% 1. Title: Horse Colic database
% 
% 2. Source Information
%    -- Creators: Mary McLeish & Matt Cecile
% 	  	Department of Computer Science
% 		University of Guelph
% 		Guelph, Ontario, Canada N1G 2W1
% 		mdmcleish@water.waterloo.edu
%    -- Donor:    Will Taylor (taylor@pluto.arc.nasa.gov)
%    -- Date:     8/6/89
% 
% 3. Past Usage:
%    -- Unknown
% 
% 4. Relevant Information:
% 
%    -- 2 data files 
%       -- horse-colic.data: 300 training instances
%       -- horse-colic.test: 68 test instances
%    -- Possible class attributes: 24 (whether lesion is surgical)
%      -- others include: 23, 25, 26, and 27
%    -- Many Data types: (continuous, discrete, and nominal)
% 
% 5. Number of Instances: 368 (300 for training, 68 for testing)
% 
% 6. Number of attributes: 28
% 
% 7. Attribute Information:
% 
%   1:  surgery?
%           1 = Yes, it had surgery
%           2 = It was treated without surgery
% 
%   2:  Age 
%           1 = Adult horse
%           2 = Young (< 6 months)
% 
%   3:  Hospital Number 
%           - numeric id
%           - the case number assigned to the horse
%             (may not be unique if the horse is treated > 1 time)
% 
%   4:  rectal temperature
%           - linear
%           - in degrees celsius.
%           - An elevated temp may occur due to infection.
%           - temperature may be reduced when the animal is in late shock
%           - normal temp is 37.8
%           - this parameter will usually change as the problem progresses
%                eg. may start out normal, then become elevated because of
%                    the lesion, passing back through the normal range as the
%                    horse goes into shock
%   5:  pulse 
%           - linear
%           - the heart rate in beats per minute
%           - is a reflection of the heart condition: 30 -40 is normal for adults
%           - rare to have a lower than normal rate although athletic horses
%             may have a rate of 20-25
%           - animals with painful lesions or suffering from circulatory shock
%             may have an elevated heart rate
% 
%   6:  respiratory rate
%           - linear
%           - normal rate is 8 to 10
%           - usefulness is doubtful due to the great fluctuations
% 
%   7:  temperature of extremities
%           - a subjective indication of peripheral circulation
%           - possible values:
%                1 = Normal
%                2 = Warm
%                3 = Cool
%                4 = Cold
%           - cool to cold extremities indicate possible shock
%           - hot extremities should correlate with an elevated rectal temp.
% 
%   8:  peripheral pulse
%           - subjective
%           - possible values are:
%                1 = normal
%                2 = increased
%                3 = reduced
%                4 = absent
%           - normal or increased p.p. are indicative of adequate circulation
%             while reduced or absent indicate poor perfusion
% 
%   9:  mucous membranes
%           - a subjective measurement of colour
%           - possible values are:
%                1 = normal pink
%                2 = bright pink
%                3 = pale pink
%                4 = pale cyanotic
%                5 = bright red / injected
%                6 = dark cyanotic
%           - 1 and 2 probably indicate a normal or slightly increased
%             circulation
%           - 3 may occur in early shock
%           - 4 and 6 are indicative of serious circulatory compromise
%           - 5 is more indicative of a septicemia
% 
%  10: capillary refill time
%           - a clinical judgement. The longer the refill, the poorer the
%             circulation
%           - possible values
%                1 = < 3 seconds
%                2 = >= 3 seconds
% 
%  11: pain - a subjective judgement of the horse's pain level
%           - possible values:
%                1 = alert, no pain
%                2 = depressed
%                3 = intermittent mild pain
%                4 = intermittent severe pain
%                5 = continuous severe pain
%           - should NOT be treated as a ordered or discrete variable!
%           - In general, the more painful, the more likely it is to require
%             surgery
%           - prior treatment of pain may mask the pain level to some extent
% 
%  12: peristalsis                              
%           - an indication of the activity in the horse's gut. As the gut
%             becomes more distended or the horse becomes more toxic, the
%             activity decreases
%           - possible values:
%                1 = hypermotile
%                2 = normal
%                3 = hypomotile
%                4 = absent
% 
%  13: abdominal distension
%           - An IMPORTANT parameter.
%           - possible values
%                1 = none
%                2 = slight
%                3 = moderate
%                4 = severe
%           - an animal with abdominal distension is likely to be painful and
%             have reduced gut motility.
