saving models; added first attempt for hyperparameter tuning
parent
d82224bea6
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12ef02f4b8
1509
Experiments.ipynb
1509
Experiments.ipynb
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age,sex,cp,trestbps,chol,fbs,restecg,thalach,exang,oldpeak,slope,ca,thal,goal
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63,1,1,145,233,1,2,150,0,2.3,3,0.0,6.0,0
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67,1,4,160,286,0,2,108,1,1.5,2,3.0,3.0,1
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67,1,4,120,229,0,2,129,1,2.6,2,2.0,7.0,1
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37,1,3,130,250,0,0,187,0,3.5,3,0.0,3.0,0
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41,0,2,130,204,0,2,172,0,1.4,1,0.0,3.0,0
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56,1,2,120,236,0,0,178,0,0.8,1,0.0,3.0,0
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62,0,4,140,268,0,2,160,0,3.6,3,2.0,3.0,1
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57,0,4,120,354,0,0,163,1,0.6,1,0.0,3.0,0
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63,1,4,130,254,0,2,147,0,1.4,2,1.0,7.0,1
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53,1,4,140,203,1,2,155,1,3.1,3,0.0,7.0,1
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57,1,4,140,192,0,0,148,0,0.4,2,0.0,6.0,0
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56,0,2,140,294,0,2,153,0,1.3,2,0.0,3.0,0
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56,1,3,130,256,1,2,142,1,0.6,2,1.0,6.0,1
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44,1,2,120,263,0,0,173,0,0.0,1,0.0,7.0,0
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52,1,3,172,199,1,0,162,0,0.5,1,0.0,7.0,0
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57,1,3,150,168,0,0,174,0,1.6,1,0.0,3.0,0
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48,1,2,110,229,0,0,168,0,1.0,3,0.0,7.0,1
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54,1,4,140,239,0,0,160,0,1.2,1,0.0,3.0,0
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66,0,1,150,226,0,0,114,0,2.6,3,0.0,3.0,0
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43,1,4,150,247,0,0,171,0,1.5,1,0.0,3.0,0
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40,1,4,110,167,0,2,114,1,2.0,2,0.0,7.0,1
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69,0,1,140,239,0,0,151,0,1.8,1,2.0,3.0,0
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60,1,4,117,230,1,0,160,1,1.4,1,2.0,7.0,1
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64,1,3,140,335,0,0,158,0,0.0,1,0.0,3.0,1
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59,1,4,135,234,0,0,161,0,0.5,2,0.0,7.0,0
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44,1,3,130,233,0,0,179,1,0.4,1,0.0,3.0,0
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42,1,4,140,226,0,0,178,0,0.0,1,0.0,3.0,0
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57,1,4,150,276,0,2,112,1,0.6,2,1.0,6.0,1
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65,0,4,150,225,0,2,114,0,1.0,2,3.0,7.0,1
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40,1,1,140,199,0,0,178,1,1.4,1,0.0,7.0,0
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71,0,2,160,302,0,0,162,0,0.4,1,2.0,3.0,0
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58,1,3,112,230,0,2,165,0,2.5,2,1.0,7.0,1
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46,0,3,142,177,0,2,160,1,1.4,3,0.0,3.0,0
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58,1,4,128,216,0,2,131,1,2.2,2,3.0,7.0,1
