CoTan/Machine_learning_analysis/Machine_learning.py

import tkinter
import webbrowser
from tkinter.filedialog import askopenfilename, asksaveasfilename, askdirectory
import tkinter.messagebox
import os
import chardet
from tkinter.scrolledtext import ScrolledText
from Machine_learning_analysis import Learn_Numpy


def Main():
    global top, ML, Form_List, PATH, bg, bbg, fg, Merge_list, Cul_list, Cul_Type
    Cul_list = []
    Cul_Type = []
    PATH = os.getcwd()
    Form_List = []
    Merge_list = []
    ML = Learn_Numpy.Machine_Learner()

    top = tkinter.Tk()
    bg = '#FFFAFA'  # 主颜色
    bbg = '#FFFAFA'  # 按钮颜色
    fg = '#000000'  # 文字颜色
    top["bg"] = bg
    FONT = ('黑体', 11)  # 设置字体
    top.title('CoTan机器学习')
    top.resizable(width=False, height=False)
    top.geometry('+10+10')  # 设置所在位置

    width_B = 13  # 标准宽度
    height_B = 2
    a_y = 0
    a_x = 0

    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='导入CSV',
        command=Add_CSV,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='导入Py',
        command=Add_Python,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        1,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='导出CSV',
        command=to_CSV,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        2,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)

    global name_Input
    a_y += 1
    tkinter.Label(
        top,
        text='表格名称:',
        bg=bg,
        fg=fg,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x,
        row=a_y)  # 设置说明
    name_Input = tkinter.Entry(top, width=width_B)
    name_Input.grid(
        column=a_x +
        1,
        row=a_y,
        columnspan=2,
        sticky=tkinter.E +
        tkinter.W)

    a_y += 1
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='删除表格',
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='查看表格',
        command=Show,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        1,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='查看单一表格',
        command=Show_One,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        2,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)

    global Form_BOX, Index_BOX, Column_BOX, to_HTML_Type, Seq_Input, Code_Input, str_must
    a_y += 1
    to_HTML_Type = tkinter.IntVar()  # 正，负，0
    lable = ['选项卡型', '可移动型', '自适应型']  # 复选框
    for i in range(3):
        tkinter.Radiobutton(
            top,
            bg=bg,
            fg=fg,
            activebackground=bg,
            activeforeground=fg,
            selectcolor=bg,
            text=lable[i],
            variable=to_HTML_Type,
            value=i).grid(
            column=a_x + i,
            row=a_y,
            sticky=tkinter.W)

    str_must = tkinter.IntVar()
    a_y += 1
    tkinter.Label(
        top,
        text='编码方式:',
        bg=bg,
        fg=fg,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x,
        row=a_y)  # 设置说明
    Code_Input = tkinter.Entry(top, width=width_B)
    Code_Input.grid(column=a_x + 1, row=a_y, sticky=tkinter.E + tkinter.W)
    buttom = tkinter.Checkbutton(
        top,
        bg=bg,
        fg=fg,
        activebackground=bg,
        activeforeground=fg,
        selectcolor=bg,
        text='字符串类型',
        variable=str_must)
    buttom.grid(column=a_x + 2, row=a_y, sticky=tkinter.W)

    a_y += 1
    tkinter.Label(
        top,
        text='CSV分隔符:',
        bg=bg,
        fg=fg,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x,
        row=a_y)  # 设置说明
    Seq_Input = tkinter.Entry(top, width=width_B)
    Seq_Input.grid(
        column=a_x +
        1,
        columnspan=2,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W)

    a_y += 1
    Form_BOX = tkinter.Listbox(
        top,
        width=width_B *
        3,
        height=height_B *
        10)  # 显示符号
    Form_BOX.grid(
        column=a_x,
        row=a_y,
        columnspan=3,
        rowspan=10,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    # 422
    a_y += 10
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='添加数据',
        command=Merge_Add,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='删除数据',
        command=Merge_Del,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        1,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='组合数据',
        command=Merge,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        2,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)

