 2012-08-28 Fall 2012 Aug No Tuesday Working Day
## 607 607 2012-08-29 Fall 2012 Aug No Wednesday Working Day
## 608 608 2012-08-30 Fall 2012 Aug No Thursday Working Day
## 609 609 2012-08-31 Fall 2012 Aug No Friday Working Day
## 610 610 2012-09-01 Fall 2012 Sep No Saturday Non-Working Day
## 611 611 2012-09-02 Fall 2012 Sep No Sunday Non-Working Day
## 612 612 2012-09-03 Fall 2012 Sep Yes Monday Non-Working Day
## 613 613 2012-09-04 Fall 2012 Sep No Tuesday Working Day
## 614 614 2012-09-05 Fall 2012 Sep No Wednesday Working Day
## 615 615 2012-09-06 Fall 2012 Sep No Thursday Working Day
## 616 616 2012-09-07 Fall 2012 Sep No Friday Working Day
## 617 617 2012-09-08 Fall 2012 Sep No Saturday Non-Working Day
## 618 618 2012-09-09 Fall 2012 Sep No Sunday Non-Working Day
## 619 619 2012-09-10 Fall 2012 Sep No Monday Working Day
## 620 620 2012-09-11 Fall 2012 Sep No Tuesday Working Day
## 621 621 2012-09-12 Fall 2012 Sep No Wednesday Working Day
## 622 622 2012-09-13 Fall 2012 Sep No Thursday Working Day
## 623 623 2012-09-14 Fall 2012 Sep No Friday Working Day
## 624 624 2012-09-15 Fall 2012 Sep No Saturday Non-Working Day
## 625 625 2012-09-16 Fall 2012 Sep No Sunday Non-Working Day
## 626 626 2012-09-17 Fall 2012 Sep No Monday Working Day
## 627 627 2012-09-18 Fall 2012 Sep No Tuesday Working Day
## 628 628 2012-09-19 Fall 2012 Sep No Wednesday Working Day
## 629 629 2012-09-20 Fall 2012 Sep No Thursday Working Day
## 630 630 2012-09-21 Fall 2012 Sep No Friday Working Day
## 631 631 2012-09-22 Fall 2012 Sep No Saturday Non-Working Day
## 632 632 2012-09-23 Winter 2012 Sep No Sunday Non-Working Day
## 633 633 2012-09-24 Winter 2012 Sep No Monday Working Day
## 634 634 2012-09-25 Winter 2012 Sep No Tuesday Working Day
## 635 635 2012-09-26 Winter 2012 Sep No Wednesday Working Day
## 636 636 2012-09-27 Winter 2012 Sep No Thursday Working Day
## 637 637 2012-09-28 Winter 2012 Sep No Friday Working Day
## 638 638 2012-09-29 Winter 2012 Sep No Saturday Non-Working Day
## 639 639 2012-09-30 Winter 2012 Sep No Sunday Non-Working Day
## 640 640 2012-10-01 Winter 2012 Oct No Monday Working Day
## 641 641 2012-10-02 Winter 2012 Oct No Tuesday Working Day
## 642 642 2012-10-03 Winter 2012 Oct No Wednesday Working Day
## 643 643 2012-10-04 Winter 2012 Oct No Thursday Working Day
## 644 644 2012-10-05 Winter 2012 Oct No Friday Working Day
## 645 645 2012-10-06 Winter 2012 Oct No Saturday Non-Working Day
## 646 646 2012-10-07 Winter 2012 Oct No Sunday Non-Working Day
## 647 647 2012-10-08 Winter 2012 Oct Yes Monday Non-Working Day
## 648 648 2012-10-09 Winter 2012 Oct No Tuesday Working Day
## 649 649 2012-10-10 Winter 2012 Oct No Wednesday Working Day
## 650 650 2012-10-11 Winter 2012 Oct No Thursday Working Day
## 651 651 2012-10-12 Winter 2012 Oct No Friday Working Day
## 652 652 2012-10-13 Winter 2012 Oct No Saturday Non-Working Day
## 653 653 2012-10-14 Winter 2012 Oct No Sunday Non-Working Day
## 654 654 2012-10-15 Winter 2012 Oct No Monday Working Day
## 655 655 2012-10-16 Winter 2012 Oct No Tuesday Working Day
## 656 656 2012-10-17 Winter 2012 Oct No Wednesday Working Day
## 657 657 2012-10-18 Winter 2012 Oct No Thursday Working Day
## 658 658 2012-10-19 Winter 2012 Oct No Friday Working Day
## 659 659 2012-10-20 Winter 2012 Oct No Saturday Non-Working Day
## 660 660 2012-10-21 Winter 2012 Oct No Sunday Non-Working Day
## 661 661 2012-10-22 Winter 2012 Oct No Monday Working Day
## 662 662 2012-10-23 Winter 2012 Oct No Tuesday Working Day
## 663 663 2012-10-24 Winter 2012 Oct No Wednesday Working Day
## 664 664 2012-10-25 Winter 2012 Oct No Thursday Working Day
## 665 665 2012-10-26 Winter 2012 Oct No Friday Working Day
## 666 666 2012-10-27 Winter 2012 Oct No Saturday Non-Working Day
## 667 667 2012-10-28 Winter 2012 Oct No Sunday Non-Working Day
## 668 668 2012-10-29 Winter 2012 Oct No Monday Working Day
## 669 669 2012-10-30 Winter 2012 Oct No Tuesday Working Day
## 670 670 2012-10-31 Winter 2012 Oct No Wednesday Working Day
## 671 671 2012-11-01 Winter 2012 Nov No Thursday Working Day
## 672 672 2012-11-02 Winter 2012 Nov No Friday Working Day
## 673 673 2012-11-03 Winter 2012 Nov No Saturday Non-Working Day
## 674 674 2012-11-04 Winter 2012 Nov No Sunday Non-Working Day
## 675 675 2012-11-05 Winter 2012 Nov No Monday Working Day
## 676 676 2012-11-06 Winter 2012 Nov No Tuesday Working Day
## 677 677 2012-11-07 Winter 2012 Nov No Wednesday Working Day
## 678 678 2012-11-08 Winter 2012 Nov No Thursday Working Day
## 679 679 2012-11-09 Winter 2012 Nov No Friday Working Day
## 680 680 2012-11-10 Winter 2012 Nov No Saturday Non-Working Day
## 681 681 2012-11-11 Winter 2012 Nov No Sunday Non-Working Day
## 682 682 2012-11-12 Winter 2012 Nov Yes Monday Non-Working Day
## 683 683 2012-11-13 Winter 2012 Nov No Tuesday Working Day
## 684 684 2012-11-14 Winter 2012 Nov No Wednesday Working Day
## 685 685 2012-11-15 Winter 2012 Nov No Thursday Working Day
## 686 686 2012-11-16 Winter 2012 Nov No Friday Working Day
## 687 687 2012-11-17 Winter 2012 Nov No Saturday Non-Working Day
## 688 688 2012-11-18 Winter 2012 Nov No Sunday Non-Working Day
## 689 689 2012-11-19 Winter 2012 Nov No Monday Working Day
## 690 690 2012-11-20 Winter 2012 Nov No Tuesday Working Day
## 691 691 2012-11-21 Winter 2012 Nov No Wednesday Working Day
## 692 692 2012-11-22 Winter 2012 Nov Yes Thursday Non-Working Day
## 693 693 2012-11-23 Winter 2012 Nov No Friday Working Day
## 694 694 2012-11-24 Winter 2012 Nov No Saturday Non-Working Day
## 695 695 2012-11-25 Winter 2012 Nov No Sunday Non-Working Day
## 696 696 2012-11-26 Winter 2012 Nov No Monday Working Day
## 697 697 2012-11-27 Winter 2012 Nov No Tuesday Working Day
## 698 698 2012-11-28 Winter 2012 Nov No Wednesday Working Day
## 699 699 2012-11-29 Winter 2012 Nov No Thursday Working Day
## 700 700 2012-11-30 Winter 2012 Nov No Friday Working Day
## 701 701 2012-12-01 Winter 2012 Dec No Saturday Non-Working Day
## 702 702 2012-12-02 Winter 2012 Dec No Sunday Non-Working Day
## 703 703 2012-12-03 Winter 2012 Dec No Monday Working Day
## 704 704 2012-12-04 Winter 2012 Dec No Tuesday Working Day
## 705 705 2012-12-05 Winter 2012 Dec No Wednesday Working Day
## 706 706 2012-12-06 Winter 2012 Dec No Thursday Working Day
## 707 707 2012-12-07 Winter 2012 Dec No Friday Working Day
## 708 708 2012-12-08 Winter 2012 Dec No Saturday Non-Working Day
## 709 709 2012-12-09 Winter 2012 Dec No Sunday Non-Working Day
## 710 710 2012-12-10 Winter 2012 Dec No Monday Working Day
## 711 711 2012-12-11 Winter 2012 Dec No Tuesday Working Day
## 712 712 2012-12-12 Winter 2012 Dec No Wednesday Working Day
## 713 713 2012-12-13 Winter 2012 Dec No Thursday Working Day
## 714 714 2012-12-14 Winter 2012 Dec No Friday Working Day
## 715 715 2012-12-15 Winter 2012 Dec No Saturday Non-Working Day
## 716 716 2012-12-16 Winter 2012 Dec No Sunday Non-Working Day
## 717 717 2012-12-17 Winter 2012 Dec No Monday Working Day
## 718 718 2012-12-18 Winter 2012 Dec No Tuesday Working Day
## 719 719 2012-12-19 Winter 2012 Dec No Wednesday Working Day
## 720 720 2012-12-20 Winter 2012 Dec No Thursday Working Day
## 721 721 2012-12-21 Spring 2012 Dec No Friday Working Day
## 722 722 2012-12-22 Spring 2012 Dec No Saturday Non-Working Day
## 723 723 2012-12-23 Spring 2012 Dec No Sunday Non-Working Day
## 724 724 2012-12-24 Spring 2012 Dec No Monday Working Day
## 725 725 2012-12-25 Spring 2012 Dec Yes Tuesday Non-Working Day
## 726 726 2012-12-26 Spring 2012 Dec No Wednesday Working Day
## 727 727 2012-12-27 Spring 2012 Dec No Thursday Working Day
## 728 728 2012-12-28 Spring 2012 Dec No Friday Working Day
## 729 729 2012-12-29 Spring 2012 Dec No Saturday Non-Working Day
## 730 730 2012-12-30 Spring 2012 Dec No Sunday Non-Working Day
## 731 731 2012-12-31 Spring 2012 Dec No Monday Working Day
## weathersit temp