%           - a horse with severe abdominal distension is likely to require
%             surgery just tio relieve the pressure
% 
%  14: nasogastric tube
%           - this refers to any gas coming out of the tube
%           - possible values:
%                1 = none
%                2 = slight
%                3 = significant
%           - a large gas cap in the stomach is likely to give the horse
%             discomfort
% 
%  15: nasogastric reflux
%           - possible values
%                1 = none
%                2 = > 1 liter
%                3 = < 1 liter
%           - the greater amount of reflux, the more likelihood that there is
%             some serious obstruction to the fluid passage from the rest of
%             the intestine
% 
%  16: nasogastric reflux PH
%           - linear
%           - scale is from 0 to 14 with 7 being neutral
%           - normal values are in the 3 to 4 range
% 
%  17: rectal examination - feces
%           - possible values
%                1 = normal
%                2 = increased
%                3 = decreased
%                4 = absent
%           - absent feces probably indicates an obstruction
% 
%  18: abdomen
%           - possible values
%                1 = normal
%                2 = other
%                3 = firm feces in the large intestine
%                4 = distended small intestine
%                5 = distended large intestine
%           - 3 is probably an obstruction caused by a mechanical impaction
%             and is normally treated medically
%           - 4 and 5 indicate a surgical lesion
% 
%  19: packed cell volume
%           - linear
%           - the # of red cells by volume in the blood
%           - normal range is 30 to 50. The level rises as the circulation
%             becomes compromised or as the animal becomes dehydrated.
% 
%  20: total protein
%           - linear
%           - normal values lie in the 6-7.5 (gms/dL) range
%           - the higher the value the greater the dehydration
% 
%  21: abdominocentesis appearance
%           - a needle is put in the horse's abdomen and fluid is obtained from
%             the abdominal cavity
%           - possible values:
%                1 = clear
%                2 = cloudy
%                3 = serosanguinous
%           - normal fluid is clear while cloudy or serosanguinous indicates
%             a compromised gut
% 
%  22: abdomcentesis total protein
%           - linear
%           - the higher the level of protein the more likely it is to have a
%             compromised gut. Values are in gms/dL
% 
%  23: outcome
%           - what eventually happened to the horse?
%           - possible values:
%                1 = lived
%                2 = died
%                3 = was euthanized
% 
%  24: surgical lesion?
%           - retrospectively, was the problem (lesion) surgical?
%           - all cases are either operated upon or autopsied so that
%             this value and the lesion type are always known
%           - possible values:
%                1 = Yes
%                2 = No
% 
%  25, 26, 27: type of lesion
%           - first number is site of lesion
%                1 = gastric
%                2 = sm intestine
%                3 = lg colon
%                4 = lg colon and cecum
%                5 = cecum
%                6 = transverse colon
%                7 = retum/descending colon
%                8 = uterus
%                9 = bladder
%                11 = all intestinal sites
%                00 = none
%           - second number is type
%                1 = simple
%                2 = strangulation
%                3 = inflammation
%                4 = other
%           - third number is subtype
%                1 = mechanical
%                2 = paralytic
%                0 = n/a
%           - fourth number is specific code
%                1 = obturation
%                2 = intrinsic
%                3 = extrinsic
%                4 = adynamic
%                5 = volvulus/torsion
%                6 = intussuption
%                7 = thromboembolic
%                8 = hernia
%                9 = lipoma/slenic incarceration
%                10 = displacement
%                0 = n/a
%  28: cp_data
%           - is pathology data present for this case?
