Spaces:
Running
Running
Merge branch 'main' of https://huggingface.co/spaces/kratadata/basel-weather
Browse files- .gitattributes +35 -0
- README.md +13 -0
- app.py +29 -0
- basel-weather.csv +1462 -0
- train.py +137 -0
- weather_predictor.pth +0 -0
.gitattributes
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*.7z filter=lfs diff=lfs merge=lfs -text
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*.pt filter=lfs diff=lfs merge=lfs -text
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*.rar filter=lfs diff=lfs merge=lfs -text
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*.safetensors filter=lfs diff=lfs merge=lfs -text
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saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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README.md
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---
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title: Basel Weather
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emoji: 👀
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colorFrom: pink
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colorTo: pink
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sdk: gradio
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sdk_version: 5.9.0
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app_file: app.py
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pinned: false
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short_description: Simple and incaccurate weather predictor
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---
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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app.py
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import gradio as gr
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from train import WeatherPredictor
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# Initialize the predictor
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predictor = WeatherPredictor('basel-weather.csv')
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predictor.load_model('weather_predictor.pth')
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def predict_weather(input_date):
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# Use a dictionary to return JSON-like data
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result = predictor.predict(input_date)
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return {
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"temperature": result['temp'],
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"precipitation": result['precip'],
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"snow": result['snow'],
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"windspeed": result['windspeed']
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}
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# Create Gradio interface
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app = gr.Interface(
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fn=predict_weather,
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inputs=gr.Textbox(label="Enter Date (dd/mm/yy)"),
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outputs=gr.JSON(label="Weather Prediction"), # Change outputs to JSON
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title="Weather Predictor",
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description="Enter a date to get weather predictions in JSON format."
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)
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# Launch the interface
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if __name__ == "__main__":
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app.launch()
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basel-weather.csv
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1 |
+
datetime,temp,precip,snow,windspeed,sunrise,sunset,icon
|
2 |
+
01/01/22,6.1,0,0,11.2,08:17:46,16:48:51,partly-cloudy-day
|
3 |
+
02/01/22,5.9,0,0,16.5,08:17:45,16:49:50,partly-cloudy-day
|
4 |
+
03/01/22,11.5,0,0,20.6,08:17:40,16:50:51,cloudy
|
5 |
+
04/01/22,11.8,6.59,0,31.7,08:17:33,16:51:53,rain
|
6 |
+
05/01/22,3.2,2.408,0.3,22.3,08:17:23,16:52:58,snow
|
7 |
+
06/01/22,1.8,0.299,0,9.3,08:17:10,16:54:05,rain
|
8 |
+
07/01/22,0.9,1.5,0.2,11.2,08:16:54,16:55:14,snow
|
9 |
+
08/01/22,4.2,0.203,0.5,29.5,08:16:35,16:56:25,snow
|
10 |
+
09/01/22,4.5,4.214,1,42.5,08:16:14,16:57:37,snow
|
11 |
+
10/01/22,2.1,0,0.2,5.4,08:15:49,16:58:51,partly-cloudy-day
|
12 |
+
11/01/22,-1.4,0,0,7.6,08:15:22,17:00:07,partly-cloudy-day
|
13 |
+
12/01/22,-2.1,0,0,14.7,08:14:53,17:01:24,partly-cloudy-day
|
14 |
+
13/01/22,-2.1,0,0,7.6,08:14:20,17:02:42,clear-day
|
15 |
+
14/01/22,0.4,0,0,9.3,08:13:45,17:04:02,clear-day
|
16 |
+
15/01/22,-2.6,0,0,5.4,08:13:08,17:05:24,fog
|
17 |
+
16/01/22,-0.7,0,0,11.2,08:12:27,17:06:46,partly-cloudy-day
|
18 |
+
17/01/22,2.7,0,0,9.4,08:11:44,17:08:10,cloudy
|
19 |
+
18/01/22,1.6,0,0,13,08:10:59,17:09:35,partly-cloudy-day
|
20 |
+
19/01/22,2,0,0,18.3,08:10:11,17:11:01,partly-cloudy-day
|
21 |
+
20/01/22,2.5,1.197,1.8,13,08:09:21,17:12:28,snow
|
22 |
+
21/01/22,0.7,0,0,9.4,08:08:28,17:13:56,partly-cloudy-day
|
23 |
+
22/01/22,1.4,0,0,9.4,08:07:33,17:15:25,partly-cloudy-day
|
24 |
+
23/01/22,0.9,0,0,11.1,08:06:35,17:16:54,partly-cloudy-day
|
25 |
+
24/01/22,1,0,0,18.4,08:05:35,17:18:25,partly-cloudy-day
|
26 |
+
25/01/22,1.7,0,0,12.9,08:04:33,17:19:56,partly-cloudy-day
|
27 |
+
26/01/22,-1.6,0,0,9.4,08:03:29,17:21:27,partly-cloudy-day
|
28 |
+
27/01/22,-1.1,0.601,0,13,08:02:23,17:22:59,rain
|
29 |
+
28/01/22,2.3,0,0,7.5,08:01:14,17:24:32,partly-cloudy-day
|
30 |
+
29/01/22,2.9,0,0,16.5,08:00:03,17:26:05,cloudy
|
31 |
+
30/01/22,5.9,0.101,0,16.6,07:58:51,17:27:38,rain
|
32 |
+
31/01/22,4.2,1.9,0.4,24.1,07:57:36,17:29:12,snow
|
33 |
+
01/02/22,3.6,0.302,1.3,20.6,07:56:19,17:30:46,snow
|
34 |
+
02/02/22,7.8,1.997,0,24.1,07:55:01,17:32:20,rain
|
35 |
+
03/02/22,6.8,0.398,0,13,07:53:41,17:33:54,rain
|
36 |
+
04/02/22,7.1,0,0,20.5,07:52:19,17:35:29,cloudy
|
37 |
+
05/02/22,3.9,0.799,0,13,07:50:55,17:37:03,rain
|
38 |
+
06/02/22,5.9,0.2,0,46.4,07:49:29,17:38:38,rain
|
39 |
+
07/02/22,4.7,5.3,0,42.5,07:48:02,17:40:13,rain
|
40 |
+
08/02/22,3.9,0,0,9.4,07:46:33,17:41:48,partly-cloudy-day
|
41 |
+
09/02/22,4.7,0,0,9.4,07:45:02,17:43:23,partly-cloudy-day
|
42 |
+
10/02/22,5.8,0,0,16.6,07:43:30,17:44:57,partly-cloudy-day
|
43 |
+
11/02/22,5.1,9.788,0,13,07:41:57,17:46:32,rain
|
44 |
+
12/02/22,1.7,0,0,16.5,07:40:22,17:48:07,partly-cloudy-day
|
45 |
+
13/02/22,5.4,0,0,20.5,07:38:45,17:49:41,partly-cloudy-day
|
46 |
+
14/02/22,4.4,9.178,0,18.3,07:37:08,17:51:15,rain
|
47 |
+
15/02/22,5,0.8,0,16.6,07:35:29,17:52:49,rain
|
48 |
+
16/02/22,7.9,0.703,0,27.7,07:33:48,17:54:23,rain
|
49 |
+
17/02/22,12.2,3.592,0,35.3,07:32:07,17:55:57,rain
|
50 |
+
18/02/22,10.9,0.999,0,29.5,07:30:24,17:57:30,rain
|
51 |
+
19/02/22,6.5,1.096,0,20.5,07:28:40,17:59:04,rain
|
52 |
+
20/02/22,8.5,0,0,27.7,07:26:55,18:00:37,cloudy
|
53 |
+
21/02/22,6.9,6.588,0,33.5,07:25:09,18:02:09,rain
|
54 |
+
22/02/22,7.5,0.499,0,18.4,07:23:22,18:03:42,rain
|
55 |
+
23/02/22,9.2,0,0,16.5,07:21:33,18:05:14,partly-cloudy-day
|
56 |
+
24/02/22,7.7,0.401,0,22.3,07:19:44,18:06:46,rain
|
57 |
+
25/02/22,4.3,0.701,0,16.6,07:17:54,18:08:18,rain
|
58 |
+
26/02/22,3.7,0.199,0,18.4,07:16:03,18:09:49,rain
|
59 |
+
27/02/22,4.1,0,0,22.3,07:14:12,18:11:20,clear-day
|
60 |
+
28/02/22,4,0,0,11.2,07:12:19,18:12:51,clear-day
|
61 |
+
01/03/22,4.1,0,0,12.9,07:10:26,18:14:21,partly-cloudy-day
|
62 |
+
02/03/22,4.3,0,0,9.4,07:08:32,18:15:52,partly-cloudy-day
|
63 |
+
03/03/22,5.5,0,0,13,07:06:37,18:17:22,partly-cloudy-day
|
64 |
+
04/03/22,3.4,0,0,9.4,07:04:42,18:18:51,clear-day
|
65 |
+
05/03/22,1.9,0,0,8.3,07:02:46,18:20:21,clear-day
|
66 |
+
06/03/22,1.6,0,0,7.6,07:00:49,18:21:50,partly-cloudy-day
|
67 |
+
07/03/22,1.8,0,0,20.5,06:58:52,18:23:19,clear-day
|
68 |
+
08/03/22,3.1,0,0,20.5,06:56:54,18:24:47,clear-day
|
69 |
+
09/03/22,5.4,0,0,11.2,06:54:56,18:26:16,clear-day
|
70 |
+
10/03/22,6.7,0,0,12.9,06:52:58,18:27:44,clear-day
|
71 |
+
11/03/22,7.7,0,0,16.6,06:50:59,18:29:12,partly-cloudy-day
|
72 |
+
12/03/22,9.2,0,0,14.8,06:48:59,18:30:39,partly-cloudy-day
|
73 |
+
13/03/22,9.8,0,0,16.6,06:46:59,18:32:07,partly-cloudy-day
|
74 |
+
14/03/22,9.5,0,0,13,06:44:59,18:33:34,partly-cloudy-day
|
75 |
+
15/03/22,7.8,2.997,0,20.5,06:42:59,18:35:01,rain
|
76 |
+
16/03/22,8.1,0,0,7.6,06:40:58,18:36:28,cloudy
|
77 |
+
17/03/22,9.7,0,0,14.8,06:38:58,18:37:55,cloudy
|
78 |
+
18/03/22,9.4,0.003,0,20.5,06:36:57,18:39:21,rain
|
79 |
+
19/03/22,9.4,0,0,18.3,06:34:55,18:40:47,partly-cloudy-day
|
80 |
+
20/03/22,10.4,0,0,16.6,06:32:54,18:42:13,partly-cloudy-day
|
81 |
+
21/03/22,10.2,0,0,16.5,06:30:53,18:43:39,partly-cloudy-day
|
82 |
+
22/03/22,9,0,0,9.3,06:28:51,18:45:05,clear-day
|
83 |
+
23/03/22,9.6,0,0,13,06:26:50,18:46:31,clear-day
|
84 |
+
24/03/22,10.6,0,0,9.4,06:24:48,18:47:57,clear-day
|
85 |
+
25/03/22,10.8,0,0,13,06:22:47,18:49:22,clear-day
|
86 |
+
26/03/22,10.6,0,0,11.2,06:20:45,18:50:47,clear-day
|
87 |
+
27/03/22,11.6,0,0,11.1,07:18:44,19:52:13,clear-day
|
88 |
+
28/03/22,12.6,0,0,12.9,07:16:43,19:53:38,partly-cloudy-day
|
89 |
+
29/03/22,13,0,0,13,07:14:42,19:55:03,cloudy
|
90 |
+
30/03/22,11.3,7.588,0,16.5,07:12:41,19:56:28,rain
|
91 |
+
31/03/22,8.1,16.576,0,14.8,07:10:40,19:57:53,rain
|
92 |
+
01/04/22,2.4,24.881,1.2,14.8,07:08:40,19:59:18,snow
|
93 |
+
02/04/22,0.5,2.673,4,24.1,07:06:40,20:00:43,snow
|
94 |
+
03/04/22,1.6,0.1,0.5,9.4,07:04:40,20:02:08,snow
|
95 |
+
04/04/22,3.3,0,0,18.4,07:02:40,20:03:33,partly-cloudy-day
|
96 |
+
05/04/22,8.2,0.4,0,27.7,07:00:41,20:04:58,rain
|
97 |
+
06/04/22,11.2,0,0,14.7,06:58:43,20:06:22,cloudy
|
98 |
+
07/04/22,11.8,4.211,0,44.6,06:56:44,20:07:47,rain
|
99 |
+
08/04/22,11.3,19.995,0,40.7,06:54:46,20:09:12,rain
|
100 |
+
09/04/22,5.8,6.346,0.7,37.1,06:52:49,20:10:37,snow
|
101 |
+
10/04/22,6.8,0.003,0,7.5,06:50:52,20:12:01,rain
|
102 |
+
11/04/22,10.8,0,0,14.8,06:48:56,20:13:26,partly-cloudy-day
|
103 |
+
12/04/22,14.9,0,0,16.5,06:47:00,20:14:51,partly-cloudy-day
|
104 |
+
13/04/22,16.9,0,0,9.4,06:45:05,20:16:15,cloudy
|
105 |
+
14/04/22,16.1,0,0,13,06:43:11,20:17:40,partly-cloudy-day
|
106 |
+
15/04/22,16.1,0,0,9.4,06:41:17,20:19:05,partly-cloudy-day
|
107 |
+
16/04/22,12.3,0,0,24.1,06:39:24,20:20:29,partly-cloudy-day
|
108 |
+
17/04/22,11.1,0,0,22.2,06:37:32,20:21:54,clear-day
|
109 |
+
18/04/22,11.5,0,0,12.9,06:35:40,20:23:18,clear-day
|
110 |
+
19/04/22,11.9,0,0,11.2,06:33:50,20:24:43,partly-cloudy-day
|
111 |
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289 |
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290 |
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293 |
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294 |
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296 |
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297 |
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298 |
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299 |
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300 |
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301 |
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302 |
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305 |
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31/10/22,13.4,0,0,11.1,07:11:46,17:14:05,partly-cloudy-day
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306 |
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313 |
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314 |
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315 |
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316 |
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11/11/22,7.9,0.1,0,9.3,07:28:26,16:58:20,rain
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317 |
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12/11/22,7.1,0,0,9.4,07:29:57,16:57:05,cloudy
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318 |
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13/11/22,6.7,0,0,12.9,07:31:27,16:55:52,partly-cloudy-day
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319 |
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320 |
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321 |
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322 |
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323 |
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324 |
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325 |
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326 |
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327 |
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22/11/22,7.5,0.2,0,14.8,07:44:35,16:46:32,rain
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328 |
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329 |
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330 |
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331 |
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26/11/22,5,0,0,5.4,07:50:06,16:43:26,partly-cloudy-day
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332 |
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27/11/22,4.8,0,0,16.6,07:51:26,16:42:45,cloudy
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333 |
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28/11/22,6.7,0.101,0,12.9,07:52:45,16:42:08,rain
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334 |
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29/11/22,7.3,0.717,0,9.4,07:54:03,16:41:33,rain
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335 |
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30/11/22,6.5,0.203,0,12.9,07:55:19,16:41:01,rain
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336 |
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01/12/22,3.9,0,0,7.6,07:56:34,16:40:31,cloudy
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337 |
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02/12/22,3.3,0,0,6.1,07:57:47,16:40:04,cloudy
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338 |
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339 |
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340 |
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05/12/22,3.8,0.001,0,9.4,08:01:18,16:39:01,rain
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341 |
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06/12/22,2.6,0,0,7.6,08:02:25,16:38:45,partly-cloudy-day
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342 |
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343 |
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344 |
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345 |
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346 |
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11/12/22,-4,0,0.7,5.4,08:07:29,16:38:11,partly-cloudy-day
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347 |
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12/12/22,-5.3,0,0,16.6,08:08:24,16:38:13,partly-cloudy-day
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348 |
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13/12/22,-4.8,0,0,16.5,08:09:17,16:38:18,cloudy
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349 |
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14/12/22,-0.5,11.888,0,14.8,08:10:07,16:38:25,rain
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350 |
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351 |
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352 |
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17/12/22,-4.1,0,0,5.4,08:12:23,16:39:06,partly-cloudy-day
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353 |
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18/12/22,-3,0,0,18.3,08:13:03,16:39:25,partly-cloudy-day
