def widget(self):
pbox=[]
# ファイル名とファイル内容
self.iName_w =widgets.Text(description="トランザクション",value="",layout=Layout(width='99%'),disabled=True)
self.iText_w =widgets.Textarea(value="",rows=5,layout=Layout(width='99%'),disabled=True)
pbox.append(self.iName_w)
pbox.append(self.iText_w)
self.oPath_w =widgets.Text(description="出力パス",value="",layout=Layout(width='100%'),disabled=False)
pbox.append(self.oPath_w)
self.oDir_w =widgets.Text(description="出力dir名",value="",layout=widgets.Layout(width='100%'),disabled=False)
pbox.append(self.oDir_w)
# traID 項目
config_t={
"options":[],
"title":"トランザクションID項目",
"rows":5,
"width":300,
"multiSelect":False,
"message":None
}
self.traID_w=selfield_w(config_t)
# item 項目
config_i={
"options":[],
"title":"アイテム項目",
"rows":5,
"width":300,
"multiSelect":False,
"message":None
}
self.item_w=selfield_w(config_i)
pbox.append(widgets.HBox([self.traID_w.widget(),self.item_w.widget()]))
# 各種しきい値
self.minSup_w=widgets.FloatSlider(description='minSup', value=0.01, min=0.0, max=1.0, step=0.01)
pbox.append(self.minSup_w)
self.edgeType_w=widgets.RadioButtons(description='edge条件',options=['minConf', 'minPMI'])
self.minConf_w=widgets.FloatSlider(description='minConf', value=0.01, min=0.0, max=1.0, step=0.01)
self.minPMI_w=widgets.FloatSlider(description='minPMI', value=0.0, min=-1.0, max=1.0, step=0.01)
pbox.append(widgets.HBox([self.edgeType_w,self.minConf_w,self.minPMI_w]))
self.nodeSup_w=widgets.Checkbox( value=True, description='nodeにもminSupを適用する', disabled=False)
pbox.append(self.nodeSup_w)
box=widgets.VBox(pbox)
return box
def widget(self):
pbox=[]
# ファイル名とファイル内容
self.iName_w =widgets.Text(description="トランザクション",value="",layout=Layout(width='99%'),disabled=True)
self.iText_w =widgets.Textarea(value="",rows=5,layout=Layout(width='99%'),disabled=True)
pbox.append(self.iName_w)
pbox.append(self.iText_w)
self.oPath_w =widgets.Text(description="出力パス",value="",layout=Layout(width='100%'),disabled=False)
pbox.append(self.oPath_w)
self.oDir_w =widgets.Text(description="ディレクトリ名",value="",layout=Layout(width='100%'),disabled=False)
pbox.append(self.oDir_w)
# id 項目
config_t={
"options":[],
"title":"サンプルID項目",
"rows":5,
"blank":True,
"width":300,
"multiSelect":False,
"message":None
}
self.id_w=selfield_w(config_t)
# 入力変数項目
config_i={
"options":[],
"title":"数値説明変数",
"rows":5,
#"blank":True,
"width":300,
"multiSelect":True,
"message":None
}
self.x_w=selfield_w(config_i)
pbox.append(widgets.HBox([self.x_w.widget()]))
self.algo_w=widgets.RadioButtons(options=['k-means'],
value='k-means', description='algorithm:', disabled=False)
pbox.append(self.algo_w)
self.k_w=widgets.BoundedIntText(description='クラスタ数',value=5,min=2,style={'description_width': 'initial'})
#print("k",self.k_w.keys)
pbox.append(self.k_w)
box=widgets.VBox(pbox)
return box
def widget(self):
pbox = []
# ファイル名とファイル内容
self.iName_w = widgets.Text(description="入力ファイル",
value="",
layout=Layout(width='100%'),
disabled=True)
self.iText_w = widgets.Textarea(value="",
rows=5,
layout=Layout(width='100%'),
disabled=False)
pbox.append(self.iName_w)
pbox.append(self.iText_w)
self.oPath_w = widgets.Text(description="出力パス",
value="",
layout=Layout(width='100%'),
disabled=False)
pbox.append(self.oPath_w)
self.oFile_w = widgets.Text(description="ファイル名",
value="",
layout=Layout(width='100%'),
disabled=False)
pbox.append(self.oFile_w)
# key 項目
config_tid = {
"options": [],
"title": "トランザクションID項目",
"rows": 5,
"width": 300,
"multiSelect": False,
"message": None
}