%                1 = Yes
%                2 = No
%           - this variable is of no significance since pathology data
%             is not included or collected for these cases
% 
% Num Instances:     368
% Num Attributes:    28
% Num Continuous:    7 (Int 2 / Real 5)
% Num Discrete:      21
% Missing values:    1927 / 18.7%
% 
%     name                      type enum ints real     missing    distinct  (1)
%   1 'surgery'                 Enum   0%  99%   0%     2 /  1%     2 /  1%   0% 
%   2 'Age'                     Enum   0% 100%   0%     0 /  0%     2 /  1%   0% 
%   3 'Hospital Number'         Enum   0% 100%   0%     0 /  0%   338 / 92%  84% 
%   4 'rectal temperature'      Real   0%  13%  68%    69 / 19%    40 / 11%   2% 
%   5 'pulse'                   Int    0%  93%   0%    26 /  7%    54 / 15%   4% 
%   6 'respiratory rate'        Int    0%  81%   0%    71 / 19%    40 / 11%   3% 
%   7 'temperature of extremit  Enum   0%  82%   0%    65 / 18%     4 /  1%   0% 
%   8 'peripheral pulse'        Enum   0%  77%   0%    83 / 23%     4 /  1%   0% 
%   9 'mucous membranes'        Enum   0%  87%   0%    48 / 13%     6 /  2%   0% 
%  10 'capillary refill time'   Enum   0%  90%   0%    38 / 10%     3 /  1%   0% 
%  11 'pain'                    Enum   0%  83%   0%    63 / 17%     5 /  1%   0% 
%  12 'peristalsis'             Enum   0%  86%   0%    52 / 14%     4 /  1%   0% 
%  13 'abdominal distension'    Enum   0%  82%   0%    65 / 18%     4 /  1%   0% 
%  14 'nasogastric tube'        Enum   0%  64%   0%   131 / 36%     3 /  1%   0% 
%  15 'nasogastric reflux'      Enum   0%  64%   0%   133 / 36%     3 /  1%   0% 
%  16 'nasogastric reflux PH'   Real   0%  11%   8%   299 / 81%    24 /  7%   3% 
%  17 'rectal examination - fe  Enum   0%  65%   0%   128 / 35%     4 /  1%   0% 
%  18 'abdomen'                 Enum   0%  61%   0%   143 / 39%     5 /  1%   0% 
%  19 'packed cell volume'      Real   0%  89%   1%    37 / 10%    54 / 15%   4% 
%  20 'total protein'           Real   0%  37%  52%    43 / 12%    84 / 23%   7% 
%  21 'abdominocentesis appear  Enum   0%  47%   0%   194 / 53%     3 /  1%   0% 
%  22 'abdomcentesis total pro  Real   0%  18%  18%   235 / 64%    44 / 12%   5% 
%  23 'outcome'                 Enum   0%  99%   0%     2 /  1%     3 /  1%   0% 
%  24 'surgical lesion'         Enum   0% 100%   0%     0 /  0%     2 /  1%   0% 
%  25 'site of lesion'          Enum   0% 100%   0%     0 /  0%    63 / 17%   7% 
%  26 'type of lesion'          Enum   0% 100%   0%     0 /  0%     8 /  2%   1% 
%  27 'subtype of lesion'       Enum   0% 100%   0%     0 /  0%     2 /  1%   0% 
%  28 'pathology_cp_data'       Enum   0% 100%   0%     0 /  0%     2 /  1%   0% 
@relation horse-colic.ORIG
@attribute surgery {2,1}
@attribute Age {1,9}
@attribute Hospital Number {530101,534817,530334,5290410,530255,528355,526802,529607,530051,5299630,528548,527927,528031,5291330,534917,530233,5301220,526639,5290480,532110,530157,529340,521681,534998,533692,529518,530526,528653,5279440,535415,529475,530242,529427,529663,529796,528812,529493,533847,528996,5277410,529498,5288250,530301,534069,535407,529827,529888,529821,528890,529642,529766,527706,529483,530544,529461,5282840,528872,529640,528298,528904,530438,527957,528630,534293,529667,534885,534784,528931,529777,530276,528214,529424,5299250,528469,5292930,534092,534615,534753,530693,527463,527518,534756,5290760,5279820,529849,529304,529388,528006,529703,535381,534197,530251,530310,528729,535158,530319,534145,534135,530002,535364,534899,534938,5292490,527563,530381,528668,529764,533696,5297380,527544,533736,534963,527933,532349,533723,535208,533983,535166,528682,534556,534579,530360,529840,528461,530384,5262540,535330,527698,528964,530670,534572,530294,527524,5287180,534324,534491,529960,522979,530402,534519,535246,534115,530001,529272,535314,533793,529399,533836,528804,535163,528247,533928,528248,528134,527916,530431,535176,533942,528523,534925,528299,530254,535085,532985,527677,535292,529729,518476,527929,535130,523190,533968,528151,530239,528305,534857,534053,534833,5278330,527365,533887,5299600,528742,5287280,534788,529373,534163,533697,529628,521399,533885,534157,528047,528641,534073,529685,529528,535137,530297,535338,534478,530401,529893,5294370,528183,529183,529135,528977,535240,529736,535029,535031,528800,528178,535392,528503,5289420,535196,534597,534280,530028,528179,533750,528702,534183,529160,529045,530354,5281090,5291410,530366,530170,527709,528169,535043,527940,5291720,530561,533738,5294540,533871,529812,534719,527734,534933,529296,5305630,528743,530478,528590,529865,527829,534403,527883,528570,534626,528638,534624,5297160,534787,528620,528019,529172,534644,530624,527758,530439,5283430,5275210,5305130,529428,529126,535054,530034,534004,533902,533886,527702,529386,530612,534618,528626,527950,535263,534523,528926,534922,527642,534790,528959,534921,528999,528067,529478,529991,530033,5299050,534497,528369,530107,530505,529567,529597,534429,529629,528382,534898,529615,526090,529765,528310,529925,527807,5281440,530695,533889,533815,527664,528268,528919,527494,529980,533954,534686,534475,5274920,534156,514279,528433,527465,534268,535337,534111,530576,529930,529695,528452,534783}
@attribute rectal temperature numeric
@attribute pulse numeric
@attribute respiratory rate numeric
@attribute temperature of extremities {3,1,4,2}
@attribute peripheral pulse {3,1,4,2}
@attribute mucous membranes {4,3,6,1,5,2}
@attribute capillary refill time {2,1,3}
@attribute pain {5,3,2,4,1}
@attribute peristalsis {4,3,1,2}
@attribute abdominal distension {4,2,1,3}
@attribute nasogastric tube {1,2,3}
@attribute nasogastric reflux {2,1,3}
@attribute nasogastric reflux PH numeric
@attribute rectal examination - feces {3,4,1,2}
@attribute abdomen {5,2,1,3,4}
@attribute packed cell volume numeric
@attribute total protein numeric
@attribute abdominocentesis appearance {2,3,1}
@attribute abdomcentesis total protein numeric
@attribute outcome {2,3,1}
@attribute surgical lesion {2,1}
@attribute site of lesion {11300,2208,0,4300,3124,3205,2124,2111,4124,2112,3207,1400,4205,3111,4122,2207,2209,1124,7111,5205,2113,9400,2305,7209,7400,3112,3209,2322,11124,3025,2205,5206,400,5000,5400,31110,2206,5124,7113,6209,3400,6112,6111,1111,2300,21110,4111,3133,5111,300,3115,9000,3300,3113,41110,11400,12208,4206,4207,8300,8400,5110,8405}
@attribute type of lesion {0,1400,7111,3111,6112,3112,2208,3205}
@attribute subtype of lesion {0,2209}
@attribute pathology_cp_data {2,1}

@data
2.0,1,530101,38.5,66,28,3.0,3.0,nan,2.0,5.0,4.0,4.0,nan,nan,nan,3.0,5.0,45,8,nan,nan,2.0,2,11300,0,0,2
