{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "
\n", " \n", " \"QuantEcon\"\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Data and Statistics Packages" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Contents\n", "\n", "- [Data and Statistics Packages](#Data-and-Statistics-Packages) \n", " - [Overview](#Overview) \n", " - [DataFrames](#DataFrames) \n", " - [Statistics and Econometrics](#Statistics-and-Econometrics) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Overview\n", "\n", "This lecture explores some of the key packages for working with data and doing statistics in Julia.\n", "\n", "In particular, we will examine the `DataFrame` object in detail (i.e., construction, manipulation, querying, visualization, and nuances like missing data).\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": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.5.0\")\n", "# github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.5.0\", instantiate = true) # uncomment to force package installation" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using LinearAlgebra, Statistics\n", "using DataFrames, RDatasets, DataFramesMeta, CategoricalArrays, Query, VegaLite\n", "using DataVoyager, GLM" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## DataFrames\n", "\n", "A useful package for working with data is [DataFrames.jl](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", "(of the same type).\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 and Accessing a DataFrame\n", "\n", "The first is to set up columns and construct a dataframe by assigning names" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "hide-output": false }, "outputs": [ { "data": { "text/html": [ "

4 rows × 2 columns

commodprice
StringFloat64⍰
1crude4.2
2gas11.3
3gold12.1
4silvermissing
" ], "text/latex": [ "\\begin{tabular}{r|cc}\n", "\t& commod & price\\\\\n", "\t\\hline\n", "\t& String & Float64⍰\\\\\n", "\t\\hline\n", "\t1 & crude & 4.2 \\\\\n", "\t2 & gas & 11.3 \\\\\n", "\t3 & gold & 12.1 \\\\\n", "\t4 & silver & \\\\\n", "\\end{tabular}\n" ], "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": 3, "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 `df.col`, as below" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "hide-output": false }, "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": { "hide-output": false }, "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.jl` package provides a number of methods for acting on `DataFrame`’s, such as `describe`." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "hide-output": false }, "outputs": [ { "data": { "text/html": [ "

2 rows × 8 columns

variablemeanminmedianmaxnuniquenmissingeltype
SymbolUnion…AnyUnion…AnyUnion…Union…Type
1commodcrudesilver4String
2price9.24.211.312.11Union{Missing, Float64}
" ], "text/latex": [ "\\begin{tabular}{r|cccccccc}\n", "\t& variable & mean & min & median & max & nunique & nmissing & eltype\\\\\n", "\t\\hline\n", "\t& Symbol & Union… & Any & Union… & Any & Union… & Union… & Type\\\\\n", "\t\\hline\n", "\t1 & commod & & crude & & silver & 4 & & String \\\\\n", "\t2 & price & 9.2 & 4.2 & 11.3 & 12.1 & & 1 & Union\\{Missing, Float64\\} \\\\\n", "\\end{tabular}\n" ], "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": [ "DataFrames.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": { "hide-output": false }, "outputs": [ { "data": { "text/html": [ "

5 rows × 2 columns

commodprice
StringFloat64⍰
1crude4.2
2gas11.3
3gold12.1
4silvermissing
5nickel5.1
" ], "text/latex": [ "\\begin{tabular}{r|cc}\n", "\t& commod & price\\\\\n", "\t\\hline\n", "\t& String & Float64⍰\\\\\n", "\t\\hline\n", "\t1 & crude & 4.2 \\\\\n", "\t2 & gas & 11.3 \\\\\n", "\t3 & gold & 12.1 \\\\\n", "\t4 & silver & \\\\\n", "\t5 & nickel & 5.1 \\\\\n", "\\end{tabular}\n" ], "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": { "hide-output": false }, "outputs": [ { "data": { "text/html": [ "

2 rows × 2 columns

tcol1
Int64Float64
113.0
224.0
" ], "text/latex": [ "\\begin{tabular}{r|cc}\n", "\t& t & col1\\\\\n", "\t\\hline\n", "\t& Int64 & Float64\\\\\n", "\t\\hline\n", "\t1 & 1 & 3.0 \\\\\n", "\t2 & 2 & 4.0 \\\\\n", "\\end{tabular}\n" ], "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": [ "In order to modify a column, access the mutating version by the symbol `df[!, :col]`." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "hide-output": false }, "outputs": [ { "data": { "text/plain": [ "5-element Array{Union{Missing, Float64},1}:\n", " 4.2 \n", " 11.3 \n", " 12.1 \n", " missing\n", " 5.1 " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[!, :price]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Which allows modifications, like other mutating `!` functions in julia." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "hide-output": false }, "outputs": [ { "data": { "text/plain": [ "5-element Array{Union{Missing, Float64},1}:\n", " 8.4 \n", " 22.6 \n", " 24.2 \n", " missing\n", " 10.2 " ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[!, :price] *= 2.0 # double prices" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As discussed in the next section, note that the [fundamental types](../getting_started_julia/fundamental_types.html#missing), is propagated, i.e. `missing * 2 === missing`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Working with Missing\n", "\n", "As we discussed in [fundamental types](../getting_started_julia/fundamental_types.html#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`\n", "from a source with `missing`’s, or call `allowmissing!` on a column." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "hide-output": false }, "outputs": [ { "data": { "text/html": [ "

4 rows × 2 columns

tcol1
Int64Float64⍰
113.0
224.0
33missing
445.1
" ], "text/latex": [ "\\begin{tabular}{r|cc}\n", "\t& t & col1\\\\\n", "\t\\hline\n", "\t& Int64 & Float64⍰\\\\\n", "\t\\hline\n", "\t1 & 1 & 3.0 \\\\\n", "\t2 & 2 & 4.0 \\\\\n", "\t3 & 3 & \\\\\n", "\t4 & 4 & 5.1 \\\\\n", "\\end{tabular}\n" ], "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": 11, "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 as a way to efficiently calculate with non-missing data." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "hide-output": false }, "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": 12, "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": 13, "metadata": { "hide-output": false }, "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": 13, "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 to tuse the `@transform` macro from `DataFramesMeta.jl`." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "hide-output": false }, "outputs": [ { "data": { "text/html": [ "

4 rows × 3 columns

tcol1col2
Int64Float64⍰Float64
113.09.0
224.016.0
330.00.0
445.126.01
" ], "text/latex": [ "\\begin{tabular}{r|ccc}\n", "\t& t & col1 & col2\\\\\n", "\t\\hline\n", "\t& Int64 & Float64⍰ & Float64\\\\\n", "\t\\hline\n", "\t1 & 1 & 3.0 & 9.0 \\\\\n", "\t2 & 2 & 4.0 & 16.0 \\\\\n", "\t3 & 3 & 0.0 & 0.0 \\\\\n", "\t4 & 4 & 5.1 & 26.01 \\\\\n", "\\end{tabular}\n" ], "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": 14, "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/)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "hide-output": false }, "outputs": [ { "data": { "text/html": [ "

4 rows × 2 columns

idy
Int64Categorical…
11old
22young
33young
44old
" ], "text/latex": [ "\\begin{tabular}{r|cc}\n", "\t& id & y\\\\\n", "\t\\hline\n", "\t& Int64 & Categorical…\\\\\n", "\t\\hline\n", "\t1 & 1 & old \\\\\n", "\t2 & 2 & young \\\\\n", "\t3 & 3 & young \\\\\n", "\t4 & 4 & old \\\\\n", "\\end{tabular}\n" ], "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": 15, "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": 16, "metadata": { "hide-output": false }, "outputs": [ { "data": { "text/plain": [ "2-element Array{String,1}:\n", " \"old\" \n", " \"young\"" ] }, "execution_count": 16, "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": 17, "metadata": { "hide-output": false }, "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": 18, "metadata": { "hide-output": false }, "outputs": [ { "data": { "text/html": [ "

