├── 978-1-4842-0959 ├── ch05_07b.csv ├── ch05_05.csv ├── ch05_05.txt ├── ch05_04.csv ├── ch05_04.txt ├── ch05_07.csv ├── ch05_02.csv ├── ch05_01.csv ├── ch05_08.csv ├── ch05_03.csv ├── ch05_09.csv ├── ch05_06.txt ├── milano_270615.csv ├── ravenna_270615.csv ├── asti_270615.csv ├── faenza_270615.csv ├── torino_270615.csv ├── mantova_270615.csv ├── bologna_270615.csv ├── cesena_270615.csv ├── piacenza_270615.csv ├── ferrara_270615.csv ├── torino_150715.csv ├── asti_150715.csv ├── asti_250715.csv ├── torino_250715.csv ├── milano_150715.csv ├── faenza_150715.csv ├── milano_250715.csv ├── bologna_250715.csv ├── cesena_250715.csv ├── mantova_150715.csv ├── cesena_150715.csv ├── faenza_250715.csv ├── mantova_250715.csv ├── piacenza_150715.csv ├── ravenna_250715.csv ├── piacenza_250715.csv ├── ravenna_150715.csv ├── bologna_150715.csv ├── ferrara_250715.csv ├── ferrara_150715.csv └── Chapter 11- Handwritten digits.ipynb ├── LICENSE.txt ├── 9781484209592.jpg ├── README.md └── contributing.md /978-1-4842-0959/ch05_07b.csv: -------------------------------------------------------------------------------- 1 | 1,2,3 2 | 5,6,7 3 | 9,10,11 4 | 13,14,15 5 | -------------------------------------------------------------------------------- /978-1-4842-0959/ch05_05.csv: -------------------------------------------------------------------------------- 1 | 000END123AAA122 2 | 001END124BBB321 3 | 002END125CCC333 -------------------------------------------------------------------------------- /978-1-4842-0959/ch05_05.txt: -------------------------------------------------------------------------------- 1 | 000END123AAA122 2 | 001END124BBB321 3 | 002END125CCC333 -------------------------------------------------------------------------------- /LICENSE.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Apress/python-data-analytics/HEAD/LICENSE.txt -------------------------------------------------------------------------------- /978-1-4842-0959/ch05_04.csv: -------------------------------------------------------------------------------- 1 | white red blue green 2 | 1 5 2 3 3 | 2 7 8 5 4 | 3 3 6 7 -------------------------------------------------------------------------------- /978-1-4842-0959/ch05_04.txt: -------------------------------------------------------------------------------- 1 | white red blue green 2 | 1 5 2 3 3 | 2 7 8 5 4 | 3 3 6 7 -------------------------------------------------------------------------------- /9781484209592.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Apress/python-data-analytics/HEAD/9781484209592.jpg -------------------------------------------------------------------------------- /978-1-4842-0959/ch05_07.csv: -------------------------------------------------------------------------------- 1 | ball,pen,pencil,paper 2 | 0,1,2,3 3 | 4,5,6,7 4 | 8,9,10,11 5 | 12,13,14,15 6 | -------------------------------------------------------------------------------- /978-1-4842-0959/ch05_02.csv: -------------------------------------------------------------------------------- 1 | 1,5,2,3,cat 2 | 2,7,8,5,dog 3 | 3,3,6,7,horse 4 | 2,2,8,3,duck 5 | 4,4,2,1,mouse 6 | -------------------------------------------------------------------------------- /978-1-4842-0959/ch05_01.csv: -------------------------------------------------------------------------------- 1 | white,red,blue,green,animal 2 | 1,5,2,3,cat 3 | 2,7,8,5,dog 4 | 3,3,6,7,horse 5 | 2,2,8,3,duck 6 | 4,4,2,1,mouse 7 | -------------------------------------------------------------------------------- /978-1-4842-0959/ch05_08.csv: -------------------------------------------------------------------------------- 1 | ,ball,mug,paper,pen,pencil 2 | blue,6.0,,,6.0, 3 | green,,,,, 4 | red,,,,, 5 | white,20.0,,,20.0, 6 | yellow,19.0,,,19.0, 7 | -------------------------------------------------------------------------------- /978-1-4842-0959/ch05_03.csv: -------------------------------------------------------------------------------- 1 | color,status,item1,item2,item3 2 | black,up,3,4,6 3 | black,down,2,6,7 4 | white,up,5,5,5 5 | white,down,3,3,2 6 | white,left,1,2,1 7 | red,up,2,2,2 8 | red,down,1,1,4 9 | -------------------------------------------------------------------------------- /978-1-4842-0959/ch05_09.csv: -------------------------------------------------------------------------------- 1 | ,ball,mug,paper,pen,pencil 2 | blue,6.0,NaN,NaN,6.0,NaN 3 | green,NaN,NaN,NaN,NaN,NaN 4 | red,NaN,NaN,NaN,NaN,NaN 5 | white,20.0,NaN,NaN,20.0,NaN 6 | yellow,19.0,NaN,NaN,19.0,NaN 7 | -------------------------------------------------------------------------------- /978-1-4842-0959/ch05_06.txt: -------------------------------------------------------------------------------- 1 | ########### LOG FILE ############ 2 | This file has been generated by automatic system 3 | white,red,blue,green,animal 4 | 12-Feb-2015: Counting of animals inside the house 5 | 1,5,2,3,cat 6 | 2,7,8,5,dog 7 | 13-Feb-2015: Counting of animals outside the house 8 | 3,3,6,7,horse 9 | 2,2,8,3,duck 10 | 4,4,2,1,mouse 11 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Apress Source Code 2 | 3 | This repository accompanies [*Python Data Analytics*](http://www.apress.com/9781484209592) by Fabio Nelli (Apress, 2015). 4 | 5 | ![Cover image](9781484209592.jpg) 6 | 7 | Download the files as a zip using the green button, or clone the repository to your machine using Git. 8 | 9 | ## Releases 10 | 11 | Release v1.0 corresponds to the code in the published book, without corrections or updates. 12 | 13 | ## Contributions 14 | 15 | See the file Contributing.md for more information on how you can contribute to this repository. 16 | -------------------------------------------------------------------------------- /contributing.md: -------------------------------------------------------------------------------- 1 | # Contributing to Apress Source Code 2 | 3 | Copyright for Apress source code belongs to the author(s). However, under fair use you are encouraged to fork and contribute minor corrections and updates for the benefit of the author(s) and other readers. 4 | 5 | ## How to Contribute 6 | 7 | 1. Make sure you have a GitHub account. 8 | 2. Fork the repository for the relevant book. 9 | 3. Create a new branch on which to make your change, e.g. 10 | `git checkout -b my_code_contribution` 11 | 4. Commit your change. Include a commit message describing the correction. Please note that if your commit message is not clear, the correction will not be accepted. 12 | 5. Submit a pull request. 13 | 14 | Thank you for your contribution! -------------------------------------------------------------------------------- /978-1-4842-0959/milano_270615.csv: -------------------------------------------------------------------------------- 1 | ,temp,humidity,pressure,description,dt,wind_speed,wind_deg,city,day,dist 2 | 0,24.689999999999998,60,1017,Sky is Clear,1435390925,2.6,140,Milano,2015-06-27 09:42:05,250 3 | 1,25.340000000000032,57,1017,Sky is Clear,1435394243,2.1,160,Milano,2015-06-27 10:37:23,250 4 | 2,27.700000000000045,51,1017,Sky is Clear,1435399015,1.5,210,Milano,2015-06-27 11:56:55,250 5 | 3,28.360000000000014,42,1017,Sky is Clear,1435402416,2.1,220,Milano,2015-06-27 12:53:36,250 6 | 4,29.450000000000045,42,1016,few clouds,1435406054,2.6,210,Milano,2015-06-27 13:54:14,250 7 | 5,30.27000000000004,39,1015,few clouds,1435409700,2.1,230,Milano,2015-06-27 14:55:00,250 8 | 6,30.510000000000048,42,1014,Sky is Clear,1435416893,2.6,250,Milano,2015-06-27 16:54:53,250 9 | 7,30.600000000000023,40,1014,Sky is Clear,1435420537,3.1,220,Milano,2015-06-27 17:55:37,250 10 | 8,30.180000000000007,35,1013,Sky is Clear,1435424291,2.6,270,Milano,2015-06-27 18:58:11,250 11 | 9,28.950000000000045,35,1013,heavy intensity rain,1435427929,1.5,310,Milano,2015-06-27 19:58:49,250 12 | 10,23.879999999999995,60,1015,Sky is Clear,1435438353,2.1,200,Milano,2015-06-27 22:52:33,250 13 | 11,22.99000000000001,57,1015,Sky is Clear,1435442236,2.1,210,Milano,2015-06-27 23:57:16,250 14 | 12,21.950000000000045,56,1016,few clouds,1435445858,4.6,120,Milano,2015-06-28 00:57:38,250 15 | 13,20.27000000000004,68,1017,Sky is Clear,1435453226,2.6,90,Milano,2015-06-28 03:00:26,250 16 | 14,19.620000000000005,72,1017,Sky is Clear,1435456482,2.6,50,Milano,2015-06-28 03:54:42,250 17 | 15,18.680000000000007,72,1017,Sky is Clear,1435460036,2.6,40,Milano,2015-06-28 04:53:56,250 18 | 16,18.28000000000003,72,1017,Sky is Clear,1435463874,2.6,40,Milano,2015-06-28 05:57:54,250 19 | 17,18.860000000000014,77,1017,Sky is Clear,1435467177,0.5,0,Milano,2015-06-28 06:52:57,250 20 | -------------------------------------------------------------------------------- /978-1-4842-0959/ravenna_270615.csv: -------------------------------------------------------------------------------- 1 | ,temp,humidity,pressure,description,dt,wind_speed,wind_deg,city,day,dist 2 | 0,24.860000000000014,61,1017,very heavy rain,1435390925,2.01,159.5,Ravenna,2015-06-27 09:42:05,8 3 | 1,25.710000000000036,73,1017,very heavy rain,1435394244,2.1,100,Ravenna,2015-06-27 10:37:24,8 4 | 2,26.410000000000025,61,1017,very heavy rain,1435399021,4.6,80,Ravenna,2015-06-27 11:57:01,8 5 | 3,28.29000000000002,54,1016,very heavy rain,1435402423,4.6,90,Ravenna,2015-06-27 12:53:43,8 6 | 4,28.470000000000027,54,1016,very heavy rain,1435406060,6.2,80,Ravenna,2015-06-27 13:54:20,8 7 | 5,27.730000000000018,61,1015,very heavy rain,1435409706,6.7,80,Ravenna,2015-06-27 14:55:06,8 8 | 6,27.370000000000005,57,1014,very heavy rain,1435416900,6.7,90,Ravenna,2015-06-27 16:55:00,8 9 | 7,27.350000000000023,57,1014,very heavy rain,1435420543,5.7,90,Ravenna,2015-06-27 17:55:43,8 10 | 8,27.129999999999995,61,1013,very heavy rain,1435424297,4.6,90,Ravenna,2015-06-27 18:58:17,8 11 | 9,26.03000000000003,60,1014,very heavy rain,1435427938,2.06,97,Ravenna,2015-06-27 19:58:58,8 12 | 10,23.390000000000043,79,1016,very heavy rain,1435438359,2.06,89,Ravenna,2015-06-27 22:52:39,8 13 | 11,22.82000000000005,80,1016,very heavy rain,1435442245,2.86,88.0147,Ravenna,2015-06-27 23:57:25,8 14 | 12,21.590000000000032,81,1016,very heavy rain,1435445866,2.01,107.004,Ravenna,2015-06-28 00:57:46,8 15 | 13,19.810000000000002,81,1016,very heavy rain,1435453234,2.01,107.004,Ravenna,2015-06-28 03:00:34,8 16 | 14,19.200000000000045,82,1016,very heavy rain,1435456489,1.06,132.503,Ravenna,2015-06-28 03:54:49,8 17 | 15,18.680000000000007,88,1015,very heavy rain,1435460044,1.06,132.503,Ravenna,2015-06-28 04:54:04,8 18 | 16,18.220000000000027,85,1016,very heavy rain,1435463895,1.06,132.503,Ravenna,2015-06-28 05:58:15,8 19 | 17,19.200000000000045,87,1016,very heavy rain,1435467179,1.54,251,Ravenna,2015-06-28 06:52:59,8 20 | -------------------------------------------------------------------------------- /978-1-4842-0959/asti_270615.csv: -------------------------------------------------------------------------------- 1 | ,temp,humidity,pressure,description,dt,wind_speed,wind_deg,city,day,dist 2 | 0,22.680000000000007,60,1018,Sky is Clear,1435390925,2.1,80,Asti,2015-06-27 09:42:05,315 3 | 1,24.05000000000001,60,1018,Sky is Clear,1435394243,2.6,50,Asti,2015-06-27 10:37:23,315 4 | 2,26.560000000000002,57,1018,Sky is Clear,1435399017,2.1,100,Asti,2015-06-27 11:56:57,315 5 | 3,27.200000000000045,57,1017,Sky