atemp hum windspeed casual registered cnt
## 1 Cloudy 0.3441670 0.3636250 0.805833 0.1604460 331 654 985
## 2 Cloudy 0.3634780 0.3537390 0.696087 0.2485390 131 670 801
## 3 Clear 0.1963640 0.1894050 0.437273 0.2483090 120 1229 1349
## 4 Clear 0.2000000 0.2121220 0.590435 0.1602960 108 1454 1562
## 5 Clear 0.2269570 0.2292700 0.436957 0.1869000 82 1518 1600
## 6 Clear 0.2043480 0.2332090 0.518261 0.0895652 88 1518 1606
## 7 Cloudy 0.1965220 0.2088390 0.498696 0.1687260 148 1362 1510
## 8 Cloudy 0.1650000 0.1622540 0.535833 0.2668040 68 891 959
## 9 Clear 0.1383330 0.1161750 0.434167 0.3619500 54 768 822
## 10 Clear 0.1508330 0.1508880 0.482917 0.2232670 41 1280 1321
## 11 Cloudy 0.1690910 0.1914640 0.686364 0.1221320 43 1220 1263
## 12 Clear 0.1727270 0.1604730 0.599545 0.3046270 25 1137 1162
## 13 Clear 0.1650000 0.1508830 0.470417 0.3010000 38 1368 1406
## 14 Clear 0.1608700 0.1884130 0.537826 0.1265480 54 1367 1421
## 15 Cloudy 0.2333330 0.2481120 0.498750 0.1579630 222 1026 1248
## 16 Clear 0.2316670 0.2342170 0.483750 0.1884330 251 953 1204
## 17 Cloudy 0.1758330 0.1767710 0.537500 0.1940170 117 883 1000
## 18 Cloudy 0.2166670 0.2323330 0.861667 0.1467750 9 674 683
## 19 Cloudy 0.2921740 0.2984220 0.741739 0.2083170 78 1572 1650
## 20 Cloudy 0.2616670 0.2550500 0.538333 0.1959040 83 1844 1927
## 21 Clear 0.1775000 0.1578330 0.457083 0.3532420 75 1468 1543
## 22 Clear 0.0591304 0.0790696 0.400000 0.1719700 93 888 981
## 23 Clear 0.0965217 0.0988391 0.436522 0.2466000 150 836 986
## 24 Clear 0.0973913 0.1179300 0.491739 0.1583300 86 1330 1416
## 25 Cloudy 0.2234780 0.2345260 0.616957 0.1297960 186 1799 1985
## 26 Light Rain 0.2175000 0.2036000 0.862500 0.2938500 34 472 506
## 27 Clear 0.1950000 0.2197000 0.687500 0.1138370 15 416 431
## 28 Cloudy 0.2034780 0.2233170 0.793043 0.1233000 38 1129 1167
## 29 Clear 0.1965220 0.2121260 0.651739 0.1453650 123 975 1098
## 30 Clear 0.2165220 0.2503220 0.722174 0.0739826 140 956 1096
## 31 Cloudy 0.1808330 0.1862500 0.603750 0.1871920 42 1459 1501
## 32 Cloudy 0.1921740 0.2345300 0.829565 0.0532130 47 1313 1360
## 33 Cloudy 0.2600000 0.2544170 0.775417 0.2643080 72 1454 1526
## 34 Clear 0.1869570 0.1778780 0.437826 0.2777520 61 1489 1550
## 35 Cloudy 0.2113040 0.2285870 0.585217 0.1278390 88 1620 1708
## 36 Cloudy 0.2333330 0.2430580 0.929167 0.1610790 100 905 1005
## 37 Clear 0.2858330 0.2916710 0.568333 0.1418000 354 1269 1623
## 38 Clear 0.2716670 0.3036580 0.738333 0.0454083 120 1592 1712
## 39 Clear 0.2208330 0.1982460 0.537917 0.3619500 64 1466 1530
## 40 Cloudy 0.1347830 0.1442830 0.494783 0.1888390 53 1552 1605
## 41 Clear 0.1443480 0.1495480 0.437391 0.2219350 47 1491 1538
## 42 Clear 0.1890910 0.2135090 0.506364 0.1085500 149 1597 1746
## 43 Clear 0.2225000 0.2329540 0.544167 0.2033670 288 1184 1472
## 44 Clear 0.3165220 0.3241130 0.457391 0.2608830 397 1192 1589
## 45 Clear 0.4150000 0.3983500 0.375833 0.4179080 208 1705 1913
## 46 Clear 0.2660870 0.2542740 0.314348 0.2913740 140 1675 1815
## 47 Clear 0.3182610 0.3162000 0.423478 0.2517910 218 1897 2115
## 48 Clear 0.4358330 0.4286580 0.505000 0.2301040 259 2216 2475
## 49 Clear 0.5216670 0.5119830 0.516667 0.2649250 579 2348 2927
## 50 Clear 0.3991670 0.3914040 0.187917 0.5074630 532 1103 1635
## 51 Clear 0.2852170 0.2773300 0.407826 0.2232350 639 1173 1812
## 52 Cloudy 0.3033330 0.2840750 0.605000 0.3078460 195 912 1107
## 53 Clear 0.1822220 0.1860330 0.577778 0.1956830 74 1376 1450
## 54 Clear 0.2217390 0.2457170 0.423043 0.0941130 139 1778 1917
## 55 Cloudy 0.2956520 0.2891910 0.697391 0.2504960 100 1707 1807
## 56 Cloudy 0.3643480 0.3504610 0.712174 0.3465390 120 1341 1461
## 57 Clear 0.2825000 0.2821920 0.537917 0.1865710 424 1545 1969
## 58 Clear 0.3434780 0.3511090 0.680000 0.1252480 694 1708 2402
## 59 Cloudy 0.4072730 0.4001180 0.876364 0.2896860 81 1365 1446
## 60 Clear 0.2666670 0.2638790 0.535000 0.2164250 137 1714 1851
## 61 Clear 0.3350000 0.3200710 0.449583 0.3078330 231 1903 2134
## 62 Clear 0.1983330 0.2001330 0.318333 0.2257540 123 1562 1685
## 63 Cloudy 0.2616670 0.2556790 0.610417 0.2033460 214 1730 1944
## 64 Cloudy 0.3841670 0.3787790 0.789167 0.2518710 640 1437 2077
## 65 Cloudy 0.3765220 0.3662520 0.948261 0.3432870 114 491 605
## 66 Clear 0.2617390 0.2384610 0.551304 0.3413520 244 1628 1872
## 67 Clear 0.2925000 0.3024000 0.420833 0.1206500 316 1817 2133
## 68 Cloudy 0.2958330 0.2866080 0.775417 0.2201500 191 1700 1891
## 69 Light Rain 0.3890910 0.3856680 0.000000 0.2618770 46 577 623
## 70 Cloudy 0.3165220 0.3050000 0.649565 0.2329700 247 1730 1977
## 71 Clear 0.3291670 0.3257500 0.594583 0.2207750 724 1408 2132
## 72 Clear 0.3843480 0.3800910 0.527391 0.2706040 982 1435 2417
## 73 Clear 0.3252170 0.3320000 0.496957 0.1369260 359 1687 2046
## 74 Cloudy 0.3173910 0.3181780 0.655652 0.1843090 289 1767 2056
## 75 Cloudy 0.3652170 0.3669300 0.776522 0.2031170 321 1871 2192
## 76 Clear 0.4150000 0.4103330 0.602917 0.2095790 424 2320 2744
## 77 Clear 0.5400000 0.5270090 0.525217 0.2310170 884 2355 3239
## 78 Clear 0.4725000 0.4665250 0.379167 0.3681670 1424 1693 3117
## 79 Clear 0.3325000 0.3257500 0.473750 0.2077210 1047 1424 2471
## 80 Cloudy 0.4304350 0.4097350 0.737391 0.2887830 401 1676 2077
## 81 Clear 0.4416670 0.4406420 0.624583 0.2257500 460 2243 2703
## 82 Cloudy 0.3469570 0.3379390 0.839565 0.2342610 203 1918 2121
## 83 Cloudy 0.2850000 0.2708330 0.805833 0.2437870 166 1699 1865
## 84 Clear 0.2641670 0.2563120 0.495000 0.2307250 300 1910 2210
## 85 Clear 0.2658330 0.2575710 0.394167 0.2095710 981 1515 2496
## 86 Cloudy 0.2530430 0.2503390 0.493913 0.1843000 472 1221 1693
## 87 Clear 0.2643480 0.2575740 0.302174 0.2122040 222 1806 2028
## 88 Clear 0.3025000 0.2929080 0.314167 0.2269960 317 2108 2425
## 89 Cloudy 0.3000000 0.2973500 0.646667 0.1728880 168 1368 1536
## 90 Light Rain 0.2683330 0.2575750 0.918333 0.2176460 179 1506 1685
## 91 Cloudy 0.3000000 0.2834540 0.686250 0.2587080 307 1920 2227
## 92 Cloudy 0.3150000 0.3156370 0.653750 0.1971460 898 1354 2252
## 93 Clear 0.3783330 0.3787670 0.480000 0.1822130 1651 1598 3249
## 94 Clear 0.5733330 0.5429290 0.426250 0.3855710 734 2381 3115
## 95 Cloudy 0.4141670 0.3983500 0.642083 0.3880670 167 1628 1795
## 96 Clear 0.3908330 0.3876080 0.470833 0.2630630 413 2395 2808
## 97 Clear 0.4375000 0.4336960 0.602917 0.1623120 571 2570 3141
## 98 Cloudy 0.3358330 0.3244790 0.836250 0.2269920 172 1299 1471
## 99 Cloudy 0.3425000 0.3415290 0.877500 0.1330830 879 1576 2455
## 100 Cloudy 0.4266670 0.4267370 0.857500 0.1467670 1188 1707 2895
## 101 Cloudy 0.5956520 0.5652170 0.716956 0.3244740 855 2493 3348
## 102 Cloudy 0.5025000 0.4930540 0.739167 0.2748790 257 1777 2034
## 103 Cloudy 0.4125000 0.4172830 0.819167 0.2506170 209 1953 2162
## 104 Clear 0.4675000 0.4627420 0.540417 0.1107000 529 2738 3267
## 105 Clear 0.4466670 0.4419130 0.671250 0.2263750 642 2484 3126
## 106 Light Rain 0.4308330 0.4254920 0.888333 0.3408080 121 674 795
## 107 Clear 0.4566670 0.4456960 0.479583 0.3034960 1558 2186 3744
## 108 Clear 0.5125000 0.5031460 0.542500 0.1635670 669 2760 3429
## 109 Cloudy 0.5058330 0.4892580 0.665833 0.1579710 409 2795 3204
## 110 Clear 0.5950000 0.5643920 0.614167 0.2419250 613 3331 3944
## 111 Clear 0.4591670 0.4538920 0.407083 0.3252580 745 3444 4189
## 112 Cloudy 0.3366670 0.3219540 0.729583 0.2195210 177 1506 1683
## 113 Cloudy 0.4600000 0.4501210 0.887917 0.2307250 1462 2574 4036
## 114 Cloudy 0.5816670 0.5517630 0.810833 0.1921750 1710 2481 4191
## 115 Clear 0.6066670 0.5745000 0.776667 0.1853330 773 3300 4073
## 116 Clear 0.6316670 0.5940830 0.729167 0.3265000 678 3722 4400
## 117 Cloudy 0.6200000 0.5751420 0.835417 0.3122000 547 3325 3872
## 118 Cloudy 0.6175000 0.5789290 0.700833 0.3209080 569 3489 4058
## 119 Clear 0.5100000 0.4974630 0.457083 0.2400630 878 3717 4595
## 120 Clear 0.4725000 