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Guess the distribution! Rasmus Bååth November 22, 2016
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Guess the distribution

Feb 08, 2017

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Rasmus Bååth
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Page 1: Guess the distribution

Guess the distribution!

Rasmus Bååth

November 22, 2016

Page 2: Guess the distribution

???1

x[seq_len(i)]

Fre

quen

cy

0.0 0.5 1.0 1.5 2.0

0.0

0.2

0.4

0.6

0.8

1.0

Page 3: Guess the distribution

???2

x[seq_len(i)]

Fre

quen

cy

2.0 2.5 3.0 3.5 4.0

0.0

0.2

0.4

0.6

0.8

1.0

Page 4: Guess the distribution

???3

x[seq_len(i)]

Fre

quen

cy

2.0 2.5 3.0 3.5 4.0

0.0

0.5

1.0

1.5

2.0

Page 5: Guess the distribution

???4

x[seq_len(i)]

Fre

quen

cy

2.0 2.5 3.0 3.5 4.0 4.5 5.0

0.0

0.5

1.0

1.5

2.0

Page 6: Guess the distribution

???5

x[seq_len(i)]

Fre

quen

cy

2 3 4 5 6

0.0

0.5

1.0

1.5

2.0

Page 7: Guess the distribution

???6

x[seq_len(i)]

Fre

quen

cy

0 1 2 3 4 5 6

0.0

1.0

2.0

3.0

Page 8: Guess the distribution

???7

x[seq_len(i)]

Fre

quen

cy

0 1 2 3 4 5 6

0.0

1.0

2.0

3.0

Page 9: Guess the distribution

???8

x[seq_len(i)]

Fre

quen

cy

0 1 2 3 4 5 6

0.0

1.0

2.0

3.0

Page 10: Guess the distribution

???9

x[seq_len(i)]

Fre

quen

cy

0 1 2 3 4 5 6

0.0

0.5

1.0

1.5

2.0

Page 11: Guess the distribution

???10

x[seq_len(i)]

Fre

quen

cy

0 1 2 3 4 5 6

0.0

1.0

2.0

3.0

Page 12: Guess the distribution

???11

x[seq_len(i)]

Fre

quen

cy

0 1 2 3 4 5 6

0.0

1.0

2.0

3.0

Page 13: Guess the distribution

???12

x[seq_len(i)]

Fre

quen

cy

0 1 2 3 4 5 6

01

23

4

Page 14: Guess the distribution

???13

x[seq_len(i)]

Fre

quen

cy

0 1 2 3 4 5 6

01

23

4

Page 15: Guess the distribution

???14

x[seq_len(i)]

Fre

quen

cy

0 1 2 3 4 5 6

01

23

45

Page 16: Guess the distribution

???15

x[seq_len(i)]

Fre

quen

cy

0 1 2 3 4 5 6

01

23

45

Page 17: Guess the distribution

???16

x[seq_len(i)]

Fre

quen

cy

0 1 2 3 4 5 6

01

23

45

Page 18: Guess the distribution

???17

x[seq_len(i)]

Fre

quen

cy

0 1 2 3 4 5 6

01

23

45

Page 19: Guess the distribution

???18

x[seq_len(i)]

Fre

quen

cy

0 1 2 3 4 5 6

01

23

45

Page 20: Guess the distribution

???19

x[seq_len(i)]

Fre

quen

cy

0 1 2 3 4 5 6

01

23

45

Page 21: Guess the distribution

???20

x[seq_len(i)]

Fre

quen

cy

0 1 2 3 4 5 6

01

23

45

Page 22: Guess the distribution

???

Page 23: Guess the distribution

It’s a . . .

Poisson Distributionrpois(n, lambda = 3)

Page 24: Guess the distribution

???1

x[seq_len(i)]

Fre

quen

cy

1.0 1.2 1.4 1.6 1.8 2.0

0.0

0.2

0.4

0.6

0.8

1.0

Page 25: Guess the distribution

???2

x[seq_len(i)]

Fre

quen

cy

−1.0 −0.5 0.0 0.5 1.0 1.5 2.0

0.0

0.2

0.4

0.6

0.8

1.0

Page 26: Guess the distribution

???3

x[seq_len(i)]

Fre

quen

cy

−1 0 1 2 3 4

0.0

0.2

0.4

0.6

0.8

1.0

Page 27: Guess the distribution

???4

x[seq_len(i)]

Fre

quen

cy

−1 0 1 2 3 4

0.0

0.5

1.0

1.5

2.0

Page 28: Guess the distribution

???5

x[seq_len(i)]