is Clear,1435402420,2.1,70,Asti,2015-06-27 12:53:40,315 6 | 4,28.560000000000002,29,1017,Sky is Clear,1435406056,2.06,154.505,Asti,2015-06-27 13:54:16,315 7 | 5,29.53000000000003,45,1016,Sky is Clear,1435409702,1.5,50,Asti,2015-06-27 14:55:02,315 8 | 6,30.510000000000048,48,1015,Sky is Clear,1435416896,1,0,Asti,2015-06-27 16:54:56,315 9 | 7,31.439999999999998,45,1015,Sky is Clear,1435420540,1.5,140,Asti,2015-06-27 17:55:40,315 10 | 8,30.460000000000036,48,1014,Sky is Clear,1435424294,2.1,50,Asti,2015-06-27 18:58:14,315 11 | 9,28.82000000000005,54,1014,Sky is Clear,1435427934,2.1,100,Asti,2015-06-27 19:58:54,315 12 | 10,22.810000000000002,73,1015,Sky is Clear,1435438355,2.6,10,Asti,2015-06-27 22:52:35,315 13 | 11,21.870000000000005,73,1016,Sky is Clear,1435442239,3.1,340,Asti,2015-06-27 23:57:19,315 14 | 12,21.590000000000032,73,1016,Sky is Clear,1435445861,2.6,320,Asti,2015-06-28 00:57:41,315 15 | 13,20.129999999999995,77,1017,broken clouds,1435453229,2.1,340,Asti,2015-06-28 03:00:29,315 16 | 14,19.810000000000002,73,1017,broken clouds,1435456485,1.5,360,Asti,2015-06-28 03:54:45,315 17 | 15,18.439999999999998,77,1018,few clouds,1435460039,2.6,30,Asti,2015-06-28 04:53:59,315 18 | 16,18.010000000000048,77,1018,Sky is Clear,1435463877,2.1,360,Asti,2015-06-28 05:57:57,315 19 | 17,18.58000000000004,84,1016,Sky is Clear,1435467179,0.88,321.501,Asti,2015-06-28 06:52:59,315 20 | 18,20.08000000000004,73,1018,Sky is Clear,1435470849,1,0,Asti,2015-06-28 07:54:09,315 21 | 19,20.980000000000018,68,1018,Sky is Clear,1435474468,1,0,Asti,2015-06-28 08:54:28,315 22 | -------------------------------------------------------------------------------- /978-1-4842-0959/faenza_270615.csv: -------------------------------------------------------------------------------- 1 | ,temp,humidity,pressure,description,dt,wind_speed,wind_deg,city,day,dist 2 | 0,25.439999999999998,69,1018,very heavy rain,1435390925,1.29,14.5002,Faenza,2015-06-27 09:42:05,37 3 | 1,26.379999999999995,73,1017,very heavy rain,1435394243,2.1,100,Faenza,2015-06-27 10:37:23,37 4 | 2,27.700000000000045,69,1017,very heavy rain,1435399019,3.1,120,Faenza,2015-06-27 11:56:59,37 5 | 3,29.04000000000002,61,1016,very heavy rain,1435402422,3.1,110,Faenza,2015-06-27 12:53:42,37 6 | 4,29.110000000000014,69,1016,very heavy rain,1435406058,3.6,110,Faenza,2015-06-27 13:54:18,37 7 | 5,29.33000000000004,65,1015,very heavy rain,1435409704,5.7,110,Faenza,2015-06-27 14:55:04,37 8 | 6,29.200000000000045,65,1014,very heavy rain,1435416898,5.1,110,Faenza,2015-06-27 16:54:58,37 9 | 7,28.879999999999995,65,1014,very heavy rain,1435420542,6.2,120,Faenza,2015-06-27 17:55:42,37 10 | 8,27.53000000000003,65,1014,very heavy rain,1435424296,6.7,120,Faenza,2015-06-27 18:58:16,37 11 | 9,26.120000000000005,73,1013,very heavy rain,1435427936,6.2,120,Faenza,2015-06-27 19:58:56,37 12 | 10,22.32000000000005,94,1015,very heavy rain,1435438357,2.6,90,Faenza,2015-06-27 22:52:37,37 13 | 11,21.379999999999995,83,1016,very heavy rain,1435442241,5.7,90,Faenza,2015-06-27 23:57:21,37 14 | 12,21.160000000000025,83,1016,very heavy rain,1435445863,2.1,210,Faenza,2015-06-28 00:57:43,37 15 | 13,20.0,94,1016,very heavy rain,1435453232,1.3900000000000001,218.504,Faenza,2015-06-28 03:00:32,37 16 | 14,19.480000000000018,93,1016,very heavy rain,1435456487,2.1,330,Faenza,2015-06-28 03:54:47,37 17 | 15,19.160000000000025,93,1016,very heavy rain,1435460042,1.5,320,Faenza,2015-06-28 04:54:02,37 18 | 16,18.620000000000005,93,1016,very heavy rain,1435463880,0.5,300,Faenza,2015-06-28 05:58:00,37 19 | 17,19.340000000000032,88,1016,very heavy rain,1435467179,0.5,270,Faenza,2015-06-28 06:52:59,37 20 | 18,21.05000000000001,88,1016,very heavy rain,1435470851,2.1,260,Faenza,2015-06-28 07:54:11,37 21 | -------------------------------------------------------------------------------- /978-1-4842-0959/torino_270615.csv: -------------------------------------------------------------------------------- 1 | ,temp,humidity,pressure,description,dt,wind_speed,wind_deg,city,day,dist 2 | 0,23.80000000000001,64,1019,Sky is Clear,1435387651,1,0,Torino,2015-06-27 08:47:31,357 3 | 1,24.680000000000007,60,1018,Sky is Clear,1435390804,2.1,80,Torino,2015-06-27 09:40:04,357 4 | 2,25.120000000000005,60,1018,Sky is Clear,1435394206,2.6,50,Torino,2015-06-27 10:36:46,357 5 | 3,25.54000000000002,60,1018,Sky is Clear,1435398681,2.6,50,Torino,2015-06-27 11:51:21,357 6 | 4,27.420000000000016,57,1017,Sky is Clear,1435402112,2.1,70,Torino,2015-06-27 12:48:32,357 7 | 5,28.970000000000027,47,1017,Sky is Clear,1435405743,1.5,60,Torino,2015-06-27 13:49:03,357 8 | 6,29.360000000000014,45,1017,Sky is Clear,1435409402,1.5,360,Torino,2015-06-27 14:50:02,357 9 | 7,30.560000000000002,45,1015,Sky is Clear,1435416605,2.1,170,Torino,2015-06-27 16:50:05,357 10 | 8,31.04000000000002,48,1015,Sky is Clear,1435420220,1,0,Torino,2015-06-27 17:50:20,357 11 | 9,31.32000000000005,48,1014,Sky is Clear,1435423957,2.1,90,Torino,2015-06-27 18:52:37,357 12 | 10,30.689999999999998,48,1014,Sky is Clear,1435427586,2.1,50,Torino,2015-06-27 19:53:06,357 13 | 11,25.150000000000034,73,1015,Sky is Clear,1435438091,2.6,10,Torino,2015-06-27 22:48:11,357 14 | 12,24.57000000000005,73,1016,Sky is Clear,1435441890,3.1,340,Torino,2015-06-27 23:51:30,357 15 | 13,24.0,73,1016,Sky is Clear,1435445529,3.1,340,Torino,2015-06-28 00:52:09,357 16 | 14,22.189999999999998,77,1017,broken clouds,1435452880,2.1,340,Torino,2015-06-28 02:54:40,357 17 | 15,20.5,77,1017,broken clouds,1435456195,2.1,340,Torino,2015-06-28 03:49:55,357 18 | 16,18.939999999999998,77,1018,few clouds,1435459725,2.6,30,Torino,2015-06-28 04:48:45,357 19 | 17,19.07000000000005,77,1018,Sky is Clear,1435463493,2.1,360,Torino,2015-06-28 05:51:33,357 20 | 18,19.05000000000001,82,1018,Sky is Clear,1435466876,1.5,10,Torino,2015-06-28 06:47:56,357 21 | 19,21.200000000000045,82,1018,Sky is Clear,1435470573,1,40,Torino,2015-06-28 07:49:33,357 22 | -------------------------------------------------------------------------------- /978-1-4842-0959/mantova_270615.csv: -------------------------------------------------------------------------------- 1 | ,temp,humidity,pressure,description,dt,wind_speed,wind_deg,city,day,dist 2 | 0,23.400000000000034,60,1018,Sky is Clear,1435387660,1.5,70,Mantova,2015-06-27 08:47:40,121 3 | 1,25.600000000000023,54,1018,Sky is Clear,1435390815,1.5,110,Mantova,2015-06-27 09:40:15,121 4 | 2,27.230000000000018,39,1018,Sky is Clear,1435394208,1.5,170,Mantova,2015-06-27 10:36:48,121 5 | 3,28.110000000000014,32,1018,Sky is Clear,1435398705,1.5,210,Mantova,2015-06-27 11:51:45,121 6 | 4,28.879999999999995,35,1018,Sky is Clear,1435402130,1.5,180,Mantova,2015-06-27 12:48:50,121 7 | 5,29.640000000000043,28,1017,Sky is Clear,1435405756,2.1,150,Mantova,2015-06-27 13:49:16,121 8 | 6,30.03000000000003,28,1017,Sky is Clear,1435409417,2.1,210,Mantova,2015-06-27 14:50:17,121 9 | 7,30.32000000000005,28,1015,Sky is Clear,1435416616,1,290,Mantova,2015-06-27 16:50:16,121 10 | 8,30.57000000000005,30,1015,Sky is Clear,1435420241,2.6,230,Mantova,2015-06-27 17:50:41,121 11 | 9,29.900000000000034,33,1014,few clouds,1435423979,1.5,200,Mantova,2015-06-27 18:52:59,121 12 | 10,29.74000000000001,39,1014,scattered clouds,1435427605,1,210,Mantova,2015-06-27 19:53:25,121 13 | 11,23.129999999999995,94,1017,scattered clouds,1435438093,4.6,70,Mantova,2015-06-27 22:48:13,121 14 | 12,21.920000000000016,94,1017,thunderstorm,1435441917,2.6,90,Mantova,2015-06-27 23:51:57,121 15 | 13,21.680000000000007,94,1017,thunderstorm,1435445550,2.6,100,Mantova,2015-06-28 00:52:30,121 16 | 14,20.879999999999995,100,1018,Sky is Clear,1435452903,2.1,20,Mantova,2015-06-28 02:55:03,121 17 | 15,20.689999999999998,100,1018,Sky is Clear,1435456208,2.1,10,Mantova,2015-06-28 03:50:08,121 18 | 16,20.090000000000032,100,1017,Sky is Clear,1435459746,2.1,350,Mantova,2015-06-28 04:49:06,121 19 | 17,19.03000000000003,100,1017,Sky is Clear,1435463509,2.1,350,Mantova,2015-06-28 05:51:49,121 20 | 18,19.610000000000014,93,1017,Sky is Clear,1435466891,1,320,Mantova,2015-06-28 06:48:11,121 21 | 19,21.120000000000005,82,1017,Sky is Clear,1435470592,0.5,170,Mantova,2015-06-28 07:49:52,121 22 | -------------------------------------------------------------------------------- /978-1-4842-0959/bologna_270615.csv: -------------------------------------------------------------------------------- 1 | ,temp,humidity,pressure,description,dt,wind_speed,wind_deg,city,day,dist 2 | 0,25.260000000000048,49,1023,Sky is Clear,1435390801,1.54,225,Bologna,2015-06-27 09:40:01,71 3 | 1,26.52000000000004,57,1016,Sky is Clear,1435394204,0.51,256,Bologna,2015-06-27 10:36:44,71 4 | 2,28.49000000000001,53,1016,Sky is Clear,1435398653,0.51,325,Bologna,2015-06-27 11:50:53,71 5 | 3,30.0,42,1022,light rain,1435402084,1.54,22,Bologna,2015-06-27 12:48:04,71 6 | 4,29.860000000000014,44,1015,light rain,1435405722,2.06,28,Bologna,2015-06-27 13:48:42,71 7 | 5,30.57000000000005,42,1014,light rain,1435409381,2.06,291,Bologna,2015-06-27 14:49:41,71 8 | 6,30.960000000000036,40,1013,light rain,1435416585,1.03,282,Bologna,2015-06-27 16:49:45,71 9 | 7,30.400000000000034,46,1013,light rain,1435420195,2.06,188,Bologna,2015-06-27 17:49:55,71 10 | 8,28.32000000000005,49,1012,light rain,1435423928,3.6,197,Bologna,2015-06-27 18:52:08,71 11 | 9,27.210000000000036,51,1012,light rain,1435427557,3.6,205,Bologna,2015-06-27 19:52:37,71 12 | 10,21.480000000000018,89,1016,heavy intensity rain,1435438071,4.11,102,Bologna,2015-06-27 22:47:51,71 13 | 11,19.640000000000043,83,1016,light rain,1435441858,1.03,75,Bologna,2015-06-27 23:50:58,71 14 | 12,20.129999999999995,86,1016,Sky is Clear,1435445496,1.03,71,Bologna,2015-06-28 00:51:36,71 15 | 13,19.560000000000002,89,1015,Sky is Clear,1435452847,0.51,4,Bologna,2015-06-28 02:54:07,71 16 | 14,19.140000000000043,88,1015,Sky is Clear,1435456185,1.54,216,Bologna,2015-06-28 03:49:45,71 17 | 15,18.730000000000018,89,1016,Sky is Clear,1435459690,1.69,248.003,Bologna,2015-06-28 04:48:10,71 18 | 16,18.439999999999998,91,1016,Sky is Clear,1435463462,1.03,207,Bologna,2015-06-28 05:51:02,71 19 | 17,19.02000000000004,92,1016,Sky is Clear,1435466850,1.56,5.5005500000000005,Bologna,2015-06-28 06:47:30,71 20 | 18,21.260000000000048,84,1016,Sky is Clear,1435470542,1.54,211,Bologna,2015-06-28 07:49:02,71 21 | 19,22.650000000000034,80,1016,Sky is Clear,1435474159,1.56,5.5005500000000005,Bologna,2015-06-28 08:49:19,71 22 | -------------------------------------------------------------------------------- /978-1-4842-0959/cesena_270615.csv: -------------------------------------------------------------------------------- 1 | ,temp,humidity,pressure,description,dt,wind_speed,wind_deg,city,day,dist 2 | 0,23.340000000000032,82,1017,very heavy rain,1435387623,1.9100000000000001,175.511,Cesena,2015-06-27 08:47:03,14 3 | 1,24.950000000000045,69,1018,very heavy rain,1435390801,2.01,159.5,Cesena,2015-06-27 09:40:01,14 4 | 2,25.670000000000016,73,1017,very heavy rain,1435394204,2.1,100,Cesena,2015-06-27 10:36:44,14 5 | 3,26.170000000000016,69,1017,very heavy rain,1435398652,3.1,120,Cesena,2015-06-27 11:50:52,14 6 | 4,27.07000000000005,61,1016,very heavy rain,1435402083,3.1,110,Cesena,2015-06-27 12:48:03,14 7 | 5,27.410000000000025,69,1016,very heavy