1 rows × 2 columns

namechildren
StringInt64
1Kirk2
" ], "text/latex": [ "\\begin{tabular}{r|cc}\n", "\t& name & children\\\\\n", "\t\\hline\n", "\t& String & Int64\\\\\n", "\t\\hline\n", "\t1 & Kirk & 2 \\\\\n", "\\end{tabular}\n" ], "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": 18, "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 just use the `Plots.jl` library, there may be better options for displaying tabular data – such as [VegaLite.jl](https://github.com/queryverse/VegaLite.jl)." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "hide-output": false }, "outputs": [ { "data": { "application/vnd.vegalite.v3+json": { "data": { "values": [ { "PetalLength": 1.4, "PetalWidth": 0.2, "SepalLength": 5.1, "SepalWidth": 3.5, "Species": "setosa" }, { "PetalLength": 1.4, "PetalWidth": 0.2, "SepalLength": 4.9, "SepalWidth": 3.0, "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": 5.0, "SepalWidth": 3.6, "Species": "setosa" }, { "PetalLength": 1.7, "PetalWidth": 0.4, "SepalLength": 5.4, "SepalWidth": 3.9, "Species": "setosa" }, { "PetalLength": 1.4, "PetalWidth": 0.3, "SepalLength": 4.6, "SepalWidth": 3.4, "Species": "setosa" }, { "PetalLength": 1.5, "PetalWidth": 0.2, "SepalLength": 5.0, "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" }, { "PetalLength": 1.5, "PetalWidth": 0.2, "SepalLength": 5.4, "SepalWidth": 3.7, "Species": "setosa" }, { "PetalLength": 1.6, "PetalWidth": 0.2, "SepalLength": 4.8, "SepalWidth": 3.4, "Species": "setosa" }, { "PetalLength": 1.4, "PetalWidth": 0.1, "SepalLength": 4.8, "SepalWidth": 3.0, "Species": "setosa" }, { "PetalLength": 1.1, "PetalWidth": 0.1, "SepalLength": 4.3, "SepalWidth": 3.0, "Species": "setosa" }, { "PetalLength": 1.2, "PetalWidth": 0.2, "SepalLength": 5.8, "SepalWidth": 4.0, "Species": "setosa" }, { "PetalLength": 1.5, "PetalWidth": 0.4, "SepalLength": 5.7, "SepalWidth": 4.4, "Species": "setosa" }, { "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": 1.0, "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" }, { "PetalLength": 1.9, "PetalWidth": 0.2, "SepalLength": 4.8, "SepalWidth": 3.4, "Species": "setosa" }, { "PetalLength": 1.6, "PetalWidth": 0.2, "SepalLength": 5.0, "SepalWidth": 3.0, "Species": "setosa" }, { "PetalLength": 1.6, "PetalWidth": 0.4, "SepalLength": 5.0, "SepalWidth": 3.4, "Species": "setosa" }, { "PetalLength": 1.5, "PetalWidth": 0.2, "SepalLength": 5.2, "SepalWidth": 3.5, "Species": "setosa" }, { "PetalLength": 1.4, "PetalWidth": 0.2, "SepalLength": 5.2, "SepalWidth": 3.4, "Species": "setosa" }, { "PetalLength": 1.6, "PetalWidth": 0.2, "SepalLength": 4.7, "SepalWidth": 3.2, "Species": "setosa" }, { "PetalLength": 1.6, "PetalWidth": 0.2, "SepalLength": 4.8, "SepalWidth": 3.1, "Species": "setosa" }, { "PetalLength": 1.5, "PetalWidth": 0.4, "SepalLength": 5.4, "SepalWidth": 3.4, "Species": "setosa" }, { "PetalLength": 1.5, "PetalWidth": 0.1, "SepalLength": 5.2, "SepalWidth": 4.1, "Species": "setosa" }, { "PetalLength": 1.4, "PetalWidth": 0.2, "SepalLength": 5.5, "SepalWidth": 4.2, "Species": "setosa" }, { "PetalLength": 1.5, "PetalWidth": 0.2, "SepalLength": 4.9, "SepalWidth": 3.1, "Species": "setosa" }, { "PetalLength": 1.2, "PetalWidth": 0.2, "SepalLength": 5.0, "SepalWidth": 3.2, "Species": "setosa" }, { "PetalLength": 1.3, "PetalWidth": 0.2, "SepalLength": 5.5, "SepalWidth": 3.5, "Species": "setosa" }, { "PetalLength": 1.4, "PetalWidth": 0.1, "SepalLength": 4.9, "SepalWidth": 3.6, "Species": "setosa" }, { "PetalLength": 1.3, "PetalWidth": 0.2, "SepalLength": 4.4, "SepalWidth": 3.0, "Species": "setosa" }, { "PetalLength": 1.5, "PetalWidth": 0.2, "SepalLength": 5.1, "SepalWidth": 3.4, "Species": "setosa" }, { "PetalLength": 1.3, "PetalWidth": 0.3, "SepalLength": 5.0, "SepalWidth": 3.5, "Species": "setosa" }, { "PetalLength": 1.3, "PetalWidth": 0.3, "SepalLength": 4.5, "SepalWidth": 2.3, "Species": "setosa" }, { "PetalLength": 1.3, "PetalWidth": 0.2, "SepalLength": 4.4, "SepalWidth": 3.2, "Species": "setosa" }, { "PetalLength": 1.6, "PetalWidth": 0.6, "SepalLength": 5.0, "SepalWidth": 3.5, "Species": "setosa" }, { "PetalLength": 1.9, "PetalWidth": 0.4, "SepalLength": 5.1, "SepalWidth": 3.8, "Species": "setosa" }, { "PetalLength": 1.4, "PetalWidth": 0.3, "SepalLength": 4.8, "SepalWidth": 3.0, "Species": "setosa" }, { "PetalLength": 1.6, "PetalWidth": 0.2, "SepalLength": 5.1, "SepalWidth": 3.8, "Species": "setosa" }, { "PetalLength": 1.4, "PetalWidth": 0.2, "SepalLength": 4.6, "SepalWidth": 3.2, "Species": "setosa" }, { "PetalLength": 1.5, "PetalWidth": 0.2, "SepalLength": 5.3, "SepalWidth": 3.7, "Species": "setosa" }, { "PetalLength": 1.4, "PetalWidth": 0.2, "SepalLength": 5.0, "SepalWidth": 3.3, "Species": "setosa" }, { "PetalLength": 4.7, "PetalWidth": 1.4, "SepalLength": 7.0, "SepalWidth": 3.2, "Species": "versicolor" }, { "PetalLength": 4.5, "PetalWidth": 1.5, "SepalLength": 6.4, "SepalWidth": 3.2, "Species": "versicolor" }, { "PetalLength": 4.9, "PetalWidth": 1.5, "SepalLength": 6.9, "SepalWidth": 3.1, "Species": "versicolor" }, { "PetalLength": 4.0, "PetalWidth": 1.3, "SepalLength": 5.5, "SepalWidth": 2.3, "Species": "versicolor" }, { "PetalLength": 4.6, "PetalWidth": 1.5, "SepalLength": 6.5, "SepalWidth": 2.8, "Species": "versicolor" }, { "PetalLength": 4.5, "PetalWidth": 1.3, "SepalLength": 5.7, "SepalWidth": 2.8, "Species": "versicolor" }, { "PetalLength": 4.7, "PetalWidth": 1.6, "SepalLength": 6.3, "SepalWidth": 3.3, "Species": "versicolor" }, { "PetalLength": 3.3, "PetalWidth": 1.0, "SepalLength": 4.9, "SepalWidth": 2.4, "Species": "versicolor" }, { "PetalLength": 4.6, "PetalWidth": 1.3, "SepalLength": 6.6, "SepalWidth": 2.9, "Species": "versicolor" }, { "PetalLength": 3.9, "PetalWidth": 1.4, "SepalLength": 5.2, "SepalWidth": 2.7, "Species": "versicolor" }, { "PetalLength": 3.5, "PetalWidth": 1.0, "SepalLength": 5.0, "SepalWidth": 2.0, "Species": "versicolor" }, { "PetalLength": 4.2, "PetalWidth": 1.5, "SepalLength": 5.9, "SepalWidth": 3.0, "Species": "versicolor" }, { "PetalLength": 4.0, "PetalWidth": 1.0, "SepalLength": 6.0, "SepalWidth": 2.2, "Species": "versicolor" }, { "PetalLength": 4.7, "PetalWidth": 1.4, "SepalLength": 6.1, "SepalWidth": 2.9, "Species": "versicolor" }, { "PetalLength": 3.6, "PetalWidth": 1.3, "SepalLength": 5.6, "SepalWidth": 2.9, "Species": "versicolor" }, { "PetalLength": 4.4, "PetalWidth": 1.4, "SepalLength": 6.7, "SepalWidth": 3.1, "Species": "versicolor" }, { "PetalLength": 4.5, "PetalWidth": 1.5, "SepalLength": 5.6, "SepalWidth": 3.0, "Species": "versicolor" }, { "PetalLength": 4.1, "PetalWidth": 1.0, "SepalLength": 5.8, "SepalWidth": 2.7, "Species": "versicolor" }, { "PetalLength": 4.5, "PetalWidth": 1.5, "SepalLength": 6.2, "SepalWidth": 2.2, "Species": "versicolor" }, { "PetalLength": 3.9, "PetalWidth": 1.1, "SepalLength": 5.6, "SepalWidth": 2.5, "Species": "versicolor" }, { "PetalLength": 4.8, "PetalWidth": 1.8, "SepalLength": 5.9, "SepalWidth": 3.2, "Species": "versicolor" }, { "PetalLength": 4.0, "PetalWidth": 1.3, "SepalLength": 6.1, "SepalWidth": 2.8, "Species": "versicolor" }, { "PetalLength": 4.9, "PetalWidth": 1.5, "SepalLength": 6.3, "SepalWidth": 2.5, "Species": "versicolor" }, { "PetalLength": 4.7, "PetalWidth": 1.2, "SepalLength": 6.1, "SepalWidth": 2.8, "Species": "versicolor" }, { "PetalLength": 4.3, "PetalWidth": 1.3, "SepalLength": 6.4, "SepalWidth": 2.9, "Species": "versicolor" }, { "PetalLength": 4.4, "PetalWidth": 1.4, "SepalLength": 6.6, "SepalWidth": 3.0, "Species": "versicolor" }, { "PetalLength": 4.8, "PetalWidth": 1.4, "SepalLength": 6.8, "SepalWidth": 2.8, "Species": "versicolor" }, { "PetalLength": 5.0, "PetalWidth": 1.7, "SepalLength": 6.7, "SepalWidth": 3.0, "Species": "versicolor" }, { "PetalLength": 4.5, "PetalWidth": 1.5, "SepalLength": 6.0, "SepalWidth": 2.9, "Species": "versicolor" }, { "PetalLength": 3.5, "PetalWidth": 1.0, "SepalLength": 5.7, "SepalWidth": 2.6, "Species": "versicolor" }, { "PetalLength": 3.8, "PetalWidth": 1.1, "SepalLength": 5.5, "SepalWidth": 2.4, "Species": "versicolor" }, { "PetalLength": 3.7, "PetalWidth": 1.0, "SepalLength": 5.5, "SepalWidth": 2.4, "Species": "versicolor" }, { "PetalLength": 3.9, "PetalWidth": 1.2, "SepalLength": 5.8, "SepalWidth": 2.7, "Species": "versicolor" }, { "PetalLength": 5.1, "PetalWidth": 1.6, "SepalLength": 6.0, "SepalWidth": 2.7, "Species": "versicolor" }, { "PetalLength": 4.5, "PetalWidth": 1.5, "SepalLength": 5.4, "SepalWidth": 3.0, "Species": "versicolor" }, { "PetalLength": 4.5, "PetalWidth": 1.6, "SepalLength": 6.0, "SepalWidth": 3.4, "Species": "versicolor" }, { "PetalLength": 4.7, "PetalWidth": 1.5, "SepalLength": 6.7, "SepalWidth": 3.1, "Species": "versicolor" }, { "PetalLength": 4.4, "PetalWidth": 1.3, "SepalLength": 6.3, "SepalWidth": 2.3, "Species": "versicolor" }, { "PetalLength": 4.1, "PetalWidth": 1.3, "SepalLength": 5.6, "SepalWidth": 3.0, "Species": "versicolor" }, { "PetalLength": 4.0, "PetalWidth": 1.3, "SepalLength": 5.5, "SepalWidth": 2.5, "Species": "versicolor" }, { "PetalLength": 4.4, "PetalWidth": 1.2, "SepalLength": 5.5, "SepalWidth": 2.6, "Species": "versicolor" }, { "PetalLength": 4.6, "PetalWidth": 1.4, "SepalLength": 6.1, "SepalWidth": 3.0, "Species": "versicolor" }, { "PetalLength": 4.0, "PetalWidth": 1.2, "SepalLength": 5.8, "SepalWidth": 2.6, "Species": "versicolor" }, { "PetalLength": 3.3, "PetalWidth": 1.0, "SepalLength": 5.0, "SepalWidth": 2.3, "Species": "versicolor" }, { "PetalLength": 4.2, "PetalWidth": 1.3, "SepalLength": 5.6, "SepalWidth": 2.7, "Species": "versicolor" }, { "PetalLength": 4.2, "PetalWidth": 1.2, "SepalLength": 5.7, "SepalWidth": 3.0, "Species": "versicolor" }, { "PetalLength": 4.2, "PetalWidth": 1.3, "SepalLength": 5.7, "SepalWidth": 2.9, "Species": "versicolor" }, { "PetalLength": 4.3, "PetalWidth": 1.3, "SepalLength": 6.2, "SepalWidth": 2.9, "Species": "versicolor" }, { "PetalLength": 3.0, "PetalWidth": 1.1, "SepalLength": 5.1, "SepalWidth": 2.5, "Species": "versicolor" }, { "PetalLength": 4.1, "PetalWidth": 1.3, "SepalLength": 5.7, "SepalWidth": 2.8, "Species": "versicolor" }, { "PetalLength": 6.0, "PetalWidth": 2.5, "SepalLength": 6.3, "SepalWidth": 3.3, "Species": "virginica" }, { "PetalLength": 5.1, "PetalWidth": 1.9, "SepalLength": 5.8, "SepalWidth": 2.7, "Species": "virginica" }, { "PetalLength": 5.9, "PetalWidth": 2.1, "SepalLength": 7.1, "SepalWidth": 3.0, "Species": "virginica" }, { "PetalLength": 5.6, "PetalWidth": 1.8, "SepalLength": 6.3, "SepalWidth": 2.9, "Species": "virginica" }, { "PetalLength": 5.8, "PetalWidth": 2.2, "SepalLength": 6.5, "SepalWidth": 3.0, "Species": "virginica" }, { "PetalLength": 6.6, "PetalWidth": 2.1, "SepalLength": 7.6, "SepalWidth": 3.0, "Species": "virginica" }, { "PetalLength": 4.5, "PetalWidth": 1.7, "SepalLength": 4.9, "SepalWidth": 2.5, "Species": "virginica" }, { "PetalLength": 6.3, "PetalWidth": 1.8, "SepalLength": 7.3, "SepalWidth": 2.9, "Species": "virginica" }, { "PetalLength": 5.8, "PetalWidth": 1.8, "SepalLength": 6.7, "SepalWidth": 2.5, "Species": "virginica" }, { "PetalLength": 6.1, "PetalWidth": 2.5, "SepalLength": 7.2, "SepalWidth": 3.6, "Species": "virginica" }, { "PetalLength": 5.1, "PetalWidth": 2.0, "SepalLength": 6.5, "SepalWidth": 3.2, "Species": "virginica" }, { "PetalLength": 5.3, "PetalWidth": 1.9, "SepalLength": 6.4, "SepalWidth": 2.7, "Species": "virginica" }, { "PetalLength": 5.5, "PetalWidth": 2.1, "SepalLength": 6.8, "SepalWidth": 3.0, "Species": "virginica" }, { "PetalLength": 5.0, "PetalWidth": 2.0, "SepalLength": 5.7, "SepalWidth": 2.5, "Species": "virginica" }, { "PetalLength": 5.1, "PetalWidth": 2.4, "SepalLength": 5.8, "SepalWidth": 2.8, "Species": "virginica" }, { "PetalLength": 5.3, "PetalWidth": 2.3, "SepalLength": 6.4, "SepalWidth": 3.2, "Species": "virginica" }, { "PetalLength": 5.5, "PetalWidth": 1.8, "SepalLength": 6.5, "SepalWidth": 3.0, "Species": "virginica" }, { "PetalLength": 6.7, "PetalWidth": 2.2, "SepalLength": 7.7, "SepalWidth": 3.8, "Species": "virginica" }, { "PetalLength": 6.9, "PetalWidth": 2.3, "SepalLength": 7.7, "SepalWidth": 2.6, "Species": "virginica" }, { "PetalLength": 5.0, "PetalWidth": 1.5, "SepalLength": 6.0, "SepalWidth": 2.2, "Species": "virginica" }, { "PetalLength": 5.7, "PetalWidth": 2.3, "SepalLength": 6.9, "SepalWidth": 3.2, "Species": "virginica" }, { "PetalLength": 4.9, "PetalWidth": 2.0, "SepalLength": 5.6, "SepalWidth": 2.8, "Species": "virginica" }, { "PetalLength": 6.7, "PetalWidth": 2.0, "SepalLength": 7.7, "SepalWidth": 2.8, "Species": "virginica" }, { "PetalLength": 4.9, "PetalWidth": 1.8, "SepalLength": 6.3, "SepalWidth": 2.7, "Species": "virginica" }, { "PetalLength": 5.7, "PetalWidth": 2.1, "SepalLength": 6.7, "SepalWidth": 3.3, "Species": "virginica" }, { "PetalLength": 6.0, "PetalWidth": 1.8, "SepalLength": 7.2, "SepalWidth": 3.2, "Species": "virginica" }, { "PetalLength": 4.8, "PetalWidth": 1.8, "SepalLength": 6.2, "SepalWidth": 2.8, "Species": "virginica" }, { "PetalLength": 4.9, "PetalWidth": 1.8, "SepalLength": 6.1, "SepalWidth": 3.0, "Species": "virginica" }, { "PetalLength": 5.6, "PetalWidth": 2.1, "SepalLength": 6.4, "SepalWidth": 2.8, "Species": "virginica" }, { "PetalLength": 5.8, "PetalWidth": 1.6, "SepalLength": 7.2, "SepalWidth": 3.0, "Species": "virginica" }, { "PetalLength": 6.1, "PetalWidth": 1.9, "SepalLength": 7.4, "SepalWidth": 2.8, "Species": "virginica" }, { "PetalLength": 6.4, "PetalWidth": 2.0, "SepalLength": 7.9, "SepalWidth": 3.8, "Species": "virginica" }, { "PetalLength": 5.6, "PetalWidth": 2.2, "SepalLength": 6.4, "SepalWidth": 2.8, "Species": "virginica" }, { "PetalLength": 5.1, "PetalWidth": 1.5, "SepalLength": 6.3, "SepalWidth": 2.8, "Species": "virginica" }, { "PetalLength": 5.6, "PetalWidth": 1.4, "SepalLength": 6.1, "SepalWidth": 2.6, "Species": "virginica" }, { "PetalLength": 6.1, "PetalWidth": 2.3, "SepalLength": 7.7, "SepalWidth": 3.0, "Species": "virginica" }, { "PetalLength": 5.6, "PetalWidth": 2.4, "SepalLength": 6.3, "SepalWidth": 3.4, "Species": "virginica" }, { "PetalLength": 5.5, "PetalWidth": 1.8, "SepalLength": 6.4, "SepalWidth": 3.1, "Species": "virginica" }, { "PetalLength": 4.8, "PetalWidth": 1.8, "SepalLength": 6.0, "SepalWidth": 3.0, "Species": "virginica" }, { "PetalLength": 5.4, "PetalWidth": 2.1, "SepalLength": 6.9, "SepalWidth": 3.1, "Species": "virginica" }, { "PetalLength": 5.6, "PetalWidth": 2.4, "SepalLength": 6.7, "SepalWidth": 3.1, "Species": "virginica" }, { "PetalLength": 5.1, "PetalWidth": 2.3, "SepalLength": 6.9, "SepalWidth": 3.1, "Species": "virginica" }, { "PetalLength": 5.1, "PetalWidth": 1.9, "SepalLength": 5.8, "SepalWidth": 2.7, "Species": "virginica" }, { "PetalLength": 5.9, "PetalWidth": 2.3, "SepalLength": 6.8, "SepalWidth": 3.2, "Species": "virginica" }, { "PetalLength": 5.7, "PetalWidth": 2.5, "SepalLength": 6.7, "SepalWidth": 3.3, "Species": "virginica" }, { "PetalLength": 5.2, "PetalWidth": 2.3, "SepalLength": 6.7, "SepalWidth": 3.0, "Species": "virginica" }, { "PetalLength": 5.0, "PetalWidth": 1.9, "SepalLength": 6.3, "SepalWidth": 2.5, "Species": "virginica" }, { "PetalLength": 5.2, "PetalWidth": 2.0, "SepalLength": 6.5, "SepalWidth": 3.0, "Species": "virginica" }, { "PetalLength": 5.4, "PetalWidth": 2.3, "SepalLength": 6.2, "SepalWidth": 3.4, "Species": "virginica" }, { "PetalLength": 5.1, "PetalWidth": 1.8, "SepalLength": 5.9, "SepalWidth": 3.0, "Species": "virginica" } ] }, "encoding": { "color": { "field": "Species", "type": "nominal" }, "x": { "field": "PetalLength", "type": "quantitative" }, "y": { "field": "PetalWidth", "type": "quantitative" } }, "mark": "point" }, "image/png": "", "image/svg+xml": [ "setosaversicolorvirginicaSpecies01234567PetalLength0.00.51.01.52.02.5PetalWidth" ], "text/plain": [ "VegaLite.VLSpec{:plot}" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "name": "stderr", "output_type": "stream", "text": [ "TypeError: Cannot read property 'getContext' of null\n", " at resize (/home/ubuntu/.julia/packages/VegaLite/sHyyT/deps/node_modules/vega-scenegraph/build/vega-scenegraph.js:3377:26)\n", " at CanvasRenderer.prototype$6.resize (/home/ubuntu/.julia/packages/VegaLite/sHyyT/deps/node_modules/vega-scenegraph/build/vega-scenegraph.js:3427:5)\n", " at CanvasRenderer.prototype$4.initialize (/home/ubuntu/.julia/packages/VegaLite/sHyyT/deps/node_modules/vega-scenegraph/build/vega-scenegraph.js:2989:17)\n", " at CanvasRenderer.prototype$6.initialize (/home/ubuntu/.julia/packages/VegaLite/sHyyT/deps/node_modules/vega-scenegraph/build/vega-scenegraph.js:3422:28)\n", " at initializeRenderer (/home/ubuntu/.julia/packages/VegaLite/sHyyT/deps/node_modules/vega-view/build/vega-view.js:630:8)\n", " at renderHeadless (/home/ubuntu/.julia/packages/VegaLite/sHyyT/deps/node_modules/vega-view/build/vega-view.js:736:12)\n", " at processTicksAndRejections (internal/process/task_queues.js:93:5)\n", " at async View.renderToCanvas [as toCanvas] (/home/ubuntu/.julia/packages/VegaLite/sHyyT/deps/node_modules/vega-view/build/vega-view.js:771:15)\n" ] } ], "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": "markdown", "metadata": { "hide-output": false }, "source": [ "```julia\n", "using DataVoyager\n", "iris |> Voyager()\n", "```\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `Voyager()` function creates a separate window for analysis." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Statistics and Econometrics\n", "\n", "While Julia is not intended as a replacement for R, Stata, and similar specialty languages, it has a growing number of packages aimed at statistics and econometrics.\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. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### General Linear Models\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": 20, "metadata": { "hide-output": false }, "outputs": [ { "data": { "text/plain": [ "StatsModels.TableRegressionModel{LinearModel{GLM.LmResp{Array{Float64,1}},GLM.DensePredChol{Float64,Cholesky{Float64,Array{Float64,2}}}},Array{Float64,2}}\n", "\n", "y ~ 1 + x\n", "\n", "Coefficients:\n", "──────────────────────────────────────────────────────────────────────────\n", " Estimate Std. Error t value Pr(>|t|) Lower 95% Upper 95%\n", "──────────────────────────────────────────────────────────────────────────\n", "(Intercept) 0.265947 0.0145253 18.3092 <1e-32 0.237122 0.294772\n", "x 0.901144 0.0157633 57.1671 <1e-76 0.869862 0.932425\n", "──────────────────────────────────────────────────────────────────────────" ] }, "execution_count": 20, "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 REPL, use\n", "[RegressionTables](https://github.com/jmboehm/RegressionTables.jl/) for output\n", "similar to the Stata package esttab and the R package stargazer." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "hide-output": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "----------------------\n", " y \n", " --------\n", " (1)\n", "----------------------\n", "(Intercept) 0.266***\n", " (0.015)\n", "x 0.901***\n", " (0.016)\n", "----------------------\n", "Estimator OLS\n", "----------------------\n", "N 100\n", "R2 0.971\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,\n", "fixed-effects 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": 22, "metadata": { "hide-output": false }, "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 -81.575\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,\n", " weights = Pop, vcov = cluster(StateCategorical)))\n", "regtable(fixedeffectresults)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To explore data use the interactive DataVoyager and VegaLite." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "hide-output": false }, "outputs": [ { "data": { "application/vnd.vegalite.v3+json": { "data": { "values": [ { "CPI": 30.6, "NDI": 1558.3045298, "Pimin": 26.1, "Pop": 3383.0, "Pop16": 2236.5, "Price": 28.6, "Sales": 93.9, "State": 1, "Year": 63 }, { "CPI": 31.0, "NDI": 1684.0732025, "Pimin": 27.5, "Pop": 3431.0, "Pop16": 2276.7, "Price": 29.8, "Sales": 95.4, "State": 1, "Year": 64 }, { "CPI": 31.5, "NDI": 1809.8418752, "Pimin": 28.9, "Pop": 3486.0, "Pop16": 2327.5, "Price": 29.8, "Sales": 98.5, "State": 1, "Year": 65 }, { "CPI": 32.4, "NDI": 1915.1603572, "Pimin": 29.5, "Pop": 3524.0, "Pop16": 2369.7, "Price": 31.5, "Sales": 96.4, "State": 1, "Year": 66 }, { "CPI": 33.4, "NDI": 2023.5463678, "Pimin": 29.6, "Pop": 3533.0, "Pop16": 2393.7, "Price": 31.6, "Sales": 95.5, "State": 1, "Year": 67 }, { "CPI": 34.8, "NDI": 2202.4855362, "Pimin": 32.0, "Pop": 3522.0, "Pop16": 2405.2, "Price": 35.6, "Sales": 88.4, "State": 1, "Year": 68 }, { "CPI": 36.7, "NDI": 2377.3346665, "Pimin": 32.8, "Pop": 3531.0, "Pop16": 2411.9, "Price": 36.6, "Sales": 90.1, "State": 1, "Year": 69 }, { "CPI": 38.8, "NDI": 2591.0391591, "Pimin": 34.3, "Pop": 3444.0, "Pop16": 2394.6, "Price": 39.6, "Sales": 89.8, "State": 1, "Year": 70 }, { "CPI": 40.5, "NDI": 2785.3159706, "Pimin": 35.8, "Pop": 3481.0, "Pop16": 2443.5, "Price": 42.7, "Sales": 95.4, "State": 1, "Year": 71 }, { "CPI": 41.8, "NDI": 3034.8082969, "Pimin": 37.4, "Pop": 3511.0, "Pop16": 2484.7, "Price": 42.3, "Sales": 101.1, "State": 1, "Year": 72 }, { "CPI": 44.4, "NDI": 3387.5740861, "Pimin": 37.3, "Pop": 3540.0, "Pop16": 2526.0, "Price": 42.1, "Sales": 102.9, "State": 1, "Year": 73 }, { "CPI": 49.3, "NDI": 3718.8671751, "Pimin": 41.4, "Pop": 3574.0, "Pop16": 2573.9, "Price": 43.1, "Sales": 108.2, "State": 1, "Year": 74 }, { "CPI": 53.8, "NDI": 4087.9931169, "Pimin": 43.0, "Pop": 3614.0, "Pop16": 2623.7, "Price": 46.6, "Sales": 111.7, "State": 1, "Year": 75 }, { "CPI": 56.9, "NDI": 4486.7718352, "Pimin": 46.4, "Pop": 3657.0, "Pop16": 2677.4, "Price": 50.4, "Sales": 116.2, "State": 1, "Year": 76 }, { "CPI": 60.6, "NDI": 4899.8656869, "Pimin": 48.8, "Pop": 3690.0, "Pop16": 2719.6, "Price": 50.1, "Sales": 117.1, "State": 1, "Year": 77 }, { "CPI": 65.2, "NDI": 5450.9983257, "Pimin": 53.6, "Pop": 3728.0, "Pop16": 2764.6, "Price": 55.1, "Sales": 123.0, "State": 1, "Year": 78 }, { "CPI": 72.6, "NDI": 5957.1405451, "Pimin": 56.5, "Pop": 3769.0, "Pop16": 2810.7, "Price": 56.8, "Sales": 121.4, "State": 1, "Year": 79 }, { "CPI": 82.4, "NDI": 6466.350293, "Pimin": 59.3, "Pop": 3894.0, "Pop16": 2898.9, "Price": 60.6, "Sales": 123.2, "State": 1, "Year": 80 }, { "CPI": 90.9, "NDI": 7042.0231606, "Pimin": 62.6, "Pop": 3917.0, "Pop16": 2924.7, "Price": 68.8, "Sales": 119.6, "State": 1, "Year": 81 }, { "CPI": 96.5, "NDI": 7505.2199795, "Pimin": 67.8, "Pop": 3943.0, "Pop16": 2953.5, "Price": 73.1, "Sales": 119.1, "State": 1, "Year": 82 }, { "CPI": 99.6, "NDI": 7974.5518556, "Pimin": 78.6, "Pop": 3959.0, "Pop16": 2977.5, "Price": 84.4, "Sales": 116.3, "State": 1, "Year": 83 }, { "CPI": 103.9, "NDI": 8693.376058, "Pimin": 86.8, "Pop": 3990.0, "Pop16": 3009.1, "Price": 90.8, "Sales": 113.0, "State": 1, "Year": 84 }, { "CPI": 107.6, "NDI": 9059.4344712, "Pimin": 90.7, "Pop": 4020.0, "Pop16": 3039.8, "Price": 99.0, "Sales": 114.5, "State": 1, "Year": 85 }, { "CPI": 109.6, "NDI": 9674.9852107, "Pimin": 98.8, "Pop": 4050.0, "Pop16": 3072.4, "Price": 103.0, "Sales": 116.3, "State": 1, "Year": 86 }, { "CPI": 113.6, "NDI": 10213.847735, "Pimin": 103.5, "Pop": 4083.0, "Pop16": 3104.0, "Price": 110.0, "Sales": 114.0, "State": 1, "Year": 87 }, { "CPI": 118.3, "NDI": 10993.0, "Pimin": 109.2, "Pop": 4102.0, "Pop16": 3124.0, "Price": 114.4, "Sales": 112.1, "State": 1, "Year": 88 }, { "CPI": 124.0, "NDI": 11634.0, "Pimin": 121.5, "Pop": 4118.0, "Pop16": 3140.0, "Price": 122.3, "Sales": 105.6, "State": 1, "Year": 89 }, { "CPI": 130.7, "NDI": 12806.0, "Pimin": 132.3, "Pop": 4129.2, "Pop16": 3148.6, "Price": 139.1, "Sales": 108.6, "State": 1, "Year": 90 }, { "CPI": 136.2, "NDI": 13360.0, "Pimin": 137.4, "Pop": 4178.3, "Pop16": 3185.1, "Price": 144.4, "Sales": 107.9, "State": 1, "Year": 91 }, { "CPI": 140.3, "NDI": 14533.0, "Pimin": 159.5, "Pop": 4226.3, "Pop16": 3226.7, "Price": 172.2, "Sales": 109.1, "State": 1, "Year": 92 }, { "CPI": 30.6, "NDI": 1944.7450576, "Pimin": 24.9, "Pop": 1517.0, "Pop16": 982.4, "Price": 23.9, "Sales": 125.0, "State": 3, "Year": 63 }, { "CPI": 31.0, "NDI": 2063.5159984, "Pimin": 25.5, "Pop": 1549.0, "Pop16": 1005.6, "Price": 24.0, "Sales": 121.0, "State": 3, "Year": 64 }, { "CPI": 31.5, "NDI": 2162.6639143, "Pimin": 25.3, "Pop": 1575.0, "Pop16": 1024.9, "Price": 24.2, "Sales": 123.2, "State": 3, "Year": 65 }, { "CPI": 32.4, "NDI": 2318.6153235, "Pimin": 25.5, "Pop": 1609.0, "Pop16": 1051.9, "Price": 29.6, "Sales": 113.9, "State": 3, "Year": 66 }, { "CPI": 33.4, "NDI": 2446.6813815, "Pimin": 26.0, "Pop": 1637.0, "Pop16": 1078.9, "Price": 29.2, "Sales": 117.1, "State": 3, "Year": 67 }, { "CPI": 34.8, "NDI": 2720.3709408, "Pimin": 32.3, "Pop": 1667.0, "Pop16": 1106.0, "Price": 31.3, "Sales": 115.6, "State": 3, "Year": 68 }, { "CPI": 36.7, "NDI": 2979.6014291, "Pimin": 33.3, "Pop": 1693.0, "Pop16": 1117.5, "Price": 36.1, "Sales": 113.8, "State": 3, "Year": 69 }, { "CPI": 38.8, "NDI": 3269.8156411, "Pimin": 34.6, "Pop": 1772.0, "Pop16": 1226.6, "Price": 37.1, "Sales": 115.2, "State": 3, "Year": 70 }, { "CPI": 40.5, "NDI": 3549.7019452, "Pimin": 36.6, "Pop": 1878.0, "Pop16": 1313.5, "Price": 38.5, "Sales": 109.6, "State": 3, "Year": 71 }, { "CPI": 41.8, "NDI": 3800.6701072, "Pimin": 37.2, "Pop": 1975.0, "Pop16": 1393.6, "Price": 38.0, "Sales": 125.0, "State": 3, "Year": 72 }, { "CPI": 44.4, "NDI": 4219.9831679, "Pimin": 36.5, "Pop": 2075.0, "Pop16": 1476.5, "Price": 38.7, "Sales": 128.3, "State": 3, "Year": 73 }, { "CPI": 49.3, "NDI": 4508.1317983, "Pimin": 37.8, "Pop": 2156.0, "Pop16": 1547.0, "Price": 39.2, "Sales": 133.1, "State": 3, "Year": 74 }, { "CPI": 53.8, "NDI": 4742.5753077, "Pimin": 40.5, "Pop": 2200.0, "Pop16": 1591.4, "Price": 47.7, "Sales": 121.8, "State": 3, "Year": 75 }, { "CPI": 56.9, "NDI": 5158.789996, "Pimin": 43.4, "Pop": 2244.0, "Pop16": 1635.8, "Price": 49.1, "Sales": 122.3, "State": 3, "Year": 76 }, { "CPI": 60.6, "NDI": 5567.7751489, "Pimin": 44.7, "Pop": 2304.0, "Pop16": 1690.8, "Price": 48.7, "Sales": 121.7, "State": 3, "Year": 77 }, { "CPI": 65.2, "NDI": 6283.4991663, "Pimin": 49.5, "Pop": 2373.0, "Pop16": 1750.6, "Price": 53.6, "Sales": 124.7, "State": 3, "Year": 78 }, { "CPI": 72.6, "NDI": 7099.4038904, "Pimin": 53.7, "Pop": 2450.0, "Pop16": 1812.4, "Price": 58.6, "Sales": 124.6, "State": 3, "Year": 79 }, { "CPI": 82.4, "NDI": 7823.3902342, "Pimin": 