0.4640210 0.503333 0.2350750 1965 3347 5312
## 121 Cloudy 0.4516670 0.4482040 0.762083 0.1063540 1138 2213 3351
## 122 Cloudy 0.5491670 0.5328330 0.730000 0.1834540 847 3554 4401
## 123 Cloudy 0.6166670 0.5820790 0.697083 0.3426670 603 3848 4451
## 124 Cloudy 0.4141670 0.4046500 0.737083 0.3289960 255 2378 2633
## 125 Clear 0.4591670 0.4419170 0.444167 0.2953920 614 3819 4433
## 126 Clear 0.4791670 0.4741170 0.590000 0.2282460 894 3714 4608
## 127 Clear 0.5200000 0.5126210 0.541250 0.1604500 1612 3102 4714
## 128 Clear 0.5283330 0.5189330 0.631667 0.0746375 1401 2932 4333
## 129 Clear 0.5325000 0.5252460 0.588750 0.1760000 664 3698 4362
## 130 Clear 0.5325000 0.5227210 0.489167 0.1156710 694 4109 4803
## 131 Clear 0.5425000 0.5284000 0.632917 0.1206420 550 3632 4182
## 132 Clear 0.5350000 0.5233630 0.747500 0.1896670 695 4169 4864
## 133 Cloudy 0.5125000 0.4943000 0.863333 0.1797250 692 3413 4105
## 134 Cloudy 0.5208330 0.5006290 0.922500 0.1349500 902 2507 3409
## 135 Cloudy 0.5625000 0.5360000 0.867083 0.1529790 1582 2971 4553
## 136 Clear 0.5775000 0.5505120 0.787917 0.1268710 773 3185 3958
## 137 Cloudy 0.5616670 0.5385290 0.837917 0.2773540 678 3445 4123
## 138 Cloudy 0.5500000 0.5271580 0.870000 0.2014920 536 3319 3855
## 139 Cloudy 0.5308330 0.5107420 0.829583 0.1082130 735 3840 4575
## 140 Clear 0.5366670 0.5290420 0.719583 0.1250130 909 4008 4917
## 141 Clear 0.6025000 0.5719750 0.626667 0.1206500 2258 3547 5805
## 142 Clear 0.6041670 0.5745000 0.749583 0.1480080 1576 3084 4660
## 143 Cloudy 0.6316670 0.5902960 0.810000 0.2338420 836 3438 4274
## 144 Cloudy 0.6600000 0.6048130 0.740833 0.2070920 659 3833 4492
## 145 Clear 0.6608330 0.6155420 0.696250 0.1542330 740 4238 4978
## 146 Clear 0.7083330 0.6546880 0.677500 0.1996420 758 3919 4677
## 147 Clear 0.6816670 0.6370080 0.653750 0.2406790 871 3808 4679
## 148 Clear 0.6558330 0.6123790 0.729583 0.2300920 2001 2757 4758
## 149 Clear 0.6675000 0.6155500 0.818750 0.2139380 2355 2433 4788
## 150 Clear 0.7333330 0.6710920 0.685000 0.1312250 1549 2549 4098
## 151 Clear 0.7750000 0.7253830 0.636667 0.1113290 673 3309 3982
## 152 Cloudy 0.7641670 0.7209670 0.677083 0.2070920 513 3461 3974
## 153 Clear 0.7150000 0.6439420 0.305000 0.2922870 736 4232 4968
## 154 Clear 0.6200000 0.5871330 0.354167 0.2531210 898 4414 5312
## 155 Clear 0.6350000 0.5946960 0.456250 0.1231420 1869 3473 5342
## 156 Cloudy 0.6483330 0.6168040 0.652500 0.1386920 1685 3221 4906
## 157 Clear 0.6783330 0.6218580 0.600000 0.1218960 673 3875 4548
## 158 Clear 0.7075000 0.6559500 0.597917 0.1878080 763 4070 4833
## 159 Clear 0.7758330 0.7272790 0.622083 0.1368170 676 3725 4401
## 160 Cloudy 0.8083330 0.7575790 0.568333 0.1498830 563 3352 3915
## 161 Clear 0.7550000 0.7032920 0.605000 0.1405540 815 3771 4586
## 162 Clear 0.7250000 0.6780380 0.654583 0.1548500 1729 3237 4966
## 163 Clear 0.6925000 0.6433250 0.747917 0.1635670 1467 2993 4460
## 164 Clear 0.6350000 0.6016540 0.494583 0.3053500 863 4157 5020
## 165 Clear 0.6041670 0.5915460 0.507083 0.2692830 727 4164 4891
## 166 Clear 0.6266670 0.5877540 0.471667 0.1679120 769 4411 5180
## 167 Cloudy 0.6283330 0.5953460 0.688333 0.2064710 545 3222 3767
## 168 Clear 0.6491670 0.6003830 0.735833 0.1430290 863 3981 4844
## 169 Clear 0.6966670 0.6439540 0.670417 0.1194080 1807 3312 5119
## 170 Cloudy 0.6991670 0.6458460 0.666667 0.1020000 1639 3105 4744
## 171 Cloudy 0.6350000 0.5953460 0.746250 0.1554750 699 3311 4010
## 172 Cloudy 0.6808330 0.6376460 0.770417 0.1710250 774 4061 4835
## 173 Clear 0.7333330 0.6938290 0.707500 0.1722620 661 3846 4507
## 174 Cloudy 0.7283330 0.6938330 0.703333 0.2388040 746 4044 4790
## 175 Clear 0.7241670 0.6565830 0.573333 0.2220250 969 4022 4991
## 176 Clear 0.6950000 0.6433130 0.483333 0.2095710 1782 3420 5202
## 177 Clear 0.6800000 0.6376290 0.513333 0.0945333 1920 3385 5305
## 178 Cloudy 0.6825000 0.6370040 0.658333 0.1075880 854 3854 4708
## 179 Clear 0.7441670 0.6925580 0.634167 0.1442830 732 3916 4648
## 180 Clear 0.7283330 0.6546880 0.497917 0.2618210 848 4377 5225
## 181 Clear 0.6966670 0.6370080 0.434167 0.1853120 1027 4488 5515
## 182 Clear 0.7225000 0.6521620 0.396250 0.1026080 1246 4116 5362
## 183 Clear 0.7383330 0.6673080 0.444583 0.1150620 2204 2915 5119
## 184 Cloudy 0.7166670 0.6685750 0.682500 0.2288580 2282 2367 4649
## 185 Cloudy 0.7266670 0.6654170 0.637917 0.0814792 3065 2978 6043
## 186 Clear 0.7466670 0.6963380 0.590417 0.1262580 1031 3634 4665
## 187 Clear 0.7200000 0.6856330 0.743333 0.1498830 784 3845 4629
## 188 Clear 0.7500000 0.6868710 0.651250 0.1592000 754 3838 4592
## 189 Cloudy 0.7091670 0.6704830 0.757917 0.2251290 692 3348 4040
## 190 Clear 0.7333330 0.6641580 0.609167 0.1679120 1988 3348 5336
## 191 Clear 0.7475000 0.6900250 0.578333 0.1834710 1743 3138 4881
## 192 Clear 0.7625000 0.7298040 0.635833 0.2823370 723 3363 4086
## 193 Clear 0.7941670 0.7392750 0.559167 0.2002540 662 3596 4258
## 194 Clear 0.7466670 0.6894040 0.631667 0.1461330 748 3594 4342
## 195 Clear 0.6808330 0.6351040 0.476250 0.2406670 888 4196 5084
## 196 Clear 0.6633330 0.6243710 0.591250 0.1828330 1318 4220 5538
## 197 Clear 0.6866670 0.6382630 0.585000 0.2083420 2418 3505 5923
## 198 Clear 0.7191670 0.6698330 0.604167 0.2450330 2006 3296 5302
## 199 Clear 0.7466670 0.7039250 0.651250 0.2158040 841 3617 4458
## 200 Clear 0.7766670 0.7474790 0.650417 0.1306000 752 3789 4541
## 201 Clear 0.7683330 0.7468500 0.707083 0.1138170 644 3688 4332
## 202 Cloudy 0.8150000 0.8263710 0.691250 0.2220210 632 3152 3784
## 203 Clear 0.8483330 0.8408960 0.580417 0.1331000 562 2825 3387
## 204 Clear 0.8491670 0.8042870 0.500000 0.1312210 987 2298 3285
## 205 Clear 0.8300000 0.7948290 0.550833 0.1691710 1050 2556 3606
## 206 Clear 0.7433330 0.7209580 0.757083 0.0908083 568 3272 3840
## 207 Clear 0.7716670 0.6969790 0.540833 0.2002580 750 3840 4590
## 208 Clear 0.7750000 0.6906670 0.402917 0.1834630 755 3901 4656
## 209 Clear 0.7791670 0.7399000 0.583333 0.1784790 606 3784 4390
## 210 Clear 0.8383330 0.7859670 0.542500 0.1741380 670 3176 3846
## 211 Clear 0.8041670 0.7285370 0.465833 0.1685370 1559 2916 4475
## 212 Clear 0.8058330 0.7297960 0.480833 0.1648130 1524 2778 4302
## 213 Clear 0.7716670 0.7032920 0.550833 0.1567170 729 3537 4266
## 214 Clear 0.7833330 0.7070710 0.491250 0.2058500 801 4044 4845
## 215 Cloudy 0.7316670 0.6799370 0.657500 0.1355830 467 3107 3574
## 216 Cloudy 0.7100000 0.6647880 0.757500 0.1971500 799 3777 4576
## 217 Clear 0.7108330 0.6565670 0.630833 0.1846960 1023 3843 4866
## 218 Cloudy 0.7166670 0.6761540 0.755000 0.2282500 1521 2773 4294
## 219 Clear 0.7425000 0.7152920 0.752917 0.2014870 1298 2487 3785
## 220 Clear 0.7650000 0.7032830 0.592083 0.1921750 846 3480 4326
## 221 Clear 0.7750000 0.7241210 0.570417 0.1511210 907 3695 4602
## 222 Clear 0.7666670 0.6849830 0.424167 0.2002580 884 3896 4780
## 223 Clear 0.7175000 0.6515210 0.423750 0.1647960 812 3980 4792
## 224 Clear 0.7083330 0.6540420 0.415000 0.1256210 1051 3854 4905
## 225 Cloudy 0.6858330 0.6458580 0.729583 0.2114540 1504 2646 4150
## 226 Cloudy 0.6766670 0.6243880 0.817500 0.2226330 1338 2482 3820
## 227 Clear 0.6658330 0.6161670 0.712083 0.2089540 775 3563 4338
## 228 Clear 0.7008330 0.6458370 0.578333 0.2363290 721 4004 4725
## 229 Clear 0.7233330 0.6666710 0.575417 0.1436670 668 4026 4694
## 230 Clear 0.7116670 0.6622580 0.654583 0.2332080 639 3166 3805
## 231 Cloudy 0.6850000 0.6332210 0.722917 0.1393080 797 3356 4153
## 232 Clear 0.6975000 0.6489960 0.674167 0.1044670 1914 3277 5191
## 233 Clear 0.7108330 0.6755250 0.770000 0.2487540 1249 2624 3873
## 234 Clear 0.6916670 0.6382540 0.470000 0.2767500 833 3925 4758
## 235 Clear 0.6408330 0.6060670 0.455417 0.1467630 1281 4614 5895
## 236 Clear 0.6733330 0.6306920 0.605000 0.2531080 949 4181 5130
## 237 Cloudy 0.6841670 0.6458540 0.771667 0.2108330 435 3107 