{
"cells": [
{
"cell_type": "markdown",
"id": "f3b11b5c-987d-46f3-956d-3004db6d2344",
"metadata": {},
"source": [
"# Unemployment in the US since 1967"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "00fe4a2f-4bd0-4ab5-be23-461dd2c7c43f",
"metadata": {
"execution": {
"iopub.execute_input": "2025-03-21T16:09:21.782872Z",
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"shell.execute_reply": "2025-03-21T16:09:24.329684Z"
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},
"outputs": [
{
"data": {
"text/html": [
" \n",
" "
]
},
"metadata": {},
"output_type": "display_data"
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{
"data": {
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" "
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"metadata": {},
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{
"data": {
"text/html": [
" \n",
" "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%useLatestDescriptors\n",
"%use dataframe\n",
"%use lets-plot"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "76ace100-3139-4d3a-a683-f14fc232adb9",
"metadata": {
"execution": {
"iopub.execute_input": "2025-03-21T16:09:24.331386Z",
"iopub.status.busy": "2025-03-21T16:09:24.331096Z",
"iopub.status.idle": "2025-03-21T16:09:24.349893Z",
"shell.execute_reply": "2025-03-21T16:09:24.349542Z"
}
},
"outputs": [],
"source": [
"import kotlinx.datetime.*"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "ae2ff904-f7fd-461f-a5f5-3b901a31f98b",
"metadata": {
"execution": {
"iopub.execute_input": "2025-03-21T16:09:24.351306Z",
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"shell.execute_reply": "2025-03-21T16:09:24.535528Z"
}
},
"outputs": [],
"source": [
"fun LocalDateTime.toMillis(): Long {\n",
" return toInstant(TimeZone.currentSystemDefault()).toEpochMilliseconds()\n",
"}\n",
"\n",
"fun LocalDateTime.Companion.fromYear(year: Int): LocalDateTime {\n",
" return LocalDateTime(year, 1, 1, 0, 0)\n",
"}\n",
"\n",
"fun DataFrame<*>.parseDates(column: String): DataFrame<*> {\n",
" return this.convert(column).toLocalDateTime()\n",
" .convert(column).with { (it as LocalDateTime).toMillis() }\n",
"}\n",
"\n",
"fun millisByYear(year: Int): Long {\n",
" return LocalDateTime.fromYear(year).toMillis()\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "615d5402-4a42-427f-b0ef-e9ee17c990bb",
"metadata": {
"execution": {
"iopub.execute_input": "2025-03-21T16:09:24.537783Z",
"iopub.status.busy": "2025-03-21T16:09:24.537475Z",
"iopub.status.idle": "2025-03-21T16:09:25.367513Z",
"shell.execute_reply": "2025-03-21T16:09:25.367274Z"
}
},
"outputs": [],
"source": [
"val presidentialDf = DataFrame.readCSV(\"https://raw.githubusercontent.com/JetBrains/lets-plot-docs/master/data/presidential.csv\")\n",
" .parseDates(\"start\").parseDates(\"end\")\n",
"val economicsDf = DataFrame.readCSV(\"https://vincentarelbundock.github.io/Rdatasets/csv/ggplot2/economics.csv\")\n",
" .parseDates(\"date\")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "0532a832-c389-44af-bc36-05e7b4a549ed",
"metadata": {
"execution": {
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"iopub.status.idle": "2025-03-21T16:09:25.898249Z",
"shell.execute_reply": "2025-03-21T16:09:25.898324Z"
}
},
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],
"source": [
"val breaks = listOf(2.5, 5.0, 10.0)\n",
"\n",
"letsPlot() +\n",
" geomBand(data = presidentialDf.toMap(), size = 0, alpha = 0.4) { xmin = \"start\"; xmax = \"end\"; fill = \"party\" } +\n",
" geomLabel(data = presidentialDf.toMap(), y = 4_000, alpha = 0.6, angle = 90, vjust = 1, showLegend = false)\n",
" { x = \"start\"; label = \"name\"; color = \"party\" } +\n",
" geomLine(data = economicsDf.toMap()) { x = \"date\"; y = \"unemploy\" } +\n",
" scaleXDateTime(name = \"Year\") +\n",
" scaleYContinuous(\"Unemployment (x\\\\(10^3\\\\))\", trans = \"log10\",\n",
" breaks = breaks.map { it * 10.0.pow(3) },\n",
" labels = breaks.map { it.toString() }) +\n",
" scaleFillDiscrete(name = \"\") +\n",
" coordCartesian(xlim = Pair(millisByYear(1966), millisByYear(2016))) +\n",
" guides(fill = guideLegend(alpha = 0.4, color = \"paper\")) +\n",
" ggsize(1000, 400) +\n",
" ggtitle(\"Unemployment in the US\", \"1967 to 2015\") +\n",
" theme(plotTitle = elementText(size = 18, face = \"bold\")).legendPositionTop()"
]
}
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