{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
" \n",
"How to read this lecture…\n",
"\n",
"- If using QuantEcon lectures for the first time on a computer, execute `] add InstantiateFromURL` inside of a notebook or the REPL \n",
"- For some notebooks, enable content with “Trust” on the command tab of Jupyter lab \n",
"- Code should execute sequentially if run in a Jupyter notebook \n",
"- Please direct feedback to [contact@quantecon.org](mailto:contact@quantecon.org\") or [discourse forum](http://discourse.quantecon.org/) "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# The Julia Data and Statistical Ecosystem"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Contents\n",
"\n",
"- [The Julia Data and Statistical Ecosystem](#The-Julia-Data-and-Statistical-Ecosystem) \n",
" - [Overview](#Overview) \n",
" - [DataFrames](#DataFrames) \n",
" - [Statistics](#Statistics) "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Overview\n",
"\n",
"This lecture explores some of the key packages for working with data and statistics in Julia\n",
"\n",
"While Julia is not an ideal language for pure cookie-cutter statistical analysis, it has many useful packages to provide those tools as part of a more general solution\n",
"\n",
"This list is not exhaustive, and others can be found in organizations such as [JuliaStats](https://github.com/JuliaStats) [JuliaData](https://github.com/JuliaData/), and [QueryVerse](https://github.com/queryverse)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Setup"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"┌ Warning: On Windows, creating file symlinks requires Administrator privileges\n",
"└ @ Base.Filesystem file.jl:789\n"
]
}
],
"source": [
"using InstantiateFromURL\n",
"activate_github(\"QuantEcon/QuantEconLectureAllPackages\", tag = \"v0.1.2\") # activate the QuantEcon environment\n",
"\n",
"using LinearAlgebra, Statistics, Compat # load common packages"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## DataFrames\n",
"\n",
"A useful package for working with data is [DataFrames](https://github.com/JuliaStats/DataFrames.jl)\n",
"\n",
"The most important data type provided is a `DataFrame`, a two dimensional array for storing heterogeneous data\n",
"\n",
"Although data can be heterogeneous within a `DataFrame`, the contents of the columns must be homogeneous\n",
"\n",
"This is analogous to a `data.frame` in R, a `DataFrame` in Pandas (Python) or, more loosely, a spreadsheet in Excel\n",
"\n",
"There are a few different ways to create a DataFrame"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Constructing a DataFrame\n",
"\n",
"The first is to setup columns and construct a dataframe by assigning names"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
commod price String Float64⍰ 1 crude 4.2 2 gas 11.3 3 gold 12.1 4 silver missing
"
],
"text/plain": [
"4×2 DataFrame\n",
"│ Row │ commod │ price │\n",
"│ │ \u001b[90mString\u001b[39m │ \u001b[90mFloat64⍰\u001b[39m │\n",
"├─────┼────────┼──────────┤\n",
"│ 1 │ crude │ 4.2 │\n",
"│ 2 │ gas │ 11.3 │\n",
"│ 3 │ gold │ 12.1 │\n",
"│ 4 │ silver │ \u001b[90mmissing\u001b[39m │"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"using DataFrames, RDatasets # RDatasets provides good standard data examples from R\n",
"\n",
"# note use of missing\n",
"commodities = [\"crude\", \"gas\", \"gold\", \"silver\"]\n",
"last_price = [4.2, 11.3, 12.1, missing]\n",
"df = DataFrame(commod = commodities, price = last_price)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Columns of the DataFrame can be accessed by name using a symbol or a `.`"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"4-element Array{Union{Missing, Float64},1}:\n",
