1. Identify the attribute type of each attribute in your dataset. If it's not clear, you may need to justify why you chose the type.
2. Identify the values of the summarising properties for the attributes, including frequency, location and spread (e.g. value ranges of the attributes, frequency of values, distributions, medians, means, variances, percentiles, etc. - the statistics that have been covered in the lectures and materials given). Note that not all of these summary statistics will make sense for all the attribute types, so use your judgement! Where necessary, use proper visualisations for the corresponding statistics.
3. Using KNIME or other tools, explore your dataset and identify any outliers, clusters of similar instances, "interesting" attributes and specific values of those attributes. Note that you may need to 'temporarily' recode attributes to numeric or from numeric to nominal. The report includes the corresponding snapshots from the tools and an explanation of what has been identified there.

Assignment 2 Attribute Description Heading Meaning Units Date Date dd/mm/yyyy Location Name of the place Name Minimum temperature in the 24 hours to 9am. Min Temp degrees Celsius Sometimes only known to the nearest whole degree. MaxTemp Maximum temperature in the 24 hours from 9am. degrees Celsius Sometimes only known to the nearest whole degree. Precipitation (rainfall) in the 24 hours to 9am. Rainfall millimetres Sometimes only known to the nearest whole millimetre. Evaporation "Class A" pan evaporation in the 24 hours to 9am millimetres Sunshine Bright sunshine in the 24 hours to midnight hours WindGusDir Direction of strongest gust in the 24 hours to midnight 16 compass points WindGusSpeed Speed of strongest wind gust in the 24 hours to midnight kilometres per hour Temp Temperature at 9 am degrees Celsius Humidity Relative humidity at 9 am percent Cloud Fraction of sky obscured by cloud at 9 am eighths 9 am WindDir Wind direction averaged over 10 minutes prior to 9 am compass points WindSpeed Wind speed averaged over 10 minutes prior to 9 am kilometres per hour Pressure Atmospheric pressure reduced to mean sea level at 9 am hectopascals Temp Temperature at 3 pm degrees Celsius Humidity Relative humidity at 3 pm percent Cloud Fraction of sky obscured by cloud at 3 pm eighths WindDir Wind direction averaged over 10 minutes prior to 3 pm compass points WindSpeed Wind speed averaged over 10 minutes prior to 3 pm kilometres per hour Pressure Atmospheric pressure reduced to mean sea level at 3 pm hectopascals Rain Today If it's rain then Yes. If it doesn't rain then No 3 pm Rain Tomorrow If it's rain then Yes. If it doesn't rain then No 43 NNW . 