diff --git a/.gitattributes b/.gitattributes index a6344aac8c09253b3b630fb776ae94478aa0275b..1d7ddf08bf084a632287f58a343a13e972f94d14 100644 --- a/.gitattributes +++ b/.gitattributes @@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text *.zip filter=lfs diff=lfs merge=lfs -text *.zst filter=lfs diff=lfs merge=lfs -text *tfevents* filter=lfs diff=lfs merge=lfs -text +01_Numpy/img.jpg filter=lfs diff=lfs merge=lfs -text diff --git a/01_Numpy/.DS_Store b/01_Numpy/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..9d1394ee35856268163cb96d2e645546a6d4e486 Binary files /dev/null and b/01_Numpy/.DS_Store differ diff --git a/01_Numpy/.idea/.gitignore b/01_Numpy/.idea/.gitignore new file mode 100644 index 0000000000000000000000000000000000000000..359bb5307e8535ab7d59faf27a7377033291821e --- /dev/null +++ b/01_Numpy/.idea/.gitignore @@ -0,0 +1,3 @@ +# 默认忽略的文件 +/shelf/ +/workspace.xml diff --git a/01_Numpy/.idea/Numpy.iml b/01_Numpy/.idea/Numpy.iml new file mode 100644 index 0000000000000000000000000000000000000000..d0876a78d06ac03b5d78c8dcdb95570281c6f1d6 --- /dev/null +++ b/01_Numpy/.idea/Numpy.iml @@ -0,0 +1,8 @@ + + + + + + + + \ No newline at end of file diff --git a/01_Numpy/.idea/inspectionProfiles/Project_Default.xml b/01_Numpy/.idea/inspectionProfiles/Project_Default.xml new file mode 100644 index 0000000000000000000000000000000000000000..9940ce427b4de987bf270c8bd92290d934e26cac --- /dev/null +++ b/01_Numpy/.idea/inspectionProfiles/Project_Default.xml @@ -0,0 +1,6 @@ + + + + \ No newline at end of file diff --git a/01_Numpy/.idea/inspectionProfiles/profiles_settings.xml b/01_Numpy/.idea/inspectionProfiles/profiles_settings.xml new file mode 100644 index 0000000000000000000000000000000000000000..105ce2da2d6447d11dfe32bfb846c3d5b199fc99 --- /dev/null +++ b/01_Numpy/.idea/inspectionProfiles/profiles_settings.xml @@ -0,0 +1,6 @@ + + + + \ No newline at end of file diff --git a/01_Numpy/.idea/misc.xml b/01_Numpy/.idea/misc.xml new file mode 100644 index 0000000000000000000000000000000000000000..d56657add3eb3c246989284ec6e6a8475603cf1d --- /dev/null +++ b/01_Numpy/.idea/misc.xml @@ -0,0 +1,4 @@ + + + + \ No newline at end of file diff --git a/01_Numpy/.idea/modules.xml b/01_Numpy/.idea/modules.xml new file mode 100644 index 0000000000000000000000000000000000000000..1b9c93587b2d6c518425ab00f71168ca97b26910 --- /dev/null +++ b/01_Numpy/.idea/modules.xml @@ -0,0 +1,8 @@ + + + + + + + + \ No newline at end of file diff --git a/01_Numpy/.idea/workspace.xml b/01_Numpy/.idea/workspace.xml new file mode 100644 index 0000000000000000000000000000000000000000..53f3eafb6e067ec98348dfb71b65cefd113f31e1 --- /dev/null +++ b/01_Numpy/.idea/workspace.xml @@ -0,0 +1,70 @@ + + + + + + + + + + + + + + + + { + "keyToString": { + "RunOnceActivity.OpenProjectViewOnStart": "true", + "RunOnceActivity.ShowReadmeOnStart": "true", + "last_opened_file_path": "/Users/macbook/Documents/Numpy", + "settings.editor.selected.configurable": "preferences.lookFeel" + } +} + + + + + + + + + + 1681021549906 + + + + \ No newline at end of file diff --git "a/01_Numpy/01_\345\210\233\345\273\272\346\225\260\347\273\2041.py" "b/01_Numpy/01_\345\210\233\345\273\272\346\225\260\347\273\2041.py" new file mode 100644 index 0000000000000000000000000000000000000000..08373b30421a9a5b3a672bd11858ce886c41d96c --- /dev/null +++ "b/01_Numpy/01_\345\210\233\345\273\272\346\225\260\347\273\2041.py" @@ -0,0 +1,68 @@ +import numpy as np # 导入numpy + +# 创建简单数组 +n1 = np.array([1, 2, 3]) +print(n1) + +# 创建一个带小数点的数组 +n2 = np.array([0.1, 0.2, 0.3]) +print(n2) + +# 创建一个二维数组 +n3 = np.array([ + [1, 2], + [3, 4], +]) +print(n3) + +""" +1、创建数组的语法： + numpy.array(object, dtype=None, copy=True, ndmin=0) +""" + +# 使用dtype -- 创建数组时，指定数据类型 +n4 = np.array([1, 2, 3], dtype=float) +print(n4) +print(n4.dtype) # 查看数组中元素的类型 +print(type(n4)) # 查看数组本身的类型 +print(type(n4[0])) # 查看特定元素的类型 + +# 使用object -- 进行数据初始化 +lst = [1, 2, 3] +n5 = np.array(lst, dtype=float) +print(n5) + +# 使用copy -- 保留原数组中的数据 +n6 = np.array([1, 2, 3]) +n7 = np.array(n5, copy=True) +n7[0] = 100 +n7[2] = 99 +print(n6) # 未变化 +print(n7) + +# 使用ndmin -- 指定最小维数 +lst = [1, 2, 3] +n8 = np.array(lst, ndmin=3) # 我们要创建3维数组 +print(n8) + +""" +2、不同方式创建数组 +""" +# 创建指定维数的空数组 +n9 = np.empty([4, 3], dtype=int) # [4,3]表示4行3列，数据类型未初始化(可指定)的数组 +print(n9) + +# 创建指定维度的数组，以0填充 +n10 = np.zeros(3) # 1行3列 +print(n10) # 输出的结果默认为float + +# 创建指定维度的数组，以1填充 +n11 = np.ones(3) # 1行3列 +print(n11) # 输出的结果默认为float + +# 创建指定维度的数组，以指定的数值填充 +n12 = np.full(3, 8) # # 1行3列，以8填充 +print(n12) + +n13 = np.full((3, 4), 8) # 3行4列，以8填充 +print(n13) diff --git "a/01_Numpy/02_\345\210\233\345\273\272\346\225\260\347\273\2042.py" "b/01_Numpy/02_\345\210\233\345\273\272\346\225\260\347\273\2042.py" new file mode 100644 index 0000000000000000000000000000000000000000..edee978ff0d672ce958d0a83578c8ae9eff97e5f --- /dev/null +++ "b/01_Numpy/02_\345\210\233\345\273\272\346\225\260\347\273\2042.py" @@ -0,0 +1,44 @@ +import numpy as np + +""" +3、从数值范围创建数组 +""" +# arange(start, stop, step, dtype=None) 含头不含尾 +n1 = np.arange(1, 11, 2) +print(n1) + +# linspace(start, stop, num=50, endpoint=True, retstop=False, dtype=None) 创建等差数列 +# endpoint: 是否包含尾部 num：数组的长度 retstop: +n2 = np.linspace(7500, 10000, 6) +print(n2) + +# logspace(start, stop, num=50, endpoint=True, base=10.0, dtype=None) 创建等比数列 +n3 = np.logspace(0, 63, 64, base=2, dtype='uint64') +print(n3) + +""" +4、生成随机数组 +""" +n4 = np.random.rand(5) # [0，1)之间的，1行5列的随机小数 +print(n4) + +n5 = np.random.rand(2, 5) # 2行5列的随机小数 +print(n5) + +# 用于从正态分布中，返回随机生成的数组 +n6 = np.random.randn(3) +print(n6) + +# 生成一定范围的随机数组 +n7 = np.random.randint(1, 3, 10) # 包头不包尾，产生10个数 +print(n7) + +n8 = np.random.randint(1, 3, size=(2, 3)) # 包头不包尾，产生2行3列的数组 +print(n8) + +# 生成正态分布的随机数组 +n9 = np.random.normal(0, 0.1, 10) # 均值，标准差，维数 +print(n9) + +n10 = np.random.normal(0, 0.1, size=(2, 3)) # 均值，标准差，维数 +print(n10) diff --git "a/01_Numpy/03_\345\210\233\345\273\272\346\225\260\347\273\2043.py" "b/01_Numpy/03_\345\210\233\345\273\272\346\225\260\347\273\2043.py" new file mode 100644 index 0000000000000000000000000000000000000000..22f8f5d511996e454d4a832e31874194792412d4 --- /dev/null +++ "b/01_Numpy/03_\345\210\233\345\273\272\346\225\260\347\273\2043.py" @@ -0,0 +1,48 @@ +import numpy as np + +# asarray使用 -- 从已有的数组中创建数组 + +# 通过列表创建数组 +n1 = np.asarray([1, 2, 3, 4]) +print(n1) + +# 通过元组列表创建数组 +n2 = np.asarray([(1, 2, 3), (4, 5, 6), (7, 8, 9)]) +print(n2) + +# 通过元组创建数组 +n3 = np.asarray((1, 2, 3)) +print(n3) + +# 通过元组的元组创建数组 +n4 = np.asarray(((1, 2, 3), (4, 5, 6), (7, 8, 9))) +print(n4) + +# 通过列表元组创建数组 +n5 = np.asarray(([1, 2, 3], [4, 5, 6], [7, 8, 9])) +print(n5) + +# 动态数组 +n6 = np.frombuffer(b'juanzijie', dtype='S1') # S1表示单个字符串是一个字符 +print(n6) + +# 从迭代对象中创建数组对象 +iter = (i for i in range(5)) +n7 = np.fromiter(iter, dtype='int') +print(n7) + +# empty_like的使用 -- 按照一定的模版，创建数据类型不定的数组 +n8 = np.empty_like([[1, 2], [3, 4]]) # 创建一个2行2列的数组，因为给定的是2行2列 +print(n8) + +# 创建一个以0填充的，2行2列的数组 +n9 = np.zeros_like([[1, 2], [3, 4]]) +print(n9) + +# 创建一个以1填充的，2行2列的数组 +n10 = np.ones_like([[1, 2], [3, 4]]) +print(n10) + +# 创建一个以指定数据填充的，2行2列的数组 +n11 = np.full_like([[1, 2], [3, 4]], 8) +print(n11) diff --git "a/01_Numpy/04_\346\225\260\347\273\204\347\232\204\346\225\260\346\215\256\347\261\273\345\236\213.py" "b/01_Numpy/04_\346\225\260\347\273\204\347\232\204\346\225\260\346\215\256\347\261\273\345\236\213.py" new file mode 100644 index 0000000000000000000000000000000000000000..9e2d039e4414d10ca9ee61f0905f00c07527aea4 --- /dev/null +++ "b/01_Numpy/04_\346\225\260\347\273\204\347\232\204\346\225\260\346\215\256\347\261\273\345\236\213.py" @@ -0,0 +1,34 @@ +""" +Numpy中的数据类型： + bool_ + int_ + int8 + int16 + 1nt32 + int64 + uint8 + uint16 + uint32 + float_ + ... + datetime64 +""" +import numpy as np + +n1 = np.array([1, 2, 3, 4], dtype=int) +print(n1) + +n2 = np.array([1, 2, 3, 4], dtype='int32') +print(n2) + +n3 = np.array([1, 2, 3, 4], dtype='int_') +print(n3) + +n4 = np.array([1, 2, 3, 4], dtype='float_') +print(n4) + +n5 = np.array([1, 2, 3, 4], dtype=float) +print(n5) + +n6 = np.array(['2021-01-01'], dtype='datetime64') +print(n6) \ No newline at end of file diff --git "a/01_Numpy/05_\346\225\260\347\273\204\350\277\220\347\256\227.py" "b/01_Numpy/05_\346\225\260\347\273\204\350\277\220\347\256\227.py" new file mode 100644 index 0000000000000000000000000000000000000000..8213542a271432f640acfcc44d594078bd24eba9 --- /dev/null +++ "b/01_Numpy/05_\346\225\260\347\273\204\350\277\220\347\256\227.py" @@ -0,0 +1,17 @@ +import numpy as np + +n1 = np.array([1, 2]) +n2 = np.array([3, 4]) +print(n1) +print(n2) + +# 数组运算 -- 对应位置的元素进行运算 +print('加法运算', n1 + n2) +print('减法运算', n1 - n2) +print('乘法运算', n1 * n2) +print('除法运算', n1 / n2) +print('幂运算', n1 ** n2) + +print('比较运算', n1 > n2) +print('比较运算', n1 < n2) +print('比较运算', n1 != n2) diff --git "a/01_Numpy/06_\347\264\242\345\274\225\345\222\214\345\210\207\347\211\207.py" "b/01_Numpy/06_\347\264\242\345\274\225\345\222\214\345\210\207\347\211\207.py" new file mode 100644 index 0000000000000000000000000000000000000000..170bf712f21c4eaa9e1c68e055dcd152c6497c32 --- /dev/null +++ "b/01_Numpy/06_\347\264\242\345\274\225\345\222\214\345\210\207\347\211\207.py" @@ -0,0 +1,27 @@ +import numpy as np + +# 数组中的索引 +n1 = np.array([1, 2, 3, 4]) +print(n1[1]) +print(n1[-3]) + +n2 = np.array([[1, 2, 3, 4], [5, 6, 7, 8]]) +print(n2[0][1]) +print(n2[0, 1]) +print(n2[-2, -3]) + +# 数组的切片 [start, stop, step] 含头不含尾 +n3 = np.array([10, 20, 30, 40, 50, 60]) +print(n3[:3]) # 省略起始位置，默认从0开始，步长默认为1，[0,3) +print(n3[2:5]) # [2,5) +print(n3[3:]) # 省略结束位置，则默认到最后一个元素 +print(n3[:]) # 获取数组中的所有元素 + +# 修改步长 +print(n3[0::2]) +print(n3[1::5]) + +# 步长还可以为负数 +print(n3[::-1]) # 逆序 +print(n3[-1:-5:-1]) +print(n3[-1:-6:-2]) diff --git "a/01_Numpy/07_\345\210\227\350\241\250\345\210\207\347\211\207\344\270\216\346\225\260\347\273\204\345\210\207\347\211\207.py" "b/01_Numpy/07_\345\210\227\350\241\250\345\210\207\347\211\207\344\270\216\346\225\260\347\273\204\345\210\207\347\211\207.py" new file mode 100644 index 0000000000000000000000000000000000000000..3d16a287414d2e5d3a9ada8153cad5a9f02c7680 --- /dev/null +++ "b/01_Numpy/07_\345\210\227\350\241\250\345\210\207\347\211\207\344\270\216\346\225\260\347\273\204\345\210\207\347\211\207.py" @@ -0,0 +1,23 @@ +import numpy as np + +# 数组的切片 +array = np.array([10, 20, 30, 40]) +print(array) + +arr1 = array[1:3] +print(arr1) + +# 对切片之后的数组进行修改 +arr1[0] = 99 +print(arr1) +print(array) # 已经改变 + +# 列表的切片 +lst = [10, 20, 30, 40] +lst1 = lst[1:3] +print(lst1) + +# 对切片之后的列表进行修改 +lst1[0] = 99 +print(lst1) +print(lst) # 没有发生修改 diff --git "a/01_Numpy/08_\344\272\214\347\273\264\346\225\260\347\273\204\347\232\204\345\210\207\347\211\207\346\223\215\344\275\234.py" "b/01_Numpy/08_\344\272\214\347\273\264\346\225\260\347\273\204\347\232\204\345\210\207\347\211\207\346\223\215\344\275\234.py" new file mode 100644 index 0000000000000000000000000000000000000000..e2e96258659f818f197c1cdecc23f37a6722a674 --- /dev/null +++ "b/01_Numpy/08_\344\272\214\347\273\264\346\225\260\347\273\204\347\232\204\345\210\207\347\211\207\346\223\215\344\275\234.py" @@ -0,0 +1,14 @@ +import numpy as np + +arr = np.array([[1, 2, 3, 4], [5, 6, 7, 8], [9, 10, 11, 12]]) +print(arr) + +print(arr[1, 2]) # 1表示索引为1的行，2表示索引为2的列 + +print(arr[:2, 1:]) # [0,2)的行，[1,3]的列 + +print(arr[1, :2]) # 索引为1的行，[0,2)的列 + +print(arr[:2, 2]) # 索引为[0,2)的行，索引为2的列 + +print(arr[:, :1]) # 全部行，索引为0的列 diff --git "a/01_Numpy/09_\346\225\260\347\273\204\347\232\204\351\207\215\345\241\221.py" "b/01_Numpy/09_\346\225\260\347\273\204\347\232\204\351\207\215\345\241\221.py" new file mode 100644 index 0000000000000000000000000000000000000000..a7898db79c3fd2fb61707443b0a54495bdcd8dc3 --- /dev/null +++ "b/01_Numpy/09_\346\225\260\347\273\204\347\232\204\351\207\215\345\241\221.py" @@ -0,0 +1,13 @@ +import numpy as np + +n = np.arange(6) +print(n) + +# 重塑 -- 元素个数必须相同，否则报错 +n1 = n.reshape(2, 3) +print(n1) + +n = np.array([[1, 2, 3], [4, 5, 6]]) +print(n) +n1 = n.reshape(3,2) # 重塑 +print(n1) diff --git "a/01_Numpy/10_\346\225\260\347\273\204\347\232\204\350\275\254\347\275\256.py" "b/01_Numpy/10_\346\225\260\347\273\204\347\232\204\350\275\254\347\275\256.py" new file mode 100644 index 0000000000000000000000000000000000000000..4b158982c83f84b90de60b9be74176a52b059ba1 --- /dev/null +++ "b/01_Numpy/10_\346\225\260\347\273\204\347\232\204\350\275\254\347\275\256.py" @@ -0,0 +1,19 @@ +import numpy as np + +n = np.arange(24).reshape(4, 6) +print(n) + +# 转置 +n1 = n.T +print(n1) + +n2 = n.transpose() +print(n2) + +# 转置练习 +arr1 = np.array([['A', 100], ['B', 200], ['C', 300], ['D', 400], ['E', 500]]) +print(arr1) + +arr2 = arr1.T +print(arr2) + diff --git "a/01_Numpy/11_\346\225\260\347\273\204\347\232\204\345\242\236\345\210\240\346\224\271\346\237\245.py" "b/01_Numpy/11_\346\225\260\347\273\204\347\232\204\345\242\236\345\210\240\346\224\271\346\237\245.py" new file mode 100644 index 0000000000000000000000000000000000000000..886682d53e733721429e74f98bad3d5e204e9b2e --- /dev/null +++ "b/01_Numpy/11_\346\225\260\347\273\204\347\232\204\345\242\236\345\210\240\346\224\271\346\237\245.py" @@ -0,0 +1,56 @@ +import numpy as np + +n1 = np.array([[1, 2], [3, 4], [5, 6]]) +# 创建第二个数组 +n2 = np.array([[10, 20], [30, 40], [50, 60]]) +print(n1) +print(n2) + +""" +1、数组的增加 +""" +# 水平方向增加数据 -- 列的个数增加 +print(np.hstack((n1, n2))) + +# 垂直方向增加数据 -- 行的个数增加 +print(np.vstack((n1, n2))) + +""" +2、数组的删除 +""" +n1 = np.array([[1, 2], [3, 4], [5, 6]]) +print(n1) + +# 删除第3行 -- 0号轴，索引为2的数据 +n2 = np.delete(n1, 2, axis=0) +print(n2) + +# 删除第1列 +n3 = np.delete(n1, 0, axis=1) +print(n3) + +# 删除第1行和第3行 +n4 = np.delete(n1, (0, 2), axis=0) +print(n4) + +""" +3、数组的修改 +""" +n1 = np.array([[1, 2], [3, 4], [5, 6]]) +n1[1] = [30, 40] # 修改一行 +print(n1) + +n1[2][1] = 88 # 修改单个元素 +print(n1) + +""" +4、数组的查询 +""" +n = np.arange(1, 11) +print(n) + +n2 = n[np.where(n > 5)] # 获取到数组中所有大于5的元素, 返回索引 +print(n2) + +n3 = np.where(n > 5, 2, 0) # 数组中元素大于5，输出2，否则输出0 +print(n3) diff --git "a/01_Numpy/12_\347\237\251\351\230\265\347\232\204\346\223\215\344\275\234.py" "b/01_Numpy/12_\347\237\251\351\230\265\347\232\204\346\223\215\344\275\234.py" new file mode 100644 index 0000000000000000000000000000000000000000..bb73df57cfb0de0387063b49366b27f2f4f5d3c0 --- /dev/null +++ "b/01_Numpy/12_\347\237\251\351\230\265\347\232\204\346\223\215\344\275\234.py" @@ -0,0 +1,45 @@ +import numpy as np + +""" +1、创建简单矩阵 +""" +a = np.mat('5 6;7 8') +print(a) + +b = np.mat([[5, 6], [7, 8]]) +print(b) + +print(type(a), type(b)) # 矩阵 + +n1 = np.array([[5, 6], [7, 8]]) +print(type(n1)) # 数组 + +""" +2、使用mat函数创建常见的矩阵 +""" +# 创建3*3的零矩阵 +d1 = np.mat(np.zeros((3, 3))) +print(d1) + +# 创建2*4的1矩阵 +d2 = np.mat(np.ones((2, 4))) +print(d2) + +# 创建[0,1)随机矩阵 +d3 = np.mat(np.random.rand(3, 4)) +print(d3) + +# 创建[1,8)随机矩阵 +d4 = np.mat(np.random.randint(1, 8, size=(3, 5))) +print(d4) + +# 对角矩阵 +d5 = np.mat(np.eye(5, 5)) +print(d5) + +# 对角线矩阵 +d6 = np.mat(np.diag([1, 2, 3])) +print(d6) + +d7 = np.mat(np.diag([7, 8, 9])) +print(d7) \ No newline at end of file diff --git "a/01_Numpy/13_\347\237\251\351\230\265\347\232\204\350\277\220\347\256\227.py" "b/01_Numpy/13_\347\237\251\351\230\265\347\232\204\350\277\220\347\256\227.py" new file mode 100644 index 0000000000000000000000000000000000000000..7cd3308cef880eaec31d3eed559bbd93aac594c9 --- /dev/null +++ "b/01_Numpy/13_\347\237\251\351\230\265\347\232\204\350\277\220\347\256\227.py" @@ -0,0 +1,35 @@ +""" +矩阵的加、减、除运算 +""" +import numpy as np + +# 创建矩阵 +d1 = np.mat([[1, 2], [3, 4], [5, 6]]) +print(d1) + +d2 = np.mat([1, 2]) +print(d2) + +# 矩阵的加法运算 +d3 = d1 + d2 +print(d3) + +# 矩阵的减法运算 +print(d1 - d2) + +# 矩阵的除法运算 +print(d1 / d2) + +# 矩阵的乘法运算 +# error: print(d1 * d2) +d1 = np.mat([[1, 2], [3, 4], [5, 6]]) +d2 = np.mat([[1, 2], [3, 4]]) +print(d1 * d2) + +# 矩阵的转置 +n1 = np.mat('1 3 3;4 5 6;7 12 9') +print(n1) +print(n1.T) + +# 矩阵的求逆 +print(n1.I) \ No newline at end of file diff --git "a/01_Numpy/14_\346\225\260\347\273\204\347\232\204\347\233\270\344\271\230\344\270\216\347\202\271\347\247\257.py" "b/01_Numpy/14_\346\225\260\347\273\204\347\232\204\347\233\270\344\271\230\344\270\216\347\202\271\347\247\257.py" new file mode 100644 index 0000000000000000000000000000000000000000..78118a97c3371f2fc3748e447a1f4ac44ee9f125 --- /dev/null +++ "b/01_Numpy/14_\346\225\260\347\273\204\347\232\204\347\233\270\344\271\230\344\270\216\347\202\271\347\247\257.py" @@ -0,0 +1,13 @@ +import numpy as np + +# 数组的相乘和数组的点积 +n1 = np.array([[1, 2], [3, 4], [5, 6]]) +n2 = np.array([1, 2]) + +print(n1) +print(n2) + +print('数组的乘积', n1 * n2) + +print("数组的点积", np.dot(n1, n2)) # 相乘之后，各行相加 + diff --git "a/01_Numpy/15_\347\237\251\351\230\265\347\233\270\344\271\230\344\270\216\347\237\251\351\230\265\345\205\203\347\264\240\347\233\270\344\271\230.py" "b/01_Numpy/15_\347\237\251\351\230\265\347\233\270\344\271\230\344\270\216\347\237\251\351\230\265\345\205\203\347\264\240\347\233\270\344\271\230.py" new file mode 100644 index 0000000000000000000000000000000000000000..7188fb9ed86d6c56fb90fed3402d30a938cf6fea --- /dev/null +++ "b/01_Numpy/15_\347\237\251\351\230\265\347\233\270\344\271\230\344\270\216\347\237\251\351\230\265\345\205\203\347\264\240\347\233\270\344\271\230.py" @@ -0,0 +1,12 @@ +import numpy as np + +# 矩阵的点积与矩阵元素之间的相乘运算 +n1 = np.mat('1 3 3;4 5 6;7 12 9') +n2 = np.mat('2 6 6;8 10 12;14 24 18') + +print(n1) +print(n2) + +print('矩阵相乘的结果：', n1 * n2) +print('矩阵对应元素相乘：', np.multiply(n1, n2)) + diff --git "a/01_Numpy/16_\346\225\260\345\255\246\350\277\220\347\256\227\345\207\275\346\225\260.py" "b/01_Numpy/16_\346\225\260\345\255\246\350\277\220\347\256\227\345\207\275\346\225\260.py" new file mode 100644 index 0000000000000000000000000000000000000000..5e456b850006807aab7e09260c36dae35142d862 --- /dev/null +++ "b/01_Numpy/16_\346\225\260\345\255\246\350\277\220\347\256\227\345\207\275\346\225\260.py" @@ -0,0 +1,44 @@ +import numpy as np + +n1 = np.array([[1, 2, 3], [4, 5, 6], [7, 8, 9]]) +n2 = np.array([10, 10, 10]) +print(n1) +print(n2) + +# 数组的加减乘除 +print('加', np.add(n1, n2)) +print(n1 + n2) + +print('减', np.subtract(n1, n2)) +print('乘', np.multiply(n1, n2)) +print('除', np.divide(n1, n2)) + +# 倒数 +n1 = np.array([0.25, 1.75, 2, 100]) +print(np.reciprocal(n1)) + +# 幂运算 +n1 = np.array([10, 100, 1000]) +n2 = np.array([1, 2, 3]) +print(np.power(n1, n2)) # n1的n2次幂 + +# 余数 余数 = a - n * (a // n) -- a是除数，n是被除数 +n1 = np.array([10, 20, 30]) +n2 = np.array([4, 5, -8]) +print(np.mod(n1, n2)) +# a是30，n是-8 + +# 四舍五入 +n = np.array([1.55, 6.823, 100, 0.1189, 3.1315, -3.456]) +print(n) +print(np.around(n)) # 默认取整 +print(np.around(n, decimals=2)) # 保留2位小数 +print(np.around(n, decimals=-1)) # 取整到小数点左侧 + +# 向上取整与向下取整 +print(np.ceil(n)) # 向上取整 +print(np.floor(n)) # 向下取整 + +# 三角函数 +n = np.array([0, 30, 45, 60, 90]) +print(np.sin(n / 180 * np.pi)) diff --git "a/01_Numpy/17_\347\273\237\350\256\241\345\210\206\346\236\220\345\207\275\346\225\260.py" "b/01_Numpy/17_\347\273\237\350\256\241\345\210\206\346\236\220\345\207\275\346\225\260.py" new file mode 100644 index 0000000000000000000000000000000000000000..09a7155ed1b477084ba0595c30419ae55f7dbf4a --- /dev/null +++ "b/01_Numpy/17_\347\273\237\350\256\241\345\210\206\346\236\220\345\207\275\346\225\260.py" @@ -0,0 +1,58 @@ +import numpy as np + +n = np.array([[1, 2, 3], [4, 5, 6], [7, 8, 9]]) +print(n) + +# 整个数组求和 +print(n.sum()) + +# 数组元素行的和 +print(n.sum(axis=0)) + +# 数组元素列的和 +print(n.sum(axis=1)) + +# 平均值 +print(n.mean()) + +# 行的平均值 +print(n.mean(axis=0)) + +# 列的平均值 +print(n.mean(axis=1)) + +# 最大值 +print(n.max()) + +# 行的最大值 +print(n.max(axis=0)) + +# 列的最大值 +print(n.max(axis=1)) + +# 最小值 +print(n.min()) + +# 行的最小值 +print(n.min(axis=0)) + +# 列的最小值 +print(n.min(axis=1)) + +# 加权平均 +# 数据 * 出现的次数 -> 求平均 +n1 = np.array([1, 2, 3, 4, 5]) # 数组中的数据 +n2 = np.array([10, 20, 30, 40, 50]) # 表示各个数出现的次数 +print(np.average(n1, weights=n2)) + +# 中位数 -- 数组有序 +n1 = np.array([1, 2, 3, 4, 5, 99]) +print(np.median(n1)) + +# 方差 -- 各组数据 与 平均数 差的平方 +n = np.array([1, 2, 3, 4, 5, 6]) +print(n.var()) + +# 标准差/均方差 -- 方差的平方根 +n = np.array([1, 2, 3, 4, 5, 6]) +print(n.std()) \ No newline at end of file diff --git "a/01_Numpy/18_\346\225\260\347\273\204\347\232\204\346\216\222\345\272\217.py" "b/01_Numpy/18_\346\225\260\347\273\204\347\232\204\346\216\222\345\272\217.py" new file mode 100644 index 0000000000000000000000000000000000000000..1b139eae9c3b181a1cfd227fb7312fb2ce0ee24a --- /dev/null +++ "b/01_Numpy/18_\346\225\260\347\273\204\347\232\204\346\216\222\345\272\217.py" @@ -0,0 +1,31 @@ +# 数组的排序 +import numpy as np + +n = np.array([[4, 7, 3], [2, 8, 5], [9, 1, 6]]) +print(n) + +print('数组排序', np.sort(n)) # 排序默认升序，按列排序 + +# 按行排序 +print(np.sort(n, axis=0)) + +# 按列排序 +print(np.sort(n, axis=1)) + +# argsort() 排序 +x = np.array([9, 4, 7, 2, 4, 8, 3]) +y = np.argsort(x) +print(y) # 得到升序排序后的索引值 +# 排序后重构数组 +print(x[y]) + +# lexsort() 排序 +math = np.array([101, 109, 115, 108, 118, 112, 118]) +english = np.array([117, 105, 118, 98, 109, 98, 120]) +total = np.array([621, 623, 620, 620, 615, 615, 450]) + +sort_total = np.lexsort((english, math, total)) # 先按总分，再比数学，最后比英语 +print(sort_total) # 排序后的索引值 +lst = [[total[i], math[i], english[i]] for i in sort_total] +n = np.array(lst) +print(n) diff --git "a/01_Numpy/19_\345\272\224\347\224\250_\345\233\276\345\203\217\347\201\260\345\272\246\345\244\204\347\220\206.py" "b/01_Numpy/19_\345\272\224\347\224\250_\345\233\276\345\203\217\347\201\260\345\272\246\345\244\204\347\220\206.py" new file mode 100644 index 0000000000000000000000000000000000000000..4ff57c18f6b915f093c2d8bd18cc87267cb544c2 --- /dev/null +++ "b/01_Numpy/19_\345\272\224\347\224\250_\345\233\276\345\203\217\347\201\260\345\272\246\345\244\204\347\220\206.py" @@ -0,0 +1,20 @@ +import numpy as np +import matplotlib.pyplot as plt + +# 读取图片 +n1 = plt.imread('img.jpg') + +# 传入数组，显示对应颜色 +plt.imshow(n1) +print(n1) + +n2 = np.array([0.299, 0.587, 0.114, 1]) + +# 数组的点乘运算 +x = np.dot(n1, n2) + +# 传入数组显示灰度 +plt.imshow(x, cmap='gray') + +# 显示图像 +plt.show() diff --git a/01_Numpy/img.jpg b/01_Numpy/img.jpg new file mode 100644 index 0000000000000000000000000000000000000000..b2a4fc5c52a250fb82bfb1ad2307f61b1a25bca5 --- /dev/null +++ b/01_Numpy/img.jpg @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b6944ab01292d81ed3f0b00f22a2191d8a25a6cbea91cadb083b09dd7d1a7520 +size 1172907 diff --git a/02_Pandas/.DS_Store b/02_Pandas/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..8dba54a1b655cb9a169b8b9209084f8bf84d2cd7 Binary files /dev/null and b/02_Pandas/.DS_Store differ diff --git a/02_Pandas/.idea/.gitignore b/02_Pandas/.idea/.gitignore new file mode 100644 index 0000000000000000000000000000000000000000..359bb5307e8535ab7d59faf27a7377033291821e --- /dev/null +++ b/02_Pandas/.idea/.gitignore @@ -0,0 +1,3 @@ +# 默认忽略的文件 +/shelf/ +/workspace.xml diff --git a/02_Pandas/.idea/Pandas.iml b/02_Pandas/.idea/Pandas.iml new file mode 100644 index 