Python数据分析与机器学习-Numpy

import numpy

world_alcohol = numpy.genfromtxt("world_alcohol.txt", delimiter=",", dtype=str)
print(type(world_alcohol))
print(world_alcohol)
print(help(numpy.genfromtxt))

vector = numpy.array([1, 2, 3, 4, 5])  # numpy.array 里面必须是相同的结构
print(type(vector))
print(vector)

matrix = numpy.array([[1, 2, 3], [4, 5, 6], [7, 8, 9], [17, 18, 19]])
print(type(matrix))
print(matrix)

print(vector.shape)  # 看结果的结构
print(matrix.shape)
print(vector.dtype)
print(matrix.dtype)
print(numpy.array([1, 2, 3, 4.0]).dtype)  # float64
print(numpy.array([1, 2, 3, "abc"]).dtype)  # 

import numpy

vector = numpy.array([1, 2, 3, 5, 3])
print(vector == 3)
equal_to_3 = (vector == 3)
print(equal_to_3)
print(vector[equal_to_3])  # [False False  True False  True] 可以用boolean类型数组当做索引

equal_to_ten_and_five = (vector == 3) & (vector == 5)
print(equal_to_ten_and_five)
equal_to_ten_or_five = (vector == 3) | (vector == 5)
print(equal_to_ten_or_five)
vector[equal_to_ten_or_five] = 35
print(vector)

matrix = numpy.array([
    [5, 10, 15],
    [10, 25, 30],
    [35, 10, 45]
])
print(matrix == 10)
second_column_25 = (matrix[:, 1] == 25)
print(second_column_25)
print(matrix[second_column_25, :])
print(matrix[:, second_column_25])
matrix[second_column_25, 1] = 99
print(matrix)

vector = numpy.array([1, 2, 3])
print(vector.dtype)
print(vector)
vector = vector.astype(float)
print(vector.dtype)
print(vector)

vector = numpy.array([5, 10, 15, 20])
print(vector.sum())
print(help(numpy.array))

matrix = numpy.array([
    [5, 10, 15],
    [20, 25, 30],
    [35, 40, 45]
])
print(matrix.sum(axis=1))  # axis=1 按行求和
print(matrix.sum(axis=0))  # axis=0 按列求和

import numpy

'''#replace nan value with 0'''

world_alcohol = numpy.genfromtxt("world_alcohol.txt", delimiter=",", skip_header=1)
is_value_empty = numpy.isnan(world_alcohol[:, 4])
world_alcohol[is_value_empty, 4] = 0
print(world_alcohol[:, 4])

alcohol_consumption = (world_alcohol[:, 4].astype(float))
print(alcohol_consumption)
print(alcohol_consumption.sum())
print(alcohol_consumption.mean())

import numpy as np

vector = np.arange(15)
print(vector)

matrix = np.arange(18).reshape(3, 6)
print(matrix)
print(matrix.shape)
print(matrix.ndim)  # 阵列的维度
print(matrix.dtype)
print(matrix.dtype.name)
print(matrix.size)
print(np.zeros((3, 4)))  # 初始化值全部为0一个矩阵
print(np.ones((2, 3, 4), dtype=np.int32))  # 初始化值全部为1一个矩阵,该例子为三维矩阵
print(np.arange(1, 30, 5))  # [ 1  6 11 16 21 26] 5表示步数
print(np.arange(1, 3, 0.3))  # [ 1.   1.3  1.6  1.9  2.2  2.5  2.8]
print(np.random.random(3))  # [ 0.01682351  0.72423837  0.07468765]
print(np.random.random((3, 4)))  # np.random默认-1到+1区间上的值
print(np.linspace(1, 100, 20))  # 从1到100平均取20个数
print(np.sin(np.linspace(1, 100, 20)))

# 数组之间的加减操作
a = np.array([20, 30, 40, 50])
b = np.arange(4)
print(a)
print(b)
print(a - b)
print(b ** 2)
print(a < 35)

A = np.array([[1, 1],
              [0, 1]])
B = np.array([[2, 0],
              [3, 4]])
print(A)
print(B)
print(A * B)  # 对应位置相乘
print(A.dot(B))  # 矩阵乘法
print(np.dot(A, B))  # 矩阵乘法

import numpy as np

B = np.arange(10)
print(B)
print(np.sqrt(B))  # 根号

a = np.floor(10 * np.random.random((3, 4)))  # floor向下取整
print(a)
print(a.shape)
print(a.ravel())  # 拉平变成一维数组(向量)
a.shape = (4, 3)
print(a)
print(a.T)  # 矩阵转置
a.resize(2, 6)
print(a)

a = np.arange(12)
print(a)
a.shape = (3, -1)  # -1表示列数自动计算
print(a)

# 矩阵合并
a = np.floor(10 * np.random.random((2, 2)))
b = np.floor(10 * np.random.random((2, 2)))
print(a)
print(b)
print(np.hstack((a, b)))  # 两个矩阵拼接,水平拼接
print(np.vstack((a, b)))  # 两个矩阵拼接,垂直拼接

# 矩阵切分
a = np.floor(10 * np.random.random((2, 12)))
print(a)
print(np.hsplit(a, 3))  # 水平分成3个矩阵
print(np.hsplit(a, (3, 4)))  # 指定在第3、第4位置分别切一刀

a = np.floor(10 * np.random.random((12, 2)))
print(a)
print(np.vsplit(a, 3))  # 垂直分分成3个矩阵

# 复制操作
a = np.arange(12)
b = a
print(b is a)  # True
b.shape = 3, 4
print(a.shape)
print(id(a))
print(id(b))  # 两个id值一样

# 浅复制
c = a.view()  # The view method creates a new array object that looks at the same data.
print(c is a)
print(id(a))
print(id(c))
c.shape = 2, 6
print(a)
c[0, 4] = 1234
print(c)
print(a)  # 虽然a和c的id不一样，但是c矩阵的值改变a矩阵的值也会改变

# 深层复制,a b之后再没有关系
d = a.copy()
print(d is a)  # False

import numpy as np

data = np.sin(np.arange(20)).reshape(5, 4)
print(data)
print(data.shape)
print(data.shape[0])  # 行数
print(data.shape[1])  # 列数
ind = data.argmax(axis=0)  # argmax返回每列中最大值的索引
print(ind)
data_max = data[ind, range(data.shape[1])]  # 返回最大值(ind行索引,range(data.shape[1])列索引)
print(data_max)
print(all(data_max == data.max(axis=0)))
print(data.max(axis=0))  # 按列比较最大值
print(data.max(axis=1))  # 按照行比较最大值

# 求矩阵列中的最大值
matrix = np.floor(10 * np.random.random((3, 4)))
print(matrix)
ind = matrix.argmax(axis=0)
print(ind)
data_max = matrix[ind, range(matrix.shape[1])]
print(data_max)

a = np.array([3, 1, 2, 4, 6, 1])
print(np.argmax(a))

a = np.array([[1, 5, 5, 2],
              [9, 6, 2, 8],
              [3, 7, 9, 1]])
print(np.argmax(a, axis=0))

a = np.arange(0, 40, 10)
print(a)
b = np.tile(a, (3, 5))  # a作为一个单位
print(b)

a = np.array([[4, 3, 5], [1, 6, 1]])
print(a)
b = np.sort(a, axis=0)
c = np.sort(a, axis=1)  # 按行
print(b)
print(c)
a.sort(axis=1)
print(a)

a = np.array([4, 3, 1, 2])
j = np.argsort(a)  # 返回将排序数组的索引
print(j)
print(a[j])

import numpy as np

# 1:8*8棋盘矩阵，其中1、3、5、7行&&0、2、4、6列的元素置为1   1 ,3，5，7列&&0,2,4,6行也是1
z = np.zeros((8, 8), dtype=np.int32)
print(z)
z[1::2, ::2] = 1
z[::2, 1::2] = 1
print(z)

z = np.floor(10 * np.random.random((10, 10)))
print(z)
zmax, zmin = z.max(), z.min()
print(zmax)
print(zmin)
# 归一化，将矩阵规格化到0～1，即最小的变成0，最大的变成1，最小与最大之间的等比缩放
z = (z - zmin) / (zmax - zmin)
print(z)

