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@MattLowrieDS
Last active January 21, 2019 20:44
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Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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CBAgAABAoMCCqRBFp0ECBAgQIAAAQIECLQooEBqcdaNmQABAgQIECBAgACBQQEF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\nRK5CYII=",
"text/plain": [
"Plot with title “Histogram of df$x”"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"set.seed(1001)\n",
"df <- data.frame(x = sample(1:1000, 10))\n",
"hist(df$x)\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "R",
"language": "R",
"name": "ir"
},
"language_info": {
"codemirror_mode": "r",
"file_extension": ".r",
"mimetype": "text/x-r-source",
"name": "R",
"pygments_lexer": "r",
"version": "3.4.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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