Dash AG Grid introduction

Créer des tableaux de bord avec Dash et Plotly

Alex Scriven

Data Scientist

What is a Dash AG Grid?

HTML table tag (available in Dash)
html.Table static → limited

Dash AG Grid - dynamic and interactive
- Filtering, hiding, exporting, styling

The basic table

from dash_ag_grid import AgGrid

column_defs = [
    {"field": "Major Category"},
    {"field": "Total Sales ($)"},
    {"field": "Sales Volume"},
]

grid = AgGrid(
columnDefs=column_defs,

rowData=major_cat_tb.to_dict("records"))

app.layout = [grid]

A table with 3 columns and four rows containing data from the familiar e-commerce dataset. The column headers are "Major Category," which contains text in the cells below, "Total Sales ($)" which has values below, and "Sales Volume" which has integer values below

Format the numbers

Problem: Financial number formatting
- Solution: use valueFormatter
- JavaScript formatting function

money_fmt = {
"function": (
    """params.value.toLocaleString(
    'en-US', {style: 'currency', currency: 'USD'})"""
)}

column_defs = [
    {"field": "Major Category"},
    {"field": "Total Sales ($)", "valueFormatter": money_fmt},
    {"field": "Sales Volume"}
]
# Add to layout as before

Format numbers output

Nicely formatted ✨

Add sorting

Sorting enabled by default ⭐

# Turn off globally
grid = AgGrid(
  defaultColDef={"sortable": False}
)

# Specify for a column
column_defs = [
{"field": "Major Category"
 , "sortable": True}, # Turn on
{"field": "Sales Volume"
 , "sortable": False} # Turn off
]

$$ A gif of the basic table from the first slides and when the mouse clicks the headers the rows sort

Add filtering

grid = AgGrid(
defaultColDef={
  "filter": True
  , "floatingFilter": True}
)

Supports value and condition filters

A gif of the basic table from the first slides, instead, now there is a row below the header that contains a blank box. The gif firstly filters the first column on Cloth and then the second using Grater than dropdown, filtering the table.

Pagination

Use pagination for long tables 💡

grid = AgGrid(
    dashGridOptions={
    "pagination": True,        
    "paginationPageSize": 2
    }

A gif of the same basic table from previous slides, however, there are only two rows of data and in the bottom-right of the table is a pagination toggle which has right and left arrows and a counter noting how many pages (2) and the current page.

Sort and filter apply table-wide 📌

Let's practice!

Créer des tableaux de bord avec Dash et Plotly