# 矩阵相加
z = np.zeros((5, 5))
z += np.arange(5)
print(np.arange(5))
print(z)

# 生成0~20之间均匀分布的11个数，包括0和20
z = np.linspace(0, 20, 11, endpoint=True, retstep=True)
print(z)
print(help(np.linspace))

import numpy as np

# 交换矩阵的其中两行
a = np.arange(16).reshape((4, 4))
print(a)
print(a[[1, 3]])  # 打印第1第3行
a[[1, 0]] = a[[0, 1]]
print(a)

# 找出数组中与给定值最接近的数
z = np.array([[0, 1, 2, 3], [4, 5, 6, 7]])
print(z)
a = 5.1
print(np.abs(z - a))
print(np.abs(z - a).argmin())

# 判断二维矩阵中有没有一整列数为0？
z = np.random.randint(0, 3, (2, 10))
print(z)
print(z.any(axis=0))
print(z.all(axis=0))

# 生成二维的高斯矩阵
x, y = np.meshgrid(np.linspace(-1, 1, 10), np.linspace(-1, 1, 10))
print(x)
print(y)
D = np.sqrt(x ** 2 + y ** 2)
print(D)
sigma, mu = 1, 0
a = np.exp(-(D - mu) ** 2 / (2 * sigma ** 2))
print(a)