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354 |
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355 |
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20/12/22,5.4,0,0,16.5,08:14:17,16:40:12,cloudy
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356 |
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21/12/22,7.1,6.186,0,11.2,08:14:49,16:40:39,rain
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357 |
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22/12/22,11.6,2.204,0,31.7,08:15:19,16:41:10,rain
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358 |
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23/12/22,13.7,5.506,0,31.7,08:15:47,16:41:43,rain
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359 |
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24/12/22,10.9,0.4,0,18.3,08:16:11,16:42:19,rain
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360 |
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361 |
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362 |
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27/12/22,6,0,0,14.8,08:17:08,16:44:22,partly-cloudy-day
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363 |
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28/12/22,5.6,0,0,11.2,08:17:22,16:45:09,partly-cloudy-day
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364 |
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29/12/22,11.3,1.503,0,29.5,08:17:32,16:45:57,rain
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365 |
+
30/12/22,9.2,2.398,0,24.1,08:17:40,16:46:48,rain
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366 |
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31/12/22,13,0.001,0,20.5,08:17:45,16:47:42,rain
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367 |
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01/01/23,11.1,0.001,0,14.7,08:17:47,16:48:38,rain
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368 |
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02/01/23,10.3,2.894,0,20.5,08:17:46,16:49:36,rain
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369 |
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03/01/23,7.2,0.299,0,7.6,08:17:42,16:50:36,rain
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370 |
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04/01/23,5.9,0.001,0,16.5,08:17:36,16:51:38,rain
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371 |
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05/01/23,11.3,0.003,0,18.4,08:17:26,16:52:43,rain
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372 |
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06/01/23,8.4,0,0,12.9,08:17:14,16:53:49,cloudy
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373 |
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07/01/23,8,0,0,14.8,08:16:59,16:54:57, partly-cloudy-day
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374 |
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08/01/23,6.3,10.292,0,13,08:16:41,16:56:08,rain
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375 |
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09/01/23,6.4,7.525,0,20.6,08:16:20,16:57:19,rain
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376 |
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10/01/23,5.6,0.001,0,20.5,08:15:56,16:58:33,rain
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377 |
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11/01/23,7.5,1.402,0,16.6,08:15:30,16:59:48,rain
|
378 |
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12/01/23,9.4,0,0,24.1,08:15:01,17:01:05,cloudy
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379 |
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13/01/23,9.3,2.803,0,22.3,08:14:29,17:02:24,rain
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380 |
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14/01/23,8,0.401,0,11.2,08:13:55,17:03:43,rain
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381 |
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15/01/23,7.7,2.606,0,31.6,08:13:17,17:05:04,rain
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382 |
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16/01/23,4.2,1.655,0.3,43.8,08:12:38,17:06:27,snow
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383 |
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17/01/23,1.5,4.602,2.9,12.4,08:11:56,17:07:50,snow
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384 |
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18/01/23,0.6,1.183,1.5,15,08:11:11,17:09:15,snow
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385 |
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19/01/23,-0.7,0,0,12.9,08:10:23,17:10:41, partly-cloudy-day
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386 |
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20/01/23,-1.6,0,0,9.3,08:09:34,17:12:07, partly-cloudy-day
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387 |
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21/01/23,-2.3,0,0.3,13,08:08:41,17:13:35, partly-cloudy-day
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388 |
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22/01/23,-0.6,0,1.9,11.2,08:07:47,17:15:04,cloudy
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389 |
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23/01/23,0.9,0.1,0.1,20.5,08:06:50,17:16:33,snow
|
390 |
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24/01/23,2.8,0,0,13,08:05:51,17:18:03,cloudy
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391 |
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25/01/23,2,0.3,0,5.4,08:04:49,17:19:34,rain
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392 |
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26/01/23,0.1,0,0.3,9.4,08:03:45,17:21:05,cloudy
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393 |
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27/01/23,-0.5,0,0.2,9.4,08:02:39,17:22:37,cloudy
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394 |
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28/01/23,1,0,0,14.7,08:01:31,17:24:10,cloudy
|
395 |
+
29/01/23,0,0,0,11.2,08:00:21,17:25:42, partly-cloudy-day
|
396 |
+
30/01/23,0.9,0.002,0,12.9,07:59:09,17:27:16,rain
|
397 |
+
31/01/23,2.9,0,0,13,07:57:55,17:28:49, partly-cloudy-day
|
398 |
+
01/02/23,4.9,0.001,0,20.5,07:56:39,17:30:23,rain
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399 |
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02/02/23,5.9,0.001,0,18.4,07:55:21,17:31:57,rain
|
400 |
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03/02/23,6.5,0,0,16.6,07:54:01,17:33:32,cloudy
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401 |
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04/02/23,6.3,0.3,0,18.4,07:52:39,17:35:06,rain
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402 |
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05/02/23,3.6,1.4,0.3,9.4,07:51:16,17:36:41,snow
|
403 |
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06/02/23,2.9,0.001,0.1,11.2,07:49:50,17:38:16,snow
|
404 |
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07/02/23,0.6,0,0,14.7,07:48:24,17:39:51,clear-day
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405 |
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08/02/23,-1.5,0,0,9.4,07:46:55,17:41:25,clear-day
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406 |
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09/02/23,-0.3,0,0,9.4,07:45:25,17:43:00,clear-day
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407 |
+
10/02/23,0,0,0,7.5,07:43:53,17:44:35, partly-cloudy-day
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408 |
+
11/02/23,1.2,0,0,9.4,07:42:20,17:46:10, partly-cloudy-day
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409 |
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12/02/23,2.1,0,0,7.6,07:40:45,17:47:44,clear-day
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410 |
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13/02/23,5.2,0,0,13,07:39:09,17:49:19, partly-cloudy-day
|
411 |
+
14/02/23,3,0,0,14.7,07:37:32,17:50:53, partly-cloudy-day
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412 |
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15/02/23,3.5,0,0,13,07:35:53,17:52:27, partly-cloudy-day
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413 |
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16/02/23,6.3,0,0,9.4,07:34:13,17:54:01, partly-cloudy-day
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414 |
+
17/02/23,10.2,0,0,11.2,07:32:32,17:55:35,cloudy
|
415 |
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18/02/23,12.5,0,0,14.8,07:30:49,17:57:08,cloudy
|
416 |
+
19/02/23,9.7,0,0,14.8,07:29:06,17:58:42,cloudy
|
417 |
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20/02/23,8.9,0,0,9.3,07:27:21,18:00:15, partly-cloudy-day
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418 |
+
21/02/23,8,0,0,7.6,07:25:35,18:01:47, partly-cloudy-day
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419 |
+
22/02/23,7.5,0.601,0,14.8,07:23:48,18:03:20,rain
|
420 |
+
23/02/23,10,0.3,0,7.6,07:22:00,18:04:52,rain
|
421 |
+
24/02/23,9,2.093,0,14.8,07:20:11,18:06:24,rain
|
422 |
+
25/02/23,5.1,5.397,0,11.2,07:18:21,18:07:56,rain
|
423 |
+
26/02/23,1,0,0.8,24.1,07:16:31,18:09:27, partly-cloudy-day
|
424 |
+
27/02/23,1.2,0,0,25.9,07:14:39,18:10:59,cloudy
|
425 |
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28/02/23,0.3,0.199,0,13,07:12:47,18:12:30,rain
|
426 |
+
01/03/23,-0.2,0,0,7.6,07:10:54,18:14:00, partly-cloudy-day
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427 |
+
02/03/23,2.4,0,0,5.4,07:09:00,18:15:30, partly-cloudy-day
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428 |
+
03/03/23,4.1,0,0,7.6,07:07:05,18:17:00, partly-cloudy-day
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429 |
+
04/03/23,2.8,0,0,11.2,07:05:10,18:18:30, partly-cloudy-day
|
430 |
+
05/03/23,2.5,0,0,13.5,07:03:14,18:20:00, partly-cloudy-day
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431 |
+
06/03/23,2.6,0,0,14.7,07:01:18,18:21:29,cloudy
|
432 |
+
07/03/23,4.3,0,0,18.5,06:59:21,18:22:58,cloudy
|
433 |
+
08/03/23,8.1,4.803,0,33.5,06:57:23,18:24:27,rain
|
434 |
+
09/03/23,12.9,8.092,0,33.5,06:55:25,18:25:55,rain
|
435 |
+
10/03/23,9.2,2.805,0,40.7,06:53:27,18:27:23,rain
|
436 |
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11/03/23,3.3,2.799,1.1,16.6,06:51:28,18:28:51,snow
|
437 |
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12/03/23,8.2,2.889,0,18.4,06:49:29,18:30:19,rain
|
438 |
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13/03/23,13.8,9.303,0,29.5,06:47:29,18:31:46,rain
|
439 |
+
14/03/23,9.2,3.507,0,24.2,06:45:29,18:33:14,rain
|
440 |
+
15/03/23,5.2,0.1,0,19,06:43:29,18:34:41,rain
|
441 |
+
16/03/23,6.8,0,0,18.4,06:41:28,18:36:08, partly-cloudy-day
|
442 |
+
17/03/23,10.7,0,0,16.5,06:39:27,18:37:34, partly-cloudy-day
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443 |
+
18/03/23,11.5,0,0,7.6,06:37:26,18:39:01, partly-cloudy-day
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444 |
+
19/03/23,10.2,10.291,0,13,06:35:25,18:40:27,rain
|
445 |
+
20/03/23,9.5,0,0,9.3,06:33:24,18:41:53, partly-cloudy-day
|
446 |
+
21/03/23,10.2,0,0,9.4,06:31:23,18:43:19, partly-cloudy-day
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447 |
+
22/03/23,12.6,0,0,18.3,06:29:21,18:44:45, partly-cloudy-day
|
448 |
+
23/03/23,14.2,0,0,9.4,06:27:20,18:46:11,cloudy
|
449 |
+
24/03/23,13.3,4.007,0,27.7,06:25:18,18:47:37,rain
|
450 |
+
25/03/23,9.9,5.009,0,29.5,06:23:17,18:49:02,rain
|
451 |
+
26/03/23,9.4,3.4,0,27.7,07:21:15,19:50:27,rain
|
452 |
+
27/03/23,6,0.802,0,16.6,07:19:14,19:51:53,rain
|
453 |
+
28/03/23,6.7,0,0,9.4,07:17:13,19:53:18, partly-cloudy-day
|
454 |
+
29/03/23,12.6,0,0,11.2,07:15:12,19:54:43,cloudy
|
455 |
+
30/03/23,15.1,3.193,0,29.5,07:13:11,19:56:08,rain
|
456 |
+
31/03/23,12.4,7.081,0,35.3,07:11:10,19:57:33,rain
|
457 |
+
01/04/23,9.4,3.711,0,25.9,07:09:10,19:58:58,rain
|
458 |
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02/04/23,9.3,1.796,0,13,07:07:09,20:00:23,rain
|
459 |
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03/04/23,5.6,1.994,0,16.6,07:05:09,20:01:48,rain
|
460 |
+
04/04/23,4.4,0,0,25.9,07:03:10,20:03:13,clear-day
|
461 |
+
05/04/23,3.9,0,0,9.4,07:01:11,20:04:38, partly-cloudy-day
|
462 |
+
06/04/23,6.7,0,0,13,06:59:12,20:06:03, partly-cloudy-day
|
463 |
+
07/04/23,6.8,7.587,0,12.9,06:57:13,20:07:27,rain
|
464 |
+
08/04/23,7.9,0,0,7.6,06:55:15,20:08:52, partly-cloudy-day
|
465 |
+
09/04/23,9.7,0,0,16.5,06:53:18,20:10:17, partly-cloudy-day
|
466 |
+
10/04/23,11.3,0,0,13,06:51:21,20:11:42, partly-cloudy-day
|
467 |
+
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468 |
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469 |
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470 |
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14/04/23,8.4,0,0,11.1,06:43:39,20:17:20, partly-cloudy-day
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471 |
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472 |
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16/04/23,8.3,2.994,0,9.4,06:39:52,20:20:10,rain
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473 |
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17/04/23,9.6,1.004,0,11.2,06:37:59,20:21:34,rain
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474 |
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18/04/23,9.7,0,0,19.1,06:36:08,20:22:59, partly-cloudy-day
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475 |
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476 |
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20/04/23,6.1,3.298,0,12.9,06:32:27,20:25:48,rain
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21/04/23,8.3,0.2,0,16.6,06:30:38,20:27:12,rain
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479 |
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480 |
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481 |
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482 |
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26/04/23,9,0,0,7.6,06:21:47,20:34:13, partly-cloudy-day
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483 |
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27/04/23,13.9,0.399,0,5.5,06:20:04,20:35:36,rain
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484 |
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28/04/23,14.5,10.997,0,11.2,06:18:22,20:37:00,rain
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485 |
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29/04/23,15.3,0.109,0,17.6,06:16:41,20:38:23,rain
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486 |
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30/04/23,13.3,0,0,5.4,06:15:02,20:39:47,cloudy
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488 |
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492 |
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06/05/23,17.2,0,0,8.7,06:05:33,20:48:00,cloudy
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494 |
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496 |
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497 |
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498 |
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501 |
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502 |
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504 |
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505 |
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507 |
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21/05/23,18,0,0,10.5,05:46:04,21:07:12, partly-cloudy-day
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508 |
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509 |