0000000000000000000000000000000000000000..d0876a78d06ac03b5d78c8dcdb95570281c6f1d6 --- /dev/null +++ b/02_Pandas/.idea/Pandas.iml @@ -0,0 +1,8 @@ + + + + + + + + \ No newline at end of file diff --git a/02_Pandas/.idea/encodings.xml b/02_Pandas/.idea/encodings.xml new file mode 100644 index 0000000000000000000000000000000000000000..aa6ef099e1d86a6212f5cf61cc18e6fa7e558b3d --- /dev/null +++ b/02_Pandas/.idea/encodings.xml @@ -0,0 +1,6 @@ + + + + + + \ No newline at end of file diff --git a/02_Pandas/.idea/inspectionProfiles/Project_Default.xml b/02_Pandas/.idea/inspectionProfiles/Project_Default.xml new file mode 100644 index 0000000000000000000000000000000000000000..9940ce427b4de987bf270c8bd92290d934e26cac --- /dev/null +++ b/02_Pandas/.idea/inspectionProfiles/Project_Default.xml @@ -0,0 +1,6 @@ + + + + \ No newline at end of file diff --git a/02_Pandas/.idea/inspectionProfiles/profiles_settings.xml b/02_Pandas/.idea/inspectionProfiles/profiles_settings.xml new file mode 100644 index 0000000000000000000000000000000000000000..105ce2da2d6447d11dfe32bfb846c3d5b199fc99 --- /dev/null +++ b/02_Pandas/.idea/inspectionProfiles/profiles_settings.xml @@ -0,0 +1,6 @@ + + + + \ No newline at end of file diff --git a/02_Pandas/.idea/misc.xml b/02_Pandas/.idea/misc.xml new file mode 100644 index 0000000000000000000000000000000000000000..d56657add3eb3c246989284ec6e6a8475603cf1d --- /dev/null +++ b/02_Pandas/.idea/misc.xml @@ -0,0 +1,4 @@ + + + + \ No newline at end of file diff --git a/02_Pandas/.idea/modules.xml b/02_Pandas/.idea/modules.xml new file mode 100644 index 0000000000000000000000000000000000000000..81633e0b1fbb88a376c0a2b38d6eabb3d084a753 --- /dev/null +++ b/02_Pandas/.idea/modules.xml @@ -0,0 +1,8 @@ + + + + + + + + \ No newline at end of file diff --git a/02_Pandas/.idea/workspace.xml b/02_Pandas/.idea/workspace.xml new file mode 100644 index 0000000000000000000000000000000000000000..07a6e9a2802261ca48e0251738e6558ecae092e6 --- /dev/null +++ b/02_Pandas/.idea/workspace.xml @@ -0,0 +1,75 @@ + + + + + + + + + + + + + + + + { + "keyToString": { + "RunOnceActivity.OpenProjectViewOnStart": "true", + "RunOnceActivity.ShowReadmeOnStart": "true", + "last_opened_file_path": "/Users/macbook/Documents/Pandas" + } +} + + + + + + + + + + + + + + + + 1681048727675 + + + + \ No newline at end of file diff --git "a/02_Pandas/01_Pandas\345\210\235\346\255\245\344\275\277\347\224\250.py" "b/02_Pandas/01_Pandas\345\210\235\346\255\245\344\275\277\347\224\250.py" new file mode 100644 index 0000000000000000000000000000000000000000..3c2ed94793b860915708caa3ad949c72b06820c5 --- /dev/null +++ "b/02_Pandas/01_Pandas\345\210\235\346\255\245\344\275\277\347\224\250.py" @@ -0,0 +1,4 @@ +import pandas as pd + +data = pd.read_excel('resources/中超赛事表.xlsx') +print(data) diff --git "a/02_Pandas/02_Series\345\257\271\350\261\241.py" "b/02_Pandas/02_Series\345\257\271\350\261\241.py" new file mode 100644 index 0000000000000000000000000000000000000000..848b3b2a1407d79deaca9e9d1d4a6c6e080bb617 --- /dev/null +++ "b/02_Pandas/02_Series\345\257\271\350\261\241.py" @@ -0,0 +1,33 @@ +""" +pd.Series(data, index) + data：数据 + index：索引 +""" +import pandas as pd + +d1 = ['李光地', '张红云', '王鹏'] +s = pd.Series(data=d1, index=[1, 2, 3]) # 数据和索引，索引默认从0开始 +print(s) +print(type(s)) + +# 指定数据和索引 +d2 = [90, 98, 87] +index = ['张三', '李四', '王五'] +s = pd.Series(data=d2, index=index) +print(s) +print(s['张三']) # 标签索引 +print(s[['张三', '王五']]) +print(s['张三': '王五']) # 切片索引 -- 含头含尾 +print("=========================") + +print(s.index) +print(list(s.index)) +print(s.values) # array类型 +print(type(s.values)) +print("=========================") + +data = ['李光地', '张红云', '王鹏'] +s = pd.Series(data=data) +print(s) +print(s[0]) # 位置索引 +print(s[0:2:1]) # 切片索引 -- 含头不含尾 diff --git "a/02_Pandas/03_DataFrame\345\257\271\350\261\241.py" "b/02_Pandas/03_DataFrame\345\257\271\350\261\241.py" new file mode 100644 index 0000000000000000000000000000000000000000..c597860fc1595510963c5b1a6ddac3218dc6feb3 --- /dev/null +++ "b/02_Pandas/03_DataFrame\345\257\271\350\261\241.py" @@ -0,0 +1,34 @@ +""" +pd.DataFrame(data, index, columns, dtype) + data: 数据 + index: 行索引 + columns: 列索引 + dtype: 数据类型 +""" +import pandas as pd + +# 列表方式创建DataFrame对象 +data = [['小太阳', 320.9, 100], ['鼠标', 150.3, 50], ['小刀', 1.5, 200]] +columns = ['名称', '单价', '数量'] +df = pd.DataFrame(data=data, columns=columns) +print(df) +print(type(df)) + +# 字典方式创建DataFrame对象 -- 要求列表长度一致 +data = { + '名称': ['小太阳', '鼠标', '小刀'], + '单价': [320.9, 150.3, 1.5], + '数量': [100, 50, 200] +} +df = pd.DataFrame(data=data) +print(df) + +# 自动填充 +data = { + '名称': ['小太阳', '鼠标', '小刀'], + '单价': [320.9, 150.3, 1.5], + '数量': [100, 50, 200], + '公司': '东门超市' +} +df = pd.DataFrame(data=data) +print(df) diff --git "a/02_Pandas/04_DataFrame\345\261\236\346\200\247.py" "b/02_Pandas/04_DataFrame\345\261\236\346\200\247.py" new file mode 100644 index 0000000000000000000000000000000000000000..e6a849fb6ca3a3c02fd821236b4d4ffa5d2166a9 --- /dev/null +++ "b/02_Pandas/04_DataFrame\345\261\236\346\200\247.py" @@ -0,0 +1,41 @@ +""" +DataFrame对应属性： + T: 行列数据转换 + head: 查看前N条数据，默认5条 + tail: 查看后N条数据，默认5条 + shape：查看行数和列数，shape[0]表示行，shape[1]表示列 + info: 查看索引，数据类型，内存信息 +""" +import pandas as pd + +data = [['小太阳', 320.9, 100], ['鼠标', 150.3, 50], ['小刀', 1.5, 200]] +columns = ['名称', '单价', '数量'] +df = pd.DataFrame(data=data, columns=columns) +print(df) + +print('查看所有元素的值\n', df.values) + +print('查看所有元素的类型\n', df.dtypes) + +print('查看所有行名称\n', list(df.index)) + +df.index = [1, 2, 3] # 修改行索引名称 +print(df) + +print('查看所有列索引\n', list(df.columns)) + +df.columns = ['商品名称', '最新单价', '实时数量'] # 修改列索引名称 +print(df) + +# 行列数据的转换 +pd.set_option('display.unicode.east_asian_width', True) # 规整格式 +new_df = df.T +print(new_df) + +print('查看前N条数据\n', df.head(1)) + +print('查看后N条数据\n', df.tail(1)) + +print('行', df.shape[0], ' 列', df.shape[1]) # 行列数 + +print('查看索引，数据类型，内存信息\n', df.info) diff --git "a/02_Pandas/05_DataFrame\351\207\215\350\246\201\345\207\275\346\225\260.py" "b/02_Pandas/05_DataFrame\351\207\215\350\246\201\345\207\275\346\225\260.py" new file mode 100644 index 0000000000000000000000000000000000000000..ef1717ce948fab50aef578ac5e150182fbd4c86c --- /dev/null +++ "b/02_Pandas/05_DataFrame\351\207\215\350\246\201\345\207\275\346\225\260.py" @@ -0,0 +1,16 @@ +import pandas as pd + +data = [['小太阳', 320.9, 100], ['鼠标', 150.3, 50], ['小刀', 1.5, 200]] +columns = ['名称', '单价', '数量'] +df = pd.DataFrame(data=data, columns=columns) +print(df) + +print(df.describe()) # 描述信息 + +print(df.count()) # 非空值的个数 + +print(df.sum()) # 求和 + +print(df.max()) # 最大值 -- 中文的比较 -> 翻译成英文后排序 + +print(df.min()) # 最小值 \ No newline at end of file diff --git "a/02_Pandas/06_\345\257\274\345\205\245excel\346\225\260\346\215\256.py" "b/02_Pandas/06_\345\257\274\345\205\245excel\346\225\260\346\215\256.py" new file mode 100644 index 0000000000000000000000000000000000000000..effe4886f5f4b6df4ae10889cad93d6f6ad47ae5 --- /dev/null +++ "b/02_Pandas/06_\345\257\274\345\205\245excel\346\225\260\346\215\256.py" @@ -0,0 +1,20 @@ +""" +pd.read_excel(io, sheet_name, header): 导入.xls或.xlsx文件 + io: 表示.xls或.xlsx的 文件路径 或 文件对象 + sheet_name: 表示工作表 -- 一个excel有多个工作表，可以写表名或序号，序号从0开始。None表示读取所有工作表 + header: 默认值为0，取第一行为列名，如果第一行不为列名，则设置header=None +""" +import pandas as pd + +excel = pd.read_excel('resources/京东鞋子评论信息.xlsx', sheet_name='码数分析', header=None) +print(excel) + +# 导入一列数据 +excel = pd.read_excel('resources/02微机原理学员成绩统计.xlsx', sheet_name='02微机原理及格学员名单', usecols=[1]) +print(excel) + +# 导入多个列数据 +pd.set_option('display.unicode.east_asian_width', True) +excel = pd.read_excel("resources/02微机原理学员成绩统计.xlsx", sheet_name='02微机原理及格学员名单', + usecols=['姓名', '总成绩']) +print(excel) diff --git "a/02_Pandas/07_\345\257\274\345\205\245\345\220\204\347\247\215\347\261\273\345\236\213\347\232\204\346\226\207\344\273\266.py" "b/02_Pandas/07_\345\257\274\345\205\245\345\220\204\347\247\215\347\261\273\345\236\213\347\232\204\346\226\207\344\273\266.py" new file mode 100644 index 0000000000000000000000000000000000000000..a7f772569aba9c43c28b7616e56e63a122f2ad4d --- /dev/null +++ "b/02_Pandas/07_\345\257\274\345\205\245\345\220\204\347\247\215\347\261\273\345\236\213\347\232\204\346\226\207\344\273\266.py" @@ -0,0 +1,34 @@ +import pandas as pd + +""" +导入CSV/txt文件： + pd.read_csv(filepath_or_buffer, sep=',', header, encoding=None) + filepath_or_buffer: 字符串、文件路径，也可以是URL链接 + sep：字符串、分隔符 + header：指定作为列名的行，默认是0，如果没有，需指定为None + encoding:编码 +""" +pd.set_option('display.unicode.east_asian_width', True) +csv = pd.read_csv('resources/京东鞋子评论数据.csv', sep=',', header=0, encoding="GBK") +print(csv) + +# 导入txt文件 +txt = pd.read_csv('resources/rating.txt', sep='\t', header=None, encoding="GBK") +print(txt) + +""" +导入HTML网页 -- 只能读取table标签里的内容 + pd.read_html(io, match='', flavor, header, encoding) + io: 字符串、文件路径，也可以是URL链接，不支持https + match: 正则表达式 + flavor: 解释器默认为'lxml' +""" +url = 'http://www.espn.com/nba/salaries' +df = pd.DataFrame() # 创建空的DataFrame对象 + +# DataFrame添加数据 +df = df._append(pd.read_html(url, header=0)) +print(df) + +# 保存成CSV文件 +df.to_csv('NBA_salary.csv', index=False) # 不要索引 diff --git "a/02_Pandas/08_\346\225\260\346\215\256\346\212\275\345\217\226.py" "b/02_Pandas/08_\346\225\260\346\215\256\346\212\275\345\217\226.py" new file mode 100644 index 0000000000000000000000000000000000000000..797257a2fbbd423cd854ce8637018ef135e09e37 --- /dev/null +++ "b/02_Pandas/08_\346\225\260\346\215\256\346\212\275\345\217\226.py" @@ -0,0 +1,54 @@ +import pandas as pd + +data = [[45, 65, 100], [56, 45, 50], [67, 67, 67]] +index = ['张三', '李四', '王五'] +columns = ['数学', '语文', '英语'] + +pd.set_option('display.unicode.east_asian_width', True) +df = pd.DataFrame(data=data, index=index, columns=columns) +print(df) + +""" +1、提取行数据 +""" +# 提取行数据 +print(df.loc['张三']) # 行索引名称 +print(df.iloc[0]) # 行索引编号 + +# 提取多行数据 +print(df.loc[['张三', '王五']]) +print(df.iloc[[0, 2]]) + +# 提取连续的多行数据 +print(df.loc['张三':'王五']) # 行索引名称，包头包尾 +print(df.iloc[0:2]) # 行索引编号，包头不包尾 +print(df.iloc[1::]) # (start: stop: step) + +""" +2、提取列数据 +""" +# 提取列数据 +print(df[['数学', '英语']]) # 使用列名提取 +print(df.loc[:, ['数学', '英语']]) # ','左侧表示行，右侧表示列 +print(df.iloc[:, [0, 2]]) # 使用列序号 + +# 提取连续的列 +print(df.loc[:, '语文':]) +print(df.iloc[:, 1:]) + +""" +3、提取区域数据 +""" +# 提取区域数据 +print(df.loc[['张三', '王五'], ['数学', '语文']]) +print(df.iloc[[0, 2], 0:2]) # ','左侧表示行，右侧表示列 -- 连续时用: 不连续时用[] + +print(df.iloc[:,0]) # 所有行的第一列数据 + +""" +4、提取指定条件的数据 +""" +print(df.loc[df['语文'] > 60]) # 提取语文大于60的数据 + +print(df.loc[(df['语文'] > 60) & (df['数学'] > 60)]) # 提取语文和数学都大于60的数据 + diff --git "a/02_Pandas/09_\346\225\260\346\215\256\347\232\204\346\223\215\344\275\234.py" "b/02_Pandas/09_\346\225\260\346\215\256\347\232\204\346\223\215\344\275\234.py" new file mode 100644 index 0000000000000000000000000000000000000000..d0a41f9889732c59838430235d6862c2daf2f7c1 --- /dev/null +++ "b/02_Pandas/09_\346\225\260\346\215\256\347\232\204\346\223\215\344\275\234.py" @@ -0,0 +1,116 @@ +import pandas as pd + +data = [[45, 65, 100], [56, 45, 50], [67, 67, 67]] +index = ['张三', '李四', '王五'] +columns = ['数学', '语文', '英语'] + +pd.set_option('display.unicode.east_asian_width', True) +df = pd.DataFrame(data=data, index=index, columns=columns) +print(df) + +""" +1、按列增加数据 +""" +# 采用直接赋值的方式 +df['政治'] = [90, 89, 100] +print(df) + +# 使用loc属性 +df.loc[:, '化学'] = [30, 89, 75] +print(df) + +# 在指定索引位置加入一列 +lst = [79, 85, 69] +df.insert(1, '历史', lst) +print(df) + +""" +2、按行增加数据 +""" +df.loc['陈六'] = [87, 56, 79, 0, 0, 0] # 添加一行 +print(df) + +# 添加多行 +new_df = pd.DataFrame( + data={ + '数学': [78, 90], + '历史': [56, 67], + '语文': [78, 65], + '英语': [90, 87], + '政治': [78, 68], + '化学': [90, 78] + }, + index=['张丽丽', '王一一'] +) +df = df._append(new_df) +print(df) + +""" +3、修改数据 +""" +# 修改列标题 -- 直接使用columns属性 +df.columns = ['数学（上）', '历史', '语文', '英语（下）', '政治', '化学'] +print(df) + +# 修改列标题 -- 使用rename函数， inplace:是否直接修改DataFrame +df.rename(columns={'数学（上）': '数学（下）'}, inplace=True) +print(df) + +# 修改行标题 -- 直接赋值 +df.index = list('123456') +print(df) + +# 修改行标题 -- rename方法 +df.rename({'1': '一', '2': '二'}, inplace=True, axis=0) +print(df) + +# 修改行数据 +df.loc['3'] = [100, 100, 100, 100, 100, 100] +print(df) + +df.iloc[0, :] = [100, 100, 100, 100, 100, 100] # 修改0行 所有数据 +print(df) + +# 修改列数据 +df.loc[:, '数学（下）'] = [120, 120, 120, 120, 120, 120] +print(df) +df.iloc[:, 0] = [90, 90, 90, 90, 90, 90] +print(df) + +# 修改某一处数据 +df.loc['4', '语文'] = 150 +print(df) + +df.iloc[3, 2] = 250 # 按索引 +print(df) + +""" +4、数据的删除 +""" +# 删除列 +df.drop(['数学（下）'], axis=1, inplace=True) +print(df) + +df.drop(columns='历史', inplace=True) +print(df) + +df.drop(labels='化学', axis=1, inplace=True) +print(df) + +# 删除行 +df.drop(['6'], axis=0, inplace=True) +print(df) + +df.drop(index='5', inplace=True) +print(df) + +df.drop(labels='4', axis=0, inplace=True) +print(df) + +# 带条件的删除，删除数学成绩大于90 的第二个数据 +print(df[df['政治'] > 90]) +print(df[df['政治'] > 90].index) + +df.drop(df[df['政治'] > 90].index[1], inplace=True) +print(df) + diff --git "a/02_Pandas/10_\346\225\260\346\215\256\346\270\205\346\264\227.py" "b/02_Pandas/10_\346\225\260\346\215\256\346\270\205\346\264\227.py" new file mode 100644 index 0000000000000000000000000000000000000000..ec38731cdb1047ca9dc8ba918dbf27c63634e91c --- /dev/null +++ "b/02_Pandas/10_\346\225\260\346\215\256\346\270\205\346\264\227.py" @@ -0,0 +1,51 @@ +import pandas as pd + +# 显示完整数据 +pd.set_option('display.max_rows', 500) +pd.set_option('display.max_columns', 100) +pd.set_option('display.width', 1000) + +pd.set_option('display.unicode.east_asian.width', True) +df = pd.read_excel('resources/msb课程记录.xls') +print(df) +print('==========================') + +# 查看缺失值 +print(df.info()) +print('==========================') + +# 判断缺失值 +print(df.isnull()) # 不为NaN时为False +print('==========================') + +print(df.notnull()) # 不为NaN时为True +print('==========================') + +# 对缺失值的处理 -- 删除 +df = pd.read_excel('resources/msb课程记录.xls') +print(df['课程总数量'].notnull()) +print(df[df['课程总数量'].notnull()]) # 将'课程总数量'缺失的行删除 + +print('==========================') +df = df.dropna() # 将有缺失值的行删除 +print(df) +print('==========================') + +# 对缺失值的处理 -- 填充 +df = pd.read_excel('resources/msb课程记录.xls') +df['课程总数量'] = df['课程总数量'].fillna(0) # 如果'课程总数量'缺失，则填充为0 +print(df) +print('==========================') + +# 对重复值处理 -- 删除 +print(df.duplicated()) # 判断重复值是否存在 -- 各列完全一样 +df = df.drop_duplicates() # 去除所有重复数据 -- 各个数据完全一样 +print(df) + +df = df.drop_duplicates(['买家实际支付金额'], keep='last') # 删除'买家实际支付金额'的重复数据 -- 保留重复行中的最后一行 +print(df) + +# 直接删除，保留副本 +df1 = df.drop_duplicates(['课程总数量'], inplace=False) +print(df1) # 新数据是删除之后的结果 +print(df) # 原本的数据不变 diff --git "a/02_Pandas/11_\347\264\242\345\274\225.py" "b/02_Pandas/11_\347\264\242\345\274\225.py" new file mode 100644 index 0000000000000000000000000000000000000000..dd20aa09e083b297332fbbb96fd215b092f36e32 --- /dev/null +++ "b/02_Pandas/11_\347\264\242\345\274\225.py" @@ -0,0 +1,66 @@ +import pandas as pd + +s1 = pd.Series([10, 20, 30], index=['a', 'b', 'c']) +print(s1) + +s2 = pd.Series([2, 3, 4], index=['a', 'b', 'c']) +print(s2) + +print(s1 + s2) # 同索引的元素相加 + +""" +1、Series重新设置索引 +""" +# 重新设置索引 +s = pd.Series([11, 22, 33], index=[1, 2, 3]) +print(s) +print(s.reindex(range(1, 6))) # 多出来两个为NaN + +# 使用0进行填充 +print(s.reindex(range(1, 6), fill_value=0)) + +# 向前填充和向后填充 +print(s.reindex(range(1, 6), method='ffill')) # 向前填充，出现NaN时，和前一个索引的值保持一致 +print(s.reindex(range(1, 6), method='bfill')) # 向后填充，出现NaN时，和后一个索引的值保持一致 + +""" +2、DataFrame对象重新设置索引 +""" +data = [[90, 100, 90], [100, 39, 89], [49, 79, 87]] +index = ['msb1001', 'msb1002', 'msb1003'] +columns = ['数学', '语文', '英语'] + +pd.set_option('display.unicode.east_asian.width', True) +df = pd.DataFrame(data=data, index=index, columns=columns) +print(df) + +# 重新设置行索引 +print(df.reindex(['msb1001', 'msb1002', 'msb1003', 'msb1004', 'msb1005'])) + +# 重新设置列索引 +print(df.reindex(columns=['数学', '语文', '英语', '政治', '历史'])) + +# 同时设置行索引和列索引 +print(df.reindex(index=['msb1001', 'msb1002', 'msb1003', 'msb1004', 'msb1005', 'msb1006'], + columns=['数学', '语文', '英语', '政治', '历史', '地理'],fill_value=0)) + +""" +3、设置某列为行索引 +""" +# 显示完整数据 +pd.set_option('display.max_rows', 500) +pd.set_option('display.max_columns', 100) +pd.set_option('display.width', 1000) + +excel = pd.read_excel('resources/msb课程记录.xls') +print(excel) + +excel = excel.set_index(['买家会员名']) # 以'买家会员名'为列索引 +print(excel) + +""" +4、数据清洗之后，设置连续的索引 +""" +excel = pd.read_excel('resources/msb课程记录.xls') +print(excel.dropna()) # 清理NaN数据 +print(excel.dropna().reset_index(drop=True)) # 重新设置索引 diff --git "a/02_Pandas/12_\346\225\260\346\215\256\347\232\204\346\216\222\345\272\217.py" "b/02_Pandas/12_\346\225\260\346\215\256\347\232\204\346\216\222\345\272\217.py" new file mode 100644 index 0000000000000000000000000000000000000000..37fd09583b230749df4e1ab6fca16e32b63991d2 --- /dev/null +++ "b/02_Pandas/12_\346\225\260\346\215\256\347\232\204\346\216\222\345\272\217.py" @@ -0,0 +1,31 @@ +""" +DataFrame的排序： + df.sort_values(by, axis=0, ascending=True, inplace=False, kind='quicksort', na_position='last', ignore_index=False) + by: 要排序的列表名称 + axis: 轴，0表示行，1表示列 + ascending: 升序或者降序 + inplace: 如果值为True，则就地排序 + kind: 指定排序算法，'quicksort'快速排序，'mergesort'混合排序，'heapsort'堆排 + na_position: 空值的位置，'first'时空值排在前面，'last'时NaN排在后面 + ignore_index: 是否忽略索引，True则标记索引，False则忽略索引 +""" +import pandas as pd + +pd.set_option('display.max_rows', 500) +pd.set_option('display.max_columns', 100) +pd.set_option('display.width', 1000) +pd.set_option('display.unicode.east_asian.width', True) + +excel = pd.read_excel('resources/电脑配件销售记录.xlsx') +print(excel.head()) # 显示前5条 + +# 排序 +excel = excel.sort_values(by='成交金额') # 默认升序 +print(excel.head()) + +excel = excel.sort_values(by='成交金额', ascending=False) # 改成降序 +print(excel.head()) + +# 根据多列进行排序，数量和成交金额 -- 先比较数量，再比较成交金额 +excel = excel.sort_values(by=['数量','成交金额'], ascending=False) +print(excel) diff --git "a/02_Pandas/13_\346\225\260\346\215\256\347\232\204\346\216\222\345\220\215.py" "b/02_Pandas/13_\346\225\260\346\215\256\347\232\204\346\216\222\345\220\215.py" new file mode 100644 index 0000000000000000000000000000000000000000..2cf97db706be3399e5394d2aff4fd1b49f0e3c6b --- /dev/null +++ "b/02_Pandas/13_\346\225\260\346\215\256\347\232\204\346\216\222\345\220\215.py" @@ -0,0 +1,31 @@ +""" +对象.rank(axis=0, method='average', ascending=True, na_option='keep') + axis: 轴，0表示行，1表示列 + + method:表示在具有相同值的情况下，所使用的排序方法 + average: 默认值 + min：最小值排名 + max: 最大值排名 + first: 按照在原始数据中出现的顺序 + dense: 密集排序，类似于min，排名相同的数据，只占一个名次 + + na_option: 空值的排序方式 + keep: 保留 + top: 如果升序，最小排名给NaN + bottom: 如果升序，将最大排名给NaN +""" +import pandas as pd + +pd.set_option('display.max_rows', 500) +pd.set_option('display.max_columns', 100) +pd.set_option('display.width', 1000) +pd.set_option('display.unicode.east_asian.width', True) + +excel = pd.read_excel('resources/电脑配件销售记录.xlsx') + +excel = excel.sort_values(by='数量', ascending=False) +print(excel) + +# 进行排名 +excel['顺序排名'] = excel['数量'].rank(ascending=False) # 数量相同时，排名相同时，采用平均值 +print(excel) diff --git "a/02_Pandas/14_\346\225\260\346\215\256\350\256\241\347\256\227.py" "b/02_Pandas/14_\346\225\260\346\215\256\350\256\241\347\256\227.py" new file mode 100644 index 0000000000000000000000000000000000000000..c3afd308f73080f0dfdf2bfe9484cd5b770dc694 --- /dev/null +++ "b/02_Pandas/14_\346\225\260\346\215\256\350\256\241\347\256\227.py" @@ -0,0 +1,103 @@ +import pandas as pd + +pd.set_option('display.max_rows', 500) +pd.set_option('display.max_columns', 100) +pd.set_option('display.width', 1000) +pd.set_option('display.unicode.east_asian.width', True) + +""" +1、求和 + sum([axis=0, skipna]): + axis: 1表示按行相加，0表示按列相加 + skipna: 1表示将NaN转成0 +""" +# 求和 +data = [[100, 90, 80], [98, 67, 56], [56, 56]] +columns = ['数学', '语文', '英语'] +df = pd.DataFrame(data=data, columns=columns, index=[1, 2, 3]) +print(df) + +df['总分'] = df.sum(axis=1) # 按行相加 +print(df) + +""" +2、求平均值 -- NaN看做是0 + mean([axis=0, skipna]) +""" +df = df._append(df.mean(), ignore_index=True) # 默认按照列计算平均 +print(df) + +""" +3、最大值 + max([axis=0, skipna]) +""" +df = df._append(df.max(), ignore_index=True) # 默认列比较 +print(df) + +""" +4、最小值 + min([axis=0, skipna]) +""" +df = df._append(df.min(), ignore_index=True) # 默认列比较 +print(df) + +""" +5、中位数 + median([axis=0, skipna]) +""" +df = df._append(df.median(), ignore_index=True) # 默认列比较 +print(df) + +""" +6、众数 + mode([axis=0, skipna]) +""" +data = [[100, 98, 100], [100, 76, 76], [76, 98, 76]] +columns = ['数学', '语文', '英语'] +df = pd.DataFrame(data=data, columns=columns, index=[1, 2, 3]) +print(df) +print(df.mode()) # 默认按照列 +print(df.mode(axis=1)) # 按照行 + +print(df['数学'].mode()) # 数学的众数 + +""" +7、方差 + var([axis=0, skipna]) +""" +data = [[135, 140, 138, 145, 140], [140, 145, 139, 142, 132]] +index = ['李凡', '郭曙光'] +columns = ['一模', '二模', '三模', '四模', '五模'] +df = pd.DataFrame(data=data, columns=columns, index=index) +print(df) + +print(df.var(axis=1)) # 无偏样本方差 = 方差和 / 样本数 + +""" +8、标准差 + std([axis=0, skipna]) +""" +print(df.std(axis=1)) + +""" +9、分位数 + quantile(q=0.5, axis=0, numeric_only=True): + numeric_only: 如果其为False，将计算时间日期的分位数 +""" +data = [120, 110, 112, 100, 98, 34, 123, 115] +columns = ['数学'] +df = pd.DataFrame(data=data, columns=columns) +print(df) + +# 计算35% +x = df['数学'].quantile(0.35) +print(x) # 104.5以上的，排名前35% + +# 计算时间的分位数 +df = pd.DataFrame({ + 'A': [1, 2], + 'B': [pd.Timestamp('2020'), pd.Timestamp('2021')], + 'C': [pd.Timedelta('1 days'), pd.Timedelta('2 days')] +}) +print(df) +print(df.quantile(0.5, numeric_only=False)) diff --git "a/02_Pandas/15_\346\225\260\346\215\256\346\240\274\345\274\217\345\214\226.py" "b/02_Pandas/15_\346\225\260\346\215\256\346\240\274\345\274\217\345\214\226.py" new file mode 100644 index 0000000000000000000000000000000000000000..9d0a3e45f291b373f68876a592cecd9f048e511f --- /dev/null +++ "b/02_Pandas/15_\346\225\260\346\215\256\346\240\274\345\274\217\345\214\226.py" @@ -0,0 +1,94 @@ +import pandas as pd + +pd.set_option('display.unicode.east_asian.width', True) +pd.set_option('display.max_rows', 500) +pd.set_option('display.max_columns', 100) +pd.set_option('display.width', 1000) + +excel = pd.read_excel('resources/格式化数据.xlsx') +print(excel) + +""" +1、设置小数位数 +""" +print(excel.round(5)) # round中的参数可以是整数，对所有元素起作用 -- 保留5位小数 + +# 对指定列保留小数位置 +print(excel.round({'A1': 1, 'A2': 2})) # round中的参数可以是字典 + +s1 = pd.Series([0, 1, 2, 1, 2], index=['A1', 'A2', 'A3', 'A4', 'A5']) +print(s1) + +print(excel.round(s1)) # round中的参数可以是Series + +# 还可以使用自定义函数实现保留小数位置 +e = excel.applymap(lambda x: '{:.2f}'.format(x)) # applymap调用每一个元素 +print(e) +print('======================================\n') + +""" +2、设置百分比 +""" +excel = pd.read_excel('resources/格式化数据.xlsx') +print(excel) + +# apply()函数，对A1设置百分比 +excel['百分比'] = excel['A1'].apply(lambda x: format(x, '.0%')) +print(excel) + +excel['百分比'] = excel['A1'].apply(lambda x: format(x, '.2%')) +print(excel) + +# map()函数，对A1设置百分比 +excel['百分比'] = excel['A1'].map(lambda x: format(x, '.1%')) +print(excel) + +""" +3、设置千位分隔符 +""" +excel = pd.read_excel('resources/msb课程记录.xls') +print(excel) + +excel['买家实际支付金额'] = excel['买家实际支付金额'].apply(lambda x: format(int(x), ',')) +print(excel) + +""" +4、apply(), map(), applymap()区别 + apply(): Series的每一个元素执行一次函数，DataFrame对一行或一列的元素执行一次函数 + map(): 只能对Series中每个元素产生作用 + applymap(): 将函数应用到DataFrame的每一个元素上 +""" +# apply() +s = pd.Series(data=[10, 20, 30, 40], index=['a', 'b', 'c', 'd']) +print(s) +print(s.apply(lambda x: x + 10)) + +df = pd.DataFrame(data=[[10, 20, 30, 40], [11, 22, 33, 44]], index=['a', 'b'], + columns=['A', 'B', 'C', 'D']) +print(df) +print(df.apply(lambda x: x.sum(), axis=0)) # 列相加 +print(df.apply(lambda x: x.sum(), axis=1)) # 行相加 + +# map(): +df = pd.DataFrame(data=[['男'], ['女'], ['男'], ['男']], index=['张三', '李四', '王五', '陈六'], columns=['性别']) +print(df) + + +def gender(g): + if g == '男': + return 1 + else: + return 0 + + +# map() 参数可以是一个函数 +print(type(df['性别'])) # +print(df['性别'].map(gender)) + +# map() 参数可以是字典 +print(df['性别'].map({'男': 1, '女': 0})) + +# applymap(): +df = pd.DataFrame(data=[[10, 20, 30, 40], [11, 22, 33, 44]], index=['a', 'b'], + columns=['A', 'B', 'C', 'D']) +print(df.applymap(lambda x: x + 10)) diff --git "a/02_Pandas/16_\346\225\260\346\215\256\345\210\206\347\273\204.py" "b/02_Pandas/16_\346\225\260\346\215\256\345\210\206\347\273\204.py" new file mode 100644 index 0000000000000000000000000000000000000000..b3d4b459e00f98c326a43399bafddd527a16ce65 --- /dev/null +++ "b/02_Pandas/16_\346\225\260\346\215\256\345\210\206\347\273\204.py" @@ -0,0 +1,109 @@ +""" +数据分组： + df.groupby(by=None, axis=0, as_index=True, sort=True) +""" +import pandas as pd + +pd.set_option('display.unicode.east_asian.width', True) +pd.set_option('display.max_rows', 500) +pd.set_option('display.max_columns', 100) +pd.set_option('display.width', 1000) + +excel = pd.read_excel('resources/电脑配件销售记录.xlsx') +print(excel) +print('========================') + +excel1 = excel[['产品名称', '数量', '标准单价']] +print(excel1) + +# 按照单列分组统计 +print(excel1.groupby('产品名称', as_index=False).sum()) + +# 按照多列分组统计 +excel1 = excel[['产品名称', '销售员', '数量']] +excel1 = excel1.groupby(['产品名称', '销售员']).sum() +print(excel1) + +# 分组并按指定列进行计算 -- 只对数量求和 +excel1 = excel[['产品名称', '数量', '标准单价']] +print(excel1.groupby('产品名称')['数量'].sum()) + +# 一列分组的数据迭代 +excel = pd.read_excel('resources/电脑配件销售记录.xlsx') +print(excel) +excel1 = excel[['产品名称', '数量', '标准单价']] # 提取数据 +print(excel1.groupby('产品名称')) # 返回DataFrameGroupBy对象 + +for name, group in excel1.groupby('产品名称'): + print(name) + print(group) + print('-------------------') + +# 多列分组的数据迭代 +excel1 = excel[['产品名称', "销售员", '数量']] # 提取数据 +print(excel1.groupby(['产品名称', '销售员'])) +for (k1, k2), group in excel1.groupby(['产品名称', '销售员']): + print(k1, k2) + print(group) + print('-------------------') + +""" +聚合函数 +""" +excel = pd.read_excel('resources/电脑配件销售记录.xlsx') +excel1 = excel[['产品名称', '数量']] # 提取数据 +print(excel1) + +print(excel1.groupby('产品名称').agg(['sum', 'mean'])) + +# 对不同的列采用不同的聚合函数 +excel1 = excel[['产品名称', '数量', '成交金额']] +excel1 = excel1.groupby('产品名称').agg({'数量': ['sum', 'mean'], '成交金额': ['max']}) +print(excel1) +print('---------------------') + +""" +使用自定义函数实现分组统计 +""" +excel = pd.read_excel('resources/电脑配件销售记录.xlsx') +print(excel) +print(excel['产品名称'].value_counts()) +maxCount = lambda x: x.value_counts().index[0] +maxCount.