" 4.2 \n",
" 11.3 \n",
" 12.1 \n",
" missing"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[:price]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"4-element Array{Union{Missing, Float64},1}:\n",
" 4.2 \n",
" 11.3 \n",
" 12.1 \n",
" missing"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.price"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Note that the type of this array has values `Union{Missing, Float64}` since it was created with a `missing` value"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"4-element Array{String,1}:\n",
" \"crude\" \n",
" \"gas\" \n",
" \"gold\" \n",
" \"silver\""
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.commod"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The DataFrames package provides a number of methods for acting on DataFrames, such as `describe`"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"variable mean min median max nunique nmissing eltype Symbol Union… Any Union… Any Union… Union… DataType 1 commod crude silver 4 String 2 price 9.2 4.2 11.3 12.1 1 Float64
"
],
"text/plain": [
"2×8 DataFrame. Omitted printing of 1 columns\n",
"│ Row │ variable │ mean │ min │ median │ max │ nunique │ nmissing │\n",
"│ │ \u001b[90mSymbol\u001b[39m │ \u001b[90mUnion…\u001b[39m │ \u001b[90mAny\u001b[39m │ \u001b[90mUnion…\u001b[39m │ \u001b[90mAny\u001b[39m │ \u001b[90mUnion…\u001b[39m │ \u001b[90mUnion…\u001b[39m │\n",
"├─────┼──────────┼────────┼───────┼────────┼────────┼─────────┼──────────┤\n",
"│ 1 │ commod │ │ crude │ │ silver │ 4 │ │\n",
"│ 2 │ price │ 9.2 │ 4.2 │ 11.3 │ 12.1 │ │ 1 │"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"describe(df)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"While often data will be generated all at once, or read from a file, you can add to a dataframe by providing the key parameters"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"commod price String Float64⍰ 1 crude 4.2 2 gas 11.3 3 gold 12.1 4 silver missing 5 nickel 5.1
"
],
"text/plain": [
"5×2 DataFrame\n",
"│ Row │ commod │ price │\n",
"│ │ \u001b[90mString\u001b[39m │ \u001b[90mFloat64⍰\u001b[39m │\n",
"├─────┼────────┼──────────┤\n",
"│ 1 │ crude │ 4.2 │\n",
"│ 2 │ gas │ 11.3 │\n",
"│ 3 │ gold │ 12.1 │\n",
"│ 4 │ silver │ \u001b[90mmissing\u001b[39m │\n",
"│ 5 │ nickel │ 5.1 │"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"nt = (commod = \"nickel\", price= 5.1)\n",
"push!(df, nt)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Named tuples can also be used to construct a DataFrame, and have it properly deduce all types"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"t col1 Int64 Float64 1 1 3.0 2 2 4.0
"
],
"text/plain": [
"2×2 DataFrame\n",
"│ Row │ t │ col1 │\n",
"│ │ \u001b[90mInt64\u001b[39m │ \u001b[90mFloat64\u001b[39m │\n",
"├─────┼───────┼─────────┤\n",
"│ 1 │ 1 │ 3.0 │\n",
"│ 2 │ 2 │ 4.0 │"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"nt = (t = 1, col1 = 3.0)\n",
"df2 = DataFrame([nt])\n",
"push!(df2, (t=2, col1 = 4.0))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Working with Missing\n",
"\n",
"As we discussed in [fundamental types](missing), the semantics of `missing` are that mathematical operations will not silently ignore it\n",
"\n",
"In order to allow `missing` in a column, you can create/load the dataframe from a source with missings, or call `allowmissing!` on a column"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"t col1 Int64 Float64⍰ 1 1 3.0 2 2 4.0 3 3 missing 4 4 5.1
"
],
"text/plain": [
"4×2 DataFrame\n",
"│ Row │ t │ col1 │\n",
"│ │ \u001b[90mInt64\u001b[39m │ \u001b[90mFloat64⍰\u001b[39m │\n",
"├─────┼───────┼──────────┤\n",