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23/05/23,17.8,0.016,0,18.4,05:44:01,21:09:31,rain
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510 |
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24/05/23,13.6,0.001,0,14.8,05:43:03,21:10:39,rain
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511 |
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25/05/23,15.4,0,0,10.3,05:42:07,21:11:46,cloudy
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512 |
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26/05/23,18.2,0,0,11.2,05:41:13,21:12:51, partly-cloudy-day
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513 |
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27/05/23,18.3,0,0,7.6,05:40:21,21:13:55,clear-day
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514 |
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28/05/23,18.6,0,0,9.4,05:39:32,21:14:58,clear-day
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515 |
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29/05/23,18.7,0,0,13,05:38:45,21:15:59,clear-day
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516 |
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30/05/23,18.4,0,0,11.2,05:38:00,21:16:59, partly-cloudy-day
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517 |
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31/05/23,19.1,0,0,16.6,05:37:18,21:17:57,clear-day
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518 |
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520 |
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521 |
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522 |
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523 |
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524 |
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526 |
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527 |
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528 |
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11/06/23,22.4,0.7,0,16.7,05:32:15,21:26:38,rain
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529 |
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530 |
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531 |
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14/06/23,20,0,0,24,05:31:46,21:28:17,clear-day
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532 |
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533 |
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534 |
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535 |
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536 |
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537 |
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538 |
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539 |
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540 |
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23/06/23,20.5,6.108,0,15.1,05:32:36,21:31:06,rain
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541 |
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24/06/23,21.1,0,0,13,05:32:54,21:31:12, partly-cloudy-day
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542 |
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543 |
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26/06/23,23.3,0,0,16.6,05:33:37,21:31:17, partly-cloudy-day
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544 |
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27/06/23,20.1,0,0,9.3,05:34:02,21:31:15, partly-cloudy-day
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545 |
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28/06/23,19.6,0,0,7.6,05:34:30,21:31:11, partly-cloudy-day
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546 |
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29/06/23,22.1,0,0,7.6,05:34:59,21:31:04, partly-cloudy-day
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547 |
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30/06/23,19.1,21.97,0,18.4,05:35:31,21:30:55,rain
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548 |
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549 |
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550 |
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551 |
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553 |
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554 |
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555 |
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556 |
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557 |
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558 |
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559 |
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560 |
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561 |
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562 |
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563 |
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564 |
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565 |
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566 |
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567 |
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568 |
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21/07/23,19.4,0.701,0,14.8,05:53:40,21:17:54,rain
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569 |
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22/07/23,20.7,0,0,13,05:54:47,21:16:51, partly-cloudy-day
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570 |
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23/07/23,21.9,0,0,20.7,05:55:56,21:15:45, partly-cloudy-day
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571 |
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24/07/23,20,10.087,0,16.6,05:57:05,21:14:38,rain
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572 |
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25/07/23,17.6,6.49,0,20.5,05:58:15,21:13:29,rain
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573 |
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574 |
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27/07/23,18.6,0,0,16.9,06:00:38,21:11:04, partly-cloudy-day
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575 |
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576 |
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29/07/23,20.4,1.899,0,20.5,06:03:04,21:08:32,rain
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577 |
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30/07/23,20.2,0.002,0,22.3,06:04:18,21:07:13,rain
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578 |
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31/07/23,19.6,0,0,11.2,06:05:33,21:05:53, partly-cloudy-day
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579 |
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580 |
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581 |
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582 |
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585 |
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586 |
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587 |
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588 |
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10/08/23,21.2,0,0,9.4,06:18:24,20:50:56, partly-cloudy-day
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589 |
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11/08/23,23.2,0,0,9.3,06:19:43,20:49:19,clear-day
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590 |
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591 |
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592 |
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593 |
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15/08/23,24.5,0,0,15.3,06:25:00,20:42:35, partly-cloudy-day
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594 |
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595 |
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596 |
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18/08/23,25.8,0,0,15.4,06:28:59,20:37:20, partly-cloudy-day
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597 |
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598 |
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20/08/23,26.5,0,0,7.6,06:31:39,20:33:44, partly-cloudy-day
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599 |
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21/08/23,27.3,0,0,9.4,06:32:59,20:31:55,clear-day
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600 |
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22/08/23,27.5,0,0,11.2,06:34:20,20:30:05,clear-day
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601 |
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23/08/23,26.1,0,0,9.4,06:35:40,20:28:14,clear-day
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602 |
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24/08/23,25.2,3.051,0,16.4,06:37:00,20:26:22,rain
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603 |
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25/08/23,22.2,12.476,0,25.8,06:38:20,20:24:29,rain
|
604 |
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26/08/23,18.3,6.405,0,11.2,06:39:40,20:22:36,rain
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605 |
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27/08/23,16.9,4.405,0,9.4,06:41:00,20:20:42,rain
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606 |
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28/08/23,14.4,6.292,0,13,06:42:20,20:18:47,rain
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607 |
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29/08/23,13.6,17.873,0,11.2,06:43:41,20:16:51,rain
|
608 |
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30/08/23,15.9,0,0,11.2,06:45:01,20:14:54, partly-cloudy-day
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609 |
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31/08/23,16.6,1.398,0,18.3,06:46:21,20:12:57,rain
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610 |
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01/09/23,20.1,0,0,11.1,06:47:41,20:11:00, partly-cloudy-day
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611 |
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612 |
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613 |
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04/09/23,21.8,0,0,16.5,06:51:41,20:05:04, partly-cloudy-day
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614 |
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05/09/23,23.1,0,0,13,06:53:01,20:03:04,clear-day
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615 |
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06/09/23,21.3,0.001,0,7.6,06:54:21,20:01:04,rain
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616 |
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07/09/23,22.2,0,0,10.5,06:55:41,19:59:03,clear-day
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617 |
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08/09/23,23.4,0,0,7.6,06:57:01,19:57:02,clear-day
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618 |
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09/09/23,23.5,0.001,0,5.4,06:58:22,19:55:01,rain
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619 |
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10/09/23,23.1,0,0,7.5,06:59:42,19:52:59,clear-day
|
620 |
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11/09/23,23.3,0,0,7.1,07:01:02,19:50:57, partly-cloudy-day
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621 |
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622 |
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13/09/23,19,21.91,0,13,07:03:42,19:46:53,rain
|
623 |
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14/09/23,18.2,0,0,8.3,07:05:02,19:44:50, partly-cloudy-day
|
624 |
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625 |
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16/09/23,20.1,0.001,0,5.4,07:07:43,19:40:44,rain
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626 |
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17/09/23,22.4,0,0,9.4,07:09:03,19:38:41, partly-cloudy-day
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627 |
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18/09/23,19.3,9.29,0,14.8,07:10:24,19:36:38,rain
|
628 |
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19/09/23,19.2,0,0,10.8,07:11:45,19:34:35, partly-cloudy-day
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629 |
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630 |
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21/09/23,19.8,2.554,0,22.3,07:14:26,19:30:28,rain
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631 |
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22/09/23,15.5,10.253,0,27.7,07:15:47,19:28:25,rain
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632 |
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23/09/23,13.6,0.003,0,18.1,07:17:08,19:26:22,rain
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633 |
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24/09/23,12.7,0,0,20.3,07:18:29,19:24:19, partly-cloudy-day
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634 |
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25/09/23,13.6,0,0,9.2,07:19:51,19:22:16,clear-day
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635 |
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26/09/23,15.4,0,0,11,07:21:12,19:20:13,clear-day
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636 |
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27/09/23,16.7,0,0,9.4,07:22:34,19:18:11, partly-cloudy-day
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637 |
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28/09/23,18.6,0,0,9.3,07:23:56,19:16:08, partly-cloudy-day
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638 |
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29/09/23,19.1,0,0,24.8,07:25:18,19:14:06, partly-cloudy-day
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639 |
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30/09/23,17.4,0,0,9.4,07:26:40,19:12:04, partly-cloudy-day
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640 |
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01/10/23,16.9,0,0,5.4,07:28:03,19:10:03,clear-day
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641 |
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02/10/23,19,0,0,9.7,07:29:25,19:08:02, partly-cloudy-day
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642 |
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03/10/23,18.3,0.15,0,29.7,07:30:48,19:06:01,rain
|
643 |
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04/10/23,14.1,0,0,9.3,07:32:11,19:04:00, partly-cloudy-day
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644 |
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645 |
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06/10/23,12.9,0,0,7.6,07:34:59,19:00:01, partly-cloudy-day
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646 |
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07/10/23,14.3,0.001,0,7.5,07:36:23,18:58:02,rain
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647 |
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08/10/23,16.5,0,0,7.6,07:37:47,18:56:03,clear-day
|
648 |
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09/10/23,18.7,0,0,16.4,07:39:11,18:54:05, partly-cloudy-day
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649 |
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10/10/23,17.9,0,0,5.4,07:40:36,18:52:08, partly-cloudy-day
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650 |
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11/10/23,17.6,0,0,7.6,07:42:01,18:50:11,clear-day
