Issue
I recently read about being able to use Flask and JS <script>
tags to plot Plotly figures from Python and wanted to replicate that with React and Flask as the API instead of vanilla JS. Getting the data is fine, but trying to plot it from Python Plotly packed into JSON -> Plotly on React will never work - it just returns a blank white display.
Here's the code for the API on the Flask side (I just used the /plot1
function from this example to test it out; JSON returned fine):
from flask import Flask
import pandas as pd
import json
import plotly
import plotly.express as px
app = Flask(__name__)
@app.route('/chart1')
def chart1():
df = pd.DataFrame({
"Fruit": ["Apples", "Oranges", "Bananas", "Apples", "Oranges", "Bananas"],
"Amount": [4, 1, 2, 2, 4, 5],
"City": ["SF", "SF", "SF", "Montreal", "Montreal", "Montreal"]
})
fig = px.bar(df, x="Fruit", y="Amount", color="City", barmode="group")
graphJSON = json.dumps(fig, cls=plotly.utils.PlotlyJSONEncoder)
return graphJSON
Here's my App.js
:
import React, { useState, useEffect } from 'react';
import Plotly from 'plotly.js-dist-min';
import logo from './logo.svg';
import './App.css';
function App() {
const [plot, setPlot] = useState(0);
useEffect(() => {
fetch('/plot').then(res => res.json()).then(data => {setPlot(data);});}, []);
Plotly.newPlot("graph-div", plot, {})
return (
<div className="App">
<header className="App-header">
<img src={logo} className="App-logo" alt="logo" />
<div id="graph-div" className="graph-div">
</div>
</header>
</div>
);
}
It seems like there's some sort of problem when receiving the data, but I'm not sure what exactly is wrong - I followed the same format as a React-Flask tutorial when receiving the data and plotted it exactly as the Flask-Plotly example did. Could someone please let me know how to fix this issue?
Solution
I'd like to update this post for anyone interested - I was able to get the Plotly chart to display.
Turns out that the data was not being sent correctly using the json.dumps
function. Instead, use the plot to JSON function provided by Plotly.
Updated Code:
api.py
:
import time, json
from flask import Flask
import pandas as pd
import plotly
import plotly.express as px
app = Flask(__name__)
@app.route('/time')
def get_current_time():
return {'time': time.time()}
@app.route('/plot')
def plot_test():
df = pd.DataFrame({
"Fruit": ["Apples", "Oranges", "Bananas", "Apples", "Oranges", "Bananas"],
"Amount": [4, 1, 2, 2, 4, 5],
"City": ["SF", "SF", "SF", "Montreal", "Montreal", "Montreal"]
})
fig = px.bar(df, x="Fruit", y="Amount", color="City", barmode="group")
graphJSON = plotly.io.to_json(fig, pretty=True)
return graphJSON
App.js
:
import React, { useState, useEffect } from 'react';
import Plot from 'react-plotly.js';
const Fund = () => {
const [plot, setPlot] = useState(0);
useEffect(() => {
fetch('/plot').then(res => res.json()).then(data => {setPlot(data);});}, []);
// console.log(plot)
return (
<div className='content'>
<h1>Current Fund</h1>
<Plot data={plot.data} layout={plot.layout}/>
</div>
);
};
export default Fund;
Answered By - Revise
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