__name__ = '出现最多的产品' +excel1 = excel.agg({'产品名称': [maxCount], '数量': ['sum']}) +print(excel1) + +""" +通过字典或Series对象进行分组统计 +""" +# 使用字典 +excel = pd.read_excel('resources/JD手机销售数据.xlsx') +print(excel) + +excel = excel.set_index('商品名称') +dict1 = {'北京出库销量': '华北地区', + '上海出库销量': '华东地区', + '广州出库销量': '华南地区', + '天津出库销量': '华北地区', + '苏州出库销量': '华东地区', + '沈阳出库销量': '东北地区', + '杭州出库销量': '华东地区'} +excel = excel.groupby(dict1, axis=1).sum() +print(excel) + +# 使用Series +excel = pd.read_excel('resources/JD手机销售数据.xlsx') +print(excel) + +excel = excel.set_index('商品名称') +dict1 = {'北京出库销量': '华北地区', + '上海出库销量': '华东地区', + '广州出库销量': '华南地区', + '天津出库销量': '华北地区', + '苏州出库销量': '华东地区', + '沈阳出库销量': '东北地区', + '杭州出库销量': '华东地区'} +s=pd.Series(dict1) +print(s) +excel = excel.groupby(s, axis=1).sum() # 分组，按行，统计求和 +print(excel) \ No newline at end of file diff --git "a/02_Pandas/17_\346\225\260\346\215\256\344\275\215\347\247\273.py" "b/02_Pandas/17_\346\225\260\346\215\256\344\275\215\347\247\273.py" new file mode 100644 index 0000000000000000000000000000000000000000..fa4d40488d867dc7c42488ab6da47503cee46b57 --- /dev/null +++ "b/02_Pandas/17_\346\225\260\346\215\256\344\275\215\347\247\273.py" @@ -0,0 +1,15 @@ +""" +df.shift(periods=1, freq=None, axis=0) + periods: 移动的幅度，可正可负 + freq: 只适用于时间序列 +""" +import pandas as pd + +data = [7532, 3937, 9447, 8765, 4564] +index = [1, 2, 3, 4, 5] +df = pd.DataFrame(data=data, index=index, columns=['OPPO']) +print(df) +print('----------------') +df['销量差'] = df['OPPO'] - df['OPPO'].shift() +print(df['OPPO'].shift()) +print(df) diff --git "a/02_Pandas/18_\346\225\260\346\215\256\350\275\254\346\215\242.py" "b/02_Pandas/18_\346\225\260\346\215\256\350\275\254\346\215\242.py" new file mode 100644 index 0000000000000000000000000000000000000000..ea24291cb378863587f3153976b52db6aaed060a --- /dev/null +++ "b/02_Pandas/18_\346\225\260\346\215\256\350\275\254\346\215\242.py" @@ -0,0 +1,97 @@ +import pandas as pd + +pd.set_option('display.unicode.east_asian.width', True) +pd.set_option('display.unicode.ambiguous_as_wide', True) + +pd.set_option('display.max_rows', 500) +pd.set_option('display.max_columns', 100) +pd.set_option('display.width', 1000) + +excel = pd.read_excel('resources/快递发货单.xlsx', usecols=['客户名称', '快递地址']) +print(excel) +print('---------------------------') +print(excel['快递地址']) # Series对象 + +""" +一列数据变成多列数据 +""" +# expand=True表示结果转成DataFrame对象 +new_excel = excel['快递地址'].str.split(' ', expand=True) +print(new_excel) +excel['省'] = new_excel[0] +excel['市'] = new_excel[1] +excel['区'] = new_excel[2] +excel['具体位置'] = new_excel[3] +print(excel) + +data = { + 'a': [1, 2, 3, 4, 5], + 'b': [(1, 2), (2, 3), (3, 4), (5, 6), (7, 8)] +} +df = pd.DataFrame(data=data) +print(df) +df[['b1', 'b2']] = df['b'].apply(pd.Series) +print(df) + +# join()与apply() +df = df.join(df['b'].apply(pd.Series)) +print(df) + +""" +行列转换 stack()、unstack()、pivot(index=None, columns=None, values=None) +""" +excel = pd.read_excel('resources/grade.xlsx') +print(excel) + +excel = excel.set_index(['班级', '序号']) +print(excel) + +excel1 = excel.stack() # 将 列 变成 行 +print(excel1) + +excel = pd.read_excel('resources/grade2.xls', sheet_name='英语2') +print(excel) + +excel = excel.set_index(['班级', '序号', 'Unnamed: 2']) +print(excel) +print(excel.unstack()) # 将 行 变成 列 + +# pivot(index=None, columns=None, values=None) +# index设置行索引，columns设置列索引，values设置值 +excel = pd.read_excel('resources/grade3.xlsx') +print(excel) + +print(excel.pivot(index='序号', columns='班级', values='得分')) + +""" +DataFrame --> 字典、列表、元组、HTML +""" +# DataFrame --> 字典 +excel = pd.read_excel('resources/电脑配件销售记录.xlsx') +print(excel) + +excel1 = excel.groupby('产品名称')['数量'].sum() # 根据产品名称分组，统计数量 +print(excel1.to_dict()) # 转成字典 + +# DataFrame --> 列表 +excel2 = excel['产品名称'] +print(excel2) # Series +print(excel2.values) # array + +print(excel2.tolist()) # list + +# DataFrame --> 元组 +excel = pd.read_excel('resources/电脑配件销售记录.xlsx') +print(excel) +excel3 = excel[['产品名称', '销售员', '数量']] +print(excel3) + +print(excel3.values) # array +t = [tuple(x) for x in excel3.values] +print(t) + +# DataFrame --> HTML +excel = pd.read_excel('resources/电脑配件销售记录.xlsx') +print(excel) + +excel.to_html('resources/电脑配件销售记录.html', header=True, index=False) diff --git "a/02_Pandas/19_\346\225\260\346\215\256\345\220\210\345\271\266.py" "b/02_Pandas/19_\346\225\260\346\215\256\345\220\210\345\271\266.py" new file mode 100644 index 0000000000000000000000000000000000000000..a865fc55e8da482b09d6a4acefc5daa273386e31 --- /dev/null +++ "b/02_Pandas/19_\346\225\260\346\215\256\345\220\210\345\271\266.py" @@ -0,0 +1,104 @@ +""" +pd.merge(right, how='inner', on=None, left_on=None, right_on=None) + right: 合并对象 + how: 合并类型 -- left、right、outer、inner + on: 标签、列表或数组 + left_on: 标签、列表或数组 + right_on: 标签、列表或数组 +""" +import pandas as pd + +pd.set_option('display.unicode.east_asian.width', True) +pd.set_option('display.unicode.ambiguous_as_wide', True) + +pd.set_option('display.max_rows', 500) +pd.set_option('display.max_columns', 100) +pd.set_option('display.width', 1000) + +# 读取数据 +excel1 = pd.read_excel('resources/student1.xlsx') +excel2 = pd.read_excel('resources/Student2.xlsx') + +print(excel1) +print(excel2) + +# 数据合并 +new_excel = pd.merge(excel1, excel2, on='编号') # 根据编号合并 +print(new_excel) + +new_excel = pd.merge(excel1, excel2, left_index=True, right_index=True) +print(new_excel) + +# 以左表的编号为准 +new_excel = pd.merge(excel1, excel2, how='left', on='编号') +print(new_excel) + +# 将两个表的编号结合 -- 并集 +new_excel = pd.merge(excel1, excel2, how='outer', on='编号') +print(new_excel) + +# 将两个表的编号结合 -- 交集 +new_excel = pd.merge(excel1, excel2, how='inner', on='编号') +print(new_excel) + +# 多对一合并 +df1 = pd.DataFrame({ + '编号': ['msb1001', 'msb1002', 'msb1003'], + '姓名': ['张三', '李四', '王五'] +}) + +df2 = pd.DataFrame({ + '编号': ['msb1001', 'msb1001', 'msb1003'], + '语文': [145, 134, 146], + '数学': [149, 132, 150], + '英语': [123, 134, 143], + '月份': ['1月', '2月', '3月'] +}) +new_df = pd.merge(df1, df2, on='编号') +print(new_df) + +# 多对多的数据合并 +df1 = pd.DataFrame({ + '编号': ['msb1001', 'msb1002', 'msb1003', 'msb1003', 'msb1003'], + '语文': [145, 134, 146, 143, 147] +}) +df2 = pd.DataFrame({ + '编号': ['msb1001', 'msb1002', 'msb1003', 'msb1001', 'msb1001'], + '体育': [14.5, 13.4, 14.6, 14.3, 14.7] +}) +new_df = pd.merge(df1, df2) +print(new_df) + +""" +pd.concat(objs, axis=0, join='outer' ignore_index=False, keys=None) + objs: Series、DataFrame对象 + axis: + join: inner交集，outer联合 + keys: 使用传递的键，作为最外层构造层次索引 +""" +# 纵向表合并：表结构相同 -- 首尾相连 +df1 = pd.read_excel('resources/数据合并concat.xlsx', sheet_name='Sheet1') +df2 = pd.read_excel('resources/数据合并concat.xlsx', sheet_name='Sheet2') +df3 = pd.read_excel('resources/数据合并concat.xlsx', sheet_name='Sheet3') + +df = pd.concat([df1, df2, df3]) +print(df) + +df = pd.concat([df1, df2, df3], ignore_index=True) +print(df) + +df = pd.concat([df1, df2, df3], keys=['表1', '表2', '表3']) +print(df) + +# 横向表合并：列相加 +df1 = pd.read_excel('resources/数据合并concat.xlsx', sheet_name='Sheet1') +df4 = pd.read_excel('resources/数据合并concat.xlsx', sheet_name='Sheet4') +print(df1) +print(df4) + +df = pd.concat([df1, df4], axis=1) +print(df) + +# 两个表的交叉合并 +df = pd.concat([df1, df4], axis=1, join='inner') +print(df) diff --git "a/02_Pandas/20_\346\225\260\346\215\256\345\257\274\345\207\272.py" "b/02_Pandas/20_\346\225\260\346\215\256\345\257\274\345\207\272.py" new file mode 100644 index 0000000000000000000000000000000000000000..92307bdac9e144723a2733d06326a17391c6bb8a --- /dev/null +++ "b/02_Pandas/20_\346\225\260\346\215\256\345\257\274\345\207\272.py" @@ -0,0 +1,41 @@ +# 保存成excel文件 +import pandas as pd + +df = pd.DataFrame({ + '编号': ['1001', '1002', '1003'], + '姓名': ['张三', '李四', '王五'] +}) +# 不导出索引 +df.to_excel('resources/数据导出-学生信息.xlsx', index=False, sheet_name='学生信息表') + +# 导出到多个sheet页当中 +df = pd.DataFrame({ + '编号': ['1001', '1002', '1003'], + '姓名': ['张三', '李四', '王五'], + '总成绩': [740, 658, 543] +}) +print(df) +# 打开一个excel文件 +work = pd.ExcelWriter('resources/数据导出-多Sheet.xlsx') +df.to_excel(work, sheet_name='学生成绩信息', index=False) +df[['姓名', '总成绩']].to_excel(work, sheet_name='成绩表', index=False) + +work._save() # 保存工作表 + +""" +df.to_csv(path_or_buf, sep=',', float_format=None, columns=None, header=True, index=True) + path_or_buf: 要保存的路径和文件名 + sep: 分隔符 + float_format: 浮点数的输出格式 + columns: 指定要导出的列 + header: 是否输出列名 + index: 是否输出索引 +""" +df = pd.DataFrame({ + '编号': ['1001', '1002', '1003'], + '姓名': ['张三', '李四', '王五'], + '总成绩': [740.03, 658.98, 543.56] +}) +# 导出到csv文件中 +df.to_csv('resources/学生成绩.csv', index=False, + columns=['姓名', '总成绩'], float_format='%.1f') diff --git "a/02_Pandas/21_\346\227\245\346\234\237\346\225\260\346\215\256\345\244\204\347\220\206.py" "b/02_Pandas/21_\346\227\245\346\234\237\346\225\260\346\215\256\345\244\204\347\220\206.py" new file mode 100644 index 0000000000000000000000000000000000000000..d1ba73150a918ce5ba7769cf0c2a352963526ca5 --- /dev/null +++ "b/02_Pandas/21_\346\227\245\346\234\237\346\225\260\346\215\256\345\244\204\347\220\206.py" @@ -0,0 +1,30 @@ +""" +pd.to_datatime(arg, errors='ignore', dayfirst=False, yearfirst=false, format=None) + arg: 时间字符串 + errors: + ignore: 无效的解析将返回原值 + raise: 无效的解析将发生异常 + coerce: 无效的解析将设置为NaT + dayfirst: 第一个为天 + yearfirst: 第一个为年 + format: 格式化显示时间的格式 +""" +import pandas as pd + +df = pd.DataFrame({ + '原日期': ['14-Feb-20', '02/14/2020', '2020.02.14', '2020/02/14', '20200214'] +}) +df['转换后的日期'] = pd.to_datetime(df['原日期']) +print(df) + +# 从多列中去组合成日期 +df = pd.DataFrame({ + 'year': [2018, 2019, 2020], + 'month': [1, 2, 3], + 'day': [10, 20, 30], + 'hour': [13, 14, 15], + 'minute': [13, 14, 15], + 'second': [13, 14, 15] +}) +df['组合后的日期'] = pd.to_datetime(df) +print(df) diff --git "a/02_Pandas/22_dt\345\257\271\350\261\241.py" "b/02_Pandas/22_dt\345\257\271\350\261\241.py" new file mode 100644 index 0000000000000000000000000000000000000000..4680193450ae7f6d6d5ab01e1853afde5f843055 --- /dev/null +++ "b/02_Pandas/22_dt\345\257\271\350\261\241.py" @@ -0,0 +1,32 @@ +""" +dt对象的属性和方法： + year、month、day、dayofweek + dayofyear、is_leap_year、quarter、weekday_name +""" +import pandas as pd +pd.set_option('display.unicode.east_asian.width', True) +pd.set_option('display.unicode.ambiguous_as_wide', True) + +pd.set_option('display.max_rows', 500) +pd.set_option('display.max_columns', 100) +pd.set_option('display.width', 1000) + +df = pd.read_excel('resources/原日期.xlsx') +df['日期'] = pd.to_datetime(df['原日期']) +print(df) + +print(type(df['日期'])) # Series对象 + +df['年'] = df['日期'].dt.year # 提取年 + +df['月'] = df['日期'].dt.month # 提取月 + +df['日'] = df['日期'].dt.day # 提取日 + +df['星期'] = df['日期'].dt.day_name() # 提取星期 + +df['季度'] = df['日期'].dt.quarter # 提取季度 + +df['是否年底'] = df['日期'].dt.is_year_end # 是否是年底 + +print(df) diff --git "a/02_Pandas/23_\350\216\267\345\217\226\346\227\245\346\234\237\345\214\272\351\227\264\347\232\204\346\225\260\346\215\256.py" "b/02_Pandas/23_\350\216\267\345\217\226\346\227\245\346\234\237\345\214\272\351\227\264\347\232\204\346\225\260\346\215\256.py" new file mode 100644 index 0000000000000000000000000000000000000000..a670ab53294aa2ce1988a2e37ea0a5ace6c68768 --- /dev/null +++ "b/02_Pandas/23_\350\216\267\345\217\226\346\227\245\346\234\237\345\214\272\351\227\264\347\232\204\346\225\260\346\215\256.py" @@ -0,0 +1,57 @@ +import pandas as pd + +pd.set_option('display.unicode.east_asian.width', True) +pd.set_option('display.unicode.ambiguous_as_wide', True) + +pd.set_option('display.max_rows', 500) +pd.set_option('display.max_columns', 100) +pd.set_option('display.width', 1000) + +df = pd.read_excel('resources/msb课程销售记录.xlsx') +print(df) + +# 改变数据显示的次序 +df = df[['订单付款时间', '会员名', '实际支付金额', '课程名称', '学员姓名', '联系手机']] + +# 排序 +df = df.sort_values(by=['订单付款时间']) + +# 将日期设置为索引 +df = df.set_index('订单付款时间') +print(df) + +print(df['2020-05':'2020-06']) # 求2020年5-6月数据 + +""" +按照不同时期统计数据： + df.resample() + AS: YearBegin -- 每年指定月份的第一个日历日 + A: YearEnd -- 每年指定月份的最后一个日历日 + M: MonthEnd -- 每月最后一个日历日 + D: Day -- 每日日历 + Q: QuarterEnd -- 每一季度最后一天 + W: Week -- 每周 + +按时期显示数据: + df.to_period(freq=None, axis=0, copy=True) + freq: 字符串，周期索引的频率 + axis: 轴 + copy: 是否复制数据 + +""" +# 按不同时期统计数据 +df = pd.read_excel('resources/msb课程销售记录.xlsx') +print(df) + +# 改变数据显示的次序 +df = df[['订单付款时间', '会员名', '实际支付金额', '课程名称', '学员姓名', '联系手机']] +df = df.set_index('订单付款时间') +print(df) + +# 按年统计求和 +df1 = df.resample('AS').sum() +print(df1) + +# 按季度统计求和 +df1 = df.resample('Q').sum() +print(df1) diff --git a/02_Pandas/resources/.DS_Store b/02_Pandas/resources/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..8263bdb48361f85839715746cf8ffbb7c4b172ec Binary files /dev/null and b/02_Pandas/resources/.DS_Store differ diff --git "a/02_Pandas/resources/02\345\276\256\346\234\272\345\216\237\347\220\206\345\255\246\345\221\230\346\210\220\347\273\251\347\273\237\350\256\241.xlsx" "b/02_Pandas/resources/02\345\276\256\346\234\272\345\216\237\347\220\206\345\255\246\345\221\230\346\210\220\347\273\251\347\273\237\350\256\241.xlsx" new file mode 100644 index 0000000000000000000000000000000000000000..3b6e5ee782a1e46cbe9cb67988ac275cb15ce808 Binary files /dev/null and "b/02_Pandas/resources/02\345\276\256\346\234\272\345\216\237\347\220\206\345\255\246\345\221\230\346\210\220\347\273\251\347\273\237\350\256\241.xlsx" differ diff --git "a/02_Pandas/resources/JD\346\211\213\346\234\272\351\224\200\345\224\256\346\225\260\346\215\256.xlsx" "b/02_Pandas/resources/JD\346\211\213\346\234\272\351\224\200\345\224\256\346\225\260\346\215\256.xlsx" new file mode 100644 index 0000000000000000000000000000000000000000..3566863e9970a6545bc36e6d57d7c656e0d29284 Binary files /dev/null and "b/02_Pandas/resources/JD\346\211\213\346\234\272\351\224\200\345\224\256\346\225\260\346\215\256.xlsx" differ diff --git a/02_Pandas/resources/NBA_salary.csv b/02_Pandas/resources/NBA_salary.csv new file mode 100644 index 0000000000000000000000000000000000000000..4380995c526d18e871a52aaf52d19e2f7709ac67 --- /dev/null +++ b/02_Pandas/resources/NBA_salary.csv @@ -0,0 +1,44 @@ +RK,NAME,TEAM,SALARY +1,"Stephen Curry, PG",Golden State Warriors,"$48,070,014" +2,"LeBron James, SF",Los Angeles Lakers,"$44,474,988" +3,"Kevin Durant, PF",Phoenix Suns,"$44,119,845" +4,"Bradley Beal, SG",Washington Wizards,"$43,279,250" +5,"Damian Lillard, PG",Portland Trail Blazers,"$42,492,492" +6,"Giannis Antetokounmpo, PF",Milwaukee Bucks,"$42,492,492" +7,"Kawhi Leonard, SF",LA Clippers,"$42,492,492" +8,"Paul George, F",LA Clippers,"$42,492,492" +9,"Klay Thompson, SG",Golden State Warriors,"$40,600,080" +10,"Kyrie Irving, PG",Dallas Mavericks,"$38,917,057" +RK,NAME,TEAM,SALARY +11,"Rudy Gobert, C",Minnesota Timberwolves,"$38,172,414" +12,"Anthony Davis, PF",Los Angeles Lakers,"$37,980,720" +13,"Khris Middleton, SF",Milwaukee Bucks,"$37,948,276" +14,"Jimmy Butler, SF",Miami Heat,"$37,653,300" +15,"Tobias Harris, PF",Philadelphia 76ers,"$37,633,050" +16,"Zach LaVine, SG",Chicago Bulls,"$37,096,500" +17,"Luka Doncic, PG",Dallas Mavericks,"$37,095,000" +18,"Trae Young, PG",Atlanta Hawks,"$37,095,000" +19,"Pascal Siakam, PF",Toronto Raptors,"$35,448,672" +20,"Ben Simmons, PG",Brooklyn Nets,"$35,448,672" +RK,NAME,TEAM,SALARY +21,"Myles Turner, C",Indiana Pacers,"$35,096,500" +22,"Kristaps Porzingis, C",Washington Wizards,"$33,833,400" +23,"Devin Booker, SG",Phoenix Suns,"$33,833,400" +24,"Karl-Anthony Towns, C",Minnesota Timberwolves,"$33,833,400" +25,"Jrue Holiday, PG",Milwaukee Bucks,"$33,665,040" +26,"Joel Embiid, C",Philadelphia 76ers,"$33,616,770" +27,"Andrew Wiggins, SF",Golden State Warriors,"$33,616,770" +28,"CJ McCollum, SG",New Orleans Pelicans,"$33,333,333" +29,"Nikola Jokic, C",Denver Nuggets,"$33,047,804" +30,"James Harden, SG",Philadelphia 76ers,"$33,000,000" +RK,NAME,TEAM,SALARY +31,"Brandon Ingram, SF",New Orleans Pelicans,"$31,650,600" +32,"Jamal Murray, PG",Denver Nuggets,"$31,650,000" +33,"D'Angelo Russell, PG",Los Angeles Lakers,"$31,377,750" +34,"Shai Gilgeous-Alexander, PG",Oklahoma City Thunder,"$30,913,750" +35,"Deandre Ayton, C",Phoenix Suns,"$30,913,750" +36,"Michael Porter Jr., SF",Denver Nuggets,"$30,913,750" +37,"Donovan Mitchell, SG",Cleveland Cavaliers,"$30,913,750" +38,"Bam Adebayo, C",Miami Heat,"$30,351,780" +39,"Gordon Hayward, SF",Charlotte Hornets,"$30,075,000" +40,"Jaren Jackson Jr., PF",Memphis Grizzlies,"$28,946,605" diff --git a/02_Pandas/resources/Student2.xlsx b/02_Pandas/resources/Student2.xlsx new file mode 100644 index 0000000000000000000000000000000000000000..0c6394aee2d36094ea23ebb0edbec9c9ac187297 Binary files /dev/null and b/02_Pandas/resources/Student2.xlsx differ diff --git a/02_Pandas/resources/grade.xlsx b/02_Pandas/resources/grade.xlsx new file mode 100644 index 0000000000000000000000000000000000000000..c15b13802f0ef75cea134dd01ad3f819cc706c10 Binary files /dev/null and b/02_Pandas/resources/grade.xlsx differ diff --git a/02_Pandas/resources/grade2.xls b/02_Pandas/resources/grade2.xls new file mode 100644 index 0000000000000000000000000000000000000000..3df493df1cc346076af7cb41f5b7b02a35c92702 Binary files /dev/null and b/02_Pandas/resources/grade2.xls differ diff --git 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无线网卡王丽101781780
无线网卡李桂林301785340
鼠标李欢62991794
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蓝牙适配器李桂林181081944
蓝牙适配器李桂林391084212
蓝牙适配器王丽511085508
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键盘华国华201803600
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SD存储卡李欢92902610
SD存储卡李桂林152904350
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DVD光驱王丽302407200
DVD光驱王丽322407680
DVD光驱华国华402409600
DVD光驱华国华4824011520