    global Processing_type, Shape_Input, Merge_BOX
    a_y += 1
    Merge_BOX = tkinter.Listbox(
        top,
        width=width_B *
        3,
        height=height_B *
        3)  # 显示符号
    Merge_BOX.grid(
        column=a_x,
        row=a_y,
        columnspan=3,
        rowspan=3,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.S +
        tkinter.N)

    a_y += 3
    Processing_type = tkinter.IntVar()  # 正，负，0
    lable = ['横向处理', '纵向处理', '深度处理']  # 复选框
    for i in range(3):
        tkinter.Radiobutton(
            top,
            bg=bg,
            fg=fg,
            activebackground=bg,
            activeforeground=fg,
            selectcolor=bg,
            text=lable[i],
            variable=Processing_type,
            value=i).grid(
            column=a_x + i,
            row=a_y,
            sticky=tkinter.W)

    a_y += 1
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='数据切片',
        command=Two_Split,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='数据分割',
        command=Split,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        1,
        row=a_y,
        columnspan=2,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)

    a_y += 1
    tkinter.Label(
        top,
        text='重塑形状:',
        bg=bg,
        fg=fg,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x,
        row=a_y)
    Shape_Input = tkinter.Entry(top, width=width_B)
    Shape_Input.grid(column=a_x + 1, row=a_y, sticky=tkinter.E + tkinter.W)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='矩阵重塑',
        command=Reshape,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        2,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)

    a_y += 1
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='矩阵伸展',
        command=Reval,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='矩阵降维',
        command=Del_Ndim,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        1,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='矩阵转置',
        command=T,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        2,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)

    a_x += 3
    tkinter.Label(
        top,
        text='',
        bg=bg,
        fg=fg,
        font=FONT,
        width=1).grid(
        column=a_x,
        row=a_y)  # 设置说明
    a_x += 1
    a_y = 0

    tkinter.Label(
        top,
        text='【机器学习】',
        bg=bg,
        fg=fg,
        font=FONT,
        width=width_B *
        3,
        height=height_B).grid(
        column=a_x,
        columnspan=3,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)  # 设置说明

    global ML_BOX, ML_OUT, X_OUT, Y_OUT
    a_y += 1
    X_OUT = tkinter.StringVar()
    Put = tkinter.Entry(top, width=width_B * 2, textvariable=X_OUT)
    Put.grid(column=a_x, row=a_y, columnspan=2, sticky=tkinter.E + tkinter.W)
    Put['state'] = 'readonly'
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='选用X集',
        command=set_Feature,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        2,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W)

    Y_OUT = tkinter.StringVar()
    a_y += 1
    Put = tkinter.Entry(top, width=width_B * 2, textvariable=Y_OUT)
    Put.grid(column=a_x, row=a_y, columnspan=2, sticky=tkinter.E + tkinter.W)
    Put['state'] = 'readonly'
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='选用Y集',
        command=set_Label,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        2,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W)

    ML_OUT = tkinter.StringVar()
    a_y += 1
    Put = tkinter.Entry(top, width=width_B * 2, textvariable=ML_OUT)
    Put.grid(column=a_x, row=a_y, columnspan=2, sticky=tkinter.E + tkinter.W)
    Put['state'] = 'readonly'
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='选用学习器',
        command=set_Learner,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        2,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W)

    global Split_Input
    a_y += 1
    tkinter.Label(
        top,
        text='测试数据分割:',
        bg=bg,
        fg=fg,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x,
        row=a_y)
    Split_Input = tkinter.Entry(top, width=width_B * 2)
    Split_Input.grid(
        column=a_x +
        1,
        row=a_y,
        columnspan=2,
        sticky=tkinter.E +
        tkinter.W)

    a_y += 1
    ML_BOX = tkinter.Listbox(top, width=width_B * 3, height=height_B * 5)
    ML_BOX.grid(
        column=a_x,
        row=a_y,
        columnspan=3,
        rowspan=5,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.S +
        tkinter.N)

    a_y += 5
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='导入学习器',
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='查看数据',
        command=Show_Args,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        1,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='删除学习器',
        command=Del_Leaner,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        2,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)

    a_y += 1
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='训练机器',
        command=Fit_Learner,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='测试机器',
        command=Score_Learner,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        1,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='数据预测',
        command=Predict_Learner,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        2,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)

    a_y += 1
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='单一变量特征选择',
        command=Add_SelectKBest,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x,
        row=a_y,
        columnspan=2,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)