# 1-科学计算库numpy  end

world_alcohol.txt

Year,WHO region,Country,Beverage Types,Display Value
1986,Western Pacific,Viet Nam,Wine,0
1986,Americas,Uruguay,Other,0.5
1985,Africa,Cte d'Ivoire,Wine,1.62
1986,Americas,Colombia,Beer,4.27
1987,Americas,Saint Kitts and Nevis,Beer,1.98
1987,Americas,Guatemala,Other,0
1987,Africa,Mauritius,Wine,0.13
1985,Africa,Angola,Spirits,0.39
1986,Americas,Antigua and Barbuda,Spirits,1.55
1984,Africa,Nigeria,Other,6.1
1987,Africa,Botswana,Wine,0.2
1989,Americas,Guatemala,Beer,0.62
1985,Western Pacific,Lao People's Democratic Republic,Beer,0
1984,Eastern Mediterranean,Afghanistan,Other,0
1985,Western Pacific,Viet Nam,Spirits,0.05
1987,Africa,Guinea-Bissau,Wine,0.07
1984,Americas,Costa Rica,Wine,0.06
1989,Africa,Seychelles,Beer,2.23
1984,Europe,Norway,Spirits,1.62
1984,Africa,Kenya,Beer,1.08
1986,South-East Asia,Myanmar,Wine,0
1989,Americas,Costa Rica,Spirits,4.51
1984,Europe,Romania,Spirits,2.67
1984,Europe,Turkey,Beer,0.44
1985,Africa,Comoros,Other,
1984,Eastern Mediterranean,Tunisia,Other,0
1985,Europe,United Kingdom of Great Britain and Northern Ireland,Wine,1.36
1984,Eastern Mediterranean,Bahrain,Beer,2.22
1987,Western Pacific,Viet Nam,Beer,0.11
1986,Europe,Italy,Other,
1986,Africa,Sierra Leone,Other,4.48
1986,Western Pacific,Micronesia (Federated States of),Wine,0
1989,Africa,Mauritius,Beer,1.6
1985,Africa,Mauritania,Other,0
1986,Europe,Russian Federation,Wine,0.8
1985,Americas,Saint Kitts and Nevis,Spirits,2.24
1987,Eastern Mediterranean,Egypt,Beer,0.07
1986,Europe,Sweden,Beer,3.04
1987,Eastern Mediterranean,Qatar,Other,0
1987,Africa,Burkina Faso,Spirits,0.01
1987,Europe,Austria,Spirits,1.9
1986,Europe,Czech Republic,Beer,6.82
1984,Europe,Ukraine,Spirits,3.06
1984,Western Pacific,China,Wine,0.03
1985,Europe,Lithuania,Other,
1989,Africa,Zimbabwe,Beer,0.19
1987,Americas,Trinidad and Tobago,Spirits,2.26
1986,Americas,Mexico,Other,0.04
1987,Americas,Nicaragua,Beer,0.7
1986,Europe,Malta,Wine,1.49
1985,Europe,Switzerland,Other,0.3
1987,Europe,Finland,Beer,3.88
1986,Eastern Mediterranean,Saudi Arabia,Wine,0
1984,Eastern Mediterranean,Kuwait,Beer,0
1984,Americas,El Salvador,Spirits,1.81
1989,Americas,Suriname,Wine,0.04
1987,Western Pacific,Viet Nam,Wine,0
1989,Europe,Croatia,Wine,5.1
1984,Eastern Mediterranean,Somalia,Spirits,0
1989,Eastern Mediterranean,Syrian Arab Republic,Other,0
1987,Eastern Mediterranean,Iran (Islamic Republic of),Other,0
1984,Western Pacific,Papua New Guinea,Spirits,0.08
1987,Americas,Suriname,Other,0
1985,Eastern Mediterranean,Libya,Other,0
1989,Americas,Bolivia (Plurinational State of),Beer,1.26
1989,Eastern Mediterranean,Somalia,Beer,0
1987,Eastern Mediterranean,Iraq,Wine,0.01
1989,Africa,Namibia,Beer,0
1989,Africa,Uganda,Beer,0.12
1986,Africa,Togo,Spirits,0.42
1986,Africa,Madagascar,Spirits,1.02
1985,Africa,Mali,Other,0.57
1987,Africa,Mauritania,Other,0
1986,Eastern Mediterranean,Pakistan,Other,0.01
1986,Americas,Bolivia (Plurinational State of),Spirits,2.06
1989,Eastern Mediterranean,Afghanistan,Other,0
1985,Africa,Comoros,Beer,0.02
1985,Africa,Cameroon,Spirits,0.01
1989,Americas,Jamaica,Other,0
1989,Europe,Finland,Other,2.09
1985,Africa,Malawi,Other,0.84
1985,Europe,Netherlands,Wine,2.54
1987,Europe,Ireland,Spirits,2.25
1986,Europe,Ukraine,Other,
1986,South-East Asia,Sri Lanka,Other,0
1985,Africa,Democratic Republic of the Congo,Wine,0.01
1986,Americas,Bahamas,Wine,1.83
1989,Eastern Mediterranean,Iraq,Wine,0.01
1987,Eastern Mediterranean,Lebanon,Beer,0.42
1986,Eastern Mediterranean,Lebanon,Wine,0.7
1989,Africa,Malawi,Wine,0.01
1989,Europe,Bulgaria,Beer,4.43
1986,Africa,Eritrea,Spirits,0
1987,Africa,Madagascar,Other,
1985,Europe,Ukraine,Spirits,3.06
1984,Africa,Niger,Other,0
1985,Europe,Luxembourg,Wine,7.38
1984,South-East Asia,Indonesia,Wine,0
1984,Africa,Equatorial Guinea,Wine,0
1985,South-East Asia,Democratic People's Republic of Korea,Wine,0
1987,Americas,Chile,Beer,1.49
1985,Eastern Mediterranean,Kuwait,Other,
1989,Americas,Nicaragua,Wine,0.01
1989,Africa,Central African Republic,Spirits,0.03
1986,Europe,Spain,Other,0
1986,Africa,Madagascar,Beer,0.19
1989,Eastern Mediterranean,Afghanistan,Beer,0
1986,Africa,Gambia,Other,1.96
1987,Africa,Ghana,Beer,0.26
1984,Americas,Chile,Wine,6.36
1985,Americas,Brazil,Beer,1.42
1986,Americas,Nicaragua,Spirits,2.73
1987,Europe,Portugal,Spirits,0.79
1987,Eastern Mediterranean,Bahrain,Beer,2.02
1989,Africa,Burundi,Beer,2.84
1986,Europe,Belgium,Beer,7.36
1987,Eastern Mediterranean,Iraq,Spirits,0.34
1984,Africa,Guinea-Bissau,Other,1.64
1985,Africa,Democratic Republic of the Congo,Spirits,0.01
1985,Americas,Chile,Beer,1.17
1987,Americas,Paraguay,Wine,0.36
1985,Eastern Mediterranean,Pakistan,Wine,0
1987,Eastern Mediterranean,Lebanon,Other,0
1989,Europe,Sweden,Beer,3.55
1985,Europe,Hungary,Spirits,7.01
1989,Europe,Greece,Wine,4.12
1985,Europe,Belgium,Wine,3.08
1984,South-East Asia,India,Spirits,1.14
1984,Africa,Gambia,Other,1.02
1989,Europe,Kyrgyzstan,Wine,0.72
1987,Africa,Zimbabwe,Spirits,3.44
1986,Americas,Bolivia (Plurinational State of),Beer,1.14
1984,Africa,Burundi,Beer,2.6
1989,Europe,Belgium,Beer,7.01
1985,Europe,France,Spirits,2.7
1984,Eastern Mediterranean,Saudi Arabia,Spirits,0.01
1987,Africa,Namibia,Wine,0
1986,Africa,Zambia,Wine,0.01
1989,Africa,Angola,Other,0
1989,Africa,Burkina Faso,Spirits,0
1987,Europe,Israel,Beer,0.96
1986,Africa,Gambia,Wine,0.09
1987,Americas,Antigua and Barbuda,Spirits,1.55
1987,Europe,Ireland,Beer,7.49
1986,Africa,Uganda,Wine,0
1987,Africa,Swaziland,Beer,0
1984,Americas,Canada,Spirits,3.35
1985,Western Pacific,Cambodia,Other,
1989,Europe,Czech Republic,Other,
1986,Africa,Cabo Verde,Spirits,0.44
1989,Eastern Mediterranean,United Arab Emirates,Spirits,3.69
1989,Americas,Peru,Spirits,2.99
1987,Americas,Costa Rica,Beer,0.83
1985,Europe,Czech Republic,Spirits,4.61
1987,Europe,Belgium,Beer,7.42
1986,Americas,Saint Kitts and Nevis,Beer,1.25
1985,Europe,Portugal,Spirits,0.54
1985,Western Pacific,Solomon Islands,Other,0
1985,Africa,United Republic of Tanzania,Spirits,0.14
1985,Africa,Chad,Beer,0.34
1984,Americas,Cuba,Spirits,2.06
1989,Americas,Trinidad and Tobago,Beer,2.27
1989,Americas,Guyana,Spirits,8.9
1984,Americas,Costa Rica,Beer,0.58
1985,Western Pacific,Mongolia,Other,0