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651 |
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12/10/23,17.9,0,0,14.8,07:43:27,18:48:15, partly-cloudy-day
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652 |
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13/10/23,20.1,0,0,22.3,07:44:52,18:46:20, partly-cloudy-day
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653 |
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14/10/23,17.2,2.303,0,22.3,07:46:18,18:44:25,rain
|
654 |
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15/10/23,11.1,0,0,13,07:47:45,18:42:32,cloudy
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655 |
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16/10/23,7.7,0,0,13,07:49:11,18:40:39, partly-cloudy-day
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656 |
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17/10/23,9.1,0,0,16.5,07:50:38,18:38:47, partly-cloudy-day
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657 |
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18/10/23,9.8,2.496,0,14.8,07:52:06,18:36:55,rain
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658 |
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19/10/23,13.1,6.694,0,13,07:53:33,18:35:05,rain
|
659 |
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20/10/23,14.4,6.297,0,31.7,07:55:01,18:33:16,rain
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660 |
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21/10/23,14.5,0.206,0,18.4,07:56:29,18:31:27,rain
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661 |
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22/10/23,12.1,0,0,7.6,07:57:58,18:29:40, partly-cloudy-day
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662 |
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23/10/23,9.8,2.399,0,11.1,07:59:26,18:27:54,rain
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663 |
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24/10/23,11.4,11.707,0,11.1,08:00:55,18:26:09,rain
|
664 |
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25/10/23,12.8,3.59,0,27.7,08:02:25,18:24:25,rain
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665 |
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26/10/23,12.3,7.709,0,14.8,08:03:54,18:22:42,rain
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666 |
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27/10/23,11.6,10.851,0,18.4,08:05:24,18:21:01,rain
|
667 |
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28/10/23,13.7,0,0,18.3,08:06:54,18:19:21,cloudy
|
668 |
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29/10/23,15.1,0,0,24.1,07:08:24,17:17:42,cloudy
|
669 |
+
30/10/23,11.6,10.096,0,7.6,07:09:55,17:16:04,rain
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670 |
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31/10/23,11.4,0.7,0,20.5,07:11:25,17:14:28,rain
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671 |
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01/11/23,9.9,0,0,18.4,07:12:56,17:12:54, partly-cloudy-day
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672 |
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02/11/23,9.3,7.012,0,18.4,07:14:27,17:11:21,rain
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673 |
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03/11/23,7.4,0.102,0,11.2,07:15:58,17:09:49,rain
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674 |
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04/11/23,8.5,4.003,0,29.5,07:17:29,17:08:19,rain
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675 |
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05/11/23,12,4.297,0,37.1,07:19:00,17:06:51,rain
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676 |
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06/11/23,9.8,5.855,0,25.9,07:20:31,17:05:24,rain
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677 |
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07/11/23,7.5,0.202,0,18.3,07:22:02,17:04:00,rain
|
678 |
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08/11/23,7.1,0,0,7.6,07:23:33,17:02:37, partly-cloudy-day
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679 |
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09/11/23,7.7,0.404,0,18.3,07:25:04,17:01:15,rain
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680 |
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10/11/23,8.5,8.614,0,22.3,07:26:34,16:59:56,rain
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681 |
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11/11/23,7.1,2.996,0,24.1,07:28:05,16:58:38,rain
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682 |
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12/11/23,5.8,15.782,1.2,24.1,07:29:35,16:57:23,snow
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683 |
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13/11/23,14.7,4.004,0,31.7,07:31:05,16:56:09,rain
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684 |
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14/11/23,11.7,18.993,0,31.7,07:32:35,16:54:58,rain
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685 |
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15/11/23,10.2,3.603,0,16.6,07:34:05,16:53:49,rain
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686 |
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16/11/23,8,3.397,0,35.3,07:35:34,16:52:41,rain
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687 |
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17/11/23,7.6,0.202,0,31.7,07:37:02,16:51:36,rain
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688 |
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18/11/23,5.4,6.782,0,11.2,07:38:30,16:50:33,rain
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689 |
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19/11/23,11.2,2.302,0,14.8,07:39:57,16:49:33,rain
|
690 |
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20/11/23,11.4,0,0,16.6,07:41:24,16:48:35,cloudy
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691 |
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21/11/23,8.7,0.802,0,11.2,07:42:50,16:47:39,rain
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692 |
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22/11/23,4.1,1.096,0,13,07:44:15,16:46:45,rain
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693 |
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23/11/23,3.5,0,0,14.8,07:45:40,16:45:54, partly-cloudy-day
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694 |
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24/11/23,7.4,0.903,0,20.6,07:47:03,16:45:06,rain
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695 |
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25/11/23,3.4,1.098,1.8,20.5,07:48:26,16:44:20,snow
|
696 |
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26/11/23,3.3,0.1,0.8,20.3,07:49:47,16:43:36,snow
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697 |
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27/11/23,2.2,5.292,0.1,11.1,07:51:08,16:42:55,snow
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698 |
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28/11/23,4,2.801,1,20.6,07:52:27,16:42:17,snow
|
699 |
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29/11/23,1.6,0,0,9.4,07:53:45,16:41:41, partly-cloudy-day
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700 |
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30/11/23,1.5,17.369,4.3,16.5,07:55:01,16:41:08,snow
|
701 |
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01/12/23,1.4,14.902,2.1,5.4,07:56:17,16:40:38,snow
|
702 |
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02/12/23,-1.2,3.291,6,9.4,07:57:30,16:40:11,snow
|
703 |
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03/12/23,-3.6,0,0,14.8,07:58:42,16:39:46, partly-cloudy-day
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704 |
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04/12/23,-2,0.499,0.1,22.3,07:59:53,16:39:24,snow
|
705 |
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05/12/23,4.6,0.508,0,20.5,08:01:02,16:39:05,rain
|
706 |
+
06/12/23,4.7,0.204,0,16.6,08:02:09,16:38:49,rain
|
707 |
+
07/12/23,2.2,0,0,18.4,08:03:15,16:38:36, partly-cloudy-day
|
708 |
+
08/12/23,3.9,3.497,0,18.4,08:04:18,16:38:25,rain
|
709 |
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09/12/23,6.4,8.482,0,24.1,08:05:20,16:38:18,rain
|
710 |
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10/12/23,9.3,0.201,0,31.7,08:06:19,16:38:13,rain
|
711 |
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11/12/23,10.8,4.368,0,19.9,08:07:16,16:38:11,rain
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712 |
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12/12/23,10.2,5.226,0,20.4,08:08:12,16:38:12,rain
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713 |
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13/12/23,8.5,2.202,0,18.4,08:09:05,16:38:16,rain
|
714 |
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14/12/23,7.1,0.502,0,16.6,08:09:55,16:38:23,rain
|
715 |
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15/12/23,5.5,2.198,0,11.2,08:10:44,16:38:33,rain
|
716 |
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16/12/23,1.3,0,0,11.2,08:11:30,16:38:46, partly-cloudy-day
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717 |
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17/12/23,1.7,0,0,13,08:12:13,16:39:02, partly-cloudy-day
|
718 |
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18/12/23,1.9,0,0,14.8,08:12:54,16:39:20,clear-day
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719 |
+
19/12/23,2,0,0,14.8,08:13:33,16:39:42, partly-cloudy-day
|
720 |
+
20/12/23,5.1,4.093,0,18.4,08:14:09,16:40:06,rain
|
721 |
+
21/12/23,8.6,0.102,0,33.5,08:14:42,16:40:33,rain
|
722 |
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22/12/23,8.7,3.305,0,29.5,08:15:13,16:41:03,rain
|
723 |
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23/12/23,8.3,0,0,25.9,08:15:41,16:41:35,cloudy
|
724 |
+
24/12/23,10,0.215,0,18.4,08:16:06,16:42:10,rain
|
725 |
+
25/12/23,9.4,0,0,13,08:16:29,16:42:48, partly-cloudy-day
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726 |
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26/12/23,6.5,0,0,14.8,08:16:48,16:43:29, partly-cloudy-day
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727 |
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27/12/23,4.1,0,0,14.8,08:17:05,16:44:12, partly-cloudy-day
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728 |
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28/12/23,4.2,2.096,0,9.4,08:17:19,16:44:58,rain
|
729 |
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29/12/23,9,0.2,0,20.5,08:17:31,16:45:46,rain
|
730 |
+
30/12/23,8,0,0,14.8,08:17:39,16:46:36,partly-cloudy-day
|
731 |
+
31/12/23,6.1,2.502,0,24.2,08:17:45,16:47:29,rain
|
732 |
+
01/01/24,6.4,4.205,0,20.5,08:17:47,16:48:24,rain
|
733 |
+
02/01/24,8.4,9.191,0,31.7,08:17:47,16:49:22,rain
|
734 |
+
03/01/24,11.2,4.297,0,41.3,08:17:44,16:50:22,rain
|
735 |
+
04/01/24,8.1,0.5,0,25.9,08:17:38,16:51:23,rain
|
736 |
+
05/01/24,5.6,1.299,0,12.9,08:17:29,16:52:27,rain
|
737 |
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06/01/24,5.1,0.6,0.1,9.3,08:17:18,16:53:33,snow
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738 |
+
07/01/24,3,4.584,3.7,14.8,08:17:03,16:54:41,snow
|
739 |
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08/01/24,-1.2,1.494,3.3,16.6,08:16:46,16:55:51,snow
|
740 |
+
09/01/24,-3.3,2.996,5.1,16.6,08:16:26,16:57:02,snow
|
741 |
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10/01/24,-3,0,0.1,7.6,08:16:03,16:58:16,cloudy
|
742 |
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11/01/24,-2.9,0,0,9.4,08:15:37,16:59:30,cloudy
|
743 |
+
12/01/24,-4.3,0,0,9.3,08:15:09,17:00:47,partly-cloudy-day
|
744 |
+
13/01/24,-4.5,0,0,11.1,08:14:37,17:02:05,cloudy
|
745 |
+
14/01/24,-4.6,0,0.2,12.9,08:14:04,17:03:24,cloudy
|
746 |
+
15/01/24,0.7,0,0.1,16.6,08:13:27,17:04:45,cloudy
|
747 |
+
16/01/24,-1.8,0,0,7.6,08:12:48,17:06:07,partly-cloudy-day
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748 |
+
17/01/24,4.3,13.772,0,20.5,08:12:07,17:07:30,rain
|
749 |
+
18/01/24,6.4,9.581,2.4,24.1,08:11:22,17:08:55,snow
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750 |
+
19/01/24,-1.4,0,0.2,11.2,08:10:36,17:10:20,partly-cloudy-day
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751 |
+
20/01/24,-2.9,0,0,7.6,08:09:46,17:11:47,partly-cloudy-day
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752 |
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21/01/24,-1,0,0,13,08:08:55,17:13:14,partly-cloudy-day
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753 |
+
22/01/24,3.1,15.087,0,18.4,08:08:01,17:14:43,rain
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754 |
+
23/01/24,7.8,6.727,0,20.5,08:07:04,17:16:12,rain
|
755 |
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24/01/24,11.1,3.1,0,25.9,08:06:06,17:17:42,rain
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756 |
+
25/01/24,10.4,3.097,0,13,08:05:05,17:19:12,rain
|
757 |
+
26/01/24,9.7,0.801,0,20.5,08:04:01,17:20:44,rain
|
758 |
+
27/01/24,4.2,0,0,7.6,08:02:56,17:22:15,partly-cloudy-day
|
759 |
+
28/01/24,4.8,0,0,18.4,08:01:49,17:23:48,clear-day
|
760 |
+
29/01/24,4.4,0,0,13,08:00:39,17:25:20,partly-cloudy-day
|
761 |
+
30/01/24,4.7,0,0,11.2,07:59:27,17:26:54,partly-cloudy-day
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762 |
+
31/01/24,6.6,0,0,12.9,07:58:14,17:28:27,partly-cloudy-day
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763 |
+
01/02/24,8.7,1.003,0,18.3,07:56:58,17:30:01,rain
|
764 |
+
02/02/24,7.3,0,0,7.6,07:55:40,17:31:35,partly-cloudy-day
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765 |
+
03/02/24,4.7,0,0,13,07:54:21,17:33:09,partly-cloudy-day
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766 |
+
04/02/24,6.1,0,0,14.8,07:53:00,17:34:44,partly-cloudy-day
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767 |
+
05/02/24,6,0,0,16.5,07:51:37,17:36:19,partly-cloudy-day
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768 |
+
06/02/24,5.5,0,0,20.5,07:50:12,17:37:53,cloudy
|
769 |
+
07/02/24,9.1,0.302,0,22.3,07:48:45,17:39:28,rain
|
770 |
+
08/02/24,11.2,0.405,0,22.3,07:47:17,17:41:03,rain
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771 |
+
09/02/24,10.8,3.796,0,25.9,07:45:47,17:42:38,rain
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772 |
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10/02/24,9,1.198,0,22.3,07:44:16,17:44:12,rain
|
773 |
+
11/02/24,7.9,1.402,0,18.4,07:42:43,17:45:47,rain
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774 |
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12/02/24,7.8,0.401,0,14.8,07:41:09,17:47:22,rain
|
775 |
+
13/02/24,6.6,0,0,8.3,07:39:33,17:48:56,partly-cloudy-day
|
776 |
+
14/02/24,8.7,0,0,11.9,07:37:56,17:50:31,cloudy
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777 |
+
15/02/24,9.7,0.001,0,13,07:36:18,17:52:05,rain
|
778 |
+
16/02/24,10.9,0,0,11.2,07:34:38,17:53:39,cloudy
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779 |
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17/02/24,10.6,1.896,0,11.2,07:32:57,17:55:13,rain
|
780 |
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18/02/24,9.2,3.398,0,13,07:31:15,17:56:46,rain
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781 |
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19/02/24,10.2,1.801,0,16.6,07:29:31,17:58:20,rain
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782 |
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20/02/24,8.2,0.202,0,14.8,07:27:47,17:59:53,rain
|
783 |
+
21/02/24,7.5,0,0,11.1,07:26:01,18:01:26,cloudy
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784 |
+
22/02/24,11.1,10.759,0,35.2,07:24:15,18:02:58,rain