rain,1435405721,3.6,110,Cesena,2015-06-27 13:48:41,14 8 | 6,27.379999999999995,65,1015,very heavy rain,1435409381,5.7,110,Cesena,2015-06-27 14:49:41,14 9 | 7,26.590000000000032,65,1014,very heavy rain,1435416585,5.1,110,Cesena,2015-06-27 16:49:45,14 10 | 8,27.160000000000025,65,1014,very heavy rain,1435420195,6.2,120,Cesena,2015-06-27 17:49:55,14 11 | 9,27.100000000000023,65,1014,very heavy rain,1435423927,6.7,120,Cesena,2015-06-27 18:52:07,14 12 | 10,26.010000000000048,73,1013,very heavy rain,1435427556,6.2,120,Cesena,2015-06-27 19:52:36,14 13 | 11,23.370000000000005,94,1015,very heavy rain,1435438070,2.6,90,Cesena,2015-06-27 22:47:50,14 14 | 12,22.480000000000018,83,1016,very heavy rain,1435441857,5.7,90,Cesena,2015-06-27 23:50:57,14 15 | 13,21.939999999999998,83,1016,very heavy rain,1435445495,2.1,210,Cesena,2015-06-28 00:51:35,14 16 | 14,20.260000000000048,94,1016,very heavy rain,1435452847,2.01,107.004,Cesena,2015-06-28 02:54:07,14 17 | 15,19.650000000000034,93,1016,very heavy rain,1435456185,2.1,330,Cesena,2015-06-28 03:49:45,14 18 | 16,19.29000000000002,93,1016,very heavy rain,1435459689,1.5,320,Cesena,2015-06-28 04:48:09,14 19 | 17,18.410000000000025,93,1016,very heavy rain,1435463462,0.5,300,Cesena,2015-06-28 05:51:02,14 20 | 18,19.480000000000018,88,1016,very heavy rain,1435466850,0.5,270,Cesena,2015-06-28 06:47:30,14 21 | 19,22.0,88,1016,very heavy rain,1435470541,2.1,260,Cesena,2015-06-28 07:49:01,14 22 | -------------------------------------------------------------------------------- /978-1-4842-0959/piacenza_270615.csv: -------------------------------------------------------------------------------- 1 | ,temp,humidity,pressure,description,dt,wind_speed,wind_deg,city,day,dist 2 | 0,22.57000000000005,67,1013,Sky is Clear,1435387607,1.03,279,Piacenza,2015-06-27 08:46:47,200 3 | 1,24.610000000000014,60,1017,Sky is Clear,1435390790,2.6,140,Piacenza,2015-06-27 09:39:50,200 4 | 2,25.480000000000018,57,1017,Sky is Clear,1435394201,2.1,160,Piacenza,2015-06-27 10:36:41,200 5 | 3,26.52000000000004,53,1012,Sky is Clear,1435398622,1.54,0,Piacenza,2015-06-27 11:50:22,200 6 | 4,28.0,49,1012,sky is clear,1435402050,1.03,230,Piacenza,2015-06-27 12:47:30,200 7 | 5,28.970000000000027,42,1011,sky is clear,1435405691,3.08,305,Piacenza,2015-06-27 13:48:11,200 8 | 6,29.720000000000027,40,1011,sky is clear,1435409355,2.06,316,Piacenza,2015-06-27 14:49:15,200 9 | 7,30.890000000000043,44,1009,scattered clouds,1435416560,1.54,347,Piacenza,2015-06-27 16:49:20,200 10 | 8,30.129999999999995,46,1008,scattered clouds,1435420160,2.5700000000000003,280,Piacenza,2015-06-27 17:49:20,200 11 | 9,30.0,46,1008,Sky is Clear,1435423882,1.54,283,Piacenza,2015-06-27 18:51:22,200 12 | 10,30.120000000000005,47,1008,Sky is Clear,1435427527,3.08,311,Piacenza,2015-06-27 19:52:07,200 13 | 11,25.30000000000001,54,1010,Sky is Clear,1435438046,1.54,36,Piacenza,2015-06-27 22:47:26,200 14 | 12,18.879999999999995,62,1011,Sky is Clear,1435441821,5.65,58,Piacenza,2015-06-27 23:50:21,200 15 | 13,22.29000000000002,67,1011,Sky is Clear,1435445468,3.6,41,Piacenza,2015-06-28 00:51:08,200 16 | 14,20.510000000000048,73,1012,Sky is Clear,1435452811,5.14,59,Piacenza,2015-06-28 02:53:31,200 17 | 15,19.629999999999995,75,1012,Sky is Clear,1435456156,2.06,3,Piacenza,2015-06-28 03:49:16,200 18 | 16,18.910000000000025,80,1012,Sky is Clear,1435459664,1.54,48,Piacenza,2015-06-28 04:47:44,200 19 | 17,19.110000000000014,82,1012,Sky is Clear,1435463430,0.89,226.003,Piacenza,2015-06-28 05:50:30,200 20 | 18,18.680000000000007,81,1013,Sky is Clear,1435466829,0.51,178,Piacenza,2015-06-28 06:47:09,200 21 | 19,20.77000000000004,72,1013,Sky is Clear,1435470506,1.06,138.501,Piacenza,2015-06-28 07:48:26,200 22 | -------------------------------------------------------------------------------- /978-1-4842-0959/ferrara_270615.csv: -------------------------------------------------------------------------------- 1 | ,temp,humidity,pressure,description,dt,wind_speed,wind_deg,city,day,dist 2 | 0,23.129999999999995,74,1013,very heavy rain,1435387607,1.54,135,Ferrara,2015-06-27 08:46:47,47 3 | 1,25.02000000000004,66,1013,very heavy rain,1435390790,0.51,45,Ferrara,2015-06-27 09:39:50,47 4 | 2,26.79000000000002,58,1013,very heavy rain,1435394201,5.14,158,Ferrara,2015-06-27 10:36:41,47 5 | 3,28.430000000000007,48,1012,very heavy rain,1435398622,1.29,14.5002,Ferrara,2015-06-27 11:50:22,47 6 | 4,29.439999999999998,43,1012,very heavy rain,1435402050,1.54,203,Ferrara,2015-06-27 12:47:30,47 7 | 5,29.439999999999998,39,1011,very heavy rain,1435405690,0.51,203,Ferrara,2015-06-27 13:48:10,47 8 | 6,29.870000000000005,40,1011,very heavy rain,1435409354,1.03,45,Ferrara,2015-06-27 14:49:14,47 9 | 7,30.33000000000004,42,1009,very heavy rain,1435416559,1.54,135,Ferrara,2015-06-27 16:49:19,47 10 | 8,29.670000000000016,47,1009,very heavy rain,1435420160,2.06,90,Ferrara,2015-06-27 17:49:20,47 11 | 9,27.78000000000003,50,1009,very heavy rain,1435423882,1.03,113,Ferrara,2015-06-27 18:51:22,47 12 | 10,26.670000000000016,54,1010,very heavy rain,1435427527,3.08,203,Ferrara,2015-06-27 19:52:07,47 13 | 11,21.730000000000018,75,1012,very heavy rain,1435438045,1.03,23,Ferrara,2015-06-27 22:47:25,47 14 | 12,20.28000000000003,76,1013,very heavy rain,1435441821,1.28,126.515,Ferrara,2015-06-27 23:50:21,47 15 | 13,20.57000000000005,78,1013,very heavy rain,1435445468,1.03,23,Ferrara,2015-06-28 00:51:08,47 16 | 14,19.910000000000025,81,1012,very heavy rain,1435452810,1.03,23,Ferrara,2015-06-28 02:53:30,47 17 | 15,19.689999999999998,81,1012,very heavy rain,1435456155,1.03,23,Ferrara,2015-06-28 03:49:15,47 18 | 16,19.140000000000043,83,1012,very heavy rain,1435459664,1.69,248.003,Ferrara,2015-06-28 04:47:44,47 19 | 17,18.810000000000002,84,1012,very heavy rain,1435463430,1.69,248.003,Ferrara,2015-06-28 05:50:30,47 20 | 18,20.010000000000048,82,1012,very heavy rain,1435466829,1.56,5.5005500000000005,Ferrara,2015-06-28 06:47:09,47 21 | 19,21.670000000000016,76,1012,very heavy rain,1435470506,1.56,5.5005500000000005,Ferrara,2015-06-28 07:48:26,47 22 | -------------------------------------------------------------------------------- /978-1-4842-0959/torino_150715.csv: -------------------------------------------------------------------------------- 1 | ,temp,humidity,pressure,description,dt,wind_speed,wind_deg,city,day,dist 2 | 0,28.340000000000032,65,1017,Sky is Clear,1436863109,3.1,20,Torino,2015-07-14 10:38:29,357 3 | 1,29.25,65,1017,Sky is Clear,1436866696,3.1,80,Torino,2015-07-14 11:38:16,357 4 | 2,30.400000000000034,58,1017,Sky is Clear,1436870399,2.6,100,Torino,2015-07-14 12:39:59,357 5 | 3,31.370000000000005,54,1017,Sky is Clear,1436874005,2.1,90,Torino,2015-07-14 13:40:05,357 6 | 4,32.59000000000003,45,1016,few clouds,1436877558,2.1,120,Torino,2015-07-14 14:39:18,357 7 | 5,33.64000000000004,46,1016,few clouds,1436881216,2.1,110,Torino,2015-07-14 15:40:16,357 8 | 6,34.03000000000003,46,1015,few clouds,1436884810,2.1,100,Torino,2015-07-14 16:40:10,357 9 | 7,33.94,49,1015,few clouds,1436888411,2.1,100,Torino,2015-07-14 17:40:11,357 10 | 8,34.69,46,1015,few clouds,1436892015,1.5,100,Torino,2015-07-14 18:40:15,357 11 | 9,33.25,46,1014,Sky is Clear,1436895603,2.1,240,Torino,2015-07-14 19:40:03,357 12 | 10,30.960000000000036,58,1014,Sky is Clear,1436899245,2.1,70,Torino,2015-07-14 20:40:45,357 13 | 11,29.140000000000043,62,1015,Sky is Clear,1436902826,1.5,40,Torino,2015-07-14 21:40:26,357 14 | 12,27.730000000000018,69,1015,Sky is Clear,1436906416,1.5,30,Torino,2015-07-14 22:40:16,357 15 | 13,26.660000000000025,69,1016,Sky is Clear,1436910029,1.5,330,Torino,2015-07-14 23:40:29,357 16 | 14,25.78000000000003,69,1016,Sky is Clear,1436913632,2.6,340,Torino,2015-07-15 00:40:32,357 17 | 15,25.110000000000014,73,1016,Sky is Clear,1436917196,2.6,350,Torino,2015-07-15 01:39:56,357 18 | 16,24.910000000000025,73,1016,Sky is Clear,1436920815,2.6,340,Torino,2015-07-15 02:40:15,357 19 | 17,24.840000000000032,73,1016,Sky is Clear,1436924359,2.1,360,Torino,2015-07-15 03:39:19,357 20 | 18,24.0,73,1016,Sky is Clear,1436927985,1.5,310,Torino,2015-07-15 04:39:45,357 21 | 19,23.0,83,1017,broken clouds,1436931604,0.5,0,Torino,2015-07-15 05:40:04,357 22 | 20,23.0,78,1017,scattered clouds,1436935183,3.1,350,Torino,2015-07-15 06:39:43,357 23 | 21,25.0,73,1017,few clouds,1436938777,1.5,330,Torino,2015-07-15 07:39:37,357 24 | 22,27.0,65,1017,few clouds,1436942396,0.5,0,Torino,2015-07-15 08:39:56,357 25 | 23,27.0,65,1017,Sky is Clear,1436945890,2.1,50,Torino,2015-07-15 09:38:10,357 26 | -------------------------------------------------------------------------------- /978-1-4842-0959/asti_150715.csv: -------------------------------------------------------------------------------- 1 | ,temp,humidity,pressure,description,dt,wind_speed,wind_deg,city,day,dist 2 | 0,28.05000000000001,66,1014,Sky is Clear,1436863176,2.5700000000000003,42.501,Asti,2015-07-14 10:39:36,315 3 | 1,29.510000000000048,64,1014,Sky is Clear,1436866759,1.54,263,Asti,2015-07-14 11:39:19,315 4 | 2,30.390000000000043,58,1017,Sky is Clear,1436870510,2.6,100,Asti,2015-07-14 12:41:50,315 5 | 3,31.100000000000023,54,1017,Sky is Clear,1436874098,2.1,90,Asti,2015-07-14 13:41:38,315 6 | 4,33.23000000000002,45,1016,few clouds,1436877645,2.1,120,Asti,2015-07-14 14:40:45,315 7 | 5,32.950000000000045,46,1016,few clouds,1436881329,2.1,110,Asti,2015-07-14 15:42:09,315 8 | 6,34.31,46,1015,few clouds,1436884929,2.1,100,Asti,2015-07-14 16:42:09,315 9 | 7,32.47000000000003,49,1015,few clouds,1436888513,2.1,100,Asti,2015-07-14 17:41:53,315 10 | 8,34.28000000000003,46,1015,few clouds,1436892132,1.5,100,Asti,2015-07-14 18:42:12,315 11 | 9,31.410000000000025,46,1014,Sky is Clear,1436895723,2.1,240,Asti,2015-07-14 19:42:03,315 12 | 10,29.720000000000027,58,1014,Sky is Clear,1436899336,2.1,70,Asti,2015-07-14 20:42:16,315 13 | 11,27.680000000000007,62,1015,Sky is Clear,1436902943,1.5,40,Asti,2015-07-14 21:42:23,315 14 | 12,26.439999999999998,69,1015,Sky is Clear,1436906532,1.5,30,Asti,2015-07-14 22:42:12,315 15 | 13,26.170000000000016,69,1016,Sky is Clear,1436910149,1.5,330,Asti,2015-07-14 23:42:29,315 16 | 14,25.210000000000036,78,1014,Sky is Clear,1436913739,0.51,0,Asti,2015-07-15 00:42:19,315 17 | 15,24.450000000000045,73,1016,Sky is Clear,1436917311,2.6,350,Asti,2015-07-15 01:41:51,315 18 | 16,24.32000000000005,73,1016,Sky is Clear,1436920931,2.6,340,Asti,2015-07-15 02:42:11,315 19 | 17,24.24000000000001,73,1016,Sky is Clear,1436924426,2.1,360,Asti,2015-07-15 03:40:26,315 20 | 18,24.0,73,1016,Sky is Clear,1436928078,1.5,310,Asti,2015-07-15 04:41:18,315 21 | 19,23.0,83,1017,broken clouds,1436931718,0.5,0,Asti,2015-07-15 05:41:58,315 22 | 20,23.0,78,1017,scattered clouds,1436935298,3.1,350,Asti,2015-07-15 06:41:38,315 23 | 21,25.0,73,1017,few clouds,1436938882,1.5,330,Asti,2015-07-15 07:41:22,315 24 | 22,27.0,65,1017,few clouds,1436942516,0.5,0,Asti,2015-07-15 08:41:56,315 25 | 23,27.0,65,1017,Sky is Clear,1436945951,2.1,50,Asti,2015-07-15 09:39:11,315 26 | -------------------------------------------------------------------------------- /978-1-4842-0959/asti_250715.csv: -------------------------------------------------------------------------------- 1 | ,temp,humidity,pressure,description,dt,wind_speed,wind_deg,city,day,dist 