1984,Eastern Mediterranean,Iraq,Wine,0.01
1987,Americas,Saint Kitts and Nevis,Wine,0.43
1987,Europe,Ukraine,Beer,1.45
1986,Europe,Norway,Other,0
1987,Eastern Mediterranean,Iran (Islamic Republic of),Spirits,0
1987,Europe,Israel,Spirits,0.74
1986,Western Pacific,Australia,Spirits,1.57
1984,Africa,Sao Tome and Principe,Spirits,0.01
1987,Americas,Peru,Beer,3.12
1984,Europe,Spain,Spirits,3.68
1985,Europe,Greece,Spirits,3.49
1989,Eastern Mediterranean,Bahrain,Spirits,3.56
1985,Africa,Zambia,Other,2.07
1984,Europe,Slovenia,Beer,3.42
1987,Africa,Zimbabwe,Wine,0.03
1989,Africa,Benin,Beer,0.99
1984,Africa,Algeria,Spirits,0.01
1986,Africa,Togo,Beer,2.21
1987,Africa,Chad,Other,0
1986,Americas,Venezuela (Bolivarian Republic of),Wine,0.13
1987,Americas,Ecuador,Wine,0.05
1985,Europe,Iceland,Beer,1.16
1989,Africa,Liberia,Beer,0.42
1989,Western Pacific,Viet Nam,Spirits,0.03
1985,Eastern Mediterranean,Yemen,Wine,0
1987,Eastern Mediterranean,Sudan,Beer,0
1989,Europe,Belarus,Spirits,4.81
1985,Europe,Israel,Other,0.16
1985,Eastern Mediterranean,Somalia,Beer,0.01
1989,Eastern Mediterranean,Syrian Arab Republic,Spirits,0.11
1986,Europe,Cyprus,Beer,2.96
1989,Africa,Swaziland,Beer,0
1987,Africa,Madagascar,Spirits,0.96
1989,Europe,France,Wine,10.24
1987,Africa,Gambia,Beer,0.07
1989,Americas,United States of America,Other,
1989,Africa,Cabo Verde,Wine,1.69
1989,Americas,Trinidad and Tobago,Other,0.01
1986,Western Pacific,Vanuatu,Wine,0.64
1985,South-East Asia,Bangladesh,Spirits,0
1984,Africa,Botswana,Spirits,0.28
1987,Western Pacific,Philippines,Wine,0.01
1985,Europe,Slovakia,Spirits,4.5
1987,Americas,United States of America,Spirits,3.1
1989,Eastern Mediterranean,Saudi Arabia,Spirits,0
1989,Europe,Poland,Spirits,6.08
1985,South-East Asia,Myanmar,Beer,0.01
1989,Africa,Senegal,Beer,0.28
1986,Eastern Mediterranean,Syrian Arab Republic,Other,0
1984,Europe,Romania,Beer,2.94
1987,Americas,Honduras,Beer,1.02
1985,Eastern Mediterranean,Qatar,Spirits,1.94
1986,South-East Asia,Bhutan,Spirits,0
1987,Western Pacific,Fiji,Other,
1989,Europe,Bulgaria,Wine,3.02
1989,Europe,Slovenia,Beer,2.72
1987,Americas,Belize,Spirits,3.04
1984,Africa,Lesotho,Spirits,0.44
1985,Western Pacific,Singapore,Beer,1.01
1985,Europe,Ukraine,Other,
1986,Africa,Guinea,Beer,0.07
1987,Africa,Angola,Spirits,0.48
1987,Western Pacific,Brunei Darussalam,Wine,0.15
1987,Africa,Algeria,Beer,0.17
1985,Africa,Congo,Other,2.76
1989,Europe,Hungary,Other,
1987,Western Pacific,Vanuatu,Spirits,0.18
1985,Africa,Mauritius,Beer,1.12
1986,Western Pacific,Solomon Islands,Spirits,0.07
1985,Africa,Central African Republic,Wine,0.43
1987,Africa,Guinea,Beer,0.08
1986,South-East Asia,Thailand,Spirits,2.32
1987,Africa,Algeria,Spirits,0.01
1985,South-East Asia,Sri Lanka,Wine,0
1985,Europe,Lithuania,Wine,
1984,Africa,Mauritius,Spirits,1.74
1986,Europe,United Kingdom of Great Britain and Northern Ireland,Beer,6.73
1989,Eastern Mediterranean,Iran (Islamic Republic of),Beer,0
1985,Eastern Mediterranean,Djibouti,Beer,0.5
1987,Americas,Nicaragua,Spirits,2.75
1984,Eastern Mediterranean,Libya,Beer,0
1989,Africa,Lesotho,Spirits,0.36
1989,Africa,Gabon,Beer,6.49
1989,Africa,Comoros,Wine,0.09
1986,Americas,Dominican Republic,Beer,1.24
1987,Africa,Lesotho,Beer,0.75
1986,South-East Asia,Indonesia,Beer,0.03
1987,Africa,Congo,Wine,0.01
1984,South-East Asia,Sri Lanka,Spirits,0.25
1986,Western Pacific,Australia,Wine,3.34
1986,Europe,Norway,Spirits,1.61
1987,Africa,Democratic Republic of the Congo,Beer,0.59
1987,South-East Asia,Indonesia,Spirits,0.03
1985,Americas,Bahamas,Wine,1.9
1987,Western Pacific,China,Other,0
1984,Americas,Suriname,Other,0
1986,Americas,Bahamas,Other,0.03
1984,Africa,Lesotho,Beer,1.22
1985,Eastern Mediterranean,Morocco,Wine,0.25
1987,Europe,Malta,Beer,2.36
1989,Africa,Malawi,Spirits,0.2
1989,Europe,Italy,Spirits,1.32
1984,Europe,Belarus,Wine,
1985,Africa,Zambia,Wine,0.05
1984,Western Pacific,New Zealand,Spirits,2.3
1986,Africa,Algeria,Wine,0.1
1987,Western Pacific,Solomon Islands,Beer,0.58
1989,Europe,Denmark,Spirits,1.65
1989,Americas,Nicaragua,Spirits,1.79
1989,Americas,Canada,Wine,1.27
1986,Western Pacific,Micronesia (Federated States of),Other,0
1984,Africa,Cameroon,Wine,0.08
1984,Americas,Trinidad and Tobago,Spirits,3.82
1985,Europe,Turkey,Other,0
1989,Africa,Zambia,Wine,0
1986,Western Pacific,Samoa,Other,0
1987,Americas,Colombia,Beer,4.36
1989,Americas,Peru,Beer,1.89
1984,Americas,Jamaica,Other,0
1986,South-East Asia,Bangladesh,Wine,0
1989,Africa,Botswana,Other,1.75
1989,Eastern Mediterranean,Kuwait,Spirits,0
1989,Europe,Russian Federation,Other,0.52
1986,Eastern Mediterranean,Pakistan,Beer,0.01
1986,Eastern Mediterranean,Pakistan,Spirits,0
1989,Western Pacific,New Zealand,Other,0.03
1987,Eastern Mediterranean,United Arab Emirates,Wine,0.21
1986,Africa,Equatorial Guinea,Spirits,0
1985,Africa,Gabon,Beer,8.33
1986,Africa,Senegal,Spirits,0.02
1987,Europe,Kyrgyzstan,Wine,0.71
1984,Africa,Comoros,Other,
1989,Americas,Uruguay,Wine,3.72
1985,Americas,Argentina,Other,0
1985,Africa,Madagascar,Wine,0.19
1984,Europe,Netherlands,Other,0
1987,Eastern Mediterranean,Morocco,Other,0
1984,Eastern Mediterranean,Oman,Other,0
1989,Americas,Bolivia (Plurinational State of),Spirits,1.71
1989,Western Pacific,Fiji,Wine,0.13
1984,Americas,Colombia,Other,0
1987,Western Pacific,Kiribati,Beer,0.49
1984,South-East Asia,Bangladesh,Beer,0
1984,Western Pacific,Mongolia,Other,0
1989,Africa,Liberia,Spirits,5.16
1984,Eastern Mediterranean,Somalia,Wine,0
1987,Western Pacific,Kiribati,Spirits,0.11
1984,Africa,Senegal,Spirits,0.05
1984,South-East Asia,Bhutan,Spirits,0
1986,Eastern Mediterranean,Qatar,Spirits,1.98
1985,Africa,Uganda,Wine,0
1984,Europe,Albania,Spirits,0.9
1987,South-East Asia,Nepal,Other,0
1987,South-East Asia,Bangladesh,Beer,0
1987,Western Pacific,Malaysia,Wine,0.03
1986,Eastern Mediterranean,Tunisia,Spirits,0.19
1989,Europe,Israel,Beer,0.87
1989,Africa,Cte d'Ivoire,Beer,0.33
1987,Europe,Latvia,Other,0
1985,Eastern Mediterranean,Pakistan,Other,0.01
1985,Western Pacific,Australia,Beer,7.73
1984,Western Pacific,Kiribati,Other,0
1987,Europe,Cyprus,Other,0
1985,Americas,Haiti,Beer,0
1987,Europe,Belarus,Other,
1985,Western Pacific,China,Spirits,1.84
1986,Europe,Kyrgyzstan,Spirits,2