|
785 |
+
23/02/24,6.9,1.408,0,27.7,07:22:27,18:04:31,rain
|
786 |
+
24/02/24,5.2,1.798,0,11.2,07:20:38,18:06:03,rain
|
787 |
+
25/02/24,6.5,0,0,20.5,07:18:49,18:07:34,partly-cloudy-day
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788 |
+
26/02/24,8.7,0.609,0,12.9,07:16:58,18:09:06,rain
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789 |
+
27/02/24,7.5,0.1,0,11.2,07:15:07,18:10:37,rain
|
790 |
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28/02/24,7.1,0,0,10.9,07:13:15,18:12:08,cloudy
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791 |
+
29/02/24,7.2,0,0,11.1,07:11:22,18:13:39,partly-cloudy-day
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792 |
+
01/03/24,6.9,0.5,0,11.6,07:09:28,18:15:09,rain
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793 |
+
02/03/24,8.3,0,0,18.4,07:07:34,18:16:39,partly-cloudy-day
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794 |
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03/03/24,8,0,0,20.6,07:05:39,18:18:09,partly-cloudy-day
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795 |
+
04/03/24,6.8,0,0,14.8,07:03:43,18:19:39,cloudy
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796 |
+
05/03/24,7.5,0.001,0,13,07:01:47,18:21:08,rain
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797 |
+
06/03/24,5.7,10.281,0,13,06:59:50,18:22:37,rain
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798 |
+
07/03/24,6.1,0,0,14.7,06:57:52,18:24:06,partly-cloudy-day
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799 |
+
08/03/24,6.2,0,0,18.3,06:55:54,18:25:34,partly-cloudy-day
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800 |
+
09/03/24,8.7,0,0,13,06:53:56,18:27:03,partly-cloudy-day
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801 |
+
10/03/24,7.4,6.491,0,18.4,06:51:57,18:28:31,rain
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802 |
+
11/03/24,7.2,0.001,0,14.8,06:49:58,18:29:58,rain
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803 |
+
12/03/24,7.1,2.113,0,18.6,06:47:58,18:31:26,rain
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804 |
+
13/03/24,9.5,12.523,0,23.9,06:45:58,18:32:53,rain
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805 |
+
14/03/24,10.7,2.543,0,13.2,06:43:58,18:34:20,rain
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806 |
+
15/03/24,11.9,8.391,0,18.4,06:41:58,18:35:47,rain
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807 |
+
16/03/24,11.5,2.499,0,22.3,06:39:57,18:37:14,rain
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808 |
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17/03/24,10.1,0.101,0,9.3,06:37:56,18:38:41,rain
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809 |
+
18/03/24,11,16.982,0,9.3,06:35:55,18:40:07,rain
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810 |
+
19/03/24,11.3,0,0,9.4,06:33:54,18:41:33,partly-cloudy-day
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811 |
+
20/03/24,12.2,0.001,0,16.5,06:31:53,18:42:59,rain
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812 |
+
21/03/24,13.9,2.394,0,16.3,06:29:51,18:44:25,rain
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813 |
+
22/03/24,13.8,0,0,9.4,06:27:50,18:45:51,partly-cloudy-day
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814 |
+
23/03/24,9.9,4.897,0,27.7,06:25:48,18:47:17,rain
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815 |
+
24/03/24,6.2,5.782,0,25.9,06:23:47,18:48:42,rain
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816 |
+
25/03/24,7.9,0.008,0,18.4,06:21:45,18:50:08,rain
|
817 |
+
26/03/24,11.8,0,0,11.5,06:19:44,18:51:33,partly-cloudy-day
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818 |
+
27/03/24,7,0.001,0,22.4,06:17:43,18:52:58,rain
|
819 |
+
28/03/24,8,2.832,0,42.5,06:15:41,18:54:23,rain
|
820 |
+
29/03/24,11.8,0.169,0,24.6,06:13:40,18:55:48,rain
|
821 |
+
30/03/24,10.4,1.662,0,25.3,06:11:40,18:57:14,rain
|
822 |
+
31/03/24,10.3,3.114,0,11.7,07:09:39,19:58:39,rain
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823 |
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1000 |
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25/09/24,16.2,0.3,0,22.3,07:20:53,19:20:44,rain
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1001 |
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26/09/24,16.7,23.012,0,20.5,07:22:15,19:18:41,rain
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1002 |
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27/09/24,14.2,0.805,0,24.1,07:23:37,19:16:38,rain
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1003 |
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28/09/24,11,5.898,0,14.8,07:24:59,19:14:36,rain
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1004 |
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29/09/24,10.5,0,0,12.9,07:26:21,19:12:34,partly-cloudy-day
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1005 |
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30/09/24,14.5,0,0,14.8,07:27:43,19:10:33,cloudy
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1006 |
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01/10/24,14.1,21.4,0,14.7,07:29:06,19:08:31,rain
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1007 |
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02/10/24,12.1,14.397,0,9.4,07:30:29,19:06:30,rain
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1008 |
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03/10/24,10.6,0.305,0,11.2,07:31:52,19:04:30,rain
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1009 |
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04/10/24,10.4,0,0,11.2,07:33:16,19:02:30,cloudy
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1010 |
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05/10/24,10.5,0,0,7.6,07:34:39,19:00:30,partly-cloudy-day
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1011 |
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06/10/24,11,0,0,14.8,07:36:03,18:58:31,partly-cloudy-day
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1012 |
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07/10/24,15.4,2.105,0,12.9,07:37:27,18:56:32,rain
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1013 |
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08/10/24,14.3,16.086,0,9.4,07:38:52,18:54:34,rain
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1014 |
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09/10/24,14,0.399,0,33.4,07:40:16,18:52:37,rain
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1015 |
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10/10/24,15.1,3.887,0,35.2,07:41:41,18:50:40,rain
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1016 |
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11/10/24,11.7,1.496,0,11.2,07:43:07,18:48:44,rain
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1017 |
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12/10/24,9.8,6.485,0,13,07:44:32,18:46:48,rain
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1018 |
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13/10/24,13.9,2.097,0,14.7,07:45:58,18:44:54,rain
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1019 |
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14/10/24,14.1,0,0,9.3,07:47:25,18:43:00,partly-cloudy-day
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1020 |
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15/10/24,14,4.492,0,7.6,07:48:51,18:41:06,rain
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1021 |
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16/10/24,13.5,0.2,0,7.6,07:50:18,18:39:14,rain
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1022 |
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17/10/24,15.6,0.4,0,7.6,07:51:45,18:37:23,rain
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1023 |
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18/10/24,15,0,0,12.9,07:53:13,18:35:32,cloudy
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1024 |
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19/10/24,12.6,0,0,7.6,07:54:41,18:33:43,partly-cloudy-day
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1025 |
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20/10/24,12.6,0,0,7.6,07:56:09,18:31:54,partly-cloudy-day
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1026 |
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21/10/24,14.6,0,0,9.4,07:57:37,18:30:06,partly-cloudy-day
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1027 |
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22/10/24,15,0.115,0,7.6,07:59:06,18:28:20,rain
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1028 |
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23/10/24,11.6,0.697,0,7.6,08:00:35,18:26:35,rain
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1029 |
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24/10/24,13.6,4.796,0,11.1,08:02:04,18:24:50,rain
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1030 |
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25/10/24,13.7,1.795,0,13,08:03:33,18:23:07,rain
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1031 |
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26/10/24,12.2,0,0,11.2,08:05:03,18:21:26,partly-cloudy-day
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1032 |
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27/10/24,12.7,0,0,9.3,07:06:33,17:19:45,partly-cloudy-day
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1033 |
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28/10/24,12.8,0,0,7.6,07:08:03,17:18:06,partly-cloudy-day
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1034 |
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29/10/24,12.4,0,0,7.6,07:09:33,17:16:28,partly-cloudy-day
|
1035 |
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30/10/24,11.3,0,0,7.6,07:11:04,17:14:52,cloudy
|
1036 |
+
31/10/24,11.5,0,0,11.2,07:12:35,17:13:17,partly-cloudy-day
|
1037 |
+
01/11/24,10.4,0,0,9.4,07:14:05,17:11:44,partly-cloudy-day
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1038 |
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02/11/24,8.6,0.4,0,14.8,07:15:36,17:10:12,rain
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1039 |
+
03/11/24,9.4,0,0,13,07:17:07,17:08:41,partly-cloudy-day
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1040 |
+
04/11/24,6.9,0,0,9.3,07:18:38,17:07:13,partly-cloudy-day
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1041 |
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05/11/24,9,0,0,11.2,07:20:09,17:05:46,partly-cloudy-day
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1042 |
+
06/11/24,10.1,0,0,9.4,07:21:40,17:04:20,cloudy
|
1043 |
+
07/11/24,7.5,0.1,0,5.4,07:23:11,17:02:57,rain
|
1044 |
+
08/11/24,8.3,0,0,9.2,07:24:42,17:01:35,partly-cloudy-day
|
1045 |
+
09/11/24,8.9,0,0,13,07:26:13,17:00:15,partly-cloudy-day
|
1046 |
+
10/11/24,7.5,0,0,5.4,07:27:44,16:58:57,cloudy
|
1047 |
+
11/11/24,6.3,3.599,0,7.6,07:29:14,16:57:42,rain
|
1048 |
+
12/11/24,6.4,0.1,0,13.7,07:30:44,16:56:28,rain
|
1049 |
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13/11/24,4.6,0,0,14.8,07:32:14,16:55:16,cloudy
|
1050 |
+
14/11/24,3.6,0,0,12.9,07:33:44,16:54:06,partly-cloudy-day
|
1051 |
+
15/11/24,3.7,0,0,12.9,07:35:13,16:52:58,partly-cloudy-day
|
1052 |
+
16/11/24,2.6,0,0,15.2,07:36:41,16:51:52,partly-cloudy-day
|
1053 |
+
17/11/24,5.7,0.03,0,18.6,07:38:09,16:50:49,rain
|
1054 |
+
18/11/24,7.9,1.003,0,19.4,07:39:37,16:49:48,rain
|
1055 |
+
19/11/24,10,8.108,0,36.2,07:41:04,16:48:49,rain
|
1056 |
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20/11/24,4.4,12.003,0.3,33.8,07:42:30,16:47:53,snow
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1057 |
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21/11/24,1.1,6.476,10.6,22.7,07:43:55,16:46:59,snow
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1058 |
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22/11/24,-0.5,10.962,3.6,27.7,07:45:20,16:46:07,snow
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1059 |
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23/11/24,1.5,0.017,0,16.6,07:46:44,16:45:18,rain
|
1060 |
+
24/11/24,5.4,0.1,0,16.5,07:48:06,16:44:31,rain
|
1061 |
+
25/11/24,9.7,1.895,0,20.5,07:49:28,16:43:47,rain
|
1062 |
+
26/11/24,9,3.797,0,14.8,07:50:49,16:43:05,rain
|
1063 |
+
27/11/24,6.9,0,0,11.2,07:52:08,16:42:26,partly-cloudy-day
|
1064 |
+
28/11/24,6.7,6.689,0,14.8,07:53:27,16:41:50,rain
|
1065 |
+
29/11/24,1.6,0,0,16.9,07:54:43,16:41:17,partly-cloudy-day
|
1066 |
+
30/11/24,1.4,0,0,18.5,07:55:59,16:40:46,clear-day
|
1067 |
+
01/12/24,2,0,0,20.5,07:57:13,16:40:18,partly-cloudy-day
|
1068 |
+
02/12/24,6.7,14.8,0,18.4,07:58:26,16:39:52,rain
|
1069 |
+
03/12/24,5.2,0.5,0,13.7,07:59:37,16:39:30,rain
|
1070 |
+
04/12/24,2.1,0.7,0,5,08:00:46,16:39:10,rain
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1071 |
+
05/12/24,0,0,0,5.4,08:01:54,16:38:53,partly-cloudy-day
|
1072 |
+
06/12/24,6.1,6.9,0,23,08:02:59,16:38:39,rain
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1073 |
+
07/12/24,7.4,10.5,0,25.2,08:04:03,16:38:28,rain
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1074 |
+
08/12/24,1,9.2,1.7,21.6,08:05:05,16:38:20,snow
|
1075 |
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09/12/24,-0.1,2.9,0.5,9.7,08:06:05,16:38:14,snow
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1076 |
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10/12/24,-2,3.7,3.4,8.6,08:07:03,16:38:12,snow
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1077 |
+
11/12/24,-3.3,0.2,0,9,08:07:59,16:38:12,snow
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1078 |
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12/12/24,-5.2,0.3,0,6.5,08:08:53,16:38:16,snow
|
1079 |
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13/12/24,-2.6,1,0.2,5,08:09:44,16:38:22,snow
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1080 |
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14/12/24,0.5,19,0,14.4,08:10:33,16:38:31,rain
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1081 |
+
15/12/24,2.7,11.7,0,22.7,08:11:19,16:38:43,rain
|
1082 |
+
16/12/24,0.1,3.7,0.8,18.4,08:12:04,16:38:58,snow
|
1083 |
+
17/12/24,2.6,3,0,16.9,08:12:45,16:39:16,clear-day
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1084 |
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18/12/24,1.9,2.2,0,15.5,08:13:24,16:39:37,clear-day
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1085 |
+
19/12/24,2.4,4,0,17.3,08:14:01,16:40:00,clear-day
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1086 |
+
20/12/24,2,2.1,0,17.3,08:14:35,16:40:27,clear-day
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1087 |
+
21/12/24,3,3,0,16.9,08:15:06,16:40:56,clear-day
|
1088 |
+
22/12/24,3.8,4.2,0,18.7,08:15:35,16:41:28,clear-day
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1089 |
+
23/12/24,4,1.5,0,16.2,08:16:01,16:42:02,clear-day
|
1090 |
+
24/12/24,3.5,2.6,0,16.9,08:16:24,16:42:39,clear-day
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1091 |
+
25/12/24,3.8,3.9,0,18.4,08:16:44,16:43:19,clear-day
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1092 |
+
26/12/24,2.6,3.4,0,20.5,08:17:02,16:44:02,clear-day
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1093 |
+
27/12/24,2.2,2.2,0,19.4,08:17:17,16:44:47,clear-day
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1094 |
+
28/12/24,1.9,2,0,22.3,08:17:29,16:45:34,clear-day
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1095 |
+
29/12/24,1.5,2.4,0,19.1,08:17:38,16:46:24,clear-day
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1096 |
+
30/12/24,2.3,2.4,0,19.1,08:17:44,16:47:17,clear-day
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1097 |
+
31/12/24,3.1,3.9,0,15.8,08:17:47,16:48:11,clear-day
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1098 |
+
01/01/25,3,3.9,0,17.3,08:17:48,16:49:08,clear-day