"│ 1 │ 1 │ 3.0 │\n",
"│ 2 │ 2 │ 4.0 │\n",
"│ 3 │ 3 │ \u001b[90mmissing\u001b[39m │\n",
"│ 4 │ 4 │ 5.1 │"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"allowmissing!(df2, :col1) # necessary to add in a for col1\n",
"push!(df2, (t=3, col1 = missing))\n",
"push!(df2, (t=4, col1 = 5.1))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can see the propagation of `missing` to caller functions, as well the way to efficiently calculate with non-missing data"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"mean(df2.col1) = missing\n",
"mean(skipmissing(df2.col1)) = 4.033333333333333\n"
]
},
{
"data": {
"text/plain": [
"4.033333333333333"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"@show mean(df2.col1)\n",
"@show mean(skipmissing(df2.col1))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And to replace the missing,"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"4-element Array{Union{Missing, Float64},1}:\n",
" 3.0\n",
" 4.0\n",
" 0.0\n",
" 5.1"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df2.col1 .= coalesce.(df2.col1, 0.0) # replace all missing with 0.0"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Manipulating and Transforming DataFrames\n",
"\n",
"One way to do an additional calculation with a DataFrame is the `@transform` macro from `DataFramesMeta.jl`"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"t col1 col2 Int64 Float64⍰ Float64 1 1 3.0 9.0 2 2 4.0 16.0 3 3 0.0 0.0 4 4 5.1 26.01
"
],
"text/plain": [
"4×3 DataFrame\n",
"│ Row │ t │ col1 │ col2 │\n",
"│ │ \u001b[90mInt64\u001b[39m │ \u001b[90mFloat64⍰\u001b[39m │ \u001b[90mFloat64\u001b[39m │\n",
"├─────┼───────┼──────────┼─────────┤\n",
"│ 1 │ 1 │ 3.0 │ 9.0 │\n",
"│ 2 │ 2 │ 4.0 │ 16.0 │\n",
"│ 3 │ 3 │ 0.0 │ 0.0 │\n",
"│ 4 │ 4 │ 5.1 │ 26.01 │"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"using DataFramesMeta\n",
"f(x) = x^2\n",
"df2 = @transform(df2, col2 = f.(:col1))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Categorical Data\n",
"\n",
"For data that is [categorical](https://juliadata.github.io/DataFrames.jl/stable/man/categorical.html#Categorical-Data-1)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"id y Int64 Categorical… 1 1 old 2 2 young 3 3 young 4 4 old
"
],
"text/plain": [
"4×2 DataFrame\n",
"│ Row │ id │ y │\n",
"│ │ \u001b[90mInt64\u001b[39m │ \u001b[90mCategorical…\u001b[39m │\n",
"├─────┼───────┼──────────────┤\n",
"│ 1 │ 1 │ old │\n",
"│ 2 │ 2 │ young │\n",
"│ 3 │ 3 │ young │\n",
"│ 4 │ 4 │ old │"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"using CategoricalArrays\n",
"id = [1, 2, 3, 4]\n",
"y = [\"old\", \"young\", \"young\", \"old\"]\n",
"y = CategoricalArray(y)\n",
"df = DataFrame(id=id, y=y)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2-element Array{String,1}:\n",
" \"old\" \n",
" \"young\""
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"levels(df.y)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Visualization, Querying, and Plots\n",
"\n",
"The DataFrame (and similar types that fulfill a standard generic interface) can fit into a variety of packages\n",
"\n",
"One set of them is the [QueryVerse](https://github.com/queryverse)\n",
"\n",
"**Note:** The queryverse, in the same spirit as R’s tidyverse, makes heavy use of the pipeline syntax `|>`"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"g(f(x)) = 2.1972245773362196\n",
"(x |> f) |> g = 2.1972245773362196\n"
]
}
],
"source": [
"x = 3.0\n",
"f(x) = x^2\n",
"g(x) = log(x)\n",
"\n",
"@show g(f(x))\n",
"@show x |> f |> g; # pipes nest function calls"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To give an example directly from the source of the LINQ inspired [Query.jl](http://www.queryverse.org/Query.jl/stable/)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"name children String Int64 1 Kirk 2