1.0,1,534817,39.2,88,20,nan,nan,4.0,1.0,3.0,4.0,2.0,nan,nan,nan,4.0,2.0,50,85,2.0,2.0,3.0,2,2208,0,0,2
2.0,1,530334,38.3,40,24,1.0,1.0,3.0,1.0,3.0,3.0,1.0,nan,nan,nan,1.0,1.0,33,6,nan,nan,1.0,2,0,0,0,1
1.0,9,5290410,39.1,164,84,4.0,1.0,6.0,2.0,2.0,4.0,4.0,1.0,2.0,5.0,3.0,nan,48,7,3.0,5.3,2.0,1,2208,0,0,1
2.0,1,530255,37.3,104,35,nan,nan,6.0,2.0,nan,nan,nan,nan,nan,nan,nan,nan,74,7,nan,nan,2.0,2,4300,0,0,2
2.0,1,528355,nan,-2147483648,-2147483648,2.0,1.0,3.0,1.0,2.0,3.0,2.0,2.0,1.0,nan,3.0,3.0,-2147483648,-2147483648,nan,nan,1.0,2,0,0,0,2
1.0,1,526802,37.9,48,16,1.0,1.0,1.0,1.0,3.0,3.0,3.0,1.0,1.0,nan,3.0,5.0,37,7,nan,nan,1.0,1,3124,0,0,2
1.0,1,529607,nan,60,-2147483648,3.0,nan,nan,1.0,nan,4.0,2.0,2.0,1.0,nan,3.0,4.0,44,8,nan,nan,2.0,1,2208,0,0,2
2.0,1,530051,nan,80,36,3.0,4.0,3.0,1.0,4.0,4.0,4.0,2.0,1.0,nan,3.0,5.0,38,6,nan,nan,3.0,1,3205,0,0,2
2.0,9,5299630,38.3,90,-2147483648,1.0,nan,1.0,1.0,5.0,3.0,1.0,2.0,1.0,nan,3.0,nan,40,6,1.0,2.2,1.0,2,0,0,0,1
1.0,1,528548,38.1,66,12,3.0,3.0,5.0,1.0,3.0,3.0,1.0,2.0,1.0,3.0,2.0,5.0,44,6,2.0,3.6,1.0,1,2124,0,0,1
2.0,1,527927,39.1,72,52,2.0,nan,2.0,1.0,2.0,1.0,2.0,1.0,1.0,nan,4.0,4.0,50,7,nan,nan,1.0,1,2111,0,0,2
1.0,1,528031,37.2,42,12,2.0,1.0,1.0,1.0,3.0,3.0,3.0,3.0,1.0,nan,4.0,5.0,-2147483648,7,nan,nan,1.0,2,4124,0,0,2
2.0,9,5291330,38.0,92,28,1.0,1.0,2.0,1.0,1.0,3.0,2.0,3.0,nan,7.2,1.0,1.0,37,6,1.0,nan,2.0,2,0,0,0,1
1.0,1,534917,38.2,76,28,3.0,1.0,1.0,1.0,3.0,4.0,1.0,2.0,2.0,nan,4.0,4.0,46,81,1.0,2.0,1.0,1,2112,0,0,2
1.0,1,530233,37.6,96,48,3.0,1.0,4.0,1.0,5.0,3.0,3.0,2.0,3.0,4.5,4.0,nan,45,6,nan,nan,2.0,1,3207,0,0,2
1.0,9,5301220,nan,128,36,3.0,3.0,4.0,2.0,4.0,4.0,3.0,3.0,nan,nan,4.0,5.0,53,7,3.0,4.7,2.0,2,1400,0,0,1
2.0,1,526639,37.5,48,24,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,-2147483648,-2147483648,nan,nan,1.0,2,0,0,0,2
1.0,1,5290480,37.6,64,21,1.0,1.0,2.0,1.0,2.0,3.0,1.0,1.0,1.0,nan,2.0,5.0,40,7,1.0,nan,1.0,1,4205,0,0,1
2.0,1,532110,39.4,110,35,4.0,3.0,6.0,nan,nan,3.0,3.0,nan,nan,nan,nan,nan,55,8,nan,nan,1.0,2,0,0,0,2
1.0,1,530157,39.9,72,60,1.0,1.0,5.0,2.0,5.0,4.0,4.0,3.0,1.0,nan,4.0,4.0,46,6,2.0,nan,1.0,1,2111,0,0,2
2.0,1,529340,38.4,48,16,1.0,nan,1.0,1.0,1.0,3.0,1.0,2.0,3.0,5.5,4.0,3.0,49,6,nan,nan,1.0,2,0,0,0,2
1.0,1,521681,38.6,42,34,2.0,1.0,4.0,nan,2.0,3.0,1.0,nan,nan,nan,1.0,nan,48,7,nan,nan,1.0,1,3111,0,0,2
1.0,9,534998,38.3,130,60,nan,3.0,nan,1.0,2.0,4.0,nan,nan,nan,nan,nan,nan,50,70,nan,nan,1.0,1,3111,0,0,2
1.0,1,533692,38.1,60,12,3.0,3.0,3.0,1.0,nan,4.0,3.0,3.0,2.0,2.0,nan,nan,51,65,nan,nan,1.0,1,3111,0,0,2
2.0,1,529518,37.8,60,42,nan,nan,nan,1.0,nan,nan,nan,nan,nan,nan,nan,nan,-2147483648,-2147483648,nan,nan,1.0,2,0,0,0,2
1.0,1,530526,38.3,72,30,4.0,3.0,3.0,2.0,3.0,3.0,3.0,2.0,1.0,nan,3.0,5.0,43,7,2.0,3.9,1.0,1,3111,0,0,1
1.0,1,528653,37.8,48,12,3.0,1.0,1.0,1.0,nan,3.0,2.0,1.0,1.0,nan,1.0,3.0,37,5,2.0,1.3,1.0,2,4122,0,0,1
1.0,1,5279440,nan,-2147483648,-2147483648,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,-2147483648,-2147483648,nan,nan,2.0,2,4300,0,0,2
2.0,1,535415,37.7,48,-2147483648,2.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,nan,nan,nan,45,76,nan,nan,1.0,2,0,0,0,2
2.0,1,529475,37.7,96,30,3.0,3.0,4.0,2.0,5.0,4.0,4.0,3.0,2.0,4.0,4.0,5.0,66,7,nan,nan,2.0,1,4205,0,0,2
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