3542
## 238 Clear 0.7000000 0.6597330 0.761250 0.0839625 768 3893 4661
## 239 Cloudy 0.6800000 0.6355560 0.850000 0.3756170 226 889 1115
## 240 Clear 0.7070590 0.6479590 0.561765 0.3046590 1415 2919 4334
## 241 Clear 0.6366670 0.6079580 0.554583 0.1598250 729 3905 4634
## 242 Clear 0.6391670 0.5947040 0.548333 0.1250080 775 4429 5204
## 243 Clear 0.6566670 0.6111210 0.597917 0.0833333 688 4370 5058
## 244 Clear 0.6550000 0.6149210 0.639167 0.1417960 783 4332 5115
## 245 Cloudy 0.6433330 0.6048080 0.727083 0.1399290 875 3852 4727
## 246 Clear 0.6691670 0.6332130 0.716667 0.1853250 1935 2549 4484
## 247 Clear 0.7091670 0.6654290 0.742083 0.2064670 2521 2419 4940
## 248 Cloudy 0.6733330 0.6256460 0.790417 0.2126960 1236 2115 3351
## 249 Light Rain 0.5400000 0.5152000 0.886957 0.3439430 204 2506 2710
## 250 Light Rain 0.5991670 0.5442290 0.917083 0.0970208 118 1878 1996
## 251 Light Rain 0.6339130 0.5553610 0.939565 0.1927480 153 1689 1842
## 252 Cloudy 0.6500000 0.5789460 0.897917 0.1243790 417 3127 3544
## 253 Clear 0.6600000 0.6079620 0.753750 0.1536080 1750 3595 5345
## 254 Clear 0.6533330 0.6092290 0.713750 0.1150540 1633 3413 5046
## 255 Clear 0.6443480 0.6021300 0.692174 0.0889130 690 4023 4713
## 256 Clear 0.6508330 0.6035540 0.712500 0.1418040 701 4062 4763
## 257 Clear 0.6733330 0.6269000 0.697083 0.1673000 647 4138 4785
## 258 Cloudy 0.5775000 0.5536710 0.709167 0.2711460 428 3231 3659
## 259 Cloudy 0.4691670 0.4614750 0.590417 0.1641830 742 4018 4760
## 260 Cloudy 0.4916670 0.4785120 0.718333 0.1896750 1434 3077 4511
## 261 Clear 0.5075000 0.4905370 0.695000 0.1784830 1353 2921 4274
## 262 Cloudy 0.5491670 0.5296750 0.690000 0.1517420 691 3848 4539
## 263 Cloudy 0.5616670 0.5322170 0.881250 0.1349540 438 3203 3641
## 264 Cloudy 0.5950000 0.5505330 0.900000 0.0964042 539 3813 4352
## 265 Cloudy 0.6283330 0.5549630 0.902083 0.1281250 555 4240 4795
## 266 Cloudy 0.6091670 0.5221250 0.972500 0.0783667 258 2137 2395
## 267 Cloudy 0.6066670 0.5644120 0.862500 0.0783833 1776 3647 5423
## 268 Cloudy 0.6341670 0.5726370 0.845000 0.0503792 1544 3466 5010
## 269 Cloudy 0.6491670 0.5890420 0.848333 0.1107000 684 3946 4630
## 270 Cloudy 0.6366670 0.5745250 0.885417 0.1181710 477 3643 4120
## 271 Cloudy 0.6350000 0.5751580 0.848750 0.1486290 480 3427 3907
## 272 Clear 0.6166670 0.5745120 0.699167 0.1728830 653 4186 4839
## 273 Clear 0.5641670 0.5448290 0.647500 0.2064750 830 4372 5202
## 274 Cloudy 0.4100000 0.4128630 0.753750 0.2922960 480 1949 2429
## 275 Cloudy 0.3566670 0.3453170 0.791667 0.2220130 616 2302 2918
## 276 Cloudy 0.3841670 0.3920460 0.760833 0.0833458 330 3240 3570
## 277 Clear 0.4841670 0.4728580 0.710000 0.2058540 486 3970 4456
## 278 Clear 0.5383330 0.5271380 0.647917 0.1772500 559 4267 4826
## 279 Clear 0.4941670 0.4804250 0.620833 0.1349540 639 4126 4765
## 280 Clear 0.5108330 0.5044040 0.684167 0.0223917 949 4036 4985
## 281 Clear 0.5216670 0.5132420 0.701250 0.0454042 2235 3174 5409
## 282 Clear 0.5408330 0.5239830 0.727500 0.0634500 2397 3114 5511
## 283 Clear 0.5708330 0.5429250 0.733750 0.0423042 1514 3603 5117
## 284 Cloudy 0.5666670 0.5460960 0.808750 0.1430420 667 3896 4563
## 285 Light Rain 0.5433330 0.5177170 0.906250 0.2481500 217 2199 2416
## 286 Cloudy 0.5891670 0.5518040 0.896667 0.1417870 290 2623 2913
## 287 Cloudy 0.5508330 0.5296750 0.716250 0.2238830 529 3115 3644
## 288 Clear 0.5066670 0.4987250 0.483333 0.2580830 1899 3318 5217
## 289 Clear 0.5116670 0.5031540 0.486667 0.2817170 1748 3293 5041
## 290 Clear 0.5341670 0.5107250 0.579583 0.1753790 713 3857 4570
## 291 Cloudy 0.5325000 0.5227210 0.701667 0.1100870 637 4111 4748
## 292 Light Rain 0.5417390 0.5138480 0.895217 0.2433390 254 2170 2424
## 293 Clear 0.4758330 0.4665250 0.636250 0.4222750 471 3724 4195
## 294 Clear 0.4275000 0.4235960 0.574167 0.2213960 676 3628 4304
## 295 Clear 0.4225000 0.4254920 0.629167 0.0926667 1499 2809 4308
## 296 Clear 0.4216670 0.4223330 0.741250 0.0995125 1619 2762 4381
## 297 Clear 0.4633330 0.4570670 0.772083 0.1187920 699 3488 4187
## 298 Clear 0.4716670 0.4633750 0.622917 0.1666580 695 3992 4687
## 299 Cloudy 0.4841670 0.4728460 0.720417 0.1486420 404 3490 3894
## 300 Cloudy 0.4700000 0.4570460 0.812917 0.1977630 240 2419 2659
## 301 Cloudy 0.3308330 0.3188120 0.585833 0.2294790 456 3291 3747
## 302 Light Rain 0.2541670 0.2279130 0.882500 0.3513710 57 570 627
## 303 Clear 0.3191670 0.3213290 0.623750 0.1766170 885 2446 3331
## 304 Clear 0.3400000 0.3560630 0.703333 0.1063500 362 3307 3669
## 305 Clear 0.4008330 0.3970880 0.683750 0.1355710 410 3658 4068
## 306 Clear 0.3775000 0.3901330 0.718750 0.0820917 370 3816 4186
## 307 Clear 0.4083330 0.4059210 0.702083 0.1368170 318 3656 3974
## 308 Cloudy 0.4033330 0.4033920 0.622500 0.2717790 470 3576 4046
## 309 Clear 0.3266670 0.3238540 0.519167 0.1890620 1156 2770 3926
## 310 Clear 0.3483330 0.3623580 0.734583 0.0920542 952 2697 3649
## 311 Clear 0.3950000 0.4008710 0.758750 0.0572250 373 3662 4035
## 312 Clear 0.4083330 0.4122460 0.721667 0.0690375 376 3829 4205
## 313 Clear 0.4000000 0.4090790 0.758333 0.0621958 305 3804 4109
## 314 Cloudy 0.3800000 0.3737210 0.813333 0.1890670 190 2743 2933
## 315 Clear 0.3241670 0.3068170 0.446250 0.3146750 440 2928 3368
## 316 Clear 0.3566670 0.3579420 0.552917 0.2120620 1275 2792 4067
## 317 Clear 0.4408330 0.4305500 0.458333 0.2817210 1004 2713 3717
## 318 Clear 0.5300000 0.5246120 0.587083 0.3065960 595 3891 4486
## 319 Cloudy 0.5300000 0.5075790 0.688750 0.1996330 449 3746 4195
## 320 Light Rain 0.4566670 0.4519880 0.930000 0.1368290 145 1672 1817
## 321 Cloudy 0.3416670 0.3232210 0.575833 0.3053620 139 2914 3053
## 322 Clear 0.2741670 0.2727210 0.410000 0.1685330 245 3147 3392
## 323 Clear 0.3291670 0.3244830 0.502083 0.2244960 943 2720 3663
## 324 Cloudy 0.4633330 0.4570580 0.684583 0.1859500 787 2733 3520
## 325 Light Rain 0.4475000 0.4450620 0.910000 0.1380540 220 2545 2765
## 326 Light Rain 0.4166670 0.4216960 0.962500 0.1187920 69 1538 1607
## 327 Cloudy 0.4408330 0.4305370 0.757917 0.3358250 112 2454 2566
## 328 Clear 0.3733330 0.3724710 0.549167 0.1673040 560 935 1495
## 329 Clear 0.3750000 0.3806710 0.643750 0.0988958 1095 1697 2792
## 330 Clear 0.3758330 0.3850870 0.681667 0.0684208 1249 1819 3068
## 331 Clear 0.4591670 0.4558000 0.698333 0.2089540 810 2261 3071
## 332 Clear 0.5034780 0.4901220 0.743043 0.1421220 253 3614 3867
## 333 Cloudy 0.4583330 0.4513750 0.830833 0.2580920 96 2818 2914
## 334 Clear 0.3250000 0.3112210 0.613333 0.2711580 188 3425 3613
## 335 Clear 0.3125000 0.3055540 0.524583 0.2201580 182 3545 3727
## 336 Clear 0.3141670 0.3314330 0.625833 0.1007540 268 3672 3940
## 337 Clear 0.2991670 0.3106040 0.612917 0.0957833 706 2908 3614
## 338 Clear 0.3308330 0.3491000 0.775833 0.0839583 634 2851 3485
## 339 Cloudy 0.3858330 0.3939250 0.827083 0.0622083 233 3578 3811
## 340 Light Rain 0.4625000 0.4564000 0.949583 0.2325830 126 2468 2594
## 341 Light Rain 0.4100000 0.4002460 0.970417 0.2661750 50 655 705
## 342 Clear 0.2658330 0.2569380 0.580000 0.2400580 150 3172 3322
## 343 Clear 0.2908330 0.3175420 0.695833 0.0827167 261 3359 3620
## 344 Clear 0.2750000 0.2664120 0.507500 0.2332210 502 2688 3190
## 345 Clear 0.2208330 0.2531540 0.490000 0.0665417 377 2366 2743
## 346 Clear 0.2383330 0.2701960 0.670833 0.0634500 143 3167 3310
## 347 Clear 0.2825000 0.3011380 0.590000 0.1405500 155 3368 3523
## 348 Cloudy 0.3175000 0.3383620 0.663750 0.0609583 178 3562 3740
## 349 Cloudy 0.4225000 0.4122370 0.634167 0.2680420 181 3528 3709
## 350 Cloudy 0.3750000 0.3598250 0.500417 0.2605750 178 3399 3577
## 351 Cloudy 0.2583330 0.2493710 0.560833 0.2431670 275 2464 2739
## 352 Clear 0.2383330 0.2455790 0.586250 0.1697790 220 2211 2431
## 353 Clear 0.2766670 0.2809330 0.637500 0.1728960 260 3143 3403
## 354 Cloudy 0.3858330 0.3964540 0.595417 0.0615708 216 3534 