"
],
"text/plain": [
"1×2 DataFrame\n",
"│ Row │ name │ children │\n",
"│ │ \u001b[90mString\u001b[39m │ \u001b[90mInt64\u001b[39m │\n",
"├─────┼────────┼──────────┤\n",
"│ 1 │ Kirk │ 2 │"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"using Query\n",
"\n",
"df = DataFrame(name=[\"John\", \"Sally\", \"Kirk\"], age=[23., 42., 59.], children=[3,5,2])\n",
"\n",
"x = @from i in df begin\n",
" @where i.age>50\n",
" @select {i.name, i.children}\n",
" @collect DataFrame\n",
"end"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"While it is possible to to just use the `Plots.jl` library, there may be better options for displaying tabular data–such as [Vegalite.jl](http://fredo-dedup.github.io/VegaLite.jl/latest/)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.vegalite.v2+json": {
"data": {
"values": [
{
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"PetalWidth": 0.2,
"SepalLength": 5.1,
"SepalWidth": 3.5,
"Species": "setosa"
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"PetalWidth": 0.2,
"SepalLength": 4.9,
"SepalWidth": 3,
"Species": "setosa"
},
{
"PetalLength": 1.3,
"PetalWidth": 0.2,
"SepalLength": 4.7,
"SepalWidth": 3.2,
"Species": "setosa"
},
{
"PetalLength": 1.5,
"PetalWidth": 0.2,
"SepalLength": 4.6,
"SepalWidth": 3.1,
"Species": "setosa"
},
{
"PetalLength": 1.4,
"PetalWidth": 0.2,
"SepalLength": 5,
"SepalWidth": 3.6,
"Species": "setosa"
},
{
"PetalLength": 1.7,
"PetalWidth": 0.4,
"SepalLength": 5.4,
"SepalWidth": 3.9,
"Species": "setosa"
},
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"PetalLength": 1.4,
"PetalWidth": 0.3,
"SepalLength": 4.6,
"SepalWidth": 3.4,
"Species": "setosa"
},
{
"PetalLength": 1.5,
"PetalWidth": 0.2,
"SepalLength": 5,
"SepalWidth": 3.4,
"Species": "setosa"
},
{
"PetalLength": 1.4,
"PetalWidth": 0.2,
"SepalLength": 4.4,
"SepalWidth": 2.9,
"Species": "setosa"
},
{
"PetalLength": 1.5,
"PetalWidth": 0.1,
"SepalLength": 4.9,
"SepalWidth": 3.1,
"Species": "setosa"
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"PetalLength": 1.5,
"PetalWidth": 0.2,
"SepalLength": 5.4,
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"Species": "setosa"
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"PetalLength": 1.6,
"PetalWidth": 0.2,
"SepalLength": 4.8,
"SepalWidth": 3.4,
"Species": "setosa"
},
{
"PetalLength": 1.4,
"PetalWidth": 0.1,
"SepalLength": 4.8,
"SepalWidth": 3,
"Species": "setosa"
},
{
"PetalLength": 1.1,
"PetalWidth": 0.1,
"SepalLength": 4.3,
"SepalWidth": 3,
"Species": "setosa"
},
{
"PetalLength": 1.2,
"PetalWidth": 0.2,
"SepalLength": 5.8,
"SepalWidth": 4,
"Species": "setosa"
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"PetalLength": 1.5,
"PetalWidth": 0.4,
"SepalLength": 5.7,
"SepalWidth": 4.4,
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},
{
"PetalLength": 1.3,
"PetalWidth": 0.4,
"SepalLength": 5.4,
"SepalWidth": 3.9,
"Species": "setosa"
},
{
"PetalLength": 1.4,
"PetalWidth": 0.3,
"SepalLength": 5.1,
"SepalWidth": 3.5,
"Species": "setosa"
},
{
"PetalLength": 1.7,
"PetalWidth": 0.3,
"SepalLength": 5.7,
"SepalWidth": 3.8,
"Species": "setosa"
},
{
"PetalLength": 1.5,
"PetalWidth": 0.3,
"SepalLength": 5.1,
"SepalWidth": 3.8,
"Species": "setosa"
},
{
"PetalLength": 1.7,
"PetalWidth": 0.2,
"SepalLength": 5.4,
"SepalWidth": 3.4,
"Species": "setosa"
},
{
"PetalLength": 1.5,
"PetalWidth": 0.4,
"SepalLength": 5.1,
"SepalWidth": 3.7,
"Species": "setosa"
},
{
"PetalLength": 1,
"PetalWidth": 0.2,
"SepalLength": 4.6,
"SepalWidth": 3.6,
"Species": "setosa"
},
{
"PetalLength": 1.7,
"PetalWidth": 0.5,