2 | 0,28.79000000000002,54,1012,Sky is Clear,1437730850,3.1,70,Asti,2015-07-24 11:40:50,315 3 | 1,30.02000000000004,58,1012,Sky is Clear,1437734493,3.1,70,Asti,2015-07-24 12:41:33,315 4 | 2,30.79000000000002,49,1007,light rain,1437738045,2.06,24,Asti,2015-07-24 13:40:45,315 5 | 3,32.02000000000004,51,1011,few clouds,1437741579,4.1,10,Asti,2015-07-24 14:39:39,315 6 | 4,30.930000000000007,51,1011,few clouds,1437745188,2.6,120,Asti,2015-07-24 15:39:48,315 7 | 5,29.120000000000005,48,1009,light rain,1437748777,2.1,0,Asti,2015-07-24 16:39:37,315 8 | 6,29.100000000000023,58,1009,heavy intensity rain,1437752543,5.7,170,Asti,2015-07-24 17:42:23,315 9 | 7,29.04000000000002,54,1008,broken clouds,1437756041,1,0,Asti,2015-07-24 18:40:41,315 10 | 8,27.890000000000043,65,1008,scattered clouds,1437759569,1,0,Asti,2015-07-24 19:39:29,315 11 | 9,26.870000000000005,61,1008,Sky is Clear,1437763243,1,180,Asti,2015-07-24 20:40:43,315 12 | 10,26.53000000000003,61,1009,scattered clouds,1437766818,2.6,270,Asti,2015-07-24 21:40:18,315 13 | 11,26.29000000000002,57,1009,light rain,1437770378,3.6,300,Asti,2015-07-24 22:39:38,315 14 | 12,24.77000000000004,57,1009,few clouds,1437774026,2.1,0,Asti,2015-07-24 23:40:26,315 15 | 13,24.060000000000002,69,1009,Sky is Clear,1437777556,1.5,90,Asti,2015-07-25 00:39:16,315 16 | 14,24.670000000000016,64,1009,broken clouds,1437781277,4.1,10,Asti,2015-07-25 01:41:17,315 17 | 15,23.160000000000025,64,1009,Sky is Clear,1437784849,2.1,280,Asti,2015-07-25 02:40:49,315 18 | 16,22.840000000000032,64,1009,moderate rain,1437788406,1.5,290,Asti,2015-07-25 03:40:06,315 19 | 17,22.0,73,1009,moderate rain,1437792027,0.5,0,Asti,2015-07-25 04:40:27,315 20 | 18,21.660000000000025,83,1009,scattered clouds,1437795652,1,350,Asti,2015-07-25 05:40:52,315 21 | 19,21.480000000000018,77,1009,heavy intensity rain,1437799261,1.5,330,Asti,2015-07-25 06:41:01,315 22 | 20,20.970000000000027,93,1007,moderate rain,1437802783,0.51,0,Asti,2015-07-25 07:39:43,315 23 | 21,22.74000000000001,78,1010,Sky is Clear,1437806425,0.5,0,Asti,2015-07-25 08:40:25,315 24 | 22,24.340000000000032,64,1010,Sky is Clear,1437809987,1,0,Asti,2015-07-25 09:39:47,315 25 | 23,25.58000000000004,77,1006,light rain,1437813633,2.06,0,Asti,2015-07-25 10:40:33,315 26 | -------------------------------------------------------------------------------- /978-1-4842-0959/torino_250715.csv: -------------------------------------------------------------------------------- 1 | ,temp,humidity,pressure,description,dt,wind_speed,wind_deg,city,day,dist 2 | 0,30.29000000000002,54,1012,Sky is Clear,1437730770,3.1,70,Torino,2015-07-24 11:39:30,357 3 | 1,30.680000000000007,58,1012,Sky is Clear,1437734413,3.1,70,Torino,2015-07-24 12:40:13,357 4 | 2,30.960000000000036,58,1012,few clouds,1437737966,3.6,70,Torino,2015-07-24 13:39:26,357 5 | 3,30.910000000000025,51,1011,few clouds,1437741497,4.1,10,Torino,2015-07-24 14:38:17,357 6 | 4,32.200000000000045,51,1011,few clouds,1437745130,2.6,120,Torino,2015-07-24 15:38:50,357 7 | 5,30.160000000000025,48,1009,moderate rain,1437748723,2.1,0,Torino,2015-07-24 16:38:43,357 8 | 6,25.970000000000027,58,1009,heavy intensity rain,1437752434,5.7,170,Torino,2015-07-24 17:40:34,357 9 | 7,27.230000000000018,54,1008,broken clouds,1437755956,1,0,Torino,2015-07-24 18:39:16,357 10 | 8,26.83000000000004,65,1008,light rain,1437759504,1,0,Torino,2015-07-24 19:38:24,357 11 | 9,26.180000000000007,61,1008,Sky is Clear,1437763164,1,180,Torino,2015-07-24 20:39:24,357 12 | 10,24.310000000000002,61,1009,moderate rain,1437766745,2.6,270,Torino,2015-07-24 21:39:05,357 13 | 11,23.83000000000004,57,1009,light rain,1437770315,3.6,300,Torino,2015-07-24 22:38:35,357 14 | 12,23.29000000000002,57,1009,few clouds,1437773945,2.1,0,Torino,2015-07-24 23:39:05,357 15 | 13,21.950000000000045,69,1009,Sky is Clear,1437777493,1.5,90,Torino,2015-07-25 00:38:13,357 16 | 14,21.75,64,1009,broken clouds,1437781191,4.1,10,Torino,2015-07-25 01:39:51,357 17 | 15,23.010000000000048,64,1009,Sky is Clear,1437784762,2.1,280,Torino,2015-07-25 02:39:22,357 18 | 16,22.390000000000043,64,1009,light rain,1437788332,1.5,290,Torino,2015-07-25 03:38:52,357 19 | 17,21.5,73,1009,scattered clouds,1437791949,0.5,0,Torino,2015-07-25 04:39:09,357 20 | 18,21.840000000000032,83,1009,scattered clouds,1437795572,1,350,Torino,2015-07-25 05:39:32,357 21 | 19,21.840000000000032,77,1009,broken clouds,1437799177,1.5,330,Torino,2015-07-25 06:39:37,357 22 | 20,21.5,88,1010,broken clouds,1437802719,1.5,50,Torino,2015-07-25 07:38:39,357 23 | 21,23.54000000000002,78,1010,Sky is Clear,1437806353,0.5,0,Torino,2015-07-25 08:39:13,357 24 | 22,25.720000000000027,64,1010,Sky is Clear,1437809920,1,0,Torino,2015-07-25 09:38:40,357 25 | 23,25.840000000000032,64,1010,Sky is Clear,1437813560,1.5,0,Torino,2015-07-25 10:39:20,357 26 | -------------------------------------------------------------------------------- /978-1-4842-0959/milano_150715.csv: -------------------------------------------------------------------------------- 1 | ,temp,humidity,pressure,description,dt,wind_speed,wind_deg,city,day,dist 2 | 0,28.57000000000005,54,1016,Sky is Clear,1436863175,2.1,100,Milano,2015-07-14 10:39:35,250 3 | 1,29.74000000000001,48,1016,Sky is Clear,1436866758,2.6,0,Milano,2015-07-14 11:39:18,250 4 | 2,31.120000000000005,48,1016,Sky is Clear,1436870509,2.6,140,Milano,2015-07-14 12:41:49,250 5 | 3,32.160000000000025,45,1015,Sky is Clear,1436874098,2.1,0,Milano,2015-07-14 13:41:38,250 6 | 4,33.59000000000003,43,1015,Sky is Clear,1436877644,3.1,80,Milano,2015-07-14 14:40:44,250 7 | 5,34.210000000000036,36,1014,Sky is Clear,1436881329,2.1,0,Milano,2015-07-14 15:42:09,250 8 | 6,34.410000000000025,38,1014,Sky is Clear,1436884928,2.1,230,Milano,2015-07-14 16:42:08,250 9 | 7,34.81,38,1014,Sky is Clear,1436888512,3.1,220,Milano,2015-07-14 17:41:52,250 10 | 8,34.09000000000003,38,1013,Sky is Clear,1436892131,2.6,210,Milano,2015-07-14 18:42:11,250 11 | 9,33.200000000000045,35,1014,Sky is Clear,1436895722,4.1,210,Milano,2015-07-14 19:42:02,250 12 | 10,31.55000000000001,48,1013,Sky is Clear,1436899336,2.1,220,Milano,2015-07-14 20:42:16,250 13 | 11,28.33000000000004,61,1014,Sky is Clear,1436902942,2.1,200,Milano,2015-07-14 21:42:22,250 14 | 12,27.58000000000004,51,1014,Sky is Clear,1436906530,2.1,200,Milano,2015-07-14 22:42:10,250 15 | 13,26.29000000000002,61,1015,scattered clouds,1436910148,0.5,0,Milano,2015-07-14 23:42:28,250 16 | 14,25.32000000000005,61,1015,few clouds,1436913738,1,0,Milano,2015-07-15 00:42:18,250 17 | 15,24.230000000000018,65,1015,Sky is Clear,1436917310,1.5,70,Milano,2015-07-15 01:41:50,250 18 | 16,24.29000000000002,65,1015,Sky is Clear,1436920930,1.5,80,Milano,2015-07-15 02:42:10,250 19 | 17,23.75,65,1016,Sky is Clear,1436924426,2.6,80,Milano,2015-07-15 03:40:26,250 20 | 18,23.640000000000043,69,1015,Sky is Clear,1436928077,1,0,Milano,2015-07-15 04:41:17,250 21 | 19,23.700000000000045,69,1015,Sky is Clear,1436931717,1,90,Milano,2015-07-15 05:41:57,250 22 | 20,22.220000000000027,73,1016,Sky is Clear,1436935297,1.5,140,Milano,2015-07-15 06:41:37,250 23 | 21,23.450000000000045,65,1016,few clouds,1436938882,1,0,Milano,2015-07-15 07:41:22,250 24 | 22,25.670000000000016,73,1016,few clouds,1436942515,1.5,60,Milano,2015-07-15 08:41:55,250 25 | 23,28.680000000000007,54,1017,few clouds,1436945950,3.1,100,Milano,2015-07-15 09:39:10,250 26 | -------------------------------------------------------------------------------- /978-1-4842-0959/faenza_150715.csv: -------------------------------------------------------------------------------- 1 | ,temp,humidity,pressure,description,dt,wind_speed,wind_deg,city,day,dist 2 | 0,29.400000000000034,83,1015,moderate rain,1436863177,3.62,94.001,Faenza,2015-07-14 10:39:37,37 3 | 1,30.120000000000005,78,1015,moderate rain,1436866759,3.1,80,Faenza,2015-07-14 11:39:19,37 4 | 2,30.100000000000023,78,1015,moderate rain,1436870510,3.6,70,Faenza,2015-07-14 12:41:50,37 5 | 3,30.75,74,1015,moderate rain,1436874099,4.6,90,Faenza,2015-07-14 13:41:39,37 6 | 4,30.710000000000036,66,1015,moderate rain,1436877646,5.1,100,Faenza,2015-07-14 14:40:46,37 7 | 5,31.29000000000002,66,1015,moderate rain,1436881330,5.7,90,Faenza,2015-07-14 15:42:10,37 8 | 6,31.29000000000002,66,1014,moderate rain,1436884929,5.7,100,Faenza,2015-07-14 16:42:09,37 9 | 7,30.400000000000034,66,1014,moderate rain,1436888513,5.7,120,Faenza,2015-07-14 17:41:53,37 10 | 8,30.670000000000016,62,1014,moderate rain,1436892134,5.7,110,Faenza,2015-07-14 18:42:14,37 11 | 9,29.680000000000007,65,1014,moderate rain,1436895723,4.6,120,Faenza,2015-07-14 19:42:03,37 12 | 10,28.07000000000005,74,1014,moderate rain,1436899337,4.1,120,Faenza,2015-07-14 20:42:17,37 13 | 11,27.100000000000023,83,1014,moderate rain,1436902943,2.6,110,Faenza,2015-07-14 21:42:23,37 14 | 12,26.189999999999998,94,1014,moderate rain,1436906533,2.1,110,Faenza,2015-07-14 22:42:13,37 15 | 13,25.510000000000048,94,1014,moderate rain,1436910150,2.41,116.504,Faenza,2015-07-14 23:42:30,37 16 | 14,24.900000000000034,94,1015,moderate rain,1436913739,1.21,163.001,Faenza,2015-07-15 00:42:19,37 17 | 15,24.460000000000036,94,1015,moderate rain,1436917313,1,240,Faenza,2015-07-15 01:41:53,37 18 | 16,24.189999999999998,88,1015,moderate rain,1436920932,1.5,250,Faenza,2015-07-15 02:42:12,37 19 | 17,23.99000000000001,94,1015,Sky is Clear,1436924427,0.5,250,Faenza,2015-07-15 03:40:27,37 20 | 18,23.0,88,1015,Sky is Clear,1436928078,1.12,155.503,Faenza,2015-07-15 04:41:18,37 21 | 19,23.0,88,1015,Sky is Clear,1436931718,1.12,155.503,Faenza,2015-07-15 05:41:58,37 22 | 20,22.510000000000048,88,1015,Sky is Clear,1436935299,1.52,126.501,Faenza,2015-07-15 06:41:39,37 23 | 21,23.010000000000048,94,1015,Sky is Clear,1436938883,1.52,126.501,Faenza,2015-07-15 07:41:23,37 24 | 22,25.0,88,1016,Sky is Clear,1436942516,1,250,Faenza,2015-07-15 08:41:56,37 25 | 23,27.510000000000048,88,1016,Sky is Clear,1436945951,2.5700000000000003,99.0009,Faenza,2015-07-15 09:39:11,37 26 | -------------------------------------------------------------------------------- /978-1-4842-0959/milano_250715.csv: -------------------------------------------------------------------------------- 1 | ,temp,humidity,pressure,description,dt,wind_speed,wind_deg,city,day,dist 2 | 0,29.5,48,1011,few clouds,1437730849,3.6,90,Milano,2015-07-24 11:40:49,250 3 | 1,30.810000000000002,45,1011,few clouds,1437734492,2.6,70,Milano,2015-07-24 12:41:32,250 4 | 2,31.910000000000025,45,1010,proximity shower rain,1437738045,3.1,80,Milano,2015-07-24 13:40:45,250 5 | 3,32.72000000000003,40,1009,proximity shower rain,1437741578,3.6,130,Milano,2015-07-24 14:39:38,250 6 | 4,33.44,38,1009,Sky is Clear,1437745188,3.6,130,Milano,2015-07-24 15:39:48,250 7 | 5,34.379999999999995,38,1008,Sky is Clear,1437748776,2.6,0,Milano,2015-07-24 16:39:36,250 8 | 6,33.79000000000002,38,1008,scattered clouds,1437752542,2.1,320,Milano,2015-07-24 17:42:22,250 9 | 7,30.950000000000045,41,1007,heavy intensity rain,1437756040,4.1,150,Milano,2015-07-24 18:40:40,250 10 | 8,26.670000000000016,48,1008,heavy intensity rain,1437759568,2.1,0,Milano,2015-07-24 19:39:28,250 11 | 9,25.32000000000005,54,1007,light intensity shower rain,1437763242,1.5,210,Milano,2015-07-24 20:40:42,250 12 | 10,25.090000000000032,54,1007,scattered