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b/03_Matplotlib/.idea/.gitignore @@ -0,0 +1,3 @@ +# 默认忽略的文件 +/shelf/ +/workspace.xml diff --git a/03_Matplotlib/.idea/Matplotlib.iml b/03_Matplotlib/.idea/Matplotlib.iml new file mode 100644 index 0000000000000000000000000000000000000000..d0876a78d06ac03b5d78c8dcdb95570281c6f1d6 --- /dev/null +++ b/03_Matplotlib/.idea/Matplotlib.iml @@ -0,0 +1,8 @@ + + + + + + + + \ No newline at end of file diff --git a/03_Matplotlib/.idea/inspectionProfiles/Project_Default.xml b/03_Matplotlib/.idea/inspectionProfiles/Project_Default.xml new file mode 100644 index 0000000000000000000000000000000000000000..9940ce427b4de987bf270c8bd92290d934e26cac --- /dev/null +++ b/03_Matplotlib/.idea/inspectionProfiles/Project_Default.xml @@ -0,0 +1,6 @@ + + + + \ No newline at end of file diff --git a/03_Matplotlib/.idea/inspectionProfiles/profiles_settings.xml b/03_Matplotlib/.idea/inspectionProfiles/profiles_settings.xml new file mode 100644 index 0000000000000000000000000000000000000000..105ce2da2d6447d11dfe32bfb846c3d5b199fc99 --- /dev/null +++ b/03_Matplotlib/.idea/inspectionProfiles/profiles_settings.xml @@ -0,0 +1,6 @@ + + + + \ No newline at end of file diff --git a/03_Matplotlib/.idea/misc.xml b/03_Matplotlib/.idea/misc.xml new file mode 100644 index 0000000000000000000000000000000000000000..d56657add3eb3c246989284ec6e6a8475603cf1d --- /dev/null +++ b/03_Matplotlib/.idea/misc.xml @@ -0,0 +1,4 @@ + + + + \ No newline at end of file diff --git a/03_Matplotlib/.idea/modules.xml b/03_Matplotlib/.idea/modules.xml new file mode 100644 index 0000000000000000000000000000000000000000..75c82f9f82d8a89daa6be9f2545060f594a3fc4e --- /dev/null +++ b/03_Matplotlib/.idea/modules.xml @@ -0,0 +1,8 @@ + + + + + + + + \ No newline at end of file diff --git a/03_Matplotlib/.idea/workspace.xml b/03_Matplotlib/.idea/workspace.xml new file mode 100644 index 0000000000000000000000000000000000000000..0d189263f8647deebe95e66cf488b7ecb737038c --- /dev/null +++ b/03_Matplotlib/.idea/workspace.xml @@ -0,0 +1,70 @@ + + + + + + + + + + + + + + + + { + "keyToString": { + "RunOnceActivity.OpenProjectViewOnStart": "true", + "RunOnceActivity.ShowReadmeOnStart": "true", + "last_opened_file_path": "/Users/macbook/Documents/AI人工智能/02_Python数据分析/03_Matplotlib", + "settings.editor.selected.configurable": "preferences.lookFeel" + } +} + + + + + + + + + + 1681367849803 + + + + \ No newline at end of file diff --git "a/03_Matplotlib/01_\347\273\230\345\210\266\347\256\200\345\215\225\345\233\276\350\241\250.py" "b/03_Matplotlib/01_\347\273\230\345\210\266\347\256\200\345\215\225\345\233\276\350\241\250.py" new file mode 100644 index 0000000000000000000000000000000000000000..9563dd62e266e48c778a6a6e0086b52e8c48132f --- /dev/null +++ "b/03_Matplotlib/01_\347\273\230\345\210\266\347\256\200\345\215\225\345\233\276\350\241\250.py" @@ -0,0 +1,9 @@ +# 绘制简单图表 +import matplotlib.pyplot as plt + +plt.plot([1, 2, 3, 4, 5]) +plt.show() + +# 散点图 +plt.plot([1, 2, 3, 4, 5], [2, 10, 6, 7, 11], 'ro') +plt.show() diff --git "a/03_Matplotlib/02_\347\273\230\345\210\266\347\256\200\345\215\225\347\232\204\346\212\230\347\272\277\345\233\276.py" "b/03_Matplotlib/02_\347\273\230\345\210\266\347\256\200\345\215\225\347\232\204\346\212\230\347\272\277\345\233\276.py" new file mode 100644 index 0000000000000000000000000000000000000000..1d3c86483c6fb35ad1993c4c216a2b8d015bbc68 --- /dev/null +++ "b/03_Matplotlib/02_\347\273\230\345\210\266\347\256\200\345\215\225\347\232\204\346\212\230\347\272\277\345\233\276.py" @@ -0,0 +1,25 @@ +import matplotlib.pyplot as plt + +""" +matplotlib.pyplot.plot(x, y, format_string, **kwargs) + x: x轴数据 + y: y轴数据 + format_string：控制曲线格式的字符串，包括颜色、线条样式和标记样式 + **kwargs：键值参数 +""" +x = range(1, 15) +print(list(x)) +y = range(1, 42, 3) +print(list(y)) +plt.plot(x, y) +plt.show() + +# 绘制未来15天天气预报 +import pandas as pd +df = pd.read_excel('libs/未来15天天气预报.xlsx') +print(df) + +x = df['日期'] +y = df['温度'] +plt.plot(x, y) +plt.show() \ No newline at end of file diff --git "a/03_Matplotlib/03_\350\256\276\347\275\256\347\272\277\346\235\241\351\242\234\350\211\262\345\222\214\346\240\267\345\274\217.py" "b/03_Matplotlib/03_\350\256\276\347\275\256\347\272\277\346\235\241\351\242\234\350\211\262\345\222\214\346\240\267\345\274\217.py" new file mode 100644 index 0000000000000000000000000000000000000000..8fd71a8f25aa9a70030c3be765e5eb311c67155d --- /dev/null +++ "b/03_Matplotlib/03_\350\256\276\347\275\256\347\272\277\346\235\241\351\242\234\350\211\262\345\222\214\346\240\267\345\274\217.py" @@ -0,0 +1,47 @@ +import matplotlib.pyplot as plt + +# 设置线条颜色、线条样式 +""" +matplotlib.pyplot.plot的color参数设置线条颜色： + b 蓝色 m 洋红色 + g 绿色 y 黄色 + r 红色 k 黑色 + c 蓝绿色 w 白色 + #FFFF00 黄色 0.5 灰度值字符串 + + 其它颜色： + 浮点形式的RGB或RGBA元组 + 十六进制的RGB或RGBA字符串 + 0-1之间的小数作为的灰度值 + {‘b’,’g’,’r’,’c’,’m’,’y’,’k’,’w’}其中任取 + X11/CSS4中规定的颜色名称 + Xkcd中指定的颜色名称 + Tableau调色板中的颜色{‘tab:blue’,’tab:orange’} + CN格式的颜色循环 +""" + +""" +matplotlib.pyplot.plot的linestyle参数设置颜色设置线条样式 + 线条样式设置： + 实线’-’ + 双划线’--’ + 点划线’-.’ + 虚线’:’ +""" +x = [1, 2, 3, 4, 5] + +y = [10, 20, 30, 40, 50] +plt.plot(x, y, color='r', linestyle='-.') # 点划线 + +y = [10, 15, 20, 25, 30] +plt.plot(x, y, color='b', linestyle='--') # 双划线 + +y = [10, 13, 16, 19, 22] +plt.plot(x, y, color='g', linestyle=':') # 虚线 + +y = [10, 18, 26, 34, 42] +plt.plot(x, y, color='g', linestyle='-') # 实线 + +plt.show() + + diff --git "a/03_Matplotlib/04_\350\256\276\347\275\256\346\240\207\350\256\260.py" "b/03_Matplotlib/04_\350\256\276\347\275\256\346\240\207\350\256\260.py" new file mode 100644 index 0000000000000000000000000000000000000000..12057d48a72af0fc437a39459990bece036525d7 --- /dev/null +++ "b/03_Matplotlib/04_\350\256\276\347\275\256\346\240\207\350\256\260.py" @@ -0,0 +1,19 @@ +import matplotlib.pyplot as plt + +""" +标记样式：marker参数，设置标记样式 + . 点标记 1 下花三角标记 + , 像素标记 2 上花三角标记 + o 实心圆标记 3 左花三角标记 + v 倒三角标记 4 右花三角标记 + ^ 上三角标记 s 实心正方形标记 + > 右三角标记 p 实心五角形标记 + < 左三角标记 * 星形标记 +""" +x = [1, 2, 3, 4, 5] +y = [2, 10, 6, 7, 17] +plt.plot(x, y, marker='v', color='r', markerfacecolor='w') # markerfacecolor 简写mfc +plt.show() + +plt.plot(x, y, marker='v', color='r', mfc='w') +plt.show() diff --git "a/03_Matplotlib/05_\347\224\273\345\270\203\350\256\276\347\275\256.py" "b/03_Matplotlib/05_\347\224\273\345\270\203\350\256\276\347\275\256.py" new file mode 100644 index 0000000000000000000000000000000000000000..ce5b733755841945afae880f61b49d4e7f5ebcd9 --- /dev/null +++ "b/03_Matplotlib/05_\347\224\273\345\270\203\350\256\276\347\275\256.py" @@ -0,0 +1,26 @@ +import pandas as pd +import matplotlib.pyplot as plt +""" +设置画布 +语法格式： + matpoltlib.pyplot.figure(num=None, figsize=None, dpi=None, facecolor=None, edgecolor=None, frameon=True) + +参数说明： + num: 图像编号或名称，数字为编号，字符串为名称，可以通过该参数激活不同的画布 + figsize: 指定画布的宽和高，单位为英寸 + dpi: 指定绘图对象的分辨率，即每英寸包含多少个像素，默认值为80.像素越大，画布越大 + facecolor: 背景颜色 + edgeolor: 边框颜色 + frameon: 是否显示边框，默认值为True，绘制边框，如果为False，则不绘制边框 + +""" +df = pd.read_excel('libs/未来15天天气预报.xlsx') + +# 设置画布颜色和大小 +plt.figure(facecolor='yellow', figsize=(10, 6)) + + +x = df['日期'] +y = df['温度'] +plt.plot(x, y) +plt.show() diff --git "a/03_Matplotlib/06_\350\256\276\347\275\256\345\235\220\346\240\207\350\275\264.py" "b/03_Matplotlib/06_\350\256\276\347\275\256\345\235\220\346\240\207\350\275\264.py" new file mode 100644 index 0000000000000000000000000000000000000000..4938643895d285df2939e3fb8d87eba5c734a675 --- /dev/null +++ "b/03_Matplotlib/06_\350\256\276\347\275\256\345\235\220\346\240\207\350\275\264.py" @@ -0,0 +1,54 @@ +""" +设置坐标轴: + 设置坐标轴标题 + xlabel函数设置x轴坐标轴标题，ylabel函数设置y轴坐标轴标题 + + 解决中文乱码问题 + plt.rcParams['font.sans-serif']=['SimHei'] + + 设置坐标轴刻度 + xticks 函数设置x轴刻度 + yticks 函数设置y轴刻度 + + 设置坐标轴范围 + xlim函数设置x轴坐标轴范围 + ylim函数设置y轴坐标轴范围 + + 设置网络线 + grid()函数设置网格线 +""" +import pandas as pd +import matplotlib.pyplot as plt + +df = pd.read_excel('libs/未来15天天气预报.xlsx') +print(df) + +# 用于处理中文 +plt.rcParams['font.sans-serif'] = ['SimHei'] + +# 设置坐标轴的标题 +plt.xlabel('2021年五一') +plt.ylabel('室外温度') + +x = df['日期'] +y = df['温度'] +plt.plot(x, y) +plt.show() + +# 设置坐标轴的刻度 +import random + +x = [i for i in range(1, 11)] # 列表生成式 +y = [random.randint(1, 10) for _ in range(10)] + +plt.plot(x, y, marker='o', mfc='w') + +month = [str(i) + '月' for i in range(1, 11)] +plt.xticks(range(1, 11), month) # 设置x轴的刻度 +plt.yticks(range(1, 11)) # 设置y轴的刻度 + +plt.xlim(1, 20) # 设置x轴坐标轴范围 +plt.ylim(1, 20) # 设置y轴坐标轴范围 + +plt.grid(color='0.5', linestyle='--', linewidth='1', axis='x') # 设置表格,隐藏x轴网格 +plt.show() diff --git "a/03_Matplotlib/07_\346\226\207\346\234\254\346\240\207\347\255\276.py" "b/03_Matplotlib/07_\346\226\207\346\234\254\346\240\207\347\255\276.py" new file mode 100644 index 0000000000000000000000000000000000000000..7394147130139cc6d47c6f3060627ea29452eb1a --- /dev/null +++ "b/03_Matplotlib/07_\346\226\207\346\234\254\346\240\207\347\255\276.py" @@ -0,0 +1,48 @@ +import random +import matplotlib.pyplot as plt + +# 用于处理中文 +plt.rcParams['font.sans-serif'] = ['SimHei'] + +""" +添加文本标签： + matplotlib.pyplot.text(x,y,s,**kwargs) + s: 显示的内容 + +设置标题和图例： + matplotlib.pyplot.title() + matplotlib.pyplot.legend() + + 通用绘图参数 说明 + fontsize 字体大小 + ha 水平对齐方式 + va 垂直对齐方式 + + 位置 描述 位置 描述 位置 描述 + best 自适应 upper right 右上方 upper left 左上方 + lower right 右下方 lower left 左下方 right 右侧 + center left 左中间 center right 右中间 upper center 上中间 + center 正中央 lower center 下中间 + +""" +x = [i for i in range(1, 11)] # 列表生成式 +y = [random.randint(1, 10) for _ in range(10)] + +plt.plot(x, y, marker='o', mfc='w') + +month = [str(i) + '月' for i in range(1, 11)] + +plt.xticks(range(1, 11), month) # 设置x轴的刻度 +plt.yticks(range(1, 11)) # 设置y轴的刻度 + +# 添加文本标签 +for a, b in zip(x, y): + plt.text(a, b, b, ha='center', va='center', fontsize=12, color='r') + +# 添加图表标题 +plt.title('测试练习折线图', fontsize=18) + +# 添加图例 +plt.legend(('销售次数',)) + +plt.show() diff --git "a/03_Matplotlib/08_\346\226\207\346\234\254\346\263\250\351\207\212.py" "b/03_Matplotlib/08_\346\226\207\346\234\254\346\263\250\351\207\212.py" new file mode 100644 index 0000000000000000000000000000000000000000..401b428fc406c3d8f45a9270180d9036087bde93 --- /dev/null +++ "b/03_Matplotlib/08_\346\226\207\346\234\254\346\263\250\351\207\212.py" @@ -0,0 +1,21 @@ +import matplotlib.pyplot as plt +# 用于处理中文 +plt.rcParams['font.sans-serif'] = ['SimHei'] + +""" +添加注释: + matplotlib.pyplot.annotate(s, xy, xytext, xycoords, arrowprops) +""" + +x = [1, 2, 3, 4, 5, 6] +y = [10, 45, 35, 46, 7, 67] +plt.plot(x, y, marker='o') + +# 添加文本标签 +for a, b in zip(x, y): + plt.text(a, b, b, ha='center', va='bottom', fontsize=12, color='r') + +# 添加文本注释 +plt.annotate('最大数', xy=(4, 46), xytext=(5, 46), arrowprops=dict(facecolor='r', shrink=0.05)) + +plt.show() diff --git "a/03_Matplotlib/09_\345\233\276\350\241\250\344\270\216\347\224\273\345\270\203\350\276\271\347\274\230\347\232\204\351\227\264\350\267\235.py" "b/03_Matplotlib/09_\345\233\276\350\241\250\344\270\216\347\224\273\345\270\203\350\276\271\347\274\230\347\232\204\351\227\264\350\267\235.py" new file mode 100644 index 0000000000000000000000000000000000000000..04552ca0866134a67fa5cd0155e18003403b2e87 --- /dev/null +++ "b/03_Matplotlib/09_\345\233\276\350\241\250\344\270\216\347\224\273\345\270\203\350\276\271\347\274\230\347\232\204\351\227\264\350\267\235.py" @@ -0,0 +1,24 @@ +import matplotlib.pyplot as plt + +# 用于处理中文 +plt.rcParams['font.sans-serif'] = ['SimHei'] + +""" +调整图表与画布边缘间距： + matplotlib.pyplot.subplots_adjust(left, right, top, bottom) +""" + +x = [1, 2, 3, 4, 5, 6] +y = [10, 45, 35, 46, 7, 67] +plt.plot(x, y, marker='o') + +# 添加文本标签 +for a, b in zip(x, y): + plt.text(a, b, b, ha='center', va='bottom', fontsize=12, color='r') + +# 添加文本注释 +plt.annotate('最大数', xy=(4, 46), xytext=(5, 46), arrowprops=dict(facecolor='r', shrink=0.05)) + +# 设置间距 +plt.subplots_adjust(left=0.2, right=0.9, top=0.9, bottom=0.2) +plt.show() diff --git "a/03_Matplotlib/10_\350\256\276\347\275\256\345\235\220\346\240\207\350\275\264\345\210\273\345\272\246\347\272\277.py" "b/03_Matplotlib/10_\350\256\276\347\275\256\345\235\220\346\240\207\350\275\264\345\210\273\345\272\246\347\272\277.py" new file mode 100644 index 0000000000000000000000000000000000000000..7d6eede8e20604fc8009f8b3144624e0c54fed1d --- /dev/null +++ "b/03_Matplotlib/10_\350\256\276\347\275\256\345\235\220\346\240\207\350\275\264\345\210\273\345\272\246\347\272\277.py" @@ -0,0 +1,36 @@ +import matplotlib.pyplot as plt + +# 用于处理中文 +plt.rcParams['font.sans-serif'] = ['SimHei'] + +""" +坐标轴的刻度线： + 设置是否显示坐标轴刻度线： + matplotlib.pyplot.tick_params(bottom, left, right, top) + + matplotlib.pyplot.rcParams[‘xtick.direction’]=’in’ + matplotlib.pyplot.rcParams[‘ytick.direction’]=’in’ +""" + +x = [1, 2, 3, 4, 5, 6] +y = [10, 45, 35, 46, 7, 67] +plt.plot(x, y, marker='o') + +# 添加文本标签 +for a, b in zip(x, y): + plt.text(a, b, b, ha='center', va='bottom', fontsize=12, color='r') + +# 添加文本注释 +plt.annotate('最大数', xy=(4, 46), xytext=(5, 46), arrowprops=dict(facecolor='r', shrink=0.05)) + +# 设置间距 +plt.subplots_adjust(left=0.2, right=0.9, top=0.9, bottom=0.2) + +# 设置是否显示坐标轴刻度线： +# plt.tick_params(bottom=False, left=True, right=True, top=True) # 下方的刻度线不显示 + +# 设置坐标轴刻度线显示的方向 +plt.rcParams['xtick.direction'] = 'in' +plt.rcParams['ytick.direction'] = 'in' + +plt.show() diff --git "a/03_Matplotlib/11_\347\273\230\345\210\266\346\212\230\347\272\277\345\233\276.py" "b/03_Matplotlib/11_\347\273\230\345\210\266\346\212\230\347\272\277\345\233\276.py" new file mode 100644 index 0000000000000000000000000000000000000000..78cba1416847b7d6f2215e756f0f7319cb158c94 --- /dev/null +++ "b/03_Matplotlib/11_\347\273\230\345\210\266\346\212\230\347\272\277\345\233\276.py" @@ -0,0 +1,35 @@ +# 折线图 +import pandas as pd +import matplotlib.pyplot as plt + +df = pd.read_excel('libs/成绩表.xlsx') + +x = df['姓名'] +y1 = df['数学'] +y2 = df['语文'] +y3 = df['英语'] + +# 解决中文乱码问题 +plt.rcParams['font.sans-serif'] = ['SimHei'] + +# 设置画布大小 +plt.figure(figsize=(10, 6)) + +plt.plot(x, y1, label='数学', color='r', marker='o') +plt.plot(x, y2, label='语文', color='g', marker='o', linestyle='--') +plt.plot(x, y3, label='英语', color='b', marker='o', linestyle='-.') + +# 设置网格线 -- 隐藏y轴 +plt.grid(axis='y') + +# 设置坐标轴的标题 +plt.ylabel('分数') +plt.xlabel('姓名') + +# 设置图表的图例 +plt.legend(['数学', '语文', '英语']) + +# 设置坐标轴的刻度 +plt.yticks(range(50, 150, 10)) + +plt.show() diff --git "a/03_Matplotlib/12_\347\273\230\345\210\266\347\256\200\345\215\225\346\237\261\347\212\266\345\233\276.py" "b/03_Matplotlib/12_\347\273\230\345\210\266\347\256\200\345\215\225\346\237\261\347\212\266\345\233\276.py" new file mode 100644 index 0000000000000000000000000000000000000000..d577c033cd1d80e88b0b8f55addcecdc7a1d1eef --- /dev/null +++ "b/03_Matplotlib/12_\347\273\230\345\210\266\347\256\200\345\215\225\346\237\261\347\212\266\345\233\276.py" @@ -0,0 +1,52 @@ +""" +绘制简单柱状图： + 语法格式： + plt.bar(x, height, width, *, align=‘center’, **kwargs) + 参数说明 + x: x轴数据 + height: 柱子的高度，也是y轴数据 + align: 对齐方式 + kwargs: 关键字参数，其它可选参数，如color,alpha,label等 +""" +import matplotlib.pyplot as plt +import random + +x = [1, 2, 3, 4, 5] +height = [random.randint(10, 100) for i in range(5)] +plt.bar(x, height) +plt.show() + +# 基本柱状图 +import pandas as pd + +# 用于处理中文 +plt.rcParams['font.sans-serif'] = ['SimHei'] + +df = pd.read_excel('libs/产品销售统计.xlsx') +print(df) + +# 设置画布大小 +plt.figure(figsize=(10, 6)) + +x = df['产品名称'] +height = df['总量'] + +# 设置网格线 +plt.grid(axis='y', linestyle='--') + +# 设置x轴，y轴的标签 +plt.xlabel('产品名称') +plt.ylabel('销量') + +# 设置图表的标题 +plt.title('2020年度产品销售量', fontsize=18) + +# 设置文本标签 -- alpha: 透明度 +for a, b in zip(x, height): + plt.text(a, b, format(b, ','), ha='center', va='center', fontsize=12, color='b', alpha=0.9) + +plt.bar(x, height, width=0.5, alpha=0.5) + +# 设置图例 +plt.legend(('销售额',)) +plt.show() diff --git "a/03_Matplotlib/13_\347\273\230\345\210\266\345\244\232\346\237\261\347\212\266\345\233\276.py" "b/03_Matplotlib/13_\347\273\230\345\210\266\345\244\232\346\237\261\347\212\266\345\233\276.py" new file mode 100644 index 0000000000000000000000000000000000000000..bfbb299c24d25376d34b20164fdd51c017105c1a --- /dev/null +++ "b/03_Matplotlib/13_\347\273\230\345\210\266\345\244\232\346\237\261\347\212\266\345\233\276.py" @@ -0,0 +1,54 @@ +import pandas as pd +import matplotlib.pyplot as plt +import numpy as np + +df = pd.read_excel('libs/产品销售统计.xlsx') + +# 解决中文乱码 +plt.rcParams['font.sans-serif'] = ['SimHei'] + +# 设置画布大小 +plt.figure(figsize=(10, 6)) + +# x = df['产品名称'] +x = np.array([0, 1, 2, 3, 4, 5, 6, 7]) # 将列表转成list +y1 = df['1月'] + df['2月'] + df['3月'] +y2 = df['4月'] + df['5月'] + df['6月'] +y3 = df['7月'] + df['8月'] + df['9月'] +y4 = df['10月'] + df['11月'] + df['12月'] + +bar_width = 0.2 # 柱子的宽度 + +# 设置y轴的标签 +plt.ylabel('季度销售量') +plt.xlabel('产品名称') + +# 设置图标的标题 +plt.title('2020年季度销售量') + +# 绘制柱状图 +plt.bar(x, y1, bar_width, color='c', alpha=0.5) +plt.bar(x + bar_width, y2, bar_width, color='b', alpha=0.5) +plt.bar(x + 2 * bar_width, y3, bar_width, color='g', alpha=0.5) +plt.bar(x + 3 * bar_width, y4, bar_width, color='y', alpha=0.5) + +# 设置坐标轴的刻度 +data = df['产品名称'] +plt.xticks(x, data) + +# 添加文本标签 +for a, b in zip(x, y1): + plt.text(a, b, format(b, ','), ha='center', va='bottom', fontsize=8) + +for a, b in zip(x, y2): + plt.text(a + bar_width, b, format(b, ','), ha='center', va='bottom', fontsize=8) + +for a, b in zip(x, y3): + plt.text(a + 2 * bar_width, b, format(b, ','), ha='center', va='bottom', fontsize=8) + +for a, b in zip(x, y4): + plt.text(a + 3 * bar_width, b, format(b, ','), ha='center', va='bottom', fontsize=8) + +# 设置图例 +plt.legend(['第一季度', '第二季度', '第三季度', '第四季度']) +plt.show() diff --git "a/03_Matplotlib/14_\345\237\272\346\234\254\347\233\264\346\226\271\345\233\276.py" "b/03_Matplotlib/14_\345\237\272\346\234\254\347\233\264\346\226\271\345\233\276.py" new file mode 100644 index 0000000000000000000000000000000000000000..dc341f0b3341a8ff9f668e57f9bab94b93b69ec0 --- /dev/null +++ "b/03_Matplotlib/14_\345\237\272\346\234\254\347\233\264\346\226\271\345\233\276.py" @@ -0,0 +1,18 @@ +""" +基本直方图： +语法格式 + plt.hist(x,bins) +参数说明 + x: 数据集，最终的直方图将对数据集进行统计 + bins: 统计数据的区间分布 +""" +import matplotlib.pyplot as plt + +x = [2, 34, 45, 34, 53, 19, 90, 98, 87, 34, 55] +bins = [0, 25, 50, 75, 100] +plt.hist(x, bins) # 绘制直方图 + +# 设置x轴的标签 +plt.xticks(bins) + +plt.show() diff --git "a/03_Matplotlib/15_\347\233\264\346\226\271\345\233\276\345\210\206\346\236\220\345\255\246\347\224\237\346\210\220\347\273\251.py" "b/03_Matplotlib/15_\347\233\264\346\226\271\345\233\276\345\210\206\346\236\220\345\255\246\347\224\237\346\210\220\347\273\251.py" new file mode 100644 index 0000000000000000000000000000000000000000..3cd636c8a28efb792ac9185c5a504890f73ab5a7 --- /dev/null +++ "b/03_Matplotlib/15_\347\233\264\346\226\271\345\233\276\345\210\206\346\236\220\345\255\246\347\224\237\346\210\220\347\273\251.py" @@ -0,0 +1,23 @@ +import matplotlib.pyplot as plt +# 使用直方图分析微机原理的成绩分布情况 +import pandas as pd + +df = pd.read_excel('libs/成绩表2.xlsx') + +# 解决中文乱码问题 +plt.rcParams['font.sans-serif'] = ['SimHei'] + +x = df['总成绩'] + +# 设置坐标轴标签 +plt.xlabel('分数') +plt.ylabel('学生的数量') + +# 设置图表的标题 +plt.title('XXX大一微机原理成绩分布直方图', fontsize=18) + +# 设置数据的区间 +bins = [40, 50, 60, 70, 80, 90, 100] + +plt.hist(x, bins, facecolor='b', edgecolor='k') +plt.show() diff --git "a/03_Matplotlib/16_\347\256\200\345\215\225\351\245\274\345\275\242\345\233\276.py" "b/03_Matplotlib/16_\347\256\200\345\215\225\351\245\274\345\275\242\345\233\276.py" new file mode 100644 index 0000000000000000000000000000000000000000..b5c7ee82b433366f34f123adb23b1591c4c49ac1 --- /dev/null +++ "b/03_Matplotlib/16_\347\256\200\345\215\225\351\245\274\345\275\242\345\233\276.py" @@ -0,0 +1,21 @@ +import matplotlib.pyplot as plt + +""" +绘制简单的饼形图： +语法格式: + plt.pie(x, labels, colors, labeldistance, autopct, startangle, radius, center, textprops) +参数说明: + x: 每一块饼形图的比例 + labels: 每一块饼形图外侧显示的说明文字 + labeldistance: 标记的绘制位置，相对于半径的比例，默认值为1.1 + autopct: 设置饼图百分比，可以使用格式化字符串或format函数 + startangle: 起始绘制角度，默认是x轴正方向逆时针画起 + radius: 饼图半径，默认值为1 + center: 浮点类型的列表，可选参数，默认值为(0,0)表示图表中心位置 + textprops: 设置标签和比例文字的格式，字典类型 +""" +x = [10, 34, 5, 56, 58, 65] + +# 绘制 +plt.pie(x,autopct='%1.1f%%') +plt.show() diff --git "a/03_Matplotlib/17_\345\237\272\347\241\200\351\245\274\345\275\242\345\233\276.py" "b/03_Matplotlib/17_\345\237\272\347\241\200\351\245\274\345\275\242\345\233\276.py" new file mode 100644 index 0000000000000000000000000000000000000000..b18a5ee1d6c33bb6f4c297bf563bf29fcb41405f --- /dev/null +++ "b/03_Matplotlib/17_\345\237\272\347\241\200\351\245\274\345\275\242\345\233\276.py" @@ -0,0 +1,26 @@ +import pandas as pd +import matplotlib.pyplot as plt + +df = pd.read_excel('libs/JD手机销售数据.xlsx') +print(df) + +# 解决中文乱码 +plt.rcParams['font.sans-serif'] = ['SimHei'] + +# 设置画布大小 +plt.figure(figsize=(10, 6)) + +x = df['北京出库销量'] # 销量 +labels = df['商品名称'] # 商品名称 + +plt.pie(x, labels=labels, autopct='%1.1f%%', labeldistance=1.02, + startangle=90, textprops={'fontsize': 12}) + +# 设置x,y轴的刻度一致，保证饼形图为圆形 +plt.axis('equal') + +plt.title('2021年4月京东各手机品牌出库销售分析', fontsize=18) + +plt.legend(df['商品名称'], loc='upper left', frameon=False) # 调整位置，取消边框 + +plt.show() diff --git "a/03_Matplotlib/18_\345\210\206\350\243\202\351\245\274\345\275\242\345\233\276.py" "b/03_Matplotlib/18_\345\210\206\350\243\202\351\245\274\345\275\242\345\233\276.py" new file mode 100644 index 0000000000000000000000000000000000000000..ee85e68cb72932eecc24b1109bb05c0bdc8c9f00 --- /dev/null +++ "b/03_Matplotlib/18_\345\210\206\350\243\202\351\245\274\345\275\242\345\233\276.py" @@ -0,0 +1,29 @@ +import pandas as pd +import matplotlib.pyplot as plt + +df = pd.read_excel('libs/JD手机销售数据.xlsx') +print(df) + +# 解决中文乱码 +plt.rcParams['font.sans-serif'] = ['SimHei'] + +# 设置画布大小 +plt.figure(figsize=(10, 6)) + +x = df['北京出库销量'] # 销量 +labels = df['商品名称'] # 商品名称 + +# 添加explode参数 -- 变成分裂饼图 +# 添加 shadow阴影 +plt.pie(x, labels=labels, autopct='%1.1f%%', labeldistance=1.02, startangle=90, + textprops={'fontsize': 12}, explode=(0.1, 0, 0, 0, 0, 0.1, 0, 0, 0, 0), + shadow=True) + +# 设置x,y轴的刻度一致，保证饼形图为圆形 +plt.axis('equal') + +plt.title('2021年4月京东各手机品牌出库销售分析', fontsize=18) + +plt.legend(df['商品名称'], loc='upper left', frameon=False) # 调整位置，取消边框 + +plt.show() diff --git "a/03_Matplotlib/19_\347\216\257\345\275\242\351\245\274\345\233\276.py" "b/03_Matplotlib/19_\347\216\257\345\275\242\351\245\274\345\233\276.py" new file mode 100644 index 0000000000000000000000000000000000000000..89509fecf40e9242bb2fe3dfeb42e2f7986d5b71 --- /dev/null +++ "b/03_Matplotlib/19_\347\216\257\345\275\242\351\245\274\345\233\276.py" @@ -0,0 +1,34 @@ +import pandas as pd +import matplotlib.pyplot as plt + +df = pd.read_excel('libs/JD手机销售数据.xlsx') +print(df) + +# 解决中文乱码 +plt.rcParams['font.sans-serif'] = ['SimHei'] + +# 设置画布大小 +plt.figure(figsize=(10, 6)) + +x = df['北京出库销量'] # 销量 +x2 = df['上海出库销量'] +labels = df['商品名称'] # 商品名称 + +# 参数wedgeprops 变成环形饼图 +# 参数pctdistance 调整内部百分比字体的位置 +plt.pie(x, labels=labels, autopct='%1.1f%%', labeldistance=1.02, startangle=90, + textprops={'fontsize': 12}, pctdistance=0.85, radius=1, + wedgeprops={'width': 0.4, 'edgecolor': 'k'}) + +plt.pie(x2, autopct='%1.1f%%', labeldistance=1.02, startangle=90, + textprops={'fontsize': 12}, pctdistance=0.85, radius=0.7, + wedgeprops={'width': 0.4, 'edgecolor': 'k'}) + +# 设置x,y轴的刻度一致，保证饼形图为圆形 +plt.axis('equal') + +plt.title('2021年4月北京和上海京东各手机品牌出库销售分析', fontsize=18) + +plt.legend(df['商品名称'], loc='upper left', frameon=False) # 调整位置，取消边框 + +plt.show() diff --git "a/03_Matplotlib/20_\347\256\200\345\215\225\346\225\243\347\202\271\345\233\276.py" "b/03_Matplotlib/20_\347\256\200\345\215\225\346\225\243\347\202\271\345\233\276.py" new file mode 100644 index 0000000000000000000000000000000000000000..71d44fd6061f734682bd171ce9922eadaa9ef34d --- /dev/null +++ "b/03_Matplotlib/20_\347\256\200\345\215\225\346\225\243\347\202\271\345\233\276.py" @@ -0,0 +1,15 @@ +import matplotlib.pyplot as plt +import random + +""" +语法格式: + plt.scatter(x,y) +参数说明: + x: 数据 + y: 数据 +""" +x = [i for i in range(10)] +y = [random.randint(1, 10) for i in range(10)] + +plt.scatter(x, y) +plt.show() diff --git "a/03_Matplotlib/21_\346\225\243\347\202\271\345\233\276\347\232\204\345\272\224\347\224\250.py" "b/03_Matplotlib/21_\346\225\243\347\202\271\345\233\276\347\232\204\345\272\224\347\224\250.py" new file mode 100644 index 0000000000000000000000000000000000000000..4bd2dd0fe4c20c7c90376d73f6393667bf5d5be0 --- /dev/null +++ "b/03_Matplotlib/21_\346\225\243\347\202\271\345\233\276\347\232\204\345\272\224\347\224\250.py" @@ -0,0 +1,17 @@ +import matplotlib.pyplot as plt +import pandas as pd + +# 解决中文乱码问题 +plt.rcParams['font.sans-serif'] = ['SimHei'] + +# 分析广告支出与销售收入相关性 +dfcar = pd.read_excel('libs/广告支出.xlsx') +dfdata = pd.read_excel('libs/销售数据.xlsx') + +x = dfcar['支出'] +y = dfdata.groupby('业务日期')['金额'].sum() + +# 设置标题 +plt.title('销售收入与广告费用的分析') +plt.scatter(x, y, color='r') +plt.show() diff --git "a/03_Matplotlib/22_\345\237\272\346\234\254\347\232\204\351\235\242\347\247\257\345\233\276.py" "b/03_Matplotlib/22_\345\237\272\346\234\254\347\232\204\351\235\242\347\247\257\345\233\276.py" new