self.tid_w = selfield_w(config_tid)
# item 項目
config_item = {
"options": [],
"title": "アイテム項目",
"rows": 5,
"width": 300,
"multiSelect": False,
"message": None
}
self.item_w = selfield_w(config_item)
pbox.append(widgets.HBox([self.tid_w.widget(), self.item_w.widget()]))
# 集計 項目
config_agg = {
"options": [],
"title": "集計項目",
"rows": 5,
"blank": True,
"width": 300,
"multiSelect": False,
"message": None
}
self.agg_w = selfield_w(config_agg)
# クラス項目
config_klass = {
"options": [],
"title": "目的変数項目",
"rows": 5,
"blank": True,
"width": 300,
"multiSelect": False,
"message": None
}
self.klass_w = selfield_w(config_klass)
pbox.append(widgets.HBox([self.agg_w.widget(), self.klass_w.widget()]))
# その他パラメータ
self.null_w = widgets.Text(description="nullの置換値",
value="0",
style={'description_width': 'initial'})
self.dummy_w = widgets.Checkbox(
value=True,
description='dummy化(アイテムが存在するかどうかの0/1)',
style={'description_width': 'initial'})
statsList = [
"sum", "mean", "count", "ucount", "devsq", "var", "uvar", "sd",
"usd", "USD", "cv", "min", "qtile1", "median", "qtile3", "max",
"range", "qrange", "mode", "skew", "uskew", "kurt", "ukurt"
]
self.stat_w = widgets.Dropdown(description="統計量",
options=statsList,
value='sum',
disabled=False)
pbox.append(widgets.VBox([self.null_w, self.dummy_w, self.stat_w]))
box = widgets.VBox(pbox)
return box
def widget(self):
pbox = []
# ファイル名とファイル内容
self.iName_w = widgets.Text(description="入力ファイル",
value="",
layout=Layout(width='100%'),
disabled=True)
self.iText_w = widgets.Textarea(value="",
rows=5,
layout=Layout(width='100%'),
disabled=True)
pbox.append(self.iName_w)
pbox.append(self.iText_w)
self.oPath_w = widgets.Text(description="出力パス",
value="",
layout=Layout(width='100%'),
disabled=False)
pbox.append(self.oPath_w)
self.oFile_w = widgets.Text(description="ファイル名",
value="",
layout=Layout(width='100%'),
disabled=False)
pbox.append(self.oFile_w)
# key 項目
config_k = {
"options": [],
"title": "key単位選択の項目",
"rows": 5,
"width": 300,
"blank": True,
"multiSelect": False,
"message": None
}
self.key_w = selfield_w(config_k)
# field 項目
config_f = {
"options": [],
"title": "アイテム項目",
"rows": 5,
"width": 300,
"multiSelect": False,
"message": None
}
self.field_w = selfield_w(config_f)
pbox.append(widgets.HBox([self.field_w.widget(), self.key_w.widget()]))
# 値
self.value_w = widgets.Text(description="値",
value="",
layout=Layout(width='300px'))
search_w = widgets.Button(description="値のみで検索")
search_w.on_click(self.search_h)
self.result_w = widgets.Select(options=[], rows=14)
subbox1 = widgets.VBox([self.value_w, search_w, self.result_w])
# その他parameters
self.head_w = widgets.Checkbox(value=False,
description='先頭一致',
disabled=False)
self.tail_w = widgets.Checkbox(value=False,
description='末尾一致',
disabled=False)
self.reverse_w = widgets.Checkbox(value=False,
description='条件反転',
disabled=False)
subbox2 = widgets.VBox([self.head_w, self.tail_w, self.reverse_w])
pbox.append(widgets.HBox([subbox1, subbox2]))
box = widgets.VBox(pbox)
return box
def widget(self):
# parameters
pbox = []
# 入力ファイル名とファイル内容
self.fName_w = widgets.Text(description="入力ファイル",
value="",
layout=widgets.Layout(width='99%'),
disabled=True)
self.fText_w = widgets.Textarea(value="",
rows=5,
layout=widgets.Layout(width='99%'),
disabled=True)
pbox.append(self.fName_w)
pbox.append(self.fText_w)
self.oPath_w = widgets.Text(description="出力パス",
value="",
layout=widgets.Layout(width='100%'),
disabled=False)
pbox.append(self.oPath_w)
self.oDir_w = widgets.Text(description="出力dir名",