clouds,1437766817,0.5,0,Milano,2015-07-24 21:40:17,250 13 | 11,24.75,69,1009,proximity thunderstorm,1437770376,2.1,20,Milano,2015-07-24 22:39:36,250 14 | 12,23.470000000000027,54,1008,moderate rain,1437774026,2.6,140,Milano,2015-07-24 23:40:26,250 15 | 13,22.53000000000003,53,1009,moderate rain,1437777556,3.6,30,Milano,2015-07-25 00:39:16,250 16 | 14,22.5,61,1008,moderate rain,1437781276,2.1,350,Milano,2015-07-25 01:41:16,250 17 | 15,22.07000000000005,93,1009,heavy intensity rain,1437784848,4.6,10,Milano,2015-07-25 02:40:48,250 18 | 16,21.75,61,1008,moderate rain,1437788406,2.6,0,Milano,2015-07-25 03:40:06,250 19 | 17,20.430000000000007,100,1009,moderate rain,1437792026,1.5,110,Milano,2015-07-25 04:40:26,250 20 | 18,20.430000000000007,88,1008,proximity thunderstorm,1437795651,1.5,10,Milano,2015-07-25 05:40:51,250 21 | 19,20.560000000000002,93,1010,light rain,1437799260,1,0,Milano,2015-07-25 06:41:00,250 22 | 20,20.720000000000027,94,1009,light rain,1437802783,1.5,200,Milano,2015-07-25 07:39:43,250 23 | 21,22.700000000000045,88,1009,light rain,1437806424,0.5,0,Milano,2015-07-25 08:40:24,250 24 | 22,24.510000000000048,73,1009,light rain,1437809987,1,0,Milano,2015-07-25 09:39:47,250 25 | 23,26.370000000000005,65,1009,few clouds,1437813633,1.5,70,Milano,2015-07-25 10:40:33,250 26 | -------------------------------------------------------------------------------- /978-1-4842-0959/bologna_250715.csv: -------------------------------------------------------------------------------- 1 | ,temp,humidity,pressure,description,dt,wind_speed,wind_deg,city,day,dist 2 | 0,30.610000000000014,62,1017,Sky is Clear,1437730764,2.06,315,Bologna,2015-07-24 11:39:24,71 3 | 1,32.47000000000003,58,1009,light rain,1437734406,1.03,69,Bologna,2015-07-24 12:40:06,71 4 | 2,33.64000000000004,54,1008,light rain,1437737961,2.06,28,Bologna,2015-07-24 13:39:21,71 5 | 3,33.82000000000005,51,1008,moderate rain,1437741489,2.06,74,Bologna,2015-07-24 14:38:09,71 6 | 4,31.870000000000005,52,1008,light rain,1437745126,5.14,201,Bologna,2015-07-24 15:38:46,71 7 | 5,31.170000000000016,43,1005,light rain,1437748719,4.63,225,Bologna,2015-07-24 16:38:39,71 8 | 6,30.25,61,1006,moderate rain,1437752423,4.11,171,Bologna,2015-07-24 17:40:23,71 9 | 7,29.260000000000048,61,1006,moderate rain,1437755950,4.11,171,Bologna,2015-07-24 18:39:10,71 10 | 8,30.04000000000002,61,1006,scattered clouds,1437759500,4.11,171,Bologna,2015-07-24 19:38:20,71 11 | 9,28.920000000000016,61,1006,scattered clouds,1437763157,4.11,171,Bologna,2015-07-24 20:39:17,71 12 | 10,28.760000000000048,61,1006,Sky is Clear,1437766739,4.11,171,Bologna,2015-07-24 21:38:59,71 13 | 11,28.730000000000018,61,1006,moderate rain,1437770310,4.11,171,Bologna,2015-07-24 22:38:30,71 14 | 12,26.110000000000014,61,1006,moderate rain,1437773938,4.11,171,Bologna,2015-07-24 23:38:58,71 15 | 13,26.79000000000002,61,1006,Sky is Clear,1437777484,4.11,171,Bologna,2015-07-25 00:38:04,71 16 | 14,26.230000000000018,61,1006,Sky is Clear,1437781183,4.11,171,Bologna,2015-07-25 01:39:43,71 17 | 15,25.810000000000002,61,1006,Sky is Clear,1437784753,4.11,171,Bologna,2015-07-25 02:39:13,71 18 | 16,25.670000000000016,61,1006,Sky is Clear,1437788326,4.11,171,Bologna,2015-07-25 03:38:46,71 19 | 17,24.960000000000036,61,1006,Sky is Clear,1437791941,4.11,171,Bologna,2015-07-25 04:39:01,71 20 | 18,25.100000000000023,61,1006,moderate rain,1437795567,4.11,171,Bologna,2015-07-25 05:39:27,71 21 | 19,25.25,61,1006,Sky is Clear,1437799170,4.11,171,Bologna,2015-07-25 06:39:30,71 22 | 20,25.960000000000036,61,1006,Sky is Clear,1437802712,4.11,171,Bologna,2015-07-25 07:38:32,71 23 | 21,27.05000000000001,61,1006,moderate rain,1437806349,4.11,171,Bologna,2015-07-25 08:39:09,71 24 | 22,29.32000000000005,61,1006,few clouds,1437809914,4.11,171,Bologna,2015-07-25 09:38:34,71 25 | 23,30.78000000000003,61,1006,moderate rain,1437813555,4.11,171,Bologna,2015-07-25 10:39:15,71 26 | -------------------------------------------------------------------------------- /978-1-4842-0959/cesena_250715.csv: -------------------------------------------------------------------------------- 1 | ,temp,humidity,pressure,description,dt,wind_speed,wind_deg,city,day,dist 2 | 0,32.35000000000002,62,1010,moderate rain,1437730764,1,60,Cesena,2015-07-24 11:39:24,14 3 | 1,32.400000000000034,75,1009,moderate rain,1437734406,3.6,40,Cesena,2015-07-24 12:40:06,14 4 | 2,32.24000000000001,75,1009,moderate rain,1437737961,3.6,70,Cesena,2015-07-24 13:39:21,14 5 | 3,32.26000000000005,79,1009,moderate rain,1437741489,5.1,70,Cesena,2015-07-24 14:38:09,14 6 | 4,32.81,70,1008,moderate rain,1437745125,3.6,60,Cesena,2015-07-24 15:38:45,14 7 | 5,32.33000000000004,74,1008,moderate rain,1437748719,2.6,80,Cesena,2015-07-24 16:38:39,14 8 | 6,31.890000000000043,74,1007,moderate rain,1437752423,3.1,90,Cesena,2015-07-24 17:40:23,14 9 | 7,31.54000000000002,66,1007,moderate rain,1437755950,3.1,120,Cesena,2015-07-24 18:39:10,14 10 | 8,31.32000000000005,70,1007,moderate rain,1437759500,3.1,130,Cesena,2015-07-24 19:38:20,14 11 | 9,30.28000000000003,79,1007,moderate rain,1437763156,3.1,120,Cesena,2015-07-24 20:39:16,14 12 | 10,29.370000000000005,62,1007,moderate rain,1437766739,1.5,160,Cesena,2015-07-24 21:38:59,14 13 | 11,28.83000000000004,62,1007,moderate rain,1437770309,2.6,170,Cesena,2015-07-24 22:38:29,14 14 | 12,28.090000000000032,69,1007,moderate rain,1437773938,1.5,190,Cesena,2015-07-24 23:38:58,14 15 | 13,27.400000000000034,69,1007,moderate rain,1437777484,0.5,180,Cesena,2015-07-25 00:38:04,14 16 | 14,26.700000000000045,100,1007,moderate rain,1437781183,0.5,170,Cesena,2015-07-25 01:39:43,14 17 | 15,26.350000000000023,69,1007,moderate rain,1437784753,1.5,200,Cesena,2015-07-25 02:39:13,14 18 | 16,25.720000000000027,74,1007,moderate rain,1437788326,3.32,224.004,Cesena,2015-07-25 03:38:46,14 19 | 17,25.350000000000023,74,1006,moderate rain,1437791941,3.32,224.004,Cesena,2015-07-25 04:39:01,14 20 | 18,24.439999999999998,88,1006,moderate rain,1437795567,3.32,224.004,Cesena,2015-07-25 05:39:27,14 21 | 19,24.660000000000025,83,1007,moderate rain,1437799170,0.5,180,Cesena,2015-07-25 06:39:30,14 22 | 20,25.33000000000004,94,1008,Sky is Clear,1437802712,2.61,254.001,Cesena,2015-07-25 07:38:32,14 23 | 21,27.24000000000001,83,1008,Sky is Clear,1437806348,2.61,254.001,Cesena,2015-07-25 08:39:08,14 24 | 22,31.560000000000002,70,1008,moderate rain,1437809914,2.1,250,Cesena,2015-07-25 09:38:34,14 25 | 23,32.460000000000036,70,1008,moderate rain,1437813555,3.6,260,Cesena,2015-07-25 10:39:15,14 26 | -------------------------------------------------------------------------------- /978-1-4842-0959/mantova_150715.csv: -------------------------------------------------------------------------------- 1 | ,temp,humidity,pressure,description,dt,wind_speed,wind_deg,city,day,dist 2 | 0,28.660000000000025,51,1016,Sky is Clear,1436863113,2.1,140,Mantova,2015-07-14 10:38:33,121 3 | 1,30.100000000000023,45,1016,Sky is Clear,1436866700,2.1,0,Mantova,2015-07-14 11:38:20,121 4 | 2,30.140000000000043,42,1016,Sky is Clear,1436870406,2.1,170,Mantova,2015-07-14 12:40:06,121 5 | 3,30.74000000000001,45,1016,Sky is Clear,1436874012,1.5,0,Mantova,2015-07-14 13:40:12,121 6 | 4,31.220000000000027,38,1015,Sky is Clear,1436877561,1.5,180,Mantova,2015-07-14 14:39:21,121 7 | 5,31.879999999999995,40,1015,Sky is Clear,1436881225,2.1,150,Mantova,2015-07-14 15:40:25,121 8 | 6,32.610000000000014,41,1014,Sky is Clear,1436884818,2.6,140,Mantova,2015-07-14 16:40:18,121 9 | 7,32.900000000000034,41,1014,Sky is Clear,1436888416,1.5,0,Mantova,2015-07-14 17:40:16,121 10 | 8,32.77000000000004,43,1014,Sky is Clear,1436892019,2.1,150,Mantova,2015-07-14 18:40:19,121 11 | 9,33.30000000000001,38,1014,Sky is Clear,1436895608,1.5,160,Mantova,2015-07-14 19:40:08,121 12 | 10,32.22000000000003,45,1014,Sky is Clear,1436899250,1.5,160,Mantova,2015-07-14 20:40:50,121 13 | 11,29.80000000000001,58,1014,Sky is Clear,1436902830,1,100,Mantova,2015-07-14 21:40:30,121 14 | 12,29.05000000000001,65,1015,Sky is Clear,1436906423,2.1,90,Mantova,2015-07-14 22:40:23,121 15 | 13,27.220000000000027,65,1016,Sky is Clear,1436910034,2.6,70,Mantova,2015-07-14 23:40:34,121 16 | 14,26.650000000000034,65,1016,Sky is Clear,1436913638,2.6,70,Mantova,2015-07-15 00:40:38,121 17 | 15,26.060000000000002,65,1016,Sky is Clear,1436917199,2.6,60,Mantova,2015-07-15 01:39:59,121 18 | 16,25.920000000000016,69,1016,Sky is Clear,1436920818,2.1,80,Mantova,2015-07-15 02:40:18,121 19 | 17,25.03000000000003,69,1016,Sky is Clear,1436924365,2.1,40,Mantova,2015-07-15 03:39:25,121 20 | 18,24.060000000000002,73,1016,Sky is Clear,1436927989,1.5,330,Mantova,2015-07-15 04:39:49,121 21 | 19,23.77000000000004,83,1016,Sky is Clear,1436931611,2.1,330,Mantova,2015-07-15 05:40:11,121 22 | 20,24.53000000000003,78,1016,Sky is Clear,1436935187,2.1,330,Mantova,2015-07-15 06:39:47,121 23 | 21,24.24000000000001,73,1016,Sky is Clear,1436938784,1,0,Mantova,2015-07-15 07:39:44,121 24 | 22,26.400000000000034,69,1016,few clouds,1436942399,1,120,Mantova,2015-07-15 08:39:59,121 25 | 23,28.74000000000001,61,1017,few clouds,1436945893,1.5,110,Mantova,2015-07-15 09:38:13,121 26 | -------------------------------------------------------------------------------- /978-1-4842-0959/cesena_150715.csv: -------------------------------------------------------------------------------- 1 | ,temp,humidity,pressure,description,dt,wind_speed,wind_deg,city,day,dist 2 | 0,29.150000000000034,83,1015,moderate rain,1436863101,3.62,94.001,Cesena,2015-07-14 10:38:21,14 3 | 1,29.370000000000005,74,1015,moderate rain,1436866691,3.6,20,Cesena,2015-07-14 11:38:11,14 4 | 2,29.510000000000048,78,1015,moderate rain,1436870392,3.6,70,Cesena,2015-07-14 12:39:52,14 5 | 3,29.879999999999995,70,1016,moderate rain,1436874000,4.6,60,Cesena,2015-07-14 13:40:00,14 6 | 4,30.120000000000005,70,1016,moderate rain,1436877549,4.1,70,Cesena,2015-07-14 14:39:09,14 7 | 5,29.960000000000036,66,1015,moderate rain,1436881209,5.7,90,Cesena,2015-07-14 15:40:09,14 8 | 6,29.810000000000002,66,1014,moderate rain,1436884803,5.7,100,Cesena,2015-07-14 16:40:03,14 9 | 7,29.879999999999995,66,1014,moderate rain,1436888404,5.7,120,Cesena,2015-07-14 17:40:04,14 10 | 8,29.810000000000002,62,1014,moderate rain,1436892008,5.7,110,Cesena,2015-07-14 18:40:08,14 11 | 9,28.760000000000048,66,1014,moderate rain,1436895597,4.1,90,Cesena,2015-07-14 19:39:57,14 12 | 10,28.04000000000002,74,1014,Sky is Clear,1436899236,3.1,90,Cesena,2015-07-14 20:40:36,14 13 | 11,27.410000000000025,78,1014,Sky is Clear,1436902819,1.5,100,Cesena,2015-07-14 21:40:19,14 14 | 12,26.600000000000023,78,1014,moderate rain,1436906402,0.5,110,Cesena,2015-07-14 22:40:02,14 15 | 13,25.660000000000025,94,1014,moderate rain,1436910022,2.41,116.504,Cesena,2015-07-14 23:40:22,14 16 | 14,24.980000000000018,94,1015,moderate rain,1436913626,1.6099999999999999,145.001,Cesena,2015-07-15 00:40:26,14 17 | 15,24.30000000000001,94,1015,moderate rain,1436917184,1,240,Cesena,2015-07-15 01:39:44,14 18 | 16,24.129999999999995,88,1015,moderate rain,1436920807,1.5,250,Cesena,2015-07-15 02:40:07,14 19 | 17,23.79000000000002,94,1015,Sky is Clear,1436924352,0.5,250,Cesena,2015-07-15 03:39:12,14 20 | 18,23.0,88,1015,Sky is Clear,1436927977,1.12,155.503,Cesena,2015-07-15 