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1099 |
+
02/01/25,2.8,4.6,0,20.2,08:17:45,16:50:07,clear-day
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1100 |
+
03/01/25,2.5,1.3,0,19.4,08:17:40,16:51:09,clear-day
|
1101 |
+
04/01/25,2.4,4,0,17.3,08:17:32,16:52:12,clear-day
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1102 |
+
05/01/25,2.8,2.2,0,17.6,08:17:21,16:53:18,clear-day
|
1103 |
+
06/01/25,2.7,2,0,16.9,08:17:07,16:54:25,clear-day
|
1104 |
+
07/01/25,2.8,1.6,0,14.4,08:16:51,16:55:34,clear-day
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1105 |
+
08/01/25,2.9,1.8,0,16.9,08:16:31,16:56:45,partly-cloudy-day
|
1106 |
+
09/01/25,2.9,2.9,0,16.6,08:16:09,16:57:58,clear-day
|
1107 |
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10/01/25,2.6,2.2,0,16.9,08:15:44,16:59:13,clear-day
|
1108 |
+
11/01/25,2.6,3.6,0,18.4,08:15:16,17:00:29,partly-cloudy-day
|
1109 |
+
12/01/25,2.7,1.6,0,19.1,08:14:46,17:01:46,clear-day
|
1110 |
+
13/01/25,2.7,3.2,0,19.8,08:14:13,17:03:05,clear-day
|
1111 |
+
14/01/25,2,1.6,0,17.3,08:13:37,17:04:26,clear-day
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1112 |
+
15/01/25,1.6,0.4,0,16.9,08:12:58,17:05:48,clear-day
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1113 |
+
16/01/25,1.6,2.6,0,17.3,08:12:17,17:07:11,clear-day
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1114 |
+
17/01/25,2.1,3.1,0,17.3,08:11:34,17:08:35,clear-day
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1115 |
+
18/01/25,2.9,2.4,0,20.9,08:10:48,17:10:00,partly-cloudy-day
|
1116 |
+
19/01/25,2.7,2,0,20.2,08:09:59,17:11:26,clear-day
|
1117 |
+
20/01/25,3,3.6,0,18,08:09:08,17:12:54,clear-day
|
1118 |
+
21/01/25,2.9,2.4,0,18.7,08:08:14,17:14:22,clear-day
|
1119 |
+
22/01/25,2.5,1.8,0,18.4,08:07:19,17:15:51,clear-day
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1120 |
+
23/01/25,1.7,1.8,0,16.9,08:06:21,17:17:20,clear-day
|
1121 |
+
24/01/25,0.9,2.3,0,18.7,08:05:20,17:18:51,partly-cloudy-day
|
1122 |
+
25/01/25,1,0.8,0,15.1,08:04:17,17:20:22,clear-day
|
1123 |
+
26/01/25,1.4,2.2,0,16.2,08:03:13,17:21:54,clear-day
|
1124 |
+
27/01/25,1.7,2.4,0,18.7,08:02:06,17:23:26,partly-cloudy-day
|
1125 |
+
28/01/25,2.2,1.4,0,15.8,08:00:56,17:24:59,partly-cloudy-day
|
1126 |
+
29/01/25,2.2,1.6,0,18.4,07:59:45,17:26:32,partly-cloudy-day
|
1127 |
+
30/01/25,1.9,1.4,0,20.5,07:58:32,17:28:05,clear-day
|
1128 |
+
31/01/25,1.7,2.6,0,15.8,07:57:17,17:29:39,clear-day
|
1129 |
+
01/02/25,2.4,2.6,0,18.4,07:56:00,17:31:13,clear-day
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1130 |
+
02/02/25,2.3,3.2,0,15.8,07:54:41,17:32:47,clear-day
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1131 |
+
03/02/25,2.5,1.4,0,16.6,07:53:20,17:34:22,clear-day
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1132 |
+
04/02/25,2.6,2,0,19.8,07:51:57,17:35:56,clear-day
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1133 |
+
05/02/25,3.5,3,0,20.5,07:50:33,17:37:31,clear-day
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1134 |
+
06/02/25,3.5,2.5,0,18,07:49:07,17:39:06,clear-day
|
1135 |
+
07/02/25,2.9,1.9,0,18,07:47:39,17:40:41,clear-day
|
1136 |
+
08/02/25,3,3.1,0,21.6,07:46:10,17:42:15,partly-cloudy-day
|
1137 |
+
09/02/25,2.7,2.5,0,21.2,07:44:39,17:43:50,clear-day
|
1138 |
+
10/02/25,1.9,1.1,0,20.2,07:43:06,17:45:25,clear-day
|
1139 |
+
11/02/25,2.4,2.3,0,19.1,07:41:32,17:47:00,clear-day
|
1140 |
+
12/02/25,1.9,1.5,0,18,07:39:57,17:48:34,clear-day
|
1141 |
+
13/02/25,1.7,2.1,0,21.2,07:38:20,17:50:08,clear-day
|
1142 |
+
14/02/25,2.1,1.5,0,15.8,07:36:42,17:51:43,clear-day
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1143 |
+
15/02/25,2.6,2.7,0,16.9,07:35:03,17:53:17,clear-day
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1144 |
+
16/02/25,3.1,2.7,0,17.3,07:33:22,17:54:51,clear-day
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1145 |
+
17/02/25,2.9,2.4,0,16.9,07:31:40,17:56:24,clear-day
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1146 |
+
18/02/25,2.9,0.9,0,18,07:29:57,17:57:58,clear-day
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1147 |
+
19/02/25,3.2,1.1,0,15.8,07:28:13,17:59:31,clear-day
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1148 |
+
20/02/25,3.6,2.2,0,17.6,07:26:27,18:01:04,clear-day
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1149 |
+
21/02/25,3.9,1.7,0,17.3,07:24:41,18:02:36,clear-day
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1150 |
+
22/02/25,3.7,1.7,0,18,07:22:53,18:04:09,clear-day
|
1151 |
+
23/02/25,3.9,3,0,20.9,07:21:05,18:05:41,partly-cloudy-day
|
1152 |
+
24/02/25,3.4,1.4,0,19.4,07:19:16,18:07:13,clear-day
|
1153 |
+
25/02/25,3.6,2.6,0,16.2,07:17:25,18:08:45,clear-day
|
1154 |
+
26/02/25,3.8,1.5,0,18.4,07:15:34,18:10:16,clear-day
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1155 |
+
27/02/25,4,2.9,0,19.4,07:13:42,18:11:47,clear-day
|
1156 |
+
28/02/25,4.4,2.1,0,20.2,07:11:50,18:13:18,clear-day
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1157 |
+
01/03/25,4.8,2.1,0,22.3,07:09:56,18:14:48,partly-cloudy-day
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1158 |
+
02/03/25,4.8,4.3,0,19.8,07:08:02,18:16:18,clear-day
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1159 |
+
03/03/25,5.3,3.2,0,20.5,07:06:07,18:17:48,partly-cloudy-day
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1160 |
+
04/03/25,4.6,5.1,0,19.4,07:04:11,18:19:18,clear-day
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1161 |
+
05/03/25,4.4,4,0,17.6,07:02:15,18:20:47,clear-day
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1162 |
+
06/03/25,3.9,2.2,0,18,07:00:18,18:22:16,clear-day
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1163 |
+
07/03/25,4.8,0.9,0,18.4,06:58:21,18:23:45,clear-day
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1164 |
+
08/03/25,5.6,1.8,0,18.7,06:56:23,18:25:14,clear-day
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1165 |
+
09/03/25,7.2,1.3,0,19.4,06:54:25,18:26:42,clear-day
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1166 |
+
10/03/25,7,2.7,0,19.4,06:52:26,18:28:10,clear-day
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1167 |
+
11/03/25,6.6,1.6,0,18.4,06:50:27,18:29:38,clear-day
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1168 |
+
12/03/25,6.8,2.9,0,18.4,06:48:28,18:31:05,clear-day
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1169 |
+
13/03/25,6.6,2,0,17.6,06:46:28,18:32:33,clear-day
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1170 |
+
14/03/25,7.1,1.3,0,18.4,06:44:28,18:34:00,clear-day
|
1171 |
+
15/03/25,7.2,0.6,0,16.6,06:42:27,18:35:27,clear-day
|
1172 |
+
16/03/25,8.3,0.2,0,15.8,06:40:27,18:36:54,clear-day
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1173 |
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17/03/25,8.2,1.6,0,16.6,06:38:26,18:38:20,clear-day
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1174 |
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18/03/25,7.7,1.9,0,18.7,06:36:25,18:39:47,clear-day
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1175 |
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19/03/25,7.2,2.3,0,19.8,06:34:24,18:41:13,clear-day
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1176 |
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20/03/25,7.2,1,0,18.4,06:32:22,18:42:39,clear-day
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1177 |
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21/03/25,7.6,2.9,0,20.5,06:30:21,18:44:05,clear-day
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1178 |
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22/03/25,7.1,2,0,19.8,06:28:19,18:45:31,clear-day
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1179 |
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23/03/25,7.6,2,0,18,06:26:18,18:46:57,clear-day
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1180 |
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24/03/25,7.7,3.1,0,16.6,06:24:17,18:48:22,clear-day
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1181 |
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25/03/25,8,1.9,0,18.7,06:22:15,18:49:48,clear-day
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1182 |
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26/03/25,7.8,1.6,0,16.6,06:20:14,18:51:13,partly-cloudy-day
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1183 |
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27/03/25,7.8,2.8,0,18.4,06:18:12,18:52:38,clear-day
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1184 |
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28/03/25,8.5,3.5,0,16.6,06:16:11,18:54:04,clear-day
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1185 |
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29/03/25,9.5,1.4,0,18,06:14:10,18:55:29,clear-day
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1186 |
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30/03/25,9.7,3.2,0,18,07:12:09,19:56:54,clear-day
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1187 |
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31/03/25,9.9,2,0,16.6,07:10:09,19:58:19,clear-day
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1188 |
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01/04/25,9.7,0.8,0,16.9,07:08:08,19:59:44,clear-day
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1189 |
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02/04/25,10.5,1.7,0,20.2,07:06:08,20:01:09,clear-day
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1190 |
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03/04/25,11.1,1.7,0,17.6,07:04:09,20:02:33,clear-day
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1191 |
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04/04/25,9.7,5.2,0,18,07:02:09,20:03:58,clear-day
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1192 |
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05/04/25,9,4.3,0,16.2,07:00:10,20:05:23,clear-day
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1193 |
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06/04/25,9.2,1.5,0,17.3,06:58:12,20:06:48,clear-day
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1194 |
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07/04/25,9.3,2.3,0,19.4,06:56:13,20:08:13,clear-day
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1195 |
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08/04/25,9,1.7,0,15.5,06:54:16,20:09:37,clear-day
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1196 |
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09/04/25,9.2,4.5,0,15.5,06:52:18,20:11:02,clear-day
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1197 |
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10/04/25,10,6.2,0,15.8,06:50:22,20:12:27,clear-day
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1198 |
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11/04/25,10.3,2.9,0,16.6,06:48:26,20:13:52,partly-cloudy-day
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1199 |
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12/04/25,9.9,2.9,0,16.2,06:46:30,20:15:16,partly-cloudy-day
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1200 |
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13/04/25,9.9,3.5,0,17.3,06:44:35,20:16:41,partly-cloudy-day
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1201 |
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14/04/25,10.5,1.7,0,15.1,06:42:41,20:18:06,clear-day
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1202 |
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15/04/25,10.6,2.5,0,18.4,06:40:47,20:19:30,clear-day
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1203 |
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16/04/25,10.4,3.3,0,18.4,06:38:55,20:20:55,partly-cloudy-day
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1204 |
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17/04/25,10.7,4.6,0,14.8,06:37:03,20:22:19,partly-cloudy-day
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1205 |
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18/04/25,10.6,1.7,0,16.9,06:35:11,20:23:44,partly-cloudy-day
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1206 |
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19/04/25,9.9,2.7,0,15.8,06:33:21,20:25:08,clear-day
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1207 |
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20/04/25,10.7,1.5,0,15.1,06:31:31,20:26:33,clear-day
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1208 |
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21/04/25,12.1,2.6,0,13.3,06:29:43,20:27:57,partly-cloudy-day
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1209 |
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22/04/25,13,1.6,0,14.4,06:27:55,20:29:22,clear-day
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1210 |
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23/04/25,12.8,1.4,0,15.5,06:26:08,20:30:46,clear-day
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1211 |
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24/04/25,13,2.9,0,15.8,06:24:23,20:32:10,clear-day
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1212 |
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25/04/25,13.7,3.3,0,18,06:22:38,20:33:34,clear-day
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1213 |
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26/04/25,13.1,3.3,0,18.4,06:20:54,20:34:58,clear-day
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1214 |
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27/04/25,12.1,4.6,0,16.9,06:19:12,20:36:21,partly-cloudy-day
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1215 |
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28/04/25,12.4,2.7,0,17.3,06:17:31,20:37:45,partly-cloudy-day
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1216 |
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29/04/25,12.8,1.6,0,17.3,06:15:51,20:39:08,clear-day
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1217 |
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30/04/25,12.8,3,0,17.3,06:14:12,20:40:31,clear-day
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1218 |
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01/05/25,12.6,5.7,0,15.8,06:12:34,20:41:54,clear-day
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1219 |
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02/05/25,13.3,5.5,0,15.1,06:10:58,20:43:17,clear-day
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1220 |
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1221 |
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1222 |
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1223 |
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06/05/25,13.5,2.5,0,15.8,06:04:47,20:48:44,clear-day
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1224 |
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07/05/25,13.8,2,0,14.8,06:03:18,20:50:05,clear-day
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1225 |
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08/05/25,14.6,4.2,0,18.4,06:01:51,20:51:25,clear-day
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1226 |
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09/05/25,14.8,7.1,0,16.9,06:00:25,20:52:45,clear-day
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1227 |
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10/05/25,15.4,5,0,14.8,05:59:00,20:54:04,clear-day
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1228 |
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11/05/25,15.7,2.6,0,15.8,05:57:38,20:55:23,clear-day
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1229 |
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12/05/25,14.7,7.2,0,18.4,05:56:17,20:56:41,clear-day
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1230 |
