liveplot 1.1.0

Realtime interactive plotting library using egui/eframe, with optional gRPC and Parquet export support.
Documentation
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8291d60a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "ec863a07",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='timestamp_seconds'>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.read_parquet(\"snapshot.parquet\")\n",
    "df.set_index(\"timestamp_seconds\", inplace=True)\n",
    "df.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7c23399c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}