value="",
layout=widgets.Layout(width='100%'),
disabled=False)
pbox.append(self.oDir_w)
# id 項目
config_id = {
"options": [],
"title": "サンプルID項目(指定しなくても良い)",
"rows": 5,
"width": 300,
"blank": True,
"multiSelect": False,
"message": None
}
self.id_w = selfield_w(config_id)
# 数値変数 項目
config_n = {
"options": [],
"title": "数値説明変数(複数選択可)",
"rows": 5,
"width": 300,
"blank": True,
"multiSelect": True,
"message": None
}
self.num_w = selfield_w(config_n)
# cat変数 項目
config_c = {
"options": [],
"title": "カテゴリ説明変数(複数選択可)",
"rows": 5,
"width": 300,
"blank": True,
"multiSelect": True,
"message": None
}
self.cat_w = selfield_w(config_c)
# y 項目
config_y = {
"options": [],
"title": "目的変数",
"rows": 5,
"width": 300,
"multiSelect": False,
"message": None
}
self.y_w = selfield_w(config_y)
pbox.append(widgets.HBox([self.id_w.widget(), self.y_w.widget()]))
pbox.append(widgets.HBox([self.num_w.widget(), self.cat_w.widget()]))
# 各種しきい値
self.minSamplesLeaf_w = widgets.FloatSlider(description='枝刈度',
value=0.0,
min=0.0,
max=0.5,
step=0.01,
disabled=False,
orientation='horizontal')
label = widgets.Textarea(
rows=3,
disabled=True,
layout=widgets.Layout(width="65%"),
value="""枝刈度にはリーフの最小サンプル数(min_samples_leaf)を利用する。
値は、全サンプル数に対する割合で指定する(min_samples_leaf=(0.0,0.5])。
0.0に設定すると、cross-validationでテスト誤差最小の枝刈度を自動選択する。
""")
pbox.append(widgets.VBox([label, self.minSamplesLeaf_w]))
box = widgets.VBox(pbox)
return box
def widget(self):
pbox = []
# ファイル名とファイル内容
self.fName_w = widgets.Text(description="file name",
value="",
layout=Layout(width='100%'),
disabled=True)
self.fText_w = widgets.Textarea(value="",
rows=5,
layout=Layout(width='100%'),
disabled=True)
pbox.append(self.fName_w)
pbox.append(self.fText_w)
self.oPath_w = widgets.Text(description="出力パス",
value="",
layout=Layout(width='100%'),
disabled=True)
pbox.append(self.oPath_w)
self.oFile_w = widgets.Text(description="ファイル名",
value="",
layout=Layout(width='100%'),
disabled=False)
pbox.append(self.oFile_w)
# key 項目
config_k = {
"options": [],
"title": "集計単位の項目",
"rows": 5,
"width": 300,
"blank": True,
"multiSelect": False,
"message": None
}
self.key_w = selfield_w(config_k)
# field 項目
config_f = {
"options": [],
"title": "集計対象の項目",
"rows": 5,
"width": 300,
"multiSelect": False,
"message": None
}
self.field_w = selfield_w(config_f)
pbox.append(widgets.HBox([self.field_w.widget(), self.key_w.widget()]))
# 新項目名
self.newfld_w = widgets.Text(description="出力項目名",
value="",
layout=Layout(width='300px'))
newfldL_w = widgets.Label(value="指定しなければ集計対象項目名と同じ名前になる",
disabled=True)
pbox.append(widgets.HBox([self.newfld_w, newfldL_w]))
# 統計量
statsList = [
"sum", "mean", "count", "ucount", "devsq", "var", "uvar", "sd",
"usd", "USD", "cv", "min", "qtile1", "median", "qtile3", "max",
"range", "qrange", "mode", "skew", "uskew", "kurt", "ukurt"
]
self.stat_w = widgets.Dropdown(description="統計量",
options=statsList,
value='sum',
disabled=False)
pbox.append(self.stat_w)
help_w = widgets.Textarea(value=self.help(),
rows=4,
layout=Layout(width='100%'),
disabled=True)
pbox.append(help_w)
box = widgets.VBox(pbox)
return box
def widget(self):
# parameters
pbox=[]
# 入力ファイル名とファイル内容
self.fName_w =widgets.Text(description="入力ファイル",value="",layout=widgets.Layout(width='99%'),disabled=True)
self.fText_w =widgets.Textarea(value="",rows=5,layout=widgets.Layout(width='99%'),disabled=True)
pbox.append(self.fName_w)
pbox.append(self.fText_w)
self.oPath_w =widgets.Text(description="出力パス",value="",layout=widgets.Layout(width='100%'),disabled=False)