    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='映射标准化',
        command=Add_Mapzoom,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        2,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)

    a_y += 1
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='方差特征选择',
        command=Add_Variance,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='使用学习器筛选',
        command=Add_SelectFrom_Model,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        1,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='模糊量化标准化',
        command=Add_Fuzzy_quantization,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        2,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)

    a_y += 1
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='Z-score',
        command=Add_Z_Score,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='离差标准化',
        command=Add_MinMaxScaler,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        1,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='Log变换',
        command=Add_LogScaler,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        2,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)

    a_y += 1
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='atan变换',
        command=Add_atanScaler,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='小数定标准化',
        command=Add_decimalScaler,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        1,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='Sigmod变换',
        command=Add_sigmodScaler,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        2,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)

    a_y += 1
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='正则化',
        command=Add_Regularization,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='二值离散',
        command=Add_Binarizer,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        1,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='多值离散',
        command=Add_Discretization,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        2,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)

    a_y += 1
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='独热编码',
        command=Add_OneHotEncoder,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='数字编码',
        command=Add_Label,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        1,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='缺失填充',
        command=Add_Missed,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        2,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)

    a_y += 1
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='PCA降维',
        command=Add_PCA,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='RPCA降维',
        command=Add_RPCA,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        1,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='KPCA升维',
        command=Add_KPCA,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        2,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)

    a_y += 1
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='LDA降维',
        command=Add_LDA,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='NMF降维',
        command=Add_NMF,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        1,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='t-SNE',
        command=Add_TSNE,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        2,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)

    a_y += 1
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='线性回归',
        command=Add_Line,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='岭回归',
        command=Add_Ridge,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        1,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='Lasso',
        command=Add_Lasso,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        2,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)

    a_y += 1
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='逻辑回归',
        command=Add_LogisticRegression,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='K邻近预测',
        command=Add_Knn,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        1,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='K邻近分类',
        command=Add_Knn_Class,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        2,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)

    a_y += 1
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='梯度回归树回归',
        command=Add_GradientTree,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='决策树回归',
        command=Add_Tree,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        1,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='决策树分类',
        command=Add_Tree_Class,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        2,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)

    a_y += 1
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='梯度回归树分类',
        command=Add_GradientTree_class,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='随机森林回归',
        command=Add_Forest,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        1,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='随机森林分类',
        command=Add_Forest_class,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        2,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)

    a_x += 3
    tkinter.Label(
        top,
        text='',
        bg=bg,
        fg=fg,
        font=FONT,
        width=1).grid(
        column=a_x,
        row=a_y)  # 设置说明
    a_x += 1
    a_y = 0

    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='多层感知机回归',
        command=Add_MLP,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='多层感知机分类',
        command=Add_MLP_class,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        1,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='随机森林分类',
        command=Add_Forest_class,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        2,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)

    a_y += 1
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='支持向量机分类:SVC',
        command=Add_SVC,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x,
        row=a_y,
        columnspan=2,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='回归:SVR',
        command=Add_SVR,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        2,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)

    a_y += 1
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='k-means',
        command=Add_KMeans,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='凝聚聚类',
        command=Add_Agglomerative,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        1,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='DBSCAN',
        command=Add_DBSCAN,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        2,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)

    a_y += 1
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='特征分类图',
        command=Add_ClassBar,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='临近特征回归图',
        command=Add_FeatureScatter,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        1,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='临近特征分类图',
        command=Add_FeatureScatterClass,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        2,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)