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13/05/25,14.3,5.2,0,15.5,05:54:58,20:57:59,clear-day
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1231 |
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14/05/25,13.9,7.3,0,16.2,05:53:41,20:59:16,clear-day
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1232 |
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15/05/25,12.9,4.5,0,15.1,05:52:25,21:00:32,clear-day
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1233 |
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16/05/25,13.2,4.2,0,14.4,05:51:11,21:01:47,clear-day
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1234 |
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17/05/25,14.3,4.9,0,15.1,05:50:00,21:03:02,clear-day
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1235 |
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18/05/25,14.8,4.4,0,17.3,05:48:50,21:04:15,clear-day
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1236 |
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19/05/25,14.3,3.4,0,15.5,05:47:42,21:05:28,clear-day
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1237 |
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20/05/25,14.9,2.1,0,17.3,05:46:37,21:06:40,clear-day
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1238 |
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21/05/25,15.4,3,0,16.6,05:45:33,21:07:50,clear-day
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1239 |
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22/05/25,15.4,3.9,0,16.2,05:44:31,21:09:00,clear-day
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1240 |
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23/05/25,15.2,5.6,0,14.8,05:43:32,21:10:08,clear-day
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1241 |
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24/05/25,16.5,0.9,0,14.4,05:42:35,21:11:16,clear-day
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1242 |
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25/05/25,17,1.9,0,16.2,05:41:40,21:12:22,clear-day
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1243 |
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26/05/25,17.4,2.1,0,16.2,05:40:47,21:13:26,clear-day
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1244 |
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27/05/25,17,2.3,0,15.1,05:39:57,21:14:30,clear-day
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1245 |
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28/05/25,17,5.5,0,16.6,05:39:08,21:15:32,clear-day
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1246 |
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29/05/25,16.9,4.1,0,16.9,05:38:23,21:16:32,clear-day
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1247 |
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30/05/25,17.1,3.2,0,17.3,05:37:39,21:17:31,clear-day
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1248 |
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31/05/25,16.5,5.9,0,16.9,05:36:58,21:18:28,clear-day
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1249 |
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01/06/25,16.3,7.4,0,13,05:36:19,21:19:24,clear-day
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1250 |
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02/06/25,17.2,2.2,0,15.5,05:35:43,21:20:18,clear-day
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1251 |
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03/06/25,17.3,4.9,0,17.3,05:35:09,21:21:10,clear-day
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1252 |
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04/06/25,17.7,3.4,0,16.6,05:34:38,21:22:00,clear-day
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1253 |
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05/06/25,17.7,2.6,0,15.5,05:34:09,21:22:49,clear-day
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1254 |
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06/06/25,17,4.4,0,16.6,05:33:43,21:23:36,clear-day
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1255 |
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07/06/25,17.5,2.9,0,18.4,05:33:19,21:24:20,clear-day
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1256 |
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08/06/25,17.6,9.6,0,14,05:32:58,21:25:03,clear-day
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1257 |
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09/06/25,18,6.4,0,14.4,05:32:40,21:25:43,clear-day
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1258 |
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10/06/25,18.5,3.7,0,15.1,05:32:24,21:26:22,clear-day
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1259 |
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11/06/25,18.1,6.2,0,17.3,05:32:10,21:26:58,clear-day
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1260 |
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12/06/25,18.2,3.7,0,15.5,05:31:59,21:27:32,clear-day
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1261 |
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13/06/25,18.4,2.5,0,18,05:31:51,21:28:04,clear-day
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1262 |
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14/06/25,18.5,4.2,0,15.5,05:31:45,21:28:34,clear-day
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1263 |
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15/06/25,18.9,6.1,0,15.5,05:31:42,21:29:01,clear-day
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1264 |
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16/06/25,18.8,3.1,0,15.8,05:31:41,21:29:26,clear-day
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1265 |
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17/06/25,19,2.6,0,15.8,05:31:43,21:29:48,clear-day
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1266 |
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18/06/25,19.6,4.7,0,18,05:31:48,21:30:08,clear-day
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1267 |
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19/06/25,19.5,2,0,14.8,05:31:54,21:30:26,clear-day
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1268 |
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20/06/25,19.5,4.8,0,16.2,05:32:04,21:30:41,clear-day
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1269 |
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21/06/25,19.6,4.4,0,15.5,05:32:16,21:30:53,clear-day
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1270 |
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22/06/25,19.3,3.3,0,15.8,05:32:30,21:31:03,clear-day
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1271 |
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23/06/25,19.5,0.3,0,16.6,05:32:47,21:31:11,clear-day
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1272 |
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24/06/25,19.5,2.9,0,15.5,05:33:06,21:31:16,clear-day
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1273 |
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25/06/25,19.6,4.1,0,16.6,05:33:28,21:31:18,clear-day
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1274 |
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26/06/25,19.8,1,0,13,05:33:52,21:31:18,clear-day
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1275 |
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27/06/25,20.5,5,0,16.6,05:34:18,21:31:15,clear-day
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1276 |
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28/06/25,20.2,5.1,0,14,05:34:46,21:31:09,clear-day
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1277 |
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29/06/25,20.2,3.8,0,15.1,05:35:17,21:31:01,clear-day
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1278 |
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30/06/25,20.8,1.8,0,14.4,05:35:50,21:30:50,clear-day
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1279 |
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01/07/25,20.5,3.3,0,14.8,05:36:25,21:30:37,clear-day
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1280 |
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02/07/25,20.3,2.6,0,14.4,05:37:02,21:30:21,clear-day
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1281 |
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03/07/25,20.2,4.7,0,15.8,05:37:41,21:30:02,clear-day
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1282 |
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04/07/25,20.6,4.2,0,15.8,05:38:22,21:29:41,clear-day
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1283 |
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05/07/25,20.6,3.5,0,16.2,05:39:05,21:29:18,clear-day
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1284 |
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06/07/25,20.1,7.9,0,20.9,05:39:50,21:28:51,clear-day
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1285 |
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07/07/25,20,4.3,0,16.6,05:40:37,21:28:22,clear-day
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1286 |
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08/07/25,19.4,5.2,0,16.2,05:41:26,21:27:51,clear-day
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1287 |
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09/07/25,19.3,1.8,0,16.9,05:42:16,21:27:17,clear-day
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1288 |
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10/07/25,19.2,4,0,15.8,05:43:08,21:26:41,clear-day
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1289 |
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11/07/25,19.2,5.2,0,17.3,05:44:02,21:26:02,clear-day
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1290 |
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12/07/25,19.3,2.4,0,15.5,05:44:57,21:25:20,clear-day
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1291 |
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13/07/25,19.3,9.1,0,13.7,05:45:54,21:24:37,clear-day
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1292 |
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14/07/25,19.7,4.5,0,15.5,05:46:52,21:23:50,clear-day
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1293 |
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15/07/25,19.5,7.6,0,15.5,05:47:52,21:23:02,clear-day
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1294 |
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16/07/25,20.3,3.1,0,11.9,05:48:53,21:22:11,clear-day
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1295 |
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17/07/25,20.5,6,0,14,05:49:55,21:21:18,clear-day
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1296 |
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18/07/25,20.9,1.6,0,14.8,05:50:59,21:20:22,clear-day
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1297 |
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19/07/25,21.5,2.7,0,15.5,05:52:04,21:19:25,clear-day
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1298 |
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20/07/25,21.3,2.9,0,16.9,05:53:09,21:18:25,clear-day
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1299 |
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21/07/25,21,4.2,0,14,05:54:16,21:17:23,clear-day
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1300 |
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22/07/25,20.6,5.8,0,13.7,05:55:24,21:16:19,clear-day
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1301 |
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23/07/25,20.3,4.1,0,15.1,05:56:33,21:15:12,clear-day
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1302 |
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24/07/25,20,2.8,0,15.5,05:57:43,21:14:04,clear-day
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1303 |
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25/07/25,20.8,1.3,0,14.4,05:58:54,21:12:54,clear-day
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1304 |
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26/07/25,21.2,2.1,0,13.7,06:00:05,21:11:41,clear-day
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1305 |
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27/07/25,21.8,2.5,0,14.8,06:01:17,21:10:27,clear-day
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1306 |
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28/07/25,20.7,4.1,0,15.5,06:02:30,21:09:11,clear-day
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1307 |
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29/07/25,20.3,9.1,0,15.1,06:03:44,21:07:53,clear-day
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1308 |
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30/07/25,20.5,3.1,0,14.8,06:04:58,21:06:33,clear-day
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1309 |
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31/07/25,20.3,1.7,0,13,06:06:13,21:05:12,clear-day
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1310 |
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01/08/25,20.9,1.8,0,13,06:07:29,21:03:48,clear-day
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1311 |
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02/08/25,21.2,4,0,14.8,06:08:45,21:02:23,clear-day
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1312 |
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03/08/25,21,3.4,0,14.4,06:10:01,21:00:57,clear-day
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1313 |
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04/08/25,20.6,4.6,0,14,06:11:18,20:59:28,clear-day
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1314 |
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05/08/25,20.9,3.5,0,15.1,06:12:35,20:57:59,clear-day
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1315 |
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06/08/25,20.9,5.7,0,14.4,06:13:53,20:56:27,clear-day
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1316 |
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07/08/25,20.5,7.3,0,15.1,06:15:11,20:54:54,clear-day
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1317 |
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08/08/25,20,7.8,0,16.2,06:16:29,20:53:20,clear-day
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1318 |
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09/08/25,19.7,6.2,0,14.4,06:17:48,20:51:44,clear-day
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1319 |
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10/08/25,19,8,0,15.1,06:19:06,20:50:07,clear-day
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1320 |
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11/08/25,18.6,3.9,0,13,06:20:25,20:48:29,clear-day
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1321 |
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12/08/25,19.3,5.4,0,15.1,06:21:44,20:46:49,clear-day
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1322 |
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13/08/25,19.6,3.5,0,16.6,06:23:04,20:45:08,clear-day
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1323 |
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14/08/25,19.1,2.2,0,13.3,06:24:23,20:43:26,clear-day
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1324 |
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15/08/25,19.7,5.3,0,14.4,06:25:43,20:41:43,clear-day
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1325 |
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16/08/25,19.4,4,0,14.8,06:27:03,20:39:58,clear-day
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1326 |
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17/08/25,19.7,5.3,0,14.4,06:28:23,20:38:12,clear-day