3750
## 355 Cloudy 0.4283330 0.4280170 0.858333 0.2214000 107 2553 2660
## 356 Cloudy 0.4233330 0.4261210 0.757500 0.0472750 227 2841 3068
## 357 Clear 0.3733330 0.3775130 0.686250 0.2742460 163 2046 2209
## 358 Clear 0.3025000 0.2992420 0.542500 0.1903040 155 856 1011
## 359 Clear 0.2747830 0.2799610 0.681304 0.1550910 303 451 754
## 360 Clear 0.3217390 0.3155350 0.506957 0.2394650 430 887 1317
## 361 Cloudy 0.3250000 0.3276330 0.762500 0.1884500 103 1059 1162
## 362 Clear 0.2991300 0.2799740 0.503913 0.2939610 255 2047 2302
## 363 Clear 0.2483330 0.2638920 0.574167 0.1194120 254 2169 2423
## 364 Clear 0.3116670 0.3188120 0.636667 0.1343370 491 2508 2999
## 365 Clear 0.4100000 0.4141210 0.615833 0.2201540 665 1820 2485
## 366 Clear 0.3700000 0.3756210 0.692500 0.1921670 686 1608 2294
## 367 Clear 0.2730430 0.2523040 0.381304 0.3296650 244 1707 1951
## 368 Clear 0.1500000 0.1262750 0.441250 0.3656710 89 2147 2236
## 369 Cloudy 0.1075000 0.1193370 0.414583 0.1847000 95 2273 2368
## 370 Clear 0.2658330 0.2784120 0.524167 0.1299870 140 3132 3272
## 371 Clear 0.3341670 0.3402670 0.542083 0.1679080 307 3791 4098
## 372 Clear 0.3933330 0.3907790 0.531667 0.1747580 1070 3451 4521
## 373 Clear 0.3375000 0.3402580 0.465000 0.1915420 599 2826 3425
## 374 Cloudy 0.2241670 0.2474790 0.701667 0.0989000 106 2270 2376
## 375 Clear 0.3086960 0.3188260 0.646522 0.1875520 173 3425 3598
## 376 Cloudy 0.2741670 0.2828210 0.847500 0.1312210 92 2085 2177
## 377 Cloudy 0.3825000 0.3819380 0.802917 0.1809670 269 3828 4097
## 378 Clear 0.2741670 0.2493620 0.507500 0.3781080 174 3040 3214
## 379 Clear 0.1800000 0.1830870 0.457500 0.1871830 333 2160 2493
## 380 Clear 0.1666670 0.1616250 0.419167 0.2512580 284 2027 2311
## 381 Clear 0.1900000 0.1906630 0.522500 0.2313580 217 2081 2298
## 382 Cloudy 0.3730430 0.3642780 0.716087 0.3491300 127 2808 2935
## 383 Clear 0.3033330 0.2752540 0.443333 0.4154290 109 3267 3376
## 384 Clear 0.1900000 0.1900380 0.497500 0.2201580 130 3162 3292
## 385 Cloudy 0.2175000 0.2209580 0.450000 0.2027500 115 3048 3163
## 386 Cloudy 0.1733330 0.1748750 0.831250 0.2226420 67 1234 1301
## 387 Cloudy 0.1625000 0.1622500 0.796250 0.1996380 196 1781 1977
## 388 Cloudy 0.2183330 0.2430580 0.911250 0.1107080 145 2287 2432
## 389 Clear 0.3425000 0.3491080 0.835833 0.1237670 439 3900 4339
## 390 Clear 0.2941670 0.2948210 0.643750 0.1610710 467 3803 4270
## 391 Cloudy 0.3416670 0.3560500 0.769583 0.0733958 244 3831 4075
## 392 Cloudy 0.4250000 0.4153830 0.741250 0.3426670 269 3187 3456
## 393 Clear 0.3158330 0.3263790 0.543333 0.2108290 775 3248 4023
## 394 Clear 0.2825000 0.2727210 0.311250 0.2400500 558 2685 3243
## 395 Clear 0.2691670 0.2626250 0.400833 0.2157920 126 3498 3624
## 396 Clear 0.3900000 0.3813170 0.416667 0.2618170 324 4185 4509
## 397 Clear 0.4691670 0.4665380 0.507917 0.1890670 304 4275 4579
## 398 Cloudy 0.3991670 0.3989710 0.672917 0.1871870 190 3571 3761
## 399 Clear 0.3133330 0.3093460 0.526667 0.1784960 310 3841 4151
## 400 Cloudy 0.2641670 0.2727250 0.779583 0.1218960 384 2448 2832
## 401 Cloudy 0.2658330 0.2645210 0.687917 0.1759960 318 2629 2947
## 402 Clear 0.2826090 0.2964260 0.622174 0.1538000 206 3578 3784
## 403 Clear 0.3541670 0.3611040 0.496250 0.1473790 199 4176 4375
## 404 Cloudy 0.2566670 0.2664210 0.722917 0.1337210 109 2693 2802
## 405 Clear 0.2650000 0.2619880 0.562083 0.1940370 163 3667 3830
## 406 Cloudy 0.2808330 0.2935580 0.540000 0.1169290 227 3604 3831
## 407 Light Rain 0.2241670 0.2108670 0.731250 0.2897960 192 1977 2169
## 408 Clear 0.1275000 0.1016580 0.464583 0.4092120 73 1456 1529
## 409 Clear 0.2225000 0.2279130 0.411250 0.1672830 94 3328 3422
## 410 Cloudy 0.3191670 0.3339460 0.508750 0.1411790 135 3787 3922
## 411 Clear 0.3483330 0.3516290 0.531250 0.1816000 141 4028 4169
## 412 Cloudy 0.3166670 0.3301620 0.752917 0.0914250 74 2931 3005
## 413 Clear 0.3433330 0.3516290 0.634583 0.2058460 349 3805 4154
## 414 Clear 0.3466670 0.3554250 0.534583 0.1909290 1435 2883 4318
## 415 Cloudy 0.2800000 0.2657880 0.515833 0.2531120 618 2071 2689
## 416 Clear 0.2800000 0.2733910 0.507826 0.2290830 502 2627 3129
## 417 Clear 0.2878260 0.2951130 0.594348 0.2057170 163 3614 3777
## 418 Clear 0.3958330 0.3926670 0.567917 0.2344710 394 4379 4773
## 419 Clear 0.4541670 0.4444460 0.554583 0.1909130 516 4546 5062
## 420 Cloudy 0.4075000 0.4109710 0.737500 0.2375670 246 3241 3487
## 421 Clear 0.2908330 0.2556750 0.395833 0.4216420 317 2415 2732
## 422 Clear 0.2791670 0.2683080 0.410000 0.2052290 515 2874 3389
## 423 Clear 0.3666670 0.3579540 0.490833 0.2680330 253 4069 4322
## 424 Clear 0.3591670 0.3535250 0.395833 0.1934170 229 4134 4363
## 425 Cloudy 0.3443480 0.3484700 0.804783 0.1791170 65 1769 1834
## 426 Clear 0.4858330 0.4753710 0.615417 0.2269870 325 4665 4990
## 427 Cloudy 0.3533330 0.3598420 0.657083 0.1449040 246 2948 3194
## 428 Cloudy 0.4141670 0.4134920 0.621250 0.1610790 956 3110 4066
## 429 Clear 0.3258330 0.3030210 0.403333 0.3345710 710 2713 3423
## 430 Clear 0.2433330 0.2411710 0.506250 0.2288580 203 3130 3333
## 431 Clear 0.2583330 0.2550420 0.456667 0.2008750 221 3735 3956
## 432 Clear 0.4041670 0.3851000 0.513333 0.3457790 432 4484 4916
## 433 Clear 0.5275000 0.5246040 0.567500 0.4415630 486 4896 5382
## 434 Cloudy 0.4108330 0.3970830 0.407083 0.4148000 447 4122 4569
## 435 Clear 0.2875000 0.2777670 0.350417 0.2257500 968 3150 4118
## 436 Clear 0.3617390 0.3596700 0.476957 0.2225870 1658 3253 4911
## 437 Clear 0.4666670 0.4595920 0.489167 0.2077130 838 4460 5298
## 438 Clear 0.5650000 0.5429290 0.617500 0.2369500 762 5085 5847
## 439 Clear 0.5725000 0.5486170 0.507083 0.1150620 997 5315 6312
## 440 Clear 0.5575000 0.5328250 0.579583 0.1498830 1005 5187 6192
## 441 Cloudy 0.4358330 0.4362290 0.842083 0.1131920 548 3830 4378
## 442 Cloudy 0.5141670 0.5050460 0.755833 0.1107040 3155 4681 7836
## 443 Cloudy 0.4725000 0.4640000 0.810000 0.1268830 2207 3685 5892
## 444 Clear 0.5450000 0.5328210 0.728750 0.1623170 982 5171 6153
## 445 Clear 0.5608330 0.5385330 0.807917 0.1212710 1051 5042 6093
## 446 Cloudy 0.5316670 0.5132580 0.821250 0.0895583 1122 5108 6230
## 447 Clear 0.5541670 0.5315670 0.831250 0.1175620 1334 5537 6871
## 448 Cloudy 0.6016670 0.5700670 0.694167 0.1163000 2469 5893 8362
## 449 Cloudy 0.5025000 0.4867330 0.885417 0.1927830 1033 2339 3372
## 450 Cloudy 0.4375000 0.4374880 0.880833 0.2207750 1532 3464 4996
## 451 Clear 0.4458330 0.4387500 0.477917 0.3868210 795 4763 5558
## 452 Clear 0.3233330 0.3156540 0.290000 0.1871920 531 4571 5102
## 453 Clear 0.4841670 0.4709500 0.481250 0.2916710 674 5024 5698
## 454 Clear 0.4941670 0.4823040 0.439167 0.3196500 834 5299 6133
## 455 Cloudy 0.3700000 0.3756210 0.580833 0.1380670 796 4663 5459
## 456 Cloudy 0.4241670 0.4217080 0.738333 0.2506170 2301 3934 6235
## 457 Cloudy 0.4258330 0.4172870 0.676250 0.1722670 2347 3694 6041
## 458 Clear 0.4339130 0.4275130 0.504348 0.3121390 1208 4728 5936
## 459 Clear 0.4666670 0.4614830 0.396667 0.1001330 1348 5424 6772
## 460 Clear 0.5416670 0.5334500 0.469583 0.1809750 1058 5378 6436
## 461 Clear 0.4350000 0.4311630 0.374167 0.2195290 1192 5265 6457
## 462 Clear 0.4033330 0.3907670 0.377083 0.3003880 1807 4653 6460
## 463 Clear 0.4375000 0.4261290 0.254167 0.2748710 3252 3605 6857
## 464 Clear 0.5000000 0.4924250 0.275833 0.2325960 2230 2939 5169
## 465 Clear 0.4891670 0.4766380 0.317500 0.3581960 905 4680 5585
## 466 Clear 0.4466670 0.4362330 0.435000 0.2493750 819 5099 5918
## 467 Clear 0.3486960 0.3372740 0.469565 0.2952740 482 4380 4862
## 468 Clear 0.3975000 0.3876040 0.466250 0.2904290 663 4746 5409
## 469 Clear 0.4425000 0.4318080 0.408333 0.1554710 1252 5146 6398
## 470 Clear 0.4950000 0.4879960 0.502917 0.1909170 2795 4665 7460
## 471 Clear 0.6066670 0.5738750 0.507917 0.2251290 2846 4286 7132
## 472 Clear 0.6641670 0.6149250 0.561667 0.2848290 