1985,Europe,Portugal,Wine,10.9
1985,South-East Asia,Bangladesh,Other,0
1987,Africa,Sierra Leone,Spirits,0.02
1989,Americas,Suriname,Other,0
1985,Africa,Zambia,Beer,0.97
1986,Americas,Costa Rica,Wine,0.07
1986,Western Pacific,Lao People's Democratic Republic,Wine,0
1987,Western Pacific,Fiji,Beer,1.51
1986,Africa,Swaziland,Wine,0
1986,Western Pacific,Samoa,Beer,1.51
1989,Europe,Spain,Other,0
1989,Africa,South Africa,Spirits,1.8
1986,Africa,Chad,Spirits,0.01
1985,Western Pacific,Republic of Korea,Other,7
1985,Americas,Haiti,Other,0
1987,Africa,Liberia,Beer,0.46
1986,Africa,Gabon,Wine,5
1985,Western Pacific,Philippines,Beer,1.62
1987,Western Pacific,Fiji,Wine,0.11
1987,Americas,Venezuela (Bolivarian Republic of),Other,
1984,Americas,Canada,Beer,5
1986,Europe,Portugal,Beer,3
1986,Africa,Mauritania,Other,0
1985,Africa,Sao Tome and Principe,Beer,0
1984,Americas,Guyana,Other,0
1987,Western Pacific,Mongolia,Wine,0
1986,Europe,Albania,Spirits,0.57
1984,South-East Asia,Democratic People's Republic of Korea,Spirits,2.96
1985,Africa,Namibia,Other,0.27
1984,Europe,Slovenia,Other,0
1989,Eastern Mediterranean,Morocco,Beer,0.33
1986,Europe,Italy,Spirits,1.48
1985,Western Pacific,Micronesia (Federated States of),Beer,0
1984,Eastern Mediterranean,Qatar,Wine,0
1985,Americas,Honduras,Spirits,0.94
1984,Eastern Mediterranean,Morocco,Spirits,0.02
1987,Americas,Haiti,Spirits,5.09
1985,Europe,Poland,Other,
1987,Africa,Liberia,Spirits,4.39
1987,Eastern Mediterranean,Pakistan,Spirits,0
1984,Americas,Paraguay,Spirits,4.91
1985,Africa,Liberia,Other,
1985,Eastern Mediterranean,Bahrain,Other,0
1984,Western Pacific,Japan,Wine,0.09
1985,Africa,Kenya,Beer,1.34
1986,South-East Asia,Thailand,Other,0
1986,Africa,Mauritius,Wine,0.11
1985,Africa,Sao Tome and Principe,Other,0
1989,Americas,Venezuela (Bolivarian Republic of),Wine,0.08
1984,South-East Asia,Nepal,Wine,0
1985,Africa,Benin,Other,0
1989,Eastern Mediterranean,Egypt,Wine,0.01
1987,Africa,Malawi,Wine,0.01
1987,Eastern Mediterranean,Afghanistan,Wine,0
1984,Europe,Russian Federation,Spirits,4.77
1984,Western Pacific,Cambodia,Wine,0
1984,Americas,Peru,Wine,0.11
1984,Americas,El Salvador,Other,
1987,Europe,Ireland,Other,0.65
1986,Africa,Mozambique,Beer,0.18
1984,Africa,Zambia,Other,1.9
1987,Africa,Ethiopia,Beer,0.54
1985,Eastern Mediterranean,Libya,Spirits,0
1989,Africa,Zambia,Spirits,0.2
1985,Europe,Bulgaria,Spirits,4.08
1989,Africa,Ethiopia,Spirits,0.09
1987,Eastern Mediterranean,United Arab Emirates,Spirits,4.54
1986,Africa,Ghana,Spirits,0.02
1984,Africa,Eritrea,Wine,0
1987,Africa,Guinea,Other,
1985,Europe,Italy,Beer,1.37
1989,South-East Asia,Bhutan,Other,
1986,Europe,Denmark,Other,
1987,Western Pacific,Singapore,Other,0.06
1989,Americas,Chile,Beer,1.63
1984,Americas,Ecuador,Wine,0.02
1987,Western Pacific,Japan,Spirits,2.81
1989,Europe,Kyrgyzstan,Other,0
1987,Europe,Czech Republic,Other,
1987,Africa,Mali,Spirits,0
1989,Americas,Bolivia (Plurinational State of),Other,0
1984,Western Pacific,Cambodia,Spirits,0.3
1987,Western Pacific,Samoa,Spirits,0.01
1985,South-East Asia,Myanmar,Spirits,0.29
1989,Western Pacific,Cambodia,Other,
1985,Americas,Mexico,Wine,0.06
1985,Europe,Lithuania,Beer,
1985,Americas,Argentina,Spirits,1.45
1986,Americas,Uruguay,Wine,3.3
1986,Africa,Niger,Spirits,0.01
1985,Europe,Romania,Spirits,2.65
1985,Americas,Venezuela (Bolivarian Republic of),Wine,0.14
1985,Africa,Eritrea,Spirits,0
1987,Eastern Mediterranean,Saudi Arabia,Spirits,0
1984,Eastern Mediterranean,Iran (Islamic Republic of),Wine,0
1987,Europe,Russian Federation,Beer,1.18
1987,Africa,Guinea,Spirits,0.08
1985,Eastern Mediterranean,Syrian Arab Republic,Spirits,0.15
1986,Africa,Angola,Beer,0.9
1986,Europe,Finland,Wine,0.88
1986,Africa,Zambia,Spirits,0.02
1989,Europe,Greece,Spirits,3.56
1984,Americas,Uruguay,Wine,4.42
1987,Americas,Guatemala,Spirits,1.95
1989,Africa,Mali,Wine,0.01
1985,Western Pacific,Brunei Darussalam,Spirits,0.48
1987,Africa,Kenya,Wine,0
1987,Western Pacific,Vanuatu,Beer,0.67
1986,Eastern Mediterranean,Morocco,Beer,0.35
1989,South-East Asia,Nepal,Wine,0
1987,Africa,Democratic Republic of the Congo,Other,1.75
1985,Western Pacific,Viet Nam,Beer,0.12
1984,Western Pacific,Solomon Islands,Wine,0.04
1984,Europe,Cyprus,Other,0
1985,Western Pacific,Solomon Islands,Beer,1.01
1986,Western Pacific,Singapore,Other,0.07
1985,Western Pacific,New Zealand,Beer,7.58
1987,Europe,Slovakia,Other,0
1987,Americas,Belize,Wine,0.18
1989,Americas,Jamaica,Wine,0.06
1989,Western Pacific,Kiribati,Spirits,0.06
1989,Americas,Dominican Republic,Wine,0.04
1987,Eastern Mediterranean,Lebanon,Spirits,2.61
1985,Eastern Mediterranean,Saudi Arabia,Beer,0.25
1987,Americas,Bahamas,Spirits,7.86
1984,Europe,United Kingdom of Great Britain and Northern Ireland,Other,0
1985,Africa,Mauritius,Wine,0.05
1989,Western Pacific,Vanuatu,Beer,0.65
1984,Americas,Guyana,Wine,0
1984,Eastern Mediterranean,Pakistan,Wine,0
1987,Africa,Cte d'Ivoire,Other,0.97
1984,Eastern Mediterranean,Djibouti,Beer,0.45
1985,Americas,Panama,Spirits,2.09
1989,Western Pacific,Solomon Islands,Spirits,0.04
1984,Africa,Mozambique,Wine,0.01
1984,Western Pacific,New Zealand,Beer,7.72
1985,Americas,Dominican Republic,Other,0
1989,Europe,Croatia,Beer,2.87
1985,Western Pacific,Papua New Guinea,Other,0
1985,Europe,Cyprus,Spirits,3.21
1987,South-East Asia,Bhutan,Wine,0
1985,Africa,Swaziland,Wine,1.03
1987,Europe,Netherlands,Beer,5.18
1984,Europe,Austria,Spirits,1.9
1985,Africa,Gabon,Other,
1987,Eastern Mediterranean,Oman,Beer,0.26
1989,Americas,Uruguay,Beer,1.45
1989,Eastern Mediterranean,Libya,Wine,0
1989,Eastern Mediterranean,Saudi Arabia,Wine,0
1985,Africa,Equatorial Guinea,Wine,0
1985,Europe,Cyprus,Other,0
1984,Eastern Mediterranean,Bahrain,Wine,0.56
1984,Americas,Bolivia (Plurinational State of),Wine,0.09
1989,Americas,Suriname,Beer,2.1
1987,South-East Asia,India,Wine,0
1987,Europe,Germany,Other,
1984,Eastern Mediterranean,Syrian Arab Republic,Spirits,0.14
1984,Americas,El Salvador,Wine,0.04
1984,Africa,Democratic Republic of the Congo,Other,1.83
1985,South-East Asia,Myanmar,Other,0
1985,Africa,Eritrea,Other,0.39
1986,Americas,Costa Rica,Other,0
1985,Africa,Congo,Spirits,0.26
1986,Europe,Germany,Beer,8.68
1984,Americas,Suriname,Beer,2.95
1987,Eastern Mediterranean,Yemen,Wine,0