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54,0,3,135,304,1,0,170,0,0.0,1,0.0,3.0,0
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54,1,4,120,188,0,0,113,0,1.4,2,1.0,7.0,1
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60,1,3,140,185,0,2,155,0,3.0,2,0.0,3.0,1
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54,1,3,150,232,0,2,165,0,1.6,1,0.0,7.0,0
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59,1,4,170,326,0,2,140,1,3.4,3,0.0,7.0,1
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46,1,3,150,231,0,0,147,0,3.6,2,0.0,3.0,1
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65,0,3,155,269,0,0,148,0,0.8,1,0.0,3.0,0
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67,1,4,125,254,1,0,163,0,0.2,2,2.0,7.0,1
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62,1,4,120,267,0,0,99,1,1.8,2,2.0,7.0,1
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65,1,4,110,248,0,2,158,0,0.6,1,2.0,6.0,1
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44,1,4,110,197,0,2,177,0,0.0,1,1.0,3.0,1
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65,0,3,160,360,0,2,151,0,0.8,1,0.0,3.0,0
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60,1,4,125,258,0,2,141,1,2.8,2,1.0,7.0,1
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68,1,3,180,274,1,2,150,1,1.6,2,0.0,7.0,1
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52,1,2,120,325,0,0,172,0,0.2,1,0.0,3.0,0
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51,0,3,130,256,0,2,149,0,0.5,1,0.0,3.0,0
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62,0,4,160,164,0,2,145,0,6.2,3,3.0,7.0,1
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62,1,3,130,231,0,0,146,0,1.8,2,3.0,7.0,0
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44,0,3,108,141,0,0,175,0,0.6,2,0.0,3.0,0
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63,0,3,135,252,0,2,172,0,0.0,1,0.0,3.0,0
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52,1,4,128,255,0,0,161,1,0.0,1,1.0,7.0,1
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59,1,4,110,239,0,2,142,1,1.2,2,1.0,7.0,1
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60,0,4,150,258,0,2,157,0,2.6,2,2.0,7.0,1
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52,1,2,134,201,0,0,158,0,0.8,1,1.0,3.0,0
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48,1,4,122,222,0,2,186,0,0.0,1,0.0,3.0,0
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34,1,1,118,182,0,2,174,0,0.0,1,0.0,3.0,0
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62,0,4,138,294,1,0,106,0,1.9,2,3.0,3.0,1
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68,0,3,120,211,0,2,115,0,1.5,2,0.0,3.0,0
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||||
67,1,4,100,299,0,2,125,1,0.9,2,2.0,3.0,1
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69,1,1,160,234,1,2,131,0,0.1,2,1.0,3.0,0
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45,0,4,138,236,0,2,152,1,0.2,2,0.0,3.0,0
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50,0,2,120,244,0,0,162,0,1.1,1,0.0,3.0,0
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59,1,1,160,273,0,2,125,0,0.0,1,0.0,3.0,1
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50,0,4,110,254,0,2,159,0,0.0,1,0.0,3.0,0
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64,0,4,180,325,0,0,154,1,0.0,1,0.0,3.0,0
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57,1,3,150,126,1,0,173,0,0.2,1,1.0,7.0,0
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64,0,3,140,313,0,0,133,0,0.2,1,0.0,7.0,0
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43,1,4,110,211,0,0,161,0,0.0,1,0.0,7.0,0