1020.8 planos 1 1023.6 NA 15,4 NA 26. SSW 1 67 WSW WSW 56 NA 56 NNW 1011.5 Date Location 25/4/09 Albury 9/6/09 Albury 11/8/09 Albury 26/8/09 Albury 22/10/09 Albury 19/4/10 Albury 1/6/10 Albury 16 Album 11/6/10 Albury 27/6/10 Albury 8/2/09 Badgerys Creek 27/2/09 Badgerys Creek 27/3/09 Badgerys Creek 2/4/09 Badgerys Creek 4/4/09 BadgerysCreek 17/6/09 Badgerys Creek 3/7/09 Badgerys Creek 9/7/09 BadgerysCreek 10/12/09 Badgerys Creek 10/1/09 Cobar 10/1/09 Cobar 21/1/09 Cher 21/1/09 Cobar 23/0100 Color 23/2/09 Cobar 2/4/09 Cobar in Caher sizing cohor 6/7/09 Cobar into Cohor 2/4/10 Cobar 4/6/10 Cober 4/6/10 Cobar 22/7/10 Cobar 5/9/10 Cobar 5/9/10 Cohar 14/11/10 Cobar 26/1/09 Coffs Harbour 7/3/09 Coffs Harbour 6/6/09 Coffs Harbour when 7/10/09 Coffs Harbour Waren 7/11/09 Coffs Harbour Wave 9/1/10 Coffs Harbour 28/1/10 Coffs Harbour 2014 manatdan 2/2/10 Coffs Harbour 27/2/10 Coffs Harbour 24/3/10 Coffs Harbour 17/8/10 Coffs Harbour 23/9/10 Coffs Harbour MinTemp MaxTemp Rainfall Evaporation Sunshine WindGustDir WindGustSpeed WindDir9am WindDir3pm WindSpeed9am WindSpeed3pm Humidity9am Humidity3pm Pressure9am Pressure 3pm Cloud9am Cloud3pm Temp9am Temp3pm RainToday Rain Tomorrow 12.9 15.8 20 NA NA 70 WNW 19 15 83 89 1004.8 1000.9 8 8 8 13.3 14.5 Yes Yes 6.3 8.8 2 NA NA 43 NNW 13 13 92 92 95 1011.1 1008.3 8 8 6.8 7.9 Yes von 5.9 177 Yes 17.7 NA 04 NA NA NNE 43 E 19 22 62 5 59 22 1009 1008.6 1 w.. 1 1 14.8 15.6 No Yes 4.2 144 MA 14.4 26 NA 3.6 NA NA NW 13 20 56 83 56 13 1014 30 1016.1 1014.4 NA 8 126 6.9 M Ma No 13.6 Yes NA 9.1 27.1 NA WSW 24 SE 24 SE 9 12 13 67 20 / 38 1018.4 NA NA 15.6 25 Ma 112 25.4 No MA M 11.2 No ESE 25.9 NA O NA ESE 17 NA 17 NA 0 09 9 81 ac 46 10010 1025.7 1021.9 1AC CM 3 9 4 Na 2 M MA 14.6 25.6 No No 4.2 16.6 SE NA O NA SE 12 NA 13 NA 0 on co 89 7 58 10002 1018.5 NA NA 16 M. 8.3 ... Na M MA 7.2 No 30 13.2 16.1 No c 42 NA O NA 28 WSW en 6 13 82 cc 1040 66 1023 M. 49 1019.7 7 9.2 Ma M 7 NA 12.8 No No 0.6 11.9 0.2 NA 22 SW 0.0 NA 14 2 11 EA 1024 22 SW 99 1094 54 1024.3 1 1 14 M. 1021.8 2.8 Ma 2 M MA 11.5 No No 17 40 O NA NA SE 43 WNW 2 6 22 51 20 28 10111 1006.2 NA NA M. 20 CM 120 1011.1 MA M 25.3 38.6 No No 25.8 12.9 20 W NA O NA ESE ESE 12 11 20 28 SW 13 78 46 10187 1015 1015.3 NA NA 7 18.7 M 1018.7 No 2 NA 18.4 25.3 No c 23.4 3.8 NA 210 NA S 31 S 15 16 15 on ca 1024 61 80 1024.5 NA 10 Mo 19.4 NA 200 M 18 6 22.9 Yes NO 18.6 24.9 NA E 31 SE 11 07 1092 97 69 1023.7 20 1021.6 NA 20 NA 2 w 205 NA 20.2 24.1 Yes Yes MA 17.2 20.2 10 NA SW NA 1.8 NA SW 21 SE 31 SE oc 15 15 86 67 10170 1017.9 1019.5 NA NA 100 M. 106 oo 18.8 No 18.6 Yes ONA 8.8 16.6 MA O NA NA SW 15 43 en 73 13 82 1028 1027.2 NA NA 42 . 