file mode 100644 index 0000000000000000000000000000000000000000..ffb45bd1b021543faeeb4592bbade5292866b19b --- /dev/null +++ "b/03_Matplotlib/22_\345\237\272\346\234\254\347\232\204\351\235\242\347\247\257\345\233\276.py" @@ -0,0 +1,23 @@ +import random + +import matplotlib.pyplot as plt + +""" +绘制基本的面积图： + 语法格式： + plt.stackplot(x, *args, data=None, **kwargs) + + 参数说明： + x: x轴数据 + *args: 当传入的参数个数未知时，使用*args，这里指y轴数据可以传入多个y轴 + data: 如果给定一个数据参数，所有位置和关键字参数将被替换 + **kwargs: 关键字参数，如color,alpha等 +""" +x = [i for i in range(1, 6)] +y1 = [random.randint(1, 20) for i in range(5)] +y2 = [random.randint(1, 20) for i in range(5)] +y3 = [random.randint(1, 20) for i in range(5)] +y4 = [random.randint(1, 20) for i in range(5)] + +plt.stackplot(x, y1, y2, y3, y4, colors=['r', 'b', 'g', 'pink']) +plt.show() diff --git "a/03_Matplotlib/23_\351\235\242\347\247\257\345\233\276\347\232\204\345\272\224\347\224\250.py" "b/03_Matplotlib/23_\351\235\242\347\247\257\345\233\276\347\232\204\345\272\224\347\224\250.py" new file mode 100644 index 0000000000000000000000000000000000000000..3168c8c1cde07e7e6608ca6d8d7b8622edf05060 --- /dev/null +++ "b/03_Matplotlib/23_\351\235\242\347\247\257\345\233\276\347\232\204\345\272\224\347\224\250.py" @@ -0,0 +1,33 @@ +# 使用标准面积图分析 商品的销售情况 +import pandas as pd +import matplotlib.pyplot as plt + +# 读取excel文件 +df = pd.read_excel('libs/产品销售统计.xlsx') + +# 解决中文乱码 +plt.rcParams['font.sans-serif'] = ['SimHei'] + +x = df['产品名称'] +y = df['总量'] + +plt.title('电脑配件销售情况') + +# 绘制标准面积图 +plt.stackplot(x, y) +plt.show() + +# 堆叠面积图 +x = df['产品名称'] +y1 = df['1月'] + df['2月'] + df['3月'] +y2 = df['4月'] + df['5月'] + df['6月'] +y3 = df['7月'] + df['8月'] + df['9月'] +y4 = df['10月'] + df['11月'] + df['12月'] + +plt.stackplot(x, y1, y2, y3, y4) + +plt.legend(['第一季度', '第二季度', '第三季度', '第四季度']) + +plt.title('电脑配件季度销售情况') + +plt.show() diff --git "a/03_Matplotlib/24_\347\203\255\345\212\233\345\233\276.py" "b/03_Matplotlib/24_\347\203\255\345\212\233\345\233\276.py" new file mode 100644 index 0000000000000000000000000000000000000000..5133ff3ba144015319bc4a28444b1646d5720807 --- /dev/null +++ "b/03_Matplotlib/24_\347\203\255\345\212\233\345\233\276.py" @@ -0,0 +1,45 @@ +import matplotlib.pyplot as plt +import pandas as pd + +""" +热力图： + 语法格式： + plt.imshow(x) + + 参数说明： + x:数据 +""" +x = [ + [1, 2], + [3, 4], + [5, 6], + [7, 8], + [9, 10] +] + +plt.imshow(x) +# 显示颜色条 +plt.colorbar() +plt.show() + +# 使用热力图 +df = pd.read_excel('libs/成绩表.xlsx') + +# 解决中文乱码 +plt.rcParams['font.sans-serif'] = ['SimHei'] +x = df.loc[:, '数学':'英语'].values +print(x) + +# 设置x轴的坐标轴的刻度 +plt.xticks(range(3), ['数学', '语文', '英语']) +plt.yticks(range(10),df['姓名']) + +# 绘制热力图 +plt.imshow(x) + +# 显示颜色条 +plt.colorbar() + +# 设置标题 +plt.title('学生成绩热力图') +plt.show() diff --git "a/03_Matplotlib/25_\345\237\272\346\234\254\347\256\261\345\236\213\345\233\276.py" "b/03_Matplotlib/25_\345\237\272\346\234\254\347\256\261\345\236\213\345\233\276.py" new file mode 100644 index 0000000000000000000000000000000000000000..81451ffcf5e2a21d50d2382980cd247b62d85f6b --- /dev/null +++ "b/03_Matplotlib/25_\345\237\272\346\234\254\347\256\261\345\236\213\345\233\276.py" @@ -0,0 +1,71 @@ +import matplotlib.pyplot as plt +import pandas as pd + +""" +语法格式 + plt.boxplot(x, whis=None, widths=None, + patch_artist=None, showmeans=None, boxprops=None) +参数说明 + x: 指定要绘制箱形图的数据 + whis: 指定上下限与上下四分位的距离，默认为1.5倍的四分位差 + widths: 指定箱形图的宽度，默认为0.5 + patch_artist: 是否填充箱体的颜色 +""" +# 简单的箱形图 +x = [1, 3, 5, 7, 9] +x2 = [10, 78, 45, 34, 45, 87] +x3 = [43, 54, 1, 35, 65, 98, 78] + +plt.boxplot([x, x2, x3]) +plt.show() + +""" +判断异常值： + 下四分位数--Q1 + 指的是数据的25%分位点所对应的值 + 中位数 --Q2 + 数据的50%分位点所对应的值 + 上四分位数--Q3 + 75%分位点所对应的值 + 上限 + Q3+1.5(Q3-Q1) + 下限 + Q1-1.5(Q3-Q1) + + 异常值 + x>Q3+1.5(Q3-Q1)或xQ3+3(Q3-Q1)或x up) | (df['总消费'] < low)] +print(val) diff --git "a/03_Matplotlib/26_subplot\347\273\230\345\210\266\345\255\220\345\233\276.py" "b/03_Matplotlib/26_subplot\347\273\230\345\210\266\345\255\220\345\233\276.py" new file mode 100644 index 0000000000000000000000000000000000000000..bb0de1c4953ae68d88518a25cea84ca8b551c9fd --- /dev/null +++ "b/03_Matplotlib/26_subplot\347\273\230\345\210\266\345\255\220\345\233\276.py" @@ -0,0 +1,32 @@ +import matplotlib.pyplot as plt +import random + +""" +subplot函数: + 直接指定划分方式和位置，它可以将一个绘图区域划分为N个子图，每个subplot函数只能绘制一个子图 + plt.subplot(*args, **kwargs) + +注意事项： + 每绘制一个子图表都要调用一次subplot函数 + 绘图区域的位置编号 + +""" +# 利用subplot函数来绘制子图 + +# 绘制第一个子图 +plt.subplot(2, 2, 1) # 第一个绘图区 -- 两行两列，第一个位置 + +plt.plot([1, 2, 3, 4, 5], [random.randint(1, 10) for i in range(5)]) + +# 绘制第二个子图 +plt.subplot(222) # 第二个绘图区,简写形式 -- 两行两列，第二个位置 + +plt.plot([1, 2, 3, 4, 5], [random.randint(1, 10) for i in range(5)], 'ro') + +# 绘制第三个子图 +plt.subplot(2, 1, 2) # 第三个绘图区 -- 两行一列，在第二行 +x = [1, 2, 3, 4, 5] +y = [random.randint(10, 50) for i in range(5)] + +plt.bar(x, y) +plt.show() diff --git "a/03_Matplotlib/27_subplots\347\273\230\345\210\266\345\255\220\345\233\276.py" "b/03_Matplotlib/27_subplots\347\273\230\345\210\266\345\255\220\345\233\276.py" new file mode 100644 index 0000000000000000000000000000000000000000..b18588224bea3e11a4b15b4a5b5cb6c89e8722e4 --- /dev/null +++ "b/03_Matplotlib/27_subplots\347\273\230\345\210\266\345\255\220\345\233\276.py" @@ -0,0 +1,27 @@ +import random + +import matplotlib.pyplot as plt + +""" +subplots函数: + plt.subplots(nrows, ncols) -- 无法合并单元格，不灵活 +""" +figure, axis = plt.subplots(2, 2) # 将画布分成 2行2列 -- 返回画布和轴 + +# 绘制子图 -- 第一个绘图区域绘制 折线图 +axis[0, 0].plot([1, 2, 3, 4, 5], [random.randint(1, 10) for i in range(5)]) + +# 绘制子图 -- 第二个绘图区域绘制 散点图 +axis[0, 1].plot([1, 2, 3, 4, 5], [random.randint(1, 10) for i in range(5)], 'ro') + +# 绘制子图 -- 第三个绘图区域绘制 柱状图 +x = [1, 2, 3, 4, 5] +y = [random.randint(10, 50) for i in range(5)] + +axis[1, 0].bar(x, y) + +# 绘制子图 -- 第四个绘图区域绘制 饼图 +x = [random.randint(10, 50) for i in range(5)] + +axis[1, 1].pie(x, autopct='%1.1f%%') +plt.show() diff --git "a/03_Matplotlib/28_add_subplot\347\273\230\345\210\266\345\255\220\345\233\276.py" "b/03_Matplotlib/28_add_subplot\347\273\230\345\210\266\345\255\220\345\233\276.py" new file mode 100644 index 0000000000000000000000000000000000000000..79cb4c2039ebacdc902c10868d4c6d11f62c559d --- /dev/null +++ "b/03_Matplotlib/28_add_subplot\347\273\230\345\210\266\345\255\220\345\233\276.py" @@ -0,0 +1,27 @@ +import random + +import matplotlib.pyplot as plt + +""" +add_subplot函数 + fig.add_subplot(行，列，区域) +""" + +fig = plt.figure() # 绘制画布 + +# 绘制第一个子图 +ax1 = fig.add_subplot(2, 2, 1) +ax1.plot([1, 2, 3, 4, 5], [random.randint(1, 10) for i in range(5)]) + +# 绘制第二个子图 +ax2 = fig.add_subplot(2, 2, 2) +ax2.plot([1, 2, 3, 4, 5], [random.randint(1, 10) for i in range(5)], 'ro') + +# 绘制第三个子图 +x = [1, 2, 3, 4, 5] +y = [random.randint(10, 50) for i in range(5)] + +ax3 = fig.add_subplot(2, 1, 2) +ax3.bar(x, y) + +plt.show() diff --git "a/03_Matplotlib/30_\350\241\250\346\240\274\347\232\204\344\277\235\345\255\230.py" "b/03_Matplotlib/30_\350\241\250\346\240\274\347\232\204\344\277\235\345\255\230.py" new file mode 100644 index 0000000000000000000000000000000000000000..3364a5ec1d12932e3c9b7c263cba9b5cf0b1678e --- /dev/null +++ "b/03_Matplotlib/30_\350\241\250\346\240\274\347\232\204\344\277\235\345\255\230.py" @@ -0,0 +1,34 @@ +import random + +import matplotlib.pyplot as plt +""" +图表保存支持的格式： + JPEG、TIFF、PNG + +语法格式: + plt.savefig(图名） + +注意事项: + savefig方法必须在show()方法前，否则保存后的图片是白色，图表无法保存 +""" +fig = plt.figure() # 绘制画布 + +# 绘制第一个子图 +ax1 = fig.add_subplot(2, 2, 1) +ax1.plot([1, 2, 3, 4, 5], [random.randint(1, 10) for i in range(5)]) + +# 绘制第二个子图 +ax2 = fig.add_subplot(2, 2, 2) +ax2.plot([1, 2, 3, 4, 5], [random.randint(1, 10) for i in range(5)], 'ro') + +# 绘制第三个子图 +x = [1, 2, 3, 4, 5] +y = [random.randint(10, 50) for i in range(5)] + +ax3 = fig.add_subplot(2, 1, 2) +ax3.bar(x, y) + +plt.savefig('libs/图表.png') # 保存图表 +plt.show() + + diff --git a/03_Matplotlib/libs/.DS_Store b/03_Matplotlib/libs/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..2cad22a9baeafd8a02076f4cff84be96c3c08634 Binary files /dev/null and b/03_Matplotlib/libs/.DS_Store differ diff --git "a/03_Matplotlib/libs/JD\346\211\213\346\234\272\351\224\200\345\224\256\346\225\260\346\215\256.xlsx" "b/03_Matplotlib/libs/JD\346\211\213\346\234\272\351\224\200\345\224\256\346\225\260\346\215\256.xlsx" new file mode 100644 index 0000000000000000000000000000000000000000..3566863e9970a6545bc36e6d57d7c656e0d29284 Binary files /dev/null and "b/03_Matplotlib/libs/JD\346\211\213\346\234\272\351\224\200\345\224\256\346\225\260\346\215\256.xlsx" differ diff --git "a/03_Matplotlib/libs/Seaborn\345\233\276\350\241\250.ipynb" "b/03_Matplotlib/libs/Seaborn\345\233\276\350\241\250.ipynb" new file mode 100644 index 0000000000000000000000000000000000000000..a831daedaf4d2e83efed39211a530e15f5fbebcb --- /dev/null +++ "b/03_Matplotlib/libs/Seaborn\345\233\276\350\241\250.ipynb" @@ -0,0 +1,478 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#绘制简单的柱状图\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "sns.set_style('white') # 设置风格样式\n", + "\n", + "#plt.figure()\n", + "x=[1,2,3,4,5]\n", + "y=[90,54,34,5,45]\n", + "sns.barplot(x,y)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 常用图表的绘制--折线图\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import pandas as pd \n", + "\n", + "# 设置样式\n", + "sns.set_style('darkgrid')\n", + "# 解决中文乱码\n", + "\n", + "plt.rcParams['font.sans-serif']=['SimHei']\n", + "\n", + "# 读取数据\n", + "df=pd.read_excel('成绩表.xlsx')\n", + "\n", + "sns.relplot(x='姓名',y='数学',kind='line',data=df)\n", + "\n", + "plt.xticks(df['姓名'],rotation=45)\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 常用图表的绘制--折线图\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import pandas as pd \n", + "\n", + "# 设置样式\n", + "sns.set_style('darkgrid')\n", + "# 解决中文乱码\n", + "\n", + "plt.rcParams['font.sans-serif']=['SimHei']\n", + "\n", + "# 读取数据\n", + "df=pd.read_excel('成绩表.xlsx')\n", + "\n", + "sns.lineplot(x='姓名',y='数学',data=df)\n", + "\n", + "plt.xticks(df['姓名'],rotation=45)\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 常用图表的绘制--折线图(多折线图)\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import pandas as pd \n", + "\n", + "# 设置样式\n", + "sns.set_style('darkgrid')\n", + "# 解决中文乱码\n", + "\n", + "plt.rcParams['font.sans-serif']=['SimHei']\n", + "\n", + "# 读取数据\n", + "df=pd.read_excel('成绩表.xlsx')\n", + "\n", + "df1=df[['数学','语文','英语']]\n", + "\n", + "dfs=[df1['数学'],df1['语文'],df1['英语']]\n", + "\n", + "sns.lineplot(data=dfs)\n", + "\n", + "#plt.xticks(df['姓名'],rotation=45)\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 绘制直方图\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import pandas as pd \n", + "\n", + "# 设置样式\n", + "sns.set_style('darkgrid')\n", + "# 解决中文乱码\n", + "\n", + "plt.rcParams['font.sans-serif']=['SimHei']\n", + "\n", + "# 读取数据\n", + "df=pd.read_excel('data2.xls')\n", + "\n", + "data=df[['得分']] # 准备数据\n", + "\n", + "sns.distplot(data,rug=True)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#绘制条形图\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import pandas as pd \n", + "\n", + "# 设置样式\n", + "sns.set_style('darkgrid')\n", + "# 解决中文乱码\n", + "\n", + "plt.rcParams['font.sans-serif']=['SimHei']\n", + "\n", + "# 读取数据\n", + "df=pd.read_excel('成绩表.xlsx')\n", + "\n", + "#条形图\n", + "sns.barplot(x='姓名',y='数学',data=df)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 散点图\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "\n", + "# 设置样式\n", + "sns.set_style('darkgrid')\n", + "# 解决中文乱码\n", + "\n", + "plt.rcParams['font.sans-serif']=['SimHei']\n", + "\n", + "# 读取数据\n", + "df=sns.load_dataset('tips') #关于小费数据集，是seaborn自带的\n", + "\n", + "sns.relplot(x='total_bill',y='tip',data=df,color='r')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 线性回归图表分析， 小费\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "\n", + "# 设置样式\n", + "sns.set_style('darkgrid')\n", + "# 解决中文乱码\n", + "\n", + "plt.rcParams['font.sans-serif']=['SimHei']\n", + "\n", + "# 读取数据\n", + "df=sns.load_dataset('tips') #关于小费数据集，是seaborn自带的\n", + "\n", + "#绘制\n", + "sns.lmplot(x='total_bill',y='tip',data=df)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 箱型图\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "\n", + "# 设置样式\n", + "sns.set_style('darkgrid')\n", + "# 解决中文乱码\n", + "\n", + "plt.rcParams['font.sans-serif']=['SimHei']\n", + "\n", + "# 读取数据\n", + "df=sns.load_dataset('tips') #关于小费数据集，是seaborn自带的\n", + "\n", + "sns.boxplot(x='day',y='total_bill',hue='time',data=df)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 绘制核密度图\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "\n", + "# 设置样式\n", + "sns.set_style('darkgrid')\n", + "# 解决中文乱码\n", + "\n", + "plt.rcParams['font.sans-serif']=['SimHei']\n", + "\n", + "# 读取数据\n", + "df=sns.load_dataset('iris') #是seaborn自带的\n", + "#\n", + "sns.kdeplot(df['petal_width'],shade=True,color='r')\n", + "\n", + "sns.kdeplot(df['petal_length'],shade=True,color='b')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 边际核密度图\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "\n", + "# 设置样式\n", + "sns.set_style('darkgrid')\n", + "# 解决中文乱码\n", + "\n", + "plt.rcParams['font.sans-serif']=['SimHei']\n", + "\n", + "# 读取数据\n", + "df=sns.load_dataset('iris') #是seaborn自带的\n", + "\n", + "# 绘制\n", + "sns.jointplot(x=df['sepal_length'],y=df['sepal_width'],kind='kde',space=0)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 提琴图\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "\n", + "# 设置样式\n", + "sns.set_style('darkgrid')\n", + "# 解决中文乱码\n", + "\n", + "plt.rcParams['font.sans-serif']=['SimHei']\n", + "\n", + "# 读取数据\n", + "df=sns.load_dataset('tips') #关于小费数据集，是seaborn自带的\n", + "\n", + "\n", + "sns.violinplot(x='total_bill',y='day',hue='time',data=df)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.6" + } + }, + "nbformat": 4, + 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "x=[1,2,3,4,5]\n", + "y=[10,20,30,40,50]\n", + "plt.plot(x,y,color='r',linestyle='-.') # 点\n", + "\n", + "y=[10,15,20,25,30]\n", + "plt.plot(x,y,color='b',linestyle='--') # 双划线\n", + "\n", + "y=[10,13,16,19,22]\n", + "plt.plot(x,y,color='g',linestyle=':')# 虚线\n", + "\n", + "y=[10,18,26,34,42]\n", + "plt.plot(x,y,color='pink',linestyle='-')# 实线\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 散点图\n", + "import matplotlib.pyplot as plt\n", + "x=[1,2,3,4,5]\n", + "y=[2,10,6,7,17]\n", + "plt.plot(x,y,'r*')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 绘制未来15天天气预报的折线图\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "from pandas.plotting import register_matplotlib_converters\n", + "register_matplotlib_converters()\n", + "df=pd.read_excel('未来15天天天气报.xlsx')\n", + "x=df['日期']\n", + "y=df['温度']\n", + "plt.plot(x,y,marker='o',color='r',mfc='w') #markerfacecolor简写mfc\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "# 设置画布的颜色\n", + "# 绘制未来15天天气预报的折线图\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "from pandas.plotting import register_matplotlib_converters\n", + "register_matplotlib_converters()\n", + "df=pd.read_excel('未来15天天天气报.xlsx')\n", + "\n", + "plt.figure(facecolor='yellow',figsize=(10,6))\n", + "\n", + "x=df['日期']\n", + "y=df['温度']\n", + "plt.plot(x,y,marker='o',color='r',mfc='w') #markerfacecolor简写mfc\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 设置坐标轴的标题\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "from pandas.plotting import register_matplotlib_converters\n", + "register_matplotlib_converters()\n", + "df=pd.read_excel('未来15天天天气报.xlsx')\n", + "\n", + "# 用于处理中文\n", + "plt.rcParams['font.sans-serif']=['SimHei']\n", + "plt.figure(figsize=(10,6))\n", + "\n", + "x=df['日期']\n", + "y=df['温度']\n", + "\n", + "plt.xlabel('2021年五一') # x轴的标题\n", + "plt.ylabel('室外温度') #y轴的标题\n", + "plt.plot(x,y,marker='o',color='r',mfc='w') #markerfacecolor简写mfc\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 设置坐标轴的刻度\n", + "import matplotlib.pyplot as plt\n", + "import random\n", + "x=[i for i in range(1,11)] # 列表生成式\n", + "y=[random.randint(1,10) for _ in range(10)]\n", + "\n", + "plt.plot(x,y,marker='o',mfc='w')\n", + "\n", + "month=[str(i)+'月' for i in range(1,11)]\n", + "\n", + "plt.xticks(range(1,11),month) # # 设置x轴坐标轴刻度\n", + "plt.yticks(range(1,11)) # 设置y轴坐标轴刻度\n", + "\n", + "plt.xlim(1,10) # 设置坐标轴范围\n", + "plt.ylim(1,20)\n", + "\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 设置坐标轴的刻度\n", + "import matplotlib.pyplot as plt\n", + "import random\n", + "x=[i for i in range(1,11)] # 列表生成式\n", + "y=[random.randint(1,10) for _ in range(10)]\n", + "\n", + "plt.plot(x,y,marker='o',mfc='w')\n", + "\n", + "month=[str(i)+'月' for i in range(1,11)]\n", + "\n", + "plt.xticks(range(1,11),month) # # 设置x轴坐标轴刻度\n", + "plt.yticks(range(1,11)) # 设置y轴坐标轴刻度\n", + "\n", + "\n", + "#plt.grid(color='r',linestyle='--',linewidth='1')\n", + "#plt.grid(color='r',linestyle='--',linewidth='1',axis='x')# 隐藏x轴网格线\n", + "\n", + "plt.grid(color='0.5',linestyle='--',linewidth='1',axis='y')# 隐藏y轴网格线\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 添加文本标签\n", + "import matplotlib.pyplot as plt\n", + "import random\n", + "x=[i for i in range(1,11)] # 列表生成式\n", + "y=[random.randint(1,10) for _ in range(10)]\n", + "\n", + "plt.plot(x,y,marker='o',mfc='w')\n", + "\n", + "month=[str(i)+'月' for i in range(1,11)]\n", + "\n", + "plt.xticks(range(1,11),month) # # 设置x轴坐标轴刻度\n", + "plt.yticks(range(1,11)) # 设置y轴坐标轴刻度\n", + "\n", + "# 添加文本标签\n", + "for a,b in zip(x,y):\n", + " plt.text(a,b,b,ha='center',va='bottom',fontsize=15,color='r')\n", + " \n", + "# 添加图表的标题\n", + "plt.title('测试练习折线图',fontsize=18)\n", + "\n", + "# 添加图例\n", + "plt.legend(('销售次数',))\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "x=[1,2,3,4,5,6]\n", + "y=[10,42,35,46,7,34]\n", + "plt.plot(x,y,marker='o')\n", + "for a,b in zip(x,y):\n", + " plt.text(a,b,b,ha='center',va='bottom',fontsize=12,color='r')\n", + "# 添加文本注释\n", + "\n", + "plt.annotate('最大数',xy=(4,46),xytext=(5,46),arrowprops=dict(facecolor='r',shrink=0.05))\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 图表与画布边缘的间距\n", + "import matplotlib.pyplot as plt\n", + "x=[1,2,3,4,5,6]\n", + "y=[10,42,35,46,7,34]\n", + "plt.plot(x,y,marker='o')\n", + "for a,b in zip(x,y):\n", + " plt.text(a,b,b,ha='center',va='bottom',fontsize=12,color='r')\n", + "# 添加文本注释\n", + "\n", + "plt.annotate('最大数',xy=(4,46),xytext=(5,46),arrowprops=dict(facecolor='r',shrink=0.05))\n", + "\n", + "\n", + "# 设置间距\n", + "plt.subplots_adjust(left=0.2,right=0.9,top=0.9,bottom=0.2)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 设置 坐标轴刻度线\n", + "# 图表与画布边缘的间距\n", + "import matplotlib.pyplot as plt\n", + "x=[1,2,3,4,5,6]\n", + "y=[10,42,35,46,7,34]\n", + "plt.plot(x,y,marker='o')\n", + "for a,b in zip(x,y):\n", + " plt.text(a,b,b,ha='center',va='bottom',fontsize=12,color='r')\n", + "# 添加文本注释\n", + "\n", + "plt.annotate('最大数',xy=(4,46),xytext=(5,46),arrowprops=dict(facecolor='r',shrink=0.05))\n", + "\n", + "\n", + "# 设置间距\n", + "plt.subplots_adjust(left=0.2,right=0.9,top=0.9,bottom=0.2)\n", + "\n", + "# 设置是否显示坐标轴刻度线\n", + "\n", + "#plt.tick_params(bottom=False,left=True,right=True,top=True) # 底则不显示\n", + "\n", + "# 设置坐标轴刻度线显示的方向\n", + "plt.rcParams['xtick.direction']='in'\n", + "plt.rcParams['ytick.direction']='out'\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git "a/03_Matplotlib/libs/\345\271\277\345\221\212\346\224\257\345\207\272.xlsx" "b/03_Matplotlib/libs/\345\271\277\345\221\212\346\224\257\345\207\272.xlsx" new file mode 100644 index 0000000000000000000000000000000000000000..781940e6c74668ec29e8873923c84c5d06c0ba02 Binary files /dev/null and "b/03_Matplotlib/libs/\345\271\277\345\221\212\346\224\257\345\207\272.xlsx" differ diff --git "a/03_Matplotlib/libs/\346\210\220\347\273\251\350\241\250.xlsx" 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and "b/03_Matplotlib/libs/\346\234\252\346\235\24515\345\244\251\345\244\251\346\260\224\351\242\204\346\212\245.xlsx" differ diff --git "a/03_Matplotlib/libs/\347\273\230\345\210\266\345\270\270\347\224\250\345\233\276\350\241\250.ipynb" "b/03_Matplotlib/libs/\347\273\230\345\210\266\345\270\270\347\224\250\345\233\276\350\241\250.ipynb" new file mode 100644 index 0000000000000000000000000000000000000000..f30598b2056f1c603591c831c9e3ee1b960a4e71 --- /dev/null +++ "b/03_Matplotlib/libs/\347\273\230\345\210\266\345\270\270\347\224\250\345\233\276\350\241\250.ipynb" @@ -0,0 +1,1110 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#折线图\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "df=pd.read_excel('成绩表.xlsx')\n", + "\n", + "x=df['姓名']\n", + "\n", + "y1=df['数学']\n", + "y2=df['语文']\n", + "y3=df['英语']\n", + "\n", + "# 解决中文乱码问题\n", + "plt.rcParams['font.sans-serif']=['SimHei']\n", + "\n", + "#设置画布大小\n", + "plt.figure(figsize=(10,6))\n", + "\n", + "plt.plot(x,y1,label='数学',color='r',marker='o')\n", + "plt.plot(x,y2,label='语文',color='g',marker='o',linestyle='--')\n", + "plt.plot(x,y3,label='英语',color='b',marker='o',linestyle='-.')