    a_y += 1
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='所有特征回归图',
        command=Add_FeatureScatter_all,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='所有特征分类图',
        command=Add_FeatureScatterClass_all,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        1,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='临近特征预测图',
        command=Add_Predictive_HeatMap,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        2,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)

    a_y += 1
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='所有特征预测图',
        command=Add_Predictive_HeatMap_More,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='矩阵热力图',
        command=Add_Numpy_To_HeatMap,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        1,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='数据y-x散点图',
        command=Add_FeatureY_X,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        2,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)

    a_y += 1
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='聚类树状图',
        command=Add_ClusterTree,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='获取数据',
        command=Add_View_data,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        1,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='矩阵散点图',
        command=Add_MatrixScatter,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        2,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)

    a_y += 1
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='特征相关性',
        command=Add_corr,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='曲线拟合',
        command=Curve_fitting,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        1,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='快速傅里叶',
        command=Add_Fast_Fourier,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        2,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)

    a_y += 1
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='数据统计',
        command=Add_Des,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='双逆向傅里叶',
        command=Add_Reverse_Fast_Fourier2,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        1,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='逆向傅里叶',
        command=Add_Reverse_Fast_Fourier,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        2,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)

    a_y += 1
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='分类模型评估',
        command=Show_Class_Score,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='回归模型评估',
        command=Show_Regression_Score,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        1,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='聚类模型评估',
        command=Show_Clustering_Score,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        2,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)

    a_y += 1
    tkinter.Label(
        top,
        text='【学习器配置】',
        bg=bg,
        fg=fg,
        font=FONT,
        width=width_B *
        3,
        height=height_B).grid(
        column=a_x,
        columnspan=3,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)  # 设置说明

    global Global_Type
    a_y += 1
    Global_Type = []
    lable = ['聚类仅邻近特征', '导出单独页面', '导出表格CSV']  # 复选框
    for i in range(3):
        Global_Type.append(tkinter.IntVar())
        tkinter.Checkbutton(top,
                            bg=bg,
                            fg=fg,
                            activebackground=bg,
                            activeforeground=fg,
                            selectcolor=bg,
                            text=lable[i],
                            variable=Global_Type[-1],
                            command=globalSeeting).grid(column=a_x + i,
                                                        row=a_y,
                                                        sticky=tkinter.W)

    a_y += 1
    lable = ['导出模型', '压缩为tar.gz', '创建新目录']  # 复选框
    for i in range(3):
        Global_Type.append(tkinter.IntVar())
        tkinter.Checkbutton(top,
                            bg=bg,
                            fg=fg,
                            activebackground=bg,
                            activeforeground=fg,
                            selectcolor=bg,
                            text=lable[i],
                            variable=Global_Type[-1],
                            command=globalSeeting).grid(column=a_x + i,
                                                        row=a_y,
                                                        sticky=tkinter.W)

    for i in Global_Type[1:]:
        i.set(1)
    globalSeeting()

    global Args_Learner
    a_y += 1
    Args_Learner = tkinter.Text(top, width=width_B * 3, height=height_B * 6)
    Args_Learner.grid(column=a_x, row=a_y, columnspan=3, rowspan=6,
                      sticky=tkinter.E + tkinter.W + tkinter.N + tkinter.S)

    a_y += 6
    tkinter.Label(
        top,
        text='【矩阵运算】',
        bg=bg,
        fg=fg,
        font=FONT,
        width=width_B *
        3,
        height=height_B).grid(
        column=a_x,
        columnspan=3,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)  # 设置说明

    global Cul_Box, CulType_Input, Value_Input
    a_y += 1
    Cul_Box = tkinter.Listbox(top, width=width_B * 3, height=height_B * 1)
    Cul_Box.grid(
        column=a_x,
        row=a_y,
        columnspan=3,
        rowspan=1,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.S +
        tkinter.N)