04:39:37,14 21 | 19,23.0,83,1015,Sky is Clear,1436931599,1.12,155.503,Cesena,2015-07-15 05:39:59,14 22 | 20,22.49000000000001,88,1015,Sky is Clear,1436935178,1.52,126.501,Cesena,2015-07-15 06:39:38,14 23 | 21,22.99000000000001,94,1015,Sky is Clear,1436938769,1.52,126.501,Cesena,2015-07-15 07:39:29,14 24 | 22,25.0,88,1016,Sky is Clear,1436942390,1,250,Cesena,2015-07-15 08:39:50,14 25 | 23,27.49000000000001,88,1016,Sky is Clear,1436945886,2.5700000000000003,99.0009,Cesena,2015-07-15 09:38:06,14 26 | -------------------------------------------------------------------------------- /978-1-4842-0959/faenza_250715.csv: -------------------------------------------------------------------------------- 1 | ,temp,humidity,pressure,description,dt,wind_speed,wind_deg,city,day,dist 2 | 0,32.08000000000004,79,1010,moderate rain,1437730850,1.5,310,Faenza,2015-07-24 11:40:50,37 3 | 1,32.400000000000034,75,1009,moderate rain,1437734493,3.6,40,Faenza,2015-07-24 12:41:33,37 4 | 2,32.74000000000001,75,1009,moderate rain,1437738046,3.6,70,Faenza,2015-07-24 13:40:46,37 5 | 3,32.700000000000045,79,1009,moderate rain,1437741579,5.1,70,Faenza,2015-07-24 14:39:39,37 6 | 4,32.33000000000004,70,1008,moderate rain,1437745188,3.6,60,Faenza,2015-07-24 15:39:48,37 7 | 5,32.400000000000034,74,1008,moderate rain,1437748777,2.6,80,Faenza,2015-07-24 16:39:37,37 8 | 6,32.09000000000003,74,1007,moderate rain,1437752543,3.1,90,Faenza,2015-07-24 17:42:23,37 9 | 7,31.410000000000025,66,1007,moderate rain,1437756042,3.1,120,Faenza,2015-07-24 18:40:42,37 10 | 8,31.180000000000007,70,1007,moderate rain,1437759569,3.1,130,Faenza,2015-07-24 19:39:29,37 11 | 9,29.590000000000032,79,1007,moderate rain,1437763243,3.1,120,Faenza,2015-07-24 20:40:43,37 12 | 10,29.05000000000001,83,1007,moderate rain,1437766819,2.6,140,Faenza,2015-07-24 21:40:19,37 13 | 11,28.700000000000045,79,1008,moderate rain,1437770378,1.5,140,Faenza,2015-07-24 22:39:38,37 14 | 12,27.670000000000016,94,1008,moderate rain,1437774027,1,230,Faenza,2015-07-24 23:40:27,37 15 | 13,27.220000000000027,100,1008,moderate rain,1437777556,1.5,250,Faenza,2015-07-25 00:39:16,37 16 | 14,26.54000000000002,100,1007,moderate rain,1437781277,0.5,170,Faenza,2015-07-25 01:41:17,37 17 | 15,25.930000000000007,100,1007,moderate rain,1437784850,1,250,Faenza,2015-07-25 02:40:50,37 18 | 16,25.53000000000003,100,1007,moderate rain,1437788407,2.37,210.504,Faenza,2015-07-25 03:40:07,37 19 | 17,25.010000000000048,94,1007,moderate rain,1437792027,3.32,224.004,Faenza,2015-07-25 04:40:27,37 20 | 18,24.03000000000003,94,1007,moderate rain,1437795653,1,230,Faenza,2015-07-25 05:40:53,37 21 | 19,24.77000000000004,94,1007,moderate rain,1437799262,1,230,Faenza,2015-07-25 06:41:02,37 22 | 20,25.590000000000032,94,1008,Sky is Clear,1437802784,2.61,254.001,Faenza,2015-07-25 07:39:44,37 23 | 21,27.230000000000018,83,1008,Sky is Clear,1437806426,2.61,254.001,Faenza,2015-07-25 08:40:26,37 24 | 22,30.200000000000045,70,1008,Sky is Clear,1437809988,2.1,250,Faenza,2015-07-25 09:39:48,37 25 | 23,31.120000000000005,70,1008,moderate rain,1437813634,3.6,260,Faenza,2015-07-25 10:40:34,37 26 | -------------------------------------------------------------------------------- /978-1-4842-0959/mantova_250715.csv: -------------------------------------------------------------------------------- 1 | ,temp,humidity,pressure,description,dt,wind_speed,wind_deg,city,day,dist 2 | 0,29.860000000000014,45,1011,few clouds,1437730773,1,0,Mantova,2015-07-24 11:39:33,121 3 | 1,31.140000000000043,48,1011,few clouds,1437734419,2.6,130,Mantova,2015-07-24 12:40:19,121 4 | 2,32.210000000000036,46,1010,few clouds,1437737969,2.6,130,Mantova,2015-07-24 13:39:29,121 5 | 3,33.620000000000005,41,1009,few clouds,1437741501,2.6,120,Mantova,2015-07-24 14:38:21,121 6 | 4,34.18000000000001,38,1009,few clouds,1437745133,3.6,130,Mantova,2015-07-24 15:38:53,121 7 | 5,34.04000000000002,41,1008,few clouds,1437748726,3.1,130,Mantova,2015-07-24 16:38:46,121 8 | 6,33.900000000000034,41,1007,few clouds,1437752439,2.1,150,Mantova,2015-07-24 17:40:39,121 9 | 7,33.379999999999995,43,1007,few clouds,1437755960,2.6,130,Mantova,2015-07-24 18:39:20,121 10 | 8,32.10000000000002,52,1007,few clouds,1437759507,1.5,110,Mantova,2015-07-24 19:38:27,121 11 | 9,30.54000000000002,48,1007,Sky is Clear,1437763168,1.5,130,Mantova,2015-07-24 20:39:28,121 12 | 10,28.58000000000004,61,1007,few clouds,1437766749,1.5,200,Mantova,2015-07-24 21:39:09,121 13 | 11,28.420000000000016,69,1008,Sky is Clear,1437770320,0.5,0,Mantova,2015-07-24 22:38:40,121 14 | 12,27.33000000000004,65,1008,few clouds,1437773950,1,0,Mantova,2015-07-24 23:39:10,121 15 | 13,26.689999999999998,74,1008,few clouds,1437777497,0.5,0,Mantova,2015-07-25 00:38:17,121 16 | 14,26.189999999999998,73,1007,few clouds,1437781196,1.5,250,Mantova,2015-07-25 01:39:56,121 17 | 15,25.400000000000034,78,1007,proximity thunderstorm,1437784766,1,260,Mantova,2015-07-25 02:39:26,121 18 | 16,25.29000000000002,78,1007,proximity thunderstorm,1437788337,2.1,320,Mantova,2015-07-25 03:38:57,121 19 | 17,24.810000000000002,78,1007,Sky is Clear,1437791952,1.5,330,Mantova,2015-07-25 04:39:12,121 20 | 18,24.160000000000025,78,1007,moderate rain,1437795578,0.5,0,Mantova,2015-07-25 05:39:38,121 21 | 19,23.400000000000034,73,1008,moderate rain,1437799182,2.6,310,Mantova,2015-07-25 06:39:42,121 22 | 20,24.730000000000018,61,1007,moderate rain,1437802723,3.1,330,Mantova,2015-07-25 07:38:43,121 23 | 21,25.480000000000018,61,1008,scattered clouds,1437806356,2.1,250,Mantova,2015-07-25 08:39:16,121 24 | 22,26.939999999999998,54,1008,scattered clouds,1437809924,3.1,280,Mantova,2015-07-25 09:38:44,121 25 | 23,27.80000000000001,51,1008,few clouds,1437813564,3.1,280,Mantova,2015-07-25 10:39:24,121 26 | -------------------------------------------------------------------------------- /978-1-4842-0959/piacenza_150715.csv: -------------------------------------------------------------------------------- 1 | ,temp,humidity,pressure,description,dt,wind_speed,wind_deg,city,day,dist 2 | 0,27.99000000000001,54,1016,Sky is Clear,1436863096,2.1,100,Piacenza,2015-07-14 10:38:16,200 3 | 1,29.129999999999995,48,1016,Sky is Clear,1436866685,2.6,0,Piacenza,2015-07-14 11:38:05,200 4 | 2,30.210000000000036,48,1016,Sky is Clear,1436870387,2.6,140,Piacenza,2015-07-14 12:39:47,200 5 | 3,31.400000000000034,45,1015,Sky is Clear,1436873990,2.1,0,Piacenza,2015-07-14 13:39:50,200 6 | 4,31.879999999999995,48,1010,Sky is Clear,1436877535,0.51,23,Piacenza,2015-07-14 14:38:55,200 7 | 5,33.110000000000014,36,1014,Sky is Clear,1436881203,2.1,0,Piacenza,2015-07-14 15:40:03,200 8 | 6,33.379999999999995,38,1014,Sky is Clear,1436884798,2.1,230,Piacenza,2015-07-14 16:39:58,200 9 | 7,33.69,52,1014,Sky is Clear,1436888397,1.42,104.001,Piacenza,2015-07-14 17:39:57,200 10 | 8,33.25,38,1013,Sky is Clear,1436891995,2.6,210,Piacenza,2015-07-14 18:39:55,200 11 | 9,32.98000000000002,35,1014,Sky is Clear,1436895589,4.1,210,Piacenza,2015-07-14 19:39:49,200 12 | 10,31.840000000000032,48,1013,Sky is Clear,1436899228,2.1,220,Piacenza,2015-07-14 20:40:28,200 13 | 11,30.100000000000023,61,1014,Sky is Clear,1436902807,2.1,200,Piacenza,2015-07-14 21:40:07,200 14 | 12,29.970000000000027,56,1010,Sky is Clear,1436906392,0.41000000000000003,313.504,Piacenza,2015-07-14 22:39:52,200 15 | 13,28.53000000000003,61,1015,scattered clouds,1436910013,0.5,0,Piacenza,2015-07-14 23:40:13,200 16 | 14,27.689999999999998,61,1015,few clouds,1436913619,1,0,Piacenza,2015-07-15 00:40:19,200 17 | 15,26.610000000000014,65,1015,Sky is Clear,1436917172,1.5,70,Piacenza,2015-07-15 01:39:32,200 18 | 16,26.29000000000002,65,1015,Sky is Clear,1436920792,1.5,80,Piacenza,2015-07-15 02:39:52,200 19 | 17,25.510000000000048,65,1016,Sky is Clear,1436924339,2.6,80,Piacenza,2015-07-15 03:38:59,200 20 | 18,24.680000000000007,69,1015,Sky is Clear,1436927966,1,0,Piacenza,2015-07-15 04:39:26,200 21 | 19,25.0,69,1015,Sky is Clear,1436931592,1,90,Piacenza,2015-07-15 05:39:52,200 22 | 20,22.99000000000001,73,1016,Sky is Clear,1436935172,1.5,140,Piacenza,2015-07-15 06:39:32,200 23 | 21,22.54000000000002,65,1016,few clouds,1436938764,1,0,Piacenza,2015-07-15 07:39:24,200 24 | 22,25.210000000000036,94,1016,Sky is Clear,1436942384,0.52,330.501,Piacenza,2015-07-15 08:39:44,200 25 | 23,26.610000000000014,54,1017,few clouds,1436945880,3.1,100,Piacenza,2015-07-15 09:38:00,200 26 | -------------------------------------------------------------------------------- /978-1-4842-0959/ravenna_250715.csv: -------------------------------------------------------------------------------- 1 | ,temp,humidity,pressure,description,dt,wind_speed,wind_deg,city,day,dist 2 | 0,32.18000000000001,54,1010,moderate rain,1437730851,2.11,330.003,Ravenna,2015-07-24 11:40:51,8 3 | 1,32.370000000000005,62,1010,moderate rain,1437734494,2.6,20,Ravenna,2015-07-24 12:41:34,8 4 | 2,32.79000000000002,75,1009,moderate rain,1437738046,3.6,70,Ravenna,2015-07-24 13:40:46,8 5 | 3,32.75,79,1009,moderate rain,1437741580,5.1,70,Ravenna,2015-07-24 14:39:40,8 6 | 4,32.72000000000003,70,1008,moderate rain,1437745188,3.1,10,Ravenna,2015-07-24 15:39:48,8 7 | 5,32.09000000000003,74,1008,moderate rain,1437748778,2.6,80,Ravenna,2015-07-24 16:39:38,8 8 | 6,31.840000000000032,37,1007,moderate rain,1437752544,2.06,126,Ravenna,2015-07-24 17:42:24,8 9 | 7,31.400000000000034,74,1007,moderate rain,1437756043,1.5,100,Ravenna,2015-07-24 18:40:43,8 10 | 8,31.32000000000005,47,1007,moderate rain,1437759569,2.06,135,Ravenna,2015-07-24 19:39:29,8 11 | 9,30.52000000000004,59,1007,moderate rain,1437763244,1.5,130,Ravenna,2015-07-24 20:40:44,8 12 | 10,29.350000000000023,62,1007,moderate rain,1437766819,1.5,160,Ravenna,2015-07-24 21:40:19,8 13 | 11,28.680000000000007,57,1008,moderate rain,1437770378,2.11,130.501,Ravenna,2015-07-24 22:39:38,8 14 | 12,27.78000000000003,69,1007,moderate rain,1437774028,1.5,190,Ravenna,2015-07-24 23:40:28,8 15 | 13,27.230000000000018,69,1007,moderate rain,1437777556,0.5,180,Ravenna,2015-07-25 00:39:16,8 16 | 14,26.49000000000001,59,1007,moderate rain,1437781278,2.36,193.502,Ravenna,2015-07-25 01:41:18,8 17 | 15,25.890000000000043,60,1007,moderate rain,1437784851,2.36,193.502,Ravenna,2015-07-25 02:40:51,8 18 | 16,25.54000000000002,62,1007,moderate rain,1437788408,3.32,224.004,Ravenna,2015-07-25 03:40:08,8 19 | 17,24.80000000000001,52,1007,moderate rain,1437792027,3.32,224.004,Ravenna,2015-07-25 04:40:27,8 20 | 18,23.79000000000002,88,1006,moderate rain,1437795653,3.32,224.004,Ravenna,2015-07-25 05:40:53,8 21 | 19,24.650000000000034,83,1007,moderate rain,1437799262,0.5,180,Ravenna,2015-07-25 06:41:02,8 22 | 20,25.400000000000034,78,1007,few clouds,1437802784,0.5,190,Ravenna,2015-07-25 07:39:44,8 23 | 21,27.230000000000018,54,1008,Sky is Clear,1437806426,2.61,254.001,Ravenna,2015-07-25 08:40:26,8 24 | 22,31.140000000000043,58,1008,moderate rain,1437809988,3.87,257.503,Ravenna,2015-07-25 09:39:48,8 25 | 23,31.460000000000036,52,1008,Sky is Clear,1437813634,1,190,Ravenna,2015-07-25 10:40:34,8 26 | -------------------------------------------------------------------------------- /978-1-4842-0959/piacenza_250715.csv: -------------------------------------------------------------------------------- 1 | ,temp,humidity,pressure,description,dt,wind_speed,wind_deg,city,day,dist 2 | 0,29.82000000000005,48,1011,few clouds,1437730757,3.6,90,Piacenza,2015-07-24 11:39:17,200 3 | 1,31.220000000000027,52,1006,Sky is Clear,1437734399,3.08,55,Piacenza,2015-07-24 12:39:59,200 4 | 2,32.56,45,1010,Sky is Clear,1437737956,3.1,80,Piacenza,2015-07-24 13:39:16,200 5 | 3,33.03000000000003,40,1009,few clouds,1437741482,3.6,130,Piacenza,2015-07-24 14:38:02,200 6 | 4,33.73000000000002,38,1009,Sky is Clear,1437745121,3.6,130,Piacenza,2015-07-24 15:38:41,200 7 | 5,33.920000000000016,38,1008,Sky is Clear,1437748712,2.6,0,Piacenza,2015-07-24 16:38:32,200 8 | 6,32.23000000000002,55,1003,thunderstorm with light rain,1437752414,7.71,154,Piacenza,2015-07-24 17:40:14,200 9 | 7,29.640000000000043,41,1007,thunderstorm with rain,1437755943,4.1,150,Piacenza,2015-07-24 18:39:03,200 10 | 8,31.08000000000004,48,1008,few clouds,1437759494,4.1,180,Piacenza,2015-07-24 19:38:14,200 11 | 9,29.090000000000032,54,1007,thunderstorm,1437763150,1.5,210,Piacenza,2015-07-24 20:39:10,200 12 | 10,27.200000000000045,54,1007,scattered clouds,1437766731,0.5,0,Piacenza,2015-07-24 21:38:51,200 13 | 11,27.0,64,1003,Sky is Clear,1437770305,0.51,114,Piacenza,2015-07-24 22:38:25,200 14 | 12,26.560000000000002,54,1008,scattered clouds,1437773931,2.6,140,Piacenza,2015-07-24 23:38:51,200 15 | 13,25.0,70,1003,few clouds,1437777478,2.11,231.002,Piacenza,2015-07-25 00:37:58,200 16 | 14,24.75,61,1008,scattered clouds,1437781174,2.1,350,Piacenza,2015-07-25 01:39:34,200 17 | 15,25.010000000000048,53,1008,proximity thunderstorm,1437784743,6.2,30,Piacenza,2015-07-25 02:39:03,200 18 | 16,24.129999999999995,53,1008,thunderstorm,1437788318,2.6,10,Piacenza,2015-07-25 03:38:38,200 19 | 17,21.970000000000027,83,1010,moderate rain,1437791933,3.6,20,Piacenza,2015-07-25 04:38:53,200 20 | 18,21.960000000000036,88,1008,moderate rain,1437795559,1.5,10,Piacenza,2015-07-25 05:39:19,200 21 | 19,21.879999999999995,100,1008,light rain,1437799162,2.1,240,Piacenza,2015-07-25 06:39:22,200 22 | 20,21.49000000000001,94,1009,light rain,1437802707,1.5,200,Piacenza,2015-07-25 07:38:27,200 23 | 21,22.54000000000002,88,1009,light rain,1437806342,0.5,0,Piacenza,2015-07-25 08:39:02,200 24 | 22,24.060000000000002,73,1009,light rain,1437809907,1,0,Piacenza,2015-07-25 09:38:27,200 25 | 23,25.710000000000036,94,1008,Sky is Clear,1437813549,3.1,340,Piacenza,2015-07-25 10:39:09,200 26 | -------------------------------------------------------------------------------- /978-1-4842-0959/ravenna_150715.csv: -------------------------------------------------------------------------------- 1 | ,temp,humidity,pressure,description,dt,wind_speed,wind_deg,city,day,dist 2 | 0,29.100000000000023,74,1015,moderate rain,1436863177,3.1,10,Ravenna,2015-07-14 10:39:37,8 3 | 1,29.510000000000048,74,1015,moderate rain,1436866759,3.6,20,Ravenna,2015-07-14 11:39:19,8 4 | 2,29.629999999999995,70,1016,moderate rain,1436870511,3.6,40,Ravenna,2015-07-14 12:41:51,8 5 | 3,30.170000000000016,37,1015,moderate rain,1436874106,4.63,90,Ravenna,2015-07-14 13:41:46,8 6 | 4,30.450000000000045,34,1015,moderate rain,1436877646,3.08,87,Ravenna,2015-07-14 14:40:46,8 7 | 5,29.950000000000045,35,1015,moderate rain,1436881330,4.11,79,Ravenna,2015-07-14 15:42:10,8 8 | 6,30.470000000000027,66,1015,moderate rain,1436884929,4.1,70,Ravenna,2015-07-14 16:42:09,8 9 | 7,29.879999999999995,62,1015,moderate rain,1436888513,4.1,80,Ravenna,2015-07-14 17:41:53,8 10 | 8,30.160000000000025,62,1014,moderate rain,1436892135,3.6,90,Ravenna,2015-07-14 18:42:15,8 11 | 9,29.100000000000023,66,1014,moderate rain,1436895725,4.1,90,Ravenna,2015-07-14 19:42:05,8 12 | 10,28.05000000000001,51,1014,moderate rain,1436899338,2.06,105,Ravenna,2015-07-14 20:42:18,8 13 | 11,27.460000000000036,78,1014,Sky is Clear,1436902944,1.5,100,Ravenna,2015-07-14 21:42:24,8 14 | 12,26.370000000000005,78,1014,moderate rain,1436906534,0.5,110,Ravenna,2015-07-14 22:42:14,8 15 | 13,25.52000000000004,74,1014,moderate rain,1436910151,2.41,116.504,Ravenna,2015-07-14 23:42:31,8 16 | 14,24.79000000000002,94,1015,moderate rain,1436913739,1.6099999999999999,145.001,Ravenna,2015-07-15 00:42:19,8 17 | 15,24.33000000000004,78,1015,moderate rain,1436917314,1.6099999999999999,145.001,Ravenna,2015-07-15 01:41:54,8 18 | 16,24.140000000000043,83,1015,moderate rain,1436920932,1.6099999999999999,145.001,Ravenna,2015-07-15 02:42:12,8 19 | 17,23.900000000000034,83,1015,Sky is Clear,1436924427,1.12,155.503,Ravenna,2015-07-15 03:40:27,8 20 | 18,23.0,88,1015,Sky is Clear,1436928079,1.12,155.503,Ravenna,2015-07-15 04:41:19,8 21 | 19,23.0,83,1015,Sky is Clear,1436931719,1.12,155.503,Ravenna,2015-07-15 05:41:59,8 22 | 20,22.49000000000001,83,1015,Sky is Clear,1436935299,1,190,Ravenna,2015-07-15 06:41:39,8 23 | 21,22.980000000000018,83,1015,Sky is Clear,1436938883,1.52,126.501,Ravenna,2015-07-15 07:41:23,8 24 | 22,25.0,88,1016,Sky is Clear,1436942516,1,250,Ravenna,2015-07-15 08:41:56,8 25 | 23,27.49000000000001,69,1016,Sky is Clear,1436945952,2.5700000000000003,99.0009,Ravenna,2015-07-15 09:39:12,8 26 | -------------------------------------------------------------------------------- /978-1-4842-0959/bologna_150715.csv: -------------------------------------------------------------------------------- 1 | ,temp,humidity,pressure,description,dt,wind_speed,wind_deg,city,day,dist 2 | 0,29.980000000000018,57,1021,Sky is Clear,1436863101,0.51,90,Bologna,2015-07-14 10:38:21,71 3 | 1,30.260000000000048,51,1021,moderate rain,1436866691,1.03,157,Bologna,2015-07-14 11:38:11,71 4 | 2,32.360000000000014,46,1021,sky is clear,1436870392,2.06,67,Bologna,2015-07-14 12:39:52,71 5 | 3,31.160000000000025,47,1021,moderate rain,1436874000,2.06,90,Bologna,2015-07-14 13:40:00,71 6 | 4,33.48000000000002,44,1021,sky is clear,1436877549,2.06,135,Bologna,2015-07-14 14:39:09,71 7 | 5,33.85000000000002,43,1020,few clouds,1436881209,1.54,22,Bologna,2015-07-14 15:40:09,71 8 | 6,32.370000000000005,41,1020,moderate rain,1436884803,6.68,337,Bologna,2015-07-14 16:40:03,71 9 | 7,32.82000000000005,42,1020,moderate rain,1436888404,2.06,0,Bologna,2015-07-14 17:40:04,71 10 | 8,30.78000000000003,45,1020,moderate rain,1436892008,2.06,112,Bologna,2015-07-14 18:40:08,71 11 | 9,31.07000000000005,47,1020,Sky is Clear,1436895597,3.6,90,Bologna,2015-07-14 19:39:57,71 12 | 10,29.08000000000004,49,1020,moderate rain,1436899236,1.54,112,Bologna,2015-07-14 20:40:36,71 13 | 11,28.230000000000018,58,1014,Sky is Clear,1436902819,1.54,128,Bologna,2015-07-14 21:40:19,71 14 | 12,26.060000000000002,62,1014,Sky is Clear,1436906402,1.6600000000000001,91.004,Bologna,2015-07-14 22:40:02,71 15 | 13,24.950000000000045,66,1014,Sky is Clear,1436910022,1.6600000000000001,91.004,Bologna,2015-07-14 23:40:22,71 16 | 14,24.689999999999998,70,1014,Sky is Clear,1436913626,1.54,120,Bologna,2015-07-15 00:40:26,71 17 | 15,25.400000000000034,75,1014,moderate rain,1436917184,1.21,163.001,Bologna,2015-07-15 01:39:44,71 18 | 16,25.189999999999998,76,1014,moderate rain,1436920807,1.03,129,Bologna,2015-07-15 02:40:07,71 19 | 17,23.890000000000043,77,1011,Sky is Clear,1436924352,1.42,185.503,Bologna,2015-07-15 03:39:12,71 20 | 18,20.632000000000005,85,1001.41,Sky is Clear,1436927977,1.42,185.503,Bologna,2015-07-15 04:39:37,71 21 | 19,20.632000000000005,85,1001.41,Sky is Clear,1436931599,1.42,185.503,Bologna,2015-07-15 05:39:59,71 22 | 20,26.012,62,1001.62,Sky is Clear,1436935178,2.12,238.001,Bologna,2015-07-15 06:39:38,71 23 | 21,26.012,62,1001.62,Sky is Clear,1436938769,2.12,238.001,Bologna,2015-07-15 07:39:29,71 24 | 22,26.012,62,1001.62,Sky is Clear,1436942390,2.12,238.001,Bologna,2015-07-15 08:39:50,71 25 | 23,31.350000000000023,57,1001.78,Sky is Clear,1436945886,1.42,69.5009,Bologna,2015-07-15 09:38:06,71 26 | -------------------------------------------------------------------------------- /978-1-4842-0959/ferrara_250715.csv: -------------------------------------------------------------------------------- 1 | ,temp,humidity,pressure,description,dt,wind_speed,wind_deg,city,day,dist 2 | 0,31.33000000000004,49,1006,moderate rain,1437730757,1.03,23,Ferrara,2015-07-24 11:39:17,47 3 | 1,32.910000000000025,45,1006,moderate rain,1437734399,1.54,45,Ferrara,2015-07-24 12:39:59,47 4 | 2,33.43000000000001,42,1005,moderate rain,1437737956,2.12,123.003,Ferrara,2015-07-24 13:39:16,47 5 | 3,33.43000000000001,42,1004,moderate rain,1437741482,2.12,123.003,Ferrara,2015-07-24 14:38:02,47 6 | 4,32.660000000000025,42,1004,moderate rain,1437745121,0.51,23,Ferrara,2015-07-24 15:38:41,47 7 | 5,31.980000000000018,42,1003,moderate rain,1437748712,1.03,135,Ferrara,2015-07-24 16:38:32,47 8 | 6,31.650000000000034,44,1003,moderate rain,1437752414,3.6,45,Ferrara,2015-07-24 17:40:14,47 9 | 7,30.420000000000016,48,1003,moderate rain,1437755943,1.54,23,Ferrara,2015-07-24 18:39:03,47 10 | 8,30.210000000000036,50,1003,moderate rain,1437759494,1.54,158,Ferrara,2015-07-24 19:38:14,47 11 | 9,29.0,53,1003,moderate rain,1437763150,1.12,231,Ferrara,2015-07-24 20:39:10,47 12 | 10,28.670000000000016,59,1003,moderate rain,1437766731,0.51,135,Ferrara,2015-07-24 21:38:51,47 13 | 11,28.29000000000002,63,1003,moderate rain,1437770305,1.16,207.501,Ferrara,2015-07-24 22:38:25,47 14 | 12,27.5,63,1003,moderate rain,1437773931,1.03,180,Ferrara,2015-07-24 23:38:51,47 15 | 13,27.010000000000048,69,1003,moderate rain,1437777478,0.51,158,Ferrara,2015-07-25 00:37:58,47 16 | 14,26.350000000000023,70,1003,moderate rain,1437781174,1.54,225,Ferrara,2015-07-25 01:39:34,47 17 | 15,25.910000000000025,68,1003,moderate rain,1437784743,1.6099999999999999,198.002,Ferrara,2015-07-25 02:39:03,47 18 | 16,25.689999999999998,70,1002,moderate rain,1437788318,0.51,248,Ferrara,2015-07-25 03:38:38,47 19 | 17,25.03000000000003,73,1003,moderate rain,1437791933,2.9699999999999998,31.5036,Ferrara,2015-07-25 04:38:53,47 20 | 18,24.700000000000045,74,1003,moderate rain,1437795559,2.9699999999999998,31.5036,Ferrara,2015-07-25 05:39:19,47 21 | 19,25.360000000000014,74,1004,moderate rain,1437799162,0.51,225,Ferrara,2015-07-25 06:39:22,47 22 | 20,26.920000000000016,68,1004,moderate rain,1437802707,2.06,225,Ferrara,2015-07-25 07:38:27,47 23 | 21,28.730000000000018,65,1004,moderate rain,1437806342,2.06,270,Ferrara,2015-07-25 08:39:02,47 24 | 22,30.700000000000045,58,1004,moderate rain,1437809907,2.5700000000000003,248,Ferrara,2015-07-25 09:38:27,47 25 | 23,30.910000000000025,55,1004,moderate rain,1437813548,0.51,293,Ferrara,2015-07-25 10:39:08,47 26 | -------------------------------------------------------------------------------- /978-1-4842-0959/ferrara_150715.csv: -------------------------------------------------------------------------------- 1 | ,temp,humidity,pressure,description,dt,wind_speed,wind_deg,city,day,dist 2 | 0,30.439999999999998,60,1011,moderate rain,1436863096,1.03,180,Ferrara,2015-07-14 10:38:16,47 3 | 1,31.400000000000034,58,1011,moderate rain,1436866685,1.54,135,Ferrara,2015-07-14 11:38:05,47 4 | 2,31.950000000000045,54,1011,moderate rain,1436870387,0.51,113,Ferrara,2015-07-14 12:39:47,47 5 | 3,32.06,50,1011,moderate rain,1436873989,2.06,90,Ferrara,2015-07-14 13:39:49,47 6 | 4,32.629999999999995,49,1010,moderate rain,1436877535,1.54,68,Ferrara,2015-07-14 14:38:55,47 7 | 5,32.75,48,1010,moderate rain,1436881203,1.03,113,Ferrara,2015-07-14 