57.2, "Pop": 2718.0, "Pop16": 2044.0, "Price": 60.8, "Sales": 126.8, "State": 3, "Year": 80 }, { "CPI": 90.9, "NDI": 8647.5572846, "Pimin": 62.7, "Pop": 2794.0, "Pop16": 2103.8, "Price": 63.3, "Sales": 113.8, "State": 3, "Year": 81 }, { "CPI": 96.5, "NDI": 8879.9352124, "Pimin": 68.1, "Pop": 2860.0, "Pop16": 2153.1, "Price": 73.3, "Sales": 113.5, "State": 3, "Year": 82 }, { "CPI": 99.6, "NDI": 9579.1345772, "Pimin": 79.6, "Pop": 2963.0, "Pop16": 2231.2, "Price": 80.5, "Sales": 111.1, "State": 3, "Year": 83 }, { "CPI": 103.9, "NDI": 10549.95792, "Pimin": 90.2, "Pop": 3053.0, "Pop16": 2300.7, "Price": 92.8, "Sales": 107.1, "State": 3, "Year": 84 }, { "CPI": 107.6, "NDI": 11256.38682, "Pimin": 97.5, "Pop": 3161.0, "Pop16": 2384.7, "Price": 98.8, "Sales": 107.1, "State": 3, "Year": 85 }, { "CPI": 109.6, "NDI": 11796.536403, "Pimin": 101.2, "Pop": 3279.0, "Pop16": 2483.1, "Price": 106.7, "Sales": 107.9, "State": 3, "Year": 86 }, { "CPI": 113.6, "NDI": 12367.66971, "Pimin": 103.9, "Pop": 3386.0, "Pop16": 2569.0, "Price": 113.5, "Sales": 106.1, "State": 3, "Year": 87 }, { "CPI": 118.3, "NDI": 13008.0, "Pimin": 113.7, "Pop": 3489.0, "Pop16": 2638.0, "Price": 113.5, "Sales": 102.2, "State": 3, "Year": 88 }, { "CPI": 124.0, "NDI": 13625.0, "Pimin": 126.4, "Pop": 3556.0, "Pop16": 2672.0, "Price": 125.6, "Sales": 96.8, "State": 3, "Year": 89 }, { "CPI": 130.7, "NDI": 13826.0, "Pimin": 133.6, "Pop": 3598.2, "Pop16": 2703.7, "Price": 130.2, "Sales": 88.9, "State": 3, "Year": 90 }, { "CPI": 136.2, "NDI": 14232.0, "Pimin": 146.9, "Pop": 3681.7, "Pop16": 2759.1, "Price": 151.4, "Sales": 81.2, "State": 3, "Year": 91 }, { "CPI": 140.3, "NDI": 15179.0, "Pimin": 165.4, "Pop": 3762.2, "Pop16": 2804.8, "Price": 165.7, "Sales": 79.0, "State": 3, "Year": 92 }, { "CPI": 30.6, "NDI": 1480.3334935, "Pimin": 25.8, "Pop": 1907.0, "Pop16": 1296.7, "Price": 27.0, "Sales": 103.4, "State": 4, "Year": 63 }, { "CPI": 31.0, "NDI": 1610.0797693, "Pimin": 25.7, "Pop": 1939.0, "Pop16": 1320.7, "Price": 27.3, "Sales": 102.6, "State": 4, "Year": 64 }, { "CPI": 31.5, "NDI": 1710.1989428, "Pimin": 26.1, "Pop": 1941.0, "Pop16": 1323.6, "Price": 27.2, "Sales": 100.3, "State": 4, "Year": 65 }, { "CPI": 32.4, "NDI": 1883.8750601, "Pimin": 26.2, "Pop": 1963.0, "Pop16": 1344.8, "Price": 30.3, "Sales": 98.9, "State": 4, "Year": 66 }, { "CPI": 33.4, "NDI": 2004.4267179, "Pimin": 27.5, "Pop": 1972.0, "Pop16": 1357.3, "Price": 30.4, "Sales": 102.9, "State": 4, "Year": 67 }, { "CPI": 34.8, "NDI": 2143.3676117, "Pimin": 29.2, "Pop": 1983.0, "Pop16": 1374.6, "Price": 30.9, "Sales": 104.0, "State": 4, "Year": 68 }, { "CPI": 36.7, "NDI": 2286.3950024, "Pimin": 29.9, "Pop": 1995.0, "Pop16": 1389.0, "Price": 30.9, "Sales": 102.9, "State": 4, "Year": 69 }, { "CPI": 38.8, "NDI": 2493.7847189, "Pimin": 34.3, "Pop": 1923.0, "Pop16": 1366.9, "Price": 36.7, "Sales": 100.3, "State": 4, "Year": 70 }, { "CPI": 40.5, "NDI": 2710.3690533, "Pimin": 36.8, "Pop": 1961.0, "Pop16": 1405.4, "Price": 38.8, "Sales": 104.1, "State": 4, "Year": 71 }, { "CPI": 41.8, "NDI": 2950.4507448, "Pimin": 37.4, "Pop": 1999.0, "Pop16": 1442.9, "Price": 44.1, "Sales": 103.9, "State": 4, "Year": 72 }, { "CPI": 44.4, "NDI": 3410.1816434, "Pimin": 37.3, "Pop": 2030.0, "Pop16": 1474.6, "Price": 45.1, "Sales": 108.0, "State": 4, "Year": 73 }, { "CPI": 49.3, "NDI": 3807.5934647, "Pimin": 38.0, "Pop": 2063.0, "Pop16": 1508.3, "Price": 45.5, "Sales": 109.7, "State": 4, "Year": 74 }, { "CPI": 53.8, "NDI": 4057.8913984, "Pimin": 43.0, "Pop": 2112.0, "Pop16": 1552.5, "Price": 48.6, "Sales": 114.8, "State": 4, "Year": 75 }, { "CPI": 56.9, "NDI": 4362.3354157, "Pimin": 44.7, "Pop": 2113.0, "Pop16": 1565.1, "Price": 50.9, "Sales": 119.1, "State": 4, "Year": 76 }, { "CPI": 60.6, "NDI": 4859.8664104, "Pimin": 45.9, "Pop": 2143.0, "Pop16": 1596.8, "Price": 52.6, "Sales": 122.6, "State": 4, "Year": 77 }, { "CPI": 65.2, "NDI": 5467.7328208, "Pimin": 49.9, "Pop": 2167.0, "Pop16": 1623.7, "Price": 56.5, "Sales": 127.3, "State": 4, "Year": 78 }, { "CPI": 72.6, "NDI": 6015.3234022, "Pimin": 52.2, "Pop": 2180.0, "Pop16": 1641.0, "Price": 58.4, "Sales": 126.5, "State": 4, "Year": 79 }, { "CPI": 82.4, "NDI": 6278.9024507, "Pimin": 57.3, "Pop": 2286.0, "Pop16": 1715.1, "Price": 61.5, "Sales": 131.8, "State": 4, "Year": 80 }, { "CPI": 90.9, "NDI": 7101.3099471, "Pimin": 59.9, "Pop": 2296.0, "Pop16": 1725.7, "Price": 64.7, "Sales": 128.7, "State": 4, "Year": 81 }, { "CPI": 96.5, "NDI": 7390.4296012, "Pimin": 64.7, "Pop": 2291.0, "Pop16": 1724.7, "Price": 72.1, "Sales": 127.4, "State": 4, "Year": 82 }, { "CPI": 99.6, "NDI": 7886.9389716, "Pimin": 74.8, "Pop": 2328.0, "Pop16": 1757.4, "Price": 82.0, "Sales": 128.0, "State": 4, "Year": 83 }, { "CPI": 103.9, "NDI": 8546.9082172, "Pimin": 84.8, "Pop": 2349.0, "Pop16": 1776.7, "Price": 93.6, "Sales": 123.1, "State": 4, "Year": 84 }, { "CPI": 107.6, "NDI": 9134.3421432, "Pimin": 92.5, "Pop": 2359.0, "Pop16": 1790.1, "Price": 98.5, "Sales": 125.8, "State": 4, "Year": 85 }, { "CPI": 109.6, "NDI": 9550.1432004, "Pimin": 98.8, "Pop": 2371.0, "Pop16": 1804.6, "Price": 103.6, "Sales": 126.0, "State": 4, "Year": 86 }, { "CPI": 113.6, "NDI": 9886.2575685, "Pimin": 103.5, "Pop": 2388.0, "Pop16": 1819.0, "Price": 113.0, "Sales": 122.3, "State": 4, "Year": 87 }, { "CPI": 118.3, "NDI": 10630.0, "Pimin": 112.1, "Pop": 2395.0, "Pop16": 1823.0, "Price": 119.9, "Sales": 121.5, "State": 4, "Year": 88 }, { "CPI": 124.0, "NDI": 11243.0, "Pimin": 118.9, "Pop": 2406.0, "Pop16": 1831.0, "Price": 127.7, "Sales": 118.3, "State": 4, "Year": 89 }, { "CPI": 130.7, "NDI": 12370.0, "Pimin": 129.1, "Pop": 2411.1, "Pop16": 1834.9, "Price": 141.2, "Sales": 113.1, "State": 4, "Year": 90 }, { "CPI": 136.2, "NDI": 12917.0, "Pimin": 132.5, "Pop": 2432.7, "Pop16": 1851.2, "Price": 146.5, "Sales": 116.8, "State": 4, "Year": 91 }, { "CPI": 140.3, "NDI": 13879.0, "Pimin": 153.1, "Pop": 2460.4, "Pop16": 1876.7, "Price": 177.3, "Sales": 126.0, "State": 4, "Year": 92 }, { "CPI": 30.6, "NDI": 2776.0965615, "Pimin": 23.9, "Pop": 17556.0, "Pop16": 12072.0, "Price": 25.3, "Sales": 142.0, "State": 5, "Year": 63 }, { "CPI": 31.0, "NDI": 2974.9294798, "Pimin": 24.0, "Pop": 18003.0, "Pop16": 12384.3, "Price": 25.5, "Sales": 138.3, "State": 5, "Year": 64 }, { "CPI": 31.5, "NDI": 3107.8449633, "Pimin": 24.2, "Pop": 18403.0, "Pop16": 12673.3, "Price": 25.3, "Sales": 140.0, "State": 5, "Year": 65 }, { "CPI": 32.4, "NDI": 3296.9523585, "Pimin": 29.6, "Pop": 18669.0, "Pop16": 12898.5, "Price": 25.5, "Sales": 136.8, "State": 5, "Year": 66 }, { "CPI": 33.4, "NDI": 3462.2862526, "Pimin": 29.2, "Pop": 18992.0, "Pop16": 13181.8, "Price": 26.0, "Sales": 135.8, "State": 5, "Year": 67 }, { "CPI": 34.8, "NDI": 3690.2957405, "Pimin": 31.3, "Pop": 19179.0, "Pop16": 13370.3, "Price": 35.4, "Sales": 124.3, "State": 5, "Year": 68 }, { "CPI": 36.7, "NDI": 3919.3858421, "Pimin": 33.3, "Pop": 19443.0, "Pop16": 13681.6, "Price": 36.6, "Sales": 123.9, "State": 5, "Year": 69 }, { "CPI": 38.8, "NDI": 4192.7811049, "Pimin": 37.1, "Pop": 19953.0, "Pop16": 14317.6, "Price": 38.8, "Sales": 123.0, "State": 5, "Year": 70 }, { "CPI": 40.5, "NDI": 4414.3069107, "Pimin": 38.5, "Pop": 20266.0, "Pop16": 14670.5, "Price": 39.7, "Sales": 121.0, "State": 5, "Year": 71 }, { "CPI": 41.8, "NDI": 4650.9613081, "Pimin": 38.0, "Pop": 20447.0, "Pop16": 14938.3, "Price": 39.9, "Sales": 123.5, "State": 5, "Year": 72 }, { "CPI": 44.4, "NDI": 5103.7384429, "Pimin": 38.7, "Pop": 20670.0, "Pop16": 15243.7, "Price": 39.9, "Sales": 124.4, "State": 5, "Year": 73 }, { "CPI": 49.3, "NDI": 5607.304421, "Pimin": 39.2, "Pop": 20915.0, "Pop16": 15566.6, "Price": 41.9, "Sales": 126.7, "State": 5, "Year": 74 }, { "CPI": 53.8, "NDI": 6138.9663549, "Pimin": 44.5, "Pop": 21216.0, "Pop16": 15933.0, "Price": 45.0, "Sales": 127.1, "State": 5, "Year": 75 }, { "CPI": 56.9, "NDI": 6630.6455824, "Pimin": 44.9, "Pop": 21550.0, "Pop16": 16318.7, "Price": 48.3, "Sales": 128.0, "State": 5, "Year": 76 }, { "CPI": 60.6, "NDI": 7234.7086333, "Pimin": 48.7, "Pop": 21900.0, "Pop16": 16697.6, "Price": 49.0, "Sales": 126.4, "State": 5, "Year": 77 }, { "CPI": 65.2, "NDI": 8021.3953973, "Pimin": 53.6, "Pop": 22314.0, "Pop16": 17117.2, "Price": 58.7, "Sales": 126.1, "State": 5, "Year": 78 }, { "CPI": 72.6, "NDI": 8957.2068501, "Pimin": 57.1, "Pop": 22694.0, "Pop16": 17481.6, "Price": 60.1, "Sales": 121.9, "State": 5, "Year": 79 }, { "CPI": 82.4, "NDI": 9891.9376893, "Pimin": 60.8, "Pop": 23669.0, "Pop16": 20853.4, "Price": 62.1, "Sales": 120.2, "State": 5, "Year": 80 }, { "CPI": 90.9, "NDI": 10816.943005, "Pimin": 63.3, "Pop": 24196.0, "Pop16": 18670.6, "Price": 66.4, "Sales": 118.6, "State": 5, "Year": 81 }, { "CPI": 96.5, "NDI": 11361.572303, "Pimin": 71.6, "Pop": 24724.0, "Pop16": 19064.1, "Price": 72.8, "Sales": 115.4, "State": 5, "Year": 82 }, { "CPI": 99.6, "NDI": 12027.230334, "Pimin": 80.5, "Pop": 25174.0, "Pop16": 19419.8, "Price": 84.9, "Sales": 110.8, "State": 5, "Year": 83 }, { "CPI": 103.9, "NDI": 13019.233699, "Pimin": 92.8, "Pop": 25622.0, "Pop16": 19776.5, "Price": 94.9, "Sales": 104.8, "State": 5, "Year": 84 }, { "CPI": 107.6, "NDI": 13755.13162, "Pimin": 98.8, "Pop": 26358.0, "Pop16": 20215.4, "Price": 98.0, "Sales": 102.8, "State": 5, "Year": 85 }, { "CPI": 109.6, "NDI": 14350.549761, "Pimin": 106.6, "Pop": 27001.0, "Pop16": 20695.9, "Price": 104.4, "Sales": 99.7, "State": 5, "Year": 86 }, { "CPI": 113.6, "NDI": 15016.207792, "Pimin": 113.5, "Pop": 27663.0, "Pop16": 21156.0, "Price": 103.9, "Sales": 97.5, "State": 5, "Year": 87 }, { "CPI": 118.3, "NDI": 16059.0, "Pimin": 113.5, "Pop": 28314.0, "Pop16": 21591.0, "Price": 117.4, "Sales": 90.1, "State": 5, "Year": 88 }, { "CPI": 124.0, "NDI": 16779.0, "Pimin": 125.6, "Pop": 29063.0, "Pop16": 22081.0, "Price": 126.4, "Sales": 82.4, "State": 5, "Year": 89 }, { "CPI": 130.7, "NDI": 17384.0, "Pimin": 130.2, "Pop": 29602.1, "Pop16": 22490.6, "Price": 163.8, "Sales": 77.8, "State": 5, "Year": 90 }, { "CPI": 136.2, "NDI": 17705.0, "Pimin": 151.4, "Pop": 30218.8, "Pop16": 22694.0, "Price": 186.8, "Sales": 68.7, "State": 5, "Year": 91 }, { "CPI": 140.3, "NDI": 18495.0, "Pimin": 165.7, "Pop": 30703.3, "Pop16": 22920.0, "Price": 201.9, "Sales": 67.5, "State": 5, "Year": 92 }, { "CPI": 30.6, "NDI": 2913.6800153, "Pimin": 26.2, "Pop": 2716.0, "Pop16": 1883.5, "Price": 26.8, "Sales": 156.2, "State": 7, "Year": 63 }, { "CPI": 31.0, "NDI": 3104.1445922, "Pimin": 26.9, "Pop": 2784.0, "Pop16": 1929.7, "Price": 27.8, "Sales": 143.5, "State": 7, "Year": 64 }, { "CPI": 31.5, "NDI": 3249.6680891, "Pimin": 26.5, "Pop": 2830.0, "Pop16": 1961.5, "Price": 28.1, "Sales": 147.0, "State": 7, "Year": 65 }, { "CPI": 32.4, "NDI": 3493.6339515, "Pimin": 30.0, "Pop": 2886.0, "Pop16": 2004.9, "Price": 30.1, "Sales": 144.5, "State": 7, "Year": 66 }, { "CPI": 33.4, "NDI": 3763.2804311, "Pimin": 31.0, "Pop": 2918.0, "Pop16": 2034.8, "Price": 31.1, "Sales": 145.6, "State": 7, "Year": 67 }, { "CPI": 34.8, "NDI": 3897.0336452, "Pimin": 32.1, "Pop": 2961.0, "Pop16": 2075.2, "Price": 31.3, "Sales": 143.2, "State": 7, "Year": 68 }, { "CPI": 36.7, "NDI": 4135.6493791, "Pimin": 35.0, "Pop": 3000.0, "Pop16": 2127.2, "Price": 32.2, "Sales": 144.7, "State": 7, "Year": 69 }, { "CPI": 38.8, "NDI": 4482.3377099, "Pimin": 39.3, "Pop": 3032.0, "Pop16": 2155.2, "Price": 42.2, "Sales": 120.0, "State": 7, "Year": 70 }, { "CPI": 40.5, "NDI": 4715.6033153, "Pimin": 40.2, "Pop": 3063.0, "Pop16": 2201.4, "Price": 45.5, "Sales": 117.6, "State": 7, "Year": 71 }, { "CPI": 41.8, "NDI": 4948.8689206, "Pimin": 41.6, "Pop": 3074.0, "Pop16": 2234.2, "Price": 51.3, "Sales": 110.8, "State": 7, "Year": 72 }, { "CPI": 44.4, "NDI": 5496.7220855, "Pimin": 40.6, "Pop": 3076.0, "Pop16": 2258.3, "Price": 50.6, "Sales": 109.3, "State": 7, "Year": 73 }, { "CPI": 49.3, "NDI": 5949.3429619, "Pimin": 41.3, "Pop": 3085.0, "Pop16": 2292.9, "Price": 52.5, "Sales": 112.4, "State": 7, "Year": 74 }, { "CPI": 53.8, "NDI": 6407.3139668, "Pimin": 44.3, "Pop": 3097.0, "Pop16": 2327.6, "Price": 54.5, "Sales": 110.2, "State": 7, "Year": 75 }, { "CPI": 56.9, "NDI": 6838.534329, "Pimin": 52.2, "Pop": 3101.0, "Pop16": 2356.5, "Price": 57.6, "Sales": 113.4, "State": 7, "Year": 76 }, { "CPI": 60.6, "NDI": 7505.1603479, "Pimin": 52.3, "Pop": 3107.0, "Pop16": 2384.5, "Price": 58.4, "Sales": 117.3, "State": 7, "Year": 77 }, { "CPI": 65.2, "NDI": 8309.8196838, "Pimin": 56.3, "Pop": 3116.0, "Pop16": 2415.3, "Price": 61.7, "Sales": 117.5, "State": 7, "Year": 78 }, { "CPI": 72.6, "NDI": 9295.3133651, "Pimin": 58.7, "Pop": 3115.0, "Pop16": 2435.5, "Price": 64.4, "Sales": 117.4, "State": 7, "Year": 79 }, { "CPI": 82.4, "NDI": 10384.59954, "Pimin": 60.0, "Pop": 3108.0, "Pop16": 2424.0, "Price": 67.0, "Sales": 118.0, "State": 7, "Year": 80 }, { "CPI": 90.9, "NDI": 11470.675639, "Pimin": 64.5, "Pop": 3134.0, "Pop16": 2461.5, "Price": 80.1, "Sales": 116.4, "State": 7, "Year": 81 }, { "CPI": 96.5, "NDI": 12380.197494, "Pimin": 71.6, "Pop": 3153.0, "Pop16": 2487.6, "Price": 85.6, "Sales": 114.7, "State": 7, "Year": 82 }, { "CPI": 99.6, "NDI": 13485.534055, "Pimin": 83.1, "Pop": 3138.0, "Pop16": 2487.6, "Price": 95.6, "Sales": 114.1, "State": 7, "Year": 83 }, { "CPI": 103.9, "NDI": 14927.928716, "Pimin": 94.8, "Pop": 3154.0, "Pop16": 2505.9, "Price": 113.5, "Sales": 112.5, "State": 7, "Year": 84 }, { "CPI": 107.6, "NDI": 15685.506921, "Pimin": 100.3, "Pop": 3175.0, "Pop16": 2525.1, "Price": 118.6, "Sales": 111.0, "State": 7, "Year": 85 }, { "CPI": 109.6, "NDI": 16486.956179, "Pimin": 101.8, "Pop": 3193.0, "Pop16": 2541.5, "Price": 118.5, "Sales": 108.5, "State": 7, "Year": 86 }, { "CPI": 113.6, "NDI": 17762.426829, "Pimin": 113.5, "Pop": 3211.0, "Pop16": 2555.0, "Price": 122.7, "Sales": 109.0, "State": 7, "Year": 87 }, { "CPI": 118.3, "NDI": 19559.0, "Pimin": 121.5, "Pop": 3233.0, "Pop16": 2568.0, "Price": 129.7, "Sales": 104.8, "State": 7, "Year": 88 }, { "CPI": 124.0, "NDI": 20687.0, "Pimin": 134.8, "Pop": 3239.0, "Pop16": 2564.0, "Price": 142.0, "Sales": 100.6, "State": 7, "Year": 89 }, { "CPI": 130.7, "NDI": 21447.0, "Pimin": 150.9, "Pop": 3242.9, "Pop16": 2567.1, "Price": 171.2, "Sales": 91.5, "State": 7, "Year": 90 }, { "CPI": 136.2, "NDI": 21967.0, "Pimin": 163.3, "Pop": 3246.9, "Pop16": 2555.4, "Price": 169.5, "Sales": 86.7, "State": 7, "Year": 91 }, { "CPI": 140.3, "NDI": 22891.0, "Pimin": 175.9, "Pop": 3237.0, "Pop16": 2536.7, "Price": 193.5, "Sales": 83.6, "State": 7, "Year": 92 }, { "CPI": 30.6, "NDI": 2261.4623685, "Pimin": 26.8, "Pop": 480.0, "Pop16": 317.7, "Price": 26.8, "Sales": 165.8, "State": 8, "Year": 63 }, { "CPI": 31.0, "NDI": 2325.3400998, "Pimin": 28.5, "Pop": 494.0, "Pop16": 326.3, "Price": 27.1, "Sales": 170.9, "State": 8, "Year": 64 }, { "CPI": 31.5, "NDI": 2529.3674804, "Pimin": 27.9, "Pop": 503.0, "Pop16": 332.1, "Price": 27.2, "Sales": 170.8, "State": 8, "Year": 65 }, { "CPI": 32.4, "NDI": 2691.4453062, "Pimin": 28.2, "Pop": 514.0, "Pop16": 343.6, "Price": 31.0, "Sales": 161.3, "State": 8, "Year": 66 }, { "CPI": 33.4, "NDI": 2864.0105206, "Pimin": 29.4, "Pop": 524.0, "Pop16": 353.2, "Price": 30.7, "Sales": 158.2, "State": 8, "Year": 67 }, { "CPI": 34.8, "NDI": 3061.3641084, "Pimin": 30.9, "Pop": 533.0, "Pop16": 359.0, "Price": 32.0, "Sales": 164.8, "State": 8, "Year": 68 }, { "CPI": 36.7, "NDI": 3287.3196655, "Pimin": 30.7, "Pop": 540.0, "Pop16": 362.8, "Price": 32.2, "Sales": 175.5, "State": 8, "Year": 69 }, { "CPI": 38.8, "NDI": 3495.160642, "Pimin": 32.6, "Pop": 584.0, "Pop16": 378.2, "Price": 39.0, "Sales": 155.0, "State": 8, "Year": 70 }, { "CPI": 40.5, "NDI": 3730.6501888, "Pimin": 34.2, "Pop": 563.0, "Pop16": 392.6, "Price": 41.3, "Sales": 161.1, "State": 8, "Year": 71 }, { "CPI": 41.8, "NDI": 4015.7164823, "Pimin": 34.3, "Pop": 570.0, "Pop16": 403.1, "Price": 44.7, "Sales": 156.3, "State": 8, "Year": 72 }, { "CPI": 44.4, "NDI": 4438.0722282, "Pimin": 35.3, "Pop": 573.0, "Pop16": 409.9, "Price": 44.0, "Sales": 154.7, "State": 8, "Year": 73 }, { "CPI": 49.3, "NDI": 4755.5540869, "Pimin": 35.8, "Pop": 576.0, "Pop16": 416.6, "Price": 44.2, "Sales": 151.3, "State": 8, "Year": 74 }, { "CPI": 53.8, "NDI": 5112.1253035, "Pimin": 39.5, "Pop": 579.0, "Pop16": 424.3, "Price": 45.9, "Sales": 147.6, "State": 8, "Year": 75 }, { "CPI": 56.9, "NDI": 5440.0945508, "Pimin": 46.1, "Pop": 582.0, "Pop16": 431.0, "Price": 50.1, "Sales": 153.0, "State": 8, "Year": 76 }, { "CPI": 60.6, "NDI": 5850.0561101, "Pimin": 49.2, "Pop": 582.0, "Pop16": 434.8, "Price": 51.7, "Sales": 153.3, "State": 8, "Year": 77 }, { "CPI": 65.2, "NDI": 6407.7945104, "Pimin": 52.1, "Pop": 584.0, "Pop16": 440.6, "Price": 58.7, "Sales": 155.5, "State": 8, "Year": 78 }, { "CPI": 72.6, "NDI": 7017.0164554, "Pimin": 56.2, "Pop": 582.0, "Pop16": 441.5, "Price": 60.0, "Sales": 150.2, "State": 8, "Year": 79 }, { "CPI": 82.4, "NDI": 7773.0618425, "Pimin": 58.1, "Pop": 595.0, "Pop16": 454.0, "Price": 62.7, "Sales": 150.5, "State": 8, "Year": 80 }, { "CPI": 90.9, "NDI": 8492.8780685, "Pimin": 62.8, "Pop": 598.0, "Pop16": 458.8, "Price": 66.0, "Sales": 152.6, "State": 8, "Year": 81 }, { "CPI": 96.5, "NDI": 9213.6476936, "Pimin": 65.4, "Pop": 602.0, "Pop16": 463.6, "Price": 74.1, "Sales": 154.1, "State": 8, "Year": 82 }, { "CPI": 99.6, "NDI": 10081.240761, "Pimin": 74.9, "Pop": 606.0, "Pop16": 469.4, "Price": 82.0, "Sales": 149.6, "State": 8, "Year": 83 }, { "CPI": 103.9, "NDI": 10806.777381, "Pimin": 84.2, "Pop": 613.0, "Pop16": 476.1, "Price": 91.1, "Sales": 144.0, "State": 8, "Year": 84 }, { "CPI": 107.6, "NDI": 11563.776167, "Pimin": 90.1, "Pop": 622.0, "Pop16": 481.8, "Price": 98.7, "Sales": 144.5, "State": 8, "Year": 85 }, { "CPI": 109.6, "NDI": 12062.403831, "Pimin": 93.3, "Pop": 633.0, "Pop16": 492.4, "Price": 105.2, "Sales": 142.4, "State": 8, "Year": 86 }, { "CPI": 113.6, "NDI": 12960.505665, "Pimin": 100.3, "Pop": 644.0, "Pop16": 502.0, "Price": 111.4, "Sales": 141.0, "State": 8, "Year": 87 }, { "CPI": 118.3, "NDI": 14137.0, "Pimin": 109.2, "Pop": 660.0, "Pop16": 513.0, "Price": 119.3, "Sales": 137.1, "State": 8, "Year": 88 }, { "CPI": 124.0, "NDI": 14949.0, "Pimin": 120.2, "Pop": 673.0, "Pop16": 522.0, "Price": 124.0, "Sales": 131.7, "State": 8, "Year": 89 }, { "CPI": 130.7, "NDI": 16435.0, "Pimin": 131.5, "Pop": 681.2, "Pop16": 528.3, "Price": 140.0, "Sales": 127.2, "State": 8, "Year": 90 }, { "CPI": 136.2, "NDI": 16732.0, "Pimin": 141.6, "Pop": 695.5, "Pop16": 537.5, "Price": 143.2, "Sales": 118.8, "State": 8, "Year": 91 }, { "CPI": 140.3, "NDI": 18300.0, "Pimin": 159.1, "Pop": 704.7, "Pop16": 543.6, "Price": 174.7, "Sales": 120.0, "State": 8, "Year": 92 }, { "CPI": 30.6, "NDI": 2733.226538, "Pimin": 24.7, "Pop": 792.0, "Pop16": 563.1, "Price": 23.4, "Sales": 246.4, "State": 9, "Year": 63 }, { "CPI": 31.0, "NDI": 2894.0045696, "Pimin": 25.2, "Pop": 795.0, "Pop16": 559.3, "Price": 23.9, "Sales": 235.3, "State": 9, "Year": 64 }, { "CPI": 31.5, "NDI": 3068.4434798, "Pimin": 25.1, "Pop": 802.0, "Pop16": 560.2, "Price": 24.1, "Sales": 246.5, "State": 9, "Year": 65 }, { "CPI": 32.4, "NDI": 3215.5606329, "Pimin": 24.7, "Pop": 806.0, "Pop16": 559.3, "Price": 24.1, "Sales": 295.9, "State": 9, "Year": 66 }, { "CPI": 33.4, "NDI": 3479.3206717, "Pimin": 26.3, "Pop": 808.0, "Pop16": 559.3, "Price": 26.6, "Sales": 249.8, "State": 9, "Year": 67 }, { "CPI": 34.8, "NDI": 3752.5382418, "Pimin": 27.1, "Pop": 802.0, "Pop16": 554.4, "Price": 26.7, "Sales": 224.3, "State": 9, "Year": 68 }, { "CPI": 36.7, "NDI": 3907.0112526, "Pimin": 28.3, "Pop": 798.0, "Pop16": 561.2, "Price": 27.2, "Sales": 212.2, "State": 9, "Year": 69 }, { "CPI": 38.8, "NDI": 4202.2963957, "Pimin": 28.8, "Pop": 756.0, "Pop16": 563.1, "Price": 28.5, "Sales": 200.4, "State": 9, "Year": 70 }, { "CPI": 40.5, "NDI": 4600.563546, "Pimin": 30.2, "Pop": 750.0, "Pop16": 560.2, "Price": 32.6, "Sales": 213.0, "State": 9, "Year": 71 }, { "CPI": 41.8, "NDI": 4964.1530816, "Pimin": 29.9, "Pop": 744.0, "Pop16": 558.3, "Price": 33.7, "Sales": 220.6, "State": 9, "Year": 72 }, { "CPI": 44.4, "NDI": 5310.9292283, "Pimin": 30.1, "Pop": 734.0, "Pop16": 553.4, "Price": 34.5, "Sales": 209.4, "State": 9, "Year": 73 }, { "CPI": 49.3, "NDI": 5894.1436568, "Pimin": 31.3, "Pop": 721.0, "Pop16": 547.6, "Price": 36.0, "Sales": 182.7, "State": 9, "Year": 74 }, { "CPI": 53.8, "NDI": 6587.6959502, "Pimin": 33.6, "Pop": 711.0, "Pop16": 543.7, "Price": 39.4, "Sales": 176.5, "State": 9, "Year": 75 }, { "CPI": 56.9, "NDI": 7003.8273262, "Pimin": 37.9, "Pop": 697.0, "Pop16": 536.9, "Price": 47.8, "Sales": 167.7, "State": 9, "Year": 76 }, { "CPI": 60.6, "NDI": 7770.9381962, "Pimin": 38.4, "Pop": 683.0, "Pop16": 529.2, "Price": 51.9, "Sales": 136.7, "State": 9, "Year": 77 }, { "CPI": 65.2, "NDI": 8369.9151768, "Pimin": 42.8, "Pop": 671.0, "Pop16": 523.3, "Price": 59.8, "Sales": 130.3, "State": 9, "Year": 78 }, { "CPI": 72.6, "NDI": 9306.2107728, "Pimin": 45.8, "Pop": 656.0, "Pop16": 514.6, "Price": 59.3, "Sales": 128.5, "State": 9, "Year": 79 }, { "CPI": 82.4, "NDI": 10605.045068, "Pimin": 48.5, "Pop": 638.0, "Pop16": 518.5, "Price": 65.6, "Sales": 129.7, "State": 9, "Year": 80 }, { "CPI": 90.9, "NDI": 11612.797567, "Pimin": 51.8, "Pop": 631.0, "Pop16": 512.7, "Price": 69.0, "Sales": 131.9, "State": 9, "Year": 81 }, { "CPI": 96.5, "NDI": 12167.639401, "Pimin": 56.4, "Pop": 631.0, "Pop16": 512.7, "Price": 74.8, "Sales": 132.0, "State": 9, "Year": 82 }, { "CPI": 99.6, "NDI": 13222.679557, "Pimin": 68.8, "Pop": 623.0, "Pop16": 505.9, "Price": 86.3, "Sales": 124.5, "State": 9, "Year": 83 }, { "CPI": 103.9, "NDI": 14479.480379, "Pimin": 76.0, "Pop": 623.0, "Pop16": 505.9, "Price": 98.5, "Sales": 124.6, "State": 9, "Year": 84 }, { "CPI": 107.6, "NDI": 15439.945222, "Pimin": 83.6, "Pop": 623.0, "Pop16": 502.9, "Price": 100.4, "Sales": 122.1, "State": 9, "Year": 85 }, { "CPI": 109.6, "NDI": 15675.332667, "Pimin": 91.3, "Pop": 625.0, "Pop16": 502.9, "Price": 109.3, "Sales": 117.2, "State": 9, "Year": 86 }, { "CPI": 113.6, "NDI": 16632.644999, "Pimin": 94.6, "Pop": 622.0, "Pop16": 501.0, "Price": 112.5, "Sales": 113.0, "State": 9, "Year": 87 }, { "CPI": 118.3, "NDI": 18397.0, "Pimin": 102.1, "Pop": 617.0, "Pop16": 494.0, "Price": 119.0, "Sales": 105.4, "State": 9, "Year": 88 }, { "CPI": 124.0, "NDI": 19937.0, "Pimin": 109.4, "Pop": 604.0, "Pop16": 478.0, "Price": 135.9, "Sales": 101.1, "State": 9, "Year": 89 }, { "CPI": 130.7, "NDI": 19351.0, "Pimin": 128.6, "Pop": 587.5, "Pop16": 465.0, "Price": 145.7, "Sales": 84.1, "State": 9, "Year": 90 }, { "CPI": 136.2, "NDI": 20231.0, "Pimin": 136.5, "Pop": 578.8, "Pop16": 452.0, "Price": 143.3, "Sales": 82.2, "State": 9, "Year": 91 }, { "CPI": 140.3, "NDI": 22101.0, "Pimin": 157.9, "Pop": 570.1, "Pop16": 447.4, "Price": 187.4, "Sales": 82.6, "State": 9, "Year": 92 }, { "CPI": 30.6, "NDI": 1980.6867784, "Pimin": 26.9, "Pop": 5532.0, "Pop16": 3996.8, "Price": 26.3, "Sales": 137.5, "State": 10, "Year": 63 }, { "CPI": 31.0, "NDI": 2122.916946, "Pimin": 27.5, "Pop": 5654.0, "Pop16": 4087.2, "Price": 29.7, "Sales": 125.5, "State": 10, "Year": 64 }, { "CPI": 31.5, "NDI": 2261.9864432, "Pimin": 29.8, "Pop": 5796.0, "Pop16": 4197.7, "Price": 29.7, "Sales": 131.1, "State": 10, "Year": 65 }, { "CPI": 32.4, "NDI": 2430.5555307, "Pimin": 30.6, "Pop": 5914.0, "Pop16": 4292.1, "Price": 30.0, "Sales": 131.3, "State": 10, "Year": 66 }, { "CPI": 33.4, "NDI": 2599.1246182, "Pimin": 31.5, "Pop": 6035.0, "Pop16": 4401.6, "Price": 30.2, "Sales": 132.8, "State": 10, "Year": 67 }, { "CPI": 34.8, "NDI": 2861.4602607, "Pimin": 33.3, "Pop": 6210.0, "Pop16": 4559.3, "Price": 32.0, "Sales": 129.3, "State": 10, "Year": 68 }, { "CPI": 36.7, "NDI": 3131.1708007, "Pimin": 34.2, "Pop": 6354.0, "Pop16": 4733.1, "Price": 41.3, "Sales": 121.2, "State": 10, "Year": 69 }, { "CPI": 38.8, "NDI": 3444.0771695, "Pimin": 34.3, "Pop": 6789.0, "Pop16": 5188.1, "Price": 43.5, "Sales": 123.6, "State": 10, "Year": 70 }, { "CPI": 40.5, "NDI": 3693.7701304, "Pimin": 35.8, "Pop": 7101.0, "Pop16": 5471.4, "Price": 43.8, "Sales": 123.0, "State": 10, "Year": 71 }, { "CPI": 41.8, "NDI": 3978.2304655, "Pimin": 40.9, "Pop": 7407.0, "Pop16": 5754.6, "Price": 46.8, "Sales": 126.0, "State": 10, "Year": 72 }, { "CPI": 44.4, "NDI": 4483.9377281, "Pimin": 42.1, "Pop": 7757.0, "Pop16": 6073.1, "Price": 47.4, "Sales": 132.6, "State": 10, "Year": 73 }, { "CPI": 49.3, "NDI": 4813.7010056, "Pimin": 42.4, "Pop": 8087.0, "Pop16": 6387.5, "Price": 48.1, "Sales": 136.0, "State": 10, "Year": 74 }, { "CPI": 53.8, "NDI": 5129.7680447, "Pimin": 44.5, "Pop": 8253.0, "Pop16": 6572.3, "Price": 51.7, "Sales": 131.9, "State": 10, "Year": 75 }, { "CPI": 56.9, "NDI": 5436.3530726, "Pimin": 47.9, "Pop": 8348.0, "Pop16": 6705.9, "Price": 55.9, "Sales": 130.3, "State": 10, "Year": 76 }, { "CPI": 60.6, "NDI": 5965.2385847, "Pimin": 49.5, "Pop": 8481.0, "Pop16": 6862.6, "Price": 55.9, "Sales": 133.1, "State": 10, "Year": 77 }, { "CPI": 65.2, "NDI": 6677.4429795, "Pimin": 54.7, "Pop": 8661.0, "Pop16": 7051.4, "Price": 66.3, "Sales": 133.4, "State": 10, "Year": 78 }, { "CPI": 72.6, "NDI": 7425.4683054, "Pimin": 56.6, "Pop": 8860.0, "Pop16": 7251.3, "Price": 66.5, "Sales": 135.4, "State": 10, "Year": 79 }, { "CPI": 82.4, "NDI": 8227.2250279, "Pimin": 59.3, "Pop": 9749.0, "Pop16": 8052.9, "Price": 69.8, "Sales": 139.0, "State": 10, "Year": 80 }, { "CPI": 90.9, "NDI": 9132.2303166, "Pimin": 62.6, "Pop": 10183.0, "Pop16": 8426.6, "Price": 72.8, "Sales": 132.8, "State": 10, "Year": 81 }, { "CPI": 96.5, "NDI": 9545.224581, "Pimin": 67.8, "Pop": 10416.0, "Pop16": 8626.4, "Price": 79.0, "Sales": 131.8, "State": 10, "Year": 82 }, { "CPI": 99.6, "NDI": 10352.249088, "Pimin": 78.9, "Pop": 10680.0, "Pop16": 8855.5, "Price": 90.5, "Sales": 127.6, "State": 10, "Year": 83 }, { "CPI": 103.9, "NDI": 11091.845959, "Pimin": 86.8, "Pop": 10976.0, "Pop16": 9113.6, "Price": 99.3, "Sales": 124.7, "State": 10, "Year": 84 }, { "CPI": 107.6, "NDI": 11764.015196, "Pimin": 90.7, "Pop": 11053.0, "Pop16": 9113.6, "Price": 104.2, "Sales": 124.2, "State": 10, "Year": 85 }, { "CPI": 109.6, "NDI": 12378.238808, "Pimin": 100.1, "Pop": 11373.0, "Pop16": 9384.8, "Price": 113.8, "Sales": 124.7, "State": 10, "Year": 86 }, { "CPI": 113.6, "NDI": 13193.691769, "Pimin": 103.9, "Pop": 12023.0, "Pop16": 9649.0, "Price": 120.8, "Sales": 125.1, "State": 10, "Year": 87 }, { "CPI": 118.3, "NDI": 14144.0, "Pimin": 109.2, "Pop": 12335.0, "Pop16": 9870.0, "Price": 