1989,Americas,Costa Rica,Wine,0.1
1987,Africa,Swaziland,Spirits,1.32
1985,South-East Asia,Sri Lanka,Other,0
1985,South-East Asia,Democratic People's Republic of Korea,Other,
1989,Europe,Ukraine,Beer,1.65
1989,Africa,Zambia,Other,2.16
1984,Europe,Austria,Wine,5.1
1985,Americas,Cuba,Spirits,2.22
1987,Western Pacific,Solomon Islands,Spirits,0.06
1987,Europe,Lithuania,Beer,
1987,Europe,Austria,Beer,6.9
1986,Europe,Luxembourg,Wine,6.97
1985,Americas,Cuba,Other,
1985,Americas,Paraguay,Wine,0.36
1989,Europe,Denmark,Wine,2.55
1987,Americas,Belize,Beer,1.41
1986,South-East Asia,Nepal,Beer,0.01
1986,Africa,United Republic of Tanzania,Beer,0.25
1987,Americas,El Salvador,Other,
1989,Western Pacific,Vanuatu,Spirits,0.54
1984,Africa,Burkina Faso,Other,2.93
1986,Eastern Mediterranean,Yemen,Wine,0
1987,Americas,Haiti,Beer,0.01
1984,Americas,Costa Rica,Other,0.01
1989,Africa,Eritrea,Other,0.21
1987,Western Pacific,Singapore,Spirits,0.64
1986,Eastern Mediterranean,Tunisia,Beer,0.38
1986,Eastern Mediterranean,Iraq,Spirits,0.45
1987,Americas,Dominican Republic,Beer,1.32
1986,Eastern Mediterranean,Saudi Arabia,Spirits,0.01
1989,Europe,Switzerland,Beer,4.17
1985,Africa,South Africa,Wine,1.73
1985,Africa,United Republic of Tanzania,Other,7.8
1984,Africa,Chad,Wine,0.04
1986,Africa,Burundi,Spirits,0
1984,Africa,Namibia,Wine,0
1984,Europe,Portugal,Beer,2.46
1986,Africa,Liberia,Spirits,3.82
1986,Americas,Dominican Republic,Wine,0.06
1985,Americas,Colombia,Other,0
1989,Americas,Dominican Republic,Beer,1.54
1984,Europe,Netherlands,Beer,5.21
1985,Africa,Seychelles,Beer,2.21
1986,Africa,Angola,Other,0
1986,Africa,Central African Republic,Wine,0.36
1986,Americas,Saint Lucia,Spirits,6.62
1989,Americas,Mexico,Spirits,1.48
1986,Western Pacific,Malaysia,Other,
1986,South-East Asia,Democratic People's Republic of Korea,Other,
1985,Americas,Canada,Beer,4.94
1989,Europe,Portugal,Spirits,0.92
1989,Africa,Benin,Wine,0.09
1989,Europe,Ukraine,Spirits,2.68
1989,Americas,El Salvador,Beer,0.81
1986,Europe,Czech Republic,Other,
1984,Africa,Burkina Faso,Spirits,0.03
1986,South-East Asia,Thailand,Wine,0
1986,Europe,Israel,Spirits,0.72
1986,Europe,Israel,Wine,0.61
1986,Africa,Botswana,Spirits,0.23
1986,Americas,Honduras,Wine,0.02
1989,Western Pacific,Philippines,Wine,0
1986,Africa,Rwanda,Other,5.95
1985,Europe,Kyrgyzstan,Other,0
1984,South-East Asia,India,Other,0
1986,Europe,France,Other,0.25
1984,Western Pacific,Australia,Other,0
1987,Americas,Cuba,Spirits,2.39
1989,Europe,Netherlands,Spirits,2.35
1985,Europe,Russian Federation,Wine,1.65
1986,Africa,Mauritius,Other,0
1987,Americas,Argentina,Wine,10.1
1984,Africa,Lesotho,Other,1.49
1987,Americas,Canada,Wine,1.3
1984,Europe,Russian Federation,Beer,1.55
1986,Africa,Niger,Other,0
1989,Africa,Mozambique,Spirits,0.17
1987,Eastern Mediterranean,Yemen,Other,
1989,Africa,Angola,Wine,0.82
1989,Africa,Togo,Other,0.02
1987,South-East Asia,Thailand,Spirits,2.45
1987,Americas,Bolivia (Plurinational State of),Wine,0.1
1985,Europe,Malta,Wine,1.17
1989,South-East Asia,Democratic People's Republic of Korea,Other,
1986,Americas,Bolivia (Plurinational State of),Wine,0.09
1985,Americas,Venezuela (Bolivarian Republic of),Beer,4.04
1986,Africa,Guinea,Other,
1985,Africa,Zimbabwe,Wine,0.04
1987,Americas,Peru,Spirits,3.45
1987,Eastern Mediterranean,Egypt,Other,
1984,Europe,Poland,Beer,1.78
1986,Europe,United Kingdom of Great Britain and Northern Ireland,Other,0
1987,Europe,Italy,Other,
1987,Americas,Venezuela (Bolivarian Republic of),Wine,0.14
1989,Europe,Portugal,Other,0.72
1986,Europe,Malta,Spirits,2.03
1987,South-East Asia,Sri Lanka,Other,0
1989,Americas,Cuba,Spirits,2.45
1989,Europe,Netherlands,Wine,2.45
1987,Africa,Botswana,Other,1.66
1989,South-East Asia,Nepal,Spirits,0
1989,Africa,Togo,Spirits,0.29
1989,Western Pacific,Singapore,Spirits,0.51
1987,Americas,Suriname,Spirits,1.12
1989,Europe,Slovenia,Spirits,2.69
1989,Europe,Lithuania,Other,
1986,Europe,Spain,Wine,6.65
1987,Americas,Trinidad and Tobago,Beer,2.03
1986,Europe,Greece,Beer,2.2
1989,Americas,Peru,Other,0
1989,Americas,Nicaragua,Beer,0.7
1984,Africa,Botswana,Beer,1.77
1986,Americas,United States of America,Beer,5.07
1986,Eastern Mediterranean,Morocco,Spirits,0.06
1987,Europe,Turkey,Spirits,0.48
1985,Western Pacific,Philippines,Wine,0
1989,Americas,Ecuador,Beer,1.59
1987,Africa,Burundi,Spirits,0
1984,Europe,Latvia,Wine,2.59
1984,Europe,Malta,Wine,1.26
1986,Americas,Uruguay,Beer,1.38
1984,Africa,Mali,Beer,0.01
1986,Western Pacific,Mongolia,Wine,0
1984,Europe,Bulgaria,Wine,3.28
1984,South-East Asia,Democratic People's Republic of Korea,Other,
1985,Western Pacific,Malaysia,Wine,0.02
1989,Africa,Swaziland,Wine,0
1989,Europe,Sweden,Spirits,2.25
1987,Eastern Mediterranean,United Arab Emirates,Other,0
1985,Western Pacific,Australia,Other,0
1986,Africa,Seychelles,Spirits,0.62
1985,Eastern Mediterranean,Qatar,Beer,0.12
1986,Africa,Swaziland,Spirits,1.32
1985,Africa,Seychelles,Spirits,0.63
1985,Western Pacific,Kiribati,Wine,0.04
1984,Africa,Eritrea,Beer,0.16
1989,Western Pacific,Singapore,Other,0.06
1985,Africa,Guinea-Bissau,Spirits,0.79
1989,Western Pacific,Malaysia,Spirits,0.16
1985,Africa,United Republic of Tanzania,Wine,0
1986,South-East Asia,Democratic People's Republic of Korea,Wine,0
1984,Europe,Italy,Wine,11.2
1989,Europe,Bulgaria,Other,0
1989,Africa,Niger,Beer,0.08
1984,Africa,Liberia,Other,
1989,Americas,Trinidad and Tobago,Spirits,2.32
1985,Africa,Liberia,Wine,0.02
1984,Americas,Ecuador,Other,0
1986,Africa,Guinea-Bissau,Wine,0.04
1986,Americas,Venezuela (Bolivarian Republic of),Spirits,3.7
1985,Americas,Jamaica,Spirits,1
1985,Africa,Togo,Beer,2.07
1989,Western Pacific,Cambodia,Beer,0
1989,Africa,Democratic Republic of the Congo,Other,1.66
1986,Europe,Iceland,Wine,1.03
1984,Europe,Finland,Wine,0.85
1984,Africa,Zimbabwe,Wine,0.05
1985,Africa,Comoros,Wine,0.05
1984,Europe,Iceland,Beer,1.17
1984,Africa,South Africa,Other,1.84
1989,Western Pacific,Australia,Other,0
1985,Eastern Mediterranean,Bahrain,Beer,1.26
1986,Europe,Netherlands,Spirits,2.72
1987,Americas,Dominican Republic,Wine,0.03
1985,Eastern Mediterranean,Somalia,Spirits,0
1986,Africa,Benin,Wine,0.12
1989,Europe,Finland,Spirits,1.8
1987,Americas,Mexico,Beer,3.05