15:40:03,47 8 | 6,32.629999999999995,49,1010,moderate rain,1436884798,1.03,113,Ferrara,2015-07-14 16:39:58,47 9 | 7,32.379999999999995,49,1009,moderate rain,1436888397,2.06,180,Ferrara,2015-07-14 17:39:57,47 10 | 8,31.400000000000034,50,1009,moderate rain,1436891995,2.5700000000000003,90,Ferrara,2015-07-14 18:39:55,47 11 | 9,30.420000000000016,52,1009,moderate rain,1436895589,2.06,135,Ferrara,2015-07-14 19:39:49,47 12 | 10,29.03000000000003,58,1009,moderate rain,1436899228,1.03,113,Ferrara,2015-07-14 20:40:28,47 13 | 11,27.650000000000034,65,1010,moderate rain,1436902807,1.54,135,Ferrara,2015-07-14 21:40:07,47 14 | 12,25.74000000000001,67,1011,moderate rain,1436906391,0.51,90,Ferrara,2015-07-14 22:39:51,47 15 | 13,24.82000000000005,72,1011,moderate rain,1436910013,0.51,68,Ferrara,2015-07-14 23:40:13,47 16 | 14,24.629999999999995,75,1011,moderate rain,1436913619,0.51,135,Ferrara,2015-07-15 00:40:19,47 17 | 15,25.110000000000014,76,1011,moderate rain,1436917171,1.4100000000000001,104.501,Ferrara,2015-07-15 01:39:31,47 18 | 16,24.28000000000003,77,1011,moderate rain,1436920792,1.4100000000000001,104.501,Ferrara,2015-07-15 02:39:52,47 19 | 17,24.430000000000007,77,1011,Sky is Clear,1436924339,2.5700000000000003,48.0033,Ferrara,2015-07-15 03:38:59,47 20 | 18,22.232000000000028,74,1028.08,Sky is Clear,1436927966,2.5700000000000003,48.0033,Ferrara,2015-07-15 04:39:26,47 21 | 19,20.632000000000005,85,1001.41,Sky is Clear,1436931592,1.42,185.503,Ferrara,2015-07-15 05:39:52,47 22 | 20,25.712000000000046,71,1028.46,Sky is Clear,1436935172,2.92,79.5013,Ferrara,2015-07-15 06:39:32,47 23 | 21,26.012,62,1001.62,Sky is Clear,1436938764,2.12,238.001,Ferrara,2015-07-15 07:39:24,47 24 | 22,25.712000000000046,71,1028.46,Sky is Clear,1436942384,2.92,79.5013,Ferrara,2015-07-15 08:39:44,47 25 | 23,31.350000000000023,57,1001.78,Sky is Clear,1436945880,1.42,69.5009,Ferrara,2015-07-15 09:38:00,47 26 | -------------------------------------------------------------------------------- /978-1-4842-0959/Chapter 11- Handwritten digits.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "code", 5 | "execution_count": 1, 6 | "metadata": { 7 | "collapsed": true 8 | }, 9 | "outputs": [], 10 | "source": [ 11 | "from sklearn import svm\n", 12 | "svc = svm.SVC(gamma=0.001, C=100.)" 13 | ] 14 | }, 15 | { 16 | "cell_type": "code", 17 | "execution_count": 2, 18 | "metadata": { 19 | "collapsed": true 20 | }, 21 | "outputs": [], 22 | "source": [ 23 | "from sklearn import datasets\n", 24 | "\n", 25 | "digits = datasets.load_digits()" 26 | ] 27 | }, 28 | { 29 | "cell_type": "code", 30 | "execution_count": 3, 31 | "metadata": { 32 | "collapsed": false, 33 | "scrolled": false 34 | }, 35 | "outputs": [ 36 | { 37 | "name": "stdout", 38 | "output_type": "stream", 39 | "text": [ 40 | " Optical Recognition of Handwritten Digits Data Set\n", 41 | "\n", 42 | "Notes\n", 43 | "-----\n", 44 | "Data Set Characteristics:\n", 45 | " :Number of Instances: 5620\n", 46 | " :Number of Attributes: 64\n", 47 | " :Attribute Information: 8x8 image of integer pixels in the range 0..16.\n", 48 | " :Missing Attribute Values: None\n", 49 | " :Creator: E. Alpaydin (alpaydin '@' boun.edu.tr)\n", 50 | " :Date: July; 1998\n", 51 | "\n", 52 | "This is a copy of the test set of the UCI ML hand-written digits datasets\n", 53 | "http://archive.ics.uci.edu/ml/datasets/Optical+Recognition+of+Handwritten+Digits\n", 54 | "\n", 55 | "The data set contains images of hand-written digits: 10 classes where\n", 56 | "each class refers to a digit.\n", 57 | "\n", 58 | "Preprocessing programs made available by NIST were used to extract\n", 59 | "normalized bitmaps of handwritten digits from a preprinted form. From a\n", 60 | "total of 43 people, 30 contributed to the training set and different 13\n", 61 | "to the test set. 32x32 bitmaps are divided into nonoverlapping blocks of\n", 62 | "4x4 and the number of on pixels are counted in each block. This generates\n", 63 | "an input matrix of 8x8 where each element is an integer in the range\n", 64 | "0..16. This reduces dimensionality and gives invariance to small\n", 65 | "distortions.\n", 66 | "\n", 67 | "For info on NIST preprocessing routines, see M. D. Garris, J. L. Blue, G.\n", 68 | "T. Candela, D. L. Dimmick, J. Geist, P. J. Grother, S. A. Janet, and C.\n", 69 | "L. Wilson, NIST Form-Based Handprint Recognition System, NISTIR 5469,\n", 70 | "1994.\n", 71 | "\n", 72 | "References\n", 73 | "----------\n", 74 | " - C. Kaynak (1995) Methods of Combining Multiple Classifiers and Their\n", 75 | " Applications to Handwritten Digit Recognition, MSc Thesis, Institute of\n", 76 | " Graduate Studies in Science and Engineering, Bogazici University.\n", 77 | " - E. Alpaydin, C. Kaynak (1998) Cascading Classifiers, Kybernetika.\n", 78 | " - Ken Tang and Ponnuthurai N. Suganthan and Xi Yao and A. Kai Qin.\n", 79 | " Linear dimensionalityreduction using relevance weighted LDA. School of\n", 80 | " Electrical and Electronic Engineering Nanyang Technological University.\n", 81 | " 2005.\n", 82 | " - Claudio Gentile. A New Approximate Maximal Margin Classification\n", 83 | " Algorithm. NIPS. 2000.\n", 84 | "\n" 85 | ] 86 | } 87 | ], 88 | "source": [ 89 | "print digits.DESCR" 90 | ] 91 | }, 92 | { 93 | "cell_type": "code", 94 | "execution_count": 4, 95 | "metadata": { 96 | "collapsed": false, 97 | "scrolled": true 98 | }, 99 | "outputs": [ 100 | { 101 | "data": { 102 | "text/plain": [ 103 | "array([[ 0., 0., 5., 13., 9., 1., 0., 0.],\n", 104 | " [ 0., 0., 13., 15., 10., 15., 5., 0.],\n", 105 | " [ 0., 3., 15., 2., 0., 11., 8., 0.],\n", 106 | " [ 0., 4., 12., 0., 0., 8., 8., 0.],\n", 107 | " [ 0., 5., 8., 0., 0., 9., 8., 0.],\n", 108 | " [ 0., 4., 11., 0., 1., 12., 7., 0.],\n", 109 | " [ 0., 2., 14., 5., 10., 12., 0., 0.],\n", 110 | " [ 0., 0., 6., 13., 10., 0., 0., 0.]])" 111 | ] 112 | }, 113 | "execution_count": 4, 114 | "metadata": {}, 115 | "output_type": "execute_result" 116 | } 117 | ], 118 | "source": [ 119 | "digits.images[0]" 120 | ] 121 | }, 122 | { 123 | "cell_type": "code", 124 | "execution_count": 5, 125 | "metadata": { 126 | "collapsed": false 127 | }, 128 | "outputs": [ 129 | { 130 | "data": { 131 | "text/plain": [ 132 | "1797" 133 | ] 134 | }, 135 | "execution_count": 5, 136 | "metadata": {}, 137 | "output_type": "execute_result" 138 | } 139 | ], 140 | "source": [ 141 | "digits.target.size" 142 | ] 143 | }, 144 | { 145 | "cell_type": "code", 146 | "execution_count": 6, 147 | "metadata": { 148 | "collapsed": false 149 | }, 150 | "outputs": [ 151 | { 152 | "data": { 153 | "text/plain": [ 154 | "array([0, 1, 2, ..., 8, 9, 8])" 155 | ] 156 | }, 157 | "execution_count": 6, 158 | "metadata": {}, 159 | "output_type": "execute_result" 160 | } 161 | ], 162 | "source": [ 163 | "digits.target" 164 | ] 165 | }, 166 | { 167 | "cell_type": "code", 168 | "execution_count": 7, 169 | "metadata": { 170 | "collapsed": false, 171 | "scrolled": true 172 | }, 173 | "outputs": [ 174 | { 175 | "data": { 176 | "text/plain": [ 177 | "" 178 | ] 179 | }, 180 | "execution_count": 7, 181 | "metadata": {}, 182 | "output_type": "execute_result" 183 | }, 184 | { 185 | "data": { 186 | "image/png": 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187 | "text/plain": [ 188 | "" 189 | ] 190 | }, 191 | "metadata": {}, 192 | "output_type": "display_data" 193 | } 194 | ], 195 | "source": [ 196 | "import matplotlib.pyplot as plt\n", 197 | "%matplotlib inline\n", 198 | "\n", 199 | "plt.imshow(digits.images[0], cmap=plt.cm.gray_r, interpolation='nearest')" 200 | ] 201 | }, 202 | { 203 | "cell_type": "code", 204 | "execution_count": 8, 205 | "metadata": { 206 | "collapsed": false 207 | }, 208 | "outputs": [ 209 | { 210 | "data": { 211 | "text/plain": [ 212 | "SVC(C=100.0, cache_size=200, class_weight=None, coef0=0.0, degree=3,\n", 213 | " gamma=0.001, kernel='rbf', max_iter=-1, probability=False,\n", 214 | " random_state=None, shrinking=True, tol=0.001, verbose=False)" 215 | ] 216 | }, 217 | "execution_count": 8, 218 | "metadata": {}, 219 | "output_type": "execute_result" 220 | } 221 | ], 222 | "source": [ 223 | "svc.fit(digits.data[1:1790], digits.target[1:1790])" 224 | ] 225 | }, 226 | { 227 | "cell_type": "code", 228 | "execution_count": 9, 229 | "metadata": { 230 | "collapsed": false 231 | }, 232 | "outputs": [ 233 | { 234 | "data": { 235 | "text/plain": [ 236 | "" 237 | ] 238 | }, 239 | "execution_count": 9, 240 | "metadata": {}, 241 | "output_type": "execute_result" 242 | }, 243 | { 244 | "data": { 245 | "image/png": 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cp/+4tksQWlU7D7jYzK4DMLOjwOF+VMxx6sS1XZ7QgOkS4FVJmyU9Iem7kk7r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\n", 246 | "text/plain": [ 247 | "" 248 | ] 249 | }, 250 | "metadata": {}, 251 | "output_type": "display_data" 252 | } 253 | ], 254 | "source": [ 255 | "import matplotlib.pyplot as plt\n", 256 | "%matplotlib inline\n", 257 | "\n", 258 | "plt.subplot(321)\n", 259 | "plt.imshow(digits.images[1791], cmap=plt.cm.gray_r, interpolation='nearest')\n", 260 | "plt.subplot(322)\n", 261 | "plt.imshow(digits.images[1792], cmap=plt.cm.gray_r, interpolation='nearest')\n", 262 | "plt.subplot(323)\n", 263 | "plt.imshow(digits.images[1793], cmap=plt.cm.gray_r, interpolation='nearest')\n", 264 | "plt.subplot(324)\n", 265 | "plt.imshow(digits.images[1794], cmap=plt.cm.gray_r, interpolation='nearest')\n", 266 | "plt.subplot(325)\n", 267 | "plt.imshow(digits.images[1795], cmap=plt.cm.gray_r, interpolation='nearest')\n", 268 | "plt.subplot(326)\n", 269 | "plt.imshow(digits.images[1796], cmap=plt.cm.gray_r, interpolation='nearest')\n" 270 | ] 271 | }, 272 | { 273 | "cell_type": "code", 274 | "execution_count": 10, 275 | "metadata": { 276 | "collapsed": false 277 | }, 278 | "outputs": [ 279 | { 280 | "data": { 281 | "text/plain": [ 282 | "array([4, 9, 0, 8, 9, 8])" 283 | ] 284 | }, 285 | "execution_count": 10, 286 | "metadata": {}, 287 | "output_type": "execute_result" 288 | } 289 | ], 290 | "source": [ 291 | "svc.predict(digits.data[1791:1976])\n" 292 | ] 293 | }, 294 | { 295 | "cell_type": "code", 296 | "execution_count": 11, 297 | "metadata": { 298 | "collapsed": false 299 | }, 300 | "outputs": [ 301 | { 302 | "data": { 303 | "text/plain": [ 304 | "array([4, 9, 0, 8, 9, 8])" 305 | ] 306 | }, 307 | "execution_count": 11, 308 | "metadata": {}, 309 | "output_type": "execute_result" 310 | } 311 | ], 312 | "source": [ 313 | "digits.target[1791:1976]" 314 | ] 315 | }, 316 | { 317 | "cell_type": "code", 318 | "execution_count": null, 319 | "metadata": { 320 | "collapsed": true 321 | }, 322 | "outputs": [], 323 | "source": [] 324 | } 325 | ], 326 | "metadata": { 327 | "kernelspec": { 328 | "display_name": "Python 2", 329 | "language": "python", 330 | "name": "python2" 331 | }, 332 | "language_info": { 333 | "codemirror_mode": { 334 | "name": "ipython", 335 | "version": 2 336 | }, 337 | "file_extension": ".py", 338 | "mimetype": "text/x-python", 339 | "name": "python", 340 | "nbconvert_exporter": "python", 341 | "pygments_lexer": "ipython2", 342 | "version": "2.7.8" 343 | } 344 | }, 345 | "nbformat": 4, 346 | "nbformat_minor": 0 347 | } 348 | --------------------------------------------------------------------------------