130.5, "Sales": 119.5, "State": 10, "Year": 88 }, { "CPI": 124.0, "NDI": 15049.0, "Pimin": 122.3, "Pop": 12671.0, "Pop16": 10113.0, "Price": 139.8, "Sales": 113.8, "State": 10, "Year": 89 }, { "CPI": 130.7, "NDI": 15859.0, "Pimin": 132.3, "Pop": 12971.8, "Pop16": 10353.1, "Price": 150.1, "Sales": 110.1, "State": 10, "Year": 90 }, { "CPI": 136.2, "NDI": 16254.0, "Pimin": 138.2, "Pop": 13311.7, "Pop16": 10561.6, "Price": 174.8, "Sales": 98.2, "State": 10, "Year": 91 }, { "CPI": 140.3, "NDI": 17246.0, "Pimin": 159.5, "Pop": 13523.2, "Pop16": 10664.3, "Price": 187.0, "Sales": 95.9, "State": 10, "Year": 92 }, { "CPI": 30.6, "NDI": 1743.9394545, "Pimin": 26.1, "Pop": 4206.0, "Pop16": 2768.4, "Price": 26.9, "Sales": 108.3, "State": 11, "Year": 63 }, { "CPI": 31.0, "NDI": 1865.9221787, "Pimin": 26.5, "Pop": 4304.0, "Pop16": 2840.0, "Price": 27.5, "Sales": 107.6, "State": 11, "Year": 64 }, { "CPI": 31.5, "NDI": 2024.0862193, "Pimin": 26.2, "Pop": 4391.0, "Pop16": 2903.9, "Price": 30.9, "Sales": 103.5, "State": 11, "Year": 65 }, { "CPI": 32.4, "NDI": 2193.6215308, "Pimin": 26.2, "Pop": 4462.0, "Pop16": 2965.0, "Price": 30.6, "Sales": 104.8, "State": 11, "Year": 66 }, { "CPI": 33.4, "NDI": 2366.2580981, "Pimin": 27.3, "Pop": 4490.0, "Pop16": 2996.5, "Price": 31.5, "Sales": 106.7, "State": 11, "Year": 67 }, { "CPI": 34.8, "NDI": 2530.6246501, "Pimin": 29.5, "Pop": 4579.0, "Pop16": 3077.6, "Price": 33.3, "Sales": 105.0, "State": 11, "Year": 68 }, { "CPI": 36.7, "NDI": 2730.1387667, "Pimin": 29.0, "Pop": 4641.0, "Pop16": 3113.9, "Price": 34.2, "Sales": 108.6, "State": 11, "Year": 69 }, { "CPI": 38.8, "NDI": 2955.4966808, "Pimin": 32.5, "Pop": 4589.0, "Pop16": 3159.7, "Price": 34.3, "Sales": 109.9, "State": 11, "Year": 70 }, { "CPI": 40.5, "NDI": 3189.1246101, "Pimin": 34.3, "Pop": 4679.0, "Pop16": 3243.7, "Price": 35.8, "Sales": 115.7, "State": 11, "Year": 71 }, { "CPI": 41.8, "NDI": 3467.2038711, "Pimin": 34.1, "Pop": 4751.0, "Pop16": 3314.3, "Price": 40.9, "Sales": 117.0, "State": 11, "Year": 72 }, { "CPI": 44.4, "NDI": 3885.8733904, "Pimin": 33.5, "Pop": 4826.0, "Pop16": 3392.5, "Price": 42.4, "Sales": 119.8, "State": 11, "Year": 73 }, { "CPI": 49.3, "NDI": 4188.762697, "Pimin": 35.2, "Pop": 4888.0, "Pop16": 3463.1, "Price": 42.4, "Sales": 123.7, "State": 11, "Year": 74 }, { "CPI": 53.8, "NDI": 4493.7195073, "Pimin": 38.1, "Pop": 4926.0, "Pop16": 3519.4, "Price": 44.5, "Sales": 122.9, "State": 11, "Year": 75 }, { "CPI": 56.9, "NDI": 4872.0727026, "Pimin": 41.0, "Pop": 4968.0, "Pop16": 3581.5, "Price": 47.9, "Sales": 125.9, "State": 11, "Year": 76 }, { "CPI": 60.6, "NDI": 5279.370951, "Pimin": 42.2, "Pop": 5027.0, "Pop16": 3652.1, "Price": 49.5, "Sales": 127.9, "State": 11, "Year": 77 }, { "CPI": 65.2, "NDI": 5893.4195793, "Pimin": 49.2, "Pop": 5075.0, "Pop16": 3711.3, "Price": 54.7, "Sales": 130.6, "State": 11, "Year": 78 }, { "CPI": 72.6, "NDI": 6422.7005519, "Pimin": 50.2, "Pop": 5117.0, "Pop16": 3764.7, "Price": 56.6, "Sales": 131.0, "State": 11, "Year": 79 }, { "CPI": 82.4, "NDI": 7014.0066384, "Pimin": 52.3, "Pop": 5464.0, "Pop16": 4036.7, "Price": 59.3, "Sales": 134.0, "State": 11, "Year": 80 }, { "CPI": 90.9, "NDI": 7744.8692314, "Pimin": 54.7, "Pop": 5574.0, "Pop16": 4133.1, "Price": 62.6, "Sales": 131.7, "State": 11, "Year": 81 }, { "CPI": 96.5, "NDI": 8357.8841078, "Pimin": 61.9, "Pop": 5639.0, "Pop16": 4197.0, "Price": 67.8, "Sales": 131.2, "State": 11, "Year": 82 }, { "CPI": 99.6, "NDI": 9010.1815564, "Pimin": 72.4, "Pop": 5732.0, "Pop16": 4283.8, "Price": 78.9, "Sales": 128.6, "State": 11, "Year": 83 }, { "CPI": 103.9, "NDI": 9955.0307926, "Pimin": 81.3, "Pop": 5837.0, "Pop16": 4382.1, "Price": 86.8, "Sales": 126.3, "State": 11, "Year": 84 }, { "CPI": 107.6, "NDI": 10577.349436, "Pimin": 83.0, "Pop": 5973.0, "Pop16": 4486.1, "Price": 90.7, "Sales": 128.8, "State": 11, "Year": 85 }, { "CPI": 109.6, "NDI": 11423.992242, "Pimin": 88.7, "Pop": 6100.0, "Pop16": 4595.9, "Price": 100.1, "Sales": 129.0, "State": 11, "Year": 86 }, { "CPI": 113.6, "NDI": 12115.572263, "Pimin": 95.3, "Pop": 6222.0, "Pop16": 4698.0, "Price": 103.9, "Sales": 129.3, "State": 11, "Year": 87 }, { "CPI": 118.3, "NDI": 12925.0, "Pimin": 99.9, "Pop": 6342.0, "Pop16": 4778.0, "Price": 109.2, "Sales": 124.1, "State": 11, "Year": 88 }, { "CPI": 124.0, "NDI": 13464.0, "Pimin": 111.9, "Pop": 6436.0, "Pop16": 4842.0, "Price": 122.4, "Sales": 117.1, "State": 11, "Year": 89 }, { "CPI": 130.7, "NDI": 14354.0, "Pimin": 125.2, "Pop": 6503.3, "Pop16": 4892.6, "Price": 132.3, "Sales": 113.8, "State": 11, "Year": 90 }, { "CPI": 136.2, "NDI": 14694.0, "Pimin": 129.0, "Pop": 6648.8, "Pop16": 4987.7, "Price": 138.2, "Sales": 109.6, "State": 11, "Year": 91 }, { "CPI": 140.3, "NDI": 15943.0, "Pimin": 151.9, "Pop": 6777.3, "Pop16": 5088.7, "Price": 159.5, "Sales": 109.2, "State": 11, "Year": 92 }, { "CPI": 30.6, "NDI": 1938.8138772, "Pimin": 24.9, "Pop": 689.0, "Pop16": 451.6, "Price": 28.0, "Sales": 97.0, "State": 13, "Year": 63 }, { "CPI": 31.0, "NDI": 2021.6064698, "Pimin": 26.2, "Pop": 687.0, "Pop16": 453.5, "Price": 29.4, "Sales": 90.1, "State": 13, "Year": 64 }, { "CPI": 31.5, "NDI": 2302.4724801, "Pimin": 26.1, "Pop": 693.0, "Pop16": 461.2, "Price": 29.1, "Sales": 95.2, "State": 13, "Year": 65 }, { "CPI": 32.4, "NDI": 2314.0005626, "Pimin": 26.5, "Pop": 700.0, "Pop16": 468.9, "Price": 29.8, "Sales": 94.5, "State": 13, "Year": 66 }, { "CPI": 33.4, "NDI": 2445.0015002, "Pimin": 27.4, "Pop": 701.0, "Pop16": 474.7, "Price": 30.1, "Sales": 98.3, "State": 13, "Year": 67 }, { "CPI": 34.8, "NDI": 2559.2343179, "Pimin": 32.3, "Pop": 709.0, "Pop16": 485.3, "Price": 32.0, "Sales": 99.1, "State": 13, "Year": 68 }, { "CPI": 36.7, "NDI": 2813.9001406, "Pimin": 32.6, "Pop": 718.0, "Pop16": 487.2, "Price": 31.9, "Sales": 100.6, "State": 13, "Year": 69 }, { "CPI": 38.8, "NDI": 3058.0858884, "Pimin": 34.0, "Pop": 713.0, "Pop16": 493.0, "Price": 33.8, "Sales": 102.4, "State": 13, "Year": 70 }, { "CPI": 40.5, "NDI": 3245.6792311, "Pimin": 34.4, "Pop": 735.0, "Pop16": 513.2, "Price": 33.6, "Sales": 108.5, "State": 13, "Year": 71 }, { "CPI": 41.8, "NDI": 3615.625879, "Pimin": 34.4, "Pop": 756.0, "Pop16": 533.4, "Price": 33.7, "Sales": 126.1, "State": 13, "Year": 72 }, { "CPI": 44.4, "NDI": 4165.8298172, "Pimin": 34.4, "Pop": 772.0, "Pop16": 547.9, "Price": 36.3, "Sales": 121.8, "State": 13, "Year": 73 }, { "CPI": 49.3, "NDI": 4643.7212377, "Pimin": 35.8, "Pop": 794.0, "Pop16": 568.1, "Price": 38.0, "Sales": 125.6, "State": 13, "Year": 74 }, { "CPI": 53.8, "NDI": 4804.0663854, "Pimin": 38.6, "Pop": 815.0, "Pop16": 586.4, "Price": 40.3, "Sales": 123.3, "State": 13, "Year": 75 }, { "CPI": 56.9, "NDI": 5161.4369433, "Pimin": 42.6, "Pop": 836.0, "Pop16": 604.7, "Price": 42.5, "Sales": 125.1, "State": 13, "Year": 76 }, { "CPI": 60.6, "NDI": 5555.4877637, "Pimin": 43.4, "Pop": 859.0, "Pop16": 623.0, "Price": 45.6, "Sales": 125.0, "State": 13, "Year": 77 }, { "CPI": 65.2, "NDI": 6217.8285045, "Pimin": 49.5, "Pop": 882.0, "Pop16": 640.3, "Price": 51.5, "Sales": 122.8, "State": 13, "Year": 78 }, { "CPI": 72.6, "NDI": 6672.66376, "Pimin": 51.7, "Pop": 905.0, "Pop16": 655.7, "Price": 55.4, "Sales": 117.5, "State": 13, "Year": 79 }, { "CPI": 82.4, "NDI": 7348.6285982, "Pimin": 55.3, "Pop": 944.0, "Pop16": 677.9, "Price": 56.4, "Sales": 115.2, "State": 13, "Year": 80 }, { "CPI": 90.9, "NDI": 8047.6496015, "Pimin": 55.9, "Pop": 959.0, "Pop16": 687.5, "Price": 59.2, "Sales": 114.1, "State": 13, "Year": 81 }, { "CPI": 96.5, "NDI": 8138.8262541, "Pimin": 64.3, "Pop": 965.0, "Pop16": 691.3, "Price": 67.6, "Sales": 111.5, "State": 13, "Year": 82 }, { "CPI": 99.6, "NDI": 8744.5745898, "Pimin": 71.0, "Pop": 989.0, "Pop16": 707.7, "Price": 76.5, "Sales": 111.3, "State": 13, "Year": 83 }, { "CPI": 103.9, "NDI": 9148.0574777, "Pimin": 81.7, "Pop": 1001.0, "Pop16": 717.3, "Price": 88.5, "Sales": 103.6, "State": 13, "Year": 84 }, { "CPI": 107.6, "NDI": 9493.8999531, "Pimin": 87.4, "Pop": 1004.0, "Pop16": 723.1, "Price": 97.6, "Sales": 100.7, "State": 13, "Year": 85 }, { "CPI": 109.6, "NDI": 9883.7587436, "Pimin": 97.8, "Pop": 1002.0, "Pop16": 726.0, "Price": 99.9, "Sales": 96.7, "State": 13, "Year": 86 }, { "CPI": 113.6, "NDI": 10386.802344, "Pimin": 102.7, "Pop": 998.0, "Pop16": 726.0, "Price": 107.1, "Sales": 95.0, "State": 13, "Year": 87 }, { "CPI": 118.3, "NDI": 11177.0, "Pimin": 112.9, "Pop": 1003.0, "Pop16": 732.0, "Price": 121.9, "Sales": 84.5, "State": 13, "Year": 88 }, { "CPI": 124.0, "NDI": 12041.0, "Pimin": 118.6, "Pop": 1014.0, "Pop16": 742.0, "Price": 133.6, "Sales": 78.4, "State": 13, "Year": 89 }, { "CPI": 130.7, "NDI": 13318.0, "Pimin": 129.5, "Pop": 1027.3, "Pop16": 751.7, "Price": 141.3, "Sales": 90.1, "State": 13, "Year": 90 }, { "CPI": 136.2, "NDI": 14079.0, "Pimin": 127.0, "Pop": 1059.9, "Pop16": 777.4, "Price": 144.4, "Sales": 85.4, "State": 13, "Year": 91 }, { "CPI": 140.3, "NDI": 14572.0, "Pimin": 155.1, "Pop": 1088.5, "Pop16": 802.2, "Price": 167.2, "Sales": 85.1, "State": 13, "Year": 92 }, { "CPI": 30.6, "NDI": 2655.6910868, "Pimin": 24.1, "Pop": 10369.0, "Pop16": 7115.8, "Price": 25.4, "Sales": 145.5, "State": 14, "Year": 63 }, { "CPI": 31.0, "NDI": 2831.550804, "Pimin": 25.0, "Pop": 10538.0, "Pop16": 7225.6, "Price": 25.6, "Sales": 144.5, "State": 14, "Year": 64 }, { "CPI": 31.5, "NDI": 3037.7672581, "Pimin": 24.5, "Pop": 10641.0, "Pop16": 7307.5, "Price": 26.2, "Sales": 145.5, "State": 14, "Year": 65 }, { "CPI": 32.4, "NDI": 3229.3287358, "Pimin": 24.7, "Pop": 10787.0, "Pop16": 7425.9, "Price": 30.0, "Sales": 144.2, "State": 14, "Year": 66 }, { "CPI": 33.4, "NDI": 3391.5802606, "Pimin": 25.0, "Pop": 10887.0, "Pop16": 7521.3, "Price": 30.1, "Sales": 141.8, "State": 14, "Year": 67 }, { "CPI": 34.8, "NDI": 3582.0949543, "Pimin": 26.3, "Pop": 10958.0, "Pop16": 7608.9, "Price": 35.6, "Sales": 132.6, "State": 14, "Year": 68 }, { "CPI": 36.7, "NDI": 3795.6388966, "Pimin": 27.0, "Pop": 11047.0, "Pop16": 7738.0, "Price": 35.2, "Sales": 130.4, "State": 14, "Year": 69 }, { "CPI": 38.8, "NDI": 4013.369975, "Pimin": 28.3, "Pop": 11113.0, "Pop16": 7860.3, "Price": 41.4, "Sales": 124.8, "State": 14, "Year": 70 }, { "CPI": 40.5, "NDI": 4319.0309121, "Pimin": 30.1, "Pop": 11172.0, "Pop16": 7963.3, "Price": 41.4, "Sales": 125.6, "State": 14, "Year": 71 }, { "CPI": 41.8, "NDI": 4560.8380233, "Pimin": 30.6, "Pop": 11200.0, "Pop16": 8054.8, "Price": 41.9, "Sales": 126.6, "State": 14, "Year": 72 }, { "CPI": 44.4, "NDI": 5158.551705, "Pimin": 30.6, "Pop": 11179.0, "Pop16": 8110.6, "Price": 41.0, "Sales": 124.4, "State": 14, "Year": 73 }, { "CPI": 49.3, "NDI": 5603.4349182, "Pimin": 31.5, "Pop": 11169.0, "Pop16": 8177.1, "Price": 41.9, "Sales": 131.9, "State": 14, "Year": 74 }, { "CPI": 53.8, "NDI": 6120.5462296, "Pimin": 33.3, "Pop": 11178.0, "Pop16": 8255.1, "Price": 45.2, "Sales": 131.8, "State": 14, "Year": 75 }, { "CPI": 56.9, "NDI": 6523.5580815, "Pimin": 36.0, "Pop": 11209.0, "Pop16": 8342.7, "Price": 48.4, "Sales": 134.4, "State": 14, "Year": 76 }, { "CPI": 60.6, "NDI": 7108.7103549, "Pimin": 36.9, "Pop": 11232.0, "Pop16": 8417.9, "Price": 49.4, "Sales": 134.0, "State": 14, "Year": 77 }, { "CPI": 65.2, "NDI": 7812.1492237, "Pimin": 41.4, "Pop": 11238.0, "Pop16": 8472.7, "Price": 54.6, "Sales": 136.7, "State": 14, "Year": 78 }, { "CPI": 72.6, "NDI": 8642.2489604, "Pimin": 43.4, "Pop": 11229.0, "Pop16": 8505.5, "Price": 56.8, "Sales": 135.3, "State": 14, "Year": 79 }, { "CPI": 82.4, "NDI": 9179.2491683, "Pimin": 46.3, "Pop": 11427.0, "Pop16": 8673.1, "Price": 60.0, "Sales": 135.2, "State": 14, "Year": 80 }, { "CPI": 90.9, "NDI": 10134.962989, "Pimin": 49.4, "Pop": 11462.0, "Pop16": 8714.5, "Price": 63.1, "Sales": 133.0, "State": 14, "Year": 81 }, { "CPI": 96.5, "NDI": 10588.220474, "Pimin": 56.3, "Pop": 11448.0, "Pop16": 8716.4, "Price": 69.6, "Sales": 130.7, "State": 14, "Year": 82 }, { "CPI": 99.6, "NDI": 11044.618312, "Pimin": 66.4, "Pop": 11486.0, "Pop16": 8759.7, "Price": 80.8, "Sales": 127.9, "State": 14, "Year": 83 }, { "CPI": 103.9, "NDI": 12027.548517, "Pimin": 75.4, "Pop": 11511.0, "Pop16": 8799.2, "Price": 89.6, "Sales": 124.0, "State": 14, "Year": 84 }, { "CPI": 107.6, "NDI": 12644.104311, "Pimin": 79.3, "Pop": 11538.0, "Pop16": 8832.9, "Price": 96.7, "Sales": 121.6, "State": 14, "Year": 85 }, { "CPI": 109.6, "NDI": 13314.046091, "Pimin": 85.4, "Pop": 11551.0, "Pop16": 8864.7, "Price": 108.4, "Sales": 118.2, "State": 14, "Year": 86 }, { "CPI": 113.6, "NDI": 13970.379678, "Pimin": 90.5, "Pop": 11582.0, "Pop16": 8909.0, "Price": 116.2, "Sales": 109.5, "State": 14, "Year": 87 }, { "CPI": 118.3, "NDI": 15103.0, "Pimin": 94.4, "Pop": 11614.0, "Pop16": 8961.0, "Price": 124.1, "Sales": 107.6, "State": 14, "Year": 88 }, { "CPI": 124.0, "NDI": 16060.0, "Pimin": 103.8, "Pop": 11658.0, "Pop16": 9003.0, "Price": 132.7, "Sales": 104.6, "State": 14, "Year": 89 }, { "CPI": 130.7, "NDI": 17510.0, "Pimin": 115.6, "Pop": 11679.5, "Pop16": 9019.6, "Price": 147.3, "Sales": 94.1, "State": 14, "Year": 90 }, { "CPI": 136.2, "NDI": 17908.0, "Pimin": 120.5, "Pop": 11793.9, "Pop16": 9080.1, "Price": 154.4, "Sales": 96.1, "State": 14, "Year": 91 }, { "CPI": 140.3, "NDI": 18914.0, "Pimin": 135.8, "Pop": 11883.8, "Pop16": 9138.5, "Price": 179.8, "Sales": 94.8, "State": 14, "Year": 92 }, { "CPI": 30.6, "NDI": 2204.3263141, "Pimin": 24.1, "Pop": 4780.0, "Pop16": 3206.7, "Price": 24.4, "Sales": 138.5, "State": 15, "Year": 63 }, { "CPI": 31.0, "NDI": 2344.6110023, "Pimin": 25.0, "Pop": 4832.0, "Pop16": 3244.2, "Price": 26.0, "Sales": 134.3, "State": 15, "Year": 64 }, { "CPI": 31.5, "NDI": 2562.25857, "Pimin": 24.5, "Pop": 4893.0, "Pop16": 3296.9, "Price": 26.0, "Sales": 135.3, "State": 15, "Year": 65 }, { "CPI": 32.4, "NDI": 2702.5432582, "Pimin": 24.7, "Pop": 4973.0, "Pop16": 3365.1, "Price": 28.8, "Sales": 132.1, "State": 15, "Year": 66 }, { "CPI": 33.4, "NDI": 2784.032158, "Pimin": 25.0, "Pop": 5012.0, "Pop16": 3411.1, "Price": 29.1, "Sales": 134.8, "State": 15, "Year": 67 }, { "CPI": 34.8, "NDI": 2970.7345739, "Pimin": 26.3, "Pop": 5065.0, "Pop16": 3472.5, "Price": 29.8, "Sales": 134.3, "State": 15, "Year": 68 }, { "CPI": 36.7, "NDI": 3194.5711721, "Pimin": 27.0, "Pop": 5118.0, "Pop16": 3514.8, "Price": 29.7, "Sales": 132.9, "State": 15, "Year": 69 }, { "CPI": 38.8, "NDI": 3304.9422135, "Pimin": 28.3, "Pop": 5193.0, "Pop16": 3616.5, "Price": 30.6, "Sales": 134.6, "State": 15, "Year": 70 }, { "CPI": 40.5, "NDI": 3570.039014, "Pimin": 30.1, "Pop": 5239.0, "Pop16": 3681.7, "Price": 32.2, "Sales": 139.3, "State": 15, "Year": 71 }, { "CPI": 41.8, "NDI": 3812.4427032, "Pimin": 30.6, "Pop": 5278.0, "Pop16": 3743.1, "Price": 32.5, "Sales": 149.2, "State": 15, "Year": 72 }, { "CPI": 44.4, "NDI": 4427.2197192, "Pimin": 30.6, "Pop": 5304.0, "Pop16": 3794.9, "Price": 32.9, "Sales": 156.0, "State": 15, "Year": 73 }, { "CPI": 49.3, "NDI": 4611.859125, "Pimin": 31.5, "Pop": 5318.0, "Pop16": 3840.0, "Price": 34.5, "Sales": 159.6, "State": 15, "Year": 74 }, { "CPI": 53.8, "NDI": 5024.4611492, "Pimin": 33.3, "Pop": 5312.0, "Pop16": 3869.8, "Price": 36.7, "Sales": 162.4, "State": 15, "Year": 75 }, { "CPI": 56.9, "NDI": 5521.6465883, "Pimin": 36.0, "Pop": 5326.0, "Pop16": 3912.0, "Price": 38.7, "Sales": 166.6, "State": 15, "Year": 76 }, { "CPI": 60.6, "NDI": 6012.6429971, "Pimin": 36.9, "Pop": 5352.0, "Pop16": 3960.0, "Price": 40.6, "Sales": 173.0, "State": 15, "Year": 77 }, { "CPI": 65.2, "NDI": 6663.5226902, "Pimin": 41.4, "Pop": 5387.0, "Pop16": 4013.7, "Price": 50.0, "Sales": 150.9, "State": 15, "Year": 78 }, { "CPI": 72.6, "NDI": 7358.7571009, "Pimin": 43.4, "Pop": 5400.0, "Pop16": 4045.4, "Price": 52.5, "Sales": 148.9, "State": 15, "Year": 79 }, { "CPI": 82.4, "NDI": 7760.0125694, "Pimin": 46.3, "Pop": 5490.0, "Pop16": 4103.9, "Price": 53.7, "Sales": 146.9, "State": 15, "Year": 80 }, { "CPI": 90.9, "NDI": 8407.7977473, "Pimin": 49.4, "Pop": 5468.0, "Pop16": 4102.0, "Price": 58.3, "Sales": 148.5, "State": 15, "Year": 81 }, { "CPI": 96.5, "NDI": 8612.0357493, "Pimin": 56.3, "Pop": 5471.0, "Pop16": 4115.4, "Price": 65.1, "Sales": 147.7, "State": 15, "Year": 82 }, { "CPI": 99.6, "NDI": 9060.7404505, "Pimin": 66.4, "Pop": 5479.0, "Pop16": 4134.6, "Price": 75.7, "Sales": 143.0, "State": 15, "Year": 83 }, { "CPI": 103.9, "NDI": 10077.80444, "Pimin": 75.4, "Pop": 5498.0, "Pop16": 4164.4, "Price": 85.2, "Sales": 137.8, "State": 15, "Year": 84 }, { "CPI": 107.6, "NDI": 10502.784525, "Pimin": 79.3, "Pop": 5500.0, "Pop16": 4186.4, "Price": 88.8, "Sales": 135.3, "State": 15, "Year": 85 }, { "CPI": 109.6, "NDI": 11140.254652, "Pimin": 85.4, "Pop": 5503.0, "Pop16": 4211.4, "Price": 93.6, "Sales": 137.6, "State": 15, "Year": 86 }, { "CPI": 113.6, "NDI": 11803.512406, "Pimin": 90.5, "Pop": 5531.0, "Pop16": 4244.0, "Price": 100.1, "Sales": 134.0, "State": 15, "Year": 87 }, { "CPI": 118.3, "NDI": 12638.0, "Pimin": 94.4, "Pop": 5556.0, "Pop16": 4275.0, "Price": 109.3, "Sales": 134.0, "State": 15, "Year": 88 }, { "CPI": 124.0, "NDI": 13451.0, "Pimin": 103.8, "Pop": 5593.0, "Pop16": 4301.0, "Price": 119.0, "Sales": 132.5, "State": 15, "Year": 89 }, { "CPI": 130.7, "NDI": 14441.0, "Pimin": 115.6, "Pop": 5613.2, "Pop16": 4316.6, "Price": 130.8, "Sales": 128.3, "State": 15, "Year": 90 }, { "CPI": 136.2, "NDI": 14773.0, "Pimin": 120.5, "Pop": 5680.1, "Pop16": 4373.5, "Price": 135.8, "Sales": 127.2, "State": 15, "Year": 91 }, { "CPI": 140.3, "NDI": 15882.0, "Pimin": 135.8, "Pop": 5732.7, "Pop16": 4430.4, "Price": 153.5, "Sales": 128.2, "State": 15, "Year": 92 }, { "CPI": 30.6, "NDI": 2153.014454, "Pimin": 25.4, "Pop": 2758.0, "Pop16": 1880.7, "Price": 26.4, "Sales": 114.9, "State": 16, "Year": 63 }, { "CPI": 31.0, "NDI": 2280.5627037, "Pimin": 25.6, "Pop": 2763.0, "Pop16": 1889.4, "Price": 27.9, "Sales": 109.7, "State": 16, "Year": 64 }, { "CPI": 31.5, "NDI": 2537.6999749, "Pimin": 26.1, "Pop": 2758.0, "Pop16": 1897.1, "Price": 28.1, "Sales": 116.0, "State": 16, "Year": 65 }, { "CPI": 32.4, "NDI": 2722.3898404, "Pimin": 26.2, "Pop": 2764.0, "Pop16": 1912.5, "Price": 31.6, "Sales": 108.2, "State": 16, "Year": 66 }, { "CPI": 33.4, "NDI": 2744.8383324, "Pimin": 27.5, "Pop": 2772.0, "Pop16": 1930.8, "Price": 32.0, "Sales": 113.7, "State": 16, "Year": 67 }, { "CPI": 34.8, "NDI": 2918.3039519, "Pimin": 29.2, "Pop": 2775.0, "Pop16": 1950.1, "Price": 36.3, "Sales": 109.2, "State": 16, "Year": 68 }, { "CPI": 36.7, "NDI": 3165.2373632, "Pimin": 29.9, "Pop": 2781.0, "Pop16": 1963.6, "Price": 36.0, "Sales": 107.9, "State": 16, "Year": 69 }, { "CPI": 38.8, "NDI": 3369.3145626, "Pimin": 33.9, "Pop": 2825.0, "Pop16": 2000.2, "Price": 37.7, "Sales": 108.5, "State": 16, "Year": 70 }, { "CPI": 40.5, "NDI": 3507.0666722, "Pimin": 34.7, "Pop": 2849.0, "Pop16": 2036.8, "Price": 38.5, "Sales": 108.4, "State": 16, "Year": 71 }, { "CPI": 41.8, "NDI": 3892.7725792, "Pimin": 37.7, "Pop": 2856.0, "Pop16": 2062.8, "Price": 41.9, "Sales": 109.4, "State": 16, "Year": 72 }, { "CPI": 44.4, "NDI": 4829.4869246, "Pimin": 37.7, "Pop": 2858.0, "Pop16": 2084.0, "Price": 41.9, "Sales": 110.6, "State": 16, "Year": 73 }, { "CPI": 49.3, "NDI": 4793.7734147, "Pimin": 38.0, "Pop": 2861.0, "Pop16": 2108.1, "Price": 43.2, "Sales": 116.1, "State": 16, "Year": 74 }, { "CPI": 53.8, "NDI": 5289.6810093, "Pimin": 42.8, "Pop": 2873.0, "Pop16": 2137.0, "Price": 45.4, "Sales": 120.5, "State": 16, "Year": 75 }, { "CPI": 56.9, "NDI": 5794.7720779, "Pimin": 44.7, "Pop": 2894.0, "Pop16": 2172.7, "Price": 47.8, "Sales": 124.4, "State": 16, "Year": 76 }, { "CPI": 60.6, "NDI": 6047.8278052, "Pimin": 45.9, "Pop": 2903.0, "Pop16": 2195.8, "Price": 49.4, "Sales": 125.5, "State": 16, "Year": 77 }, { "CPI": 65.2, "NDI": 7016.1741165, "Pimin": 49.9, "Pop": 2906.0, "Pop16": 2213.1, "Price": 54.6, "Sales": 127.1, "State": 16, "Year": 78 }, { "CPI": 72.6, "NDI": 7617.1814688, "Pimin": 52.2, "Pop": 2902.0, "Pop16": 2219.9, "Price": 56.4, "Sales": 124.2, "State": 16, "Year": 79 }, { "CPI": 82.4, "NDI": 7957.9903918, "Pimin": 57.3, "Pop": 2913.0, "Pop16": 2213.1, "Price": 58.8, "Sales": 124.6, "State": 16, "Year": 80 }, { "CPI": 90.9, "NDI": 8951.8463531, "Pimin": 59.9, "Pop": 2899.0, "Pop16": 2206.4, "Price": 61.4, "Sales": 132.9, "State": 16, "Year": 81 }, { "CPI": 96.5, "NDI": 9118.1692706, "Pimin": 64.7, "Pop": 2905.0, "Pop16": 2212.2, "Price": 72.8, "Sales": 116.2, "State": 16, "Year": 82 }, { "CPI": 99.6, "NDI": 9124.2915866, "Pimin": 74.8, "Pop": 2905.0, "Pop16": 2216.0, "Price": 84.0, "Sales": 115.6, "State": 16, "Year": 83 }, { "CPI": 103.9, "NDI": 10180.391094, "Pimin": 84.8, "Pop": 2910.0, "Pop16": 2218.9, "Price": 93.3, "Sales": 111.2, "State": 16, "Year": 84 }, { "CPI": 107.6, "NDI": 10668.1356, "Pimin": 92.3, "Pop": 2880.0, "Pop16": 2209.3, "Price": 99.5, "Sales": 109.4, "State": 16, "Year": 85 }, { "CPI": 109.6, "NDI": 11155.880107, "Pimin": 101.9, "Pop": 2850.0, "Pop16": 2195.8, "Price": 104.8, "Sales": 104.1, "State": 16, "Year": 86 }, { "CPI": 113.6, "NDI": 11623.216894, "Pimin": 108.5, "Pop": 2834.0, "Pop16": 2190.0, "Price": 117.1, "Sales": 101.1, "State": 16, "Year": 87 }, { "CPI": 118.3, "NDI": 12213.0, "Pimin": 114.6, "Pop": 2834.0, "Pop16": 2203.0, "Price": 124.2, "Sales": 100.2, "State": 16, "Year": 88 }, { "CPI": 124.0, "NDI": 13138.0, "Pimin": 118.9, "Pop": 2840.0, "Pop16": 2209.0, "Price": 145.1, "Sales": 94.4, "State": 16, "Year": 89 }, { "CPI": 130.7, "NDI": 14647.0, "Pimin": 129.1, "Pop": 2846.1, "Pop16": 2213.8, "Price": 149.6, "Sales": 95.4, "State": 16, "Year": 90 }, { "CPI": 136.2, "NDI": 14873.0, "Pimin": 132.5, "Pop": 2864.6, "Pop16": 2228.3, "Price": 155.4, "Sales": 97.1, "State": 16, "Year": 91 }, { "CPI": 140.3, "NDI": 16089.0, "Pimin": 153.1, "Pop": 2882.0, "Pop16": 2238.7, "Price": 178.5, "Sales": 95.2, "State": 16, "Year": 92 }, { "CPI": 30.6, "NDI": 2148.6675472, "Pimin": 25.8, "Pop": 2261.0, "Pop16": 1550.4, "Price": 25.8, "Sales": 115.8, "State": 17, "Year": 63 }, { "CPI": 31.0, "NDI": 2316.5973895, "Pimin": 25.7, "Pop": 2237.0, "Pop16": 1537.8, "Price": 25.6, "Sales": 111.2, "State": 17, "Year": 64 }, { "CPI": 31.5, "NDI": 2488.6994018, "Pimin": 26.1, "Pop": 2248.0, "Pop16": 1552.3, "Price": 28.1, "Sales": 107.8, "State": 17, "Year": 65 }, { "CPI": 32.4, "NDI": 2639.9405641, "Pimin": 26.2, "Pop": 2275.0, "Pop16": 1582.3, "Price": 30.5, "Sales": 101.7, "State": 17, "Year": 66 }, { "CPI": 33.4, "NDI": 2768.2347914, "Pimin": 27.5, "Pop": 2281.0, "Pop16": 1597.8, "Price": 31.0, "Sales": 101.2, "State": 17, "Year": 67 }, { "CPI": 34.8, "NDI": 2945.5520162, "Pimin": 29.2, "Pop": 2291.0, "Pop16": 1622.0, "Price": 32.4, "Sales": 100.1, "State": 17, "Year": 68 }, { "CPI": 36.7, "NDI": 3163.5478984, "Pimin": 29.9, "Pop": 2321.0, "Pop16": 1656.9, "Price": 32.6, "Sales": 102.6, "State": 17, "Year": 69 }, { "CPI": 38.8, "NDI": 3411.7920131, "Pimin": 33.9, "Pop": 2249.0, "Pop16": 1624.9, "Price": 34.2, "Sales": 114.0, "State": 17, "Year": 70 }, { "CPI": 40.5, "NDI": 3717.4034652, "Pimin": 34.7, "Pop": 2247.0, "Pop16": 1641.4, "Price": 38.9, "Sales": 102.8, "State": 17, "Year": 71 }, { "CPI": 41.8, "NDI": 4125.2330821, "Pimin": 37.7, "Pop": 2259.0, "Pop16": 1665.6, "Price": 38.8, "Sales": 111.0, "State": 17, "Year": 72 }, { "CPI": 44.4, "NDI": 4790.6941963, "Pimin": 37.7, "Pop": 2269.0, "Pop16": 1687.9, "Price": 39.3, "Sales": 115.2, "State": 17, "Year": 73 }, { "CPI": 49.3, "NDI": 5095.2626059, "Pimin": 38.0, "Pop": 2275.0, "Pop16": 1706.3, "Price": 40.2, "Sales": 118.6, "State": 17, "Year": 74 }, { "CPI": 53.8, "NDI": 5498.9200528, "Pimin": 43.5, "Pop": 2287.0, "Pop16": 1730.5, "Price": 42.7, "Sales": 123.4, "State": 17, "Year": 75 }, { "CPI": 56.9, "NDI": 5587.5786652, "Pimin": 44.7, "Pop": 2309.0, "Pop16": 1760.5, "Price": 46.6, "Sales": 127.7, "State": 17, "Year": 76 }, { "CPI": 60.6, "NDI": 6407.4100691, "Pimin": 45.9, "Pop": 2331.0, "Pop16": 1787.6, "Price": 48.1, "Sales": 127.9, "State": 17, "Year": 77 }, { "CPI": 65.2, "NDI": 7177.1754331, "Pimin": 49.9, "Pop": 2347.0, "Pop16": 1810.8, "Price": 52.6, "Sales": 127.1, "State": 17, "Year": 78 }, { "CPI": 72.6, "NDI": 8258.8105042, "Pimin": 52.2, "Pop": 2369.0, "Pop16": 1832.2, "Price": 54.8, "Sales": 126.4, "State": 17, "Year": 79 }, { "CPI": 82.4, "NDI": 8365.2008391, "Pimin": 57.3, "Pop": 2363.0, "Pop16": 1814.7, "Price": 58.3, "Sales": 127.1, "State": 17, "Year": 80 }, { "CPI": 90.9, "NDI": 9461.4385052, "Pimin": 59.9, "Pop": 2383.0, "Pop16": 1828.3, "Price": 59.8, "Sales": 132.0, "State": 17, "Year": 81 }, { "CPI": 96.5, "NDI": 10019.466242, "Pimin": 64.7, "Pop": 2408.0, "Pop16": 1843.8, "Price": 65.1, "Sales": 130.9, "State": 17, "Year": 82 }, { "CPI": 99.6, "NDI": 10400.176754, "Pimin": 74.8, "Pop": 2425.0, "Pop16": 1856.4, "Price": 77.0, "Sales": 127.6, "State": 17, "Year": 83 }, { "CPI": 103.9, "NDI": 11277.375495, "Pimin": 84.8, "Pop": 2438.0, "Pop16": 1867.0, "Price": 91.0, "Sales": 121.7, "State": 17, "Year": 84 }, { "CPI": 107.6, "NDI": 11843.747572, "Pimin": 93.7, "Pop": 2449.0, "Pop16": 1873.8, "Price": 97.5, "Sales": 115.7, "State": 17, "Year": 85 }, { "CPI": 109.6, "NDI": 12517.553026, "Pimin": 101.9, "Pop": 2459.0, "Pop16": 1887.3, "Price": 103.0, "Sales": 109.4, "State": 17, "Year": 86 }, { "CPI": 113.6, "NDI": 12827.336648, "Pimin": 108.5, "Pop": 2476.0, "Pop16": 1898.0, "Price": 114.5, "Sales": 105.2, "State": 17, "Year": 87 }, { "CPI": 118.3, "NDI": 13425.0, "Pimin": 114.6, "Pop": 2495.0, "Pop16": 1912.0, "Price": 123.9, "Sales": 103.2, "State": 17, "Year": 88 }, { "CPI": 124.0, "NDI": 14103.0, "Pimin": 118.9, "Pop": 2513.0, "Pop16": 1920.0, "Price": 136.5, "Sales": 96.5, "State": 17, "Year": 89 }, { "CPI": 130.7, "NDI": 15398.0, "Pimin": 129.1, "Pop": 2518.1, "Pop16": 1923.9, "Price": 145.8, "Sales": 94.3, "State": 17, "Year": 90 }, { "CPI": 136.2, "NDI": 15849.0, "Pimin": 132.5, "Pop": 2535.4, "Pop16": 1932.1, "Price": 145.7, "Sales": 91.8, "State": 17, "Year": 91 }, { "CPI": 140.3, "NDI": 16982.0, "Pimin": 153.1, "Pop": 2563.8, "Pop16": 1913.0, "Price": 174.2, "Sales": 90.0, "State": 17, "Year": 92 }, { "CPI": 30.6, "NDI": 1724.5821178, "Pimin": 24.4, "Pop": 3121.0, "Pop16": 2106.7, "Price": 24.1, "Sales": 126.3, "State": 18, "Year": 63 }, { "CPI": 31.0, "NDI": 1792.8512029, "Pimin": 25.2, "Pop": 3163.0, "Pop16": 2142.2, "Price": 25.0, "Sales": 127.0, "State": 18, "Year": 64 }, { "CPI": 31.5, "NDI": 1935.6911347, "Pimin": 25.1, "Pop": 3173.0, "Pop16": 2157.6, "Price": 24.5, "Sales": 128.7, "State": 