? ?? ??? ?? ???? ???? Amazon ??? ???? Medium?? ?? ??????! ???? ??? ???? ??????!

Python? ??? ?? ? ??? ??? ??? ? ????. ??? ????? ???? ?? ???? ??? ?? ??? ???? ??? ????? ??? ?????. ? ????? ?? ? ??? ????? ??? ? ???? 7?? ??? Python ?????? ?????.

Dash? ? ?? ?? ??????? ?? ?? ???? ????????. Flask, Plotly.js ? React.js? ???? ??? ?? ??? ??? ????? ?? ??? ??? ?????. ??? ???? ???? ???? ?? Dash ??????? ??? ????.

import dash
from dash import dcc, html
from dash.dependencies import Input, Output
import plotly.express as px
import pandas as pd

app = dash.Dash(__name__)

app.layout = html.Div([
    dcc.Graph(id='live-update-graph'),
    dcc.Interval(
       # ... (rest of the code)

? ??? ??? ??? ???? ???? ?? ?????? ???? ?????. Dash? ?? ????? ??? ???? ??? ??? ???? ??? ?? ??? ??????.

Bokeh? ?? ???? ???? ??? ??? ?? ? ????? ?? ? ?? ??? ????????. ? ??? ??? ??? ??? ???? ??? ??? ???? ? ????. ??? ???? ??? ???? Bokeh ?? ??????? ??? ????.

from bokeh.plotting import figure, curdoc
from bokeh.driving import linear
import random

# ... (rest of the code)

? ??? ??? ??? ???? 100????? ?????? ? ???? ?????. Bokeh? ??? ??? ????? ????? ?????.

Streamlit? ??? ???? ?????? ? ??? ?? ???? ?????. ??? ???? API? ??? ? ?????? ??? ??????. ??? ? ??? ???? ??? Streamlit ?? ??? ????.

import streamlit as st
import pandas as pd
import numpy as np

# ... (rest of the code)

? ??? ??? ??? ???? ????? ???? ?? ??? ?????. Streamlit? ?? ??? ??? ??? ??? ??? ??????.

??? ??? ??? ?????? ??? ???? ????? ??? ? ?????. ?? Matplotlib, Bokeh ? Plotly? ???? ??? ? ?? ?????. Matplotlib ? Bokeh ??? ??? ?? ????? ?? ??? ????.

import panel as pn
import matplotlib.pyplot as plt
from bokeh.plotting import figure

# ... (rest of the code)

? ??? Matplotlib ??? Bokeh ??? ???? ??? ????? ?????. ??? ??? ??? ??? ????? ??? ??? ?? ?? ? ????.

Plotly? ?? ??? ??? ???? ???? ? ??????. Plotly Express API? ??? ??? ??? ??? ??? ??????. ????? Plotly Express ??? ??? ?? ??? ????.

import plotly.express as px
import pandas as pd

# ... (rest of the code)

? ??? ??? ??? ?? ??? ?? 1?? GDP? ?? ?? ?? ??? ???? ????? ???? ?????.

Flask-SocketIO? ??? ??? ???? ? ?? ????? ?????. ?? ???? ?????? ????? ???? ???? ? ?? ?????. ?????? ??? ???? ??? ??? Flask-SocketIO ??????? ??? ????.

import dash
from dash import dcc, html
from dash.dependencies import Input, Output
import plotly.express as px
import pandas as pd

app = dash.Dash(__name__)

app.layout = html.Div([
    dcc.Graph(id='live-update-graph'),
    dcc.Interval(
       # ... (rest of the code)

? ??? ?? ?????? ??? ???? ???? Flask-SocketIO ??? ?????. ? ???? ???? ????? JavaScript? ??? HTML ???? ?????.

HoloViz(?? PyViz)? Python?? ??? ???? ??????. ???? HoloViews, GeoViews, Datashader? ?? ?????? ???? ?? ???? ??? ??? ????? ??? ? ????. ??? HoloViews? ???? ????.

from bokeh.plotting import figure, curdoc
from bokeh.driving import linear
import random

# ... (rest of the code)

? ??? ??? ?? ? ??? ??? ??? ????? ?????.

?? ??? ? ??? ??? ?? ??:

?? ??? ?????? ?? ??? ??? ???? ???? ??? ??, ??? ??, ??? ?????, ??? ??, WebSocket ??, ?????? ?? ???, ?? ?? ? ??? ?? ??? ?????.

??? ??? ?????? ?? ??? ??? ??, ?? ???, ????/??, ??? ??/?? ???, ???? ????? ? ??? ? ???? JavaScript ??? ?????.

?????, ? 7?? Python ?????? ??? ??? ????? ???? ?? ??? ??? ?????. ??? ??? ??? ?? ?? ??? ?? ????. ??? ?????? ???? ?? ??? ???? ???? ??? ?? ???? ??? ??? ????? ??? ???? ??? ??? ????? ?? ? ????.

101?

(? ??? ??? ???? ??? ???? ??? ???? ???? ?????.)

Medium? ????

(? ??? ??? ???? ??? ???? ??? ???? ???? ?????.)

? ??? ?? ??? ??? ???? ??? ?? ython ?????? ?? ?????. ??? ??? PHP ??? ????? ?? ?? ??? ?????!