1198 5172 6370
## 473 Clear 0.6083330 0.5984870 0.390417 0.2736290 989 5702 6691
## 474 Cloudy 0.4633330 0.4570380 0.569167 0.1679120 347 4020 4367
## 475 Clear 0.4983330 0.4930460 0.612500 0.0659292 846 5719 6565
## 476 Clear 0.5266670 0.5157750 0.694583 0.1498710 1340 5950 7290
## 477 Clear 0.5700000 0.5429210 0.682917 0.2835870 2541 4083 6624
## 478 Light Rain 0.3966670 0.3895040 0.835417 0.3445460 120 907 1027
## 479 Cloudy 0.3216670 0.3011250 0.766667 0.3034960 195 3019 3214
## 480 Clear 0.4133330 0.4052830 0.454167 0.2493830 518 5115 5633
## 481 Clear 0.4766670 0.4703170 0.427917 0.1187920 655 5541 6196
## 482 Cloudy 0.4983330 0.4835830 0.756667 0.1766250 475 4551 5026
## 483 Clear 0.4575000 0.4526370 0.400833 0.3476330 1014 5219 6233
## 484 Cloudy 0.3766670 0.3775040 0.489583 0.1299750 1120 3100 4220
## 485 Clear 0.4583330 0.4501210 0.587083 0.1169080 2229 4075 6304
## 486 Cloudy 0.4641670 0.4576960 0.570000 0.1716380 665 4907 5572
## 487 Cloudy 0.6133330 0.5770210 0.659583 0.1560960 653 5087 5740
## 488 Clear 0.5641670 0.5378960 0.797083 0.1380580 667 5502 6169
## 489 Cloudy 0.5600000 0.5372420 0.768333 0.1336960 764 5657 6421
## 490 Clear 0.6275000 0.5909170 0.735417 0.1629380 1069 5227 6296
## 491 Cloudy 0.6216670 0.5846080 0.756667 0.1529920 2496 4387 6883
## 492 Cloudy 0.5625000 0.5467370 0.740000 0.1498790 2135 4224 6359
## 493 Cloudy 0.5375000 0.5271420 0.664167 0.2307210 1008 5265 6273
## 494 Cloudy 0.5816670 0.5574710 0.685833 0.2960290 738 4990 5728
## 495 Cloudy 0.5750000 0.5530250 0.744167 0.2164120 620 4097 4717
## 496 Clear 0.5058330 0.4917830 0.552083 0.3140630 1026 5546 6572
## 497 Clear 0.5333330 0.5208330 0.360417 0.2369370 1319 5711 7030
## 498 Clear 0.5641670 0.5448170 0.480417 0.1231330 2622 4807 7429
## 499 Clear 0.6125000 0.5852380 0.576250 0.2251170 2172 3946 6118
## 500 Cloudy 0.5733330 0.5499000 0.789583 0.2126920 342 2501 2843
## 501 Cloudy 0.6116670 0.5764040 0.794583 0.1473920 625 4490 5115
## 502 Clear 0.6366670 0.5959750 0.697917 0.1225120 991 6433 7424
## 503 Clear 0.5933330 0.5726130 0.520000 0.2294750 1242 6142 7384
## 504 Clear 0.5641670 0.5511210 0.523333 0.1368170 1521 6118 7639
## 505 Clear 0.6000000 0.5669080 0.456250 0.0839750 3410 4884 8294
## 506 Clear 0.6208330 0.5839670 0.530417 0.2543670 2704 4425 7129
## 507 Cloudy 0.5983330 0.5656670 0.811250 0.2332040 630 3729 4359
## 508 Cloudy 0.6150000 0.5808250 0.765833 0.1181670 819 5254 6073
## 509 Cloudy 0.6216670 0.5846120 0.774583 0.1020000 766 4494 5260
## 510 Clear 0.6550000 0.6067000 0.716667 0.1728960 1059 5711 6770
## 511 Clear 0.6800000 0.6275290 0.747083 0.1405500 1417 5317 6734
## 512 Clear 0.6925000 0.6426960 0.732500 0.1989920 2855 3681 6536
## 513 Clear 0.6900000 0.6414250 0.697083 0.2151710 3283 3308 6591
## 514 Clear 0.7125000 0.6793000 0.676250 0.1965210 2557 3486 6043
## 515 Clear 0.7225000 0.6729920 0.684583 0.2954000 880 4863 5743
## 516 Cloudy 0.6566670 0.6111290 0.670000 0.1343290 745 6110 6855
## 517 Clear 0.6800000 0.6313290 0.492917 0.1952790 1100 6238 7338
## 518 Cloudy 0.6541670 0.6079620 0.755417 0.2375630 533 3594 4127
## 519 Clear 0.5833330 0.5662880 0.549167 0.1865620 2795 5325 8120
## 520 Clear 0.6025000 0.5751330 0.493333 0.1840870 2494 5147 7641
## 521 Clear 0.5975000 0.5782830 0.487083 0.2848330 1071 5927 6998
## 522 Cloudy 0.5408330 0.5258920 0.613333 0.2095750 968 6033 7001
## 523 Clear 0.5541670 0.5422920 0.611250 0.0771250 1027 6028 7055
## 524 Clear 0.6025000 0.5694420 0.567083 0.1573500 1038 6456 7494
## 525 Clear 0.6491670 0.5978620 0.467917 0.1753830 1488 6248 7736
## 526 Clear 0.7108330 0.6483670 0.437083 0.1442870 2708 4790 7498
## 527 Clear 0.7266670 0.6635170 0.538333 0.1337210 2224 4374 6598
## 528 Cloudy 0.7208330 0.6597210 0.587917 0.2077130 1017 5647 6664
## 529 Cloudy 0.6533330 0.5978750 0.833333 0.2145460 477 4495 4972
## 530 Clear 0.6558330 0.6111170 0.582083 0.3432790 1173 6248 7421
## 531 Clear 0.6483330 0.6243830 0.569583 0.2537330 1180 6183 7363
## 532 Clear 0.6391670 0.5997540 0.589583 0.1766170 1563 6102 7665
## 533 Clear 0.6316670 0.5947080 0.504167 0.1666670 2963 4739 7702
## 534 Clear 0.5925000 0.5719750 0.598750 0.1449040 2634 4344 6978
## 535 Cloudy 0.5683330 0.5448420 0.777917 0.1747460 653 4446 5099
## 536 Clear 0.6883330 0.6546920 0.690000 0.1480170 968 5857 6825
## 537 Clear 0.7825000 0.7209750 0.592083 0.1138120 872 5339 6211
## 538 Clear 0.8058330 0.7525420 0.567917 0.1187870 778 5127 5905
## 539 Clear 0.7775000 0.7241210 0.573750 0.1828420 964 4859 5823
## 540 Clear 0.7316670 0.6527920 0.534583 0.1797210 2657 4801 7458
## 541 Clear 0.7433330 0.6742540 0.479167 0.1455250 2551 4340 6891
## 542 Clear 0.7158330 0.6540420 0.504167 0.3003830 1139 5640 6779
## 543 Clear 0.6308330 0.5947040 0.373333 0.3476420 1077 6365 7442
## 544 Clear 0.6975000 0.6407920 0.360000 0.2717750 1077 6258 7335
## 545 Clear 0.7491670 0.6755120 0.422500 0.1716500 921 5958 6879
## 546 Clear 0.8341670 0.7866130 0.488750 0.1654170 829 4634 5463
## 547 Clear 0.7650000 0.6875080 0.601250 0.1610710 1455 4232 5687
## 548 Clear 0.8158330 0.7506290 0.518750 0.1685290 1421 4110 5531
## 549 Clear 0.7816670 0.7020380 0.447083 0.1952670 904 5323 6227
## 550 Clear 0.7808330 0.7026500 0.492083 0.1262370 1052 5608 6660
## 551 Clear 0.7891670 0.7323370 0.538750 0.1349500 2562 4841 7403
## 552 Clear 0.8275000 0.7613670 0.457917 0.1940290 1405 4836 6241
## 553 Clear 0.8283330 0.7525330 0.450833 0.1461420 1366 4841 6207
## 554 Clear 0.8616670 0.8049130 0.492083 0.1635540 1448 3392 4840
## 555 Clear 0.8225000 0.7903960 0.573750 0.1256290 1203 3469 4672
## 556 Cloudy 0.7108330 0.6540540 0.683333 0.1809750 998 5571 6569
## 557 Cloudy 0.7208330 0.6647960 0.667500 0.1517370 954 5336 6290
## 558 Clear 0.7166670 0.6502710 0.633333 0.1517330 975 6289 7264
## 559 Clear 0.7158330 0.6546830 0.529583 0.1467750 1032 6414 7446
## 560 Cloudy 0.7316670 0.6679330 0.485833 0.0808500 1511 5988 7499
## 561 Cloudy 0.7033330 0.6660420 0.699167 0.1436790 2355 4614 6969
## 562 Clear 0.7458330 0.7051960 0.717917 0.1666670 1920 4111 6031
## 563 Clear 0.7633330 0.7241250 0.645000 0.1641870 1088 5742 6830
## 564 Clear 0.8183330 0.7556830 0.505833 0.1144290 921 5865 6786
## 565 Clear 0.7933330 0.7455830 0.577083 0.1374420 799 4914 5713
## 566 Clear 0.7700000 0.7146420 0.600417 0.1654290 888 5703 6591
## 567 Cloudy 0.6658330 0.6130250 0.844167 0.2089670 747 5123 5870
## 568 Light Rain 0.5958330 0.5499120 0.865417 0.2133000 1264 3195 4459
## 569 Cloudy 0.6675000 0.6231250 0.762500 0.0939208 2544 4866 7410
## 570 Clear 0.7416670 0.6900170 0.694167 0.1386830 1135 5831 6966
## 571 Clear 0.7508330 0.7064500 0.655000 0.2114540 1140 6452 7592
## 572 Clear 0.7241670 0.6540540 0.450000 0.1648000 1383 6790 8173
## 573 Clear 0.7766670 0.7392630 0.596667 0.2848130 1036 5825 6861
## 574 Clear 0.7816670 0.7342170 0.594583 0.1529920 1259 5645 6904
## 575 Clear 0.7558330 0.6976040 0.613333 0.1573500 2234 4451 6685
## 576 Clear 0.7216670 0.6679330 0.623750 0.1703960 2153 4444 6597
## 577 Clear 0.7308330 0.6849870 0.668750 0.1536170 1040 6065 7105
## 578 Clear 0.7133330 0.6628960 0.704167 0.1654250 968 6248 7216
## 579 Clear 0.7175000 0.6673080 0.677500 0.1411790 1074 6506 7580
## 580 Clear 0.7525000 0.7070880 0.659583 0.1293540 983 6278 7261
## 581 Cloudy 0.7658330 0.7228670 0.642500 0.2157920 1328 5847 7175
## 582 Clear 0.7933330 0.7512670 0.613333 0.2574580 2345 4479 6824
## 583 Clear 0.7691670 0.7310790 0.652500 0.2904210 1707 3757 5464
## 584 Cloudy 0.7525000 0.7102460 0.654167 0.1293540 1233 5780 7013
## 585 Cloudy 0.7358330 0.6976210 0.703750 0.1169080 1278 5995 7273
## 586 Cloudy 0.7500000 0.7077170 0.672917 0.1107000 1263 6271 7534
## 587 Clear 0.7558330 0.6995080 0.620417 0.1561000 1196 6090 7286
## 588 Cloudy 0.7158330 0.6679420 0.715833 0.2388130 1065 4721 5786
## 589 Cloudy 0.6925000 0.6382670 0.732917 