18, "Year": 65 }, { "CPI": 32.4, "NDI": 2089.0340027, "Pimin": 24.7, "Pop": 3181.0, "Pop16": 2176.8, "Price": 24.7, "Sales": 134.0, "State": 18, "Year": 66 }, { "CPI": 33.4, "NDI": 2237.1254025, "Pimin": 26.3, "Pop": 3201.0, "Pop16": 2207.5, "Price": 25.0, "Sales": 139.3, "State": 18, "Year": 67 }, { "CPI": 34.8, "NDI": 2405.1723811, "Pimin": 27.1, "Pop": 3224.0, "Pop16": 2242.1, "Price": 26.3, "Sales": 142.8, "State": 18, "Year": 68 }, { "CPI": 36.7, "NDI": 2587.9234704, "Pimin": 28.3, "Pop": 3232.0, "Pop16": 2256.5, "Price": 27.0, "Sales": 146.3, "State": 18, "Year": 69 }, { "CPI": 38.8, "NDI": 2812.6863042, "Pimin": 28.8, "Pop": 3219.0, "Pop16": 2270.0, "Price": 28.3, "Sales": 155.8, "State": 18, "Year": 70 }, { "CPI": 40.5, "NDI": 3006.9906232, "Pimin": 30.2, "Pop": 3280.0, "Pop16": 2330.5, "Price": 30.1, "Sales": 163.5, "State": 18, "Year": 71 }, { "CPI": 41.8, "NDI": 3239.1055124, "Pimin": 29.9, "Pop": 3303.0, "Pop16": 2360.3, "Price": 30.6, "Sales": 179.4, "State": 18, "Year": 72 }, { "CPI": 44.4, "NDI": 3653.9714908, "Pimin": 30.1, "Pop": 3325.0, "Pop16": 2396.8, "Price": 30.6, "Sales": 201.9, "State": 18, "Year": 73 }, { "CPI": 49.3, "NDI": 4052.0327714, "Pimin": 31.3, "Pop": 3356.0, "Pop16": 2440.0, "Price": 31.5, "Sales": 212.4, "State": 18, "Year": 74 }, { "CPI": 53.8, "NDI": 4380.7746732, "Pimin": 33.6, "Pop": 3392.0, "Pop16": 2484.2, "Price": 33.3, "Sales": 223.0, "State": 18, "Year": 75 }, { "CPI": 56.9, "NDI": 4802.992707, "Pimin": 37.9, "Pop": 3439.0, "Pop16": 2537.0, "Price": 36.0, "Sales": 230.9, "State": 18, "Year": 76 }, { "CPI": 60.6, "NDI": 5232.562796, "Pimin": 38.4, "Pop": 3468.0, "Pop16": 2574.5, "Price": 36.9, "Sales": 229.4, "State": 18, "Year": 77 }, { "CPI": 65.2, "NDI": 5753.5084296, "Pimin": 42.8, "Pop": 3490.0, "Pop16": 2603.3, "Price": 41.4, "Sales": 224.7, "State": 18, "Year": 78 }, { "CPI": 72.6, "NDI": 6409.9419398, "Pimin": 45.8, "Pop": 3527.0, "Pop16": 2641.7, "Price": 43.4, "Sales": 214.9, "State": 18, "Year": 79 }, { "CPI": 82.4, "NDI": 6775.4441182, "Pimin": 48.5, "Pop": 3661.0, "Pop16": 2737.8, "Price": 46.3, "Sales": 215.3, "State": 18, "Year": 80 }, { "CPI": 90.9, "NDI": 7506.4484751, "Pimin": 51.8, "Pop": 3662.0, "Pop16": 2745.5, "Price": 49.4, "Sales": 209.7, "State": 18, "Year": 81 }, { "CPI": 96.5, "NDI": 7988.5332449, "Pimin": 56.4, "Pop": 3667.0, "Pop16": 2757.0, "Price": 56.3, "Sales": 210.6, "State": 18, "Year": 82 }, { "CPI": 99.6, "NDI": 8272.1125213, "Pimin": 68.8, "Pop": 3714.0, "Pop16": 2800.2, "Price": 66.4, "Sales": 201.1, "State": 18, "Year": 83 }, { "CPI": 103.9, "NDI": 9062.9836143, "Pimin": 76.0, "Pop": 3723.0, "Pop16": 2812.7, "Price": 75.4, "Sales": 183.2, "State": 18, "Year": 84 }, { "CPI": 107.6, "NDI": 9282.4949801, "Pimin": 83.6, "Pop": 3728.0, "Pop16": 2829.1, "Price": 79.3, "Sales": 182.4, "State": 18, "Year": 85 }, { "CPI": 109.6, "NDI": 9722.5680053, "Pimin": 91.3, "Pop": 3726.0, "Pop16": 2841.6, "Price": 85.4, "Sales": 179.8, "State": 18, "Year": 86 }, { "CPI": 113.6, "NDI": 10328.587422, "Pimin": 94.6, "Pop": 3727.0, "Pop16": 2855.0, "Price": 90.5, "Sales": 171.2, "State": 18, "Year": 87 }, { "CPI": 118.3, "NDI": 11089.0, "Pimin": 102.1, "Pop": 3727.0, "Pop16": 2867.0, "Price": 94.4, "Sales": 173.2, "State": 18, "Year": 88 }, { "CPI": 124.0, "NDI": 11873.0, "Pimin": 109.4, "Pop": 3727.0, "Pop16": 2874.0, "Price": 103.8, "Sales": 171.6, "State": 18, "Year": 89 }, { "CPI": 130.7, "NDI": 12879.0, "Pimin": 128.6, "Pop": 3735.1, "Pop16": 2880.3, "Price": 115.6, "Sales": 182.5, "State": 18, "Year": 90 }, { "CPI": 136.2, "NDI": 13338.0, "Pimin": 132.5, "Pop": 3763.5, "Pop16": 2903.6, "Price": 120.5, "Sales": 170.8, "State": 18, "Year": 91 }, { "CPI": 140.3, "NDI": 14664.0, "Pimin": 153.1, "Pop": 3806.1, "Pop16": 2942.1, "Price": 135.8, "Sales": 167.6, "State": 18, "Year": 92 }, { "CPI": 30.6, "NDI": 1675.9379252, "Pimin": 27.0, "Pop": 3410.0, "Pop16": 2194.0, "Price": 30.1, "Sales": 114.0, "State": 19, "Year": 63 }, { "CPI": 31.0, "NDI": 1782.5702302, "Pimin": 27.3, "Pop": 3493.0, "Pop16": 2253.6, "Price": 30.1, "Sales": 114.0, "State": 19, "Year": 64 }, { "CPI": 31.5, "NDI": 1910.3278032, "Pimin": 27.2, "Pop": 3560.0, "Pop16": 2305.5, "Price": 30.3, "Sales": 117.5, "State": 19, "Year": 65 }, { "CPI": 32.4, "NDI": 2054.1808183, "Pimin": 30.3, "Pop": 3624.0, "Pop16": 2363.2, "Price": 30.0, "Sales": 119.7, "State": 19, "Year": 66 }, { "CPI": 33.4, "NDI": 2236.2605089, "Pimin": 30.4, "Pop": 3663.0, "Pop16": 2404.5, "Price": 31.5, "Sales": 120.0, "State": 19, "Year": 67 }, { "CPI": 34.8, "NDI": 2413.3103738, "Pimin": 30.9, "Pop": 3710.0, "Pop16": 2455.5, "Price": 32.5, "Sales": 117.3, "State": 19, "Year": 68 }, { "CPI": 36.7, "NDI": 2511.8949576, "Pimin": 30.9, "Pop": 3745.0, "Pop16": 2467.0, "Price": 33.3, "Sales": 115.9, "State": 19, "Year": 69 }, { "CPI": 38.8, "NDI": 2709.0641253, "Pimin": 36.2, "Pop": 3643.0, "Pop16": 2467.0, "Price": 34.3, "Sales": 115.9, "State": 19, "Year": 70 }, { "CPI": 40.5, "NDI": 2877.0603038, "Pimin": 37.5, "Pop": 3696.0, "Pop16": 2530.5, "Price": 39.3, "Sales": 119.8, "State": 19, "Year": 71 }, { "CPI": 41.8, "NDI": 3075.2354367, "Pimin": 37.4, "Pop": 3737.0, "Pop16": 2580.5, "Price": 40.0, "Sales": 125.3, "State": 19, "Year": 72 }, { "CPI": 44.4, "NDI": 3410.2218287, "Pimin": 37.3, "Pop": 3753.0, "Pop16": 2616.0, "Price": 39.9, "Sales": 126.7, "State": 19, "Year": 73 }, { "CPI": 49.3, "NDI": 3855.8643862, "Pimin": 41.4, "Pop": 3774.0, "Pop16": 2658.3, "Price": 41.6, "Sales": 129.9, "State": 19, "Year": 74 }, { "CPI": 53.8, "NDI": 4252.2146519, "Pimin": 43.0, "Pop": 3829.0, "Pop16": 2722.8, "Price": 44.3, "Sales": 133.6, "State": 19, "Year": 75 }, { "CPI": 56.9, "NDI": 4694.839314, "Pimin": 46.4, "Pop": 3883.0, "Pop16": 2781.4, "Price": 48.1, "Sales": 139.6, "State": 19, "Year": 76 }, { "CPI": 60.6, "NDI": 5161.6071395, "Pimin": 48.8, "Pop": 3935.0, "Pop16": 2839.1, "Price": 48.9, "Sales": 140.0, "State": 19, "Year": 77 }, { "CPI": 65.2, "NDI": 5786.3114922, "Pimin": 53.6, "Pop": 3978.0, "Pop16": 2889.1, "Price": 54.2, "Sales": 142.7, "State": 19, "Year": 78 }, { "CPI": 72.6, "NDI": 6416.0456706, "Pimin": 56.5, "Pop": 4018.0, "Pop16": 2933.3, "Price": 57.1, "Sales": 140.1, "State": 19, "Year": 79 }, { "CPI": 82.4, "NDI": 7284.1935875, "Pimin": 59.7, "Pop": 4204.0, "Pop16": 3079.4, "Price": 60.0, "Sales": 143.8, "State": 19, "Year": 80 }, { "CPI": 90.9, "NDI": 8164.413086, "Pimin": 63.0, "Pop": 4308.0, "Pop16": 3160.2, "Price": 62.6, "Sales": 144.0, "State": 19, "Year": 81 }, { "CPI": 96.5, "NDI": 8669.4075869, "Pimin": 69.2, "Pop": 4362.0, "Pop16": 3200.6, "Price": 70.3, "Sales": 143.9, "State": 19, "Year": 82 }, { "CPI": 99.6, "NDI": 8984.2746761, "Pimin": 78.6, "Pop": 4438.0, "Pop16": 3256.4, "Price": 80.7, "Sales": 133.7, "State": 19, "Year": 83 }, { "CPI": 103.9, "NDI": 9465.1260136, "Pimin": 89.0, "Pop": 4462.0, "Pop16": 3274.6, "Price": 90.7, "Sales": 128.9, "State": 19, "Year": 84 }, { "CPI": 107.6, "NDI": 9747.8022183, "Pimin": 96.4, "Pop": 4485.0, "Pop16": 3294.8, "Price": 103.0, "Sales": 125.0, "State": 19, "Year": 85 }, { "CPI": 109.6, "NDI": 9902.72085, "Pimin": 103.6, "Pop": 4499.0, "Pop16": 3313.1, "Price": 105.1, "Sales": 121.2, "State": 19, "Year": 86 }, { "CPI": 113.6, "NDI": 10098.884053, "Pimin": 113.0, "Pop": 4461.0, "Pop16": 3290.0, "Price": 117.8, "Sales": 116.5, "State": 19, "Year": 87 }, { "CPI": 118.3, "NDI": 10793.0, "Pimin": 119.9, "Pop": 4408.0, "Pop16": 3250.0, "Price": 120.4, "Sales": 110.9, "State": 19, "Year": 88 }, { "CPI": 124.0, "NDI": 11348.0, "Pimin": 125.8, "Pop": 4382.0, "Pop16": 3239.0, "Price": 130.7, "Sales": 103.6, "State": 19, "Year": 89 }, { "CPI": 130.7, "NDI": 12764.0, "Pimin": 139.9, "Pop": 4348.0, "Pop16": 3213.9, "Price": 143.4, "Sales": 101.5, "State": 19, "Year": 90 }, { "CPI": 136.2, "NDI": 13349.0, "Pimin": 142.7, "Pop": 4381.0, "Pop16": 3239.6, "Price": 149.6, "Sales": 107.2, "State": 19, "Year": 91 }, { "CPI": 140.3, "NDI": 14163.0, "Pimin": 160.8, "Pop": 4417.0, "Pop16": 3274.6, "Price": 178.1, "Sales": 108.5, "State": 19, "Year": 92 }, { "CPI": 30.6, "NDI": 1878.7179278, "Pimin": 24.2, "Pop": 985.0, "Pop16": 669.7, "Price": 26.7, "Sales": 138.4, "State": 20, "Year": 63 }, { "CPI": 31.0, "NDI": 2042.6400586, "Pimin": 24.7, "Pop": 984.0, "Pop16": 668.7, "Price": 26.8, "Sales": 137.4, "State": 20, "Year": 64 }, { "CPI": 31.5, "NDI": 2212.948766, "Pimin": 24.7, "Pop": 986.0, "Pop16": 671.6, "Price": 27.2, "Sales": 139.1, "State": 20, "Year": 65 }, { "CPI": 32.4, "NDI": 2356.6467378, "Pimin": 25.9, "Pop": 985.0, "Pop16": 673.5, "Price": 29.6, "Sales": 135.1, "State": 20, "Year": 66 }, { "CPI": 33.4, "NDI": 2447.1232386, "Pimin": 26.5, "Pop": 982.0, "Pop16": 674.5, "Price": 30.3, "Sales": 136.0, "State": 20, "Year": 67 }, { "CPI": 34.8, "NDI": 2613.1742282, "Pimin": 29.9, "Pop": 978.0, "Pop16": 676.4, "Price": 32.0, "Sales": 135.6, "State": 20, "Year": 68 }, { "CPI": 36.7, "NDI": 2827.1245418, "Pimin": 29.9, "Pop": 978.0, "Pop16": 680.2, "Price": 33.4, "Sales": 135.2, "State": 20, "Year": 69 }, { "CPI": 38.8, "NDI": 3103.8761913, "Pimin": 31.4, "Pop": 993.0, "Pop16": 697.5, "Price": 38.0, "Sales": 128.5, "State": 20, "Year": 70 }, { "CPI": 40.5, "NDI": 3280.5714751, "Pimin": 34.1, "Pop": 1012.0, "Pop16": 716.7, "Price": 38.8, "Sales": 133.2, "State": 20, "Year": 71 }, { "CPI": 41.8, "NDI": 3507.2949418, "Pimin": 36.1, "Pop": 1028.0, "Pop16": 734.0, "Price": 41.5, "Sales": 136.5, "State": 20, "Year": 72 }, { "CPI": 44.4, "NDI": 3870.2653743, "Pimin": 36.9, "Pop": 1037.0, "Pop16": 747.4, "Price": 41.0, "Sales": 138.0, "State": 20, "Year": 73 }, { "CPI": 49.3, "NDI": 4234.3002362, "Pimin": 37.9, "Pop": 1048.0, "Pop16": 760.8, "Price": 41.8, "Sales": 142.1, "State": 20, "Year": 74 }, { "CPI": 53.8, "NDI": 4492.9565855, "Pimin": 40.8, "Pop": 1058.0, "Pop16": 776.2, "Price": 46.7, "Sales": 140.7, "State": 20, "Year": 75 }, { "CPI": 56.9, "NDI": 5028.3645842, "Pimin": 43.9, "Pop": 1072.0, "Pop16": 792.5, "Price": 49.9, "Sales": 144.9, "State": 20, "Year": 76 }, { "CPI": 60.6, "NDI": 5440.2987701, "Pimin": 45.0, "Pop": 1084.0, "Pop16": 808.8, "Price": 50.9, "Sales": 145.6, "State": 20, "Year": 77 }, { "CPI": 65.2, "NDI": 5882.0369797, "Pimin": 49.7, "Pop": 1092.0, "Pop16": 819.3, "Price": 55.0, "Sales": 143.9, "State": 20, "Year": 78 }, { "CPI": 72.6, "NDI": 6445.1201434, "Pimin": 53.2, "Pop": 1097.0, "Pop16": 828.9, "Price": 54.5, "Sales": 138.5, "State": 20, "Year": 79 }, { "CPI": 82.4, "NDI": 7097.6153783, "Pimin": 55.3, "Pop": 1125.0, "Pop16": 851.0, "Price": 59.0, "Sales": 141.2, "State": 20, "Year": 80 }, { "CPI": 90.9, "NDI": 7850.1669789, "Pimin": 58.4, "Pop": 1133.0, "Pop16": 862.5, "Price": 62.9, "Sales": 138.9, "State": 20, "Year": 81 }, { "CPI": 96.5, "NDI": 8341.9333713, "Pimin": 67.0, "Pop": 1133.0, "Pop16": 864.4, "Price": 69.7, "Sales": 139.5, "State": 20, "Year": 82 }, { "CPI": 99.6, "NDI": 8962.4957237, "Pimin": 74.7, "Pop": 1146.0, "Pop16": 877.9, "Price": 80.8, "Sales": 135.4, "State": 20, "Year": 83 }, { "CPI": 103.9, "NDI": 9851.2942901, "Pimin": 90.5, "Pop": 1156.0, "Pop16": 890.3, "Price": 93.7, "Sales": 135.5, "State": 20, "Year": 84 }, { "CPI": 107.6, "NDI": 10501.660666, "Pimin": 89.2, "Pop": 1165.0, "Pop16": 899.9, "Price": 98.1, "Sales": 127.9, "State": 20, "Year": 85 }, { "CPI": 109.6, "NDI": 11146.704895, "Pimin": 100.0, "Pop": 1172.0, "Pop16": 908.6, "Price": 112.7, "Sales": 119.0, "State": 20, "Year": 86 }, { "CPI": 113.6, "NDI": 12056.79205, "Pimin": 102.0, "Pop": 1187.0, "Pop16": 922.0, "Price": 121.2, "Sales": 125.0, "State": 20, "Year": 87 }, { "CPI": 118.3, "NDI": 13068.0, "Pimin": 113.5, "Pop": 1205.0, "Pop16": 940.0, "Price": 129.0, "Sales": 125.0, "State": 20, "Year": 88 }, { "CPI": 124.0, "NDI": 14110.0, "Pimin": 125.9, "Pop": 1222.0, "Pop16": 953.0, "Price": 144.4, "Sales": 122.4, "State": 20, "Year": 89 }, { "CPI": 130.7, "NDI": 14975.0, "Pimin": 135.9, "Pop": 1230.0, "Pop16": 959.2, "Price": 160.1, "Sales": 117.5, "State": 20, "Year": 90 }, { "CPI": 136.2, "NDI": 15093.0, "Pimin": 153.9, "Pop": 1237.0, "Pop16": 963.3, "Price": 158.9, "Sales": 116.1, "State": 20, "Year": 91 }, { "CPI": 140.3, "NDI": 16298.0, "Pimin": 164.4, "Pop": 1237.0, "Pop16": 968.3, "Price": 187.7, "Sales": 114.7, "State": 20, "Year": 92 }, { "CPI": 30.6, "NDI": 2312.3069668, "Pimin": 23.4, "Pop": 3351.0, "Pop16": 2238.0, "Price": 28.2, "Sales": 122.7, "State": 21, "Year": 63 }, { "CPI": 31.0, "NDI": 2483.3969442, "Pimin": 23.9, "Pop": 3442.0, "Pop16": 2299.3, "Price": 28.5, "Sales": 122.2, "State": 21, "Year": 64 }, { "CPI": 31.5, "NDI": 2629.6011066, "Pimin": 24.1, "Pop": 3534.0, "Pop16": 2365.4, "Price": 27.9, "Sales": 121.0, "State": 21, "Year": 65 }, { "CPI": 32.4, "NDI": 2780.9898139, "Pimin": 24.1, "Pop": 3608.0, "Pop16": 2425.8, "Price": 28.2, "Sales": 121.0, "State": 21, "Year": 66 }, { "CPI": 33.4, "NDI": 2967.6334256, "Pimin": 26.3, "Pop": 3680.0, "Pop16": 2485.2, "Price": 29.4, "Sales": 121.7, "State": 21, "Year": 67 }, { "CPI": 34.8, "NDI": 3140.7972208, "Pimin": 26.7, "Pop": 3716.0, "Pop16": 2523.6, "Price": 30.9, "Sales": 121.7, "State": 21, "Year": 68 }, { "CPI": 36.7, "NDI": 3384.4708249, "Pimin": 27.2, "Pop": 3765.0, "Pop16": 2563.8, "Price": 30.7, "Sales": 122.3, "State": 21, "Year": 69 }, { "CPI": 38.8, "NDI": 3702.8018737, "Pimin": 28.5, "Pop": 3922.0, "Pop16": 2723.9, "Price": 32.6, "Sales": 123.5, "State": 21, "Year": 70 }, { "CPI": 40.5, "NDI": 3968.2505659, "Pimin": 30.2, "Pop": 4011.0, "Pop16": 2816.9, "Price": 34.2, "Sales": 126.7, "State": 21, "Year": 71 }, { "CPI": 41.8, "NDI": 4212.961079, "Pimin": 29.9, "Pop": 4062.0, "Pop16": 2884.0, "Price": 34.3, "Sales": 133.2, "State": 21, "Year": 72 }, { "CPI": 44.4, "NDI": 4684.7546529, "Pimin": 30.1, "Pop": 4082.0, "Pop16": 2933.8, "Price": 35.3, "Sales": 137.3, "State": 21, "Year": 73 }, { "CPI": 49.3, "NDI": 5073.5955106, "Pimin": 31.3, "Pop": 4099.0, "Pop16": 2980.8, "Price": 35.8, "Sales": 144.8, "State": 21, "Year": 74 }, { "CPI": 53.8, "NDI": 5543.3152666, "Pimin": 33.6, "Pop": 4115.0, "Pop16": 3028.7, "Price": 39.5, "Sales": 146.1, "State": 21, "Year": 75 }, { "CPI": 56.9, "NDI": 6029.6255659, "Pimin": 37.9, "Pop": 4123.0, "Pop16": 3071.8, "Price": 46.1, "Sales": 137.1, "State": 21, "Year": 76 }, { "CPI": 60.6, "NDI": 6435.0569668, "Pimin": 38.4, "Pop": 4138.0, "Pop16": 3114.9, "Price": 49.2, "Sales": 135.7, "State": 21, "Year": 77 }, { "CPI": 65.2, "NDI": 7184.7421403, "Pimin": 42.8, "Pop": 4148.0, "Pop16": 3153.3, "Price": 52.1, "Sales": 134.1, "State": 21, "Year": 78 }, { "CPI": 72.6, "NDI": 7917.8367706, "Pimin": 45.8, "Pop": 4148.0, "Pop16": 3181.1, "Price": 56.2, "Sales": 131.9, "State": 21, "Year": 79 }, { "CPI": 82.4, "NDI": 8888.3835513, "Pimin": 48.5, "Pop": 4216.0, "Pop16": 3230.9, "Price": 58.1, "Sales": 131.5, "State": 21, "Year": 80 }, { "CPI": 90.9, "NDI": 9726.2059859, "Pimin": 51.8, "Pop": 4263.0, "Pop16": 3287.5, "Price": 62.8, "Sales": 137.1, "State": 21, "Year": 81 }, { "CPI": 96.5, "NDI": 10426.11953, "Pimin": 56.4, "Pop": 4265.0, "Pop16": 3302.8, "Price": 65.4, "Sales": 131.3, "State": 21, "Year": 82 }, { "CPI": 99.6, "NDI": 11464.065392, "Pimin": 68.8, "Pop": 4304.0, "Pop16": 3346.9, "Price": 74.9, "Sales": 128.2, "State": 21, "Year": 83 }, { "CPI": 103.9, "NDI": 12555.930521, "Pimin": 76.0, "Pop": 4349.0, "Pop16": 3391.9, "Price": 84.2, "Sales": 122.5, "State": 21, "Year": 84 }, { "CPI": 107.6, "NDI": 13494.333124, "Pimin": 83.6, "Pop": 4391.0, "Pop16": 3434.1, "Price": 90.1, "Sales": 121.9, "State": 21, "Year": 85 }, { "CPI": 109.6, "NDI": 14247.129024, "Pimin": 91.3, "Pop": 4461.0, "Pop16": 3496.4, "Price": 93.3, "Sales": 121.8, "State": 21, "Year": 86 }, { "CPI": 113.6, "NDI": 15111.911092, "Pimin": 94.6, "Pop": 4535.0, "Pop16": 3552.0, "Price": 100.3, "Sales": 119.3, "State": 21, "Year": 87 }, { "CPI": 118.3, "NDI": 16491.0, "Pimin": 102.1, "Pop": 4622.0, "Pop16": 3612.0, "Price": 109.2, "Sales": 115.0, "State": 21, "Year": 88 }, { "CPI": 124.0, "NDI": 17489.0, "Pimin": 109.4, "Pop": 4694.0, "Pop16": 3658.0, "Price": 120.2, "Sales": 109.0, "State": 21, "Year": 89 }, { "CPI": 130.7, "NDI": 18172.0, "Pimin": 128.6, "Pop": 4747.6, "Pop16": 3699.8, "Price": 131.5, "Sales": 102.8, "State": 21, "Year": 90 }, { "CPI": 136.2, "NDI": 18477.0, "Pimin": 136.5, "Pop": 4826.1, "Pop16": 3737.4, "Price": 141.6, "Sales": 97.6, "State": 21, "Year": 91 }, { "CPI": 140.3, "NDI": 19746.0, "Pimin": 157.9, "Pop": 4871.8, "Pop16": 3760.2, "Price": 159.1, "Sales": 91.7, "State": 21, "Year": 92 }, { "CPI": 30.6, "NDI": 2498.0022941, "Pimin": 24.2, "Pop": 5252.0, "Pop16": 3669.4, "Price": 28.0, "Sales": 142.2, "State": 22, "Year": 63 }, { "CPI": 31.0, "NDI": 2653.9271915, "Pimin": 24.7, "Pop": 5287.0, "Pop16": 3686.8, "Price": 28.4, "Sales": 138.7, "State": 22, "Year": 64 }, { "CPI": 31.5, "NDI": 2802.3762376, "Pimin": 24.7, "Pop": 5361.0, "Pop16": 3740.8, "Price": 28.4, "Sales": 136.5, "State": 22, "Year": 65 }, { "CPI": 32.4, "NDI": 2983.932625, "Pimin": 25.9, "Pop": 5403.0, "Pop16": 3779.3, "Price": 31.0, "Sales": 131.6, "State": 22, "Year": 66 }, { "CPI": 33.4, "NDI": 3187.916566, "Pimin": 26.5, "Pop": 5434.0, "Pop16": 3812.1, "Price": 33.6, "Sales": 130.2, "State": 22, "Year": 67 }, { "CPI": 34.8, "NDI": 3401.5123159, "Pimin": 29.9, "Pop": 5438.0, "Pop16": 3839.1, "Price": 35.1, "Sales": 128.0, "State": 22, "Year": 68 }, { "CPI": 36.7, "NDI": 3626.8558319, "Pimin": 29.9, "Pop": 5467.0, "Pop16": 3914.3, "Price": 35.0, "Sales": 129.7, "State": 22, "Year": 69 }, { "CPI": 38.8, "NDI": 3931.2297754, "Pimin": 31.4, "Pop": 5689.0, "Pop16": 4076.2, "Price": 39.6, "Sales": 124.3, "State": 22, "Year": 70 }, { "CPI": 40.5, "NDI": 4199.2924414, "Pimin": 34.1, "Pop": 5741.0, "Pop16": 4151.4, "Price": 41.0, "Sales": 121.4, "State": 22, "Year": 71 }, { "CPI": 41.8, "NDI": 4442.7915962, "Pimin": 36.1, "Pop": 5767.0, "Pop16": 4211.1, "Price": 46.0, "Sales": 117.9, "State": 22, "Year": 72 }, { "CPI": 44.4, "NDI": 4861.4392659, "Pimin": 36.9, "Pop": 5793.0, "Pop16": 4274.8, "Price": 46.0, "Sales": 121.2, "State": 22, "Year": 73 }, { "CPI": 49.3, "NDI": 5272.6110843, "Pimin": 37.9, "Pop": 5789.0, "Pop16": 4313.3, "Price": 46.3, "Sales": 124.3, "State": 22, "Year": 74 }, { "CPI": 53.8, "NDI": 5721.1621589, "Pimin": 40.8, "Pop": 5778.0, "Pop16": 4350.9, "Price": 49.4, "Sales": 126.1, "State": 22, "Year": 75 }, { "CPI": 56.9, "NDI": 6115.2463173, "Pimin": 43.9, "Pop": 5769.0, "Pop16": 4389.5, "Price": 57.4, "Sales": 116.9, "State": 22, "Year": 76 }, { "CPI": 60.6, "NDI": 6611.8564356, "Pimin": 45.0, "Pop": 5768.0, "Pop16": 4432.8, "Price": 57.3, "Sales": 118.9, "State": 22, "Year": 77 }, { "CPI": 65.2, "NDI": 7274.0032601, "Pimin": 49.7, "Pop": 5771.0, "Pop16": 4477.2, "Price": 61.8, "Sales": 120.5, "State": 22, "Year": 78 }, { "CPI": 72.6, "NDI": 8027.9962569, "Pimin": 53.2, "Pop": 5769.0, "Pop16": 4513.8, "Price": 64.5, "Sales": 118.2, "State": 22, "Year": 79 }, { "CPI": 82.4, "NDI": 8940.0501087, "Pimin": 55.3, "Pop": 5737.0, "Pop16": 4493.6, "Price": 68.2, "Sales": 120.5, "State": 22, "Year": 80 }, { "CPI": 90.9, "NDI": 9837.1522579, "Pimin": 58.4, "Pop": 5773.0, "Pop16": 4552.3, "Price": 70.8, "Sales": 123.2, "State": 22, "Year": 81 }, { "CPI": 96.5, "NDI": 10820.760686, "Pimin": 66.8, "Pop": 5781.0, "Pop16": 4577.4, "Price": 78.1, "Sales": 122.3, "State": 22, "Year": 82 }, { "CPI": 99.6, "NDI": 11715.726878, "Pimin": 74.7, "Pop": 5767.0, "Pop16": 4585.1, "Price": 88.7, "Sales": 119.8, "State": 22, "Year": 83 }, { "CPI": 103.9, "NDI": 13018.660951, "Pimin": 90.5, "Pop": 5798.0, "Pop16": 4627.5, "Price": 101.4, "Sales": 116.0, "State": 22, "Year": 84 }, { "CPI": 107.6, "NDI": 13860.228206, "Pimin": 89.2, "Pop": 5823.0, "Pop16": 4663.2, "Price": 108.3, "Sales": 117.2, "State": 22, "Year": 85 }, { "CPI": 109.6, "NDI": 14869.468124, "Pimin": 100.0, "Pop": 5834.0, "Pop16": 4679.6, "Price": 115.0, "Sales": 115.8, "State": 22, "Year": 86 }, { "CPI": 113.6, "NDI": 16086.963898, "Pimin": 102.0, "Pop": 5855.0, "Pop16": 4695.0, "Price": 120.4, "Sales": 113.8, "State": 22, "Year": 87 }, { "CPI": 118.3, "NDI": 17690.0, "Pimin": 113.5, "Pop": 5889.0, "Pop16": 4722.0, "Price": 131.6, "Sales": 111.7, "State": 22, "Year": 88 }, { "CPI": 124.0, "NDI": 18636.0, "Pimin": 125.9, "Pop": 5913.0, "Pop16": 4726.0, "Price": 148.6, "Sales": 104.4, "State": 22, "Year": 89 }, { "CPI": 130.7, "NDI": 19051.0, "Pimin": 135.9, "Pop": 5913.0, "Pop16": 4726.0, "Price": 152.4, "Sales": 99.4, "State": 22, "Year": 90 }, { "CPI": 136.2, "NDI": 19385.0, "Pimin": 150.1, "Pop": 5893.3, "Pop16": 4678.8, "Price": 163.3, "Sales": 93.5, "State": 22, "Year": 91 }, { "CPI": 140.3, "NDI": 20822.0, "Pimin": 164.4, "Pop": 5895.3, "Pop16": 4668.0, "Price": 175.9, "Sales": 90.5, "State": 22, "Year": 92 }, { "CPI": 30.6, "NDI": 2251.0006434, "Pimin": 24.4, "Pop": 8036.0, "Pop16": 5265.5, "Price": 28.8, "Sales": 126.7, "State": 23, "Year": 63 }, { "CPI": 31.0, "NDI": 2462.5308457, "Pimin": 26.0, "Pop": 8161.0, "Pop16": 5362.8, "Price": 29.3, "Sales": 125.0, "State": 23, "Year": 64 }, { "CPI": 31.5, "NDI": 2675.0588319, "Pimin": 26.0, "Pop": 8317.0, "Pop16": 5494.4, "Price": 28.7, "Sales": 131.8, "State": 23, "Year": 65 }, { "CPI": 32.4, "NDI": 2845.6798913, "Pimin": 26.3, "Pop": 8496.0, "Pop16": 5646.1, "Price": 29.2, "Sales": 134.5, "State": 23, "Year": 66 }, { "CPI": 33.4, "NDI": 2906.5447137, "Pimin": 27.0, "Pop": 8608.0, "Pop16": 5758.7, "Price": 30.0, "Sales": 134.4, "State": 23, "Year": 67 }, { "CPI": 34.8, "NDI": 3126.0571878, "Pimin": 29.8, "Pop": 8673.0, "Pop16": 5849.3, "Price": 32.0, "Sales": 134.2, "State": 23, "Year": 68 }, { "CPI": 36.7, "NDI": 3303.662735, "Pimin": 29.7, "Pop": 8766.0, "Pop16": 5892.2, "Price": 31.9, "Sales": 133.4, "State": 23, "Year": 69 }, { "CPI": 38.8, "NDI": 3415.41454, "Pimin": 30.6, "Pop": 8875.0, "Pop16": 6064.9, "Price": 33.7, "Sales": 128.6, "State": 23, "Year": 70 }, { "CPI": 40.5, "NDI": 3710.758596, "Pimin": 32.2, "Pop": 8965.0, "Pop16": 6198.4, "Price": 39.2, "Sales": 126.1, "State": 23, "Year": 71 }, { "CPI": 41.8, "NDI": 4008.09822, "Pimin": 32.5, "Pop": 9015.0, "Pop16": 6301.4, "Price": 40.0, "Sales": 131.4, "State": 23, "Year": 72 }, { "CPI": 44.4, "NDI": 4496.0145829, "Pimin": 32.9, "Pop": 9060.0, "Pop16": 6398.7, "Price": 40.2, "Sales": 133.7, "State": 23, "Year": 73 }, { "CPI": 49.3, "NDI": 4812.3121024, "Pimin": 34.5, "Pop": 9096.0, "Pop16": 6488.4, "Price": 41.1, "Sales": 138.8, "State": 23, "Year": 74 }, { "CPI": 53.8, "NDI": 5141.5808135, "Pimin": 36.7, "Pop": 9092.0, "Pop16": 6553.3, "Price": 44.4, "Sales": 136.8, "State": 23, "Year": 75 }, { "CPI": 56.9, "NDI": 5686.3708628, "Pimin": 38.7, "Pop": 9100.0, "Pop16": 6621.9, "Price": 47.9, "Sales": 138.0, "State": 23, "Year": 76 }, { "CPI": 60.6, "NDI": 6325.9503896, "Pimin": 40.6, "Pop": 9138.0, "Pop16": 6704.9, "Price": 48.3, "Sales": 140.3, "State": 23, "Year": 77 }, { "CPI": 65.2, "NDI": 7044.3548502, "Pimin": 50.0, "Pop": 9181.0, "Pop16": 6787.9, "Price": 54.0, "Sales": 141.8, "State": 23, "Year": 78 }, { "CPI": 72.6, "NDI": 7732.8257917, "Pimin": 52.5, "Pop": 9207.0, "Pop16": 6849.0, "Price": 57.2, "Sales": 140.9, "State": 23, "Year": 79 }, { "CPI": 82.4, "NDI": 8329.5006076, "Pimin": 53.7, "Pop": 9262.0, "Pop16": 6880.4, "Price": 60.3, "Sales": 140.7, "State": 23, "Year": 80 }, { "CPI": 90.9, "NDI": 9004.0025735, "Pimin": 58.3, "Pop": 9204.0, "Pop16": 6871.9, "Price": 61.8, "Sales": 139.5, "State": 23, "Year": 81 }, { "CPI": 96.5, "NDI": 9337.2624205, "Pimin": 65.1, "Pop": 9109.0, "Pop16": 6828.0, "Price": 68.0, "Sales": 137.3, "State": 23, "Year": 82 }, { "CPI": 99.6, "NDI": 10002.784331, "Pimin": 75.7, "Pop": 9069.0, "Pop16": 6828.0, "Price": 87.7, "Sales": 128.3, "State": 23, "Year": 83 }, { "CPI": 103.9, "NDI": 11039.481879, "Pimin": 85.2, "Pop": 9075.0, "Pop16": 6864.2, "Price": 97.0, "Sales": 128.2, "State": 23, "Year": 84 }, { "CPI": 107.6, "NDI": 11760.879691, "Pimin": 88.8, "Pop": 9085.0, "Pop16": 6913.8, "Price": 101.4, "Sales": 126.6, "State": 23, "Year": 85 }, { "CPI": 109.6, "NDI": 12501.235399, "Pimin": 93.6, "Pop": 9139.0, "Pop16": 6992.0, "Price": 106.0, "Sales": 126.5, "State": 23, "Year": 86 }, { "CPI": 113.6, "NDI": 13064.983344, "Pimin": 100.1, "Pop": 9200.0, "Pop16": 7055.0, "Price": 111.4, "Sales": 122.1, "State": 23, "Year": 87 }, { "CPI": 118.3, "NDI": 13957.002216, "Pimin": 108.4, "Pop": 9240.0, "Pop16": 7090.0, "Price": 122.2, "Sales": 121.1, "State": 23, "Year": 88 }, { "CPI": 124.0, "NDI": 14757.0, "Pimin": 119.0, "Pop": 9273.0, "Pop16": 7108.0, "Price": 133.0, "Sales": 116.6, "State": 23, "Year": 89 }, { "CPI": 130.7, "NDI": 15560.0, "Pimin": 130.8, "Pop": 9315.1, "Pop16": 7140.3, "Price": 143.9, "Sales": 114.4, "State": 23, "Year": 90 }, { "CPI": 136.2, "NDI": 15938.0, "Pimin": 135.8, "Pop": 9388.2, "Pop16": 7183.5, "Price": 144.9, "Sales": 110.3, "State": 23, "Year": 91 }, { "CPI": 140.3, "NDI": 17154.0, "Pimin": 153.5, "Pop": 9457.4, "Pop16": 7226.7, "Price": 176.7, "Sales": 107.6, "State": 23, "Year": 92 }, { "CPI": 30.6, "NDI": 2067.2509051, "Pimin": 26.4, "Pop": 3507.0, "Pop16": 2314.2, "Price": 28.7, "Sales": 112.6, "State": 24, "Year": 63 }, { "CPI": 31.0, "NDI": 2157.0879797, "Pimin": 27.9, "Pop": 3529.0, "Pop16": 2333.4, "Price": 30.1, "Sales": 104.7, "State": 24, "Year": 64 }, { "CPI": 31.5, "NDI": 2360.7186821, "Pimin": 28.1, "Pop": 3562.0, "Pop16": 2367.9, "Price": 30.2, "Sales": 109.2, "State": 24, "Year": 65 }, { "CPI": 32.4, "NDI": 2527.416365, "Pimin": 30.2, "Pop": 3585.0, "Pop16": 2398.6, "Price": 30.3, "Sales": 110.7, "State": 24, "Year": 66 }, { "CPI": 33.4, "NDI": 2669.1593049, "Pimin": 30.5, "Pop": 3625.0, "Pop16": 2444.7, "Price": 30.9, "Sales": 114.4, "State": 24, "Year": 67 }, { "CPI": 34.8, "NDI": 2876.7827661, "Pimin": 32.3, "Pop": 3663.0, "Pop16": 2493.6, "Price": 32.7, "Sales": 113.7, "State": 24, "Year": 68 }, { "CPI": 36.7, "NDI": 3071.429761, "Pimin": 32.3, "Pop": 3700.0, "Pop16": 2516.7, "Price": 32.8, "Sales": 112.3, "State": 24, "Year": 69 }, { "CPI": 38.8, "NDI": 3331.9572773, "Pimin": 37.3, "Pop": 3805.0, "Pop16": 2624.1, "Price": 39.1, "Sales": 104.3, "State": 24, "Year": 70 }, { "CPI": 40.5, "NDI": 3524.6078928, "Pimin": 38.5, "Pop": 3853.0, "Pop16": 2690.3, "Price": 40.1, "Sales": 116.4, "State": 24, "Year": 71 }, { "CPI": 41.8, "NDI": 3757.186097, "Pimin": 38.9, "Pop": 3870.0, "Pop16": 2734.5, "Price": 45.2, "Sales": 96.8, "State": 24, "Year": 72 }, { "CPI": 