    a_y += 1
    tkinter.Label(
        top,
        text='运算类型:',
        bg=bg,
        fg=fg,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x,
        row=a_y)
    CulType_Input = tkinter.Entry(top, width=width_B * 2)
    CulType_Input.grid(
        column=a_x +
        1,
        row=a_y,
        columnspan=2,
        sticky=tkinter.E +
        tkinter.W)

    a_y += 1
    tkinter.Label(
        top,
        text='键入参数:',
        bg=bg,
        fg=fg,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x,
        row=a_y)
    Value_Input = tkinter.Entry(top, width=width_B * 2)
    Value_Input.grid(
        column=a_x +
        1,
        row=a_y,
        columnspan=2,
        sticky=tkinter.E +
        tkinter.W)

    a_y += 1
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='选择参数',
        command=Cul_Add,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='键入参数',
        command=Cul_Input,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        1,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)
    tkinter.Button(
        top,
        bg=bbg,
        fg=fg,
        text='矩阵运算',
        command=Cul_Numpy,
        font=FONT,
        width=width_B,
        height=height_B).grid(
        column=a_x +
        2,
        row=a_y,
        sticky=tkinter.E +
        tkinter.W +
        tkinter.W +
        tkinter.S +
        tkinter.N)

    top.mainloop()


def Add_Reverse_Fast_Fourier2():  # 添加Lenear的核心
    Add_leaner('[2]Reverse_Fast_Fourier')


def Add_Reverse_Fast_Fourier():  # 添加Lenear的核心
    Add_leaner('Reverse_Fast_Fourier')


def Add_Fast_Fourier():  # 添加Lenear的核心
    Add_leaner('Fast_Fourier')


def Curve_fitting():
    Dic = askopenfilename(title='导入参数')
    with open(Dic, 'r') as f:
        ML.Add_Curve_Fitting(f.read(), Text=get_Args_Learner())
        Update_Leaner()


def Show_Clustering_Score():
    Show_Score(2)


def Show_Regression_Score():
    Show_Score(1)


def Show_Class_Score():
    Show_Score(0)


def Show_Score(func):
    learner = get_Learner(True)
    Dic = askdirectory(title='选择保存位置')
    data = ML.Show_Score(
        learner, Dic, get_Name(
            False, True), get_Name(
            False, False), func)
    webbrowser.open(data[0])
    webbrowser.open(data[1])  # 还可以打开文件管理器
    Update_BOX()


def Cul_Numpy():
    global Cul_list, Cul_Type, CulType_Input
    func = CulType_Input.get()
    if len(Cul_list) == 2 and 1 in Cul_Type:
        ML.Cul_Numpy(Cul_list, Cul_Type, func)
    Update_BOX()


def Add_Cul(num, type_):
    global Cul_list, Cul_Type
    if len(Cul_list) == 2:
        del Cul_list[0]
        del Cul_Type[0]
    Cul_list.append(num)
    Cul_Type.append(type_)


def Update_Cul():
    global Cul_list, Cul_Type, Cul_Box
    Cul_Box.delete(0, tkinter.END)
    a = ['第一参数', '第二参数']
    b = ['参数', '矩阵']
    Cul_Box.insert(
        tkinter.END, *[f'{a[i]} {Cul_list[i]} {b[Cul_Type[i]]}' for i in range(len(Cul_list))])


def Cul_Input():
    global Cul_Box, CulType_Input, Value_Input
    num = eval(Value_Input.get(), {})
    Add_Cul(num, 0)
    Update_Cul()


def Cul_Add():
    name = get_Name()
    Add_Cul(name, 1)
    Update_Cul()


def Del_Leaner():
    Learn = get_Learner(True)
    set_Learne = get_Learner(False)  # 获取学习器Learner
    if set_Learne != Learn:
        ML.Del_Leaner(Learn)
    Update_Leaner()


def globalSeeting():
    global Global_Type
    args = [bool(i.get()) for i in Global_Type]
    Learn_Numpy.set_Global(*args)