1985,Western Pacific,China,Wine,0.02
1986,Eastern Mediterranean,Kuwait,Other,
1984,Americas,United States of America,Other,
1989,Americas,Peru,Wine,0.11
1989,Europe,Cyprus,Spirits,3.49
1986,South-East Asia,Bhutan,Wine,0
1989,Africa,Mali,Other,0.58
1989,Africa,Burkina Faso,Wine,0.01
1986,Western Pacific,China,Beer,0.24
1984,Americas,Belize,Wine,0.15
1986,Americas,Ecuador,Spirits,1.08
1986,Americas,Chile,Wine,5.14
1985,Europe,Germany,Wine,3.66
1984,Africa,Niger,Beer,0.11
1986,Europe,Austria,Spirits,1.8
1985,Americas,Antigua and Barbuda,Beer,1.69
1986,Europe,Cyprus,Other,0
1986,Africa,Cameroon,Wine,0.08
1984,Eastern Mediterranean,Sudan,Other,0
1986,Western Pacific,Mongolia,Spirits,2.47
1985,Americas,Ecuador,Spirits,1.05
1985,Eastern Mediterranean,Djibouti,Wine,0.52
1987,Africa,Kenya,Other,0.59
1989,Eastern Mediterranean,Iraq,Other,0
1984,Americas,Nicaragua,Spirits,2.32
1984,Europe,Portugal,Wine,13.5
1984,Africa,Algeria,Other,0
1986,Europe,Norway,Wine,0.83
1987,Africa,Mauritania,Beer,0
1985,Africa,Sierra Leone,Wine,0.01
1984,Western Pacific,Cambodia,Beer,0
1989,Americas,Antigua and Barbuda,Beer,1.83
1984,Americas,Dominican Republic,Spirits,2.53
1984,Eastern Mediterranean,United Arab Emirates,Other,0
1987,Americas,Panama,Beer,3.19
1985,Americas,Guatemala,Other,0
1989,Eastern Mediterranean,Syrian Arab Republic,Beer,0.07
1984,Africa,Rwanda,Wine,0.01
1987,South-East Asia,India,Beer,0.01
1987,Americas,El Salvador,Beer,0.9
1987,Africa,Cameroon,Other,3.97
1986,Africa,Central African Republic,Other,1.14
1989,Americas,Antigua and Barbuda,Spirits,1.56
1989,Americas,Ecuador,Spirits,0.92
1984,Africa,Botswana,Wine,0.95
1989,Eastern Mediterranean,Pakistan,Spirits,0
1985,Eastern Mediterranean,Iran (Islamic Republic of),Wine,0
1984,Americas,Belize,Beer,1.65
1986,Africa,Democratic Republic of the Congo,Wine,0
1984,Western Pacific,Brunei Darussalam,Wine,0.94
1984,Africa,Eritrea,Other,0.39
1986,Eastern Mediterranean,Afghanistan,Spirits,0
1987,Europe,Hungary,Wine,3.32
1989,Americas,Colombia,Other,0
1989,Americas,Saint Lucia,Beer,2.36
1989,Europe,Hungary,Wine,3.44
1986,Eastern Mediterranean,Iraq,Other,0
1989,Europe,France,Other,0.27
1984,Americas,Venezuela (Bolivarian Republic of),Beer,5.27
1984,Europe,Germany,Wine,3.7
1989,South-East Asia,Democratic People's Republic of Korea,Spirits,3.34
1986,Eastern Mediterranean,Somalia,Spirits,0
1987,Africa,Mauritius,Beer,1.57
1987,Eastern Mediterranean,Qatar,Spirits,1.3
1989,Americas,Saint Lucia,Other,0.09
1989,Western Pacific,Malaysia,Beer,0.52
1989,Americas,Brazil,Beer,2.89
1987,Americas,Uruguay,Beer,1.41
1985,Western Pacific,Micronesia (Federated States of),Other,0
1987,Americas,Trinidad and Tobago,Other,0
1984,Africa,Liberia,Spirits,2.96
1984,Europe,Netherlands,Spirits,2.95
1987,Western Pacific,Papua New Guinea,Wine,0.04
1989,Eastern Mediterranean,Morocco,Other,0
1989,Eastern Mediterranean,Bahrain,Other,0
1985,Western Pacific,Brunei Darussalam,Wine,0.51
1984,Western Pacific,Lao People's Democratic Republic,Other,
1989,Africa,Algeria,Beer,0.16
1989,Europe,Israel,Other,0
1984,Africa,Madagascar,Spirits,0.8
1989,Europe,Malta,Beer,3.08
1984,Africa,Zimbabwe,Spirits,5.68
1985,Africa,Guinea,Spirits,0
1986,Africa,Malawi,Wine,0
1986,Eastern Mediterranean,Yemen,Spirits,0.06
1985,Eastern Mediterranean,Sudan,Wine,0
1986,Africa,Kenya,Spirits,0.85
1986,Africa,South Africa,Spirits,2.06
1989,Europe,Greece,Other,0.07
1985,Africa,Cabo Verde,Spirits,0.46
1987,Western Pacific,Brunei Darussalam,Beer,2.5
1986,Africa,Namibia,Spirits,0
1986,Eastern Mediterranean,Egypt,Other,
1989,Western Pacific,Lao People's Democratic Republic,Wine,1.13
1984,South-East Asia,Myanmar,Spirits,0.28
1984,Africa,Guinea-Bissau,Spirits,0.8
1987,Americas,United States of America,Other,
1989,Europe,Croatia,Spirits,2.95
1989,Europe,Turkey,Wine,0.07
1984,Western Pacific,Philippines,Spirits,2.83
1987,Americas,Guatemala,Beer,0.82
1987,Africa,Central African Republic,Other,1.15
1984,Eastern Mediterranean,Egypt,Beer,0.06
1984,Africa,Sierra Leone,Other,4.44
1986,Western Pacific,Papua New Guinea,Beer,1.15
1984,Western Pacific,Mongolia,Wine,0
1984,Africa,Sao Tome and Principe,Beer,0
1984,Eastern Mediterranean,Tunisia,Beer,0.47
1984,Americas,Venezuela (Bolivarian Republic of),Wine,0.12
1989,South-East Asia,Bhutan,Beer,0.31
1984,Eastern Mediterranean,United Arab Emirates,Wine,0.15
1987,Africa,Malawi,Beer,0.08
1987,Europe,Lithuania,Wine,
1984,Western Pacific,Japan,Spirits,3.03
1987,Europe,Latvia,Wine,1.05
1987,Africa,Burkina Faso,Other,3.67
1986,Western Pacific,Brunei Darussalam,Wine,0.1
1989,Africa,Ghana,Spirits,0.02
1986,Americas,Mexico,Beer,2.97
1984,Europe,Sweden,Wine,1.55
1985,Americas,Dominican Republic,Spirits,2.28
1987,Europe,Netherlands,Other,0
1986,Africa,Cameroon,Beer,2.45
1989,Africa,Mauritania,Wine,0
1986,Eastern Mediterranean,Pakistan,Wine,0
1985,Americas,Trinidad and Tobago,Wine,0.16
1986,Africa,Congo,Spirits,0.32
1987,Americas,Brazil,Wine,0.35
1984,Western Pacific,Singapore,Beer,1.02
1987,Americas,Guyana,Wine,0
1986,Africa,Cabo Verde,Other,
1985,Europe,Malta,Other,0.03
1986,Europe,Russian Federation,Spirits,2.46
1989,Africa,Cameroon,Other,4.08
1986,Europe,Portugal,Other,0.93
1984,Europe,Romania,Wine,4.11
1986,Americas,El Salvador,Other,
1989,Europe,Czech Republic,Wine,1.95
1986,Africa,Zimbabwe,Other,1.39
1989,Americas,Bahamas,Beer,3.33
1989,Africa,Gabon,Spirits,0.42
1986,South-East Asia,Sri Lanka,Beer,0.04
1989,Eastern Mediterranean,Djibouti,Wine,0.27
1984,Eastern Mediterranean,Yemen,Beer,0.15
1984,South-East Asia,Nepal,Beer,0.02
1987,Western Pacific,Samoa,Beer,3.11
1987,Africa,Sao Tome and Principe,Other,0
1986,Eastern Mediterranean,Egypt,Spirits,0.31
1986,Western Pacific,Lao People's Democratic Republic,Other,
1985,Africa,Malawi,Beer,0.19
1987,Africa,Cameroon,Spirits,0.02
1989,Africa,Equatorial Guinea,Spirits,0
1989,Eastern Mediterranean,Oman,Other,0
1986,Africa,Burkina Faso,Wine,0.02
1985,Eastern Mediterranean,Pakistan,Beer,0.01
1987,Eastern Mediterranean,Yemen,Beer,0.11
1987,Americas,Uruguay,Wine,3.85
1989,Africa,Algeria,Spirits,0.01
1985,Africa,Eritrea,Beer,0.15
1984,Western Pacific,Philippines,Beer,1.32
1989,Eastern Mediterranean,Kuwait,Beer,0
1985,Africa,Cameroon,Wine,0.09
1987,Americas,Belize,Other,0.02
