def __init__(self, df, plot_kwargs=None,mode='interactive',theme='space', **kwargs):
if plot_kwargs is None:
self.plot_kwargs = {'title':'Bar'}
else:
self.plot_kwargs = plot_kwargs
self._df = df
col_opts = [''] + list(df.columns.values)
col_opts_2 = col_opts.copy()
col_opts_2[0] = "None"
self._col_opts = dict(zip(col_opts_2,col_opts))
cmap = ColormapPicker(name='cmap', mode='interactive')
layout = Layout(name='layout_d', mode='interactive')
kind_opts = ["scatter","bar","box",
"spread","ratio","heatmap",
"surface","histogram", "bubble",
"bubble3d","scatter3d","scattergeo","choroplet"]
color_scales = list(cf.colors.get_scales().keys())+[None]
dash = ['c$N=cufflinks',
[
['r$n=general_params',['@sm$d=columns&o='+str(col_opts[1:]),['c$n=aux_col_1',['@dd$d=Kind&o='+str(kind_opts),'@[False]$d=subplots',
'@[False]$d=Shared xaxes','@[False]$d=Shared yaxes']],
['c$N=titles_col',["@text$d=Title","@text$d=xTitle","@text$d=yTitle","@text$d=zTitle"]],
'@select$d=Theme&o='+str(cf.getThemes())+'&val='+theme,
['c$n=colorp_row',['@dd$d=categories&o='+str(self._col_opts),'@sm$d=secondary_y&o='+str(self._col_opts),'@dd$d=Color scale',cmap]]
]
],
['r$n=scatter_params',[['c$n=axis_col_xyz',['@dd$d=x&o='+str(self._col_opts),'@dd$d=y&o='+str(self._col_opts),'@dd$d=z&o='+str(self._col_opts)]],
['c$n=marker_prop_col',['@dd$d=text&o='+str(self._col_opts),'@(1,500,1,12)$d=Size',
'@dd$d=Marker mode&o=["lines","markers","text","lines+markers","markers+text","lines+text","lines+markers+text"]']],
'@False$d=fill','@dd$d=symbol&o=["dot","cross","square","triangle-down","triangle-right","triangle-left","triangle-up","x"]',
'@dd$d=dash&o=["solid","dash","dashdot","dot"]'
]],
['r$N=barmode_row',['@ddown$d=barmode&o=["stack", "group", "overlay"]',
['c$N=mini_bar_col',['@togs$d=Orientation&n=ori&o=["v","h"]&val=v',
"@(0.,1.,0.05,1.)$d=Bargap",
"@(0.,1.,0.05,1.)$d=Bargroupgap"]],
['c$N=hist_col',["@(0,500,1,0)$d=Bins",
'@dd$d=Histnorm&o=["frequency","percent","probaility","density","probability density"]',
'@dd$d=Histfunc&o=["count","sum","avg","min","max"]']],
]],
layout,
['r$n=btn_rows',['[False]$d=Layout&n=btn_layout','@False$d=Apply layout',
'@btn$d=Update&n=update_btn']
]
]
]
Dashboard.__init__(self, dash, mode=mode, **kwargs)
self.theme.target.layout.width = "100%"
self.theme.widget.layout.width = "100%"
self.url = ''#not used, but prepared for working online.
self._init_widget_values()
self.observe(self.update)
self.btn_layout.observe(self._layout_toggle)
def themes():
return cf.getThemes()
def setTheme(theme='pearl'):
if theme not in cf.getThemes():
cf.set_config_file(theme='pearl')
else:
cf.set_config_file(theme)
# In[6]:
df.iplot(kind='line')
# In[38]:
print(df.shape)
df.head(10)
# ### Plot Styling
# ### 테마(Theme) 설정
# In[39]:
themes = cf.getThemes()
themes
# In[40]:
data = pd.Series(range(10))
for theme in themes:
data.iplot(kind='bar', theme=theme, title=theme)
# ### 테마 설정
# In[41]:
cf.set_config_file(theme='pearl')
# ## Plotly express 사용한 시각화
import plotly.express as px
import plotly.offline as iplot
import plotly.graph_objects as go
import matplotlib.pyplot as plt
import dash
import dash_core_components as dcc
import dash_html_components as html
from dash.dependencies import Input, Output # Load Data
import seaborn as sns
import cufflinks as cf
import base64
iplot.init_notebook_mode(connected=True)
cf.go_offline()
cf.getThemes()
cf.set_config_file(theme='white')
def create_dataframe():
"""Create Pandas DataFrame from local CSV."""