def Reshape():
    global ML, Processing_type
    shape = eval(f'[{Shape_Input.get()}]')[0]
    ML.reShape(get_Name(), shape)
    Update_BOX()


def T():
    global ML, Processing_type, Shape_Input
    try:
        Func = eval(f'[{Shape_Input.get()}]')
    except BaseException:
        Func = None
    ML.transpose(get_Name(), Func)
    Update_BOX()


def Del_Ndim():
    global ML
    ML.Del_Ndim(get_Name())
    Update_BOX()


def Reval():
    global ML, Processing_type
    Type = Processing_type.get()
    ML.Reval(get_Name(), Type)
    Update_BOX()


def Two_Split():
    global ML, Processing_type, Shape_Input
    Type = Processing_type.get()
    ML.Two_Split(get_Name(), Shape_Input.get(), Type)
    Update_BOX()


def Split():
    global ML, Processing_type, Shape_Input
    Type = Processing_type.get()
    try:
        Split = eval(f'[{Shape_Input.get()}]')[0]
    except BaseException:
        Split = 2
    ML.Split(get_Name(), Split, Type)
    Update_BOX()


def Merge():
    global Merge_list, ML, Processing_type
    if len(Merge_list) < 1:
        return False
    Type = Processing_type.get()
    ML.Merge(Merge_list, Type)
    Update_BOX()


def Update_Merge():
    global Merge_list, Merge_BOX
    Merge_BOX.delete(0, tkinter.END)
    Merge_BOX.insert(tkinter.END, *Merge_list)


def Merge_Del():
    global Merge_list, Merge_BOX
    del Merge_list[Merge_BOX.curselection()[0]]
    Update_Merge()


def Merge_Add():
    global Merge_list
    name = get_Name()
    Merge_list.append(name)
    Update_Merge()


def Show_Args():
    learner = get_Learner(True)
    Dic = askdirectory(title='选择保存位置')
    data = ML.Show_Args(learner, Dic)
    webbrowser.open(data[0])
    webbrowser.open(data[1])  # 还可以打开文件管理器
    Update_BOX()


def get_Args_Learner():
    global Args_Learner
    return Args_Learner.get('0.0', tkinter.END)


def Score_Learner():
    learner = get_Learner()
    socore = ML.Score(get_Name(False, True), get_Name(False, False), learner)
    tkinter.messagebox.showinfo('测试完成', f'针对测试数据评分结果为:{socore}')


def Predict_Learner():
    learner = get_Learner()
    Data = ML.Predict(get_Name(False, True), learner)
    title = f'CoTan数据处理 学习器:{learner}'
    Creat_TextSheet(Data, title)
    Update_BOX()


def Fit_Learner():
    learner = get_Learner()
    try:
        split = float(Split_Input.get())
        if split < 0 or 1 < split:
            raise Exception
    except BaseException:
        split = 0.3
    socore = ML.Fit(
        get_Name(
            False,
            True),
        get_Name(
            False,
            False),
        learner,
        Text=get_Args_Learner(),
        split=split)
    tkinter.messagebox.showinfo(
        '训练完成', f'针对训练数据({(1 - split) * 100}%)评分结果为:{socore[0]}\n'
        f'针对测试数据评分({split * 100}%)结果为:{socore[1]}')


def set_Feature():
    global X_OUT
    X_OUT.set(get_Name())


def set_Label():
    global Y_OUT
    Y_OUT.set(get_Name())


def set_Learner():
    global ML_OUT
    ML_OUT.set(get_Learner(True))


def get_Learner(Type=False):
    global Learn_Dic, ML_BOX, ML_OUT
    if Type:
        try:
            return list(Learn_Dic.keys())[ML_BOX.curselection()[0]]
        except BaseException:
            try:
                return list(Learn_Dic.keys)[0]
            except BaseException:
                return get_Learner(False)
    else:
        try:
            return ML_OUT.get()
        except BaseException:
            return None