Fre

quen

cy

−1 0 1 2 3 4

0.0

1.0

2.0

3.0

Page 29: Guess the distribution

???6

x[seq_len(i)]

Fre

quen

cy

−1 0 1 2 3 4

0.0

1.0

2.0

3.0

Page 30: Guess the distribution

???7

x[seq_len(i)]

Fre

quen

cy

−15 −10 −5 0 5

0.0

1.0

2.0

3.0

Page 31: Guess the distribution

???8

x[seq_len(i)]

Fre

quen

cy

−15 −10 −5 0 5

01

23

4

Page 32: Guess the distribution

???9

x[seq_len(i)]

Fre

quen

cy

−15 −10 −5 0 5

01

23

4

Page 33: Guess the distribution

???10

x[seq_len(i)]

Fre

quen

cy

−15 −10 −5 0 5 10

01

23

4

Page 34: Guess the distribution

???11

x[seq_len(i)]

Fre

quen

cy

−15 −10 −5 0 5 10

01

23

45

Page 35: Guess the distribution

???12

x[seq_len(i)]

Fre

quen

cy

−15 −10 −5 0 5 10

01

23

45

Page 36: Guess the distribution

???13

x[seq_len(i)]

Fre

quen

cy

−15 −10 −5 0 5 10

01

23

45

6

Page 37: Guess the distribution

???14

x[seq_len(i)]

Fre

quen

cy

−15 −10 −5 0 5 10

01

23

45

67

Page 38: Guess the distribution

???15

x[seq_len(i)]

Fre

quen

cy

−15 −10 −5 0 5 10

01

23

45

67

Page 39: Guess the distribution

???16

x[seq_len(i)]

Fre

quen

cy

−15 −10 −5 0 5 10

02

46

8

Page 40: Guess the distribution

???17

x[seq_len(i)]

Fre

quen

cy

−15 −10 −5 0 5 10

02

46

8

Page 41: Guess the distribution

???18

x[seq_len(i)]

Fre

quen

cy

−15 −10 −5 0 5 10

02

46

8

Page 42: Guess the distribution

???19

x[seq_len(i)]

Fre

quen

cy

−15 −10 −5 0 5 10

02

46

8

Page 43: Guess the distribution

???20

x[seq_len(i)]

Fre

quen

cy

−15 −10 −5 0 5 10

02

46

8

Page 44: Guess the distribution

???

Page 45: Guess the distribution

It’s a . . .

Cauchy Distributionrcauchy(n, location = 0, scale

= 1)

Page 46: Guess the distribution

???1

x[seq_len(i)]

Fre

quen

cy

−50 −48 −46 −44 −42 −40

0.0

0.2

0.4

0.6

0.8

1.0

Page 47: Guess the distribution

???2

x[seq_len(i)]

Fre

quen

cy

−50 0 50 100

0.0

0.2

0.4

0.6

0.8

1.0

Page 48: Guess the distribution

???3

x[seq_len(i)]

Fre

quen

cy

−50 0 50 100

0.0

0.5

1.0

1.5

2.0

Page 49: Guess the distribution

???4

x[seq_len(i)]

Fre

quen

cy

−50 0 50 100

0.0

0.5

1.0

1.5

2.0

Page 50: Guess the distribution

???5

x[seq_len(i)]

Fre

quen

cy

−50 0 50 100

0.0

1.0

2.0

3.0

Page 51: Guess the distribution

???6

x[seq_len(i)]

Fre

quen

cy

−100 −50 0 50 100

0.0

1.0

2.0

3.0

Page 52: Guess the distribution

???7

x[seq_len(i)]

Fre

quen

cy

−100 −50 0 50 100

0.0

1.0

2.0

3.0

Page 53: Guess the distribution

???8

x[seq_len(i)]

Fre

quen

cy

−100 −50 0 50 100

01

23

4

Page 54: Guess the distribution

???9

x[seq_len(i)]

Fre

quen

cy

−100 −50 0 50 100

01

23

4

Page 55: Guess the distribution

???10

x[seq_len(i)]

Fre

quen

cy

−100 −50 0 50 100

01

23

4

Page 56: Guess the distribution

???11

x[seq_len(i)]

Fre

quen

cy

−100 −50 0 50 100

01

23

45

Page 57: Guess the distribution

???12

x[seq_len(i)]

Fre

quen

cy

−100 −50 0 50 100

01

23

45

Page 58: Guess the distribution

???13

x[seq_len(i)]

Fre

quen

cy

−100 −50 0 50 100

01

23

45

Page 59: Guess the distribution

???14

x[seq_len(i)]