pbox.append(self.oPath_w)
self.oDir_w =widgets.Text(description="出力dir名",value="",layout=widgets.Layout(width='100%'),disabled=False)
pbox.append(self.oDir_w)
# id 項目
config_id={
"options":[],
"title":"サンプルID項目(指定しなくても良い)",
"rows":5,
"width":300,
"blank":True,
"multiSelect":False,
"message":None
}
self.id_w=selfield_w(config_id)
# 数値変数 項目
config_n={
"options":[],
"title":"数値説明変数(複数選択可)",
"rows":5,
"width":300,
"blank":True,
"multiSelect":True,
"message":None
}
self.num_w=selfield_w(config_n)
# cat変数 項目
config_c={
"options":[],
"title":"カテゴリ説明変数(複数選択可)",
"rows":5,
"width":300,
"blank":True,
"multiSelect":True,
"message":None
}
self.cat_w=selfield_w(config_c)
# y 項目
config_y={
"options":[],
"title":"目的変数項目",
"rows":5,
"width":300,
"multiSelect":False,
"message":None
}
self.y_w=selfield_w(config_y)
pbox.append(widgets.HBox([self.id_w.widget(),self.y_w.widget()]))
pbox.append(widgets.HBox([self.num_w.widget(),self.cat_w.widget()]))
# 各種しきい値
label=widgets.Textarea(rows=3,disabled=True,layout=widgets.Layout(width="65%"),
value=
"""
""")
pbox.append(widgets.VBox([label]))
box=widgets.VBox(pbox)
return box
def widget(self):
pbox=[]
# ファイル名とファイル内容
self.iName_w =widgets.Text(description="トランザクション",value="",layout=Layout(width='99%'),disabled=True)
self.iText_w =widgets.Textarea(value="",rows=5,layout=Layout(width='99%'),disabled=True)
pbox.append(self.iName_w)
pbox.append(self.iText_w)
self.oPath_w =widgets.Text(description="出力パス",value="",layout=Layout(width='100%'),disabled=False)
pbox.append(self.oPath_w)
self.oDir_w =widgets.Text(description="ディレクトリ名",value="",layout=Layout(width='100%'),disabled=False)
pbox.append(self.oDir_w)
# traID 項目
config_t={
"options":[],
"title":"トランザクションID",
"rows":5,
"width":300,
"multiSelect":False,
"message":None
}
self.traID_w=selfield_w(config_t)
# item 項目
config_i={
"options":[],
"title":"アイテム項目",
"rows":5,
"width":300,
"multiSelect":False,
"message":None
}
self.item_w=selfield_w(config_i)
# class 項目
config_c={
"options":[],
"title":"目的変数項目",
"rows":5,
"blank":True,
"width":300,
"multiSelect":False,
"message":None
}
self.class_w=selfield_w(config_c)
pbox.append(widgets.HBox([self.traID_w.widget(),self.item_w.widget(),self.class_w.widget()]))
# 各種しきい値
self.type_w=widgets.RadioButtons(options=['F:頻出集合', 'C:飽和集合', 'M:極大集合'],
value='F:頻出集合', description='type:', disabled=False)
pbox.append(self.type_w)
self.minSup_w=widgets.FloatSlider(description='minSup', value=0.01, min=0.0, max=1.0, step=0.01)
self.maxSup_w=widgets.FloatSlider(description='maxSup', value=1.0, min=0.0, max=1.0, step=0.01)
pbox.append(widgets.HBox([self.minSup_w,self.maxSup_w]))
self.minLen_w=widgets.IntSlider(description='minLen', value=1, min=1, max=10, step=1)
self.maxLen_w=widgets.IntSlider(description='maxLen', value=10, min=1, max=10, step=1)
pbox.append(widgets.HBox([self.minLen_w,self.maxLen_w]))
self.minGR_w=widgets.FloatSlider(description='minGR', value=1.2, min=1.1, max=20.0, step=0.2)
pbox.append(self.minGR_w)
self.usetop_w=widgets.Checkbox(value=False, description='上位top番目のsupportをminSupに再設定する', disabled=False,style={'description_width': 'initial'})
self.top_w=widgets.IntSlider(description='topの値', value=1000, min=1, max=10000, step=1)
pbox.append(widgets.HBox([self.usetop_w,self.top_w]))
box=widgets.VBox(pbox)
return box
def widget(self):
# ボタン系
#exeButton_w=widgets.Button(description="スクリプト生成")
#exeButton_w.style.button_color = 'lightgreen'
#exeButton_w.on_click(self.exe_h)
#buttons_w=widgets.HBox([exeButton_w])