100M NA 12.4 13.8 No No 7.5 15.3 O NA ONA NA WSW ED 37 07 AC 35 53 1005 MA 46 37 1004.4 1005 NA 121 NA 12.1 NA c Ma 14 No NO 6 17 20 W NA SE 24 SW 9 100 9 9 100 81 1031.3 1028.8 NA NA 9.5 w 120 V 13.9 Yes 10 Yes 19.2 32.5 O NA NA WNW 11 22 65 65 33 1005.2 NA NA 22.2 M. 20 M 22:2 EE 29.9 No No 19 35.5 0 12 12.3 ENE 48 ENE 30 20 46 9 28 1000 1008.3 1004 1 5 5 23.4 M . 1 33.3 No 22 25.4 No 25.4 33.5 13.6 3.7 N AG NW N 46 NW 28 ER 46 9 1043 52 1012 1009.8 200 7 4 28.9 20 M 29.7 No Na 219 NO 21.9 35.1 9 S 22 ES 24 53 30 2 10120 1012.8 4 3 2AM 1010.4 2 . 25.9 4 3 34 No Yes 19.7 31.8 og 27 11.2 ESE 10 37 E 8.8 19 20 40 67 40 20 07 1017.9 6 1015 1 0 210 6 21.9 29.4 No No 4.4 3 12.8 4.4 20 2.4 6.1 S 22 S 6 7 7 77 50 7 1019.5 24 7 20 12 4 7.1 13 3 Na 4 12.4 No No 12.2 12.2 29 5.2 11.3 SW 15 26 WNW 2 26 15 27 51 1016 40 21 1019 1016 1 19 1 270 27.9 No 105 Na No 7.3 19 19.2 1.8 8.1 SSW 20 28 S 9 EO 90 17 10172 10005 58 1020.5 1017.7 3 104 10m 3 Na 5 10.4 No 18.7 No 1.3 12 14.5 200 8.9 S 1.2 24 S 12 13 9 92 32 1 1 48 14 NO 1 Ma 4.8 No 14 No 7.1 16.3 2.4 NA 52 WNW 52 W 13 17 66 Ag 49 1019 c 1017.3 7 7 1019 14. Na b 11.6 1 14.7 Yes No 19.9 24.7 49.4 3 NA SW 28 W 4 11 01 OC 91 85 1014.5 1013.7 8 8 21.4 22.9 Yes No Ma 20.1 27.1 9.2 8 SSE 31 SSW 20 15 87 76 1018.2 1017 7 3 23 26.1 Yes Yes 17.8 27.9 4 11.4 NNE 52 SSE 9 33 72 64 1013.5 1010.4 1 2 23.1 27 No No 8.5 19.2 1.8 9.1 WSW . Se 30 W 6 11 71 48 1015.3 1011.8 2 1 14.5 18.5 No No 13 28.9 0 4.4 11.4 SSW 48 NW 24 13 60 37 1013.4 1007.6 1 4 20.6 25.7 No No 17.4 23.1 371 NA 3.5 NA NA SW . 10 WWW 13 19 .. 93 NA 81 1026.6 1025.9 8 5 18.6 22 Yes Yes 20.0 19.2 28.5 0 5.4 13.2 NNE 41 NNW 9 24 65 .. 69 1019.4 1017.7 1 1 27.1 27.3 No No 21.4 29.5 0.8 4.2 5.8 NNE 28 SW 15 . 13 78 78 1011.6 1008.8 6 6 25.3 25.3 No Yes 20.7 26.6 3.8 5 5 2 SSE 46 SSE 24 17 61 89 1012.5 1011.1 5 8 8 25.7 23.3 Yes Yes 18.9 26.8 6.2 4.6 6.8 SW 31 SW 17 15 86 66 1021.6 1019 7 7 22 25.8 Yes No 16 26.7 0 2.6 10.6 ESE 22 WSW 7 15 75 65 1020.2 1019.2 1 2 22.1 26.2 No No 8 17.3 0 0 3.2 10.5 S 33 SW 20 11 40 40 1022.1 1020.2 1 1 15.1 16.8 No No 12.5 23.7 0 2 8.1 NNE 30 NNW 11 22 59 70 1022 1019.9 1 4 22 21 No No 102 43 NNE 1022.5 1021 1029.7 :DI***82