Fre

quen

cy

−100 −50 0 50 100

01

23

45

Page 60: Guess the distribution

???15

x[seq_len(i)]

Fre

quen

cy

−100 −50 0 50 100

01

23

45

Page 61: Guess the distribution

???16

x[seq_len(i)]

Fre

quen

cy

−100 −50 0 50 100

01

23

45

6

Page 62: Guess the distribution

???17

x[seq_len(i)]

Fre

quen

cy

−100 −50 0 50 100

01

23

45

6

Page 63: Guess the distribution

???18

x[seq_len(i)]

Fre

quen

cy

−100 −50 0 50 100

01

23

45

6

Page 64: Guess the distribution

???19

x[seq_len(i)]

Fre

quen

cy

−100 −50 0 50 100

01

23

45

6

Page 65: Guess the distribution

???20

x[seq_len(i)]

Fre

quen

cy

−100 −50 0 50 100

01

23

45

67

Page 66: Guess the distribution

???

Page 67: Guess the distribution

It’s a . . .

Uniform Distributionrnorm(n, -100, 100)

Page 68: Guess the distribution

???1

x[seq_len(i)]

Fre

quen

cy

−1.0 −0.8 −0.6 −0.4 −0.2 0.0

0.0

0.2

0.4

0.6

0.8

1.0

Page 69: Guess the distribution

???2

x[seq_len(i)]

Fre

quen

cy

−1.0 −0.8 −0.6 −0.4 −0.2 0.0

0.0

0.5

1.0

1.5

2.0

Page 70: Guess the distribution

???3

x[seq_len(i)]

Fre

quen

cy

0.0 0.5 1.0 1.5 2.0

0.0

0.5

1.0

1.5

2.0

Page 71: Guess the distribution

???4

x[seq_len(i)]

Fre

quen

cy

0.0 0.5 1.0 1.5 2.0

0.0

1.0

2.0

3.0

Page 72: Guess the distribution

???5

x[seq_len(i)]

Fre

quen

cy

0 1 2 3 4

0.0

1.0

2.0

3.0

Page 73: Guess the distribution

???6

x[seq_len(i)]

Fre

quen

cy

0 1 2 3 4

01

23

4

Page 74: Guess the distribution

???7

x[seq_len(i)]

Fre

quen

cy

0 1 2 3 4

01

23

45

Page 75: Guess the distribution

???8

x[seq_len(i)]

Fre

quen

cy

0 1 2 3 4

01

23

45

6

Page 76: Guess the distribution

???9

x[seq_len(i)]

Fre

quen

cy

0.0 0.5 1.0 1.5 2.0 2.5 3.0 3.5

01

23

45

6

Page 77: Guess the distribution

???10

x[seq_len(i)]

Fre

quen

cy

0.0 0.5 1.0 1.5 2.0 2.5 3.0 3.5

01

23

45

67

Page 78: Guess the distribution

???11

x[seq_len(i)]

Fre

quen

cy

0.0 0.5 1.0 1.5 2.0 2.5 3.0 3.5

01

23

45

67

Page 79: Guess the distribution

???12

x[seq_len(i)]

Fre

quen

cy

0.0 0.5 1.0 1.5 2.0 2.5 3.0 3.5

01

23

45

67

Page 80: Guess the distribution

???13

x[seq_len(i)]

Fre

quen

cy

0.0 0.5 1.0 1.5 2.0 2.5 3.0 3.5

01

23

45

67

Page 81: Guess the distribution

???14

x[seq_len(i)]

Fre

quen

cy

0.0 0.5 1.0 1.5 2.0 2.5 3.0 3.5

02

46

8

Page 82: Guess the distribution

???15

x[seq_len(i)]

Fre

quen

cy

0.0 0.5 1.0 1.5 2.0 2.5 3.0 3.5

02

46

8

Page 83: Guess the distribution

???16

x[seq_len(i)]

Fre

quen

cy

0.0 0.5 1.0 1.5 2.0 2.5 3.0 3.5

02

46

8

Page 84: Guess the distribution

???17

x[seq_len(i)]

Fre

quen

cy

0.0 0.5 1.0 1.5 2.0 2.5 3.0 3.5

02

46

8

Page 85: Guess the distribution

???18

x[seq_len(i)]

Fre

quen

cy

0.0 0.5 1.0 1.5 2.0 2.5 3.0 3.5

02

46

8

Page 86: Guess the distribution

???19

x[seq_len(i)]

Fre

quen

cy

0.0 0.5 1.0 1.5 2.0 2.5 3.0 3.5

02

46

8

Page 87: Guess the distribution

???20

x[seq_len(i)]

Fre

quen

cy

0.0 0.5 1.0 1.5 2.0 2.5 3.0 3.5

02

46

8

Page 88: Guess the distribution

???