0.2064790 2247 4052 6299
## 590 Clear 0.7008330 0.6445790 0.530417 0.1225120 2182 4362 6544
## 591 Clear 0.7208330 0.6622540 0.545417 0.1362120 1207 5676 6883
## 592 Clear 0.7266670 0.6767790 0.686667 0.1691580 1128 5656 6784
## 593 Clear 0.7066670 0.6540370 0.619583 0.1697710 1198 6149 7347
## 594 Clear 0.7191670 0.6546880 0.519167 0.1417960 1338 6267 7605
## 595 Clear 0.7233330 0.2424000 0.570833 0.2313540 1483 5665 7148
## 596 Clear 0.6783330 0.6180710 0.603333 0.1778670 2827 5038 7865
## 597 Cloudy 0.6358330 0.6035540 0.711667 0.0864500 1208 3341 4549
## 598 Cloudy 0.6358330 0.5959670 0.734167 0.1299790 1026 5504 6530
## 599 Clear 0.6491670 0.6010250 0.673750 0.0727708 1081 5925 7006
## 600 Clear 0.6675000 0.6218540 0.677083 0.0702833 1094 6281 7375
## 601 Clear 0.6958330 0.6370080 0.635833 0.0845958 1363 6402 7765
## 602 Cloudy 0.7025000 0.6471000 0.615000 0.0721458 1325 6257 7582
## 603 Cloudy 0.6616670 0.6186960 0.712917 0.2444080 1829 4224 6053
## 604 Cloudy 0.6533330 0.5959960 0.845833 0.2288580 1483 3772 5255
## 605 Clear 0.7033330 0.6546880 0.730417 0.1287330 989 5928 6917
## 606 Clear 0.7283330 0.6660500 0.620000 0.1909250 935 6105 7040
## 607 Clear 0.6850000 0.6357330 0.552083 0.1125620 1177 6520 7697
## 608 Clear 0.7066670 0.6527790 0.590417 0.0771167 1172 6541 7713
## 609 Clear 0.7641670 0.6894000 0.587500 0.1685330 1433 5917 7350
## 610 Cloudy 0.7533330 0.7026540 0.638333 0.1131870 2352 3788 6140
## 611 Cloudy 0.6966670 0.6490000 0.815000 0.0640708 2613 3197 5810
## 612 Clear 0.7075000 0.6616290 0.790833 0.1511210 1965 4069 6034
## 613 Clear 0.7258330 0.6868880 0.755000 0.2363210 867 5997 6864
## 614 Clear 0.7366670 0.7089830 0.741250 0.1878080 832 6280 7112
## 615 Cloudy 0.6966670 0.6553290 0.810417 0.1424210 611 5592 6203
## 616 Clear 0.7033330 0.6572040 0.736250 0.1716460 1045 6459 7504
## 617 Cloudy 0.6591670 0.6111210 0.799167 0.2811040 1557 4419 5976
## 618 Clear 0.6100000 0.5789250 0.547500 0.2244960 2570 5657 8227
## 619 Clear 0.5833330 0.5656540 0.503750 0.2587130 1118 6407 7525
## 620 Clear 0.5775000 0.5542920 0.520000 0.0920542 1070 6697 7767
## 621 Clear 0.5991670 0.5700750 0.577083 0.1318460 1050 6820 7870
## 622 Clear 0.6125000 0.5795580 0.637083 0.0827208 1054 6750 7804
## 623 Clear 0.6333330 0.5940830 0.672500 0.1038630 1379 6630 8009
## 624 Clear 0.6083330 0.5858670 0.501667 0.2475210 3160 5554 8714
## 625 Clear 0.5800000 0.5631250 0.570000 0.0901833 2166 5167 7333
## 626 Cloudy 0.5808330 0.5530500 0.734583 0.1517420 1022 5847 6869
## 627 Cloudy 0.6233330 0.5650670 0.872500 0.3575870 371 3702 4073
## 628 Clear 0.5525000 0.5404040 0.536667 0.2151750 788 6803 7591
## 629 Clear 0.5466670 0.5321920 0.618333 0.1181670 939 6781 7720
## 630 Clear 0.5991670 0.5719710 0.668750 0.1542290 1250 6917 8167
## 631 Clear 0.6500000 0.6104880 0.646667 0.2835830 2512 5883 8395
## 632 Clear 0.5291670 0.5189330 0.467083 0.2232580 2454 5453 7907
## 633 Clear 0.5141670 0.5025130 0.492917 0.1424040 1001 6435 7436
## 634 Clear 0.5500000 0.5441790 0.570000 0.2363210 845 6693 7538
## 635 Clear 0.6350000 0.5966130 0.630833 0.2444000 787 6946 7733
## 636 Cloudy 0.6500000 0.6079750 0.690833 0.1343420 751 6642 7393
## 637 Cloudy 0.6191670 0.5858630 0.690000 0.1641790 1045 6370 7415
## 638 Clear 0.5425000 0.5302960 0.542917 0.2276040 2589 5966 8555
## 639 Clear 0.5266670 0.5176630 0.583333 0.1349580 2015 4874 6889
## 640 Cloudy 0.5208330 0.5120000 0.649167 0.0908042 763 6015 6778
## 641 Light Rain 0.5908330 0.5423330 0.871667 0.1044750 315 4324 4639
## 642 Cloudy 0.6575000 0.5991330 0.793750 0.0665458 728 6844 7572
## 643 Cloudy 0.6575000 0.6079750 0.722917 0.1175460 891 6437 7328
## 644 Clear 0.6150000 0.5801870 0.627500 0.1063500 1516 6640 8156
## 645 Clear 0.5541670 0.5385210 0.664167 0.2680250 3031 4934 7965
## 646 Cloudy 0.4158330 0.4198130 0.708333 0.1411620 781 2729 3510
## 647 Cloudy 0.3833330 0.3876080 0.709583 0.1896790 874 4604 5478
## 648 Cloudy 0.4466670 0.4381120 0.761667 0.1903000 601 5791 6392
## 649 Clear 0.5141670 0.5031420 0.630833 0.1878210 780 6911 7691
## 650 Clear 0.4350000 0.4311670 0.463333 0.1815960 834 6736 7570
## 651 Clear 0.4375000 0.4330710 0.539167 0.2350920 1060 6222 7282
## 652 Clear 0.3933330 0.3913960 0.494583 0.1461420 2252 4857 7109
## 653 Clear 0.5216670 0.5082040 0.640417 0.2786120 2080 4559 6639
## 654 Cloudy 0.5616670 0.5391500 0.707500 0.2960370 760 5115 5875
## 655 Clear 0.4683330 0.4608460 0.558333 0.1822210 922 6612 7534
## 656 Clear 0.4558330 0.4501080 0.692917 0.1013710 979 6482 7461
## 657 Cloudy 0.5225000 0.5126250 0.728333 0.2369370 1008 6501 7509
## 658 Cloudy 0.5633330 0.5378960 0.815000 0.1349540 753 4671 5424
## 659 Clear 0.4841670 0.4728420 0.572917 0.1175370 2806 5284 8090
## 660 Clear 0.4641670 0.4564290 0.510000 0.1660540 2132 4692 6824
## 661 Clear 0.4875000 0.4829420 0.568333 0.0814833 830 6228 7058
## 662 Clear 0.5441670 0.5303040 0.641667 0.0945458 841 6625 7466
## 663 Clear 0.5875000 0.5587210 0.636250 0.0727792 795 6898 7693
## 664 Cloudy 0.5500000 0.5296880 0.800417 0.1243750 875 6484 7359
## 665 Cloudy 0.5458330 0.5227500 0.807083 0.1324670 1182 6262 7444
## 666 Cloudy 0.5300000 0.5151330 0.720000 0.2356920 2643 5209 7852
## 667 Cloudy 0.4775000 0.4677710 0.694583 0.3980080 998 3461 4459
## 668 Light Rain 0.4400000 0.4394000 0.880000 0.3582000 2 20 22
## 669 Cloudy 0.3181820 0.3099090 0.825455 0.2130090 87 1009 1096
## 670 Cloudy 0.3575000 0.3611000 0.666667 0.1666670 419 5147 5566
## 671 Cloudy 0.3658330 0.3699420 0.581667 0.1573460 466 5520 5986
## 672 Clear 0.3550000 0.3560420 0.522083 0.2661750 618 5229 5847
## 673 Cloudy 0.3433330 0.3238460 0.491250 0.2705290 1029 4109 5138
## 674 Clear 0.3258330 0.3295380 0.532917 0.1791080 1201 3906 5107
## 675 Clear 0.3191670 0.3080750 0.494167 0.2363250 378 4881 5259
## 676 Clear 0.2808330 0.2815670 0.567083 0.1735130 466 5220 5686
## 677 Cloudy 0.2958330 0.2746210 0.547500 0.3041080 326 4709 5035
## 678 Clear 0.3521740 0.3418910 0.333478 0.3478350 340 4975 5315
## 679 Clear 0.3616670 0.3554130 0.540833 0.2145580 709 5283 5992
## 680 Clear 0.3891670 0.3939370 0.645417 0.0578458 2090 4446 6536
## 681 Clear 0.4208330 0.4217130 0.659167 0.1275000 2290 4562 6852
## 682 Clear 0.4850000 0.4753830 0.741667 0.1735170 1097 5172 6269
## 683 Cloudy 0.3433330 0.3232250 0.662917 0.3420460 327 3767 4094
## 684 Clear 0.2891670 0.2815630 0.552083 0.1996250 373 5122 5495
## 685 Cloudy 0.3216670 0.3244920 0.620417 0.1529870 320 5125 5445
## 686 Clear 0.3450000 0.3472040 0.524583 0.1710250 484 5214 5698
## 687 Clear 0.3250000 0.3263830 0.545417 0.1797290 1313 4316 5629
## 688 Clear 0.3425000 0.3377460 0.692917 0.2276120 922 3747 4669
## 689 Cloudy 0.3808330 0.3756210 0.623333 0.2350670 449 5050 5499
## 690 Cloudy 0.3741670 0.3806670 0.685000 0.0827250 534 5100 5634
## 691 Clear 0.3533330 0.3648920 0.613750 0.1032460 615 4531 5146
## 692 Clear 0.3400000 0.3503710 0.580417 0.0528708 955 1470 2425
## 693 Clear 0.3683330 0.3787790 0.568750 0.1480210 1603 2307 3910
## 694 Clear 0.2783330 0.2487420 0.404583 0.3768710 532 1745 2277
## 695 Clear 0.2458330 0.2575830 0.468333 0.1505000 309 2115 2424
## 696 Clear 0.3133330 0.3390040 0.535417 0.0466500 337 4750 5087
## 697 Cloudy 0.2916670 0.2815580 0.786667 0.2375620 123 3836 3959
## 698 Clear 0.2966670 0.2897620 0.506250 0.2108210 198 5062 5260
## 699 Clear 0.2808700 0.2984220 0.555652 0.1155220 243 5080 5323
## 700 Clear 0.2983330 0.3238670 0.649583 0.0584708 362 5306 5668
## 701 Cloudy 0.2983330 0.3169040 0.806667 0.0597042 951 4240 5191
## 702 Cloudy 0.3475000 0.3592080 0.823333 0.1243790 892 3757 4649
## 703 Clear 0.4525000 0.4557960 0.767500 0.0827208 555 5679 6234
## 704 Clear 0.4758330 0.4690540 0.733750 0.1741290 551 6055 6606
## 705 Clear 0.4383330 0.4280120 0.485000 0.3240210 331 5398 5729
## 706 Clear 0.2558330 0.2582040 0.508750 0.1747540 