def Add_Des():  # 添加Lenear的核心
    Add_leaner('Statistics')


def Add_corr():
    Add_leaner('Correlation')


def Add_MatrixScatter():
    Add_leaner('MatrixScatter')


def Add_View_data():
    ML.Add_View_data(get_Learner(), Text=get_Args_Learner())
    Update_Leaner()


def Add_ClusterTree():
    Add_leaner('ClusterTree')


def Add_FeatureY_X():
    Add_leaner('FeatureY-X')


def Add_Numpy_To_HeatMap():
    Add_leaner('HeatMap')


def Add_Predictive_HeatMap_More():  # 添加Lenear的核心
    ML.Add_Predictive_HeatMap_More(get_Learner(), Text=get_Args_Learner())
    Update_Leaner()


def Add_Predictive_HeatMap():  # 添加Lenear的核心
    ML.Add_Predictive_HeatMap(get_Learner(), Text=get_Args_Learner())
    Update_Leaner()


def Add_FeatureScatterClass_all():
    Add_leaner('FeatureScatterClass_all')


def Add_FeatureScatter_all():
    Add_leaner('FeatureScatter_all')


def Add_FeatureScatterClass():
    Add_leaner('FeatureScatterClass')


def Add_FeatureScatter():
    Add_leaner('FeatureScatter')


def Add_ClassBar():
    Add_leaner('ClassBar')


def Add_DBSCAN():
    Add_leaner('DBSCAN')


def Add_Agglomerative():
    Add_leaner('Agglomerative')


def Add_KMeans():
    Add_leaner('k-means')


def Add_MLP_class():
    Add_leaner('MLP_class')


def Add_MLP():
    Add_leaner('MLP')


def Add_SVR():
    Add_leaner('SVR')


def Add_SVC():
    Add_leaner('SVC')


def Add_GradientTree():
    Add_leaner('GradientTree')


def Add_GradientTree_class():
    Add_leaner('GradientTree_class')


def Add_TSNE():
    Add_leaner('t-SNE')


def Add_NMF():
    Add_leaner('NMF')


def Add_LDA():
    Add_leaner('LDA')


def Add_KPCA():
    Add_leaner('KPCA')


def Add_RPCA():
    Add_leaner('RPCA')


def Add_PCA():
    Add_leaner('PCA')


def Add_Missed():
    Add_leaner('Missed')


def Add_Label():
    Add_leaner('Label')


def Add_OneHotEncoder():
    Add_leaner('OneHotEncoder')


def Add_Discretization():
    Add_leaner('Discretization')


def Add_Binarizer():
    Add_leaner('Binarizer')


def Add_Regularization():
    Add_leaner('Regularization')


def Add_Fuzzy_quantization():
    Add_leaner('Fuzzy_quantization')


def Add_Mapzoom():
    Add_leaner('Mapzoom')


def Add_sigmodScaler():
    Add_leaner('sigmodScaler')


def Add_decimalScaler():
    Add_leaner('decimalScaler')


def Add_atanScaler():
    Add_leaner('atanScaler')


def Add_LogScaler():
    Add_leaner('LogScaler')


def Add_MinMaxScaler():
    Add_leaner('MinMaxScaler')


def Add_Z_Score():
    Add_leaner('Z-Score')


def Add_Forest():
    Add_leaner('Forest')


def Add_Forest_class():
    Add_leaner('Forest_class')


def Add_Tree_Class():
    Add_leaner('Tree_class')


def Add_Tree():
    Add_leaner('Tree')


def Add_SelectKBest():
    Add_leaner('SelectKBest')


def Add_Knn_Class():
    Add_leaner('Knn_class')


def Add_LogisticRegression():
    Add_leaner('LogisticRegression')


def Add_Lasso():
    Add_leaner('Lasso')


def Add_Variance():
    Add_leaner('Variance')


def Add_Knn():
    Add_leaner('Knn')