"SepalLength": 5.1,
"SepalWidth": 3.3,
"Species": "setosa"
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"PetalLength": 1.9,
"PetalWidth": 0.2,
"SepalLength": 4.8,
"SepalWidth": 3.4,
"Species": "setosa"
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{
"PetalLength": 1.6,
"PetalWidth": 0.2,
"SepalLength": 5,
"SepalWidth": 3,
"Species": "setosa"
},
{
"PetalLength": 1.6,
"PetalWidth": 0.4,
"SepalLength": 5,
"SepalWidth": 3.4,
"Species": "setosa"
},
{
"PetalLength": 1.5,
"PetalWidth": 0.2,
"SepalLength": 5.2,
"SepalWidth": 3.5,
"Species": "setosa"
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"PetalLength": 1.4,
"PetalWidth": 0.2,
"SepalLength": 5.2,
"SepalWidth": 3.4,
"Species": "setosa"
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"PetalLength": 1.6,
"PetalWidth": 0.2,
"SepalLength": 4.7,
"SepalWidth": 3.2,
"Species": "setosa"
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"PetalLength": 1.6,
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"SepalLength": 4.8,
"SepalWidth": 3.1,
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",
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"\n",
"\n",
"setosa versicolor virginica Species 0 1 2 3 4 5 6 7 PetalLength 0.0 0.5 1.0 1.5 2.0 2.5 PetalWidth "
],
"text/plain": [
"VegaLite.VLSpec{:plot}"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"using RDatasets, VegaLite\n",
"iris = dataset(\"datasets\", \"iris\")\n",
"\n",
"iris |> @vlplot(\n",
" :point,\n",
" x=:PetalLength,\n",
" y=:PetalWidth,\n",
" color=:Species\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Another useful tool for exploring tabular data is [DataVoyager.jl](https://github.com/queryverse/DataVoyager.jl)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
},
{
"data": {
"text/plain": [
"Voyager(Electron.Window(Application(Base.PipeEndpoint(Base.Libc.WindowsRawSocket(0x0000000000000590) open, 0 bytes waiting), Process(`\u001b[4m'C:\\Users\\jlperla\\.julia\\packages\\Electron\\IV1np\\src\\..\\deps\\electron\\electron.exe'\u001b[24m \u001b[4m'C:\\Users\\jlperla\\.julia\\packages\\Electron\\IV1np\\src\\main.js'\u001b[24m \u001b[4m'\\\\.\\pipe\\juliaelectron-7580-1'\u001b[24m \u001b[4m'\\\\.\\pipe\\juliaelectron-sysnotify-7580-1'\u001b[24m \u001b[4mFkuwVNL16I0tjRMB9oDHbypdTs739sj+Z4hnGjceBBpAmdOmbsHeGJFiiRocGpi5dvlhxSaJES85+M9v0brIXtdrOWBeu6MMpmeRnYn5DXzDzURJEPqgt8e5IbFMd50lPjtN/003DTTICy/B4of6ubjub5Tq5XvNQZB9esOue+w=\u001b[24m`, ProcessRunning), [1 window]), 1, true, Channel{Any}(sz_max:128,sz_curr:0)))"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"using DataVoyager\n",
"iris |> Voyager()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The `Voyager()` function creates a separate window for analysis"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Statistics\n",
"\n",
"While Julia is not intended as a replacement for R, Stata, and similar specialty languages, it has a growing"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### General Linear Linear Models\n",
"\n",
"Many of the packages live in the [JuliaStats organization](https://github.com/JuliaStats/)\n",
"\n",
"A few to point out\n",
"\n",
"- [StatsBase](https://github.com/JuliaStats/StatsBase.jl) has basic statistical functions such as geometric and harmonic means, auto-correlations, robust statistics, etc. \n",
"- [StatSFuns](https://github.com/JuliaStats/StatsFuns.jl) has a variety of mathematical functions and constants such as pdf and cdf of many distributions, softmax, etc. \n",
"\n",
"\n",
"To run linear regressions and similar statistics, use the [GLM](http://juliastats.github.io/GLM.jl/latest/) package"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"StatsModels.DataFrameRegressionModel{LinearModel{LmResp{Array{Float64,1}},DensePredChol{Float64,Cholesky{Float64,Array{Float64,2}}}},Array{Float64,2}}\n",