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45,1,4,142,309,0,2,147,1,0.0,2,3.0,7.0,1
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58,1,4,128,259,0,2,130,1,3.0,2,2.0,7.0,1
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||||
50,1,4,144,200,0,2,126,1,0.9,2,0.0,7.0,1
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55,1,2,130,262,0,0,155,0,0.0,1,0.0,3.0,0
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62,0,4,150,244,0,0,154,1,1.4,2,0.0,3.0,1
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38,1,1,120,231,0,0,182,1,3.8,2,0.0,7.0,1
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41,1,3,130,214,0,2,168,0,2.0,2,0.0,3.0,0
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66,0,4,178,228,1,0,165,1,1.0,2,2.0,7.0,1
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52,1,4,112,230,0,0,160,0,0.0,1,1.0,3.0,1
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56,1,1,120,193,0,2,162,0,1.9,2,0.0,7.0,0
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||||
46,0,2,105,204,0,0,172,0,0.0,1,0.0,3.0,0
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46,0,4,138,243,0,2,152,1,0.0,2,0.0,3.0,0
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64,0,4,130,303,0,0,122,0,2.0,2,2.0,3.0,0
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59,1,4,138,271,0,2,182,0,0.0,1,0.0,3.0,0
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41,0,3,112,268,0,2,172,1,0.0,1,0.0,3.0,0
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54,0,3,108,267,0,2,167,0,0.0,1,0.0,3.0,0
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39,0,3,94,199,0,0,179,0,0.0,1,0.0,3.0,0
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53,1,4,123,282,0,0,95,1,2.0,2,2.0,7.0,1
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63,0,4,108,269,0,0,169,1,1.8,2,2.0,3.0,1
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34,0,2,118,210,0,0,192,0,0.7,1,0.0,3.0,0
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47,1,4,112,204,0,0,143,0,0.1,1,0.0,3.0,0
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67,0,3,152,277,0,0,172,0,0.0,1,1.0,3.0,0
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54,1,4,110,206,0,2,108,1,0.0,2,1.0,3.0,1
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66,1,4,112,212,0,2,132,1,0.1,1,1.0,3.0,1
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52,0,3,136,196,0,2,169,0,0.1,2,0.0,3.0,0
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55,0,4,180,327,0,1,117,1,3.4,2,0.0,3.0,1
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49,1,3,118,149,0,2,126,0,0.8,1,3.0,3.0,1
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||||
74,0,2,120,269,0,2,121,1,0.2,1,1.0,3.0,0
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||||
54,0,3,160,201,0,0,163,0,0.0,1,1.0,3.0,0
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54,1,4,122,286,0,2,116,1,3.2,2,2.0,3.0,1
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56,1,4,130,283,1,2,103,1,1.6,3,0.0,7.0,1
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46,1,4,120,249,0,2,144,0,0.8,1,0.0,7.0,1
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49,0,2,134,271,0,0,162,0,0.0,2,0.0,3.0,0
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42,1,2,120,295,0,0,162,0,0.0,1,0.0,3.0,0
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41,1,2,110,235,0,0,153,0,0.0,1,0.0,3.0,0
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41,0,2,126,306,0,0,163,0,0.0,1,0.0,3.0,0
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49,0,4,130,269,0,0,163,0,0.0,1,0.0,3.0,0
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||||