44.4, "NDI": 4514.8120927, "Pimin": 39.4, "Pop": 3891.0, "Pop16": 2783.4, "Price": 45.6, "Sales": 106.8, "State": 24, "Year": 73 }, { "CPI": 49.3, "NDI": 4644.576756, "Pimin": 39.9, "Pop": 3907.0, "Pop16": 2829.4, "Price": 47.0, "Sales": 110.6, "State": 24, "Year": 74 }, { "CPI": 53.8, "NDI": 4962.9992759, "Pimin": 42.6, "Pop": 3937.0, "Pop16": 2885.1, "Price": 49.4, "Sales": 111.5, "State": 24, "Year": 75 }, { "CPI": 56.9, "NDI": 5312.365677, "Pimin": 45.0, "Pop": 3970.0, "Pop16": 2941.7, "Price": 52.1, "Sales": 116.7, "State": 24, "Year": 76 }, { "CPI": 60.6, "NDI": 6025.0731354, "Pimin": 46.4, "Pop": 3996.0, "Pop16": 2989.7, "Price": 53.1, "Sales": 117.2, "State": 24, "Year": 77 }, { "CPI": 65.2, "NDI": 6668.9055033, "Pimin": 53.2, "Pop": 4024.0, "Pop16": 3033.8, "Price": 57.9, "Sales": 118.9, "State": 24, "Year": 78 }, { "CPI": 72.6, "NDI": 7378.6183925, "Pimin": 54.1, "Pop": 4060.0, "Pop16": 3078.9, "Price": 60.9, "Sales": 118.3, "State": 24, "Year": 79 }, { "CPI": 82.4, "NDI": 8054.3928313, "Pimin": 58.8, "Pop": 4077.0, "Pop16": 3079.9, "Price": 63.0, "Sales": 117.7, "State": 24, "Year": 80 }, { "CPI": 90.9, "NDI": 8895.8667632, "Pimin": 61.4, "Pop": 4094.0, "Pop16": 3101.9, "Price": 65.8, "Sales": 120.8, "State": 24, "Year": 81 }, { "CPI": 96.5, "NDI": 9376.9942071, "Pimin": 67.8, "Pop": 4133.0, "Pop16": 3130.7, "Price": 71.7, "Sales": 119.4, "State": 24, "Year": 82 }, { "CPI": 99.6, "NDI": 9884.0745836, "Pimin": 77.9, "Pop": 4144.0, "Pop16": 3143.2, "Price": 87.3, "Sales": 113.2, "State": 24, "Year": 83 }, { "CPI": 103.9, "NDI": 11105.858798, "Pimin": 89.8, "Pop": 4162.0, "Pop16": 3166.2, "Price": 99.2, "Sales": 110.8, "State": 24, "Year": 84 }, { "CPI": 107.6, "NDI": 11676.823316, "Pimin": 92.3, "Pop": 4190.0, "Pop16": 3196.9, "Price": 101.5, "Sales": 113.0, "State": 24, "Year": 85 }, { "CPI": 109.6, "NDI": 12407.49819, "Pimin": 104.2, "Pop": 4213.0, "Pop16": 3224.7, "Price": 116.3, "Sales": 104.3, "State": 24, "Year": 86 }, { "CPI": 113.6, "NDI": 12961.493483, "Pimin": 110.3, "Pop": 4246.0, "Pop16": 3266.0, "Price": 120.1, "Sales": 108.8, "State": 24, "Year": 87 }, { "CPI": 118.3, "NDI": 13785.0, "Pimin": 123.3, "Pop": 4307.0, "Pop16": 3312.0, "Price": 141.7, "Sales": 94.1, "State": 24, "Year": 88 }, { "CPI": 124.0, "NDI": 14771.0, "Pimin": 130.1, "Pop": 4353.0, "Pop16": 3339.0, "Price": 152.5, "Sales": 92.3, "State": 24, "Year": 89 }, { "CPI": 130.7, "NDI": 15553.0, "Pimin": 138.9, "Pop": 4390.1, "Pop16": 3367.5, "Price": 162.3, "Sales": 90.7, "State": 24, "Year": 90 }, { "CPI": 136.2, "NDI": 15869.0, "Pimin": 150.3, "Pop": 4447.3, "Pop16": 3406.0, "Price": 173.9, "Sales": 86.2, "State": 24, "Year": 91 }, { "CPI": 140.3, "NDI": 17255.0, "Pimin": 160.0, "Pop": 4495.5, "Pop16": 3440.5, "Price": 197.7, "Sales": 83.8, "State": 24, "Year": 92 }, { "CPI": 30.6, "NDI": 1322.5729775, "Pimin": 26.1, "Pop": 2291.0, "Pop16": 1460.9, "Price": 30.5, "Sales": 83.9, "State": 25, "Year": 63 }, { "CPI": 31.0, "NDI": 1383.3694746, "Pimin": 27.3, "Pop": 2304.0, "Pop16": 1472.4, "Price": 30.4, "Sales": 86.1, "State": 25, "Year": 64 }, { "CPI": 31.5, "NDI": 1496.9891576, "Pimin": 27.2, "Pop": 2309.0, "Pop16": 1483.8, "Price": 31.4, "Sales": 83.5, "State": 25, "Year": 65 }, { "CPI": 32.4, "NDI": 1616.588824, "Pimin": 29.5, "Pop": 2339.0, "Pop16": 1516.1, "Price": 31.8, "Sales": 86.9, "State": 25, "Year": 66 }, { "CPI": 33.4, "NDI": 1760.1084237, "Pimin": 29.6, "Pop": 2344.0, "Pop16": 1530.4, "Price": 31.6, "Sales": 88.1, "State": 25, "Year": 67 }, { "CPI": 34.8, "NDI": 1919.5746455, "Pimin": 30.9, "Pop": 2349.0, "Pop16": 1547.5, "Price": 33.9, "Sales": 89.0, "State": 25, "Year": 68 }, { "CPI": 36.7, "NDI": 2069.0742285, "Pimin": 30.9, "Pop": 2360.0, "Pop16": 1541.8, "Price": 34.8, "Sales": 91.0, "State": 25, "Year": 69 }, { "CPI": 38.8, "NDI": 2243.4904087, "Pimin": 34.3, "Pop": 2216.0, "Pop16": 1490.4, "Price": 36.2, "Sales": 93.4, "State": 25, "Year": 70 }, { "CPI": 40.5, "NDI": 2441.8265221, "Pimin": 38.8, "Pop": 2253.0, "Pop16": 1529.4, "Price": 37.5, "Sales": 105.4, "State": 25, "Year": 71 }, { "CPI": 41.8, "NDI": 2681.0258549, "Pimin": 40.0, "Pop": 2286.0, "Pop16": 1563.7, "Price": 37.4, "Sales": 112.1, "State": 25, "Year": 72 }, { "CPI": 44.4, "NDI": 3042.8148457, "Pimin": 39.9, "Pop": 2319.0, "Pop16": 1598.9, "Price": 37.3, "Sales": 115.0, "State": 25, "Year": 73 }, { "CPI": 49.3, "NDI": 3302.9441201, "Pimin": 41.6, "Pop": 2338.0, "Pop16": 1623.6, "Price": 41.4, "Sales": 117.1, "State": 25, "Year": 74 }, { "CPI": 53.8, "NDI": 3530.1834862, "Pimin": 44.3, "Pop": 2350.0, "Pop16": 1642.6, "Price": 43.0, "Sales": 116.8, "State": 25, "Year": 75 }, { "CPI": 56.9, "NDI": 3878.0191827, "Pimin": 48.1, "Pop": 2371.0, "Pop16": 1668.3, "Price": 46.4, "Sales": 120.9, "State": 25, "Year": 76 }, { "CPI": 60.6, "NDI": 4343.4612177, "Pimin": 48.9, "Pop": 2390.0, "Pop16": 1691.1, "Price": 48.8, "Sales": 122.1, "State": 25, "Year": 77 }, { "CPI": 65.2, "NDI": 4773.0233528, "Pimin": 54.2, "Pop": 2409.0, "Pop16": 1712.0, "Price": 53.6, "Sales": 124.9, "State": 25, "Year": 78 }, { "CPI": 72.6, "NDI": 5257.4020017, "Pimin": 56.8, "Pop": 2429.0, "Pop16": 1732.0, "Price": 56.5, "Sales": 123.9, "State": 25, "Year": 79 }, { "CPI": 82.4, "NDI": 5676.000834, "Pimin": 60.0, "Pop": 2521.0, "Pop16": 1791.0, "Price": 59.7, "Sales": 127.0, "State": 25, "Year": 80 }, { "CPI": 90.9, "NDI": 6301.9057548, "Pimin": 62.6, "Pop": 2531.0, "Pop16": 1824.3, "Price": 63.0, "Sales": 125.3, "State": 25, "Year": 81 }, { "CPI": 96.5, "NDI": 6824.1576314, "Pimin": 68.3, "Pop": 2551.0, "Pop16": 1841.4, "Price": 69.2, "Sales": 125.8, "State": 25, "Year": 82 }, { "CPI": 99.6, "NDI": 7118.1734779, "Pimin": 79.1, "Pop": 2587.0, "Pop16": 1872.8, "Price": 78.6, "Sales": 122.3, "State": 25, "Year": 83 }, { "CPI": 103.9, "NDI": 7659.3619683, "Pimin": 88.3, "Pop": 2598.0, "Pop16": 1887.1, "Price": 89.0, "Sales": 116.4, "State": 25, "Year": 84 }, { "CPI": 107.6, "NDI": 7968.3277731, "Pimin": 92.5, "Pop": 2613.0, "Pop16": 1900.4, "Price": 96.4, "Sales": 115.3, "State": 25, "Year": 85 }, { "CPI": 109.6, "NDI": 8390.9132611, "Pimin": 98.8, "Pop": 2624.0, "Pop16": 1917.5, "Price": 106.0, "Sales": 113.2, "State": 25, "Year": 86 }, { "CPI": 113.6, "NDI": 8827.4520434, "Pimin": 103.5, "Pop": 2625.0, "Pop16": 1927.0, "Price": 115.8, "Sales": 110.0, "State": 25, "Year": 87 }, { "CPI": 118.3, "NDI": 9560.0, "Pimin": 112.1, "Pop": 2620.0, "Pop16": 1931.0, "Price": 122.6, "Sales": 109.0, "State": 25, "Year": 88 }, { "CPI": 124.0, "NDI": 10102.0, "Pimin": 121.5, "Pop": 2621.0, "Pop16": 1939.0, "Price": 125.8, "Sales": 108.3, "State": 25, "Year": 89 }, { "CPI": 130.7, "NDI": 11054.0, "Pimin": 135.0, "Pop": 2620.0, "Pop16": 1938.2, "Price": 139.9, "Sales": 101.8, "State": 25, "Year": 90 }, { "CPI": 136.2, "NDI": 11528.0, "Pimin": 137.4, "Pop": 2639.3, "Pop16": 1952.4, "Price": 142.7, "Sales": 105.6, "State": 25, "Year": 91 }, { "CPI": 140.3, "NDI": 13006.0, "Pimin": 163.9, "Pop": 2661.7, "Pop16": 1978.8, "Price": 160.8, "Sales": 103.9, "State": 25, "Year": 92 }, { "CPI": 30.6, "NDI": 2180.0546712, "Pimin": 24.1, "Pop": 4412.0, "Pop16": 3064.2, "Price": 25.8, "Sales": 133.2, "State": 26, "Year": 63 }, { "CPI": 31.0, "NDI": 2313.1146487, "Pimin": 25.0, "Pop": 4471.0, "Pop16": 3103.8, "Price": 25.7, "Sales": 130.0, "State": 26, "Year": 64 }, { "CPI": 31.5, "NDI": 2486.6248593, "Pimin": 24.5, "Pop": 4492.0, "Pop16": 3125.9, "Price": 26.1, "Sales": 130.2, "State": 26, "Year": 65 }, { "CPI": 32.4, "NDI": 2623.9427561, "Pimin": 24.7, "Pop": 4567.0, "Pop16": 3191.5, "Price": 26.2, "Sales": 139.3, "State": 26, "Year": 66 }, { "CPI": 33.4, "NDI": 2772.9699309, "Pimin": 25.0, "Pop": 4587.0, "Pop16": 3218.5, "Price": 27.5, "Sales": 138.3, "State": 26, "Year": 67 }, { "CPI": 34.8, "NDI": 3018.8647693, "Pimin": 26.3, "Pop": 4610.0, "Pop16": 3258.0, "Price": 29.2, "Sales": 137.3, "State": 26, "Year": 68 }, { "CPI": 36.7, "NDI": 3128.5061907, "Pimin": 27.0, "Pop": 4651.0, "Pop16": 3325.5, "Price": 29.9, "Sales": 137.2, "State": 26, "Year": 69 }, { "CPI": 38.8, "NDI": 3389.3037466, "Pimin": 28.3, "Pop": 4677.0, "Pop16": 3352.5, "Price": 36.0, "Sales": 121.3, "State": 26, "Year": 70 }, { "CPI": 40.5, "NDI": 3624.5537868, "Pimin": 30.1, "Pop": 4717.0, "Pop16": 3413.2, "Price": 36.8, "Sales": 127.6, "State": 26, "Year": 71 }, { "CPI": 41.8, "NDI": 3848.094549, "Pimin": 30.6, "Pop": 4745.0, "Pop16": 3458.5, "Price": 37.7, "Sales": 130.0, "State": 26, "Year": 72 }, { "CPI": 44.4, "NDI": 4351.5935038, "Pimin": 30.6, "Pop": 4763.0, "Pop16": 3501.9, "Price": 37.7, "Sales": 132.1, "State": 26, "Year": 73 }, { "CPI": 49.3, "NDI": 4610.2621, "Pimin": 31.5, "Pop": 4771.0, "Pop16": 3542.3, "Price": 38.0, "Sales": 135.4, "State": 26, "Year": 74 }, { "CPI": 53.8, "NDI": 5041.3764271, "Pimin": 33.3, "Pop": 4779.0, "Pop16": 3578.0, "Price": 43.5, "Sales": 135.6, "State": 26, "Year": 75 }, { "CPI": 56.9, "NDI": 5443.749799, "Pimin": 36.0, "Pop": 4804.0, "Pop16": 3628.1, "Price": 44.7, "Sales": 139.5, "State": 26, "Year": 76 }, { "CPI": 60.6, "NDI": 6035.6005789, "Pimin": 36.9, "Pop": 4823.0, "Pop16": 3667.6, "Price": 45.9, "Sales": 140.8, "State": 26, "Year": 77 }, { "CPI": 65.2, "NDI": 6645.5475157, "Pimin": 41.4, "Pop": 4847.0, "Pop16": 3707.2, "Price": 49.9, "Sales": 141.8, "State": 26, "Year": 78 }, { "CPI": 72.6, "NDI": 7398.1347484, "Pimin": 43.4, "Pop": 4867.0, "Pop16": 3739.9, "Price": 52.2, "Sales": 140.2, "State": 26, "Year": 79 }, { "CPI": 82.4, "NDI": 7856.9255507, "Pimin": 46.3, "Pop": 4917.0, "Pop16": 3764.0, "Price": 57.3, "Sales": 142.1, "State": 26, "Year": 80 }, { "CPI": 90.9, "NDI": 8681.8974112, "Pimin": 49.4, "Pop": 4941.0, "Pop16": 3788.1, "Price": 59.9, "Sales": 140.5, "State": 26, "Year": 81 }, { "CPI": 96.5, "NDI": 9133.2368548, "Pimin": 56.3, "Pop": 4951.0, "Pop16": 3797.8, "Price": 64.7, "Sales": 139.7, "State": 26, "Year": 82 }, { "CPI": 99.6, "NDI": 9800.6657019, "Pimin": 66.4, "Pop": 4970.0, "Pop16": 3817.1, "Price": 74.8, "Sales": 134.1, "State": 26, "Year": 83 }, { "CPI": 103.9, "NDI": 10675.668114, "Pimin": 75.4, "Pop": 5008.0, "Pop16": 3850.8, "Price": 84.8, "Sales": 130.0, "State": 26, "Year": 84 }, { "CPI": 107.6, "NDI": 11363.322078, "Pimin": 79.3, "Pop": 5034.0, "Pop16": 3881.6, "Price": 93.7, "Sales": 129.2, "State": 26, "Year": 85 }, { "CPI": 109.6, "NDI": 11942.3991, "Pimin": 85.4, "Pop": 5064.0, "Pop16": 3914.4, "Price": 101.9, "Sales": 128.8, "State": 26, "Year": 86 }, { "CPI": 113.6, "NDI": 12519.347162, "Pimin": 90.5, "Pop": 5103.0, "Pop16": 3952.0, "Price": 108.5, "Sales": 128.7, "State": 26, "Year": 87 }, { "CPI": 118.3, "NDI": 13240.0, "Pimin": 94.4, "Pop": 5141.0, "Pop16": 3984.0, "Price": 114.6, "Sales": 127.4, "State": 26, "Year": 88 }, { "CPI": 124.0, "NDI": 14008.0, "Pimin": 103.8, "Pop": 5159.0, "Pop16": 3998.0, "Price": 118.9, "Sales": 122.8, "State": 26, "Year": 89 }, { "CPI": 130.7, "NDI": 14956.0, "Pimin": 115.6, "Pop": 5180.3, "Pop16": 4014.5, "Price": 129.1, "Sales": 119.1, "State": 26, "Year": 90 }, { "CPI": 136.2, "NDI": 15331.0, "Pimin": 120.5, "Pop": 5221.8, "Pop16": 4031.8, "Price": 132.5, "Sales": 119.9, "State": 26, "Year": 91 }, { "CPI": 140.3, "NDI": 16742.0, "Pimin": 135.8, "Pop": 5257.2, "Pop16": 4062.4, "Price": 153.1, "Sales": 122.3, "State": 26, "Year": 92 }, { "CPI": 30.6, "NDI": 2079.7832302, "Pimin": 26.2, "Pop": 701.0, "Pop16": 461.6, "Price": 30.5, "Sales": 118.9, "State": 27, "Year": 63 }, { "CPI": 31.0, "NDI": 2136.7210488, "Pimin": 26.2, "Pop": 703.0, "Pop16": 465.5, "Price": 30.8, "Sales": 112.8, "State": 27, "Year": 64 }, { "CPI": 31.5, "NDI": 2292.0060087, "Pimin": 26.1, "Pop": 703.0, "Pop16": 467.4, "Price": 31.0, "Sales": 118.0, "State": 27, "Year": 65 }, { "CPI": 32.4, "NDI": 2446.2557356, "Pimin": 26.5, "Pop": 703.0, "Pop16": 471.2, "Price": 30.9, "Sales": 114.9, "State": 27, "Year": 66 }, { "CPI": 33.4, "NDI": 2514.581118, "Pimin": 27.4, "Pop": 699.0, "Pop16": 472.2, "Price": 31.3, "Sales": 118.0, "State": 27, "Year": 67 }, { "CPI": 34.8, "NDI": 2639.844319, "Pimin": 32.0, "Pop": 696.0, "Pop16": 475.1, "Price": 32.4, "Sales": 116.1, "State": 27, "Year": 68 }, { "CPI": 36.7, "NDI": 2789.9531136, "Pimin": 31.9, "Pop": 694.0, "Pop16": 471.2, "Price": 32.6, "Sales": 117.4, "State": 27, "Year": 69 }, { "CPI": 38.8, "NDI": 3091.2059359, "Pimin": 33.8, "Pop": 694.0, "Pop16": 482.8, "Price": 34.0, "Sales": 111.2, "State": 27, "Year": 70 }, { "CPI": 40.5, "NDI": 3224.7510015, "Pimin": 33.6, "Pop": 710.0, "Pop16": 501.1, "Price": 34.7, "Sales": 115.6, "State": 27, "Year": 71 }, { "CPI": 41.8, "NDI": 3686.464949, "Pimin": 33.7, "Pop": 718.0, "Pop16": 511.7, "Price": 40.1, "Sales": 122.2, "State": 27, "Year": 72 }, { "CPI": 44.4, "NDI": 4281.7239621, "Pimin": 34.4, "Pop": 726.0, "Pop16": 523.3, "Price": 40.9, "Sales": 119.9, "State": 27, "Year": 73 }, { "CPI": 49.3, "NDI": 4548.8140932, "Pimin": 35.8, "Pop": 735.0, "Pop16": 534.8, "Price": 41.8, "Sales": 121.9, "State": 27, "Year": 74 }, { "CPI": 53.8, "NDI": 4888.370539, "Pimin": 38.6, "Pop": 747.0, "Pop16": 548.3, "Price": 43.7, "Sales": 123.7, "State": 27, "Year": 75 }, { "CPI": 56.9, "NDI": 5151.3197378, "Pimin": 42.5, "Pop": 756.0, "Pop16": 559.9, "Price": 45.3, "Sales": 124.9, "State": 27, "Year": 76 }, { "CPI": 60.6, "NDI": 5470.1715222, "Pimin": 43.4, "Pop": 768.0, "Pop16": 572.4, "Price": 47.6, "Sales": 127.0, "State": 27, "Year": 77 }, { "CPI": 65.2, "NDI": 6344.9434632, "Pimin": 49.8, "Pop": 780.0, "Pop16": 584.9, "Price": 51.9, "Sales": 127.2, "State": 27, "Year": 78 }, { "CPI": 72.6, "NDI": 6767.3185543, "Pimin": 51.7, "Pop": 786.0, "Pop16": 591.7, "Price": 53.7, "Sales": 120.3, "State": 27, "Year": 79 }, { "CPI": 82.4, "NDI": 7466.100874, "Pimin": 55.3, "Pop": 787.0, "Pop16": 590.7, "Price": 56.7, "Sales": 122.0, "State": 27, "Year": 80 }, { "CPI": 90.9, "NDI": 8322.2386198, "Pimin": 55.9, "Pop": 793.0, "Pop16": 593.6, "Price": 60.4, "Sales": 121.1, "State": 27, "Year": 81 }, { "CPI": 96.5, "NDI": 8779.8116351, "Pimin": 64.3, "Pop": 801.0, "Pop16": 599.4, "Price": 65.7, "Sales": 122.4, "State": 27, "Year": 82 }, { "CPI": 99.6, "NDI": 8956.8364894, "Pimin": 71.0, "Pop": 817.0, "Pop16": 611.0, "Price": 77.2, "Sales": 113.7, "State": 27, "Year": 83 }, { "CPI": 103.9, "NDI": 9446.5017298, "Pimin": 81.7, "Pop": 824.0, "Pop16": 616.7, "Price": 91.3, "Sales": 110.1, "State": 27, "Year": 84 }, { "CPI": 107.6, "NDI": 9765.3535142, "Pimin": 87.4, "Pop": 825.0, "Pop16": 618.7, "Price": 95.5, "Sales": 103.6, "State": 27, "Year": 85 }, { "CPI": 109.6, "NDI": 10476.558631, "Pimin": 97.8, "Pop": 817.0, "Pop16": 614.8, "Price": 102.0, "Sales": 97.8, "State": 27, "Year": 86 }, { "CPI": 113.6, "NDI": 10846.136835, "Pimin": 102.7, "Pop": 809.0, "Pop16": 610.0, "Price": 106.2, "Sales": 91.7, "State": 27, "Year": 87 }, { "CPI": 118.3, "NDI": 11371.0, "Pimin": 112.9, "Pop": 805.0, "Pop16": 608.0, "Price": 115.3, "Sales": 87.1, "State": 27, "Year": 88 }, { "CPI": 124.0, "NDI": 12390.0, "Pimin": 118.6, "Pop": 806.0, "Pop16": 610.0, "Price": 123.0, "Sales": 86.2, "State": 27, "Year": 89 }, { "CPI": 130.7, "NDI": 13318.0, "Pimin": 129.5, "Pop": 805.0, "Pop16": 609.2, "Price": 140.4, "Sales": 84.7, "State": 27, "Year": 90 }, { "CPI": 136.2, "NDI": 14079.0, "Pimin": 127.0, "Pop": 814.1, "Pop16": 618.4, "Price": 143.6, "Sales": 82.9, "State": 27, "Year": 91 }, { "CPI": 140.3, "NDI": 15490.0, "Pimin": 155.1, "Pop": 830.2, "Pop16": 632.6, "Price": 163.5, "Sales": 86.6, "State": 27, "Year": 92 }, { "CPI": 30.6, "NDI": 2055.0955137, "Pimin": 25.8, "Pop": 1468.0, "Pop16": 1002.9, "Price": 25.8, "Sales": 118.5, "State": 28, "Year": 63 }, { "CPI": 31.0, "NDI": 2135.9252291, "Pimin": 25.6, "Pop": 1471.0, "Pop16": 1005.8, "Price": 27.5, "Sales": 106.3, "State": 28, "Year": 64 }, { "CPI": 31.5, "NDI": 2395.5906898, "Pimin": 26.1, "Pop": 1459.0, "Pop16": 1001.0, "Price": 27.6, "Sales": 110.5, "State": 28, "Year": 65 }, { "CPI": 32.4, "NDI": 2588.5716353, "Pimin": 26.2, "Pop": 1442.0, "Pop16": 993.2, "Price": 29.6, "Sales": 106.1, "State": 28, "Year": 66 }, { "CPI": 33.4, "NDI": 2670.4117221, "Pimin": 27.4, "Pop": 1443.0, "Pop16": 1000.0, "Price": 31.4, "Sales": 110.0, "State": 28, "Year": 67 }, { "CPI": 34.8, "NDI": 2801.7600096, "Pimin": 29.2, "Pop": 1453.0, "Pop16": 1016.5, "Price": 33.2, "Sales": 109.5, "State": 28, "Year": 68 }, { "CPI": 36.7, "NDI": 3106.8921852, "Pimin": 29.9, "Pop": 1449.0, "Pop16": 1018.4, "Price": 32.9, "Sales": 108.4, "State": 28, "Year": 69 }, { "CPI": 38.8, "NDI": 3295.831645, "Pimin": 34.1, "Pop": 1483.0, "Pop16": 1059.1, "Price": 33.9, "Sales": 108.1, "State": 28, "Year": 70 }, { "CPI": 40.5, "NDI": 3540.341534, "Pimin": 34.4, "Pop": 1505.0, "Pop16": 1084.3, "Price": 34.7, "Sales": 108.6, "State": 28, "Year": 71 }, { "CPI": 41.8, "NDI": 3919.2308249, "Pimin": 34.4, "Pop": 1520.0, "Pop16": 1104.7, "Price": 41.1, "Sales": 104.9, "State": 28, "Year": 72 }, { "CPI": 44.4, "NDI": 4689.133864, "Pimin": 34.4, "Pop": 1531.0, "Pop16": 1123.1, "Price": 41.2, "Sales": 106.6, "State": 28, "Year": 73 }, { "CPI": 49.3, "NDI": 4679.0301495, "Pimin": 35.8, "Pop": 1541.0, "Pop16": 1141.5, "Price": 42.0, "Sales": 110.5, "State": 28, "Year": 74 }, { "CPI": 53.8, "NDI": 5349.9167873, "Pimin": 38.6, "Pop": 1546.0, "Pop16": 1155.0, "Price": 44.6, "Sales": 114.1, "State": 28, "Year": 75 }, { "CPI": 56.9, "NDI": 5448.9331886, "Pimin": 42.6, "Pop": 1555.0, "Pop16": 1171.5, "Price": 46.8, "Sales": 118.1, "State": 28, "Year": 76 }, { "CPI": 60.6, "NDI": 5813.6772793, "Pimin": 43.4, "Pop": 1561.0, "Pop16": 1184.1, "Price": 48.1, "Sales": 117.7, "State": 28, "Year": 77 }, { "CPI": 65.2, "NDI": 6579.5388326, "Pimin": 49.8, "Pop": 1569.0, "Pop16": 1197.7, "Price": 53.6, "Sales": 117.4, "State": 28, "Year": 78 }, { "CPI": 72.6, "NDI": 7449.4686445, "Pimin": 51.7, "Pop": 1574.0, "Pop16": 1205.4, "Price": 55.4, "Sales": 116.1, "State": 28, "Year": 79 }, { "CPI": 82.4, "NDI": 7640.4288471, "Pimin": 55.3, "Pop": 1570.0, "Pop16": 1194.8, "Price": 59.5, "Sales": 116.3, "State": 28, "Year": 80 }, { "CPI": 90.9, "NDI": 8947.8494935, "Pimin": 55.9, "Pop": 1577.0, "Pop16": 1199.6, "Price": 60.9, "Sales": 117.0, "State": 28, "Year": 81 }, { "CPI": 96.5, "NDI": 9097.384467, "Pimin": 64.3, "Pop": 1586.0, "Pop16": 1205.4, "Price": 69.7, "Sales": 117.1, "State": 28, "Year": 82 }, { "CPI": 99.6, "NDI": 9525.7819585, "Pimin": 71.0, "Pop": 1597.0, "Pop16": 1212.2, "Price": 83.7, "Sales": 110.8, "State": 28, "Year": 83 }, { "CPI": 103.9, "NDI": 10599.806802, "Pimin": 81.7, "Pop": 1606.0, "Pop16": 1220.9, "Price": 94.8, "Sales": 107.7, "State": 28, "Year": 84 }, { "CPI": 107.6, "NDI": 11166.625181, "Pimin": 87.4, "Pop": 1604.0, "Pop16": 1221.9, "Price": 95.8, "Sales": 105.1, "State": 28, "Year": 85 }, { "CPI": 109.6, "NDI": 11542.483357, "Pimin": 97.8, "Pop": 1598.0, "Pop16": 1220.0, "Price": 104.0, "Sales": 103.1, "State": 28, "Year": 86 }, { "CPI": 113.6, "NDI": 11983.005306, "Pimin": 102.7, "Pop": 1594.0, "Pop16": 1219.0, "Price": 113.7, "Sales": 101.3, "State": 28, "Year": 87 }, { "CPI": 118.3, "NDI": 12567.0, "Pimin": 112.9, "Pop": 1602.0, "Pop16": 1227.0, "Price": 123.3, "Sales": 92.9, "State": 28, "Year": 88 }, { "CPI": 124.0, "NDI": 13268.0, "Pimin": 118.6, "Pop": 1611.0, "Pop16": 1232.0, "Price": 139.3, "Sales": 93.8, "State": 28, "Year": 89 }, { "CPI": 130.7, "NDI": 15153.0, "Pimin": 129.1, "Pop": 1614.1, "Pop16": 1234.3, "Price": 143.4, "Sales": 89.9, "State": 28, "Year": 90 }, { "CPI": 136.2, "NDI": 15466.0, "Pimin": 127.0, "Pop": 1629.4, "Pop16": 1244.7, "Price": 152.2, "Sales": 92.4, "State": 28, "Year": 91 }, { "CPI": 140.3, "NDI": 16992.0, "Pimin": 153.1, "Pop": 1642.7, "Pop16": 1255.1, "Price": 169.5, "Sales": 90.6, "State": 28, "Year": 92 }, { "CPI": 30.6, "NDI": 2836.8368237, "Pimin": 23.9, "Pop": 391.0, "Pop16": 263.2, "Price": 29.9, "Sales": 212.7, "State": 29, "Year": 63 }, { "CPI": 31.0, "NDI": 2919.3030105, "Pimin": 24.0, "Pop": 418.0, "Pop16": 280.6, "Price": 29.5, "Sales": 206.3, "State": 29, "Year": 64 }, { "CPI": 31.5, "NDI": 3016.0633362, "Pimin": 24.2, "Pop": 434.0, "Pop16": 289.3, "Price": 29.7, "Sales": 192.7, "State": 29, "Year": 65 }, { "CPI": 32.4, "NDI": 3160.1042757, "Pimin": 25.5, "Pop": 435.0, "Pop16": 287.3, "Price": 29.9, "Sales": 184.0, "State": 29, "Year": 66 }, { "CPI": 33.4, "NDI": 3332.7334933, "Pimin": 26.0, "Pop": 436.0, "Pop16": 287.3, "Price": 30.2, "Sales": 175.8, "State": 29, "Year": 67 }, { "CPI": 34.8, "NDI": 3639.507708, "Pimin": 31.3, "Pop": 449.0, "Pop16": 296.0, "Price": 32.8, "Sales": 189.7, "State": 29, "Year": 68 }, { "CPI": 36.7, "NDI": 3897.9017597, "Pimin": 31.9, "Pop": 457.0, "Pop16": 302.8, "Price": 33.3, "Sales": 198.6, "State": 29, "Year": 69 }, { "CPI": 38.8, "NDI": 4377.305192, "Pimin": 33.8, "Pop": 488.0, "Pop16": 341.3, "Price": 38.9, "Sales": 189.5, "State": 29, "Year": 70 }, { "CPI": 40.5, "NDI": 4597.2150233, "Pimin": 33.6, "Pop": 514.0, "Pop16": 361.6, "Price": 44.0, "Sales": 190.5, "State": 29, "Year": 71 }, { "CPI": 41.8, "NDI": 4786.3374782, "Pimin": 33.7, "Pop": 535.0, "Pop16": 380.9, "Price": 40.6, "Sales": 198.6, "State": 29, "Year": 72 }, { "CPI": 44.4, "NDI": 5256.9445172, "Pimin": 36.3, "Pop": 551.0, "Pop16": 395.3, "Price": 40.3, "Sales": 201.5, "State": 29, "Year": 73 }, { "CPI": 49.3, "NDI": 5525.2345113, "Pimin": 37.8, "Pop": 573.0, "Pop16": 414.6, "Price": 41.9, "Sales": 204.7, "State": 29, "Year": 74 }, { "CPI": 53.8, "NDI": 6103.5973677, "Pimin": 40.3, "Pop": 590.0, "Pop16": 431.0, "Price": 44.5, "Sales": 205.2, "State": 29, "Year": 75 }, { "CPI": 56.9, "NDI": 6572.0053083, "Pimin": 42.5, "Pop": 610.0, "Pop16": 450.3, "Price": 44.9, "Sales": 201.4, "State": 29, "Year": 76 }, { "CPI": 60.6, "NDI": 7269.1194735, "Pimin": 44.7, "Pop": 634.0, "Pop16": 472.5, "Price": 49.3, "Sales": 190.8, "State": 29, "Year": 77 }, { "CPI": 65.2, "NDI": 8207.034904, "Pimin": 49.5, "Pop": 666.0, "Pop16": 500.4, "Price": 54.3, "Sales": 187.0, "State": 29, "Year": 78 }, { "CPI": 72.6, "NDI": 9016.3030832, "Pimin": 53.7, "Pop": 702.0, "Pop16": 530.3, "Price": 57.1, "Sales": 183.3, "State": 29, "Year": 79 }, { "CPI": 82.4, "NDI": 9886.046466, "Pimin": 56.4, "Pop": 799.0, "Pop16": 616.2, "Price": 63.1, "Sales": 177.7, "State": 29, "Year": 80 }, { "CPI": 90.9, "NDI": 10682.120055, "Pimin": 59.2, "Pop": 845.0, "Pop16": 651.8, "Price": 63.3, "Sales": 171.9, "State": 29, "Year": 81 }, { "CPI": 96.5, "NDI": 10913.025378, "Pimin": 67.6, "Pop": 881.0, "Pop16": 680.8, "Price": 71.6, "Sales": 165.1, "State": 29, "Year": 82 }, { "CPI": 99.6, "NDI": 11571.655323, "Pimin": 76.5, "Pop": 891.0, "Pop16": 689.4, "Price": 81.9, "Sales": 159.2, "State": 29, "Year": 83 }, { "CPI": 103.9, "NDI": 12056.556501, "Pimin": 88.5, "Pop": 911.0, "Pop16": 706.8, "Price": 99.8, "Sales": 136.6, "State": 29, "Year": 84 }, { "CPI": 107.6, "NDI": 12701.991856, "Pimin": 97.6, "Pop": 940.0, "Pop16": 729.0, "Price": 109.3, "Sales": 146.7, "State": 29, "Year": 85 }, { "CPI": 109.6, "NDI": 13280.354712, "Pimin": 99.9, "Pop": 967.0, "Pop16": 751.1, "Price": 106.6, "Sales": 142.6, "State": 29, "Year": 86 }, { "CPI": 113.6, "NDI": 13991.763016, "Pimin": 103.9, "Pop": 1007.0, "Pop16": 782.0, "Price": 114.0, "Sales": 147.7, "State": 29, "Year": 87 }, { "CPI": 118.3, "NDI": 15121.0, "Pimin": 113.5, "Pop": 1054.0, "Pop16": 816.0, "Price": 129.6, "Sales": 141.9, "State": 29, "Year": 88 }, { "CPI": 124.0, "NDI": 16295.0, "Pimin": 125.6, "Pop": 1111.0, "Pop16": 860.0, "Price": 145.6, "Sales": 137.9, "State": 29, "Year": 89 }, { "CPI": 130.7, "NDI": 16142.0, "Pimin": 130.2, "Pop": 1174.5, "Pop16": 909.2, "Price": 173.7, "Sales": 137.3, "State": 29, "Year": 90 }, { "CPI": 136.2, "NDI": 16382.0, "Pimin": 144.4, "Pop": 1254.6, "Pop16": 965.6, "Price": 186.3, "Sales": 115.5, "State": 29, "Year": 91 }, { "CPI": 140.3, "NDI": 17711.0, "Pimin": 165.7, "Pop": 1296.7, "Pop16": 993.9, "Price": 193.8, "Sales": 110.0, "State": 29, "Year": 92 }, { "CPI": 30.6, "NDI": 2320.244472, "Pimin": 26.7, "Pop": 646.0, "Pop16": 446.2, "Price": 24.2, "Sales": 221.4, "State": 30, "Year": 63 }, { "CPI": 31.0, "NDI": 2487.4187594, "Pimin": 26.8, "Pop": 659.0, "Pop16": 454.9, "Price": 24.7, "Sales": 223.9, "State": 30, "Year": 64 }, { "CPI": 31.5, "NDI": 2632.1535451, "Pimin": 27.2, "Pop": 673.0, "Pop16": 465.5, "Price": 24.7, "Sales": 233.8, "State": 30, "Year": 65 }, { "CPI": 32.4, "NDI": 2845.3288109, "Pimin": 29.6, "Pop": 676.0, "Pop16": 468.4, "Price": 25.9, "Sales": 287.6, "State": 30, "Year": 66 }, { "CPI": 33.4, "NDI": 3025.9667993, "Pimin": 30.3, "Pop": 691.0, "Pop16": 480.0, "Price": 26.5, "Sales": 297.9, "State": 30, "Year": 67 }, { "CPI": 34.8, "NDI": 3259.3376166, "Pimin": 32.0, "Pop": 703.0, "Pop16": 489.6, "Price": 29.9, "Sales": 264.0, "State": 30, "Year": 68 }, { "CPI": 36.7, "NDI": 3493.830409, "Pimin": 33.4, "Pop": 717.0, "Pop16": 505.0, "Price": 29.9, "Sales": 248.5, "State": 30, "Year": 69 }, { "CPI": 38.8, "NDI": 3659.8827213, "Pimin": 37.7, "Pop": 737.0, "Pop16": 517.6, "Price": 31.4, "Sales": 265.7, "State": 30, "Year": 70 }, { "CPI": 40.5, "NDI": 3880.9118127, "Pimin": 38.8, "Pop": 759.0, "Pop16": 537.8, "Price": 34.1, "Sales": 278.0, "State": 30, "Year": 71 }, { "CPI": 41.8, "NDI": 4114.28263, "Pimin": 40.0, "Pop": 775.0, "Pop16": 554.2, "Price": 36.1, "Sales": 296.2, "State": 30, "Year": 72 }, { "CPI": 44.4, "NDI": 4600.097841, "Pimin": 39.8, "Pop": 793.0, "Pop16": 571.5, "Price": 36.9, "Sales": 279.0, "State": 30, "Year": 73 }, { "CPI": 49.3, "NDI": 4961.3738178, "Pimin": 41.3, "Pop": 805.0, "Pop16": 586.9, "Price": 37.9, "Sales": 269.8, "State": 30, "Year": 74 }, { "CPI": 53.8, "NDI": 5317.0399191, "Pimin": 41.8, "Pop": 815.0, "Pop16": 599.5, "Price": 40.8, "Sales": 269.1, "State": 30, "Year": 75 }, { "CPI": 56.9, "NDI": 5830.9045072, "Pimin": 47.1, "Pop": 829.0, "Pop16": 615.9, "Price": 43.9, "Sales": 290.5, "State": 30, "Year": 76 }, { "CPI": 60.6, "NDI": 6362.7206966, "Pimin": 47.0, "Pop": 850.0, "Pop16": 638.0, "Price": 45.0, "Sales": 278.8, "State": 30, "Year": 77 }, { "CPI": 65.2, "NDI": 7041.5156219, "Pimin": 52.5, "Pop": 869.0, "Pop16": 658.3, "Price": 49.7, "Sales": 269.6, "State": 30, "Year": 78 }, { "CPI": 72.6, "NDI": 7863.9233579, "Pimin": 54.5, "Pop": 887.0, "Pop16": 676.6, "Price": 53.2, "Sales": 254.6, "State": 30, "Year": 79 }, { "CPI": 82.4, "NDI": 8721.1123214, "Pimin": 58.9, "Pop": 921.0, "Pop16": 702.6, "Price": 55.3, "Sales": 247.8, "State": 30, "Year": 80 }, { "CPI": 90.9, "NDI": 