340 5035 5375
## 707 Cloudy 0.3208330 0.3219580 0.764167 0.1306000 349 4659 5008
## 708 Cloudy 0.3816670 0.3895080 0.911250 0.1013790 1153 4429 5582
## 709 Cloudy 0.3841670 0.3901460 0.905417 0.1579750 441 2787 3228
## 710 Cloudy 0.4358330 0.4355750 0.925000 0.1903080 329 4841 5170
## 711 Cloudy 0.3533330 0.3383630 0.596667 0.2960370 282 5219 5501
## 712 Cloudy 0.2975000 0.2973380 0.538333 0.1629370 310 5009 5319
## 713 Clear 0.2958330 0.2941880 0.485833 0.1741290 425 5107 5532
## 714 Clear 0.2816670 0.2941920 0.642917 0.1312290 429 5182 5611
## 715 Clear 0.3241670 0.3383830 0.650417 0.1063500 767 4280 5047
## 716 Cloudy 0.3625000 0.3699380 0.838750 0.1007420 538 3248 3786
## 717 Cloudy 0.3933330 0.4015000 0.907083 0.0982583 212 4373 4585
## 718 Clear 0.4108330 0.4097080 0.666250 0.2214040 433 5124 5557
## 719 Clear 0.3325000 0.3421620 0.625417 0.1840920 333 4934 5267
## 720 Cloudy 0.3300000 0.3352170 0.667917 0.1324630 314 3814 4128
## 721 Cloudy 0.3266670 0.3017670 0.556667 0.3743830 221 3402 3623
## 722 Clear 0.2658330 0.2361130 0.441250 0.4073460 205 1544 1749
## 723 Clear 0.2458330 0.2594710 0.515417 0.1330830 408 1379 1787
## 724 Cloudy 0.2313040 0.2589000 0.791304 0.0772304 174 746 920
## 725 Cloudy 0.2913040 0.2944650 0.734783 0.1687260 440 573 1013
## 726 Light Rain 0.2433330 0.2203330 0.823333 0.3165460 9 432 441
## 727 Cloudy 0.2541670 0.2266420 0.652917 0.3501330 247 1867 2114
## 728 Cloudy 0.2533330 0.2550460 0.590000 0.1554710 644 2451 3095
## 729 Cloudy 0.2533330 0.2424000 0.752917 0.1243830 159 1182 1341
## 730 Clear 0.2558330 0.2317000 0.483333 0.3507540 364 1432 1796
## 731 Cloudy 0.2158330 0.2234870 0.577500 0.1548460 439 2290 2729colnames(bike_data,)## [1] "instant" "dteday" "season" "yr" "mnth"
## [6] "holiday" "weekday" "workingday" "weathersit" "temp"
## [11] "atemp" "hum" "windspeed" "casual" "registered"
## [16] "cnt"# Pastikan variabel tanggal bertipe Date
bike_data$dteday <- as.Date(bike_data$dteday)
# Urutkan data berdasarkan tanggal
bike_data <- bike_data[order(bike_data$dteday), ]
head(bike_data$dteday)## [1] "2011-01-01" "2011-01-02" "2011-01-03" "2011-01-04" "2011-01-05"
## [6] "2011-01-06"library(DT)
datatable(
bike_data,
options = list(
pageLength = 5,
autoWidth = TRUE
)
)Visualisasi Time Series Dasar Langkah pertama dalam eksplorasi data time series adalah melihat perubahan nilai dari waktu ke waktu.
plot(bike_data$dteday, bike_data$cnt,
type="l",
col="blue",
xlab="Tanggal",
ylab="Jumlah Penyewaan Sepeda",
main="Jumlah Penyewaan Sepeda dari Waktu ke Waktu")
Grafik di atas menampilkan jumlah penyewaan sepeda setiap hari selama
dua tahun. Dari grafik tersebut dapat diamati bahwa jumlah penyewaan
sepeda tidak bersifat konstan, tetapi mengalami fluktuasi dari waktu ke
waktu.
Beberapa pola yang mulai terlihat antara lain:
<- jumlah penyewaan sepeda berubah cukup signifikan antar hari <- terdapat periode dengan jumlah penyewaan yang relatif tinggi <- pola peningkatan dan penurunan tampak berulang setiap tahun Pola yang berulang ini memberikan indikasi adanya seasonality, yaitu pengaruh musim terhadap penggunaan sepeda.
ggplot(bike_data, aes(x=dteday, y=cnt)) +
geom_line(color="darkblue") +
labs(title="Time Series Penyewaan Sepeda",
x="Tanggal",
y="Jumlah Penyewaan")
1. Grafik Time Series Penyewaan Sepeda
Grafik ini menunjukkan jumlah penyewaan sepeda setiap hari dari tahun 2011 hingga 2012. Terlihat bahwa jumlah penyewaan sepeda berubah-ubah setiap harinya. Pada awal tahun jumlah penyewaan masih rendah, kemudian meningkat pada pertengahan tahun. Hal ini menunjukkan bahwa penggunaan sepeda cenderung lebih banyak pada periode tertentu
summary(cars)## speed dist
## Min. : 4.0 Min. : 2.00
## 1st Qu.:12.0 1st Qu.: 26.00
## Median :15.0 Median : 36.00
## Mean :15.4 Mean : 42.98
## 3rd Qu.:19.0 3rd Qu.: 56.00
## Max. :25.0 Max. :120.00## Warning: Removed 6 rows containing missing values or values outside the scale range
## (`geom_line()`).
- Grafik Moving Average Penyewaan Sepeda
Grafik ini menampilkan dua garis, yaitu garis abu-abu sebagai data asli dan garis merah sebagai rata-rata bergerak selama 7 hari. Garis merah membantu memperjelas arah perubahan data. Dari grafik ini terlihat bahwa secara umum jumlah penyewaan sepeda meningkat dari tahun 2011 ke 2012, meskipun tetap terjadi naik turun setiap hari.
bike_data$month <- format(bike_data$dteday, "%m")
ggplot(bike_data, aes(x=month, y=cnt)) +
geom_boxplot(fill="lightblue") +
labs(title="Distribusi Penyewaan Sepeda per Bulan",
x="Bulan",
y="Jumlah Penyewaan")
- Distribusi Penyewaan Sepeda per Bulan
Grafik boxplot menunjukkan perbandingan jumlah penyewaan sepeda pada setiap bulan. Terlihat bahwa penyewaan sepeda lebih rendah pada awal dan akhir tahun, sedangkan pada pertengahan tahun jumlahnya lebih tinggi. Hal ini menunjukkan bahwa penggunaan sepeda dipengaruhi oleh musim atau kondisi cuaca.
ggplot(bike_data, aes(x=season, y=cnt)) +
geom_boxplot(fill="orange") +
labs(title="Distribusi Penyewaan Sepeda Berdasarkan Musim",
x="Musim",
y="Jumlah Penyewaan")
Grafik tersebut menunjukkan distribusi jumlah penyewaan sepeda pada data
time series tahun 2011–2012 berdasarkan musim. Terlihat bahwa jumlah
penyewaan sepeda berbeda di setiap musim. Musim Fall (gugur) dan Summer
(panas) memiliki jumlah penyewaan yang relatif lebih tinggi dibandingkan
musim lainnya. Sementara itu, Spring (semi) cenderung memiliki jumlah
penyewaan yang lebih rendah. Winter (dingin) juga menunjukkan variasi
yang cukup besar dengan beberapa nilai yang sangat rendah.
Secara umum, grafik ini menunjukkan bahwa musim mempengaruhi tingkat penyewaan sepeda, di mana penyewaan lebih banyak terjadi pada musim dengan kondisi cuaca yang lebih nyaman.
bike_data$year <- format(bike_data$dteday, "%Y")
bike_data$month <- format(bike_data$dteday, "%m")
ggplot(bike_data, aes(x=month, y=year, fill=cnt)) +
geom_tile() +
scale_fill_gradient(low="lightyellow", high="darkred") +
labs(title="Heatmap Penyewaan Sepeda",
x="Bulan",
y="Tahun")
Heatmap ini menampilkan intensitas penyewaan sepeda berdasarkan bulan
dan tahun (2011–2012). Warna yang lebih gelap menunjukkan jumlah
penyewaan yang lebih tinggi, sedangkan warna yang lebih terang
menunjukkan jumlah penyewaan yang lebih rendah. Dari visualisasi ini
terlihat bahwa jumlah penyewaan pada tahun 2012 cenderung lebih tinggi
dibandingkan tahun 2011 di hampir semua bulan. Selain itu, beberapa
bulan di pertengahan tahun menunjukkan intensitas warna yang lebih
gelap, yang menandakan penyewaan sepeda lebih banyak pada periode
tersebut. Visualisasi ini membantu melihat pola peningkatan penggunaan
sepeda serta perbedaan intensitas penyewaan antar bulan dan tahun
Kesimpulan
Berdasarkan analisis visualisasi data time series penyewaan sepeda tahun 2011–2012, dapat disimpulkan bahwa jumlah penyewaan sepeda mengalami perubahan dari waktu ke waktu dan menunjukkan pola tertentu. Secara umum terlihat bahwa jumlah penyewaan sepeda pada tahun 2012 lebih tinggi dibandingkan tahun 2011, yang menunjukkan adanya peningkatan penggunaan sepeda dari tahun ke tahun.
Selain itu, hasil visualisasi juga menunjukkan adanya pola musiman (seasonality) dalam penggunaan sepeda. Penyewaan sepeda cenderung lebih tinggi pada pertengahan tahun, terutama pada musim Summer dan Fall, sedangkan pada awal dan akhir tahun jumlah penyewaan relatif lebih rendah. Hal ini menunjukkan bahwa kondisi musim dan cuaca mempengaruhi tingkat penggunaan sepeda.
Secara keseluruhan, penelitian ini menunjukkan bahwa Bike Sharing Dataset memiliki pola tren dan pola musiman yang jelas, di mana penggunaan sepeda meningkat dari tahun 2011 ke 2012 dan lebih banyak digunakan pada periode dengan kondisi cuaca yang lebih mendukung. Visualisasi time series membantu memahami perubahan pola penggunaan sepeda serta mengidentifikasi periode dengan tingkat penyewaan yang tinggi maupun rendah