61,1,1,134,234,0,0,145,0,2.6,2,2.0,3.0,1
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60,0,3,120,178,1,0,96,0,0.0,1,0.0,3.0,0
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||||
67,1,4,120,237,0,0,71,0,1.0,2,0.0,3.0,1
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||||
58,1,4,100,234,0,0,156,0,0.1,1,1.0,7.0,1
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||||
47,1,4,110,275,0,2,118,1,1.0,2,1.0,3.0,1
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52,1,4,125,212,0,0,168,0,1.0,1,2.0,7.0,1
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62,1,2,128,208,1,2,140,0,0.0,1,0.0,3.0,0
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57,1,4,110,201,0,0,126,1,1.5,2,0.0,6.0,0
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58,1,4,146,218,0,0,105,0,2.0,2,1.0,7.0,1
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||||
64,1,4,128,263,0,0,105,1,0.2,2,1.0,7.0,0
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||||
51,0,3,120,295,0,2,157,0,0.6,1,0.0,3.0,0
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||||
43,1,4,115,303,0,0,181,0,1.2,2,0.0,3.0,0
|
||||
42,0,3,120,209,0,0,173,0,0.0,2,0.0,3.0,0
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||||
67,0,4,106,223,0,0,142,0,0.3,1,2.0,3.0,0
|
||||
76,0,3,140,197,0,1,116,0,1.1,2,0.0,3.0,0
|
||||
70,1,2,156,245,0,2,143,0,0.0,1,0.0,3.0,0
|
||||
57,1,2,124,261,0,0,141,0,0.3,1,0.0,7.0,1
|
||||
44,0,3,118,242,0,0,149,0,0.3,2,1.0,3.0,0
|
||||
58,0,2,136,319,1,2,152,0,0.0,1,2.0,3.0,1
|
||||
60,0,1,150,240,0,0,171,0,0.9,1,0.0,3.0,0
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||||
44,1,3,120,226,0,0,169,0,0.0,1,0.0,3.0,0
|
||||
61,1,4,138,166,0,2,125,1,3.6,2,1.0,3.0,1
|
||||
42,1,4,136,315,0,0,125,1,1.8,2,0.0,6.0,1
|
||||
59,1,3,126,218,1,0,134,0,2.2,2,1.0,6.0,1
|
||||
40,1,4,152,223,0,0,181,0,0.0,1,0.0,7.0,1
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||||
42,1,3,130,180,0,0,150,0,0.0,1,0.0,3.0,0
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||||
61,1,4,140,207,0,2,138,1,1.9,1,1.0,7.0,1
|
||||
66,1,4,160,228,0,2,138,0,2.3,1,0.0,6.0,0
|
||||
46,1,4,140,311,0,0,120,1,1.8,2,2.0,7.0,1
|
||||
71,0,4,112,149,0,0,125,0,1.6,2,0.0,3.0,0
|
||||
59,1,1,134,204,0,0,162,0,0.8,1,2.0,3.0,1
|
||||
64,1,1,170,227,0,2,155,0,0.6,2,0.0,7.0,0
|
||||
66,0,3,146,278,0,2,152,0,0.0,2,1.0,3.0,0
|
||||
39,0,3,138,220,0,0,152,0,0.0,2,0.0,3.0,0
|
||||
57,1,2,154,232,0,2,164,0,0.0,1,1.0,3.0,1
|
||||
58,0,4,130,197,0,0,131,0,0.6,2,0.0,3.0,0
|
||||
57,1,4,110,335,0,0,143,1,3.0,2,1.0,7.0,1
|
||||
47,1,3,130,253,0,0,179,0,0.0,1,0.0,3.0,0
|
||||
55,0,4,128,205,0,1,130,1,2.0,2,1.0,7.0,1
|
||||
35,1,2,122,192,0,0,174,0,0.0,1,0.0,3.0,0
|
||||
61,1,4,148,203,0,0,161,0,0.0,1,1.0,7.0,1
|
||||
58,1,4,114,318,0,1,140,0,4.4,3,3.0,6.0,1
|
||||
58,0,4,170,225,1,2,146,1,2.8,2,2.0,6.0,1
|
||||
56,1,2,130,221,0,2,163,0,0.0,1,0.0,7.0,0
|
||||
56,1,2,120,240,0,0,169,0,0.0,3,0.0,3.0,0
|
||||
67,1,3,152,212,0,2,150,0,0.8,2,0.0,7.0,1
|
||||
55,0,2,132,342,0,0,166,0,1.2,1,0.0,3.0,0
|
||||
44,1,4,120,169,0,0,144,1,2.8,3,0.0,6.0,1
|
||||
63,1,4,140,187,0,2,144,1,4.0,1,2.0,7.0,1
|
||||
63,0,4,124,197,0,0,136,1,0.0,2,0.0,3.0,1
|
||||
41,1,2,120,157,0,0,182,0,0.0,1,0.0,3.0,0
|
||||
59,1,4,164,176,1,2,90,0,1.0,2,2.0,6.0,1
|
||||
57,0,4,140,241,0,0,123,1,0.2,2,0.0,7.0,1
|
||||
45,1,1,110,264,0,0,132,0,1.2,2,0.0,7.0,1
|
||||
68,1,4,144,193,1,0,141,0,3.4,2,2.0,7.0,1
|
||||
57,1,4,130,131,0,0,115,1,1.2,2,1.0,7.0,1
|
||||
57,0,2,130,236,0,2,174,0,0.0,2,1.0,3.0,1
|
|
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Reference in New Issue