9604.1067119, "Pimin": 61.0, "Pop": 936.0, "Pop16": 719.0, "Price": 58.4, "Sales": 245.4, "State": 30, "Year": 81 }, { "CPI": 96.5, "NDI": 10404.074946, "Pimin": 66.8, "Pop": 951.0, "Pop16": 733.4, "Price": 67.0, "Sales": 239.8, "State": 30, "Year": 82 }, { "CPI": 99.6, "NDI": 11282.581436, "Pimin": 77.0, "Pop": 959.0, "Pop16": 742.1, "Price": 74.7, "Sales": 232.9, "State": 30, "Year": 83 }, { "CPI": 103.9, "NDI": 12609.87796, "Pimin": 90.6, "Pop": 977.0, "Pop16": 760.4, "Price": 90.5, "Sales": 215.1, "State": 30, "Year": 84 }, { "CPI": 107.6, "NDI": 13589.362207, "Pimin": 95.5, "Pop": 998.0, "Pop16": 778.7, "Price": 89.2, "Sales": 201.1, "State": 30, "Year": 85 }, { "CPI": 109.6, "NDI": 14550.894854, "Pimin": 104.9, "Pop": 1027.0, "Pop16": 802.8, "Price": 100.0, "Sales": 195.9, "State": 30, "Year": 86 }, { "CPI": 113.6, "NDI": 15902.874829, "Pimin": 113.8, "Pop": 1057.0, "Pop16": 825.0, "Price": 102.0, "Sales": 195.1, "State": 30, "Year": 87 }, { "CPI": 118.3, "NDI": 17201.0, "Pimin": 123.7, "Pop": 1085.0, "Pop16": 843.0, "Price": 113.5, "Sales": 180.4, "State": 30, "Year": 88 }, { "CPI": 124.0, "NDI": 17829.0, "Pimin": 129.7, "Pop": 1107.0, "Pop16": 858.0, "Price": 125.9, "Sales": 172.9, "State": 30, "Year": 89 }, { "CPI": 130.7, "NDI": 18475.0, "Pimin": 143.7, "Pop": 1111.0, "Pop16": 861.1, "Price": 135.9, "Sales": 152.4, "State": 30, "Year": 90 }, { "CPI": 136.2, "NDI": 18710.0, "Pimin": 150.1, "Pop": 1107.0, "Pop16": 855.1, "Price": 153.9, "Sales": 144.8, "State": 30, "Year": 91 }, { "CPI": 140.3, "NDI": 20889.0, "Pimin": 168.0, "Pop": 1113.0, "Pop16": 965.5, "Price": 164.4, "Sales": 143.7, "State": 30, "Year": 92 }, { "CPI": 30.6, "NDI": 2856.5116817, "Pimin": 26.2, "Pop": 6542.0, "Pop16": 4606.4, "Price": 28.8, "Sales": 141.4, "State": 31, "Year": 63 }, { "CPI": 31.0, "NDI": 3057.5661578, "Pimin": 26.9, "Pop": 6680.0, "Pop16": 4702.4, "Price": 30.0, "Sales": 135.6, "State": 31, "Year": 64 }, { "CPI": 31.5, "NDI": 3219.0689336, "Pimin": 26.5, "Pop": 6781.0, "Pop16": 4773.3, "Price": 30.0, "Sales": 138.0, "State": 31, "Year": 65 }, { "CPI": 32.4, "NDI": 3436.6032848, "Pimin": 29.8, "Pop": 6911.0, "Pop16": 4877.1, "Price": 30.1, "Sales": 144.9, "State": 31, "Year": 66 }, { "CPI": 33.4, "NDI": 3633.2631275, "Pimin": 30.1, "Pop": 6981.0, "Pop16": 4945.0, "Price": 34.2, "Sales": 131.1, "State": 31, "Year": 67 }, { "CPI": 34.8, "NDI": 3909.0263706, "Pimin": 32.0, "Pop": 7070.0, "Pop16": 5037.2, "Price": 34.5, "Sales": 130.2, "State": 31, "Year": 68 }, { "CPI": 36.7, "NDI": 4139.7446218, "Pimin": 32.2, "Pop": 7148.0, "Pop16": 5163.3, "Price": 38.6, "Sales": 121.2, "State": 31, "Year": 69 }, { "CPI": 38.8, "NDI": 4505.5978487, "Pimin": 38.4, "Pop": 7168.0, "Pop16": 5153.6, "Price": 41.0, "Sales": 120.7, "State": 31, "Year": 70 }, { "CPI": 40.5, "NDI": 4830.8007171, "Pimin": 41.3, "Pop": 7273.0, "Pop16": 5275.8, "Price": 41.7, "Sales": 125.1, "State": 31, "Year": 71 }, { "CPI": 41.8, "NDI": 5094.4787185, "Pimin": 42.7, "Pop": 7322.0, "Pop16": 5359.2, "Price": 42.1, "Sales": 128.4, "State": 31, "Year": 72 }, { "CPI": 44.4, "NDI": 5593.2696044, "Pimin": 44.0, "Pop": 7316.0, "Pop16": 5402.9, "Price": 48.9, "Sales": 120.2, "State": 31, "Year": 73 }, { "CPI": 49.3, "NDI": 6039.3248901, "Pimin": 44.2, "Pop": 7312.0, "Pop16": 5450.4, "Price": 50.2, "Sales": 121.4, "State": 31, "Year": 74 }, { "CPI": 53.8, "NDI": 6568.8782096, "Pimin": 45.9, "Pop": 7313.0, "Pop16": 5503.8, "Price": 52.8, "Sales": 122.3, "State": 31, "Year": 75 }, { "CPI": 56.9, "NDI": 7036.906662, "Pimin": 50.1, "Pop": 7312.0, "Pop16": 5554.3, "Price": 53.6, "Sales": 122.4, "State": 31, "Year": 76 }, { "CPI": 60.6, "NDI": 7551.0787647, "Pimin": 51.7, "Pop": 7306.0, "Pop16": 5596.9, "Price": 56.9, "Sales": 122.8, "State": 31, "Year": 77 }, { "CPI": 65.2, "NDI": 8326.7315522, "Pimin": 57.4, "Pop": 7316.0, "Pop16": 5649.3, "Price": 61.9, "Sales": 123.9, "State": 31, "Year": 78 }, { "CPI": 72.6, "NDI": 9119.962873, "Pimin": 60.0, "Pop": 7332.0, "Pop16": 5702.7, "Price": 63.5, "Sales": 123.8, "State": 31, "Year": 79 }, { "CPI": 82.4, "NDI": 10118.643303, "Pimin": 61.3, "Pop": 7364.0, "Pop16": 6708.8, "Price": 66.4, "Sales": 124.3, "State": 31, "Year": 80 }, { "CPI": 90.9, "NDI": 11177.749942, "Pimin": 64.8, "Pop": 7404.0, "Pop16": 5804.6, "Price": 68.7, "Sales": 127.9, "State": 31, "Year": 81 }, { "CPI": 96.5, "NDI": 12130.286722, "Pimin": 69.8, "Pop": 7438.0, "Pop16": 5852.1, "Price": 76.2, "Sales": 126.3, "State": 31, "Year": 82 }, { "CPI": 99.6, "NDI": 13182.801411, "Pimin": 81.7, "Pop": 7468.0, "Pop16": 5898.7, "Price": 92.1, "Sales": 121.3, "State": 31, "Year": 83 }, { "CPI": 103.9, "NDI": 14383.634976, "Pimin": 91.1, "Pop": 7515.0, "Pop16": 5957.8, "Price": 101.1, "Sales": 117.8, "State": 31, "Year": 84 }, { "CPI": 107.6, "NDI": 15321.889197, "Pimin": 98.7, "Pop": 7568.0, "Pop16": 6014.1, "Price": 104.7, "Sales": 116.9, "State": 31, "Year": 85 }, { "CPI": 109.6, "NDI": 16133.79771, "Pimin": 104.9, "Pop": 7625.0, "Pop16": 6075.2, "Price": 114.5, "Sales": 115.5, "State": 31, "Year": 86 }, { "CPI": 113.6, "NDI": 17317.052741, "Pimin": 110.0, "Pop": 7672.0, "Pop16": 6083.0, "Price": 119.6, "Sales": 111.6, "State": 31, "Year": 87 }, { "CPI": 118.3, "NDI": 18998.0, "Pimin": 112.3, "Pop": 7721.0, "Pop16": 6119.0, "Price": 131.8, "Sales": 107.8, "State": 31, "Year": 88 }, { "CPI": 124.0, "NDI": 20218.0, "Pimin": 122.8, "Pop": 7736.0, "Pop16": 6112.0, "Price": 139.5, "Sales": 103.0, "State": 31, "Year": 89 }, { "CPI": 130.7, "NDI": 21328.0, "Pimin": 133.7, "Pop": 7740.0, "Pop16": 6115.2, "Price": 149.3, "Sales": 98.6, "State": 31, "Year": 90 }, { "CPI": 136.2, "NDI": 21884.0, "Pimin": 143.2, "Pop": 7770.0, "Pop16": 6100.2, "Price": 180.4, "Sales": 86.7, "State": 31, "Year": 91 }, { "CPI": 140.3, "NDI": 23074.0, "Pimin": 174.7, "Pop": 7799.1, "Pop16": 6104.2, "Price": 191.1, "Sales": 86.6, "State": 31, "Year": 92 }, { "CPI": 30.6, "NDI": 1834.6917869, "Pimin": 23.9, "Pop": 990.0, "Pop16": 609.3, "Price": 30.1, "Sales": 92.5, "State": 32, "Year": 63 }, { "CPI": 31.0, "NDI": 1931.0340497, "Pimin": 24.0, "Pop": 1008.0, "Pop16": 621.9, "Price": 30.2, "Sales": 89.9, "State": 32, "Year": 64 }, { "CPI": 31.5, "NDI": 2031.5651065, "Pimin": 24.2, "Pop": 1014.0, "Pop16": 629.6, "Price": 30.2, "Sales": 96.3, "State": 32, "Year": 65 }, { "CPI": 32.4, "NDI": 2156.181729, "Pimin": 29.6, "Pop": 1009.0, "Pop16": 628.6, "Price": 30.4, "Sales": 96.5, "State": 32, "Year": 66 }, { "CPI": 33.4, "NDI": 2254.6183888, "Pimin": 29.2, "Pop": 1002.0, "Pop16": 629.6, "Price": 31.5, "Sales": 95.5, "State": 32, "Year": 67 }, { "CPI": 34.8, "NDI": 2433.6893337, "Pimin": 31.2, "Pop": 994.0, "Pop16": 632.5, "Price": 33.7, "Sales": 99.9, "State": 32, "Year": 68 }, { "CPI": 36.7, "NDI": 2563.5419488, "Pimin": 33.3, "Pop": 994.0, "Pop16": 619.0, "Price": 37.9, "Sales": 87.0, "State": 32, "Year": 69 }, { "CPI": 38.8, "NDI": 2785.5480326, "Pimin": 34.6, "Pop": 1016.0, "Pop16": 675.9, "Price": 39.7, "Sales": 90.0, "State": 32, "Year": 70 }, { "CPI": 40.5, "NDI": 3026.4036895, "Pimin": 36.6, "Pop": 1050.0, "Pop16": 708.7, "Price": 41.7, "Sales": 92.6, "State": 32, "Year": 71 }, { "CPI": 41.8, "NDI": 3286.1089196, "Pimin": 37.2, "Pop": 1073.0, "Pop16": 732.8, "Price": 41.1, "Sales": 99.3, "State": 32, "Year": 72 }, { "CPI": 44.4, "NDI": 3605.5044647, "Pimin": 36.5, "Pop": 1097.0, "Pop16": 758.8, "Price": 41.8, "Sales": 98.9, "State": 32, "Year": 73 }, { "CPI": 49.3, "NDI": 3928.0416053, "Pimin": 37.8, "Pop": 1120.0, "Pop16": 782.9, "Price": 43.7, "Sales": 100.3, "State": 32, "Year": 74 }, { "CPI": 53.8, "NDI": 4432.7912864, "Pimin": 40.5, "Pop": 1146.0, "Pop16": 810.9, "Price": 46.3, "Sales": 103.1, "State": 32, "Year": 75 }, { "CPI": 56.9, "NDI": 4847.4818958, "Pimin": 43.4, "Pop": 1172.0, "Pop16": 837.9, "Price": 49.5, "Sales": 102.4, "State": 32, "Year": 76 }, { "CPI": 60.6, "NDI": 5266.3612992, "Pimin": 44.7, "Pop": 1195.0, "Pop16": 862.9, "Price": 51.6, "Sales": 102.4, "State": 32, "Year": 77 }, { "CPI": 65.2, "NDI": 5920.860367, "Pimin": 49.5, "Pop": 1215.0, "Pop16": 882.2, "Price": 56.0, "Sales": 103.1, "State": 32, "Year": 78 }, { "CPI": 72.6, "NDI": 6555.4626631, "Pimin": 53.7, "Pop": 1241.0, "Pop16": 905.3, "Price": 57.6, "Sales": 101.0, "State": 32, "Year": 79 }, { "CPI": 82.4, "NDI": 7168.0737906, "Pimin": 57.2, "Pop": 1303.0, "Pop16": 951.6, "Price": 62.6, "Sales": 102.7, "State": 32, "Year": 80 }, { "CPI": 90.9, "NDI": 7683.2954568, "Pimin": 62.7, "Pop": 1328.0, "Pop16": 971.9, "Price": 63.0, "Sales": 103.0, "State": 32, "Year": 81 }, { "CPI": 96.5, "NDI": 8046.6733392, "Pimin": 68.1, "Pop": 1359.0, "Pop16": 994.0, "Price": 69.4, "Sales": 97.5, "State": 32, "Year": 82 }, { "CPI": 99.6, "NDI": 8546.1870278, "Pimin": 80.5, "Pop": 1399.0, "Pop16": 1023.9, "Price": 79.6, "Sales": 96.3, "State": 32, "Year": 83 }, { "CPI": 103.9, "NDI": 8896.9985281, "Pimin": 92.8, "Pop": 1424.0, "Pop16": 1042.3, "Price": 90.2, "Sales": 88.9, "State": 32, "Year": 84 }, { "CPI": 107.6, "NDI": 9619.565499, "Pimin": 95.1, "Pop": 1450.0, "Pop16": 1061.5, "Price": 97.5, "Sales": 88.0, "State": 32, "Year": 85 }, { "CPI": 109.6, "NDI": 9889.7427142, "Pimin": 103.5, "Pop": 1479.0, "Pop16": 1085.6, "Price": 101.2, "Sales": 88.2, "State": 32, "Year": 86 }, { "CPI": 113.6, "NDI": 10162.014326, "Pimin": 108.6, "Pop": 1500.0, "Pop16": 1103.0, "Price": 110.2, "Sales": 82.3, "State": 32, "Year": 87 }, { "CPI": 118.3, "NDI": 10672.0, "Pimin": 113.5, "Pop": 1507.0, "Pop16": 1105.0, "Price": 113.7, "Sales": 77.7, "State": 32, "Year": 88 }, { "CPI": 124.0, "NDI": 11302.0, "Pimin": 125.6, "Pop": 1528.0, "Pop16": 1120.0, "Price": 127.2, "Sales": 74.4, "State": 32, "Year": 89 }, { "CPI": 130.7, "NDI": 12398.0, "Pimin": 130.2, "Pop": 1539.2, "Pop16": 1128.2, "Price": 133.6, "Sales": 70.8, "State": 32, "Year": 90 }, { "CPI": 136.2, "NDI": 12961.0, "Pimin": 149.1, "Pop": 1572.7, "Pop16": 1150.5, "Price": 146.9, "Sales": 69.9, "State": 32, "Year": 91 }, { "CPI": 140.3, "NDI": 13709.0, "Pimin": 165.7, "Pop": 1606.2, "Pop16": 1174.8, "Price": 165.4, "Sales": 71.4, "State": 32, "Year": 92 }, { "CPI": 30.6, "NDI": 2636.631396, "Pimin": 26.8, "Pop": 17691.0, "Pop16": 12524.7, "Price": 26.2, "Sales": 146.9, "State": 33, "Year": 63 }, { "CPI": 31.0, "NDI": 2827.2060243, "Pimin": 27.8, "Pop": 17894.0, "Pop16": 12652.7, "Price": 26.9, "Sales": 141.2, "State": 33, "Year": 64 }, { "CPI": 31.5, "NDI": 2964.3778722, "Pimin": 28.1, "Pop": 18106.0, "Pop16": 12803.7, "Price": 26.5, "Sales": 138.5, "State": 33, "Year": 65 }, { "CPI": 32.4, "NDI": 3141.340027, "Pimin": 29.8, "Pop": 17968.0, "Pop16": 12708.5, "Price": 34.6, "Sales": 122.4, "State": 33, "Year": 66 }, { "CPI": 33.4, "NDI": 3310.9723885, "Pimin": 30.1, "Pop": 18023.0, "Pop16": 12774.8, "Price": 34.7, "Sales": 123.2, "State": 33, "Year": 67 }, { "CPI": 34.8, "NDI": 3583.2218575, "Pimin": 31.3, "Pop": 18186.0, "Pop16": 12935.5, "Price": 34.5, "Sales": 124.9, "State": 33, "Year": 68 }, { "CPI": 36.7, "NDI": 3790.5502993, "Pimin": 32.2, "Pop": 18321.0, "Pop16": 13267.4, "Price": 38.6, "Sales": 122.4, "State": 33, "Year": 69 }, { "CPI": 38.8, "NDI": 4119.3438888, "Pimin": 37.7, "Pop": 18241.0, "Pop16": 13177.0, "Price": 40.7, "Sales": 119.0, "State": 33, "Year": 70 }, { "CPI": 40.5, "NDI": 4394.7346978, "Pimin": 39.5, "Pop": 18361.0, "Pop16": 13348.3, "Price": 41.7, "Sales": 123.3, "State": 33, "Year": 71 }, { "CPI": 41.8, "NDI": 4599.9689129, "Pimin": 40.0, "Pop": 18350.0, "Pop16": 13445.4, "Price": 42.7, "Sales": 119.9, "State": 33, "Year": 72 }, { "CPI": 44.4, "NDI": 4977.9768295, "Pimin": 39.8, "Pop": 18196.0, "Pop16": 13441.6, "Price": 45.8, "Sales": 118.7, "State": 33, "Year": 73 }, { "CPI": 49.3, "NDI": 5387.3981464, "Pimin": 41.3, "Pop": 18078.0, "Pop16": 13465.6, "Price": 47.4, "Sales": 121.6, "State": 33, "Year": 74 }, { "CPI": 53.8, "NDI": 5828.2328635, "Pimin": 41.8, "Pop": 18041.0, "Pop16": 13550.3, "Price": 51.5, "Sales": 123.9, "State": 33, "Year": 75 }, { "CPI": 56.9, "NDI": 6193.67542, "Pimin": 47.1, "Pop": 17987.0, "Pop16": 13618.6, "Price": 54.2, "Sales": 124.6, "State": 33, "Year": 76 }, { "CPI": 60.6, "NDI": 6644.9812705, "Pimin": 47.0, "Pop": 17869.0, "Pop16": 13628.2, "Price": 53.8, "Sales": 125.5, "State": 33, "Year": 77 }, { "CPI": 65.2, "NDI": 7338.1703031, "Pimin": 52.5, "Pop": 17746.0, "Pop16": 13628.2, "Price": 59.5, "Sales": 126.4, "State": 33, "Year": 78 }, { "CPI": 72.6, "NDI": 8053.348716, "Pimin": 54.8, "Pop": 17648.0, "Pop16": 13640.7, "Price": 61.1, "Sales": 124.4, "State": 33, "Year": 79 }, { "CPI": 82.4, "NDI": 8929.7825835, "Pimin": 58.9, "Pop": 17557.0, "Pop16": 13594.6, "Price": 64.4, "Sales": 127.6, "State": 33, "Year": 80 }, { "CPI": 90.9, "NDI": 9901.5037652, "Pimin": 61.0, "Pop": 17602.0, "Pop16": 13694.6, "Price": 65.9, "Sales": 130.1, "State": 33, "Year": 81 }, { "CPI": 96.5, "NDI": 10556.996718, "Pimin": 66.8, "Pop": 17659.0, "Pop16": 13773.5, "Price": 72.5, "Sales": 128.5, "State": 33, "Year": 82 }, { "CPI": 99.6, "NDI": 11476.362232, "Pimin": 77.0, "Pop": 17667.0, "Pop16": 13825.5, "Price": 83.1, "Sales": 124.6, "State": 33, "Year": 83 }, { "CPI": 103.9, "NDI": 12574.784128, "Pimin": 90.6, "Pop": 17735.0, "Pop16": 13896.7, "Price": 100.8, "Sales": 119.3, "State": 33, "Year": 84 }, { "CPI": 107.6, "NDI": 13192.581, "Pimin": 95.5, "Pop": 17762.0, "Pop16": 13946.7, "Price": 106.2, "Sales": 115.9, "State": 33, "Year": 85 }, { "CPI": 109.6, "NDI": 14042.837034, "Pimin": 104.9, "Pop": 17795.0, "Pop16": 13936.1, "Price": 111.2, "Sales": 114.0, "State": 33, "Year": 86 }, { "CPI": 113.6, "NDI": 14908.799768, "Pimin": 110.0, "Pop": 17825.0, "Pop16": 14015.0, "Price": 117.0, "Sales": 108.9, "State": 33, "Year": 87 }, { "CPI": 118.3, "NDI": 16269.0, "Pimin": 112.3, "Pop": 17909.0, "Pop16": 14072.0, "Price": 125.9, "Sales": 106.2, "State": 33, "Year": 88 }, { "CPI": 124.0, "NDI": 17293.0, "Pimin": 122.8, "Pop": 17950.0, "Pop16": 14071.0, "Price": 136.7, "Sales": 100.1, "State": 33, "Year": 89 }, { "CPI": 130.7, "NDI": 18178.0, "Pimin": 133.7, "Pop": 17957.0, "Pop16": 14076.5, "Price": 167.4, "Sales": 93.7, "State": 33, "Year": 90 }, { "CPI": 136.2, "NDI": 18631.0, "Pimin": 144.1, "Pop": 18024.9, "Pop16": 14032.8, "Price": 180.4, "Sales": 86.4, "State": 33, "Year": 91 }, { "CPI": 140.3, "NDI": 20021.0, "Pimin": 168.0, "Pop": 18085.8, "Pop16": 14037.8, "Price": 198.5, "Sales": 82.4, "State": 33, "Year": 92 }, { "CPI": 30.6, "NDI": 1850.0387086, "Pimin": 26.6, "Pop": 645.0, "Pop16": 425.5, "Price": 27.1, "Sales": 103.3, "State": 35, "Year": 63 }, { "CPI": 31.0, "NDI": 1841.3756761, "Pimin": 28.5, "Pop": 650.0, "Pop16": 430.4, "Price": 28.5, "Sales": 102.0, "State": 35, "Year": 64 }, { "CPI": 31.5, "NDI": 2184.0467377, "Pimin": 28.3, "Pop": 652.0, "Pop16": 434.2, "Price": 28.6, "Sales": 103.2, "State": 35, "Year": 65 }, { "CPI": 32.4, "NDI": 2218.6988675, "Pimin": 30.3, "Pop": 642.0, "Pop16": 431.3, "Price": 30.2, "Sales": 99.5, "State": 35, "Year": 66 }, { "CPI": 33.4, "NDI": 2297.6287187, "Pimin": 30.9, "Pop": 632.0, "Pop16": 428.4, "Price": 30.5, "Sales": 96.3, "State": 35, "Year": 67 }, { "CPI": 34.8, "NDI": 2430.461883, "Pimin": 32.4, "Pop": 624.0, "Pop16": 428.4, "Price": 32.3, "Sales": 97.0, "State": 35, "Year": 68 }, { "CPI": 36.7, "NDI": 2672.0642326, "Pimin": 32.4, "Pop": 615.0, "Pop16": 419.7, "Price": 32.3, "Sales": 96.9, "State": 35, "Year": 69 }, { "CPI": 38.8, "NDI": 2748.1064064, "Pimin": 34.0, "Pop": 617.0, "Pop16": 431.3, "Price": 37.3, "Sales": 93.8, "State": 35, "Year": 70 }, { "CPI": 40.5, "NDI": 3167.7822008, "Pimin": 34.7, "Pop": 627.0, "Pop16": 444.9, "Price": 38.9, "Sales": 98.5, "State": 35, "Year": 71 }, { "CPI": 41.8, "NDI": 3774.1944726, "Pimin": 39.1, "Pop": 631.0, "Pop16": 453.6, "Price": 38.9, "Sales": 103.8, "State": 35, "Year": 72 }, { "CPI": 44.4, "NDI": 5650.2222786, "Pimin": 39.6, "Pop": 633.0, "Pop16": 460.4, "Price": 39.4, "Sales": 108.7, "State": 35, "Year": 73 }, { "CPI": 49.3, "NDI": 5191.0815585, "Pimin": 40.4, "Pop": 635.0, "Pop16": 466.2, "Price": 39.9, "Sales": 110.5, "State": 35, "Year": 74 }, { "CPI": 53.8, "NDI": 5211.2953009, "Pimin": 42.8, "Pop": 640.0, "Pop16": 475.0, "Price": 42.6, "Sales": 117.9, "State": 35, "Year": 75 }, { "CPI": 56.9, "NDI": 4987.9815754, "Pimin": 45.0, "Pop": 647.0, "Pop16": 483.7, "Price": 45.9, "Sales": 125.4, "State": 35, "Year": 76 }, { "CPI": 60.6, "NDI": 5169.9052569, "Pimin": 46.4, "Pop": 651.0, "Pop16": 490.5, "Price": 47.4, "Sales": 122.2, "State": 35, "Year": 77 }, { "CPI": 65.2, "NDI": 6271.0729378, "Pimin": 51.9, "Pop": 653.0, "Pop16": 494.3, "Price": 53.2, "Sales": 121.9, "State": 35, "Year": 78 }, { "CPI": 72.6, "NDI": 6778.341616, "Pimin": 53.7, "Pop": 657.0, "Pop16": 499.2, "Price": 55.0, "Sales": 121.3, "State": 35, "Year": 79 }, { "CPI": 82.4, "NDI": 6896.7363928, "Pimin": 56.7, "Pop": 653.0, "Pop16": 492.4, "Price": 59.6, "Sales": 123.7, "State": 35, "Year": 80 }, { "CPI": 90.9, "NDI": 8365.6016734, "Pimin": 60.4, "Pop": 658.0, "Pop16": 495.3, "Price": 62.0, "Sales": 125.7, "State": 35, "Year": 81 }, { "CPI": 96.5, "NDI": 8818.0044794, "Pimin": 65.7, "Pop": 670.0, "Pop16": 504.0, "Price": 67.8, "Sales": 126.8, "State": 35, "Year": 82 }, { "CPI": 99.6, "NDI": 9423.454192, "Pimin": 77.2, "Pop": 680.0, "Pop16": 509.8, "Price": 77.9, "Sales": 119.6, "State": 35, "Year": 83 }, { "CPI": 103.9, "NDI": 10345.585869, "Pimin": 89.8, "Pop": 686.0, "Pop16": 514.7, "Price": 94.4, "Sales": 109.4, "State": 35, "Year": 84 }, { "CPI": 107.6, "NDI": 10608.36452, "Pimin": 92.3, "Pop": 685.0, "Pop16": 513.7, "Price": 100.6, "Sales": 103.2, "State": 35, "Year": 85 }, { "CPI": 109.6, "NDI": 11053.066853, "Pimin": 102.0, "Pop": 679.0, "Pop16": 510.8, "Price": 104.2, "Sales": 99.8, "State": 35, "Year": 86 }, { "CPI": 113.6, "NDI": 11364.936021, "Pimin": 106.2, "Pop": 672.0, "Pop16": 505.0, "Price": 110.3, "Sales": 92.3, "State": 35, "Year": 87 }, { "CPI": 118.3, "NDI": 11389.0, "Pimin": 115.3, "Pop": 667.0, "Pop16": 503.0, "Price": 123.3, "Sales": 87.1, "State": 35, "Year": 88 }, { "CPI": 124.0, "NDI": 11937.0, "Pimin": 123.0, "Pop": 660.0, "Pop16": 499.0, "Price": 135.9, "Sales": 84.1, "State": 35, "Year": 89 }, { "CPI": 130.7, "NDI": 13416.0, "Pimin": 138.9, "Pop": 652.8, "Pop16": 493.6, "Price": 144.3, "Sales": 77.1, "State": 35, "Year": 90 }, { "CPI": 136.2, "NDI": 14157.0, "Pimin": 143.6, "Pop": 648.8, "Pop16": 491.5, "Price": 159.8, "Sales": 85.2, "State": 35, "Year": 91 }, { "CPI": 140.3, "NDI": 15297.0, "Pimin": 160.0, "Pop": 649.8, "Pop16": 494.6, "Price": 168.3, "Sales": 74.4, "State": 35, "Year": 92 }, { "CPI": 30.6, "NDI": 2242.8860167, "Pimin": 24.1, "Pop": 10020.0, "Pop16": 6725.1, "Price": 26.3, "Sales": 130.4, "State": 36, "Year": 63 }, { "CPI": 31.0, "NDI": 2408.686661, "Pimin": 25.0, "Pop": 10124.0, "Pop16": 6810.4, "Price": 26.4, "Sales": 129.4, "State": 36, "Year": 64 }, { "CPI": 31.5, "NDI": 2568.3842142, "Pimin": 24.5, "Pop": 10241.0, "Pop16": 6920.7, "Price": 26.4, "Sales": 134.8, "State": 36, "Year": 65 }, { "CPI": 32.4, "NDI": 2759.6144052, "Pimin": 24.7, "Pop": 10397.0, "Pop16": 7058.7, "Price": 26.3, "Sales": 135.5, "State": 36, "Year": 66 }, { "CPI": 33.4, "NDI": 2861.3325919, "Pimin": 25.0, "Pop": 10488.0, "Pop16": 7163.2, "Price": 27.0, "Sales": 136.4, "State": 36, "Year": 67 }, { "CPI": 34.8, "NDI": 3083.0782389, "Pimin": 26.3, "Pop": 10610.0, "Pop16": 7306.0, "Price": 30.8, "Sales": 129.8, "State": 36, "Year": 68 }, { "CPI": 36.7, "NDI": 3295.6692491, "Pimin": 27.0, "Pop": 10740.0, "Pop16": 7424.9, "Price": 31.5, "Sales": 128.8, "State": 36, "Year": 69 }, { "CPI": 38.8, "NDI": 3476.7276214, "Pimin": 28.3, "Pop": 10652.0, "Pop16": 7441.1, "Price": 36.6, "Sales": 121.6, "State": 36, "Year": 70 }, { "CPI": 40.5, "NDI": 3699.4904503, "Pimin": 30.1, "Pop": 10721.0, "Pop16": 7567.7, "Price": 38.1, "Sales": 124.6, "State": 36, "Year": 71 }, { "CPI": 41.8, "NDI": 3928.3563703, "Pimin": 30.6, "Pop": 10725.0, "Pop16": 7647.2, "Price": 38.4, "Sales": 124.4, "State": 36, "Year": 72 }, { "CPI": 44.4, "NDI": 4381.0023011, "Pimin": 30.6, "Pop": 10738.0, "Pop16": 7730.6, "Price": 42.0, "Sales": 120.5, "State": 36, "Year": 73 }, { "CPI": 49.3, "NDI": 4774.6516837, "Pimin": 31.5, "Pop": 10730.0, "Pop16": 7797.7, "Price": 42.9, "Sales": 122.1, "State": 36, "Year": 74 }, { "CPI": 53.8, "NDI": 5111.3388816, "Pimin": 33.3, "Pop": 10727.0, "Pop16": 7867.7, "Price": 46.0, "Sales": 122.5, "State": 36, "Year": 75 }, { "CPI": 56.9, "NDI": 5601.6205415, "Pimin": 36.0, "Pop": 10703.0, "Pop16": 7916.6, "Price": 48.5, "Sales": 124.6, "State": 36, "Year": 76 }, { "CPI": 60.6, "NDI": 6149.8815678, "Pimin": 36.9, "Pop": 10715.0, "Pop16": 7984.6, "Price": 49.8, "Sales": 127.3, "State": 36, "Year": 77 }, { "CPI": 65.2, "NDI": 6804.9466902, "Pimin": 41.4, "Pop": 10732.0, "Pop16": 8050.8, "Price": 53.9, "Sales": 131.3, "State": 36, "Year": 78 }, { "CPI": 72.6, "NDI": 7502.7334509, "Pimin": 43.4, "Pop": 10731.0, "Pop16": 8089.1, "Price": 56.3, "Sales": 130.9, "State": 36, "Year": 79 }, { "CPI": 82.4, "NDI": 8130.3346629, "Pimin": 46.3, "Pop": 10797.0, "Pop16": 8133.2, "Price": 58.7, "Sales": 133.5, "State": 36, "Year": 80 }, { "CPI": 90.9, "NDI": 8789.4685127, "Pimin": 49.4, "Pop": 10781.0, "Pop16": 8144.7, "Price": 61.4, "Sales": 132.8, "State": 36, "Year": 81 }, { "CPI": 96.5, "NDI": 9259.4065352, "Pimin": 56.3, "Pop": 10791.0, "Pop16": 8171.6, "Price": 68.3, "Sales": 134.0, "State": 36, "Year": 82 }, { "CPI": 99.6, "NDI": 9800.5472885, "Pimin": 66.4, "Pop": 10746.0, "Pop16": 8166.8, "Price": 82.5, "Sales": 130.0, "State": 36, "Year": 83 }, { "CPI": 103.9, "NDI": 10736.354606, "Pimin": 75.4, "Pop": 10752.0, "Pop16": 8185.0, "Price": 89.2, "Sales": 127.1, "State": 36, "Year": 84 }, { "CPI": 107.6, "NDI": 11247.997085, "Pimin": 79.3, "Pop": 10745.0, "Pop16": 8215.6, "Price": 92.2, "Sales": 126.7, "State": 36, "Year": 85 }, { "CPI": 109.6, "NDI": 11814.567385, "Pimin": 85.4, "Pop": 10748.0, "Pop16": 8255.9, "Price": 98.1, "Sales": 126.3, "State": 36, "Year": 86 }, { "CPI": 113.6, "NDI": 12360.794048, "Pimin": 90.5, "Pop": 10784.0, "Pop16": 8300.0, "Price": 102.2, "Sales": 124.6, "State": 36, "Year": 87 }, { "CPI": 118.3, "NDI": 13261.0, "Pimin": 94.4, "Pop": 10855.0, "Pop16": 8375.0, "Price": 108.4, "Sales": 122.4, "State": 36, "Year": 88 }, { "CPI": 124.0, "NDI": 13994.0, "Pimin": 103.8, "Pop": 10907.0, "Pop16": 8407.0, "Price": 120.5, "Sales": 118.6, "State": 36, "Year": 89 }, { "CPI": 130.7, "NDI": 15025.0, "Pimin": 115.6, "Pop": 10925.1, "Pop16": 8421.0, "Price": 135.4, "Sales": 115.5, "State": 36, "Year": 90 }, { "CPI": 136.2, "NDI": 15396.0, "Pimin": 120.5, "Pop": 11017.8, "Pop16": 8492.6, "Price": 139.8, "Sales": 113.2, "State": 36, "Year": 91 }, { "CPI": 140.3, "NDI": 16359.0, "Pimin": 135.8, "Pop": 11095.3, "Pop16": 8569.2, "Price": 159.6, "Sales": 112.3, "State": 36, "Year": 92 }, { "CPI": 30.6, "NDI": 1789.5685251, "Pimin": 25.8, "Pop": 2450.0, "Pop16": 1723.2, "Price": 28.4, "Sales": 113.4, "State": 37, "Year": 63 }, { "CPI": 31.0, "NDI": 1929.5062465, "Pimin": 25.6, "Pop": 2461.0, "Pop16": 1733.9, "Price": 28.8, "Sales": 111.5, "State": 37, "Year": 64 }, { "CPI": 31.5, "NDI": 2085.7870595, "Pimin": 26.1, "Pop": 2448.0, "Pop16": 1731.0, "Price": 28.8, "Sales": 115.6, "State": 37, "Year": 65 }, { "CPI": 32.4, "NDI": 2201.2101436, "Pimin": 26.2, "Pop": 2478.0, "Pop16": 1762.1, "Price": 30.4, "Sales": 115.9, "State": 37, "Year": 66 }, { "CPI": 33.4, "NDI": 2362.5981727, "Pimin": 27.5, "Pop": 2516.0, "Pop16": 1803.0, "Price": 30.7, "Sales": 117.9, "State": 37, "Year": 67 }, { "CPI": 34.8, "NDI": 2548.5008391, "Pimin": 29.2, "Pop": 2542.0, "Pop16": 1833.2, "Price": 31.2, "Sales": 113.0, "State": 37, "Year": 68 }, { "CPI": 36.7, "NDI": 2701.7173224, "Pimin": 29.9, "Pop": 2568.0, "Pop16": 1871.2, "Price": 36.9, "Sales": 108.7, "State": 37, "Year": 69 }, { "CPI": 38.8, "NDI": 2959.1210144, "Pimin": 34.2, "Pop": 2559.0, "Pop16": 1871.2, "Price": 38.4, "Sales": 108.4, "State": 37, "Year": 70 }, { "CPI": 40.5, "NDI": 3130.7234757, "Pimin": 36.8, "Pop": 2607.0, "Pop16": 1919.9, "Price": 39.8, "Sales": 115.4, "State": 37, "Year": 71 }, { "CPI": 41.8, "NDI": 3315.6046989, "Pimin": 37.7, "Pop": 2639.0, "Pop16": 1955.0, "Price": 39.8, "Sales": 121.7, "State": 37, "Year": 72 }, { "CPI": 44.4, "NDI": 3819.1762073, "Pimin": 37.7, "Pop": 2667.0, "Pop16": 1990.1, "Price": 40.4, "Sales": 124.1, "State": 37, "Year": 73 }, { "CPI": 49.3, "NDI": 4160.3382435, "Pimin": 38.0, "Pop": 2697.0, "Pop16": 2026.1, "Price": 41.0, "Sales": 130.5, "State": 37, "Year": 74 }, { "CPI": 53.8, "NDI": 4616.9233638, "Pimin": 42.7, "Pop": 2728.0, "Pop16": 2061.2, "Price": 43.6, "Sales": 132.9, "State": 37, "Year": 75 }, { "CPI": 56.9, "NDI": 5047.9724035, "Pimin": 44.7, "Pop": 2771.0, "Pop16": 2107.9, "Price": 46.4, "Sales": 138.6, "State": 37, "Year": 76 }, { "CPI": 60.6, "NDI": 5551.543912, "Pimin": 45.9, "Pop": 2805.0, "Pop16": 2143.0, "Price": 47.9, "Sales": 140.4, "State": 37, "Year": 77 }, { "CPI": 65.2, "NDI": 6248.1681894, "Pimin": 49.9, "Pop": 2843.0, "Pop16": 2179.0, "Price": 53.1, "Sales": 143.6, "State": 37, "Year": 78 }, { "CPI": 72.6, "NDI": 7113.3305985, "Pimin": 52.2, "Pop": 2892.0, "Pop16": 2221.9, "Price": 55.5, "Sales": 141.6, "State": 37, "Year": 79 }, { "CPI": 82.4, "NDI": 7889.6274473, "Pimin": 57.3, "Pop": 3025.0, "Pop16": 2316.4, "Price": 62.9, "Sales": 141.6, "State": 37, "Year": 80 }, { "CPI": 90.9, "NDI": 8826.290882, "Pimin": 59.8, "Pop": 3100.0, "Pop16": 2370.0, "Price": 65.8, "Sales": 143.7, "State": 37, "Year": 81 }, { "CPI": 96.5, "NDI": 9376.8487787, "Pimin": 64.7, "Pop": 3177.0, "Pop16": 2424.5, "Price": 71.7, "Sales": 147.0, "State": 37, "Year": 82 }, { "CPI": 99.6, "NDI": 9553.5584561, "Pimin": 74.8, "Pop": 3298.0, "Pop16": 2508.3, "Price": 83.9, "Sales": 140.0, "State": 37, "Year": 83 }, { "CPI": 103.9, "NDI": 10029.550998, "Pimin": 84.8, "Pop": 3298.0, "Pop16": 2510.2, "Price": 93.3, "Sales": 128.1, "State": 37, "Year": 84 }, { "CPI": 107.6, "NDI": 9973.3716204, "Pimin": 93.7, "Pop": 3316.0, "Pop16": 2507.3, "Price": 95.1, "Sales": 124.2, "State": 37, "Year": 85 }, { "CPI": 109.6, "NDI": 10159.274287, "Pimin": 101.2, "Pop": 3306.0, "Pop16": 2509.2, "Price": 104.6, "Sales": 119.9, "State": 37, "Year": 86 }, { "CPI": 113.6, "NDI": 10359.477158, "Pimin": 108.5, "Pop": 3272.0, "Pop16": 2481.0, "Price": 114.4, "Sales": 113.1, "State": 37, "Year": 87 }, { "CPI": 118.3, "NDI": 10956.0, "Pimin": 113.7, "Pop": 