def Add_Ridge():
    Add_leaner('Ridge')


def Add_Line():
    Add_leaner('Line')


def Add_SelectFrom_Model():  # 添加Lenear的核心
    ML.Add_SelectFrom_Model(get_Learner(), Text=get_Args_Learner())
    Update_Leaner()


def Add_leaner(Type):  # 添加Lenear的核心
    ML.Add_Learner(Type, Text=get_Args_Learner())
    Update_Leaner()


def Update_Leaner():
    global Learn_Dic, ML_BOX
    Learn_Dic = ML.Return_Learner()
    ML_BOX.delete(0, tkinter.END)
    ML_BOX.insert(tkinter.END, *Learn_Dic.keys())


def Show_One():
    global PATH, to_HTML_Type
    Dic = f'{PATH}/$Show_Sheet.html'
    try:
        name = get_Name()
        if name is None:
            raise Exception
        ML.to_Html_One(name, Dic)
        webbrowser.open(Dic)
    except BaseException:
        # pass
        raise


def Show():
    global PATH, to_HTML_Type
    Dic = f'{PATH}/$Show_Sheet.html'
    try:
        name = get_Name()
        if name is None:
            raise Exception
        ML.to_Html(name, Dic, to_HTML_Type.get())
        webbrowser.open(Dic)
    except BaseException:
        pass


def to_CSV():
    global top, Seq_Input, Code_Input, str_must, Index_must
    Dic = asksaveasfilename(title='选择保存的CSV', filetypes=[("CSV", ".csv")])
    Seq = Seq_Input.get()
    name = get_Name()
    ML.to_CSV(Dic, name, Seq)
    Update_BOX()


def Add_CSV():
    global top, Seq_Input, Code_Input, str_must, name_Input
    Dic = askopenfilename(title='选择载入的CSV', filetypes=[("CSV", ".csv")])
    if Dic == '':
        return False
    Seq = Seq_Input.get()
    Codeing = Code_Input.get()
    str_ = bool(str_must.get())
    name = name_Input.get().replace(' ', '')
    if name == '':
        name = os.path.splitext(os.path.split(Dic)[1])[0]
        print(name)
    if Codeing == '':
        with open(Dic, 'rb') as f:
            Codeing = chardet.detect(f.read())['encoding']
    if Seq == '':
        Seq = ','
    ML.read_csv(Dic, name, Codeing, str_, Seq,)
    Update_BOX()


def Add_Python():
    global top, Seq_Input, Code_Input, str_must, Index_must
    Dic = askopenfilename(
        title='选择载入的py', filetypes=[
            ("Python", ".py"), ("Txt", ".txt")])
    name = name_Input.get().replace(' ', '')
    if name == '':
        name = os.path.splitext(os.path.split(Dic)[1])[0]
    with open(Dic, 'r') as f:
        ML.Add_Python(f.read(), name)
    Update_BOX()


def get_Name(Type=True, x=True):  # 获得名字统一接口
    global Form_List, Form_BOX, X_OUT
    if Type:
        try:
            return Form_List[Form_BOX.curselection()[0]]
        except BaseException:
            try:
                return Form_List[0]
            except BaseException:
                return None
    else:
        try:
            if x:
                return X_OUT.get()
            else:
                return Y_OUT.get()
        except BaseException:
            return None


def Update_BOX():
    global top, Form_BOX, Form_List
    Form_List = list(ML.get_Form().keys())
    Form_BOX.delete(0, tkinter.END)
    Form_BOX.insert(tkinter.END, *Form_List)


def Creat_TextSheet(data, name):
    global bg
    new_top = tkinter.Toplevel(bg=bg)
    new_top.title(name)
    new_top.geometry('+10+10')  # 设置所在位置
    text = ScrolledText(new_top, font=('黑体', 13), height=50)
    text.pack(fill=tkinter.BOTH)
    text.insert('0.0', data)
    text.config(state=tkinter.DISABLED)
    new_top.resizable(width=False, height=False)