Page 89: Guess the distribution

It’s a . . .

Zero inflated gammadistribution

Page 90: Guess the distribution

???1

x[seq_len(i)]

Fre

quen

cy

−1.0 −0.9 −0.8 −0.7 −0.6 −0.5

0.0

0.2

0.4

0.6

0.8

1.0

Page 91: Guess the distribution

???2

x[seq_len(i)]

Fre

quen

cy

−0.6 −0.5 −0.4 −0.3 −0.2

0.0

0.2

0.4

0.6

0.8

1.0

Page 92: Guess the distribution

???3

x[seq_len(i)]

Fre

quen

cy

−1.0 −0.5 0.0 0.5 1.0 1.5 2.0

0.0

0.5

1.0

1.5

2.0

Page 93: Guess the distribution

???4

x[seq_len(i)]

Fre

quen

cy

−1.0 −0.5 0.0 0.5 1.0 1.5 2.0

0.0

0.5

1.0

1.5

2.0

Page 94: Guess the distribution

???5

x[seq_len(i)]

Fre

quen

cy

−1.0 −0.5 0.0 0.5 1.0 1.5 2.0

0.0

0.5

1.0

1.5

2.0

Page 95: Guess the distribution

???6

x[seq_len(i)]

Fre

quen

cy

−1.0 −0.5 0.0 0.5 1.0 1.5 2.0

0.0

0.5

1.0

1.5

2.0

Page 96: Guess the distribution

???7

x[seq_len(i)]

Fre

quen

cy

−1.0 −0.5 0.0 0.5 1.0 1.5 2.0

0.0

1.0

2.0

3.0

Page 97: Guess the distribution

???8

x[seq_len(i)]

Fre

quen

cy

−2 −1 0 1 2

0.0

1.0

2.0

3.0

Page 98: Guess the distribution

???9

x[seq_len(i)]

Fre

quen

cy

−1.5 −1.0 −0.5 0.0 0.5 1.0 1.5 2.0

0.0

1.0

2.0

3.0

Page 99: Guess the distribution

???10

x[seq_len(i)]

Fre

quen

cy

−1.5 −1.0 −0.5 0.0 0.5 1.0 1.5 2.0

0.0

1.0

2.0

3.0

Page 100: Guess the distribution

???11

x[seq_len(i)]

Fre

quen

cy

−1.5 −1.0 −0.5 0.0 0.5 1.0 1.5 2.0

0.0

1.0

2.0

3.0

Page 101: Guess the distribution

???12

x[seq_len(i)]

Fre

quen

cy

−1.5 −1.0 −0.5 0.0 0.5 1.0 1.5 2.0

01

23

4

Page 102: Guess the distribution

???13

x[seq_len(i)]

Fre

quen

cy

−1.5 −1.0 −0.5 0.0 0.5 1.0 1.5 2.0

01

23

45

Page 103: Guess the distribution

???14

x[seq_len(i)]

Fre

quen

cy

−1.5 −1.0 −0.5 0.0 0.5 1.0 1.5 2.0

01

23

45

6

Page 104: Guess the distribution

???15

x[seq_len(i)]

Fre

quen

cy

−1.5 −1.0 −0.5 0.0 0.5 1.0 1.5 2.0

01

23

45

6

Page 105: Guess the distribution

???16

x[seq_len(i)]

Fre

quen

cy

−1.5 −1.0 −0.5 0.0 0.5 1.0 1.5 2.0

01

23

45

6

Page 106: Guess the distribution

???17

x[seq_len(i)]

Fre

quen

cy

−1.5 −1.0 −0.5 0.0 0.5 1.0 1.5 2.0

01

23

45

67

Page 107: Guess the distribution

???18

x[seq_len(i)]

Fre

quen

cy

−2 −1 0 1 2

01

23

45

67

Page 108: Guess the distribution

???19

x[seq_len(i)]

Fre

quen

cy

−2 −1 0 1 2

01

23

45

67

Page 109: Guess the distribution

???20

x[seq_len(i)]

Fre

quen

cy

−2 −1 0 1 2

01

23

45

67

Page 110: Guess the distribution

???

Page 111: Guess the distribution

It’s a . . .

Normal Distributionrnorm(n, mean = 0, sd = 1)