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1327 |
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18/08/25,20.6,2.5,0,13.3,06:29:42,20:36:26,clear-day
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1328 |
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19/08/25,20.4,5.6,0,16.9,06:31:02,20:34:38,clear-day
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1329 |
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20/08/25,19.4,3.8,0,13.7,06:32:23,20:32:49,clear-day
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1330 |
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21/08/25,19.1,2.7,0,13,06:33:43,20:31:00,clear-day
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1331 |
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22/08/25,19.2,2.8,0,13,06:35:03,20:29:09,clear-day
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1332 |
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23/08/25,19.7,1.3,0,13.3,06:36:23,20:27:18,clear-day
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1333 |
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24/08/25,19.6,6.3,0,13.7,06:37:43,20:25:25,clear-day
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1334 |
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25/08/25,19.5,1.5,0,13.7,06:39:03,20:23:32,clear-day
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1335 |
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26/08/25,19.7,2.2,0,13,06:40:23,20:21:38,clear-day
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1336 |
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27/08/25,20,3.3,0,15.1,06:41:43,20:19:43,clear-day
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1337 |
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28/08/25,19.4,3,0,14,06:43:04,20:17:48,clear-day
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1338 |
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29/08/25,18.5,4.3,0,13.7,06:44:24,20:15:52,clear-day
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1339 |
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30/08/25,18.2,4.1,0,13.7,06:45:44,20:13:55,clear-day
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1340 |
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31/08/25,17.6,7.9,0,13.7,06:47:04,20:11:58,clear-day
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1341 |
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01/09/25,17.2,3.2,0,14,06:48:24,20:10:00,clear-day
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1342 |
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02/09/25,17.1,1.2,0,11.2,06:49:44,20:08:01,clear-day
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1343 |
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03/09/25,17.5,2.2,0,14.4,06:51:04,20:06:02,clear-day
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1344 |
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04/09/25,17.5,4.4,0,13,06:52:24,20:04:03,clear-day
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1345 |
+
05/09/25,17.1,1.8,0,13,06:53:44,20:02:03,clear-day
|
1346 |
+
06/09/25,16.8,1,0,12.2,06:55:04,20:00:03,clear-day
|
1347 |
+
07/09/25,17.3,1.8,0,14.8,06:56:25,19:58:02,clear-day
|
1348 |
+
08/09/25,17.1,5.3,0,14.8,06:57:45,19:56:01,clear-day
|
1349 |
+
09/09/25,16.9,1.4,0,13,06:59:05,19:53:59,clear-day
|
1350 |
+
10/09/25,17.3,1.6,0,13.3,07:00:25,19:51:57,clear-day
|
1351 |
+
11/09/25,16.9,5.6,0,14,07:01:45,19:49:55,clear-day
|
1352 |
+
12/09/25,16.7,4.1,0,14.8,07:03:05,19:47:53,clear-day
|
1353 |
+
13/09/25,16.6,3.4,0,13,07:04:25,19:45:50,clear-day
|
1354 |
+
14/09/25,16.1,5,0,14,07:05:46,19:43:48,clear-day
|
1355 |
+
15/09/25,15.7,0.6,0,13.3,07:07:06,19:41:45,clear-day
|
1356 |
+
16/09/25,15.3,1.9,0,14.4,07:08:26,19:39:42,clear-day
|
1357 |
+
17/09/25,14.6,5.5,0,13.3,07:09:47,19:37:39,clear-day
|
1358 |
+
18/09/25,14.7,5.8,0,13,07:11:07,19:35:36,clear-day
|
1359 |
+
19/09/25,14.6,2.9,0,13.3,07:12:28,19:33:32,clear-day
|
1360 |
+
20/09/25,15,2.4,0,12.2,07:13:49,19:31:29,clear-day
|
1361 |
+
21/09/25,14.8,2.3,0,13.7,07:15:09,19:29:26,clear-day
|
1362 |
+
22/09/25,14.8,2.5,0,12.2,07:16:30,19:27:23,clear-day
|
1363 |
+
23/09/25,14.7,3.3,0,14.8,07:17:52,19:25:20,clear-day
|
1364 |
+
24/09/25,14.1,4.9,0,12.2,07:19:13,19:23:17,clear-day
|
1365 |
+
25/09/25,13.8,5.2,0,12.2,07:20:34,19:21:14,clear-day
|
1366 |
+
26/09/25,13.9,2.6,0,10.4,07:21:56,19:19:11,clear-day
|
1367 |
+
27/09/25,14.2,1.7,0,11.2,07:23:18,19:17:09,clear-day
|
1368 |
+
28/09/25,14.5,1.2,0,13,07:24:40,19:15:06,clear-day
|
1369 |
+
29/09/25,14.5,1.2,0,13.3,07:26:02,19:13:04,clear-day
|
1370 |
+
30/09/25,14.3,2.1,0,11.9,07:27:24,19:11:03,clear-day
|
1371 |
+
01/10/25,14.2,5.9,0,13.7,07:28:47,19:09:01,clear-day
|
1372 |
+
02/10/25,14.2,1.3,0,13.7,07:30:10,19:07:00,clear-day
|
1373 |
+
03/10/25,13.8,4.5,0,13.7,07:31:33,19:05:00,clear-day
|
1374 |
+
04/10/25,13.3,4.8,0,15.1,07:32:56,19:02:59,clear-day
|
1375 |
+
05/10/25,13.3,3.3,0,14,07:34:20,19:01:00,clear-day
|
1376 |
+
06/10/25,13.5,4.2,0,13.7,07:35:44,18:59:00,clear-day
|
1377 |
+
07/10/25,12.6,4.8,0,14.8,07:37:08,18:57:02,clear-day
|
1378 |
+
08/10/25,12.2,3,0,13,07:38:32,18:55:03,clear-day
|
1379 |
+
09/10/25,12.6,4.5,0,13.7,07:39:57,18:53:06,clear-day
|
1380 |
+
10/10/25,12.4,5.8,0,13,07:41:22,18:51:09,clear-day
|
1381 |
+
11/10/25,12,0.6,0,11.5,07:42:47,18:49:12,clear-day
|
1382 |
+
12/10/25,12,1,0,13.3,07:44:13,18:47:17,clear-day
|
1383 |
+
13/10/25,12,1.3,0,12.2,07:45:38,18:45:22,clear-day
|
1384 |
+
14/10/25,11.7,1.4,0,12.6,07:47:05,18:43:28,clear-day
|
1385 |
+
15/10/25,11,3,0,13,07:48:31,18:41:34,clear-day
|
1386 |
+
16/10/25,10.9,4.2,0,13.3,07:49:58,18:39:42,clear-day
|
1387 |
+
17/10/25,10.8,3.8,0,13.3,07:51:25,18:37:50,clear-day
|
1388 |
+
18/10/25,10.1,1.1,0,13,07:52:52,18:35:59,clear-day
|
1389 |
+
19/10/25,10.1,4.4,0,13.3,07:54:20,18:34:09,clear-day
|
1390 |
+
20/10/25,10.7,2.2,0,14.4,07:55:48,18:32:21,clear-day
|
1391 |
+
21/10/25,10.8,4.1,0,14.4,07:57:16,18:30:33,clear-day
|
1392 |
+
22/10/25,10.1,3.4,0,14.4,07:58:45,18:28:46,clear-day
|
1393 |
+
23/10/25,10.3,4.4,0,14.4,08:00:14,18:27:01,clear-day
|
1394 |
+
24/10/25,10.5,2.2,0,14.8,08:01:43,18:25:16,clear-day
|
1395 |
+
25/10/25,10.9,4.9,0,14.8,08:03:12,18:23:33,clear-day
|
1396 |
+
26/10/25,11,4.9,0,14.4,07:04:42,17:21:51,clear-day
|
1397 |
+
27/10/25,9.8,4.1,0,14.4,07:06:12,17:20:10,clear-day
|
1398 |
+
28/10/25,9.4,2.9,0,13.7,07:07:42,17:18:30,clear-day
|
1399 |
+
29/10/25,9.5,4.1,0,12.6,07:09:12,17:16:52,clear-day
|
1400 |
+
30/10/25,9.5,2.1,0,15.1,07:10:43,17:15:16,clear-day
|
1401 |
+
31/10/25,8.7,1.5,0,15.5,07:12:13,17:13:40,clear-day
|
1402 |
+
01/11/25,9.2,1.6,0,13.3,07:13:44,17:12:07,clear-day
|
1403 |
+
02/11/25,9.6,3.3,0,15.5,07:15:15,17:10:34,clear-day
|
1404 |
+
03/11/25,9.5,3.7,0,15.8,07:16:46,17:09:04,clear-day
|
1405 |
+
04/11/25,9.4,2.7,0,14,07:18:17,17:07:35,clear-day
|
1406 |
+
05/11/25,8.6,5.3,0,13.3,07:19:48,17:06:07,clear-day
|
1407 |
+
06/11/25,7.7,1.6,0,15.5,07:21:19,17:04:42,clear-day
|
1408 |
+
07/11/25,8,2.7,0,15.8,07:22:50,17:03:18,clear-day
|
1409 |
+
08/11/25,7.3,1.9,0,16.2,07:24:21,17:01:55,clear-day
|
1410 |
+
09/11/25,7.2,2.3,0,16.9,07:25:52,17:00:35,clear-day
|
1411 |
+
10/11/25,6.9,4.3,0,15.1,07:27:23,16:59:17,clear-day
|
1412 |
+
11/11/25,6.6,3.5,0,17.3,07:28:53,16:58:00,clear-day
|
1413 |
+
12/11/25,6.6,2.9,0,15.8,07:30:23,16:56:46,clear-day
|
1414 |
+
13/11/25,6.9,2.3,0,14.8,07:31:53,16:55:33,clear-day
|
1415 |
+
14/11/25,6,3.1,0,14.4,07:33:23,16:54:23,clear-day
|
1416 |
+
15/11/25,5.4,3.5,0,13.3,07:34:52,16:53:15,clear-day
|
1417 |
+
16/11/25,5.4,3.6,0,13.3,07:36:21,16:52:09,clear-day
|
1418 |
+
17/11/25,5.6,1.9,0,15.5,07:37:49,16:51:05,clear-day
|
1419 |
+
18/11/25,5.7,1.6,0,16.2,07:39:16,16:50:03,clear-day
|
1420 |
+
19/11/25,5,2.1,0,16.2,07:40:43,16:49:04,clear-day
|
1421 |
+
20/11/25,4.8,1.9,0,15.5,07:42:10,16:48:07,clear-day
|
1422 |
+
21/11/25,4.6,1.4,0,15.5,07:43:35,16:47:12,clear-day
|
1423 |
+
22/11/25,5,1.7,0,17.3,07:45:00,16:46:20,clear-day
|
1424 |
+
23/11/25,5.3,3.5,0,17.3,07:46:24,16:45:30,clear-day
|
1425 |
+
24/11/25,5.6,3.5,0,14,07:47:47,16:44:43,clear-day
|
1426 |
+
25/11/25,5.1,2.2,0,14.8,07:49:09,16:43:58,clear-day
|
1427 |
+
26/11/25,5.1,3.1,0,14.8,07:50:30,16:43:16,clear-day
|
1428 |
+
27/11/25,4.3,3.3,0,16.9,07:51:50,16:42:36,clear-day
|
1429 |
+
28/11/25,4.2,4.2,0,18,07:53:08,16:41:59,clear-day
|
1430 |
+
29/11/25,4,3.8,0,16.6,07:54:26,16:41:25,clear-day
|
1431 |
+
30/11/25,4.2,4.5,0,14,07:55:41,16:40:54,clear-day
|
1432 |
+
01/12/25,3.9,1.7,0,14.8,07:56:56,16:40:25,clear-day
|
1433 |
+
02/12/25,4.2,2.4,0,16.2,07:58:09,16:39:59,clear-day
|
1434 |
+
03/12/25,4.1,2.6,0,18,07:59:20,16:39:36,clear-day
|
1435 |
+
04/12/25,5.1,2.8,0,19.8,08:00:30,16:39:15,clear-day
|
1436 |
+
05/12/25,4.7,2.8,0,16.9,08:01:38,16:38:58,clear-day
|
1437 |
+
06/12/25,4.3,5.4,0,18,08:02:44,16:38:43,clear-day
|
1438 |
+
07/12/25,4.4,3,0,18,08:03:49,16:38:31,clear-day
|
1439 |
+
08/12/25,4.2,4.8,0,19.8,08:04:51,16:38:22,clear-day
|
1440 |
+
09/12/25,3.4,4.2,0,16.9,08:05:52,16:38:16,clear-day
|
1441 |
+
10/12/25,2.7,3.6,0,18.4,08:06:50,16:38:13,clear-day
|
1442 |
+
11/12/25,2.6,2.6,0,14.8,08:07:46,16:38:13,clear-day
|
1443 |
+
12/12/25,2.7,1,0,15.8,08:08:40,16:38:15,clear-day
|
1444 |
+
13/12/25,2.4,0.7,0,20.9,08:09:32,16:38:21,clear-day
|
1445 |
+
14/12/25,2.5,2.9,0,21.2,08:10:22,16:38:29,clear-day
|
1446 |
+
15/12/25,2,2.4,0,21.6,08:11:09,16:38:41,clear-day
|
1447 |
+
16/12/25,2.5,3.2,0,21.2,08:11:54,16:38:55,clear-day
|
1448 |
+
17/12/25,2.6,3,0,16.9,08:12:36,16:39:12,clear-day
|
1449 |
+
18/12/25,1.9,2.2,0,15.5,08:13:16,16:39:32,clear-day
|
1450 |
+
19/12/25,2.4,4,0,17.3,08:13:53,16:39:55,clear-day
|
1451 |
+
20/12/25,2,2.1,0,17.3,08:14:27,16:40:21,clear-day
|
1452 |
+
21/12/25,3,3,0,16.9,08:14:59,16:40:49,clear-day
|
1453 |
+
22/12/25,3.8,4.2,0,18.7,08:15:29,16:41:20,clear-day
|
1454 |
+
23/12/25,4,1.5,0,16.2,08:15:55,16:41:54,clear-day
|
1455 |
+
24/12/25,3.5,2.6,0,16.9,08:16:19,16:42:31,clear-day
|
1456 |
+
25/12/25,3.8,3.9,0,18.4,08:16:40,16:43:10,clear-day
|
1457 |
+
26/12/25,2.6,3.4,0,20.5,08:16:58,16:43:52,clear-day
|
1458 |
+
27/12/25,2.2,2.2,0,19.4,08:17:14,16:44:36,clear-day
|
1459 |
+
28/12/25,1.9,2,0,22.3,08:17:26,16:45:23,clear-day
|
1460 |
+
29/12/25,1.5,2.4,0,19.1,08:17:36,16:46:13,clear-day
|
1461 |
+
30/12/25,2.3,2.4,0,19.1,08:17:43,16:47:04,clear-day
|
1462 |
+
31/12/25,3.1,3.9,0,15.8,08:17:47,16:47:59,clear-day
|
train.py
ADDED
@@ -0,0 +1,137 @@
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|
|
1 |
+
import torch
|
2 |
+
import torch.nn as nn
|
3 |
+
import torch.optim as optim
|
4 |
+
import pandas as pd
|
5 |
+
import numpy as np
|
6 |
+
from sklearn.preprocessing import MinMaxScaler
|
7 |
+
from datetime import datetime
|
8 |
+
|
9 |
+
|
10 |
+
class WeatherPredictor:
|
11 |
+
def __init__(self, data_path):
|
12 |
+
# Load and preprocess data
|
13 |
+
self.df = pd.read_csv(data_path, parse_dates=['datetime'],
|
14 |
+
date_parser=lambda x: datetime.strptime(x, '%d/%m/%y'))
|
15 |
+
self.df['day'] = self.df['datetime'].dt.day
|
16 |
+
self.df['month'] = self.df['datetime'].dt.month
|
17 |
+
self.df['year'] = self.df['datetime'].dt.year
|
18 |
+
self.df['day_sin'] = np.sin(2 * np.pi * self.df['day'] / 31)
|
19 |
+
self.df['day_cos'] = np.cos(2 * np.pi * self.df['day'] / 31)
|
20 |
+
self.df['month_sin'] = np.sin(2 * np.pi * self.df['month'] / 12)
|
21 |
+
self.df['month_cos'] = np.cos(2 * np.pi * self.df['month'] / 12)
|
22 |
+
self.df['year'] = self.df['datetime'].dt.year
|
23 |
+
|
24 |
+
features = ['day_sin', 'day_cos', 'month_sin', 'month_cos', 'year']
|
25 |
+
target_columns = ['temp', 'precip', 'snow', 'windspeed']
|
26 |
+
|
27 |
+
# Scale features and targets
|
28 |
+
self.feature_scaler = MinMaxScaler()
|
29 |
+
self.target_scaler = MinMaxScaler()
|
30 |
+
|
31 |
+
X = self.feature_scaler.fit_transform(self.df[features])
|
32 |
+
Y = self.target_scaler.fit_transform(self.df[target_columns])
|
33 |
+
|
34 |
+
self.X_tensor = torch.FloatTensor(X)
|
35 |
+
self.Y_tensor = torch.FloatTensor(Y)
|
36 |
+
|
37 |
+
# Single model for all targets
|
38 |
+
input_dim = len(features)
|
39 |
+
self.model = nn.Sequential(
|
40 |
+
nn.Linear(input_dim, 16),
|
41 |
+
nn.ReLU(),
|
42 |
+
nn.Linear(16, 8),
|
43 |
+
nn.ReLU(),
|
44 |
+
nn.Linear(8, 4)
|
45 |
+
)
|
46 |
+
|
47 |
+
def train(self, epochs=1000):
|
48 |
+
# Define loss function and optimizer
|
49 |
+
criterion = nn.MSELoss()
|
50 |
+
optimizer = optim.Adam(self.model.parameters(), lr=0.01)
|
51 |
+
|
52 |
+
for epoch in range(epochs):
|
53 |
+
# Forward pass
|
54 |
+
outputs = self.model(self.X_tensor) # Multi-output predictions
|
55 |
+
loss = criterion(outputs, self.Y_tensor)
|
56 |
+
|
57 |
+
# Backward pass and optimize
|
58 |
+
optimizer.zero_grad()
|
59 |
+
loss.backward()
|
60 |
+
optimizer.step()
|
61 |
+
|
62 |
+
if epoch % 100 == 0:
|
63 |
+
print(f'Epoch [{epoch}/{epochs}], Loss: {loss.item():.4f}')
|
64 |
+
|
65 |
+
# Save the model after training
|
66 |
+
self.save_model('weather_predictor.pth')
|
67 |
+
|
68 |
+
def predict(self, input_date):
|
69 |
+
# Convert input date to features
|
70 |
+
date = datetime.strptime(input_date, '%d/%m/%y')
|
71 |
+
features = [
|
72 |
+
np.sin(2 * np.pi * date.day / 31),
|
73 |
+
np.cos(2 * np.pi * date.day / 31),
|
74 |
+
np.sin(2 * np.pi * date.month / 12),
|
75 |
+
np.cos(2 * np.pi * date.month / 12),
|
76 |
+
date.year
|
77 |
+
]
|
78 |
+
|
79 |
+
# Transform features to match training scale
|
80 |
+
scaled_features = self.feature_scaler.transform([features])
|
81 |
+
input_tensor = torch.FloatTensor(scaled_features)
|
82 |
+
|
83 |
+
# Predict outputs
|
84 |
+
with torch.no_grad():
|
85 |
+
scaled_predictions = self.model(input_tensor).numpy() # Outputs: [temp, precip, snow, windspeed]
|
86 |
+
predictions = self.target_scaler.inverse_transform(scaled_predictions.reshape(1, -1)).flatten()
|
87 |
+
|
88 |
+
# Map predictions to target columns
|
89 |
+
target_columns = ['temp', 'precip', 'snow', 'windspeed']
|
90 |
+
return dict(zip(target_columns, predictions))
|
91 |
+
|
92 |
+
|
93 |
+
def predict(self, input_date):
|
94 |
+
# Convert input date to features
|
95 |
+
date = datetime.strptime(input_date, '%d/%m/%y')
|
96 |
+
features = [
|
97 |
+
np.sin(2 * np.pi * date.day / 31),
|
98 |
+
np.cos(2 * np.pi * date.day / 31),
|
99 |
+
np.sin(2 * np.pi * date.month / 12),
|
100 |
+
np.cos(2 * np.pi * date.month / 12),
|
101 |
+
date.year
|
102 |
+
]
|
103 |
+
|
104 |
+
# Transform features to match training scale
|
105 |
+
scaled_features = self.feature_scaler.transform([features])
|
106 |
+
input_tensor = torch.FloatTensor(scaled_features)
|
107 |
+
|
108 |
+
# Load the model before making predictions
|
109 |
+
self.load_model('weather_predictor.pth')
|
110 |
+
|
111 |
+
# Predict outputs
|
112 |
+
with torch.no_grad():
|
113 |
+
scaled_predictions = self.model(input_tensor).numpy() # Outputs: [temp, precip, snow, windspeed]
|
114 |
+
predictions = self.target_scaler.inverse_transform(scaled_predictions.reshape(1, -1)).flatten()
|
115 |
+
|
116 |
+
# Map predictions to target columns
|
117 |
+
target_columns = ['temp', 'precip', 'snow', 'windspeed']
|
118 |
+
return dict(zip(target_columns, predictions))
|
119 |
+
|
120 |
+
def save_model(self, file_path):
|
121 |
+
torch.save(self.model.state_dict(), file_path)
|
122 |
+
|
123 |
+
def load_model(self, file_path):
|
124 |
+
self.model.load_state_dict(torch.load(file_path))
|
125 |
+
self.model.eval()
|
126 |
+
|
127 |
+
def main():
|
128 |
+
predictor = WeatherPredictor('basel-weather.csv')
|
129 |
+
predictor.train()
|
130 |
+
|
131 |
+
# Predict for a specific date
|
132 |
+
result = predictor.predict('01/02/23')
|
133 |
+
print("Predictions:", result)
|
134 |
+
|
135 |
+
|
136 |
+
if __name__ == '__main__':
|
137 |
+
main()
|
weather_predictor.pth
CHANGED
Binary files a/weather_predictor.pth and b/weather_predictor.pth differ
|
|