Layouts

Load cuxfilter and data

[1]:

from cuxfilter import charts
import cuxfilter
from bokeh import palettes
cux_df = cuxfilter.DataFrame.from_arrow('../../../data/146M_predictions_v2.arrow')

Declare charts

[2]:

#tile provider for choropleth map
from bokeh.tile_providers import get_provider as gp
tile_provider = gp('CARTODBPOSITRON')


chart0 = charts.bokeh.choropleth(x='zip', y='delinquency_12_prediction', aggregate_fn='mean',
                                  geo_color_palette=palettes.Purples9,
                                  geoJSONSource = 'https://raw.githubusercontent.com/rapidsai/cuxfilter/GTC-2018-mortgage-visualization/javascript/demos/GTC%20demo/public/data/zip3-ms-rhs-lessprops.json',
                                  data_points=1000,
                                  nan_color='white', tile_provider=tile_provider)
chart1 = charts.bokeh.bar('dti')
chart2 = charts.bokeh.bar('delinquency_12_prediction')
chart3 = charts.bokeh.line('borrower_credit_score',step_size=1)
chart4 = charts.bokeh.bar('seller_name',data_points=100)
chart5 = charts.bokeh.line(x='loan_id',y='current_actual_upb')
chart6 = charts.bokeh.line('dti')
chart7 = charts.bokeh.line('delinquency_12_prediction')
chart8 = charts.bokeh.bar('borrower_credit_score', data_points=100)
chart_widget = charts.panel_widgets.multi_select('dti')

#create a list of charts
charts_list = [chart_widget, chart0, chart3, chart1, chart2, chart4, chart5, chart6, chart7, chart8]

Layout Types

1. Single feature

[3]:

d = cux_df.dashboard(charts_list, layout=cuxfilter.layouts.single_feature, theme=cuxfilter.themes.rapids, title="Layout - single feature")
await d.preview()
../_images/layouts_Layouts_8_2.png

2. Feature and base

[4]:

d = cux_df.dashboard(charts_list, layout=cuxfilter.layouts.feature_and_base, theme=cuxfilter.themes.rapids, title="Layout - feature and base")
await d.preview()
../_images/layouts_Layouts_11_2.png

3. Double feature

[5]:

d = cux_df.dashboard([chart_widget, chart0, chart1], layout=cuxfilter.layouts.double_feature, theme=cuxfilter.themes.rapids, title="Layout - double feature")
await d.preview()
../_images/layouts_Layouts_14_2.png

4. Left feature right double

[6]:

d = cux_df.dashboard(charts_list, layout=cuxfilter.layouts.left_feature_right_double, theme=cuxfilter.themes.rapids, title="Layout - left feature right double")
await d.preview()
../_images/layouts_Layouts_17_2.png

5. Triple feature

[7]:

d = cux_df.dashboard([chart_widget, chart1, chart2, chart3], layout=cuxfilter.layouts.triple_feature, theme=cuxfilter.themes.rapids, title="Layout - triple feature")
await d.preview()
../_images/layouts_Layouts_20_2.png

6. Feature and double base

[8]:

d = cux_df.dashboard([chart_widget, chart0, chart2, chart3], layout=cuxfilter.layouts.feature_and_double_base, theme=cuxfilter.themes.rapids, title="Layout - feature and double base")
await d.preview()
../_images/layouts_Layouts_23_2.png

7. Two by two

[9]:

d = cux_df.dashboard([chart_widget, chart0, chart2, chart3, chart4], layout=cuxfilter.layouts.two_by_two, theme=cuxfilter.themes.rapids, title="Layout - two by two")
await d.preview()
../_images/layouts_Layouts_26_2.png

8. Feature and triple base

[10]:

d = cux_df.dashboard(charts_list, layout=cuxfilter.layouts.feature_and_triple_base, theme=cuxfilter.themes.rapids, title="Layout - feature and triple base")
await d.preview()
../_images/layouts_Layouts_29_2.png

9. Feature and quad base

[11]:

d = cux_df.dashboard(charts_list, layout=cuxfilter.layouts.feature_and_quad_base, theme=cuxfilter.themes.rapids, title="Layout - feature and quad base")
await d.preview()
../_images/layouts_Layouts_32_2.png

10. Feature and five edge

[12]:

d = cux_df.dashboard(charts_list, layout=cuxfilter.layouts.feature_and_five_edge, theme=cuxfilter.themes.rapids, title="Layout - feature and five edge")
await d.preview()
../_images/layouts_Layouts_35_2.png

11. Two by three

[13]:

d = cux_df.dashboard([chart_widget, chart3, chart1, chart2, chart4, chart5, chart6], layout=cuxfilter.layouts.two_by_three, theme=cuxfilter.themes.rapids, title="Layout - two by three")
await d.preview()
../_images/layouts_Layouts_38_2.png

12. Double feature quad base

[14]:

d = cux_df.dashboard(charts_list, layout=cuxfilter.layouts.double_feature_quad_base,
                     theme=cuxfilter.themes.rapids, title="Layout - double feature quad base")
await d.preview()
../_images/layouts_Layouts_41_2.png

13. Three by three

[15]:

d = cux_df.dashboard(charts_list[2:], layout=cuxfilter.layouts.three_by_three,
                     theme=cuxfilter.themes.rapids, title="Layout - three by three")

[16]:

await d.preview()
../_images/layouts_Layouts_45_0.png