1985,Western Pacific,Mongolia,Beer,0.36
1989,Africa,Niger,Spirits,0.01
1985,Americas,Guyana,Spirits,4.73
1986,Africa,Guinea-Bissau,Other,1.17
1985,Africa,Mauritania,Beer,0.01
1987,Western Pacific,Solomon Islands,Other,0
1985,Eastern Mediterranean,Yemen,Beer,0.22
1986,Africa,Rwanda,Beer,0.9
1986,Africa,Nigeria,Spirits,0
1984,Africa,Ethiopia,Spirits,0
1985,Africa,Sao Tome and Principe,Spirits,0.01
1986,Europe,Denmark,Wine,2.66
1984,Western Pacific,Cambodia,Other,
1986,Eastern Mediterranean,Sudan,Other,0
1984,Africa,Uganda,Beer,0.1
1987,Africa,Equatorial Guinea,Beer,0.33
1984,Africa,Nigeria,Wine,0
1985,Eastern Mediterranean,Kuwait,Spirits,0
1984,Western Pacific,Viet Nam,Beer,0.13
1984,Americas,Saint Lucia,Other,0.1
1986,Africa,Eritrea,Other,0.22
1987,Europe,Netherlands,Wine,2.48
1984,Europe,Lithuania,Spirits,
1986,Europe,Germany,Other,
1987,Africa,Malawi,Spirits,0.28
1985,Americas,El Salvador,Other,
1987,Eastern Mediterranean,Syrian Arab Republic,Beer,0.07
1987,Africa,Rwanda,Spirits,0.01
1985,Americas,Nicaragua,Beer,0.74
1984,Africa,United Republic of Tanzania,Other,6.14
1984,Western Pacific,Samoa,Beer,1.56
1985,Europe,Germany,Spirits,2.82
1989,Africa,Comoros,Beer,0.01
1986,Western Pacific,Australia,Beer,7.39
1985,Western Pacific,Fiji,Spirits,0.04
1985,Western Pacific,Philippines,Other,0.12
1985,Eastern Mediterranean,Lebanon,Other,0
1984,Europe,Turkey,Wine,0.07
1986,Africa,Congo,Other,2.75
1987,Eastern Mediterranean,Saudi Arabia,Beer,0.21
1989,Western Pacific,Micronesia (Federated States of),Spirits,0
1987,Americas,Guatemala,Wine,0.01
1986,Africa,Namibia,Other,0.26
1986,Europe,Russian Federation,Other,0.88
1987,Eastern Mediterranean,United Arab Emirates,Beer,0.61
1987,Eastern Mediterranean,Jordan,Spirits,0.15
1985,Europe,Kyrgyzstan,Spirits,4.38
1985,Americas,Peru,Wine,0.11
1986,Europe,Ukraine,Beer,1.34
1987,Western Pacific,China,Spirits,2.82
1989,Africa,Burundi,Wine,0.01
1984,Americas,Chile,Beer,1.09
1984,Eastern Mediterranean,Egypt,Wine,0.01
1984,Europe,Spain,Beer,3.87
1987,Africa,Eritrea,Spirits,0
1985,Africa,Central African Republic,Beer,1.21
1984,Eastern Mediterranean,Saudi Arabia,Other,0
1984,Europe,Belgium,Wine,3.11
1989,South-East Asia,Myanmar,Wine,0
1984,Americas,United States of America,Wine,1.4
1987,Africa,Sao Tome and Principe,Wine,1.89
1987,Africa,Chad,Wine,0.02
1987,Africa,Nigeria,Spirits,0.01
1985,Africa,Cabo Verde,Wine,1.39
1989,Africa,Cabo Verde,Spirits,0.56
1987,Europe,Bulgaria,Beer,4.2
1987,Europe,Kyrgyzstan,Other,0
1985,Africa,Gambia,Beer,0.06
1989,Americas,Guyana,Wine,0
1986,Western Pacific,Viet Nam,Other,
1987,Africa,Cte d'Ivoire,Beer,0.34
1985,Americas,Honduras,Beer,0.94
1984,Western Pacific,China,Spirits,2.19
1987,Europe,Czech Republic,Beer,6.93
1987,Africa,Mauritius,Spirits,1.72
1984,Europe,United Kingdom of Great Britain and Northern Ireland,Spirits,2.01
1989,Eastern Mediterranean,Qatar,Beer,0.09
1987,Africa,South Africa,Wine,1.69
1985,Europe,Portugal,Beer,2.49
1985,Americas,Saint Lucia,Other,0.1
1986,Africa,Mauritania,Beer,0
1985,Europe,Portugal,Other,1.08
1985,South-East Asia,Nepal,Beer,0.01
1987,Eastern Mediterranean,Somalia,Beer,0.01
1987,Western Pacific,Mongolia,Beer,0.19
1985,Europe,Spain,Wine,6.86
1986,Europe,Spain,Beer,3.99
1984,Europe,Netherlands,Wine,2.6
1987,Africa,Niger,Other,0
1984,Africa,United Republic of Tanzania,Spirits,0.14
1987,Americas,Peru,Wine,0.11
1984,South-East Asia,Bangladesh,Wine,0
1985,Europe,Israel,Spirits,0.79
1987,South-East Asia,Indonesia,Beer,0.03
1984,Africa,Malawi,Wine,0.01
1984,Europe,Latvia,Beer,2.01
1986,Africa,Burundi,Beer,2.96
1987,Eastern Mediterranean,Sudan,Spirits,0.25
1987,Americas,Mexico,Other,0.08
1987,Eastern Mediterranean,Saudi Arabia,Wine,0
1984,Africa,Equatorial Guinea,Other,
1987,Americas,Honduras,Other,
1985,Eastern Mediterranean,Oman,Other,0
1984,Europe,Romania,Other,
1984,Western Pacific,Kiribati,Wine,0.04
1984,Eastern Mediterranean,Afghanistan,Beer,0
1984,Western Pacific,Vanuatu,Other,
1985,Europe,Belarus,Beer,
1985,Europe,Latvia,Spirits,6.55
1987,Africa,United Republic of Tanzania,Wine,0
1986,South-East Asia,Indonesia,Spirits,0.04
1986,Eastern Mediterranean,Libya,Other,0
1987,Africa,Cabo Verde,Other,
1989,Africa,Rwanda,Wine,0.01
1989,Africa,Botswana,Wine,0.16
1987,Eastern Mediterranean,Afghanistan,Spirits,0
1984,Western Pacific,Malaysia,Beer,0.5
1987,Europe,Denmark,Beer,7.17
1987,Americas,Colombia,Spirits,2.32
1989,Western Pacific,Mongolia,Beer,0.24
1984,Africa,Democratic Republic of the Congo,Beer,0.43
1984,Europe,Greece,Other,0.07
1987,Western Pacific,Mongolia,Spirits,1.91
1984,Americas,United States of America,Beer,5.22
1986,Africa,Cte d'Ivoire,Beer,0.36
1984,Americas,Saint Kitts and Nevis,Wine,0.23
1986,Eastern Mediterranean,Syrian Arab Republic,Spirits,0.11
1989,Africa,Comoros,Other,
1984,Africa,Mauritania,Other,0
1987,Africa,Sao Tome and Principe,Beer,0
1984,Europe,Turkey,Spirits,0.49
1986,Africa,Lesotho,Other,1.05
1987,South-East Asia,Bangladesh,Spirits,0
1989,South-East Asia,Myanmar,Beer,0.02
1989,Africa,Zimbabwe,Other,1.51
1989,Europe,Spain,Spirits,3.5
1987,Africa,Botswana,Spirits,0.18
1986,Americas,Panama,Spirits,1.97
1986,South-East Asia,Myanmar,Beer,0.01
1985,South-East Asia,Nepal,Other,0
1984,Western Pacific,Solomon Islands,Beer,0.98
1987,Americas,Venezuela (Bolivarian Republic of),Spirits,3.88
1986,Europe,Turkey,Other,0
1986,Western Pacific,Philippines,Other,0.08
1986,Europe,Hungary,Other,
1989,Europe,Latvia,Other,0
1984,Eastern Mediterranean,Qatar,Spirits,2.04
1984,Europe,Czech Republic,Wine,2.24
1986,Eastern Mediterranean,Somalia,Other,0
1989,Americas,Venezuela (Bolivarian Republic of),Spirits,3.55
1987,Africa,Namibia,Beer,0
1986,Europe,Iceland,Other,0.01
1987,Western Pacific,Viet Nam,Other,
1984,Africa,Sierra Leone,Spirits,0.03
1985,Europe,Norway,Spirits,1.77
1984,Europe,Belarus,Other,
1987,Africa,South Africa,Other,1.69
1985,Eastern Mediterranean,Sudan,Spirits,0.25
1987,Europe,Finland,Spirits,1.85
1987,Western Pacific,Malaysia,Beer,0.45
1986,Americas,Costa Rica,Beer,0.85
1985,Americas,Argentina,Wine,10.45
1989,Africa,Kenya,Wine,0
1985,Africa,Sierra Leone,Spirits,0.03
1987,Europe,Switzerland,Spirits,2.41
1987,Africa,Malawi,Other,0.75
1989,Americas,Bahamas,Wine,1.5
1985,Africa,Malawi,Spirits,0.31