\n", + "\n", + "#设置网格线\n", + "plt.grid(axis='y') # 关闭y轴网格线\n", + "\n", + "#设置坐标轴的标题\n", + "plt.ylabel('分数')\n", + "plt.xlabel('姓名')\n", + "\n", + "#设置图表的图例\n", + "plt.legend(['数学','语文','英语'])\n", + "\n", + "#设置坐标轴的刻度\n", + "plt.yticks(range(50,150,10))\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#绘制简单的柱状图\n", + "import matplotlib.pyplot as plt\n", + "import random\n", + "x=[1,2,3,4,5]\n", + "height=[random.randint(10,100) for i in range(5)]\n", + "plt.bar(x,height)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 基本柱状图\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "df=pd.read_excel('产品销售统计.xlsx')\n", + "\n", + "# 解决中文乱码\n", + "plt.rcParams['font.sans-serif']=['SimHei']\n", + "\n", + "# 设置画布的大小\n", + "plt.figure(figsize=(10,6))\n", + "x=df['产品名称']\n", + "height=df['总量']\n", + "\n", + "#设置网格线\n", + "plt.grid(axis='y',linestyle='--')\n", + "\n", + "#设置x轴，y轴的标签\n", + "plt.xlabel('产品名称')\n", + "plt.ylabel('销量')\n", + "\n", + "# 设置图表的标题\n", + "plt.title('2020年度产品销售量',fontsize=18)\n", + "\n", + "#设置文本标签\n", + "for a,b in zip(x,height):\n", + " plt.text(a,b,format(b,','),ha='center',va='center',fontsize=12,color='b',alpha=0.9)\n", + "\n", + "plt.bar(x,height,width=0.5,alpha=0.5)\n", + "\n", + "#设置图例\n", + "plt.legend(('销售额',))\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + 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CIp1zVwJVzKxWXssKOD4RERE5iR06dIj9+/ezZcsWVq5cybx583jppZdITU096jYHDx4skFgKLCkzs2uBfcAmIAZ4L1j0GXDVcZSJiIiIALB161aaNWtGamoq6enp7Ny5k1tvvZUDBw6QnJx8XAnTrFmzuPLKK2nTpg2tWrVi8ODBrFixgsqVKx91LurVq1fTpk2bzOeHDh36w8eUoUDGKTOzEsCTQDtgBlAW+DVYvAeoeRxlOe2/J9AT4Nxzz83v8EVERCQP8nsop7zsb8CAASQlJVGlShWioqKoVq0aiYmJVKpUiSZNmtCvXz9++OEHRo4cScmSJbNtu3fvXl599VXatWuHc44WLVrQqlUrAKZNm0axYsXo0KEDzjl27dqVOYXSXXfdxdq1aylbtiwAJUqUoHXr1qSnp1OyZElmzJiRL8dfUIPHDgTGOed2BbeYJgGlg2Xl8DV0eS07gnNuAjAB/DhlBRC/iIiIhJn58+ezb98+HnvsMcaPH8/dd9/N6NGjGThwIG+//TYPPvggl19+Oddddx19+/bNdV//+9//6N27N8WLF2ft2rWsW7eOihUrMmDAAC666CJSU1OZOHEi1apVIzIyknHjxlG6dGmGDBnCG2+8QWxsLHFxcXmaZzOvCiop+zNwrZndD1wMnAusAxYBUcBqYD2+efJYZSIiIiI0a9aMmjVr8ssvvzBo0CDi4uJo2LAhp512GrVq1eKHH37g8ssvz9O+LrzwQubNm8esWbOYNGkSvXv3pmLFisyfP5/o6Gh69OhBiRIlAEhPT+f9999nwYIFrF69mnbt2rFt2za2bdvG0qVL+fTTT/Pl+AokKXPOXZ3x2MzigBuAL8ysCnA90AhweSwTERERAeCTTz7h3XffpUyZMmzZsoXU1FQWL15McnIyDz74YJ7388MPP/D0009TvXp1brvttszJzG+66Sa2bdtGs2bNGDhwINdffz0HDhzgnnvuoVu3btx1111ER0ezYcMGzj//fPr3759vx1bgc18652IAzCwGaAYMd87tPp4yEREREfBzUY4aNYpGjRoxffp0tm3bRq9evY57P7Vr12bSpEns27ePNWvW0LhxY5588klSUlIYOnQod9xxBxlTUe7Zs4fExESefPJJSpYsScb0jjt37szsd5YfCm1CcufcTn67s/K4ykREREQAqlSpwuDBg0lJSWHBggXUrl2b6dOnA7B48WK2bNlCZGTkUbd3zpGWlsaePXu4+eabKVWqFAD79+/n119/ZdmyZbRv356UlBSGDRtGdHQ0e/fupVGjRnz66ae0bduWV155hSlTplC7du18S8igEJMyERERkT/qgQceoFq1asycOZPHH3+cqlWr0rlzZ1atWkX//v158cUXGT16NMWLF89x+4MHDzJixAhuueUWYmNjM8vXr1/PY489xtSpU7Otv2LFCs455xwASpYsySOPPMJll11G48aN6devX74em5IyERER+V3ye0iMY/nxxx8ZOHAgXbp0YerUqUybNo3t27eTlpZGbGws48ePp27dujz00EPHtd/169fTsWNHOnXqdMSyhIQEevXqxb333suuXbuoXr06M2fOJD4+nm7durFhwwaGDh3Kdddd94ePzzLaS4uq6Ohol9G2G05+zwe1sD/cUjB27dpF3759SUlJ4amnnqJOnTqZyxYtWsSYMWNISkpi3LhxbNy4kQEDBuCcY+rUqZx33nlMmTKFnTt3HvN2bhGRwrZy5cps57QTiXOOYBivfJPT+2Vm3zrnonNaXzVlIvnsm2++YejQoezZs4cPP/yQxx9/PHPZm2++ydixY1m2bBkzZszgtNNOY/bs2cyfP585c+bQqFEj4uLiaNCgQQiPQETk5JPfCdnvUdBzX4qcdJo1a4Zzjueee4727dtnW9ayZUv69OnDiy++SOvWrbn99tspU6YM8fHxREVFERUVRdeuXUMUuYiIhJKSMpECcPrpp1O3bl2WLl2arXzRokXcfPPN/OUvf+HLL78EYM2aNaxbt45GjTQsn4jIyUxJmUg+mz59OikpKXTp0oXvvvsu27Jly5bRsmVLWrRowbfffktycjIDBgxg1KhRIYpWROTkdujQIfbv38+WLVtYuXIl8+bN46WXXiI1NfWo2xzPpOfHQ0mZSD6rXbs2Xbt25eGHH6ZmzZrMmzcvc9mdd97JNddcww033MDtt9/OsGHD2LJlCwMGDODDDz8MYdQiIkXD1q1badasGampqaSnp7Nz505uvfVWDhw4QHJyMgcPHiQtLY2cbmTMGKMsw6xZs7jyyitp06YNrVq1YvDgwaxYsYLKlSuTnJyc4+uvXr2aNm3aZD4/dOhQvh2b7r4sILr7UgDuu285ERGRnHFG7Txvo8+BiISrw+8mHBI3JF/3PyTm2Pu78847WbVqFT/++CNRUVFUq1aNNWvW8P3339OkSRP69evHV199xYwZM4iIyF73lJ6ezs0330z//v1xzpGenp450Oy0adMoVqwYHTp0wDnHrl27OOWUUyhWrBh33XUXa9eupWzZspn7yti+ZMmSzJgxI8dYdfelSBipXLluqEMQETlhzJ8/n3379vHYY48xfvx47r77bkaPHs3AgQN5++23efDBB7n88su57rrrGDRoUK77+t///kfv3r0pXrw4a9euZd26dVSsWJEBAwZw0UUXkZqaysSJE6lWrRqRkZGMGzeO0qVLM2TIEN544w1iY2OJi4vjiSeeyLfjU1ImIiIiRUKzZs2oWbMmv/zyC4MGDSIuLo6GDRty2mmnUatWLX744Qcuv/xyAFJSUihZsmS27Q8ePEiJEiUAuPDCC5k3bx6zZs1i0qRJ9O7dm4oVKzJ//nyio6Pp0aNH5rrp6em8//77LFiwgNWrV9OuXTu2bdvGtm3bWLp0KZ9++mm+HJ+SMhERESkyPvnkE959913KlCnDli1bSE1NZfHixSQnJ/Pggw9mrtewYcMjplo6/fTTmTt3LgA//PADTz/9NNWrV+e2225j8eLFbN26lZtuuolt27bRrFkzBg4cyPXXX8+BAwe455576NatG3fddRfR0dFs2LCB888/n/79++fbsSkpExERkSIjISGBUaNG0ahRI6ZPn862bdvo1avXEesdPiTR4WrXrs2kSZPYt28fa9asoXHjxjz55JOkpKQwdOhQ7rjjjsybBfbs2UNiYiJPPvkkJUuWJKMv+86dOzl06FC+TUqupExERESKjCpVqjB48GBSUlJYsGABtWvXZvr06QCZtV2Hd/DPyZ49e7j55pspVaoUAPv37+fXX39l2bJltG/fnpSUFIYNG0Z0dDR79+6lUaNGfPrpp7Rt25ZXXnmFKVOmULt27XxLyEBJmYiEidzmDAU/xtvUqVMZPnx4js8BOnTowMiRI6levXphhi4iheiBBx6gWrVqzJw5k8cff5yqVavSuXNnVq1aRf/+/Xnvvfd49tlnM/uDHS7jHNOhQwdiY2Mzy9evX89jjz3G1KlTs62/YsUKzjnnHABKlizJI488wmWXXUbjxo3p169fvh6bkjIRCQu5zRkKMGTIECZNmnTU57GxsXzzzTeFFq+I5G0Ii/z0448/MnDgQLp06cLUqVOZNm0a27dvJy0tjdjYWMaPH0/dunXp1KnTce13/fr1dOzYMcftEhIS6NWrF/feey+7du2ievXqzJw5k/j4eLp168aGDRsYOnQo11133R8+PiVlIhIWmjVrRmJiIs8999wRCdn777/P8uXLufPOO3n66adZvXp1tud16tTh9ddf17yhIie4mjVrZjZVAnTp0iXz8eHnjeNRtWpVFi5cmOOk5K1btwbgqquuylbesGFD7rvvvt/9mjlRUiYiYSPrnKEXXXRRZvnbb7/NrFmzOOWUU3jggQc4cOBAtucNGzakT58+zJkzJ4TRi0hRllNCVtg0zZKIhIXc5gytUKECVatWpUyZMhQvXvyI54sXL2batGnMmTOHsWPHhugIRET+GNWUiUhYyJgztFSpUrRo0YJ58+bRvHlzAO699166du3Knj17eOaZZ0hLS8v2/NJLLwV8P7M77rgjhEchIvL7KSkTkbBQr149Zs2aBcB9r9/Hsk3LWBi3MHN57V5+/tBP9356xPNP4z5lSMwQhmjiUBEpwpSUiUjYqVyjcqhDEJGTxKFDh0hNTWXv3r1s376ddevWsXr1anr16nXEjAAZsk7XlJ+UlImIiEiRsXXrVrp06cKsWbOIjIxk9+7d9O7dm0mTJpGenk6xYsVo06YN6enpR93HP//5T0qWLMmsWbMYMmQIp5xyCrt37+a8886jSZMmnH322SQnJ3Pqqacese3q1avp06cP8+bNA9CI/iIiIhJ6CQlD8nV/NWoce38DBgwgKSmJKlWqEBUVRbVq1UhMTKRSpUo0adKEfv36sW3bNr777jvmz5/PV199xaFDh4iJiSEmJoZGjRoRERGBc44WLVrQqlUrAKZNm0axYsXo0KEDzjl27dqVmXDdddddrF27lrJlywJQokQJWrduTXp6OiVLlmTGjBn5cvy6+1JERESKhPnz57Nv3z4ee+wxLrvsMu6//37Wrl3LwIEDadOmDU899RTXXXddZtPi7t27Oe20047YT/Hixfnf//7H9ddfT+vWralTpw49evTg4Ycf5vzzz6dt27Z06tSJjRs3AhAZGcm4ceN46aWXOP3005k5cyYPPfQQl156Ke+++26+HZ9qykRERKRIaNasGTVr1uSXX35h0KBBxMXF0bBhQ0477TRq1arFDz/8wOWXX565/tdff03r1q35/PPPj9jXhRdeyLx585g1axaTJk2id+/eVKxYkfnz5xMdHU2PHj0yk7v09HTef/99FixYwOrVq2nXrh3btm1j27ZtLF26lE8//TRfjk81ZSIiRdiuXbvo1q0bnTp1YuXKldmWLVq0iOuvv55evXrx9ddfs3nzZlq2bEnHjh3ZtWsX+/fvp127drRv356EhIQQHYHI8fnkk0947LHHGDJkCO+99x4zZ85kyJAhxMbGcsopp2Sut3v3bhYuXEjjxo0xM5KSkkhNTc1c/sMPP9CxY0c+//xzbrvtNjZv3szq1au56aabKFOmDM2aNWP27NkAHDhwgHvuuYd//OMf1KpVi+joaBo0aECPHj3yLSED1ZSJiBRpuc0ZumTJEoYPH079+vUB6N+/P8OHDyclJYWpU6diZnTv3p3LL7+cESNGMHLkyFAdhkieJSQkMGrUKBo1asT06dPZtm0bvXr1OmK9nj178swzz1CsWDGuu+46Hn/88WwJVO3atZk0aRL79u1jzZo1NG7cmCeffJKUlBSGDh3KHXfcgXMOgD179pCYmMiTTz5JyZIliY+PB2Dnzp1Fo6O/mVUELgUWO+e2FdTrSNG3a9cu+vbtS0pKCk899RR16tQ5Yp0OHTowcuRIFi5cyH/+8x/S09PZtGkTnTp1yvb8k08+CcERiIRObnOGLl68mK+//prt27czbtw4Nm7cSP369Tl48CDvvPMOERER/OUvf+HMM88kOTk5REcgcnyqVKnC4MGDSUlJYcGCBdSuXTtzPszFixezdetWAN544w1KlSoF+Hkr//3vfwPQqFEjwCdaN998c+Y6+/fv59dff2XZsmW0b9+elJQUhg0bRnR0NHv37qVRo0Z8+umntG3blldeeYUpU6ZQu3btfEvIoICSMjM7G/gQmAmMMrNrgW+BtcEqfZxzy8zsaaAV8JVzrnew7RFlcmLL7UofIDY2lm+++Qbwk8926dKFjz/+mNTUVDp06JDtucjJ6Ghzho4YMYLy5cuzaNEiJk+eTKlSpTAz0tLSSEpKolKlSpnz/e3evTtU4YsclwceeIBq1aoxc+ZMHn/8capWrUrnzp1ZtWoV/fv3JyIigjVr1tCyZcsct1+xYgVpaWlUrFiR2NjYzPL169fz2GOPMXXq1CPWP+eccwAoWbIkjzzyCJdddhmNGzemX79++XpsBVVTVhd4yDm3yMxOA7oD7zjnHs1YwcyigauAhsCjZvZnYNfhZc652CP2LieU3K70U1NTef311+natWu28hkzZjBx4sSjPhc5WUyfPp2YmBi6dOnCuHHj6Ny5c+ayd955h3vuuYcdO3YQERFBvXr1iI+PJyUlhWrVqlGvXj0WLFjAFVdcQenSpUN4FFJU5WUIi/z0448/MnDgQLp06cLUqVOZNm0a27dvJy0tjdjYWMaPHw9AtWrViIuLy3EfjRo14uDBg9k+8+vXr6djx4506tTpiPUTEhLo1asX9957L7t27aJ69erMnDmT+Ph4unXrxoYNGxg6dCjXXXfdHz6+AknKMhIpM7san2BNB9qbWWPgZ6AbcDXwgXPOmVks0BbYnUOZkrKTwNGu9MeOHUufPn2YM2dOZtmqVauoWbMmkZGROT4XOZnkNmdoqVKluPHGG4mMjOTVV1+lRIkS3H///ezdu5cJEyZQsWJFevfuzeTJk9WfTIqEmjVrZjZVgm89yZD1oj6jqTInixYtOqKsatWqLFy4MLPmOKvWrVsDvgk0q4YNG3LfffflPfg8KMg+ZQbcAqQCS4GmzrmNZjYO3zxZFvgpWH0PcCZwKIeynPbdE+gJcO655xbUIUghye1Kf/Hixfz8888sWrSIpKQkRo4cyaxZszJ/dIAjnoucTLLOGTp37n1ERCwjIcHPGXr11XD11ZcAkJQ0DoBnnqkJQHLyKyQnw6uvvhqCqEUKVoUKFY57m5wSssJWYENiOO9+YCFwlnNuY7BoFVALSAIy6g7LBbHkVJbTvic456Kdc9GVKlUqqEOQQpJxpf/www9Ts2bNzKkrAKZMmcLo0aNp2bIlvXv7LoaLFi3i0ksvzVzn8OciJ6sLL6zMBRecEeow5ASXcUei5O73vE8F1dH/UWCjc24KUAEYb2argB+A9sCzwEHgZmAaEAUk4m8GOLxMTnBZr/Tve/0+lm1axsK4hdlXioHJiZMhES667yKG/mdo5qL33nuv0GIVETmZlSpViu3bt3P66aeHRc1SuHLOsX379sw7O/OqoJovJwDvmVkPfCJ2NfAWYMAnzrlYM4sAhpnZGKBl8PdzDmVyEqlco3KoQxARkaOoWrUq69evzxx2Qo6uVKlSVK1a9bi2KaiO/juBZocVNzhsnfTgjsvWwBjnXAJATmUiIiISesWLF6dGjRqhDuOEFdIR/Z1z+/F3ZuZaJiIiInKi09yXIiIiImFASZmIiIhIGFBSJiIiIhIGlJSJFFG7du2iW7dudOrUiZUrV+a6bPPmzbRs2ZKOHTuya9cu9u/fT7t27Wjfvj0JCbqfRkQkHIS0o7+ceHbt2kXfvn1JSUnhqaeeok6dOpnLvvrqKwYMGIBzjqlTp7Jx40bGjBlDUlIS48aNY+PGjUzuOxmHo/1j7alwVoXQHUgRkNtE7ocv27lzJ8OHDyclJYWpU6diZnTv3p3LL7+cESNGaIodEZEwoJoyyVcZycDjjz/Ohx9+mG3ZmjVrmD17Nv369WPOnDm8+eabjB07ln79+jFjxgzWrFnDrc/fyhUdr+DHr38M0REUHc2aNcM5x3PPPUf79u1zXbZx40bq169PgwYNSEhIIDExkcsuu4wzzzyT5OTkEB2BiIhkpaRM8lVuicLtt99OmTJliI+PJyoqipYtW9KnTx9efPFFWrduze23307xUsXZsGYDZ9U8K0RHULRkncg9t2WlSpXCzEhLSyMpKYmSJUtmjsa9e/fuwg5bRERyoKRM8l1uicKaNWtYt24djRo1YtGiRdx888385S9/4csvvwRg+7rt7Nmyh6oXHd8oyCej6dOnk5KSQpcuXfjuu+9yXVavXj3i4+NZvHgx1apVIzo6mgULFvDrr79SunTpo7yCSNGQW//Kr776iqZNm3L11Vfz888/s2jRIq6//np69erF119/fUR/S5FQUp8yyVfTp08nJiaGLl26MG7cODp37py5LDk5mQEDBvDaa68BsGzZMgYPHkxSUhLPPPMMHTp0YP6r87lxwI2hCr9IyZjIvVSpUrRo0YJ58+bRvHnzI5YNGzaMs846i/vvv5+9e/cyYcIEKlasSO/evZk8ebL6k0mRl1v/yoxuE/Pnz2fOnDk45xg+fDj169cHoH///tn6W/bp0ydUhyGipEzyV26JwrBhw9iyZQsDBgygVatW3HnnnVxzzTWYGS+++CLDhg1j3659zH91PrUur0Wdq+sc49VOblkncp879z4iIpaRkOAnci9bFsaNaxis+Q47dsAzz9QEIDn5FZKT4dVXXw1F2CL5rlmzZiQmJvLcc89lS8jAd5sAiI+Pp3Xr1rz++ut8/fXXbN++PfMGo/r163Pw4EHeeeedUIQvkklJmeSrrInCffctZ9mySBb6PIHIyGdo3vwZAL7/3pe1aNEOgJkzITIymrvGRhZ2yCeECy/URO5ycsvabeKiiy7Ktixrt4mLLrqI8uXLs2jRIiZPnnxEf0uRUFKfMikwlSvX5Ywzaoc6DBE5weXWvzKj28SoUaMAMmvDduzYQURExBH9LUVCSTVlIiJSpB1Pt4lSpUpx4403EhkZyauvvkqJEiWy9bcUCSUlZSIiUqRl7TaxfPlyNm58JbN/ZffukXTv3jxY0/ebuPrqSwBIShoH+P6WNWoMKdSYRXKipExERE4YdevWpUyZM0Idhsjvoj5lIiIiImFASVmIHTiwixkzujF9+pGDHgJMmTKFMWPGZD7/7LPPeOSRRwD45ZdfaN++Pc2aNeOLL74otJhFREQk/ykpC7Fff/2GmJihNGly5FyRS5cuJS4uDuccABs2bOCjjz4iNTUVgPHjx/O3v/2NDz74QAOAioiIFHFKykLsgguaAY4vvzxyrsioqCi6du2a+bxKlSr069cv83l6ejoHDhzgl19+oVKlSoUVsoiIiBQAJWVhoHTp06lUKee5InPTt29fxo4dS4sWLejZs2cBRSciIiKFQUlZiK1YMZ20tBTq1z9y0MOjSUlJoVu3bjz00EP07NmTJk2a0LChn1Ln8Ml1586dS69evejVqxdXXHFF5j769+9PXFxcQRySiIiI/A4aEiPEzjijNh991JVixUrx4IPZBz08mk2bNjF69Gj27NnDAw88kO1GgBEjRhwxuW6LFi1YunQpsbGxAKxcuZIZM2bQpk2bAj22gnQg6QBzXprDodRD3HLmLdSp89s8mZs3b6Zbt26ccsop/OMf/+DAgQN06NCBevXqceONN3L99dezefNmBg4cyOuvvx7CoxAREfmNkrIQq1y5Hrfe6gc9XFriPpZtWsbCuIXZV7oYhsQNyXwa1TeKv//373w28TOmjZuWbZ63o02uO3HiRP76178C8Pzzz/Pggw8W1CEVil9X/UrMnTGkJKfw4YcfZpuE+PDEtFatWjz66KO0bds2c53BgwfzxBNPhCByERGRnKn5MoxUrlGZM87N26CHpcuXplL1Skf0Q8tpct09e/bgnOPUU0/lgw8+oFWrVpQrVy7f4y9MF0RfAMCXb395xA0SGYlpgwYNSEhI4LvvvuPNN9+kTZs2LF26lK+//po5c+bQv39/Pvvss1CEf4TchkY5vEn60KFD9OzZky5duvDFF1+wdu1aOneezC23vM7Spb+G6AhEROSPUk1ZEbTi3yuofnF16v+5Pt99+x2dO3fOXJYxuW5KSkrm5LqxsbE0bdoUIHM8sxUrVlC+fHliYmIKPf78kjUxzVpbeHhiOmTIEMqXL8+mTZsYPHgwp5xyCm+88QZXXnklHTp04Nprrw3hUXgZQ6OkpOw5Zs3f1Vdfzd13303t2rV5+OGHadOmDS++2IFt25L49NMfiIo6J4RHUriOpxm7QoUKfPbZZ8yePZsRI0bwyy+/0LdvX5KSknjyySdp0qRJCI9EREQ1ZUXSGeeewUfDPmLuy3OpWbMm8+bNy1zWvXt3Ro8ezfDhwzPvyJw7d25m4jF69GhGjx5Nly5d6N27d0jizw8r/r2CtNQ0n5gedoNERmK6ePFiqlWrxnvvvUdaWho7duwgIiKCsmXLUqNGDUqUKEHp0qVDdATZ5TY0yuE1f1FRUZx//vk89NBDdOnShRtvvJFKlcrx/fcbqFPnrNAcQIhkNGM3ua3JEeP8ZSSzAwYMYOrUqRrnT0TCnmrKiqDKNSpz63O3AlA9ZSkREcsyJ98FP7kuQHLyKyQkwMCBZ7Nnz0vs2eOX16gxhDvuuKOww85XGYlpsRLFePDWB7PdING9e3fuv/9+9u7dy4QJE1i6dClt27alWLFijBw5kmLFijFw4EAOHDgQVkOJZB0aJbeaP4By5crRuHFjvvrqK6655hp27Ejm88//x8sv3xyq8EPigugL2LVpF1++/SXTXpyWbdnh/SszxvkbPXo0oHH+RCT8KCkr4i68sHKoQwiJ40lMa9WCceMaBkveBuDdd98t1HiPZcWK6VSvHhMMjTIu1ybpuLg4zjrrLG699Va6d+9OWloaQ4bMYtCg5kREWAiPIjTy2ox9uL59+/L4448zd+5cPvroo8IMWUQkRwWWlJlZReBSYLFzbltBvY7IiZCY5jY0yuE1f+np6dx9992UKFGChx9+mMmTJ7NmzVZefvkLoqLOoXPnS0N8NIXnePtXZnX22WfzwgsvkJycnDnOn4hIKBVIUmZmZwMfAjOBUWZ2LfAcUAeY5Zz7a7DepLyUiZzojjU0Ss0evubvlZWvABDdPxqA2EOxcAHMmXNvIUccHo6nGTsno0aNYtCgQYUZcq6++uorBgwYgHOOqVOnct5552UumzdvHi+99BLp6em89tprJCQk8PTTT3PeeefRvXt3du3axfPPv0N6uuP552+gUqWifYe1yMmooGrK6gIPOecWmdlpwLVApHPuSjN72cxqAfXzUuac+18BxSgSlirXKPo1f4XlePtXAvTtW4GEhCHB8mcKNd5jWbNmDbNnz2b+/PnMmTOHe+65J3PZ+PHj+fjjj5k1axZvvfUWZcqUYfjw4dSvXx+Am266iQkTOvH55//j44+X0aPHFUd7GREJUwWSlDnnYgHM7GqgIVAReC9Y/BlwFXBJHsuOSMrMrCfQE+Dcc88tiEMQkSLmRGjGvv322wGIj4+ndevW2ZZl3JiQmJhI5cqV+eKLL/j666/Zvn0748aNIz09nZSUQ/z66y7OOKNsKMIXkT+oIPuUGXALkAoYkDGq5R6gJlA2j2VHcM5NACYAREdHuwIIX0QkJNasWcO6deto1KhRtvJHHnmEu+++m3/961/89NNP3HDDDZQvX55FixYxefJkHnnkER577F4WLlxLXNwDIYpeRP6IAkvKnHMOuN/MngE6ABkDQpXDj4+WlMcyEZGTQnJyMgMGDOC11147Ylnjxo1JTk7mkksuoWzZsrz66qvcc889mePvNW7cmL/8JYq6dc+iTJkSIYheRP6oguro/yiw0Tk3BaiA7+R/FbAIiAJWA+vzWCYiclIYNmwYW7ZsYcCAAew9dy8lSpfggssuyFw+/dnptHusHUPihrAkYQl/b/x3LNJo83AbhsQNIf69xYwc2S50ByAif0hB1ZRNAN4zsx7AD8AM4D9mVgW4HmgEOOCLPJSJiJwUnnnmmcybD+57/T4iIrM3FnR4qkPm44tbXszFLS/OtvyllzogIkVXQXX03wk0y1pmZjFB2XDn3O7jKRMROdnoLlyRk0+hjegfJGrv/Z4yERERkROdOtKLiIiIhAElZSKS77766iuaNm3K1Vdfzc8//5xt2aJFi+jcuTNt27bll19+AWDKlCmMGTMGgLlz5zJz1ExmjprJpPsnFXrsIiKhognJRSTf5TYy/ZtvvsnYsWNZtmwZM2bMoGnTpsTFxdGgQQMAWrRowX9L/pdNP25i7XdrQ3UIIiKFTjVlIpLvbr/9dsqUKUN8fDxRUVHZlrVs2ZI+ffrw4osv0rp1a6KioujatesR+/hu1nf8X6v/K6yQRURCTjVlIlIgjjYy/aJFi7j55pvZt28fX375JRdccMER26bsSwEHpcqVKqxwRURCTjVlIpLvMkamHzVq1BHLli1bRsuWLWnRogXffvttjtuv/XYt50WdV9BhioiEFdWUiUi+yzoyfatWrShXrhzNmzcH4M477+Saa67BzHjxxRdz3P7Hb37kuh7XFWbIIiIhp6RMRPJdtpHp71tOREQkCxdmLG1HixbtAJg50/9BDBDDkCF+jbb92hZmuCIiYUFJmYgUqMqV64Y6BBGRIkF9ykRERETCgJIyERGRPMhtUOS3336bXr160bNnT2644QY2b95My5Yt6dixI7t27WL//v20a9eO9u3bk5CQEKIjkHCn5ksREZE8yG1Q5C5dutClSxc+/vhjUlNTGTFiBMOHDyclJYWpU6diZnTv3p3LL7+cESNGMHLkyBAeiYQr1ZSJiIjkQW6DImeYMWMG7du3Z+PGjdSvX58GDRqQkJBAYmIil112GWeeeSbJycmFHLkUFUrKRERE8uhogyIDrFq1ipo1axIZGUmpUqUwM9LS0khKSqJkyZKYGQC7d+8u7LCliFDzpYiISB5kDIr82muv5bh81qxZmePx1atXj/j4eFJSUqhWrRr16tVjwYIFXHHFFZQuXboww5YiREmZiIhIHuQ2KDL4KcQefPBBALp3787999/P3r17mTBhAhUrVqR3795MnjxZ/cnkqJSUiYiI5EHWQZGXL1/OKxs3sjDLnZQXPf88Q7PclVnzmWdYv2QJl99wA8452o8axcyrrsq2z2XLljF16lSGDx/OV199xYABA3DOMXXqVM47z0811qFDB0aOHEn16tUL/iAlpNSnTERE5DjVrVuXMy644JjrbU9I4NbXX+eKHj348d//PmL5kCFDGDRoEPDb3Z39+vVjzpw5AMTGxvLNN9/kb/AStpSUiYgUgNzGtFq0aBHXX389vXr14uuvv2bevHm0bduW1q1bs3nzZgCWzl3KoumLQhG65KOo9u0pXro0G5Yt46w6dbIte//991m+fDl33nkn33///RF3d6ampvL666/TtWvXEEUvhU1JmYhIAcip1iPDkiVLGD58OOPHj6dhw4aMHz+ejz/+mHvvvZe33nqLpUuXkrgkMTSBS77bvnYtezZupOoll2Qrf/vtt5k1axYTJkxg2LBhQPa7O8eOHUufPn2IjIwMRdgSAupTJiJSAG6//XYA4uPjad26dbZlixcv5uuvv2b79u2MGzeO9PR0Dhw4QGJiIpUrVyYqKoqoFlFs+nFTKEKXfJS6fz/zn3+eG59//ohlFSpUoGrVqqSmplK8ePEj7u5cvHgxP//8M4sWLSIpKUk3CJwElJSJiBSQo41pNWLECMqXL8+iRYuYPHkyjzzyCHfffTf/+te/+Omnn0IUrRSEL155hX3btzP/ueeoFRPDvAsuyLxj895776Vr167s2bOHZ5555oi7O6dMmQL4fmd33HFHCI9CCouSMhGRApDbmFbvvPMO99xzDzt27CAiIoLGjRuTnJzMJZdcQtmyZUMQrRSUax9+GB5+GIAta9bwySfnsnBhxtKG1K49DYBPP4XIyEtp3tzf3fn99/4PfFImJwclZSIiBSC3Ma1KlSrFjTfeSGRkJK+++ioAEydO5I033ghlyFLAKl94IZxRI9RhSBhTUiYiUgCyjml1333LiYiIzFJD0o1LLukGwLhxvqROnXd57rnftq8eU53qF1cvtHhFJPSUlImIFLDKleuGOgQRKQI0JIaIiIhIGFBSJiIiIhIGCiQpM7NTzWy2mc03s4/MrISZ/WJmccFf/WC9p83sGzMbm2XbI8pERERETnQFVVN2KzDKOdcM2AQMBN5xzsUEf8vMLBq4CmgIrDezP+dUVkDxiYhIGMpteqoMHTp0IDEx8YjpqjZv3kzLli25//732bPnQCFHLvLHFUhS5px72Tk3P3haCTgEtDezBWb2lpkVA64GPnDOOSAWaHKUMhEROUnkNj0VZJ+g+/DpqkaMGMHw4cPp2fNKPvpoaWGHLvKHFWifMjO7AjgNmA80dc5dBewCWgFlgV+DVfcAZx6lLKf99jSzeDOL37p1a8EdgIiIFKrDJ+XO6vAJuhcvXszf//53brzxRtavX8/GjRupX78+tWufybp1u0IQvcgfU2BDYphZReAl4C/AJudcSrBoFVALSAJKB2Xl8AliTmVHcM5NACYAREdHu4KIX0REQuNo01NlTNCdUYN2+HRVpUqVwsxIT3ckJx8MRegif0iea8rMrEUOZZceZd0SwHvAY865n4GpZhZlZpFAe2Ap8C2+/xhAFJB4lDIRETlJZExPNWrUqCOWLV68mGnTpjFnzhzGjh3LO++8A5A5XVW9evWIj49n+fKNnH12+cIOXeQPy7WmzMyqAGlAKtDXzBKBSHzT4qVAb6BZDpveFSx/3MweBz4HpgIGfOKcizWzCGCYmY0BWgZ/P+dQJiIiJ4ncpqc6fILuf//739mmqypRogT3338/mzfH87e/tQnlYYj8LsdqvowHHPA2PhEbDvwf8DrQFNid00bOuVeAVw4rfvqwddKDuytbA2OccwkAOZWJiMjJIev0VMuXL+eVb19hYdzC7CvFwOTEyXAeXPLQJQCMW+7nq6rZoybPnFezECMWyT/HSspW45OyVcA5wH+A8sA2IP2Pvrhzbj8w/VhlIiJy8qlbty5nbD0j1GGIFJq8dvR3+KbHWkBlfNPkmUCZAopLRERE5KTye4fEcFn+REREROQPOt6kbA2wGfgO2BL8iYiIiMgfdKzmy9rBv3XxzZdNgQuBM/B3YYqIiIhIPjhWUnYpcBA/LMY7wIP42rW9wFrgtoIMTkRERORkkWtS5pzbkPHYzN52zq3KsniymWlyMREREZF8cMw+ZWZ2CoBzboqZnWpm52Usc84tLsjgRERERE4WxxrRPxKYbmavAucCi4EGZrYT36eshHPuHwUfpoiIiMiJLdeaMudcGr5PWQOgFZAC7Af6AqXwfcxERERE5A/KNSkzs9LBw4PBv+n4scl2OudeBTbkuKGIiIiIHJejJmVmVhP4O9AYuAdoCEwspLhERERETipHTcqccz8653oBXwITgG+AuwsrMBERKdq++uormjZtytVXX83PP/98xPIpU6YwZswYAJYsWcINN9xA8+bNWbXqtxv9570yj8QliYUVskhI5VZTFmFm3cg+pdLh0yppmiUREcnRmjVrmD17Nv369WPOnDnZli1dupS4uDic8z8jL7zwAm+99RajRo3i5ZdfBmDlypWsWrDqiP2KnKhy61NWDqgPXAHchx/dfwLQAjjfzD4HLjWzkgUepYiIFDm33347ZcqUIT4+nqioqGzLoqKi6Nq1a7ayffv2kZiYSOXKlQF4/vnnadShUaHFKxJqRx0Swzm3B+hvZv/A9yV72Tn3DoCZlcXfhVnGOZdSKJGKiEiRs2bNGtatW0ejRrknV4MGDWLAgAHMnj2bxYsX88EHH9CqVSve/u7tQopUJPSONc0SzrnVZtYMqJalbF/wMKmgAhMRkaItOTmZAQMG8Nprrx1z3Tp16vD4449ToUIFqlatysiRIwFY9uUySpYpSfWLqxdwtCKhd6zBY08D0p1zu83sp0KKSURETgDDhg1jy5YtDBgwgFatWlGuXDmaN29+1PVfeOEFhg4dCsDo0aMBSByYSIWzKhRCtCKhd6yasguAUWY2EnjRzPYDW4G6wPfA6c65BgUco4iIFEHPPPMMzzzzDADLly/nlVciWbgw6xoxQAxDhvhnVapMYPz47Pu4uOXFBR6nSLg4VlJ2CjAUqAK8D6wHZgCTnXPXmNndZlbCOXcwl32IiMhJrm7dupxxRqijEAlvx0rKrgAOABXIYWgMzXspIiIikj9ynWYJP6J/VWARfmT/lsBDQA0ze9LMnizg+EREREROCseqKasL/BeIBbYDaUAk8GYetxcRERGRPMi1psw5Fw9cCpQCmgNbgNbARuAe59xXBR6hiIiIyEngWENivIq/AzMduAtfc1YLP2bZNWY2yTl3V4FHKSIiInKCO1bz40RgOL4f2WJgGNAlKCuOvwFARERERP6gYzVffgNch+9P1gFYCYxxzm13zm1yzmmmWBEREZF8cKy7L3HOpTvnXnbOpTnnDjrnNmQsM7NrCjY8ERERkZNDrkmZmUWa2YdmVtzMPg7Ksm4ztECjExERETlJHKv5Mg1/5+UTQC0zexiYamZ/MbNS+LswRUREROQPOmbzJf7Oy3/j+5VdAJQB6gBvAZ/ltIGZnWpms81svpl9ZGYlzGySmS00s8FZ1stTmYiIiMiJ7qhJWdBkORdId879C9gG/IqfYmkKcBUQf5TNbwVGOeeaAZuATkCkc+5KoIqZ1TKzm/JSlk/HKSIiIhLWjpqUOedSgQcAM7PXgf8DrgVKAhPwiVf7o2z7snNufvC0EnAb8F7w/DN8QheTxzIRERGRE96x+pStxteMPQ2sxg8gWwy4wTkXC1TPbXszuwI4DViHr2UD2AOcCZTNY1lO++1pZvFmFr9169bcQhAREREpEvLSp6wsvrP/F8B+4Ann3MFg2e6jbWRmFYGXgO5AElA6WFQueN28lh3BOTfBORftnIuuVKlSHg5BREREJLzlZULxBPyI/hHASOBUMyuHr9Ean9MGZlYC3wz5mHPuZzP7Ft8UuQiIwte6rc9jmYiIiMgJLy9J2T3AWc65X82shXNurpldCiRz9ObLu/ATmT9uZo8DrwO3m1kV4HqgEb5Z9Is8lImIiIic8HK7+zLSzE4BTgEmmlkxYGCw+Fnn3Ern3OyctnXOveKcO805FxP8vYHvxL8IuMY5t9s5tycvZflzmCIiIiLhLbeasnuBzc65983sENADmBwkZwdz2S5Hzrmd/HZn5XGViYiIiJzocuvovxo4O3h8ERANbMXfiekKOC4RERGRk0puSdk6oEnGgK7AfOAy4DrgYjN7w8z6FEKMIiIiIie83JKy7fiO/MWB04GKwfpP4mvRBgGdCzg+ERERkZNCbknZXmCXc+5dfK3ZtcB3wAFgv3PuV6BjwYcYOlOmTGHMmDFHlM+dO5devXrRq1cvrrjiCpYsWcINN9xA8+bNWbVqFQBJSZv5+OM7CztkERERKaJy6+ifCpQPHq8FXsPfGfn3jBWCxOyEtHTpUuLi4mjQoMERy1q0aEGLFi1YunQpsbGxvPDCC7z11lv8/PPPvPzyy7z44ot89tlgrr76iRBELiIiIkVRbnNfpgFDzCwCKB4Mf1ED2Mdvo+6fsKKioujatWuu60ycOJEePXoAsG/fPhITE6lcuTJff/01P/00h3nz+pOQ8FlhhCsiIiJFXK6Dx2aMQ2ZmvYOip/FJ2c0FHFfY27NnD845Tj31VAYNGsSAAQOYPXs2ixcv5oUXXqBduzeoVu1K3nuvAzVqXBvqcEVERIqcKVOmsHPnTvr27ZutfO7cuXz00UeAb9n66KOP6NChA/Xq1ePGG28kIiIi2/L//ve/hR7775GXEf1xzv0v+Hd5ULSzwCIqImJjY2natCkAderU4fHHH6dChQpUrVqVsmXLkp5eg8jIEhQvfsJXKoqIiOS74+lGtGTJEh599FHatm2bbZ2M5UVFXiYkP+mtXLmSKVOmZCubO3cu1177Ww3YCy+8wKBBgwDo3r07//rXQN59tz1RUXcUZqgiIiInhOPpRvTdd9/x5ptv0qZNG5YuXXrE8qIiTzVlJ6uYmBhiYmJ4dMkSNhUrxtqEhMxlZw8cyEt79sCePQBUeewxxu/fDwkJYEaHDu+GKmwREZETXtZuRL1796Z8+fJs2rSJwYMHM3HixGzLiwrVlOVB6VNPpcYVV4Q6DBEREQlk7Ub03nvvkZaWxo4dO4iIiDhieVGhpExERETC2rG6EZ177rm0bduWgQMH0r9//yOWFxVqvhQREZGwlNmN6NNH2bR9E2vj1mYuO7vz2by07CX/pAQ0HNAQgLc3vA0b4NVXXw1FyH+IaspEREQkrJU+pTQ1LqkR6jAKnJIyERERkTCgpExEREQkDCgpExERkQI3ZcoUxowZk+OyzZs3c+eddwKwdu1aYmJiuPrqq/nmm28y15n3yjwSlyQWRqgho6RMREREClTG6PzOuRyXDx48mCeeeAKAZcuWMW3aNF566SU+/PBDALb+vJVVC1YVWryhorsvRUREpEBljM6/ZMmSI5Z9/fXXzJkzh+3bt9O7d29uvPFGAP75z38SFRUFwJfvfEmjDo0KM+SQUFImIiIiIfPOO+/wxhtvcOWVV9KhQweuvfZatm3bxsyZM/nggw/44IMPqHV5LVJTUkMdaoFTUiYiIiIhU7ZsWWrUqEGJEiUoXbo0aWlp9O7dmxdeeIGIiAi++OIL1q1fx9aft1KyTEmqX1w91CEXGCVlIiIiUmhWrlzJN998kznZePfu3Rk4cCAHDhygZ8+eTJ48meXLl/Pss8/SsGFDRo8ezZC4ISyZs4QKZ1UIbfAFTEmZiIiIFLjM0fkf3cmmTdVYmzk4//nUqfMuABk3W/7lL3cBsGEDDBkCxMDFLS8u3IBDQHdfioiISKEpXfo0atS4JtRhhCUlZSIiIiJhQEmZiIiISBhQUiYiIiISBpSUSa5ymxYDoH///sTFxfHTTz/RqVMnbrjhBuLj4wFISPiMefMeKaxQRUREirQCTcrM7Ewz+yJ4fI6ZrTezuOCvUlA+ycwWmtngLNsdUSaF71jTYqxcuZIZM2YA8NFHH/HII4/w4osv8vbbb7NhwwZWrvyI9PQTf7A/ERGR/FBgSZmZnQa8AZQNii4H/uaciwn+tprZTUCkc+5KoIqZ1cqprKBilNxlTItxNM8//zwPPvggANdeey3PPPMMAwcO5Oabb6ZKlSpceWW/QopURESk6CvImrI04BZgT/C8EXCfmf3XzP4elMUA7wWPPwOuOkqZhJkPPviAVq1aUa5cOQC+/fZbmjdvzh133MF//vOfEEcnIiJS9BTY4LHOuT0AZpZRNBt4xjm318z+aWYN8LVovwbL9wA1j1KWjZn1BHoCnHvuuQV1CJKLL774AoAVK1ZQvnx5KleuTL9+/TjvvPN45513QhydiIicrJbOXcr+vft9FU8O+vfvT5s2bTj33HPp3r076enpvPDCC1x22WV89tlnzJ49mxEjRhRqzBkKc0T/hc65lODxKqAWkASUDsrK4WvucirLxjk3AZgAEB0dnXOHJ8lXh0+LMXr0aAAmT55M9erVKVWqFF27diUtLY0nnngihJGKiMjJatOPm0hcksiZF5yZ4/KMvtBt2rRh2bJlTJs2jc2bNzNt2jTOOeccPvroIyIjIws56t8UZlI218w6A7uBFvikqiy+eXIREAWsBtbnUCYhkjktxpIlbCpWjLUJCdlXaNqUxOBhszffBOAb4JuEBCpUqEHLlqMLMVoRETmZnVXzLKJaRLHpx005Ls/aF/rGG28E4J///CdRUVFUqVKFfv36ZVY6hEJhJmVPA58DB4HxzrnVZrYR+MLMqgDX4/uduRzKJMRKn3oqNa64ItRhiIiI/C4ZfaGTk5Mzy7Zt28bMmTP54IMPQhjZbwo8KXPOxQT/fg7UPmzZHjOLAZoBw51zuwFyKhMRERH5vQ7vC92kSRN69+7NCy+8QEREeAzbWpg1ZTlyzu3kt7stj1omIiIiklfH6gs9efJkli9fzrPPPkvDhg3p2bNnCKP1Qp6UiYiIiOSX6hdXp/rF1UlJmUyxYptISFibbXnTpgCJnHceXHvtX4LSDSQkDKFGjSEh7VMWHvV1IiIiIvno1FNLc8UVNUIdxnFRUiYiIiISBpSUiYiIiIQBJWUiIiIiYUBJmYiIiEgYUFImIiIiEgaUlImIiIiEASVlIiIiImFASZmIiIhIGFBSJiIiIhIGlJSJiIiIhAElZSIiIiJhQEmZiIiISBhQUiYiIiISBpSUiYiIiIQBJWUiIiIiYUBJmYiIiEgYUFImIiIiEgaUlImIiIiEgWKhDkBERIqOKVOmsHPnTvr27ZutfP/+/XTu3BkzY9SoUWzfvp2JEycC8Nlnn7Fq1SomTWrMmWdGce65V9GgwW2hCF8krCkpExGRPFm6dClxcXE0aNDgiGWTJk2ie/fuXH755YwYMYKRI0cSHR3Nli1bKFeuHGvWrKFevS5cfnmfEEQuUjSo+VJERPIkKiqKrl275rgsMTGRyy67jDPPPJPk5OTM8vHjx9OrVy++++47fvppLu+8cwM//TS/sEIWKVJUUyYiIn9YyZIlMTMAdu/eDYBzjp9++omaNWtSpUoVVq26BXC8/35HLrigWQijFQlPqikTEZE/LDo6mgULFvDrr79SunRpABYvXky9evUA+PTTTzl4MImDB5NITz8UylBFwpaSMpFjmDJlCmPGjDmifP/+/bRr14727duTkJAAwPLly7M17zjnawVSU5OP2F6kKFu5ciVTpkzJfN6mTRvmz5/PPffcQ//+/QGYPXs2f/7znwGoXbs206ffzEcf3c5VVw0KScwi4U7NlyK5OJ6Ozc899xxTp05lz549messXvwaf/pTO4oXL1OYYYsUmJiYGGJiYnh0yRI2FSvG2uCCBODsgQM5G5gGkJAAXbrwMfBxQgKUL89tt80NUdQiRYNqykRycTwdm4sVK8Zzzz2XuXzfvn3ExT3J6tUfs2jRkTVtIkVZ6VNPpcYVV4Q6DJETipIykd8pp47NWcXGxnLJJXfRseN7JCZ+zsGDSYUdooiIFCEFmpSZ2Zlm9kXwuLiZzTSzhWbW/XjKRMJRTh2bsypbtiwVKtQAoGTJUzDTNZCIiBxdgfUpM7PTgDeAskFRHyDeOTfEzD40s/eBu/NS5pzbW1BxiuTV/fPns+H774m66SYA0urWZdaQIex9+WWaDxrEkKBvzarkZIYkJJB27rn88stbJCZ+RsWKtdSvTEREclWQHf3TgFuAj4PnMcDA4PFCIPo4yj4vwDhFcpW1Y3P5s8/OLI8sXpy2f/vbEet3evXVzOU33vh6ocUpIiJFW4G1pzjn9jjnsna0KQv8GjzeA5x5HGXZmFlPM4s3s/itW7cWRPgiR1DHZhERKUiFOSRGElAa2A2UC57ntSwb59wEYAJAdHS0K4TYRUQyLVq0iDFjxpCUlMQjjzzCK6+8QlJSEuPGjWPBggX85z//IT09nU2bNvHJJ5+EOlwRKSIKMyn7FrgKmA5EAYuOo0xEJGy8+eabjB07lmXLlhETE8PWrVtZtmwZM2bM4IEHHqBLly58/PHHpKamhjpUESlCCjMpewOYZWZNgIuAr/DNlHkpExEJGy1btqRPnz4cOHCAv//975mPR4wYkbnOjBkzmDhxYgijFJGipsCTMudcTPDvz2bWDF8L9qRzLg3Ia5mISNhYtGgRN998M/v27eOJJ55g1KhR7Nu3jy+//JILLriAVatWUbNmTSIjI0MdqogUIYU6cJJzboNz7r2sNwDktUxEJFwsW7aMli1b0qJFC+rXr5/5+NtvvwVg1qxZNG/ePMRRikhRo7kvRUSO05133sk111yDmXHTTTdlPn7xxRcBX5P24IMPhjZIESlylJSJiByndu3a0a5du8zn/fv3z7b8vffeK+SIROREoKRMRI5L1uEgxo4dyz333MMpp5zCP/7xD3bs2EH37t1JT0/nhRde4LLLLgt1uPkuY+aG41Mj3+MQkROPkjIROS5Zh4O45JJLiIuLIyUlhalTp3Luuecybdo0Nm/ezLRp007IpExEpKAoKROR45J1OIiMju4HDx7knXfeoU+fPgD885//JCoqKsSRiogULUrKROS4ZB0OYvDgwZgZaWlpJCX5yTe2bdvGzJkz+eCDD0IcqYhI0VKoQ2KISNGXdTiIHTt2EB8fz+LFi6lWrRppaWn07t2bF154gYgInV5ERI6HaspE5LhkHQ7ik08+YfTo0ezdu5cJEyYwefJkli9fzrPPPkvDhg3p2bNnqMMVESkylJSJyHE5fDiIpk2bZj6+6667uOuuu0IQlYhI0aekTETyTMNBiIgUHHX6EBEREQkDSspEREREwoCSMhEREZEwoKRMREREJAwoKRMREREJA0rKRERERMKAkjIRERGRMKCkTERERCQMKCkTERERCQNKykRERETCgJIyERERkTCgpExEREQkDCgpExEREQkDSspEREREwoCSMhEREZEwoKRMREREJAwoKRMREREJA0rKRERERMJAoSVlZlbMzH4xs7jgr76ZPW1m35jZ2CzrHVEmIiIicqIrzJqyBsA7zrkY51wMUBK4CmgIrDezP5tZ9OFlhRifiIiISMgUK8TXagS0N7PGwM/AUuAD55wzs1igLbA7h7LYQoxRREREJCQKs6bsG6Cpc+4qYBdQGvg1WLYHOBMom0PZEcysp5nFm1n81q1bCzRoERERkcJQmEnZ9865jcHjVUASPjEDKBfEklPZEZxzE5xz0c656EqVKhVgyCIiIiKFozCTsqlmFmVmkUB7fK3YVcGyKCAR+DaHMhEREZETXmH2KRsKvA0Y8AnwV+ALMxsDtAz+fgaGHVYmIiIicsIrtKTMOfcD/g7MTMHdla2BMc65hKOViYiIiJzoCrOm7AjOuf3A9GOViYiIiJzoNKK/iIhIGNu1axfdunWjU6dO/Pe//818vHLlSgCmTJnCmDFjQhyl5IeQ1pSJiIhI7r755huGDh3Knj17+PDDD7M9btOmDXFxcTRo0ODYO5Kwp5oyERGRMNasWTOcczz33HN07Ngx83H79u2Jioqia9euoQ5R8omSMhERkTB3+umnU7duXZYuXZrtsZxYlJSJiIiEsenTp5OSkkKXLl0YNGhQ5uPvvvsu1KFJPlOfMhERkTBWu3ZtunbtSqlSpZgxY0bm42HDhoU6NMlnSspERETCWL169Zg1a1bm86yPAWJiYoiJiSnkqKQgKCkTEREJY0Pihhz/NjHHv42EnvqUiYiIiIQBJWUiIiIiYUBJmYiIiEgYUFImIiIiEgaUlImIiIiEASVlIiIiImFASZmIiIhIGFBSJiIiIhIGlJSJiIiIhAElZSIiIiJhQEmZiIiISBhQUiYiIiISBpSUiYiIiIQBJWUiIiIiYUBJmYiIiEgYUFImIiIiEgaUlImIiIiEASVlIiIiJ7jNmzfTsmVLOnbsyK5du4r865yoioU6ABERESlYI0aMYPjw4aSkpDB16lT69OlTpF/nRKWaMhERkRPcxo0bqV+/Pg0aNCAhIaHIv86JSkmZiIjICa5UqVKYGWlpaSQlJRX51zlRhWXzpZlNAuoAs5xzfw11PCIiIkVZvXr1iI+PJyUlhWrVqhX51zlRhV1SZmY3AZHOuSvN7GUzq+Wc+1+o4xIRESmqunfvzv3338/evXuZMGFCkX+dE1XYJWVADPBe8Pgz4CpASZmIiMjvdOqpp/Lmm2+eMK9zojLnXKhjyCZounzRObfUzJoD/+ece+6wdXoCPYOnfwJWF3KYWZ0BbAvh64cDvQd6D0DvAeg9AL0HoPcA9B7k5jznXKWcFoRjTVkSUDp4XI4cbkZwzk0AwqJe1MzinXPRoY4jlPQe6D0AvQeg9wD0HoDeA9B78HuF492X3+KbLAGigMTQhSIiIiJSOMKxpmwG8IWZVQGuBxqFNhwRERGRghd2NWXOuT34zv6LgGucc7tDG9ExhUUzaojpPdB7AHoPQO8B6D0AvQeg9+B3CbuO/iIiIiIno7CrKRMJFTOLzGXZMb8rZlbMzEpmeRwRPDYzK25mZczsFDMrZ2bl8i/ywhMcw/8Fx3TU90vkRGdmF4Q6BjnxhGOfsrBhZk/jx0rbCJQJ/r0f2AfEOue+zbLuqcAM59w1oYj1eJnZtcDTQApQAjgYLCoB9AmGJKkEvOqcuynYZgowDqjhnJsWlFXCjyO35CgvVQf4s3Nu2WGvPxcY6pz7Ml8PLAdmdidwG+CCeFYCJYGawHLAgHeA883syqybAhcDi4HZwPPB/vri34f/Ax7AX9yUBVKB14F/At2AW8ysNhAJrADmAE2DOBqb2VnOuUNm9ipQH3/X8T+A5kAFoBSw0Dn3cH6/J7+HmS3Av18Zc6c8a2aHgAuBO51zX5pZKeBD51wrM/sb0DjrLpxzTQs36t/HzM7BfzcAHsN3p/g8eF7cObfxsPXvAvY7597OYV+dgKHAlsMW1XHOnZ6vgYcJM5sITHPOxR5WPgGohv8O/Av4GbgLSAtWKeOcu7YwY/09zOxy4K9As6MsvwJoj+8j/XVQPA3oApx++Ocn2GY1cK1z7teCiPmPCL7XxfHnqPL44S7Ow9+MNwvYACwEVh1lF7WAlhm/A2b2L+fcdWbWALgSqAScgx9xobtz7uBR9nPCU1J2FMFJ+T78naD/AB4E/gKcChwCngVaBOu+g/+BTzWzuGAX5zvnzi3cqPPOOfcZPuHEzBY6567OYbX7gL+bWQ3nXAI+6dgJxJjZOcHJIwmfkLV0zh0ws5vx02MlmVl7/Hu2P4d9pwJjzWxf8Pxd59xL+XmMWbwJvOGcSzez8cC9QGWgr3NukJkVw//Q7jezW4AtzrnPg/I451zMYfvbAQwC/gbcgf+MRDvnRmZZ5z3gS2AIPgF8DPjROfcCgJnFOecOBeum4RPkqvjvZDrQHzgbyOn/JVT24hPaYkAy/vNzMHieEtT+lQWcmVXGvz8Hgvc9An/CDXtmZvz2uXX4H5R0/HffglUmAV9kWedsIM3Muge7KQ1c7ZxLw////tU5NyXYf4Wg7IPCOqa8MrPJ+AuRQ8CrwGDgIufcPjN7AKiI7/NbCn+x8Yxz7pNg2zbAKc65d4ADwR/BOfF259w64BX8j/k6oAP+czQK+E+wzwaFcJhHMLOy+PNEReAX/P93FMH74Jz7h5mdjf8/24//TGwxs4ykMwLY65y7MXjeAX9MV+GPqyv+u/wGcK6ZXeucy0j6M6QCHwQXOgaMds69XyAHfPy64i80M4asKoO/kF0GbMd/B+bg+5E1cM6Nz7qxmQ0GDprZ6fjfyhJBYvtn4Cd8Ar+rcA4lvCkpO7rrgb7AemA3MBf/AaqIf9/ODj5U3+FPsHcCF+AHu33KzGYGP0QWnJjD2aHDC8ysDnA6vrZgspk9gz8RDQN2AU8AvfBfRvAnk3uBh4AaZvY2PqnbnMvr3umcWxL8CBZYU5hzLtXMYszsJ+BX/A9obXySQZAcHTKz4kBvoO0x9jfVzEoDH+NrFisA5c2sGT4B64Y/od8MnBls9jrQEf95OtwEoDr+5FYHX9PWEdgKTPldB10w9uNPvMWATfjvRAr+JAu+ZqAnUAP/g36zcy4dIPh3T2EH/Hs455yZJeH//zJqAivh/2+KA/8MvtOZtapmdgeQ5JybnsMuI4N1pgPdgVvxyWx6AR7GH9Ebn3wvBb7B1+7OAq7Df/9j8ElHceC7YCq8bcE2cWY2L2NHZtYLfzGyLig6J/jbiU/IHHAZ/uLmn/iE7YuCPbwc3Q781zk3PKjlO5ss74OZfeWc+x64MrhgfzlLApaNmZ0J3I1PQL/HJzF345O+pfjzxtH+71s653YV9Dnxd3gNeC2o2Y8BOjjnXgh+4yLx35N78J+LbLW/ZlYsYw5rM6sBXIuvabsI/z14BOjhD5lfnHPdOYkpKTsK59zE4Mv5IdAHf2KejP9ApeKTjbL42oK6+JNJGmReGdYH4oC/Ax8VavDHkNHUym/NM/XM7DP8cTl8jcZqfGLREX8S7oH/IX4RXwMUZWbn8luTzKPAdPzJOwV/RTgVfyLHzO7HV91nJHEXAa9nqSnDzGY5557N9wP2YvBXeRfgr2rvxSePTfFXfffgf3wuAKYHJwjDvzexweNx+OaWG4H/OOfaBHHHcFhNmZnVxV9Fbgj2Xw6oFdREgH//iuFPTiP47QfqSvzYfHvxJ7vrzex+59zRmgUK0yFgfA7lZYBJQbJaEp+cDQH+E/z/1sC/bxH4E3s4JZpHMLPz8f933wdFPfHjJ3772ypWA/99WYz/oc1Y0Au4FKiUpSa0FL7W6K/4WvdS+ITvpoI9kt/PObfdzP6Jv4j5c9DdoAE+SctYJ8HMvgYamdkcYC3+Qi3rRd4S4B37rU9mSfx7UQ7/mQff7FUW3/rQsMAOKne/At3M7CPnXI+M72mW9+Fq4Pvg8z0T6GhmXxJc2OFrF98Ouho8hr9YvxIYgL847YRPQP6MP95dZnYV/ryUoQYw28wyL+LNbJJz7vWCOeTj0hp4wMxS8RUTZ5pZTfx3eoFzbii+trwS0MXMsnbjScVXcmR8ZjbjKzr+iz+XrsX/rqzAn2NPakrKjiK4GiqJr8EYgM/mlwFv4ROyz51z35nZN8B8/Jf2XXwCNh2Y45y7LgShH1MwzMg1AObHgxuNT65GOucSM9Yzs//D95n4EZ8oNMQ3SW3ANz+8lmWfP5jZXiAemIdvjutMkJTha4Neyag5MbOZ+KvuhUHNhOFrnQqSBf/+Gf/D2B+4wjk3LIjpF4Jq9OCE+TDwg3Puz0F8hv8x+QZoama78cnnFiDSzDoC7wVNlA7fn2o2cANwFv6KeYFzbkhmQL5G5j58LcwN+OT2dHxNXhy+Zi0zcQ2xjcAYfGzR+Pj2As2cc4uDddrhpz4bBjQOmi5n4Pv0HciSqISz0/H9ntLxF1cX4S82qgbLI/H/v78AX2Uk5xmCi7KsteNlgR1BrfAv+H5TKcFnKpxtx78H1+Jrs752zqUdFvZ2fE3xE/gEw+Frd1fiL+gS8TWsEfjvU9ng30P48+tH+H5IsfiaqZD8JjnnPg1qvz80s8/JXku1HahgZhXx3/ftzrkfCfpLBk3Zc4CXg/UHAU/imy+vxSdoO4GJwfLKzrk5ZvYv4AkXDIFgZj/ga5fXBc8jCIPfaPM39Mx0zn0cPI/B15T1Dp6bmRV3zqXiu4VMxidcWfdRM3jPAG7Bfx4m4vtpzsb/TpzCb/3vTlq6+/LoSuB/uA/hm+Qq4n8cTweq4Ku3wTdVjQi+WJ3xV4b98F/SoqA9/oSYjZn9Cd8vqhT+S7Qaf6W/GPgU33dkVZb1L8BfCQ4AWuJ/wG/PWO6cS81IyLJojW/uqO28w/tY5Kcv8cnTAnxS1cs5F4dvtrQgxn1BQlYVX8P5UJb4nXMu3flx9Dbif3QdPgmLcc41wSdUGb9YDp+8f4BvslpHzk0WF+KT4i74Gpev8CfxH/D9mu7F/3iFgzPxP7Df4JvzVuJv8rgUMjs378HHPg/obWb3Bds2wv+ghT3n3DfOuQ/xn/mMTugP4n90/+Sc+8A5F09Qq2xmP5rZSjPbYGYZtWlZf9T/BKw1s/PwtU21zfe5SwpqrcNVRXz/yYP4Jte5R1vHOfeUc65p0P8yAV/rPB+4Nfh+XO2ci3fOTXHO1XXOReE7+u/Ff2eewN9E9XyBH1UOzKwW/px9Mf6zfVuWxRnvQ1N8/7cDZvZXM4sNagjb4c95sWZ2hXMumexa4vtfvYavka8MmefEw8ek6mlmn5jvs5vuwqPDe0tgrpnNCY53ONA2y/O5+OMC/x1fjP/dyPi7BJ9wZ9z0shB/Lu6Bb5mYgU/6bwken9RCnoWHq6CadTl+QtWN+A9WB6AJvvr98qDJ71T8F2kovzX/lcD/2JfMaEsPR0EtWS/8FV+DLOVV8f3G+uOrlvcG70ckvnr5T/iEIasR+B+u6vjatKuBsfx2V2dO3sM3Bcw0s+7Ouf/84YM6unpARg3WQwBBM0EEPpF4NShrHKx3F75JIzcRQNegVg3gNCCjY67hT+4ZScm5/JawYWZlgENBbevP+NqF8/Cfr6b4K+3FQOssV5jh4DSCWlZ836D6wM7gqv4afNPNGOfc6KDG4Rb83aSLgMfNLCZIhsOamT2M/76/j2/2fh//GX8hYx3n3Fb8TS+v4z8/dwATg4QtqwvxCfkU/EXcBfgkJBFoaGYrXJjdcWf+ZoTr8RcMZ+MvOGocts65+DuQ/5ulrB6w5/AatYyaFDObhv9erMU3e/+Ar01a5Jx7M6itCoUewArn3BtBjdWmIO4KBO9DxkWomfVzzg3O2NDMYp1zLY+y30h8N5Ax+JrWmuTeV+wF/LlzgZm1dM6t/mOH9cc55/6J7+8HHFlTFpSVMLOF/NYkDf445+Ob/TP6mf0IfII/96/G34m6I6hd/rNzbm3BHUnRoKQsd6fgf2Qy7rLLuNtkEzA3aHZLwd/uXg6fwB3CN1XtwjfzhCXzdxLNBJ52zu0xs3T8yTIR3/Q4HX91HAnsMLOB+PchEViD7x9VC/9ljcSftFab2S58LdQW4GYze/coIUQAkc65heaHodhRMEeaKRX//3QI39wC/se2FFAseD/G45O2G/BNFnXJ3gyVoSn+bqQf8Sen7wCC2o9KQfIagb8xIuOOw8pBWcYJ+Wr8j9EA/A/2KHzz5rggxolBbHF/9MDzUWl88v4ffPPlufj/t2X42uEIfNO2BT/Oq5xzW8ysBP59fYrDOgGHsffwP6Tl8bWs/YDrsja/mu8T2Bt/IfIV/hxhwbKH8N+NVPwPVQJwW9A0lRgk4nXwid6CYD/h4iV8v9BHnXOrzPcna3dY4jgd/93o7JzbGXzmmwPP4Tu1g/8/rxgs+zR4T+50zu0HCBI08DVm/w4eTzKziBxq1QvaGOAt88Pn7MbfbJDtfchl25yaoTNaoXbgu7zE4GvUmnL0Tv4Z58RPzE/mveF4D6KQlOG3vsEABDV6WYcTymh+rYI/xy0K1osPlkXim7eXmNlF+P6VG833nz2p+5UpKcvdGnwz1hR8U1svfL+q0sBzZnYK/qS7D/9jm62mDDjVzE5zzj0agtiPKrjC/Rcw0DmXcVv+DGBk8GXZgb+C7e+c+9nMquFvaBjknJtpZk8F2/8Fn3SkZdRyOec2E9xxaX5MovPwNY2HyxjzhiCBKzBm9ii+OSKjM33G5z6jpqwEvsP9MOfcomCbMvgkbsxh+2qIHwqlK74W6AEzS8YnUCXwicoN+OMb4ZybHGw3Gd+vpEfQzHce/uqcIJ6b8FfRDYCSzrkYM6uOv8kk5ILE6lx8H7f5+KbpPfjm2dOCf/vij7ukc+4H4N6gFinZObcPn8yFveA70B//f7QL/3+wHXgk+D8pg68VfhV/M0C74AItHphgZtvxtUtv4Jt2hweJSMYdiDjnfjR/N3AMYTQdjXPujhzKFuBrRDOex+Sw6UT8d+g299uYhB/gk7QIfIK+EjKHHJmKP3dswg+7MTioWYsABlLIfYuCBCivY0xmDu1iZrPIOdZyQAnnXN9gvVZAP+dcrJl9fJT9Zj0nhmVCZmY34C8k8jJ2ouH7lv6IT+KzKotvFfgQ/9m5BX9uGWVm1zvnZudb0EWMplnKAzMrESZt+/nGzMoH/aPyur5l7f9gZqWccwcKJrrw9kc+D+bv3ioOpGb0oQvKDh7evyT48SoeLp+9ENVghISZVQqaJ3NaVhx/0XXK8XyHTmSHnx/ysH41YIML/+GCpICZWaQ+B79RUiYiIiISBnT3pYiIiEgYUFImIiIiEgaUlInICcnMypjZWfmwn9PttxHp87J+ebOwHxhWRMKQkjIROWGYWUSWhOgqIOvUV8WyPH7PzL40s7jgb5H5adVy8iZ+PK6cXq+EmdU2s1vM7N2gA/uz+AE3RUSOi4bEEJETSQv80BVG9rloHRARDMi5Hz8zwY3OT6RNMNTFI4fvzMxuxU+59FyQ6xXHjy9WLxjKpTJ+eJBW/DbhfBP8WGR/CnYz3TmX00T0IiLZKCkTkRNGML7RbDP7L378sM1mdj3QyTnXLcuqxYHbzM89Cn5Q22znQzNri58i61XgrWDk8TH4cccyxtbbgJ99IQo/Sv0l+LkcFwTL/0ERmV5KREJPSZmInIjeAK7AD4p8KzAuqD2zYKy1UfiZNzJsIst8tcG6dfGD+l4CzDKzJfipeP6ZZbvr8UlZNH5O0HX4keCvwc8p+x/n3M4COD4ROQFpnDIROWEE04F1x094fMRi/JQvWSe9fhk/h+eNWcraZx041swy5i4c55x7n8OY2e34eV5bAEvwtW5346cxWxnMZiAickxKykTkhGFmTwPfZ5k+7PDllfDTX90RTKzcAPhTUJYYTIf1CH7E/ub4CcQvxM/5muE04N/OuYeDfX6MnzZmGzAbX2u2HT+h/AP4iZZ1ohWRY9LdlyJyIjmLLHNM5uDw5Mgdpew0fL+zV4A3nXN/zvjDT05+EMDM2gPfAQeALkCHYBuAX4HVQPvffTQiclJRnzIROSGYWSmgMblP4m7A9Wa2ADgV3/fMgPfNLAWoBTzqnFsLrDWzq4Cuwb8ZTsNPyg6wDF87Nh0/mfQ659yKoE+awzeV1kdEJA+UlInIieJhYNoxJnCPBGYHzZdN8DcDRAIdg+bL5kDWPmAlgSnOuSEZBUGz540Azrkfg7JTg75j95lZN+AGYGzQN+3nfDo+ETnBqU+ZiJwQzKwCsCe4uzK/9hkBRDjnDh3HNsWOZ30RkQxKykRERETCgDr6i4iIiIQBJWUiIiIiYUBJmYiIiEgYUFImIiIiEgaUlImIiIiEgf8H539U6MctHiQAAAAASUVORK5CYII=\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 多柱状图\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np # 第三方模块， （现在还没有学）\n", + "df=pd.read_excel('产品销售统计.xlsx')\n", + "\n", + "# 解决中文乱码\n", + "plt.rcParams['font.sans-serif']=['SimHei']\n", + "\n", + "# 设置画布的大小\n", + "plt.figure(figsize=(10,6))\n", + "\n", + "#x=df['产品名称']\n", + "x=np.array([0,1,2,3,4,5,6,7]) #将列表转成了numpy中的数组类型\n", + "\n", + "y1=df['1月']+df['2月']+df['3月']\n", + "y2=df['4月']+df['5月']+df['6月']\n", + "y3=df['7月']+df['8月']+df['9月']\n", + "y4=df['10月']+df['11月']+df['12月']\n", + "\n", + "bar_width=0.2 # 柱子的宽度\n", + "\n", + "#设置x,y轴的标签\n", + "plt.ylabel('季度销售量')\n", + "plt.xlabel('产品名称')\n", + "\n", + "#设置图标的标题\n", + "plt.title('2020年季度销售量')\n", + "\n", + "#绘制柱状图\n", + "plt.bar(x,y1,bar_width,color='c',alpha=0.5)\n", + "plt.bar(x+bar_width,y2,bar_width,color='b',alpha=0.5)\n", + "plt.bar(x+2*bar_width,y3,bar_width,color='g',alpha=0.5)\n", + "plt.bar(x+3*bar_width,y4,bar_width,color='y',alpha=0.5)\n", + "\n", + "\n", + "#设置坐标轴刻度\n", + "data=df['产品名称']\n", + "plt.xticks(x,data)\n", + "\n", + "#添加文本标签\n", + "for a,b in zip(x,y1):\n", + " plt.text(a,b,format(b,','),ha='center',va='bottom',fontsize=8)\n", + " \n", + "for a,b in zip(x,y2):\n", + " plt.text(a+bar_width,b,format(b,','),ha='center',va='bottom',fontsize=8)\n", + "\n", + "for a,b in zip(x,y3):\n", + " plt.text(a+2*bar_width,b,format(b,','),ha='center',va='bottom',fontsize=8)\n", + " \n", + "for a,b in zip(x,y4):\n", + " plt.text(a+3*bar_width,b,format(b,','),ha='center',va='bottom',fontsize=8)\n", + " \n", + "#设置图例\n", + "plt.legend(['第一季度','第二季度','第三季度','第四季度'])\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 简单的直方图\n", + "import matplotlib.pyplot as plt\n", + "x=[2,34,45,34,53,19,90,98,87,34,55]\n", + "bins=[0,25,50,75,100]\n", + "\n", + "plt.hist(x,bins) # 绘制直方图\n", + "\n", + "# 设置x轴的标签\n", + "plt.xticks(bins)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#使用直方图分析微机原理的成绩分布情况\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "df=pd.read_excel('成绩表2.xlsx')\n", + "\n", + "# 解决中文乱码\n", + "plt.rcParams['font.sans-serif']=['SimHei']\n", + "\n", + "x=df['总成绩']\n", + "\n", + "# 设置坐标轴标题\n", + "plt.xlabel('分数')\n", + "plt.ylabel('学生的数量')\n", + "\n", + "#设置图表的标题\n", + "plt.title('XXX大一微机原理成绩分布直方图',fontsize=18)\n", + "\n", + "#设置数据的区间\n", + "bins=[40,50,60,70,80,90,100]\n", + "\n", + "plt.hist(x,bins,facecolor='b',edgecolor='k')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 绘制简单的饼形图\n", + "import matplotlib.pyplot as plt\n", + "x=[10,34,5,56,58,65]\n", + "\n", + "# 绘制\n", + "plt.pie(x,autopct='%1.1f%%')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 基础饼图\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "df=pd.read_excel('JD手机销售数据.xlsx')\n", + "\n", + "# 解决中文乱码\n", + "plt.rcParams['font.sans-serif']=['SimHei']\n", + "\n", + "# 设置画布大小\n", + "plt.figure(figsize=(10,6))\n", + "\n", + "x=df['北京出库销量'] # 销量\n", + "labels=df['商品名称'] #商品名称\n", + "\n", + "plt.pie(x,labels=labels,autopct='%1.1f%%',labeldistance=1.02,startangle=90,textprops={'fontsize':12})\n", + "\n", + "# 设置x,y轴刻度一致，保证饼形图为圆形\n", + "plt.axis('equal')\n", + "\n", + "plt.title('2021年4月京东各手机品牌出库销售分析',fontsize=18)\n", + "\n", + "plt.legend(df['商品名称'],loc='upper right',frameon=False)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 分裂饼图\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "df=pd.read_excel('JD手机销售数据.xlsx')\n", + "\n", + "# 解决中文乱码\n", + "plt.rcParams['font.sans-serif']=['SimHei']\n", + "\n", + "# 设置画布大小\n", + "plt.figure(figsize=(10,6))\n", + "\n", + "x=df['北京出库销量'] # 销量\n", + "labels=df['商品名称'] #商品名称\n", + "\n", + "plt.pie(x,labels=labels,autopct='%1.1f%%',labeldistance=1.02,textprops={'fontsize':12},\n", + " explode=(0.1,0,0,0,0,0.1,0,0,0,0),shadow=True)\n", + "\n", + "# 设置x,y轴刻度一致，保证饼形图为圆形\n", + "plt.axis('equal')\n", + "\n", + "plt.title('2021年4月京东各手机品牌出库销售分析',fontsize=18)\n", + "\n", + "plt.legend(df['商品名称'],loc='upper right',frameon=False)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 分裂饼图\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "df=pd.read_excel('JD手机销售数据.xlsx')\n", + "\n", + "# 解决中文乱码\n", + "plt.rcParams['font.sans-serif']=['SimHei']\n", + "\n", + "# 设置画布大小\n", + "plt.figure(figsize=(10,6))\n", + "\n", + "x=df['北京出库销量'] # 销量\n", + "\n", + "x2=df['上海出库销量']\n", + "labels=df['商品名称'] #商品名称\n", + "\n", + "plt.pie(x,labels=labels,autopct='%1.1f%%',labeldistance=1.02,textprops={'fontsize':12},pctdistance=0.85,radius=1,\n", + " wedgeprops={'width':0.4,'edgecolor':'w'})\n", + "\n", + "\n", + "plt.pie(x2,autopct='%1.1f%%',labeldistance=1.02,textprops={'fontsize':12},pctdistance=0.85,radius=0.7,\n", + " wedgeprops={'width':0.4,'edgecolor':'w'})\n", + "\n", + "# 设置x,y轴刻度一致，保证饼形图为圆形\n", + "plt.axis('equal')\n", + "\n", + "plt.title('2021年4月北京和上海京东各手机品牌出库销售分析',fontsize=18)\n", + "\n", + "plt.legend(df['商品名称'],loc='upper right',frameon=False)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 简单的散点图\n", + "import matplotlib.pyplot as plt\n", + "import random\n", + "x=[i for i in range(10)]\n", + "y=[random.randint(1,10) for i in range(10)]\n", + "\n", + "plt.scatter(x,y)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#分析广告支出与销售收入相关性\n", + "import pandas as pd\n", + "\n", + "import matplotlib.pyplot as plt\n", + "dfcar=pd.read_excel('广告支出.xlsx')\n", + "dfdata=pd.read_excel('销售数据.xlsx')\n", + "\n", + "\n", + "# 解决中文乱码\n", + "plt.rcParams['font.sans-serif']=['SimHei']\n", + "\n", + "x=dfcar['支出']\n", + "y=dfdata.groupby('业务日期')['金额'].sum()\n", + "\n", + "# 设置标题\n", + "plt.title('销售收入与广告费用的分析')\n", + "\n", + "plt.scatter(x,y)\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 基本的面积图\n", + "import matplotlib.pyplot as plt\n", + "import random\n", + "# 表示x轴的数据\n", + "x=[i for i in range(1,6)]\n", + "\n", + "# y轴的数据\n", + "y1=[random.randint(1,20)for i in range(5)]\n", + "y2=[random.randint(1,20)for i in range(5)]\n", + "y3=[random.randint(1,20)for i in range(5)]\n", + "y4=[random.randint(1,20)for i in range(5)]\n", + "\n", + "plt.stackplot(x,y1,y2,y3,y4,colors=['r','b','green','pink'])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 使用标准面积图分析商品的销售情况\n", + "import pandas as pd \n", + "import matplotlib.pyplot as plt \n", + "\n", + "# 读取Excel文件\n", + "df=pd.read_excel('产品销售统计.xlsx')\n", + "\n", + "# 解决中文乱码\n", + "plt.rcParams['font.sans-serif']=['SimHei']\n", + "\n", + "x=df['产品名称']\n", + "y=df['总量']\n", + "\n", + "# 设置图表的标题\n", + "plt.title('电脑配件销售情况')\n", + "\n", + "# 绘制标准面积图\n", + "plt.stackplot(x,y)\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 堆叠面积图\n", + "import pandas as pd \n", + "import matplotlib.pyplot as plt \n", + "\n", + "# 读取Excel文件\n", + "df=pd.read_excel('产品销售统计.xlsx')\n", + "\n", + "# 解决中文乱码\n", + "plt.rcParams['font.sans-serif']=['SimHei']\n", + "\n", + "x=df['产品名称']\n", + "\n", + "# 第一个季度\n", + "y1=df['1月']+df['2月']+df['3月']\n", + "\n", + "# 第二个季度，第三个季度，第四个季度\n", + "\n", + "y2=df['4月']+df['5月']+df['6月']\n", + "y3=df['7月']+df['8月']+df['9月']\n", + "y4=df['10月']+df['11月']+df['12月']\n", + "\n", + "\n", + "# 绘制\n", + "plt.stackplot(x,y1,y2,y3,y4)\n", + "\n", + "plt.title('电脑配件季度销售情况')\n", + "\n", + "# 设置图例\n", + "plt.legend(['第一季度','第二季度','第三季度','第四季度'])\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 基本热力图\n", + "import matplotlib.pyplot as plt \n", + "\n", + "x=[[1,2],[3,4],[5,6],[7,8],[9,10]]\n", + "\n", + "plt.imshow(x)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 使用热力图分析学生的成绩\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "df=pd.read_excel('成绩表.xlsx')\n", + "\n", + "\n", + "# 处理中文乱码\n", + "plt.rcParams['font.sans-serif']=['SimHei']\n", + "\n", + "x=df.loc[:,'数学':'英语'].values\n", + "\n", + "# 设置x轴的坐标轴刻度\n", + "plt.xticks(range(3),['数学','语文','英语'])\n", + "plt.yticks(range(10),df['姓名'])\n", + "\n", + "# 绘制热力图\n", + "plt.imshow(x)\n", + "\n", + "\n", + "# 显示颜色条\n", + "plt.colorbar()\n", + "# 设置标题\n", + "plt.title('学生成绩热力图')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 简单的箱形图\n", + "import matplotlib.pyplot as plt \n", + "x=[1,3,5,7,9]\n", + "plt.boxplot(x)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 简单的多箱形图\n", + "import matplotlib.pyplot as plt \n", + "x=[1,3,5,7,9]\n", + "x2=[10,78,45,34,45,87]\n", + "x3=[43,54,1,35,65,98,78]\n", + "\n", + "plt.boxplot([x,x2,x3])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "39.0\n", + "54.0\n", + "71.5\n" + ] + } + ], + "source": [ + "import pandas as pd \n", + "x3=[43,54,1,35,65,98,78]\n", + "x3.sort()\n", + "s=pd.Series(x3)\n", + "print(s.quantile(q=0.25))\n", + "print(s.quantile(q=0.5))\n", + "print(s.quantile(q=0.75))" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "26 44.30\n", + "77 43.11\n", + "131 48.27\n", + "163 48.17\n", + "171 50.81\n", + "182 45.35\n", + "184 40.55\n", + "194 48.33\n", + "230 41.19\n", + "Name: 总消费, dtype: float64\n", + "40.29749999999999\n" + ] + } + ], + "source": [ + "# 通过箱形图判断总消费的异常值\n", + "import pandas as pd \n", + "import matplotlib.pyplot as plt\n", + "\n", + "# 读取Excel数据\n", + "df=pd.read_excel('tips.xlsx')\n", + "\n", + "\n", + "# 绘制箱形图\n", + "plt.boxplot(\n", + " df['总消费'],\n", + " patch_artist=True, # 填充箱子颜色\n", + " showmeans=True,# 显示均值\n", + " flierprops={'markerfacecolor':'red','markeredgecolor':'r','markersize':5}, # 异常值的填充色，边框颜色，大小\n", + " meanprops={'marker':'h','mfc':'black','markersize':8} ,#设置均值的符号，颜色，大小\n", + " \n", + " medianprops={'linestyle':'--','color':'r'}\n", + ")\n", + "plt.show()\n", + "\n", + "# 查找异常值\n", + "#计算四分位数\n", + "Q1=df['总消费'].quantile(q=0.25)\n", + "Q3=df['总消费'].quantile(q=0.75)\n", + "\n", + "# 上限，和下限\n", + "low=Q1-1.5*(Q3-Q1)\n", + "up=Q3+1.5*(Q3-Q1)\n", + "\n", + "# 查找异常\n", + "val=df['总消费'][(df['总消费']>up)|(df['总消费']" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 绘制子图的第一种方式 subplot函数\n", + "import matplotlib.pyplot as plt \n", + "import random\n", + "\n", + "# 绘制第一个子图\n", + "#plt.subplot(2,2,1) #第一个绘图区\n", + "plt.subplot(221) #上一行代码的简写形式\n", + "plt.plot([1,2,3,4,5],[random.randint(1,10)for i in range(5)])\n", + "\n", + "\n", + "# 绘制第二个图\n", + "plt.subplot(2,2,2) # 第二个绘图区\n", + "plt.plot([1,2,3,4,5],[random.randint(1,10)for i in range(5)],'ro')\n", + "\n", + "\n", + "# 绘制第三个子图 ，绘图区， \n", + "\n", + "plt.subplot(2,1,2) # 二行一列，在第二行绘制\n", + "x=[1,2,3,4,5]\n", + "y=[random.randint(10,50)for i in range(5)]\n", + "\n", + "plt.bar(x,y)\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 绘制子图的第二种方式\n", + "import matplotlib.pyplot as plt \n", + "figure,axes=plt.subplots(2,3)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#绘制子图\n", + "import matplotlib.pyplot as plt \n", + "import random\n", + "figure,axes=plt.subplots(2,2) # 两行两列\n", + "\n", + "# 在第一个绘图区域绘制折线图\n", + "axes[0,0].plot([1,2,3,4,5],[random.randint(1,10)for i in range(5)])\n", + "\n", + "# 第二个绘图区域绘制散点图\n", + "axes[0,1].plot([1,2,3,4,5],[random.randint(1,10)for i in range(5)],'ro')\n", + "\n", + "# 第三个绘图区域绘制柱状图\n", + "x=[1,2,3,4,5]\n", + "y=[random.randint(10,50)for i in range(5)]\n", + "\n", + "axes[1,0].bar(x,y)\n", + "\n", + "# 第四个绘图区域绘制饼图\n", + "x=[random.randint(10,50)for i in range(5)]\n", + "\n", + "axes[1,1].pie(x,autopct='%1.1f%%')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#绘制子图的第三种方式\n", + "import matplotlib.pyplot as plt \n", + "import random\n", + "fig=plt.figure() #绘制画布　\n", + "ax1=fig.add_subplot(2,2,1)\n", + "ax1.plot([1,2,3,4,5],[random.randint(1,10)for i in range(5)])\n", + "\n", + "\n", + "# 绘制第二个子图\n", + "ax2=fig.add_subplot(2,2,2)\n", + "ax2.plot([1,2,3,4,5],[random.randint(1,10)for i in range(5)],'ro')\n", + "\n", + "\n", + "# 绘制第三个子图\n", + "ax3=fig.add_subplot(2,2,3)\n", + "ax3.bar([1,2,3,4,5],[random.randint(1,10)for i in range(5)])\n", + "\n", + "\n", + "# 绘制第四个子图\n", + "ax3=fig.add_subplot(2,2,4)\n", + "ax3.pie([random.randint(1,10)for i in range(5)],autopct='%1.1f%%')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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TrNrjvhGbvWFnSRW53xzlnqmphAUFGF2OX/CkUcFCdMSnghvgmrEDSIoOYeFn3t3rXpSbT2RIALdfkGJ0Kf7EY0YFC9ERnwvuoAAT981IZ3PxcTYUHjO6HKfkH6nmw68OM/cCC1EhgUaX4088alSwEO3xueAGuGniIOIjglmUm290KU55KreAkAAzd09NNboUv+Jpo4KFaI9PBndIoJl501JZvbec7QcqjS6nW/ZX1PHu9kPMmZxMXHiQ0eX4LU8ZFSyEIz4Z3AC3TUkhOjSQhV7W6356VQFmpbh3eprRpQghPJTPBndEcAB3XWThk6/L2H34hNHldMnhqgb+s+UgN04YSGJUiNHlCCE8lM8GN8CdF1oIDzKzKLfA6FI6ta6ggvlLN2PVmu/NSDe6HCGEB/Pp4I4JC+K2C1LI2XGIwvJao8tx6MsDldz27AZueWY9R0408tfvjmZQXJjRZQkhPJhPBzfAvKlpBJpNPL3Ss6517yo9wbyXNnPNorV8XXqCX88ezsqfzeTqMQOMLk0I4eF8PrgTIoO5eeIg3tpqX6/RaPuO1vDQ8m18+x+r2VBYwU8uHcLnP5/FvGlphATKfCTCBy1bBhYLmEz2z8uWGV2R1/OLsdTzZ6Tz6sb9LFlVwO+uHmFIDQeP1/GP/+3lP1tLCA4w8cDMdOZPSyc6TAbYCB+2bBnMnw91dfbXxcX21wBz5hhXl5fzi+AeEBPKdWMH8u9NB3gwczAJkcG91vaR6gYWfZbP8o0HALjjghQemJnRqzUIYZiHHz4d2ifV1dnfl+B2ml8EN8D9M9N5Y8sBnl2zj19eMdzt7R2vbWLx5wW89EURzVbNdycM5KHMwSTFyGyhwo/sb2cR7/beF13iN8FtiQ/nylFJvLKumPtnpBMT5p5RidUNzTy3ppDnVhdS09TC1aOT+OElQ7DEh7ulPSE8WnKy/fKIo/eF03z+5uSZsmZlUNtk5YW1RS4/dn2TlX+tKmD6n3P526d7uTCjDx/+YDp/u3mshLbwX489BmHnPN4aFmZ/XzjNb3rcAEP7RXLZeYm8+EUR905PIyK4599+U4uNf2/az8LP8jlS3cj0IQn89LIhjBoY0/OChfB2J69jP/yw/fJIcrI9tOX6do/4VXADPJiZwccL1/LK+uIejVBssdp4a1sJf/90LyWV9UyyxLHw1nFMSo1zYbVC+IA5cySoXczvgnvUwBimDY7n2dWF3HmhpdvPTttsmpy8Uv7v0z3sO1rLyAHR/PG6kUwfHI9Syk1VCyHEaX51jfukB2dlUF7TyGubDnR5H601n35dxux/ruGh5dsIMCkW3zaeFQ9exIwhCRLaQohe43c9boDJaX2YaIll8aoCbpmUTFBAxz+/1uaX8+TH37BtfyUpfcL4201j+M7oJMwmCWshRO/zy+AG+xMmd76wibe3HeSmiY4fTdpSfJwnP/qGdfsq6B8dwp+uG8kN4wcSaPbLX1SEEB7Cb4N7xpAERg6I5umVBVw/biABZ4TxV4eq+MvHe/hs9xHiI4J45MrzuHVysswlIoTwCN3uOiqlopVS/1VKfaKUelsp5ZXraymlyJqVQVFFHTl5pQDkH6kha9lWZv9jDZuLjvGzy4ey6mezuHtqqoS2H3DJuS0TKomu6OF54kyPew7wV631J0qpp4FvASucOI7hLjsvkSGJEfzzs3xW7y3nra0HCQk081BmBvOmpREdKhNA+ZmendsyoZLoChecJ93ucWutn9Jaf9L6MgE40t1jeAqTSfHAzAzyj9SwYvsh7r4oldU/n8VPLhsqoe2HenxudzShkhAnueA8cfoat1LqAiBWa73ewdfmA/MBkj18ToKrRiehFExKjaN/tEwAJXpwbsuESqIrXHCeOPV4hFIqDvgncLejr2utl2itJ2itJyQkJDjTRK8xmRRXjxkgoS2AHp7b7XVSPLzzInqZC84TZ25OBgGvA7/UWjuY9ksI79Tjc1smVBJd4YLzxJke9z3AeOBhpdRKpdRNThxDCE/Us3N7zhxYsgRSUkAp++clS+TGpDibC84TpbV2Y4WglDoKtNd7iQfK3VpA13lKLZ5SB3hOLR3VkaK1NuR6nJec255SB3hOLZ5SBzh5brs9uDuilNqstZ5gWAFn8JRaPKUO8JxaPKWO7vCUmj2lDvCcWjylDnC+Fhm7LYQQXkaCWwghvIzRwb3E4PbP5Cm1eEod4Dm1eEod3eEpNXtKHeA5tXhKHeBkLYZe4xZCCNF9Rve4hRBCdJMEtwdRSsUppS5VSsUbXYsQriTntmsZFtxKqUSl1Gqj2m+twWOmqFVK9QdygElArlLK0LkCWv99thlcQ4BSan/rYJiVSqmRRtbTVXJut6lFzu22NfTo3DYkuJVSscBLQLgR7Z/h5DSelwKHsU/jaZTzgR9prR8DPgLGGVgLwJOA0RO4jAKWa61ntn7kGVxPp+TcdkjO7bZ6dG4b1eO2AjcBJwxqH/CsKWq11p9qrdcrpaZj75msM6oWpVQmUIv9P7yRpgDXKqXWKKWWKaW8YcUmObfb1iLndls9OrcNCW6t9QmtdZURbTvS0TSevVyHwv6fvhl7ABhRQxDwCJBtRPvn2ATM0FpPBSqBbxtbTufk3G63Djm3z9ajc9vvb052No1nb9J2WcAXwJUGlZENLNJaVxrU/pl2aK1LW/+8GxhsZDHeRs7tNnzm3Pbr4PakKWqVUr9QSt3R+jIG+09hI1wCZCmlVgJjlFLPGlQHwFKl1GillBm4FthuYC1eRc5th3zm3DZ6kqmVWuuZBrZ/P/BHTv+lPa21fs2gWmKx/0cLBnYCWdrg0VEe8O8zAngVUMAKrbXXrAHmAX93cm53XJPR/z49Ordl5KQQQngZv75UIoQQ3kiCWwghvIwEtxBCeBkJbiGE8DJuH4kWHx+vLRaLu5sRfmrLli3lRq05KYRR3B7cFouFzZs3u7sZ4aeUUoY+oyyEEeRSiRBCeJkuBfeZ01QqpQKVUu8rpb5QShk+lFYIIfxNp8HtYJrKh4DNWusLgSuVUpFurE8IIcQ5unKN++Q0le+2vp7J6dm1vgAmALln7qCUmg/MB0hOTnZFncLDWbJz3Hbsosdnu+3YQnijTnvcDqapDAdKWv98Akh0sM8SrfUErfWEhAS54S+EEK7kzM3JGk6vHhHh5DGEEEI4yZnQ3QJMbf3zaKDIZdUIIYTolDPPcb8EfKCUmgacB2xwbUlCCJ+xIDoQSAJigTqgGqhmQVWNoXV5uS4H98m5a7XWxUqpS7H3uh/RWhuyDJEQwkMsiA4GMoGJwIAzPpKwr3epztxca2xp2e/Va0yHgAPYf2tfC3xU9PjsEkSnnBo5qbU+hH1idCGEP1oQ3R+YDXwHuJhurGqvUcc1pj7Yl+s6uWTX3QCW7Jyvsa8E/xHwedHjs+tdWbav8IZVs4UQnmBB9EDsAfsdYDzn9KS7qpmASqBPO18+r/XjR0CDJTvnc2BR0eOzVzjTlq+S4BZCdGxBdD/gV9jHZgT39HB1BHf1+nYIcBlwmSU750vgD8BbRY/P9vtluyS4hRCOLYiOB34BZHH6EeAeq9LhdU7sNgZ4E/jKkp3zGPBa0eOzba6qydvIM9hCiLMtiI5hQfQfgELgp7gwtAEqiGruwe7nY19k92tLds61LirJ60hwCyFOWxB9ObAbeBj7ADuXK9OxrugpDwXesmTnLLZk54S44HheRYJbCGF/3npB9JPAf3EwjYUrleo+Tt3UbMd9wAZLds5QFx7T40lwC+Hv7DcfVwM/wcknRbqjRMcHufiQo4DNluyc21x8XI8lwS2EP1sQPQ7YBEzurSYP6nh3XNqIAJZasnOet2TnhLnh+B5FglsIf7Ugejb2nvbA3my2VPdxy7XzVncBH1qyc7o8IMgbSXAL4Y8WRF8AvAH0eu+0TMfGuLmJacB7luwclz4N40kkuIXwNwuiBwMrcPFjfl2hNbqCqNheaGoWsMKSnePq6+keQYJbCH+yILov8CEQb0TzGiqtmHtr4N8lwPO91FavkuAWwl8siA4D3gfSjCqhmYDjvdzkHEt2zu96uU23k+AWwh8siDYDr2GfetUw9QRXG9DsI5bsnBsMaNdtJLiF8A8/A640uogTOtyoaVoXWrJzYgxq2+UkuIXwdfbpWH/d1c2P1Ws+KWihvM75kellNTaarW0n8asgssnpg/ZMIvC4QW27nAS3EL7vL7Sz0EFVg+aKZbVcurSWa1+ro7jSxuxX69hYYmXWS3UcrXUc3k9vamLmi7XMfLGWMYtruO+9ehZubGLq87XUNmk+Lmgh0Nx2EGaZjjVyStb5luycCwxs32UkuIXwZQuiLwa+296Xl+U18+MpwXxyezj9whXby6z83+XBPDw9mMvTA9ha6ji4758YxMo7w1l5ZzjTks3MHx/El4et3D4qkE2HrIQFOh45f0h3/jCLtb6a+sJtWOuquvY9OjpG7XG0teXctxXwL0t2jtdPZ+3134AQoh32hXr/2dEmD0w8/Zjz0TpN33DFlIEBfF7cwsYSK4/M6HjdhJITNspqNeOTzGgNzTb4uKCFX093vF+Jjg8887WtsZaj7/4ZbFZUUAhxF8/n6IonCEufxPHPniXxlj9iDotuc5zqbR9Qu+vzU8cI7j+UwIQU6natpu93f0994TYiRmQ6KmEk9jlZnujwG/Nw0uMWwnd9HxjelQ3XHWjheINmysAAtNa8trOZQDM4uNpxlkWbmrh/gj38L0sP4P09zQyMMnHV8jpyC9v0eCnRfc6ap6T2q5VETbyGxJv/gDk8lqYjhcRl3kv0hTcRmjqOpsP5DtuNHPtt+t36OP1ufZyQgecTMeZbNB8pJHzELJoO70EFdvgD5xFLds6gjr8zzybBLYQvWhAdCfy2K5seq9c89N8Gnr/KPpBSKcWi2aFcONDM+3vahu9JNq3JLbIyK9X+i/tNIwL53cxgYkIUswcH8J9dbddLOHeekshxswlNHWs/Xl0V5rBoggcMo+HAThpL9xA8oOOfOy3V5VhrKwnul4HWGm1tob5wG6Fp4zvaLQz7MmxeS4JbCN90AxDZ2UZNVs1336jjTxeHkBJj4ok1jby83f7gR2WDJiak/S736mIrkweYz3pvT4WN9FhFcIDC5uA25GEdF+PoWI0lu7A11hA8YBhaa2p3rUaZzaA6jqjqrTlEjv02AKGpY6kv2ERAZDxH//MoDcU7Otr1Tkt2jrmjDTyZBLcQvumOrmz03NZmtpRaeWx1IzNfrMUSY2Lpjmamv1CLVcNl6Wa+Pmrl1581tNn3o4IWpqeczr4TjZp+ESbOSzCzZEsTl6SdfQtNa3Q50XHnHsdaX82xT/9Fnyt+CNh7/H0uu5/gpOHUF2xst3atbTTs30FIyigAwodPJ2bqHEwh4YSmT6Ruz9qOvvWBwOUdbeDJ5OakEL5mQXQyMKMrm94/MYj7J549D9NNI866f8h5CWb+kNm2c/rHi8+eVjsqWHFpuj1Svvxe25lbNVRZMcec9Z61mfJ3Hydm+lwCovtStf5NzBGxRIy4GFtjLabg9mdnbTzwFcH9z174pvlYCYFxA7A11KJ1p08ezgM+6GwjTyQ9biF8z+30wko23dXiYJ6Smh2f0HQ4n6p1r3H41WwCovtSuzOXw8t+gdY2QlLH0VS+n+OfL21zvPrCrYQMGnHqta2xDnN4LIF9BlG9/UNCU8Z0VtKVluwcty7T5i7S4xbC99xudAGO1BPUZp6SyLHfPnWN+qTw4dPPeh0Un0zQ9LbfUuyMuWe9NgWHnbrRmXRXh09BnhQIzAX+3JWNPYn0uIXwJQuiJ2NfAd3jnNBhRs1T0hGvXKdSglsI33Kt0QW05xhRRs1T0pHzvXGNSgluIXyLodO2dqRMx1qNrsEBE/ZV4r2KBLcQvmWc0QW0p1T38bgbpq3GGl1Ad0lwC+Ej9jwWn9pkwOK/XVWi4z31YYgxRhfQXZ76FymE6KbrB/YfgdamINjXt6XlyLCm5oZxDY3B4xoa4wc3NaUEgaEL55bo+JDOtzKE1/W4JbiF8B2DUSqgCdIOBgamHQwM5NPw1g641i1nBvr4hsbgsQ2NCUOamlIC7Y/Fud0h3afTIfgGGWHJzjEXPT7bE6/BOyTBLYTvaH8R4I4CXVOQaG05OrQ10Mc1NCQMbmp2eaAf1nFRrjyeC4UCQ4BdRhfSVRLcQviO7gejUgFNivQDpsD0A44D/ciwpubGcQ0NweMaGnsU6I7mKfEgsUYX0B0S3EL4Dtf1kM8J9E9OB3rzmYE+vqEheGxDY9/BTc3JHQW61lQ1E9B2RQTP4anX3x2S4BbCd7j/WrVSgZ0E+lH7NfSG4HENjX0zWgO9GXMlIMHtIt0ObqVUALCv9QPgIa11nkurEkI4o1duMjrUSaBftzN05x0NwfvxwMmvACpNnU8l6Emc6XGPApZrrX/h6mKEED1iXHC3R6lAc6NOuPqDmknrLqgpbQqK8sgBQolWz/yB0h5nBuBMAa5VSq1RSi1r7YELIYznkb3G3/zbut2s6Z9e8LbjJeM9gyfOo9IuZ0J3EzBDa12qlFoEfBtYceYGSqn5tK7plpyc3O6BLNk5TjTfNUWPz3bbsYXwUAeNLuBck76xbUsvZSpAv7KN43cPvXWfNgW2/9iicaqMLqA7nOlx79Bal7b+eTcw+NwNtNZLtNYTtNYTEhISelSgEKLLio0u4ExBzbruh+/Y+qjW69oK1KCDK0uMrqsdjpeT91DOBPdSpdRopZQZ+xSS211ckxDCOUVGF3Cm7DdsmwJsnPUrd2rRB+PRutKgktpTnrU4s83qPJ7MmeD+PbAU+BJYp7X+1KUVCSGcVdSbjTVVtH9ZeGShLe/8Yj3t3PfNtqawuGNfe1pnb6/RBXRXt4Nba71Taz1Kaz1Sa/2wO4oSQjilqL0vtFS1sO+P9id4m440UfhEIQWPFnDk3SOdHrThYAOF/68QgLI3yyj6axFaa2p31zrcPqBFN/7iDVuYaidfhu759xC0bum04d6zx+gCukumdRXCd5QCbZLYWmvl4DMHsTXaH+qo+F8Fidclkv6bdGp21tByov0M1VpTurwU3WJ/YKXlRAshg0JoKG4gMM7x04c/ese2LshKenvHDG081j+s/simbn1n7uX7PW4hhGfKm5ungU/afMEEgx4YhCnE/t/dHG6m4VADLVUt6BaNOczc7jErV1cSMTzi1GutNVihdk8t4cPC22w/5KDePWGvntpZrUP2vNZrE04dr+n0t4o1vVGHK0lwC+FbPj73DXOo+axwjhwVSd2eOio+qSB8eDi0k9stNS1Urqsk/lvxp94LGRhCU0UTSikK/1RIw6GGU18z2XTLr/9tVaoLjxnHVX5zvrmlfue575+oO8b/vfsDAMpPHOIf7/2UJ99+kP9uWdrZITl0rJCFOT8HYMXG53j6v79Ca82eQ192tNtxYG2nB/cwEtxC+JaP6WQgzpF3jjBg3gASb0jE1mSj5qsah9uVvV5G4g2JqIDTgwrjL48n5sIYVJAianwUNdtP7/vA+7a1Ic1dX2E+rSin+szXdY3VLM39M40t9h8Gq3a+w5UT7+Kn1y5k18HNVNdXtnssrTVvrXuaFqv9sk91/XGS4tI4WL6X2Ii+HZXxYdbiTE+63t4lMuqxF8hAI9Fb8ubmHR750sg8OlgAt7mymeZjzQREBtBQ3EDUGMdXLWq/qaWxrBGAhv0NlP2njMTrE7HWWTGHmNEt+tR185QyXTDtKz2lO7UOKFk1cW/6tYdQ5iQApUzcfcmv+ddHjwAQHhLN4cpi4qP6Y7U2ExYU0e6x1n/zIYOTxrDrwGb7G1pjs1nJP5zHzBHXdVTG+92p2VNIj1sI3/NBR19MvCaRwscL2f393QTGBRJ+Xjg1X9dQ8WnFWdsNeWIIab9MI+2XaYQkh5B4fSKNhxsJTQ4lNC2UY58eI3xoOEpr24Jl1noFwd0p0qRtAf0Pbzx1YzA0KJzQ4NPhfN6gieSX7mDlzrcZnDQGk8nxNZ2ahio27f2US0Z999R7/eNSOVZThkLxtxU/5PBxh2OTrMB/u1Ozp5AetxC+5wXgF5wzE1/aL+0jzSPHRDJ0zNlXNCLOiyDivPZ7tCf3De53OpsH/8k+aPquj6yrwxuZ4UyhGQVvjS7tN6UWpdrc6fxgy8vcd/mjKKV4Y+1Cdh/cwvBBE9ocY8WGZ7lq0jzM5tNxljnqBvKKvqC6/jijU6exc/8G+sWmnLvr/7xt4M1J0uMWwsfkzc3bA3zWG231r9D7L9+qJzq7f2BLXUzUicItjr5WVVvB8ZojNLc0caB8b7sTwu4t3c47G57hbyt+TElFPu9tfB6A+qZaggPDCDAHorXD+a3+4mzdRpPgFsI3/dPtLWitH11qrVAQ1pPDDNuzfJD9OcOzzZ4wl7+/9xOyX76O2PAEhiaN5ZuSbaza+c5Z2/325pf54VV/5YdX/ZUBfTL4zqS7Kas8wIA+aaT0Hcaqne8wuP/ocw+/LWtxZpsncLyFXCoRwjetwL747XB3NXDLKtuaqHraDGvvrojaQ6nBTVWbGoNjJgL88Kq/AjAiZQojUs6+3zl0wFiGDhjb7rFO7psYM+jUe7+56QVHm/65h2UbSnrcQvig1sE4T7jr+PFVuvSadbpNN9ZZGfn/aX8UkOsVAm/0YnsuJ8EthO9aCmx2x4EfXWo9qJxZVb4diUe3jjNZm3pratUnshZnWnupLbeQ4BbCR+XNzbMB92F/7M1lrl5nW9unGqdvSLYnZO875Var28fCbAGecXcj7ibBLYQPy5ubtxUX3qiMrtFHb1lpG17e0sJt++3PRpc1NzOrIJ+5+4uZu7+YYy2Ow7fKauW+gwe4bX8xCw4fBmDZ8ePctr+YOpuNQ3veH282mSoc7uwaNuC+rMWZnryEWpfIzUkf5M6RmiCjNb3Qb4DrgUGdbdiZ379iLai2Wqf8qrSUeps9/3Y0NHBfXB9ujo3tcN8VJ6r4TlQUV0ZF87NDh9jZUM/uxga+ExXFzoZ6IpQOjC/P21meMNqpZ8K74C9ZizMdPnrobaTHLYSPy5ubVwNk9fQ4l261re9/nClm4C9JSUSY7PGxvb6e5ZWV3FJcxONHytrdP8ZsprCpiRNWK4dbmukfEIgGWjSsra1jWngEQ/a+Pgytm3taqwN52H+A+QQJbiH8QN7cvPeAR53dP6JeV97zsS0NIMJsJtJ8+iGQaRHhvJqSzPIUC0VNTXzT0ODwGONCw9jf1Mwrx4+TFhRElNnMRWHhrKqpoV9AAFklB9leWZIYXle60dk621ENzMlanNno4uMaRoJbCP/xW+A1p3Z81brTpHE4zd7YkFDCW+cRSQ0KorjZ8ZJmfzt6lN8mJvJAfDypQcG8XVXFFVFRZMXHE2k2MSM8gk+qqxn6zfI4Z2psRzNwfdbizDwXHtNwEtxC+InWZ7vvBNZ3Z7+pX9k2pxyh3cUR7j14gKMtLdTbbKytrWVwsOO5phq0jT2NjVi1ZkdD/akR7MVNTQwKDCJIKWxAzIl9wwOaa3d0p8YO3Ju1OLPt4hJeToJbCD+SNzevAbgacDhd3rlCG3V11nu2pI62eSA+njsP7OeW4mJuioklNSiY/MZG/n706Fnb3RvXh9+WHWbS3j1UWa18OyqKGquV+IAAMoKDeL2qkgvC7HNNpRW+V+fcd3iW32QtznzJBcfxOPJUiRB+Jm9u3pGRL428GPuUpoM72vZXr1m3mTXTHX3tpWT7bHuTw8LJSU0762sZwcH8ICHhrPdGhYby3jnbAVwYbg/rty2pp94bcGjNxL0ZNx7UJvPAzr8jh57KWpz5Byf39XjS4xbCD+XNzSsALgQ2tLfN+L22L4eU9HwuEmcotLl/6RcFTuyqgV9mLc7s8VM0nkyCWwg/lTc3rxyYhX1CqrMENev6n7xli1XtTqbqfhn73hmL1tWdb3lKHXBD1uLMx91Vk6fwu0slsoyYEKflzc2rH/nSyOuAfwAPnHz/Z2/aNgbYnFscwVUCrA1RMVX5qypjBneljlLgqqzFmW6Zm8XTSI9bCD+XNzfPmjc3Lwv4LnDs/GLbV6OKdLtPkfSmod8st7S3CsIZPgIm+UtogwS3EKJV3ty8N4ARD62wrVfQm9Ostiu8viwluPFYe4FcBtyatTjzW1mLMw/2Zl1Gk+AWQpySNzev9KLNu+YB19LFRwbdbUj+m0HnvKWBfwHDshZnLjegJMNJcAsh2hi+e9c72B8VvBfYZ2QtCeU7xpisjd+0vvwYuChrceb3shZnVhpYlqEkuIUQDg3fvat5+O5dzwJDgbnAN53s4i5NaYXvvQ+My1qceXnW4sx1BtXhMfzuqRIhRPcM372rBXh517DhS4EpwM3AjUB/Nzarsa/e8xbwwuWfPlV2uRsb8zYS3EKILhm+e5cG1gHrdg0b/iNgOvbh85OBsUBID5uoBv4HvA/kDN+963APj+ezJLiFEN02fPcuG7Cy9YNdw4YHAiOBScB5QFLrRywQg/2ybG3rR13r52Lga+Cr1o/9rT8cRCckuIUQPTZ8965mYGvrh3AzuTkphBBeRoJbCCG8jAS3EEJ4GQluIYTwMhLcQgjhZSS4hRDCy0hwCyGEl3EquJVSzymlvlBK/drVBQkhhOhYt4NbKXUdYNZaXwgkKaU6XGxUCCGEaymtuzfCVCn1D+BDrfUHSqkbgEit9QvnbDMfmN/6cijGzSrWU/FAudFF9AJv/j5TtNYJnW8mhO9wZsh7OFDS+ucTQMa5G2itlwBLelCXR1BKbdZaTzC6Dnfzl+9TCF/hzDXuGiC09c8RTh5DCCGEk5wJ3S3AyYVERwNFLqtGCCFEp5y5VPIOsFoplQRcgX1idV/l9Zd7ushfvk8hfEK3b04CKKVigUuBz7XWMtm5EEL0IqeCWwghhHHkxqIQQngZCW4HlFLRSqn/KqU+UUq9rZQKMromd1JKJSqlthldhxCiayS4HZsD/FVrfSlwGPiWwfW425OcfsRTCOHhZM1JB7TWT53xMgE4YlQt7qaUysS+cKvcZBbCS0iPuwNKqQuAWK31eqNrcYfWS0CPANlG1yKE6DrpcbdDKRUH/BO43uha3CgbWKS1rlRKGV2LEKKL5HFAB1p7oh8AT2itPzG6HndRSn0O2FpfjgHe1FrPM64iIURXSHA7oJS6H/gjsL31rae11q8ZWJLbKaVWaq1nGl2HEKJzEtxCCOFl5OakEEJ4GQluIYTwMhLcQgjhZSS4hRDCy0hwCyGEl5HgFkIIL/P/AY5RLHo8X1wHAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#图表的保存\n", + "\n", + "import matplotlib.pyplot as plt \n", + "import random\n", + "fig=plt.figure() #绘制画布　\n", + "ax1=fig.add_subplot(2,2,1)\n", + "ax1.plot([1,2,3,4,5],[random.randint(1,10)for i in range(5)])\n", + "\n", + "\n", + "# 绘制第二个子图\n", + "ax2=fig.add_subplot(2,2,2)\n", + "ax2.plot([1,2,3,4,5],[random.randint(1,10)for i in range(5)],'ro')\n", + "\n", + "\n", + "# 绘制第三个子图\n", + "ax3=fig.add_subplot(2,2,3)\n", + "ax3.bar([1,2,3,4,5],[random.randint(1,10)for i in range(5)])\n", + "\n", + "\n", + "# 绘制第四个子图\n", + "ax3=fig.add_subplot(2,2,4)\n", + "ax3.pie([random.randint(1,10)for i in range(5)],autopct='%1.1f%%')\n", + "\n", + "\n", + "plt.savefig('图表.png')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git "a/03_Matplotlib/libs/\347\273\230\345\210\266\347\256\200\345\215\225\345\233\276\350\241\250.ipynb" "b/03_Matplotlib/libs/\347\273\230\345\210\266\347\256\200\345\215\225\345\233\276\350\241\250.ipynb" new file mode 100644 index 0000000000000000000000000000000000000000..5b083224d09359c1a63b41f48c958cf0d70198ac --- /dev/null +++ "b/03_Matplotlib/libs/\347\273\230\345\210\266\347\256\200\345\215\225\345\233\276\350\241\250.ipynb" @@ -0,0 +1,140 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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N6jPpyhTO6axmWlK2iJ1DF5HIWrBiJ+NnZrJzXx63ntuBX1zalfq1tVvKydF3jkgAcg4eZeIbWcz6ahtdWjbkuTvO4cwkNdOSU6OCLlKJ3J030rczYXYW+w7n87OLu/CjCzupmZZEhAq6SCXZkVvcTGv+8p30aRvPE7cNpHsrNdOSyFFBF6lg7s7fvtjMY3OWc7SwiPFDe3DToGQ105KIU0EXqUAb9xxk3PQMPl23h7M6NmPSlX1ITmgQdCyJUSroIhWgsMh56eP1/PqdlcTVqMFjI1MY1b+dmmlJhVJBF4mwlTuKm2kt3byXi7u35JGRvUmMVzMtqXgq6CIRcrSgiOcWruHZ99bQqG4cT486g+Gnq5mWVB4VdJEI+GrzXsampbNy535GnNGaB4f1pLmaaUklU0EXOQWHjxby1LsrefGj9bRsVJc//SCVS3qeFnQsqaZU0EVO0idrdzNuegabcg5x7cAkxg3pTuO6aqYlwVFBFymnfXn5PD53Ba/+axPtm9fnr7cN5JxOaqYlwVNBFymH+ct2Mn5WBrv2H2H0eR2565Ku1Kut2/YlOqigi4Rhz4EjTHhjGW8s3Ub3Vo2Ycn0qp7drEnQskf+igi5yHO7O7KXbmDA7iwNHCrjrkq7ccUEnatfSbfsSfcKZgq4u8AFQJzQ+zd0fKjWmDjAN6AfsAa5x9w0RTytSibbtPcz9szJZsCKbM9o14Ymr+9D1tEZBxxI5pnCO0I8AF7n7ATOLAz4ys7fc/bMSY24Bvnb3zmY2iuI5R6+pgLwiFa6oyHn1i008PncFBUVF3H95D24a1IGaum1fotwJC7oXz1F3IPQ0LvRRet66EcCE0OM04BkzMw9qfjuRk7R+90HGTU/n8/U5nNOpOZOu7ENS8/pBxxIJS1jn0EMTRC8GOgPPuvvnpYa0ATYDuHuBmeUCzYHdpd5nNDAaICkp6dSSi0RQQWERL360nqfeXUXtmjWYdGUK1/Rvp9v2pUoJq6C7eyFwhpk1AWaaWW93zywxpKzv+m8cnbv7FGAKFE8SfRJ5RSJu+fZ9jJ2eTvqWXC7pcRqPXNGbVvF1g44lUm7lusrF3fea2UJgMFCyoG8B2gFbzKwWEA/kRCqkSEU4UlDIswvW8NzCtcTXi+OZa8/k8pREHZVLlRXOVS4tgPxQMa8HXELxHz1Lmg3cAHwKXA0s0PlziWZLNn3N2LR0VmcfYOSZbXhwWE+aNqgddCyRUxLOEXoiMDV0Hr0G8Hd3f9PMJgKL3H028CLwFzNbQ/GR+agKSyxyCg4dLeDX81bx0ifradW4Li/d2J8Lu7cMOpZIRIRzlUs6cGYZrz9Y4nEe8J3IRhOJrI/X7GbcjHQ25xzmurOSGDu4O43UTEtiiO4UlZiXezifx+Ys57VFm+mQ0IDXRp/FwI7Ng44lEnEq6BLT5mXt4IFZmew5eJTbz+/Ezy/pQt04NdOS2KSCLjFp1/4jTJidxZyM7fRIbMyLN/QnpW180LFEKpQKusQUd2fml1uZ+OYyDh0p5O5Lu/LD8zsRV1PNtCT2qaBLzNi69zDjZ2awcOUu+iYVN9Pq3FLNtKT6UEGXKq+oyHnl841MemsFRQ4PfbsnPzg7Wc20pNpRQZcqbd2uA4ybnsG/NuRwbucEHr8yhXbN1ExLqicVdKmSCgqLeOHD9fx2/irq1qrBE1f34Tv92uq2fanWVNClysnalsvY6elkbt3HZb1O4+ERvWnZWM20RFTQpcrIyy/kDwtWM/n9dTStX5vnv9+XISmJQccSiRoq6FIlLN6Yw5i0dNbuOshVfdvywLAeNKmvZloiJamgS1Q7eKSAJ+etZOqnG2gdX4+pNw/g/K4tgo4lEpVU0CVqfbBqF/fOyGDr3sPccHZ77hncnYZ19C0rcizaOyTq5B7K5+E5y0hbvIWOLRrwj9vPpn9ys6BjiUQ9FXSJKm9nbueB17PIOXiUH13QiZ9erGZaIuFSQZeokL0/j4dez+KtzB30TGzMSzf2p3cbNdMSKY9wpqBrB0wDWgFFwBR3f7rUmAuA14H1oZdmuPvEyEaVWOTupC3ewiNzlnM4v5B7LuvG6PM6qpmWyEkI5wi9APhfd19iZo2AxWb2rrsvKzXuQ3cfFvmIEqs25xzivpkZfLh6N6ntmzLpqj50btkw6FgiVVY4U9BtB7aHHu83s+VAG6B0QRcJS1GRM+3TDTwxbyUAvxzei+vPak8NNdMSOSXlOoduZskUzy/6eRmLzzazpcA24G53zyrj60cDowGSkpLKm1ViwJrsA4ybns6ijV9zXtcWPDayN22bqpmWSCSEXdDNrCEwHfi5u+8rtXgJ0N7dD5jZUGAW0KX0e7j7FGAKQGpqqp90aqly8guLmPLBOp6ev5p6tWvym++czpV926iZlkgEhVXQzSyO4mL+irvPKL28ZIF397lm9pyZJbj77shFlaoqc2suY9LSWbZ9H0NTWvHL4b1p0ahO0LFEYk44V7kY8CKw3N2fOsaYVsBOd3czGwDUAPZENKlUOXn5hTz9z9VM+WAdzRrUZvJ1fRncW820RCpKOEfog4DrgQwz+yr02n1AEoC7TwauBu4wswLgMDDK3XVKpRr7YkMOY9PSWbf7IN/p15b7L+9JfP24oGOJxLRwrnL5CDjuiU53fwZ4JlKhpOo6cKSAJ95ewbRPN9K2aT3+cssAvtVFzbREKoPuFJWIWbgym/EzM9mWe5ibBiVz96XdaKBmWiKVRnubnLKvDx7l4TnLmLFkK51bNiTt9nPo175p0LFEqh0VdDlp7s5bmTt48PVM9h7K5ycXdebOizpTp5aaaYkEQQVdTkr2vjweeD2TeVk7SWkTz7SbB9KzdeOgY4lUayroUi7uzj8WbeGROcs4UlDEuCHdufXcDtRSMy2RwKmgS9g25xzi3hkZfLRmNwM6NGPSlSl0bKFmWiLRQgVdTqiwyJn6yQaenLeSmjWMR67ozbUDktRMSyTKqKDLca3euZ+x09NZsmkvF3RrwWMjU2jdpF7QsUSkDCroUqb8wiImL1zLHxasoUGdmvzumjMYcUZrNdMSiWIq6PINGVtyuSdtKSt27GdYn0QmDO9FQkM10xKJdiro8h95+YX8dv4qXvhgHQkN6zDl+n5c2qtV0LFEJEwq6ALA5+v2MG5GBut3H+R7A9oxbkgP4uupmZZIVaKCXs3tz8vnV2+v4OXPNpHUrD5/vXUg53ROCDqWiJwEFfRq7L0V2dw3M4Od+/K49dwO/OLSrtSvrW8JkapKe281lHPwKBPfyGLWV9vo0rIhz91xDmcmqZmWSFUXzoxF7YBpQCugCJji7k+XGmPA08BQ4BBwo7sviXxcORXuzpvp25kwO4vcw/n87OIu/OjCTmqmJRIjwjlCLwD+192XmFkjYLGZvevuy0qMGULxpNBdgIHA86HPEiV27stj/MxM5i/fSZ+28bxy20C6t1IzLZFYEs6MRduB7aHH+81sOdAGKFnQRwDTQtPOfWZmTcwsMfS1EiB357UvNvPo3OXkFxYxfmgPbhqUrGZaIjGoXOfQzSwZOBP4vNSiNsDmEs+3hF77r4JuZqOB0QBJSUnlSyrltnHPQe6dkcEna/dwVsdmTLqyD8kJDYKOJSIVJOyCbmYNgenAz919X+nFZXzJNyaJdvcpwBSA1NRUTSJdQQqLnJc+Xs+v31lJXI0aPDqyN9/rr2ZaIrEurIJuZnEUF/NX3H1GGUO2AO1KPG8LbDv1eFJeK3fsZ8z0dJZu3svF3VvyyMjeJMarmZZIdRDOVS4GvAgsd/enjjFsNnCnmf2N4j+G5ur8eeU6WlDEcwvX8Ox7a2hUN46nR53B8NPVTEukOgnnCH0QcD2QYWZfhV67D0gCcPfJwFyKL1lcQ/FlizdFPqocy9LNexmTls7KnfsZcUZrHhzWk+ZqpiVS7YRzlctHlH2OvOQYB34cqVASnsNHC3nq3ZW8+NF6Wjaqy4s3pHJxj9OCjiUiAdGdolXUJ2t3M256BptyDnHtwCTGDelO47pqpiVSnamgVzH78vJ5fO4KXv3XJto3r8+rt53F2Z2aBx1LRKKACnoVMn/ZTsbPymDX/iOMPq8jd13SlXq1ddu+iBRTQa8C9hw4wi/fWMbspdvo3qoRU65P5fR2TYKOJSJRRgU9irk7s5duY8LsLA4cKeAX/9OV28/vRO1aum1fRL5JBT1Kbdt7mPtnZbJgRTZntGvCE1f3oetpjYKOJSJRTAU9yhQVOa9+sYnH566gsMh5YFhPbjwnmZq6bV9ETkAFPYqs332QcdPT+Xx9DoM6N+fxkX1Ial4/6FgiUkWooEeBgsIi/vzxen7zzipq16rBr65K4bup7XTbvoiUiwp6wJZv38fY6emkb8nlf3qexiNX9Oa0xnWDjiUiVZAKekCOFBTy7II1PLdwLfH14njm2jO5PCVRR+UictJU0AOwZNPXjE1LZ3X2Aa48sw0PDOtJ0wa1g44lIlWcCnolOnS0gF/PW8VLn6wnsXFdXrqpPxd2axl0LBGJESroleTjNbsZNyOdzTmHuf6s9owZ3I1GaqYlIhGkgl7Bcg/n89ic5by2aDMdEhrw2uizGNhRzbREJPJU0CvQvKwdPDArkz0Hj3L7+Z34+SVdqBunZloiUjHCmYLuz8AwINvde5ex/ALgdWB96KUZ7j4xkiGrml37jzBhdhZzMrbTI7ExL97Qn5S28UHHEpEYF84R+v8BzwDTjjPmQ3cfFpFEVZi7M/PLrUx8cxmHjhRyz2XdGH1eR+JqqpmWiFS8cKag+8DMkis+StW2de9hxs/MYOHKXfRNKm6m1bmlmmmJSOWJ1Dn0s81sKbANuNvds8oaZGajgdEASUlJEVp1sIqKnFc+38ikt1bgwIRv9+T6s9VMS0QqXyQK+hKgvbsfMLOhwCygS1kD3X0KMAUgNTXVI7DuQK3ddYBx09P5YsPXfKtLAo+NTKFdMzXTEpFgnHJBd/d9JR7PNbPnzCzB3Xef6ntHq4LCIqZ8uI7fzV9N3Vo1ePLqPlzdr61u2xeRQJ1yQTezVsBOd3czGwDUAPaccrIolbUtl7HT08ncuo/BvVox8YpetGykZloiErxwLlt8FbgASDCzLcBDQByAu08GrgbuMLMC4DAwyt2r/OmU0vLyC/nDgtVMfn8dTevX5vnv92VISmLQsURE/iOcq1y+d4Llz1B8WWPMWrQhh7HT01m76yBX9W3LA8N60KS+mmmJSHTRnaLHcfBIAU/OW8nUTzfQOr4eU28ewPldWwQdS0SkTCrox/DBql3cOyODbbmHueHsZO6+rBsN62hziUj0UoUqZe+hozwyZzlpi7fQsUUD/vHDs0lNbhZ0LBGRE1JBL+GtjO088HoWXx86yo8v7MRPLlIzLRGpOlTQgex9eTz4ehZvZ+2gV+vGTL25P71aq5mWiFQt1bqguztpi7fw8JvLyCsoYszgbtz2LTXTEpGqqdoW9M05h7hvZgYfrt5N/+SmTLqqD51aNAw6lojISat2Bb2oyJn26QaemLcSAx4e0YvvD2xPDTXTEpEqrloV9DXZ+xk7PYPFG7/m/K4teHRkb9o2VTMtEYkN1aKg5xcW8cf31/L7f66hfp2aPPXd0xl5Zhs10xKRmBLzBT1zay73pKWzfPs+Lk9JZMLwXrRoVCfoWCIiERezBT0vv5DfzV/NCx+uo1mD2ky+rh+De7cKOpaISIWJyYL+r/U5jJuezrrdB7kmtR33De1BfP24oGOJiFSomCro+/PyeeLtlfzls420bVqPl28ZyLldEoKOJSJSKWKmoL+3MpvxMzLYvi+Pmwd14O7LulK/dsz880RETqjKV7yvDx7l4TeXMePLrXRu2ZC028+hX/umQccSEal04cxY9GdgGJDt7r3LWG7A08BQ4BBwo7sviXTQ0tydORnbeej1LHIP5/PTizrz44s6U6eWmmmJSPUUzhH6/1E8I9G0YywfAnQJfQwEng99rjA79+XxwKxM3lm2k5Q28bx860B6JDauyFWKiES9cKag+8DMko8zZAQwLTSP6Gdm1sTMEt19e4Qy/pf3VmTz0799ydGCIu4d0p1bzu1ALTXTEhGJyDn0NsDmEs+3hF77RkE3s9HAaICkpFnfFxQAAATuSURBVKSTWlmHhAb0TWrKhOG96JDQ4KTeQ0QkFkXi0Las++e9rIHuPsXdU909tUWLk5ubMzmhAVNvHqBiLiJSSiQK+hagXYnnbYFtEXhfEREph0gU9NnAD6zYWUBuRZ0/FxGRYwvnssVXgQuABDPbAjwExAG4+2RgLsWXLK6h+LLFmyoqrIiIHFs4V7l87wTLHfhxxBKJiMhJ0fV+IiIxQgVdRCRGqKCLiMQIFXQRkRhhxX/TDGDFZruAjSf55QnA7gjGiZRozQXRm025yke5yicWc7V39zLvzAysoJ8KM1vk7qlB5ygtWnNB9GZTrvJRrvKpbrl0ykVEJEaooIuIxIiqWtCnBB3gGKI1F0RvNuUqH+Uqn2qVq0qeQxcRkW+qqkfoIiJSigq6iEiMiOqCbmaDzWylma0xs3FlLK9jZq+Fln9+gqnyKjPXjWa2y8y+Cn3cWkm5/mxm2WaWeYzlZma/D+VON7O+UZLrAjPLLbG9HqyETO3M7D0zW25mWWb2szLGVPr2CjNXpW+v0Hrrmtm/zGxpKNsvyxhT6ftkmLmC2idrmtmXZvZmGcsiv63cPSo/gJrAWqAjUBtYCvQsNeZHwOTQ41HAa1GS60bgmQC22XlAXyDzGMuHAm9RPMvUWcDnUZLrAuDNSt5WiUDf0ONGwKoy/h8rfXuFmavSt1dovQY0DD2OAz4Hzio1Joh9MpxcQe2TvwD+Wtb/V0Vsq2g+Qh8ArHH3de5+FPgbxRNSlzQCmBp6nAZcbGZlTYlX2bkC4e4fADnHGfKfCb3d/TOgiZklRkGuSufu2919SejxfmA5xXPhllTp2yvMXIEIbYcDoadxoY/SV1VU+j4ZZq5KZ2ZtgcuBPx1jSMS3VTQX9GNNPl3mGHcvAHKB5lGQC+Cq0K/paWbWrozlQQg3exDODv3K/JaZ9arMFYd+1T2T4iO7kgLdXsfJBQFtr9AphK+AbOBddz/mNqvEfTKcXFD5++TvgDFA0TGWR3xbRXNBD2fy6bAnqI6gcNb5BpDs7n2A+fz/n8JBC2J7hWMJxf0pTgf+AMyqrBWbWUNgOvBzd99XenEZX1Ip2+sEuQLbXu5e6O5nUDx38AAz611qSCDbLIxclbpPmtkwINvdFx9vWBmvndK2iuaCHs7k0/8ZY2a1gHgq/lf7E+Zy9z3ufiT09AWgXwVnCldUTujt7vv+/Suzu88F4swsoaLXa2ZxFBfNV9x9RhlDAtleJ8oV1PYqlWEvsBAYXGpREPvkCXMFsE8OAoab2QaKT8teZGYvlxoT8W0VzQX9C6CLmXUws9oU/9Fgdqkxs4EbQo+vBhZ46C8MQeYqdZ51OMXnQaNBVE7obWat/n3u0MwGUPx9uaeC12nAi8Byd3/qGMMqfXuFkyuI7RVaVwszaxJ6XA+4BFhRalil75Ph5KrsfdLd73X3tu6eTHGNWODu15UaFvFtdcI5RYPi7gVmdicwj+IrS/7s7llmNhFY5O6zKf7G/4uZraH4J9uoKMn1UzMbDhSEct1Y0bkgeif0DiPX1cAdZlYAHAZGVcIP5kHA9UBG6NwrwH1AUolcQWyvcHIFsb2g+AqcqWZWk+IfIn939zeD3ifDzBXIPllaRW8r3fovIhIjovmUi4iIlIMKuohIjFBBFxGJESroIiIxQgVdRCRGqKCLiMQIFXQRkRjx/wC7/rHcXc5tFQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 绘制简单图表\n", + "import matplotlib.pyplot as plt\n", + "plt.plot([1,2,3,4,5])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + " #散点图\n", + "import matplotlib.pyplot as plt\n", + "plt.plot([1,2,3,4,5],[2,10,6,7,11],'ro')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 绘制简单的折线图\n", + "import matplotlib.pyplot as plt\n", + "x=range(1,15,1)\n", + "y=range(1,42,3)\n", + "plt.plot(x,y)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 绘制未来15天天气预报的折线图\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "from pandas.plotting import register_matplotlib_converters\n", + "register_matplotlib_converters()\n", + "df=pd.read_excel('未来15天天天气报.xlsx')\n", + "x=df['日期']\n", + "y=df['温度']\n", + "plt.plot(x,y)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git "a/03_Matplotlib/libs/\347\273\274\345\220\210\345\272\224\347\224\250.ipynb" "b/03_Matplotlib/libs/\347\273\274\345\220\210\345\272\224\347\224\250.ipynb" new file mode 100644 index 0000000000000000000000000000000000000000..9bf4013386c9ae9ced1131956e8f6f0132368f06 --- /dev/null +++ "b/03_Matplotlib/libs/\347\273\274\345\220\210\345\272\224\347\224\250.ipynb" @@ -0,0 +1,284 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# \n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt \n", + "\n", + "# 读取Excel数据\n", + "df=pd.read_excel('mrbook.xlsx')\n", + "\n", + "x=[i for i in range(1,7)]\n", + "y1=df['销量']\n", + "\n", + "y2=df['rate']\n", + "\n", + "#处理中文乱码\n", + "plt.rcParams['font.sans-serif']=['SimHei']\n", + "\n", + "# 用来正常的显示负号\n", + "plt.rcParams['axes.unicode_minus']=False\n", + "\n", + "fig=plt.figure() # 创建画布 \n", + "\n", + "ax1=fig.add_subplot(1,1,1) # 1 行1列，在第一个区域绘图\n", + "\n", + "# 设置图表的标题\n", + "plt.title('销量情况对比')\n", + "\n", + "\n", + "# 设置x轴标题\n", + "plt.xticks(x,[str(i)+'月'for i in range(1,7)])\n", + "\n", + "\n", + "# 绘制柱状图\n", + "ax1.bar(x,y1)\n", + "\n", + "# 设置y轴标签\n", + "ax1.set_ylabel('销售（册）')\n", + "\n", + "# 共享x轴，添加一条y轴坐标\n", + "ax2=ax1.twinx()\n", + "\n", + "# 绘制折线图\n", + "ax2.plot(x,y2,color='black',linestyle='--',marker='o',linewidth=2)\n", + "\n", + "\n", + "# 设置y轴标签\n", + "ax2.set_ylabel('增长率')\n", + "\n", + "# 添加文本\n", + "\n", + "for a,b in zip(x,y2):\n", + " plt.text(a,b+0.02,'%.2f'%b ,ha='center',va='bottom' ,fontsize=10,color='r')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 堆叠柱形图\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt \n", + "import numpy as np\n", + "import seaborn as sns\n", + "\n", + "# 设置模式\n", + "sns.set_style('darkgrid')\n", + "\n", + "# 解决中文乱码\n", + "\n", + "plt.rcParams['font.sans-serif']=['SimHei']\n", + "\n", + "# 读取Excel数据\n", + "df=pd.read_excel('mrtb_data.xlsx')\n", + "\n", + "# 根据类别分组，计算每组中 买家实际支付金额 的总和\n", + "df1=df.groupby(['类别'])['买家实际支付金额'].sum()\n", + "\n", + "# 将消费总金额转成列表\n", + "num=np.array(list(df1))\n", + "\n", + "\n", + "# 根据类别和性别分组，统计不同买家的人数，并重置索引\n", + "df2=df.groupby(['类别','性别'])['买家会员名'].count().reset_index()\n", + "\n", + "\n", + "#提取出男性的数据\n", + "men_df=df2[df2['性别']=='男']\n", + "\n", + "women_df=df2[df2['性别']=='女']\n", + "\n", + "#将男性，女性买家数转成列表\n", + "men_lst=list(men_df['买家会员名'])\n", + "women_lst=list(women_df['买家会员名'])\n", + "\n", + "\n", + "# 计算男性用户例\n", + "ratio=np.array(men_lst)/(np.array(men_lst)+np.array(women_lst))\n", + "\n", + "# 设置输出的精度\n", + "np.set_printoptions(precision=2)\n", + "\n", + "# 计算男女生的消费金额\n", + "men=num*ratio\n", + "\n", + "women=num*(1-ratio)\n", + "\n", + "# 删除 类别中 的重复数据\n", + "\n", + "df3=df2.drop_duplicates(['类别'])\n", + "\n", + "\n", + "# 将类别转成列表\n", + "name=list(df3['类别'])\n", + "\n", + "\n", + "# 绘制图表\n", + "width=0.5\n", + "\n", + "x=np.arange(len(name)) # [0,1,2,3,4]\n", + "\n", + "# 男性柱状图\n", + "\n", + "\n", + "plt.bar(x,men,width=width,color='slateblue',label='男性用户')\n", + "\n", + "# 女性的柱状图\n", + "plt.bar(x,women,width=width,color='orange',label='女性用户',bottom=men)\n", + "\n", + "\n", + "# 设置x轴与y轴的标签\n", + "plt.xlabel('消费类别')\n", + "\n", + "plt.ylabel('男女分布')\n", + "\n", + "plt.xticks(x,name,rotation=20)\n", + "\n", + "# 在图表上显示数字\n", + "for a,b in zip(x,men):\n", + " plt.text(a,b,'%.0f'%b ,ha='center',va='top',fontsize=12)\n", + "\n", + "for a,b,c in zip(x,women,men):\n", + " plt.text(a,b+c,'%.0f'%b ,ha='center',va='bottom',fontsize=12)\n", + "\n", + "# 添加图例\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 绘制双色球中奖号码\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt \n", + "import seaborn as sns\n", + "\n", + "#设置显示样式\n", + "sns.set_style('darkgrid')\n", + "\n", + "df=pd.read_csv('data.csv',encoding='gb2312')\n", + "\n", + "# 解决中文乱码\n", + "\n", + "plt.rcParams['font.sans-serif']=['SimHei']\n", + "\n", + "# 设置画布\n", + "plt.figure(figsize=(6,6))\n", + "\n", + "series=df['中奖号码'].str.split(' ',expand=True)\n", + "\n", + "# 对每一位中奖号码统计出现次数，（统计每一列中不同数字出现的次数）\n", + "\n", + "df1=df.groupby(series[0]).size() # 第1个位置\n", + "df2=df.groupby(series[1]).size() # 第2个位置\n", + "df3=df.groupby(series[2]).size() # 第3个位置\n", + "df4=df.groupby(series[3]).size() # 第4个位置\n", + "df5=df.groupby(series[4]).size() # 第5个位置\n", + "df6=df.groupby(series[5]).size() # 第6个位置\n", + "df7=df.groupby(series[6]).size() # 第7个位置\n", + "\n", + "# 横向合并\n", + "data=pd.concat([df1,df2,df3,df4,df5,df6,df7],axis=1,sort=True)\n", + "\n", + "# 空值处理，将NaN替换成0\n", + "data=data.fillna(0)\n", + "\n", + "# 浮点数转成整数显示\n", + "\n", + "data=data.round(0).astype(int)\n", + "\n", + "\n", + "# 绘制热力图\n", + "plt.title('统计2014~2019年双色球中奖数字热力图')\n", + "\n", + "# 绘制 annot数值是否显示,fmt参数控制数据的格式,lw表示线宽\n", + "\n", + "sns.heatmap(data,annot=True,fmt='d',lw=0.5)\n", + "\n", + "#设置x轴与y轴的标签\n", + "plt.xlabel('中奖号码位数')\n", + "plt.ylabel('双色球数字')\n", + "\n", + "plt.xticks(range(0,7),['第'+str(i)+'位'for i in range(1,8)],ha='left')\n", + "plt.show()\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git "a/03_Matplotlib/libs/\351\224\200\345\224\256\346\225\260\346\215\256.xlsx" "b/03_Matplotlib/libs/\351\224\200\345\224\256\346\225\260\346\215\256.xlsx" new file mode 100644 index 0000000000000000000000000000000000000000..cb5be79c8fac9c0adb6087245bc5fd5404b498be Binary files /dev/null and "b/03_Matplotlib/libs/\351\224\200\345\224\256\346\225\260\346\215\256.xlsx" differ diff --git a/03_Matplotlib/test.py b/03_Matplotlib/test.py new file mode 100644 index 0000000000000000000000000000000000000000..3bb2d975e716835c5179e670b3a94cbcc94c943e --- /dev/null +++ b/03_Matplotlib/test.py @@ -0,0 +1,2 @@ +import matplotlib +print(matplotlib.get_cachedir())