Untitled1.ipynb 190 KB
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5e6ea3be-67e9-43ac-bed4-abbae7c4352b",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using CSV\n",
    "using DataFrames\n",
    "using Latexify\n",
    "using Plots\n",
    "using StatsPlots\n",
    "\n",
    "data = CSV.read(\"sample.csv\", DataFrame)\n",
    "groups = groupby(data, :event)\n",
    "totals = combine(groups, :event => length => :count)\n",
    "\n",
    "x = -π:0.1:π\n",
    "y = sin.(x)\n",
    "plot(totals.count, labels=totals.event)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e1c270c9-4270-414b-acce-33a3cc3b85c4",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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