df = pd.read_csv('data/WorldCups.csv')
return df
def all_cleaned_data():
# -----------------------------------------------------------------------
# -----------------------------------------------------------------------
# -------------------Importing data--------------------------------------
# -----------------------------------------------------------------------
def __init__(self,
df,
plot_kwargs=None,
mode='interactive',
theme='space',
**kwargs):
if plot_kwargs is None:
self.plot_kwargs = {'title': 'Bar'}
else:
self.plot_kwargs = plot_kwargs
self._df = df
col_opts = [''] + list(df.columns.values)
col_opts_2 = col_opts.copy()
col_opts_2[0] = "None"
self._col_opts = dict(zip(col_opts_2, col_opts))
cmap = ColormapPicker(name='cmap', mode='interactive')
layout = Layout(name='layout_d', mode='interactive')
kind_opts = [
"scatter", "bar", "box", "spread", "ratio", "heatmap", "surface",
"histogram", "bubble", "bubble3d", "scatter3d", "scattergeo",
"choroplet"
]
color_scales = list(cf.colors.get_scales().keys()) + [None]
dash = [
'c$N=cufflinks',
[[
'r$n=general_params',
[
'@sm$d=columns&o=' + str(col_opts[1:]),
[
'c$n=aux_col_1',
[
'@dd$d=Kind&o=' + str(kind_opts),
'@[False]$d=subplots', '@[False]$d=Shared xaxes',
'@[False]$d=Shared yaxes'
]
],
[
'c$N=titles_col',
[
"@text$d=Title", "@text$d=xTitle",
"@text$d=yTitle", "@text$d=zTitle"
]
], '@select$d=Theme&o=' + str(cf.getThemes()) + '&val=' +
theme,
[
'c$n=colorp_row',
[
'@dd$d=categories&o=' + str(self._col_opts),
'@sm$d=secondary_y&o=' + str(self._col_opts),
'@dd$d=Color scale', cmap
]
]
]
],
[
'r$n=scatter_params',
[[
'c$n=axis_col_xyz',
[
'@dd$d=x&o=' + str(self._col_opts),
'@dd$d=y&o=' + str(self._col_opts),
'@dd$d=z&o=' + str(self._col_opts)
]
],
[
'c$n=marker_prop_col',
[
'@dd$d=text&o=' + str(self._col_opts),
'@(1,500,1,12)$d=Size',
'@dd$d=Marker mode&o=["lines","markers","text","lines+markers","markers+text","lines+text","lines+markers+text"]'
]
], '@False$d=fill',
'@dd$d=symbol&o=["dot","cross","square","triangle-down","triangle-right","triangle-left","triangle-up","x"]',
'@dd$d=dash&o=["solid","dash","dashdot","dot"]']
],
[
'r$N=barmode_row',
[
'@ddown$d=barmode&o=["stack", "group", "overlay"]',
[
'c$N=mini_bar_col',
[
'@togs$d=Orientation&n=ori&o=["v","h"]&val=v',
"@(0.,1.,0.05,1.)$d=Bargap",
"@(0.,1.,0.05,1.)$d=Bargroupgap"
]
],
[
'c$N=hist_col',
[
"@(0,500,1,0)$d=Bins",
'@dd$d=Histnorm&o=["frequency","percent","probaility","density","probability density"]',
'@dd$d=Histfunc&o=["count","sum","avg","min","max"]'
]
],
]
], layout,
[
'r$n=btn_rows',
[
'[False]$d=Layout&n=btn_layout', '@False$d=Apply layout',
'@btn$d=Update&n=update_btn'
]
]]
]
Dashboard.__init__(self, dash, mode=mode, **kwargs)
self.theme.target.layout.width = "100%"
self.theme.widget.layout.width = "100%"
self.url = '' #not used, but prepared for working online.
self._init_widget_values()
self.observe(self.update)
self.btn_layout.observe(self._layout_toggle)