"\n",
"Formula: y ~ 1 + x\n",
"\n",
"Coefficients:\n",
" Estimate Std.Error t value Pr(>|t|)\n",
"(Intercept) 0.251253 0.0135154 18.5901 <1e-33\n",
"x 0.913107 0.0151731 60.1792 <1e-78\n"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"using GLM\n",
"\n",
"x = randn(100)\n",
"y = 0.9 .* x + 0.5 * rand(100)\n",
"df = DataFrame(x=x, y=y)\n",
"ols = lm(@formula(y ~ x), df) # R-style notation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To display the results in a useful tables for LaTex and the display, use [RegressionTables](https://github.com/jmboehm/RegressionTables.jl/) for output similar to the Stata package esttab and the R package stargazer."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"----------------------\n",
" y \n",
" --------\n",
" (1)\n",
"----------------------\n",
"(Intercept) 0.251***\n",
" (0.014)\n",
"x 0.913***\n",
" (0.015)\n",
"----------------------\n",
"Estimator OLS\n",
"----------------------\n",
"N 100\n",
"R2 0.974\n",
"----------------------\n",
"\n",
"\n"
]
}
],
"source": [
"using RegressionTables\n",
"regtable(ols)\n",
"# regtable(ols, renderSettings = latexOutput()) # for LaTex output"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Fixed Effects\n",
"\n",
"While Julia may be overkill for estimating a simple linear regression, fixed-effect estimation with dummies for multiple variables are much more computationally intensive\n",
"\n",
"For a 2-way fixed-effect, taking the example directly from the documentation using [cigarette consumption data](https://github.com/johnmyleswhite/RDatasets.jl/blob/master/doc/plm/rst/Cigar.rst)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"----------------------------\n",
" Sales \n",
" ---------\n",
" (1)\n",
"----------------------------\n",
"NDI -0.005***\n",
" (0.001)\n",
"----------------------------\n",
"StateCategorical Yes\n",
"YearCategorical Yes\n",
"----------------------------\n",
"Estimator OLS\n",
"----------------------------\n",
"N 1,380\n",
"R2 0.804\n",
"----------------------------\n",
"\n",
"\n"
]
}
],
"source": [
"using FixedEffectModels\n",
"cigar = dataset(\"plm\", \"Cigar\")\n",
"cigar.StateCategorical = categorical(cigar.State)\n",
"cigar.YearCategorical = categorical(cigar.Year)\n",
"fixedeffectresults = reg(cigar, @model(Sales ~ NDI, fe = StateCategorical + YearCategorical, weights = Pop, vcov = cluster(StateCategorical)))\n",
"regtable(fixedeffectresults)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To explore the data use the interactive DataVoyager"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.vegalite.v2+json": {
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},
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"CPI": 99.6,
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",
"image/svg+xml": [
"\n",
"\n",
"70 80 90 Year 5,000 10,000 15,000 20,000 NDI 0 50 100 150 200 Price 0 50 100 150 200 250 300 Sales "
],
"text/plain": [
"VegaLite.VLSpec{:plot}"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cigar |> Voyager()\n",
"\n",
"cigar |> @vlplot(\n",
" :point,\n",
" x=:Price,\n",
" y=:Sales,\n",
" color=:Year,\n",
" size=:NDI\n",
")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"filename": "data_statistical_packages.rst",
"kernelspec": {
"display_name": "Julia 1.0.1",
"language": "julia",
"name": "julia-1.0"
},
"language_info": {
"file_extension": ".jl",
"mimetype": "application/julia",
"name": "julia",
"version": "1.0.1"
},
"title": "The Julia Data and Statistical Ecosystem"
},
"nbformat": 4,
"nbformat_minor": 2
}