pbox=[]
# ファイル名とファイル内容
self.iName_w =widgets.Text(description="入力ファイル",value="",layout=Layout(width='100%'),disabled=True)
self.iText_w =widgets.Textarea(value="",rows=5,layout=Layout(width='100%'),disabled=True)
pbox.append(self.iName_w)
pbox.append(self.iText_w)
self.oPath_w =widgets.Text(description="出力パス",value="",layout=Layout(width='100%'),disabled=False)
pbox.append(self.oPath_w)
self.oFile_w =widgets.Text(description="ファイル名",value="",layout=Layout(width='100%'),disabled=False)
pbox.append(self.oFile_w)
# key 項目
config_k={
"options":[],
"title":"key単位選択の項目",
"rows":5,
"width":300,
"blank":True,
"multiSelect":False,
"message":None
}
self.key_w=selfield_w(config_k)
# field 項目
config_f={
"options":[],
"title":"数値項目",
"rows":5,
"width":300,
"multiSelect":False,
"message":None
}
self.field_w=selfield_w(config_f)
pbox.append(widgets.HBox([self.field_w.widget(),self.key_w.widget()]))
# 範囲
self.vFr_w=widgets.Text(description="from:",value="",layout=Layout(width='300px'))
self.vFrEq_w=widgets.Checkbox(value=True, description='以上', disabled=False)
frBox=widgets.HBox([self.vFr_w,self.vFrEq_w])
self.vTo_w=widgets.Text(description="to:",value="",layout=Layout(width='300px'))
self.vToEq_w=widgets.Checkbox(value=True, description='以下', disabled=False)
toBox=widgets.HBox([self.vTo_w,self.vToEq_w])
pbox.append(frBox)
pbox.append(toBox)
# その他parameters
self.reverse_w=widgets.Checkbox(value=False, description='条件反転', disabled=False)
pbox.append(self.reverse_w)
search_w=widgets.Button(description="項目統計")
search_w.on_click(self.stats_h)
self.result_w=widgets.Textarea(rows=4,disabled=True,layout=widgets.Layout(width='99%'))
subbox1=widgets.VBox([search_w,self.result_w])
pbox.append(subbox1)
box=widgets.VBox(pbox)
return box
def widget(self):
pbox = []
# ファイル名とファイル内容
self.iName_w = widgets.Text(description="入力ファイル",
value="",
layout=Layout(width='100%'),
disabled=True)
self.iText_w = widgets.Textarea(value="",
rows=5,
layout=Layout(width='100%'),
disabled=True)
pbox.append(self.iName_w)
pbox.append(self.iText_w)
self.mName_w = widgets.Text(description="参照ファイル",
value="",
layout=Layout(width='100%'),
disabled=True)
self.mText_w = widgets.Textarea(value="",
rows=5,
layout=Layout(width='100%'),
disabled=True)
pbox.append(self.mName_w)
pbox.append(self.mText_w)
self.oPath_w = widgets.Text(description="出力パス",
value="",
layout=Layout(width='100%'),
disabled=False)
pbox.append(self.oPath_w)
self.oFile_w = widgets.Text(description="ファイル名",
value="",
layout=Layout(width='100%'),
disabled=False)
pbox.append(self.oFile_w)
# key 項目(入力)
config_k = {
"options": [],
"title": "入力key項目",
"rows": 5,
"width": 300,
"blank": False,
"multiSelect": False,
"message": None
}
self.iKey_w = selfield_w(config_k)
# key 項目(参照)
config_K = {
"options": [],
"title": "参照key項目(無選択=入力keyに同じ)",
"rows": 5,
"width": 300,
"blank": True,
"multiSelect": False,
"message": None
}
self.mKey_w = selfield_w(config_K)
# field 項目
config_f = {
"options": [],
"title": "結合する項目",
"rows": 5,
"width": 300,
"multiSelect": True,
"message": None
}
self.field_w = selfield_w(config_f)
pbox.append(
widgets.HBox([
self.iKey_w.widget(),
self.mKey_w.widget(),
self.field_w.widget()
]))
# その他parameters
self.iOuter_w = widgets.Checkbox(value=False,
description='入力outer join',
disabled=False)
self.mOuter_w = widgets.Checkbox(value=False,
description='参照outer join',
disabled=False)
subbox2 = widgets.HBox([self.iOuter_w, self.mOuter_w])
pbox.append(subbox2)
box = widgets.VBox(pbox)
return box