3242.0, "Pop16": 2458.0, "Price": 122.6, "Sales": 103.6, "State": 37, "Year": 88 }, { "CPI": 124.0, "NDI": 11591.0, "Pimin": 118.9, "Pop": 3224.0, "Pop16": 2464.0, "Price": 133.4, "Sales": 97.5, "State": 37, "Year": 89 }, { "CPI": 130.7, "NDI": 12579.0, "Pimin": 129.1, "Pop": 3219.9, "Pop16": 2460.9, "Price": 146.1, "Sales": 88.4, "State": 37, "Year": 90 }, { "CPI": 136.2, "NDI": 12951.0, "Pimin": 132.5, "Pop": 3249.6, "Pop16": 2483.4, "Price": 149.1, "Sales": 87.8, "State": 37, "Year": 91 }, { "CPI": 140.3, "NDI": 14344.0, "Pimin": 153.1, "Pop": 3287.5, "Pop16": 2511.2, "Price": 170.6, "Sales": 86.3, "State": 37, "Year": 92 }, { "CPI": 30.6, "NDI": 2188.3648608, "Pimin": 26.2, "Pop": 11408.0, "Pop16": 7991.7, "Price": 26.8, "Sales": 128.3, "State": 39, "Year": 63 }, { "CPI": 31.0, "NDI": 2344.4551273, "Pimin": 26.4, "Pop": 11505.0, "Pop16": 8068.8, "Price": 29.7, "Sales": 117.4, "State": 39, "Year": 64 }, { "CPI": 31.5, "NDI": 2484.0060277, "Pimin": 26.4, "Pop": 11583.0, "Pop16": 8149.8, "Price": 29.8, "Sales": 120.4, "State": 39, "Year": 65 }, { "CPI": 32.4, "NDI": 2655.6019497, "Pimin": 26.3, "Pop": 11657.0, "Pop16": 8238.5, "Price": 29.8, "Sales": 122.9, "State": 39, "Year": 66 }, { "CPI": 33.4, "NDI": 2837.5349754, "Pimin": 27.0, "Pop": 11672.0, "Pop16": 8294.4, "Price": 30.1, "Sales": 125.5, "State": 39, "Year": 67 }, { "CPI": 34.8, "NDI": 3033.9399464, "Pimin": 30.8, "Pop": 11750.0, "Pop16": 8412.9, "Price": 36.4, "Sales": 117.1, "State": 39, "Year": 68 }, { "CPI": 36.7, "NDI": 3255.1539664, "Pimin": 30.7, "Pop": 11803.0, "Pop16": 8563.3, "Price": 36.5, "Sales": 114.7, "State": 39, "Year": 69 }, { "CPI": 38.8, "NDI": 3494.974773, "Pimin": 32.6, "Pop": 11793.0, "Pop16": 8525.7, "Price": 38.4, "Sales": 107.3, "State": 39, "Year": 70 }, { "CPI": 40.5, "NDI": 3701.7168477, "Pimin": 34.2, "Pop": 11864.0, "Pop16": 8658.7, "Price": 44.7, "Sales": 106.3, "State": 39, "Year": 71 }, { "CPI": 41.8, "NDI": 3929.1331299, "Pimin": 34.3, "Pop": 11871.0, "Pop16": 8742.6, "Price": 44.7, "Sales": 109.0, "State": 39, "Year": 72 }, { "CPI": 44.4, "NDI": 4359.1566453, "Pimin": 35.3, "Pop": 11840.0, "Pop16": 8800.4, "Price": 44.9, "Sales": 110.7, "State": 39, "Year": 73 }, { "CPI": 49.3, "NDI": 4777.8093466, "Pimin": 35.8, "Pop": 11807.0, "Pop16": 8853.4, "Price": 46.6, "Sales": 114.2, "State": 39, "Year": 74 }, { "CPI": 53.8, "NDI": 5227.4733591, "Pimin": 39.5, "Pop": 11829.0, "Pop16": 8945.0, "Price": 49.8, "Sales": 114.6, "State": 39, "Year": 75 }, { "CPI": 56.9, "NDI": 5680.2385028, "Pimin": 46.1, "Pop": 11807.0, "Pop16": 8999.9, "Price": 52.3, "Sales": 118.8, "State": 39, "Year": 76 }, { "CPI": 60.6, "NDI": 6157.8126953, "Pimin": 48.9, "Pop": 11791.0, "Pop16": 9052.0, "Price": 53.3, "Sales": 120.1, "State": 39, "Year": 77 }, { "CPI": 65.2, "NDI": 6741.8590564, "Pimin": 52.1, "Pop": 11763.0, "Pop16": 9091.5, "Price": 57.4, "Sales": 122.3, "State": 39, "Year": 78 }, { "CPI": 72.6, "NDI": 7483.0293943, "Pimin": 56.2, "Pop": 11731.0, "Pop16": 9118.5, "Price": 60.6, "Sales": 122.6, "State": 39, "Year": 79 }, { "CPI": 82.4, "NDI": 8231.4357047, "Pimin": 58.1, "Pop": 11864.0, "Pop16": 9230.3, "Price": 61.3, "Sales": 124.0, "State": 39, "Year": 80 }, { "CPI": 90.9, "NDI": 9035.6623754, "Pimin": 61.4, "Pop": 11871.0, "Pop16": 9275.6, "Price": 64.8, "Sales": 125.2, "State": 39, "Year": 81 }, { "CPI": 96.5, "NDI": 9616.6076053, "Pimin": 65.4, "Pop": 11865.0, "Pop16": 9292.0, "Price": 69.8, "Sales": 123.3, "State": 39, "Year": 82 }, { "CPI": 99.6, "NDI": 10151.035868, "Pimin": 74.9, "Pop": 11895.0, "Pop16": 9341.2, "Price": 81.7, "Sales": 125.3, "State": 39, "Year": 83 }, { "CPI": 103.9, "NDI": 10842.588108, "Pimin": 84.2, "Pop": 11901.0, "Pop16": 9367.2, "Price": 97.7, "Sales": 115.3, "State": 39, "Year": 84 }, { "CPI": 107.6, "NDI": 11532.072928, "Pimin": 90.1, "Pop": 11864.0, "Pop16": 9370.1, "Price": 100.1, "Sales": 115.8, "State": 39, "Year": 85 }, { "CPI": 109.6, "NDI": 12193.647567, "Pimin": 93.3, "Pop": 11894.0, "Pop16": 9412.5, "Price": 104.9, "Sales": 113.9, "State": 39, "Year": 86 }, { "CPI": 113.6, "NDI": 12911.042566, "Pimin": 100.3, "Pop": 11936.0, "Pop16": 9452.0, "Price": 110.0, "Sales": 100.6, "State": 39, "Year": 87 }, { "CPI": 118.3, "NDI": 13891.0, "Pimin": 108.4, "Pop": 12001.0, "Pop16": 9507.0, "Price": 112.3, "Sales": 107.6, "State": 39, "Year": 88 }, { "CPI": 124.0, "NDI": 14811.0, "Pimin": 120.2, "Pop": 12040.0, "Pop16": 9525.0, "Price": 122.8, "Sales": 107.1, "State": 39, "Year": 89 }, { "CPI": 130.7, "NDI": 16136.0, "Pimin": 131.5, "Pop": 12056.2, "Pop16": 9537.8, "Price": 133.7, "Sales": 101.3, "State": 39, "Year": 90 }, { "CPI": 136.2, "NDI": 16609.0, "Pimin": 139.8, "Pop": 12136.4, "Pop16": 9579.5, "Price": 144.1, "Sales": 102.5, "State": 39, "Year": 91 }, { "CPI": 140.3, "NDI": 17658.0, "Pimin": 158.2, "Pop": 12185.1, "Pop16": 9612.0, "Price": 176.2, "Sales": 96.2, "State": 39, "Year": 92 }, { "CPI": 30.6, "NDI": 2227.7270183, "Pimin": 26.8, "Pop": 877.0, "Pop16": 615.5, "Price": 27.0, "Sales": 144.6, "State": 40, "Year": 63 }, { "CPI": 31.0, "NDI": 2363.6770721, "Pimin": 27.8, "Pop": 884.0, "Pop16": 621.3, "Price": 27.3, "Sales": 140.3, "State": 40, "Year": 64 }, { "CPI": 31.5, "NDI": 2514.046071, "Pimin": 28.1, "Pop": 891.0, "Pop16": 629.0, "Price": 29.8, "Sales": 133.2, "State": 40, "Year": 65 }, { "CPI": 32.4, "NDI": 2708.7018299, "Pimin": 30.1, "Pop": 898.0, "Pop16": 635.8, "Price": 30.0, "Sales": 140.2, "State": 40, "Year": 66 }, { "CPI": 33.4, "NDI": 2905.4174381, "Pimin": 31.1, "Pop": 901.0, "Pop16": 637.7, "Price": 31.0, "Sales": 144.5, "State": 40, "Year": 67 }, { "CPI": 34.8, "NDI": 3077.4148547, "Pimin": 31.3, "Pop": 908.0, "Pop16": 648.3, "Price": 32.1, "Sales": 142.9, "State": 40, "Year": 68 }, { "CPI": 36.7, "NDI": 3265.8910657, "Pimin": 32.2, "Pop": 911.0, "Pop16": 658.9, "Price": 38.4, "Sales": 117.8, "State": 40, "Year": 69 }, { "CPI": 38.8, "NDI": 3505.8635091, "Pimin": 39.6, "Pop": 949.0, "Pop16": 689.7, "Price": 39.3, "Sales": 123.9, "State": 40, "Year": 70 }, { "CPI": 40.5, "NDI": 3659.322282, "Pimin": 41.0, "Pop": 960.0, "Pop16": 701.3, "Price": 40.2, "Sales": 123.2, "State": 40, "Year": 71 }, { "CPI": 41.8, "NDI": 3906.5041981, "Pimin": 46.0, "Pop": 969.0, "Pop16": 713.8, "Price": 41.6, "Sales": 134.4, "State": 40, "Year": 72 }, { "CPI": 44.4, "NDI": 4212.3918192, "Pimin": 46.0, "Pop": 967.0, "Pop16": 718.6, "Price": 40.6, "Sales": 142.0, "State": 40, "Year": 73 }, { "CPI": 49.3, "NDI": 4598.613563, "Pimin": 46.3, "Pop": 940.0, "Pop16": 700.3, "Price": 41.3, "Sales": 146.1, "State": 40, "Year": 74 }, { "CPI": 53.8, "NDI": 5066.1993541, "Pimin": 49.4, "Pop": 930.0, "Pop16": 699.3, "Price": 44.3, "Sales": 154.7, "State": 40, "Year": 75 }, { "CPI": 56.9, "NDI": 5481.2589882, "Pimin": 57.4, "Pop": 931.0, "Pop16": 707.0, "Price": 52.2, "Sales": 150.2, "State": 40, "Year": 76 }, { "CPI": 60.6, "NDI": 5987.981916, "Pimin": 57.3, "Pop": 933.0, "Pop16": 714.8, "Price": 52.3, "Sales": 148.8, "State": 40, "Year": 77 }, { "CPI": 65.2, "NDI": 6546.2010764, "Pimin": 61.7, "Pop": 932.0, "Pop16": 719.6, "Price": 56.3, "Sales": 146.8, "State": 40, "Year": 78 }, { "CPI": 72.6, "NDI": 7211.5324004, "Pimin": 64.4, "Pop": 929.0, "Pop16": 723.4, "Price": 58.7, "Sales": 145.8, "State": 40, "Year": 79 }, { "CPI": 82.4, "NDI": 8033.4122713, "Pimin": 67.0, "Pop": 947.0, "Pop16": 741.7, "Price": 60.0, "Sales": 149.3, "State": 40, "Year": 80 }, { "CPI": 90.9, "NDI": 8821.3046286, "Pimin": 70.8, "Pop": 953.0, "Pop16": 751.4, "Price": 64.5, "Sales": 151.2, "State": 40, "Year": 81 }, { "CPI": 96.5, "NDI": 9456.7681378, "Pimin": 78.1, "Pop": 958.0, "Pop16": 757.1, "Price": 71.6, "Sales": 146.3, "State": 40, "Year": 82 }, { "CPI": 99.6, "NDI": 10332.20409, "Pimin": 88.7, "Pop": 955.0, "Pop16": 758.1, "Price": 84.0, "Sales": 135.8, "State": 40, "Year": 83 }, { "CPI": 103.9, "NDI": 11243.687406, "Pimin": 101.4, "Pop": 962.0, "Pop16": 763.9, "Price": 94.8, "Sales": 136.9, "State": 40, "Year": 84 }, { "CPI": 107.6, "NDI": 11830.744456, "Pimin": 108.3, "Pop": 967.0, "Pop16": 770.6, "Price": 100.3, "Sales": 133.4, "State": 40, "Year": 85 }, { "CPI": 109.6, "NDI": 12449.729171, "Pimin": 115.0, "Pop": 975.0, "Pop16": 778.3, "Price": 101.8, "Sales": 136.3, "State": 40, "Year": 86 }, { "CPI": 113.6, "NDI": 13229.382131, "Pimin": 120.4, "Pop": 986.0, "Pop16": 787.0, "Price": 113.5, "Sales": 124.4, "State": 40, "Year": 87 }, { "CPI": 118.3, "NDI": 14352.0, "Pimin": 129.7, "Pop": 993.0, "Pop16": 791.0, "Price": 121.5, "Sales": 138.0, "State": 40, "Year": 88 }, { "CPI": 124.0, "NDI": 15189.0, "Pimin": 142.0, "Pop": 998.0, "Pop16": 793.0, "Price": 134.8, "Sales": 120.8, "State": 40, "Year": 89 }, { "CPI": 130.7, "NDI": 15870.0, "Pimin": 152.4, "Pop": 1000.0, "Pop16": 794.6, "Price": 150.9, "Sales": 101.4, "State": 40, "Year": 90 }, { "CPI": 136.2, "NDI": 16024.0, "Pimin": 163.3, "Pop": 1001.0, "Pop16": 790.6, "Price": 170.3, "Sales": 103.6, "State": 40, "Year": 91 }, { "CPI": 140.3, "NDI": 17863.0, "Pimin": 175.9, "Pop": 1002.0, "Pop16": 787.6, "Price": 190.0, "Sales": 100.1, "State": 40, "Year": 92 }, { "CPI": 30.6, "NDI": 1498.1478534, "Pimin": 26.9, "Pop": 2498.0, "Pop16": 1608.3, "Price": 27.3, "Sales": 88.2, "State": 41, "Year": 63 }, { "CPI": 31.0, "NDI": 1619.3140266, "Pimin": 27.5, "Pop": 2528.0, "Pop16": 1638.8, "Price": 26.5, "Sales": 89.7, "State": 41, "Year": 64 }, { "CPI": 31.5, "NDI": 1769.2314952, "Pimin": 30.9, "Pop": 2550.0, "Pop16": 1663.6, "Price": 26.2, "Sales": 90.1, "State": 41, "Year": 65 }, { "CPI": 32.4, "NDI": 1946.8734271, "Pimin": 30.6, "Pop": 2607.0, "Pop16": 1718.0, "Price": 26.2, "Sales": 93.4, "State": 41, "Year": 66 }, { "CPI": 33.4, "NDI": 2086.5225759, "Pimin": 31.5, "Pop": 2638.0, "Pop16": 1750.5, "Price": 27.3, "Sales": 95.1, "State": 41, "Year": 67 }, { "CPI": 34.8, "NDI": 2269.2986677, "Pimin": 33.3, "Pop": 2669.0, "Pop16": 1792.5, "Price": 29.5, "Sales": 95.7, "State": 41, "Year": 68 }, { "CPI": 36.7, "NDI": 2466.4504071, "Pimin": 34.2, "Pop": 2692.0, "Pop16": 1788.7, "Price": 29.0, "Sales": 104.2, "State": 41, "Year": 69 }, { "CPI": 38.8, "NDI": 2688.246114, "Pimin": 34.3, "Pop": 2590.0, "Pop16": 1774.3, "Price": 32.5, "Sales": 103.6, "State": 41, "Year": 70 }, { "CPI": 40.5, "NDI": 2863.8343819, "Pimin": 35.8, "Pop": 2642.0, "Pop16": 1828.7, "Price": 34.3, "Sales": 115.0, "State": 41, "Year": 71 }, { "CPI": 41.8, "NDI": 3087.6837528, "Pimin": 40.9, "Pop": 2682.0, "Pop16": 1870.7, "Price": 34.1, "Sales": 118.7, "State": 41, "Year": 72 }, { "CPI": 44.4, "NDI": 3473.7725759, "Pimin": 42.4, "Pop": 2723.0, "Pop16": 1911.8, "Price": 33.5, "Sales": 125.5, "State": 41, "Year": 73 }, { "CPI": 49.3, "NDI": 3823.9222798, "Pimin": 42.4, "Pop": 2774.0, "Pop16": 1965.2, "Price": 35.2, "Sales": 129.7, "State": 41, "Year": 74 }, { "CPI": 53.8, "NDI": 4115.5425611, "Pimin": 44.5, "Pop": 2813.0, "Pop16": 2010.1, "Price": 38.1, "Sales": 130.5, "State": 41, "Year": 75 }, { "CPI": 56.9, "NDI": 4468.7727609, "Pimin": 47.9, "Pop": 2838.0, "Pop16": 2043.5, "Price": 41.0, "Sales": 136.8, "State": 41, "Year": 76 }, { "CPI": 60.6, "NDI": 4848.7005922, "Pimin": 49.5, "Pop": 2868.0, "Pop16": 2079.8, "Price": 42.2, "Sales": 137.2, "State": 41, "Year": 77 }, { "CPI": 65.2, "NDI": 5327.2042931, "Pimin": 54.7, "Pop": 2902.0, "Pop16": 2118.9, "Price": 49.2, "Sales": 140.4, "State": 41, "Year": 78 }, { "CPI": 72.6, "NDI": 5820.0836417, "Pimin": 56.6, "Pop": 2932.0, "Pop16": 2151.4, "Price": 50.2, "Sales": 135.7, "State": 41, "Year": 79 }, { "CPI": 82.4, "NDI": 6345.8216136, "Pimin": 59.3, "Pop": 3122.0, "Pop16": 2308.8, "Price": 52.3, "Sales": 138.3, "State": 41, "Year": 80 }, { "CPI": 90.9, "NDI": 6978.350111, "Pimin": 62.6, "Pop": 3167.0, "Pop16": 2351.8, "Price": 54.7, "Sales": 136.1, "State": 41, "Year": 81 }, { "CPI": 96.5, "NDI": 7441.4513323, "Pimin": 67.8, "Pop": 3203.0, "Pop16": 2383.3, "Price": 61.9, "Sales": 136.0, "State": 41, "Year": 82 }, { "CPI": 99.6, "NDI": 8005.1820873, "Pimin": 78.9, "Pop": 3264.0, "Pop16": 2437.7, "Price": 72.4, "Sales": 131.1, "State": 41, "Year": 83 }, { "CPI": 103.9, "NDI": 8794.8158771, "Pimin": 86.8, "Pop": 3300.0, "Pop16": 2477.8, "Price": 81.3, "Sales": 127.0, "State": 41, "Year": 84 }, { "CPI": 107.6, "NDI": 9215.8169874, "Pimin": 90.7, "Pop": 3334.0, "Pop16": 2515.0, "Price": 83.0, "Sales": 125.4, "State": 41, "Year": 85 }, { "CPI": 109.6, "NDI": 9728.2061436, "Pimin": 100.1, "Pop": 3381.0, "Pop16": 2558.0, "Price": 88.7, "Sales": 126.6, "State": 41, "Year": 86 }, { "CPI": 113.6, "NDI": 10317.607698, "Pimin": 103.9, "Pop": 3425.0, "Pop16": 2599.0, "Price": 95.3, "Sales": 126.6, "State": 41, "Year": 87 }, { "CPI": 118.3, "NDI": 11098.0, "Pimin": 109.2, "Pop": 3470.0, "Pop16": 2636.0, "Price": 99.9, "Sales": 124.4, "State": 41, "Year": 88 }, { "CPI": 124.0, "NDI": 11665.0, "Pimin": 122.4, "Pop": 3512.0, "Pop16": 2667.0, "Price": 111.9, "Sales": 122.4, "State": 41, "Year": 89 }, { "CPI": 130.7, "NDI": 12880.0, "Pimin": 132.3, "Pop": 3542.5, "Pop16": 2690.1, "Price": 125.2, "Sales": 118.6, "State": 41, "Year": 90 }, { "CPI": 136.2, "NDI": 13166.0, "Pimin": 138.2, "Pop": 3616.6, "Pop16": 2744.6, "Price": 129.0, "Sales": 121.5, "State": 41, "Year": 91 }, { "CPI": 140.3, "NDI": 14318.0, "Pimin": 159.5, "Pop": 3660.3, "Pop16": 2780.8, "Price": 151.9, "Sales": 121.9, "State": 41, "Year": 92 }, { "CPI": 30.6, "NDI": 1780.9507622, "Pimin": 25.8, "Pop": 707.0, "Pop16": 470.7, "Price": 26.6, "Sales": 106.0, "State": 42, "Year": 63 }, { "CPI": 31.0, "NDI": 1785.9310496, "Pimin": 26.2, "Pop": 700.0, "Pop16": 467.8, "Price": 28.5, "Sales": 99.4, "State": 42, "Year": 64 }, { "CPI": 31.5, "NDI": 2051.878395, "Pimin": 26.1, "Pop": 686.0, "Pop16": 460.9, "Price": 28.3, "Sales": 98.7, "State": 42, "Year": 65 }, { "CPI": 32.4, "NDI": 2241.1293149, "Pimin": 26.5, "Pop": 680.0, "Pop16": 459.0, "Price": 30.5, "Sales": 98.8, "State": 42, "Year": 66 }, { "CPI": 33.4, "NDI": 2310.853338, "Pimin": 27.4, "Pop": 668.0, "Pop16": 455.1, "Price": 31.3, "Sales": 99.6, "State": 42, "Year": 67 }, { "CPI": 34.8, "NDI": 2460.261959, "Pimin": 32.3, "Pop": 665.0, "Pop16": 459.0, "Price": 32.7, "Sales": 100.4, "State": 42, "Year": 68 }, { "CPI": 36.7, "NDI": 2609.67058, "Pimin": 32.3, "Pop": 659.0, "Pop16": 453.1, "Price": 32.4, "Sales": 102.5, "State": 42, "Year": 69 }, { "CPI": 38.8, "NDI": 2819.8387069, "Pimin": 33.9, "Pop": 666.0, "Pop16": 470.7, "Price": 38.5, "Sales": 92.7, "State": 42, "Year": 70 }, { "CPI": 40.5, "NDI": 3083.7939373, "Pimin": 34.4, "Pop": 671.0, "Pop16": 481.4, "Price": 38.5, "Sales": 96.7, "State": 42, "Year": 71 }, { "CPI": 41.8, "NDI": 3536.0040301, "Pimin": 34.4, "Pop": 677.0, "Pop16": 491.1, "Price": 39.1, "Sales": 103.0, "State": 42, "Year": 72 }, { "CPI": 44.4, "NDI": 4566.923515, "Pimin": 34.4, "Pop": 679.0, "Pop16": 497.0, "Price": 39.6, "Sales": 103.5, "State": 42, "Year": 73 }, { "CPI": 49.3, "NDI": 4404.5661468, "Pimin": 35.8, "Pop": 680.0, "Pop16": 502.8, "Price": 40.4, "Sales": 108.4, "State": 42, "Year": 74 }, { "CPI": 53.8, "NDI": 4611.7461013, "Pimin": 38.6, "Pop": 682.0, "Pop16": 507.7, "Price": 42.8, "Sales": 113.5, "State": 42, "Year": 75 }, { "CPI": 56.9, "NDI": 4516.1245838, "Pimin": 42.6, "Pop": 687.0, "Pop16": 516.5, "Price": 45.0, "Sales": 116.7, "State": 42, "Year": 76 }, { "CPI": 60.6, "NDI": 5246.2347118, "Pimin": 43.4, "Pop": 690.0, "Pop16": 521.4, "Price": 46.4, "Sales": 115.6, "State": 42, "Year": 77 }, { "CPI": 65.2, "NDI": 5945.467058, "Pimin": 49.8, "Pop": 690.0, "Pop16": 524.3, "Price": 53.2, "Sales": 116.9, "State": 42, "Year": 78 }, { "CPI": 72.6, "NDI": 6671.592956, "Pimin": 51.7, "Pop": 689.0, "Pop16": 524.3, "Price": 54.1, "Sales": 117.4, "State": 42, "Year": 79 }, { "CPI": 82.4, "NDI": 6793.1119678, "Pimin": 55.3, "Pop": 691.0, "Pop16": 523.3, "Price": 58.8, "Sales": 114.7, "State": 42, "Year": 80 }, { "CPI": 90.9, "NDI": 7773.2325215, "Pimin": 55.9, "Pop": 686.0, "Pop16": 518.4, "Price": 62.3, "Sales": 115.7, "State": 42, "Year": 81 }, { "CPI": 96.5, "NDI": 8012.2863151, "Pimin": 64.3, "Pop": 691.0, "Pop16": 521.4, "Price": 68.0, "Sales": 113.0, "State": 42, "Year": 82 }, { "CPI": 99.6, "NDI": 8478.4412125, "Pimin": 71.0, "Pop": 700.0, "Pop16": 525.3, "Price": 78.8, "Sales": 109.8, "State": 42, "Year": 83 }, { "CPI": 103.9, "NDI": 9333.0585246, "Pimin": 81.7, "Pop": 706.0, "Pop16": 530.1, "Price": 89.8, "Sales": 105.7, "State": 42, "Year": 84 }, { "CPI": 107.6, "NDI": 9821.1266865, "Pimin": 87.4, "Pop": 708.0, "Pop16": 532.1, "Price": 92.3, "Sales": 104.4, "State": 42, "Year": 85 }, { "CPI": 109.6, "NDI": 10482.508849, "Pimin": 97.8, "Pop": 708.0, "Pop16": 534.0, "Price": 108.5, "Sales": 97.0, "State": 42, "Year": 86 }, { "CPI": 113.6, "NDI": 10974.561241, "Pimin": 102.7, "Pop": 709.0, "Pop16": 535.0, "Price": 113.7, "Sales": 95.8, "State": 42, "Year": 87 }, { "CPI": 118.3, "NDI": 11369.0, "Pimin": 112.9, "Pop": 713.0, "Pop16": 538.0, "Price": 124.7, "Sales": 91.9, "State": 42, "Year": 88 }, { "CPI": 124.0, "NDI": 12335.0, "Pimin": 118.6, "Pop": 715.0, "Pop16": 539.0, "Price": 130.1, "Sales": 87.4, "State": 42, "Year": 89 }, { "CPI": 130.7, "NDI": 14308.0, "Pimin": 129.5, "Pop": 714.0, "Pop16": 538.2, "Price": 138.9, "Sales": 88.3, "State": 42, "Year": 90 }, { "CPI": 136.2, "NDI": 14831.0, "Pimin": 127.0, "Pop": 721.2, "Pop16": 544.5, "Price": 150.3, "Sales": 91.8, "State": 42, "Year": 91 }, { "CPI": 140.3, "NDI": 15082.0, "Pimin": 155.1, "Pop": 729.4, "Pop16": 549.7, "Price": 160.0, "Sales": 93.0, "State": 42, "Year": 92 }, { "CPI": 30.6, "NDI": 1676.9589603, "Pimin": 24.1, "Pop": 3742.0, "Pop16": 2548.0, "Price": 26.1, "Sales": 110.3, "State": 43, "Year": 63 }, { "CPI": 31.0, "NDI": 1797.1898085, "Pimin": 25.0, "Pop": 3805.0, "Pop16": 2598.9, "Price": 29.0, "Sales": 105.5, "State": 43, "Year": 64 }, { "CPI": 31.5, "NDI": 1940.4213406, "Pimin": 24.5, "Pop": 3850.0, "Pop16": 2639.2, "Price": 28.9, "Sales": 108.1, "State": 43, "Year": 65 }, { "CPI": 32.4, "NDI": 2107.6990424, "Pimin": 24.7, "Pop": 3878.0, "Pop16": 2674.7, "Price": 29.5, "Sales": 109.9, "State": 43, "Year": 66 }, { "CPI": 33.4, "NDI": 2239.4302326, "Pimin": 25.0, "Pop": 3936.0, "Pop16": 2730.4, "Price": 29.6, "Sales": 111.5, "State": 43, "Year": 67 }, { "CPI": 34.8, "NDI": 2448.5273598, "Pimin": 26.3, "Pop": 3952.0, "Pop16": 2763.9, "Price": 32.6, "Sales": 109.2, "State": 43, "Year": 68 }, { "CPI": 36.7, "NDI": 2626.2599179, "Pimin": 27.0, "Pop": 3985.0, "Pop16": 2808.1, "Price": 32.8, "Sales": 107.3, "State": 43, "Year": 69 }, { "CPI": 38.8, "NDI": 2825.9476744, "Pimin": 28.3, "Pop": 3924.0, "Pop16": 2788.9, "Price": 39.9, "Sales": 99.8, "State": 43, "Year": 70 }, { "CPI": 40.5, "NDI": 3058.0454856, "Pimin": 30.1, "Pop": 3991.0, "Pop16": 2859.0, "Price": 41.6, "Sales": 106.3, "State": 43, "Year": 71 }, { "CPI": 41.8, "NDI": 3350.7814637, "Pimin": 29.9, "Pop": 4054.0, "Pop16": 2923.3, "Price": 41.6, "Sales": 111.5, "State": 43, "Year": 72 }, { "CPI": 44.4, "NDI": 3753.2934337, "Pimin": 30.1, "Pop": 4089.0, "Pop16": 2972.2, "Price": 40.8, "Sales": 109.7, "State": 43, "Year": 73 }, { "CPI": 49.3, "NDI": 4088.8943228, "Pimin": 31.3, "Pop": 4137.0, "Pop16": 3030.7, "Price": 42.5, "Sales": 114.8, "State": 43, "Year": 74 }, { "CPI": 53.8, "NDI": 4397.3125855, "Pimin": 33.3, "Pop": 4180.0, "Pop16": 3085.4, "Price": 45.3, "Sales": 117.4, "State": 43, "Year": 75 }, { "CPI": 56.9, "NDI": 4805.0519836, "Pimin": 36.0, "Pop": 4233.0, "Pop16": 3147.8, "Price": 48.3, "Sales": 121.7, "State": 43, "Year": 76 }, { "CPI": 60.6, "NDI": 5222.2007524, "Pimin": 36.9, "Pop": 4289.0, "Pop16": 3212.1, "Price": 49.6, "Sales": 124.6, "State": 43, "Year": 77 }, { "CPI": 65.2, "NDI": 5800.3543092, "Pimin": 41.4, "Pop": 4333.0, "Pop16": 3261.1, "Price": 54.8, "Sales": 127.3, "State": 43, "Year": 78 }, { "CPI": 72.6, "NDI": 6399.4175787, "Pimin": 43.4, "Pop": 4380.0, "Pop16": 3317.7, "Price": 57.3, "Sales": 127.2, "State": 43, "Year": 79 }, { "CPI": 82.4, "NDI": 6868.8406293, "Pimin": 46.3, "Pop": 4591.0, "Pop16": 3476.0, "Price": 60.3, "Sales": 130.4, "State": 43, "Year": 80 }, { "CPI": 90.9, "NDI": 7577.6798906, "Pimin": 49.4, "Pop": 4612.0, "Pop16": 3503.9, "Price": 63.7, "Sales": 129.1, "State": 43, "Year": 81 }, { "CPI": 96.5, "NDI": 8047.1029412, "Pimin": 56.3, "Pop": 4651.0, "Pop16": 3545.1, "Price": 68.3, "Sales": 131.4, "State": 43, "Year": 82 }, { "CPI": 99.6, "NDI": 8501.8891929, "Pimin": 66.4, "Pop": 4685.0, "Pop16": 3582.6, "Price": 79.1, "Sales": 129.0, "State": 43, "Year": 83 }, { "CPI": 103.9, "NDI": 9367.5512996, "Pimin": 75.4, "Pop": 4717.0, "Pop16": 3621.9, "Price": 88.3, "Sales": 125.1, "State": 43, "Year": 84 }, { "CPI": 107.6, "NDI": 9810.8372093, "Pimin": 79.3, "Pop": 4766.0, "Pop16": 3668.9, "Price": 92.5, "Sales": 128.7, "State": 43, "Year": 85 }, { "CPI": 109.6, "NDI": 10592.860465, "Pimin": 85.4, "Pop": 4800.0, "Pop16": 3709.3, "Price": 98.8, "Sales": 129.0, "State": 43, "Year": 86 }, { "CPI": 113.6, "NDI": 11367.565321, "Pimin": 90.5, "Pop": 4855.0, "Pop16": 3763.0, "Price": 103.5, "Sales": 130.6, "State": 43, "Year": 87 }, { "CPI": 118.3, "NDI": 12228.0, "Pimin": 94.4, "Pop": 4895.0, "Pop16": 3798.0, "Price": 112.1, "Sales": 125.3, "State": 43, "Year": 88 }, { "CPI": 124.0, "NDI": 12854.0, "Pimin": 103.8, "Pop": 4940.0, "Pop16": 3832.0, "Price": 121.5, "Sales": 124.7, "State": 43, "Year": 89 }, { "CPI": 130.7, "NDI": 13857.0, "Pimin": 115.6, "Pop": 4963.4, "Pop16": 3850.2, "Price": 135.0, "Sales": 121.8, "State": 43, "Year": 90 }, { "CPI": 136.2, "NDI": 14328.0, "Pimin": 120.5, "Pop": 5040.8, "Pop16": 3912.0, "Price": 137.4, "Sales": 120.6, "State": 43, "Year": 91 }, { "CPI": 140.3, "NDI": 15820.0, "Pimin": 135.8, "Pop": 5113.0, "Pop16": 3967.7, "Price": 163.9, "Sales": 121.0, "State": 43, "Year": 92 }, { "CPI": 30.6, "NDI": 1896.9264812, "Pimin": 27.0, "Pop": 10257.0, "Pop16": 6807.7, "Price": 29.5, "Sales": 113.4, "State": 44, "Year": 63 }, { "CPI": 31.0, "NDI": 2043.8787782, "Pimin": 27.3, "Pop": 10401.0, "Pop16": 6910.9, "Price": 29.7, "Sales": 110.7, "State": 44, "Year": 64 }, { "CPI": 31.5, "NDI": 2179.4474465, "Pimin": 27.2, "Pop": 10591.0, "Pop16": 7067.3, "Price": 29.5, "Sales": 120.5, "State": 44, "Year": 65 }, { "CPI": 32.4, "NDI": 2331.5741201, "Pimin": 30.0, "Pop": 10714.0, "Pop16": 7190.8, "Price": 33.8, "Sales": 106.1, "State": 44, "Year": 66 }, { "CPI": 33.4, "NDI": 2530.2701836, "Pimin": 30.4, "Pop": 10858.0, "Pop16": 7333.6, "Price": 34.4, "Sales": 109.0, "State": 44, "Year": 67 }, { "CPI": 34.8, "NDI": 2721.7221198, "Pimin": 30.9, "Pop": 11013.0, "Pop16": 7495.8, "Price": 34.9, "Sales": 108.4, "State": 44, "Year": 68 }, { "CPI": 36.7, "NDI": 2928.6971859, "Pimin": 30.9, "Pop": 11187.0, "Pop16": 7606.7, "Price": 34.4, "Sales": 111.3, "State": 44, "Year": 69 }, { "CPI": 38.8, "NDI": 3185.3462679, "Pimin": 34.3, "Pop": 11196.0, "Pop16": 7817.1, "Price": 40.4, "Sales": 106.4, "State": 44, "Year": 70 }, { "CPI": 40.5, "NDI": 3350.9263209, "Pimin": 38.8, "Pop": 11445.0, "Pop16": 8056.5, "Price": 42.0, "Sales": 108.9, "State": 44, "Year": 71 }, { "CPI": 41.8, "NDI": 3570.319891, "Pimin": 39.8, "Pop": 11644.0, "Pop16": 8261.1, "Price": 46.9, "Sales": 108.6, "State": 44, "Year": 72 }, { "CPI": 44.4, "NDI": 4029.8045378, "Pimin": 39.9, "Pop": 11853.0, "Pop16": 8474.4, "Price": 46.4, "Sales": 110.4, "State": 44, "Year": 73 }, { "CPI": 49.3, "NDI": 4427.1966648, "Pimin": 41.0, "Pop": 12049.0, "Pop16": 8682.8, "Price": 47.5, "Sales": 114.7, "State": 44, "Year": 74 }, { "CPI": 53.8, "NDI": 4954.9830835, "Pimin": 43.6, "Pop": 12293.0, "Pop16": 8926.0, "Price": 50.6, "Sales": 116.0, "State": 44, "Year": 75 }, { "CPI": 56.9, "NDI": 5447.5837409, "Pimin": 46.4, "Pop": 12571.0, "Pop16": 9194.3, "Price": 53.3, "Sales": 121.4, "State": 44, "Year": 76 }, { "CPI": 60.6, "NDI": 5970.1957829, "Pimin": 47.9, "Pop": 12801.0, "Pop16": 9419.2, "Price": 53.3, "Sales": 124.2, "State": 44, "Year": 77 }, { "CPI": 65.2, "NDI": 6739.1081536, "Pimin": 53.1, "Pop": 13047.0, "Pop16": 9646.0, "Price": 59.1, "Sales": 126.6, "State": 44, "Year": 78 }, { "CPI": 72.6, "NDI": 7525.613405, "Pimin": 55.5, "Pop": 13380.0, "Pop16": 9924.9, "Price": 62.2, "Sales": 126.4, "State": 44, "Year": 79 }, { "CPI": 82.4, "NDI": 8363.8624228, "Pimin": 60.0, "Pop": 14228.0, "Pop16": 10564.7, "Price": 63.7, "Sales": 129.7, "State": 44, "Year": 80 }, { "CPI": 90.9, "NDI": 9404.9470055, "Pimin": 62.6, "Pop": 14766.0, "Pop16": 10960.4, "Price": 66.9, "Sales": 129.0, "State": 44, "Year": 81 }, { "CPI": 96.5, "NDI": 9983.4423154, "Pimin": 69.4, "Pop": 15280.0, "Pop16": 11331.9, "Price": 73.8, "Sales": 131.2, "State": 44, "Year": 82 }, { "CPI": 99.6, "NDI": 10367.381063, "Pimin": 79.6, "Pop": 15724.0, "Pop16": 11655.2, "Price": 84.1, "Sales": 126.4, "State": 44, "Year": 83 }, { "CPI": 103.9, "NDI": 11138.363184, "Pimin": 90.2, "Pop": 15989.0, "Pop16": 11856.9, "Price": 93.8, "Sales": 117.2, "State": 44, "Year": 84 }, { "CPI": 107.6, "NDI": 11755.148882, "Pimin": 95.1, "Pop": 16389.0, "Pop16": 12077.0, "Price": 102.1, "Sales": 115.9, "State": 44, "Year": 85 }, { "CPI": 109.6, "NDI": 11910.380181, "Pimin": 101.2, "Pop": 16689.0, "Pop16": 12300.9, "Price": 105.5, "Sales": 113.7, "State": 44, "Year": 86 }, { "CPI": 113.6, "NDI": 12184.622144, "Pimin": 110.2, "Pop": 16789.0, "Pop16": 12353.0, "Price": 114.4, "Sales": 105.8, "State": 44, "Year": 87 }, { "CPI": 118.3, "NDI": 12908.0, "Pimin": 113.7, "Pop": 16841.0, "Pop16": 12390.0, "Price": 128.0, "Sales": 96.5, "State": 44, "Year": 88 }, { "CPI": 124.0, "NDI": 13687.0, "Pimin": 127.2, "Pop": 16991.0, "Pop16": 12545.0, "Price": 137.0, "Sales": 94.5, "State": 44, "Year": 89 }, { "CPI": 130.7, "NDI": 14590.0, "Pimin": 133.6, "Pop": 17173.0, "Pop16": 12679.4, "Price": 145.7, "Sales": 85.6, "State": 44, "Year": 90 }, { "CPI": 136.2, "NDI": 15187.0, "Pimin": 146.5, "Pop": 17538.9, "Pop16": 12913.8, "Price": 173.6, "Sales": 79.6, "State": 44, "Year": 91 }, { "CPI": 140.3, "NDI": 15965.0, "Pimin": 165.4, "Pop": 17849.3, "Pop16": 13123.2, "Price": 186.0, "Sales": 77.2, "State": 44, "Year": 92 }, { "CPI": 30.6, "NDI": 2060.7057057, "Pimin": 23.9, "Pop": 973.0, "Pop16": 592.0, "Price": 24.9, "Sales": 72.0, "State": 45, "Year": 63 }, { "CPI": 31.0, "NDI": 2181.1711712, "Pimin": 24.0, "Pop": 977.0, "Pop16": 594.8, "Price": 29.4, "Sales": 62.3, "State": 45, "Year": 64 }, { "CPI": 31.5, "NDI": 2282.4474474, "Pimin": 24.2, "Pop": 994.0, "Pop16": 609.9, "Price": 29.7, "Sales": 65.0, "State": 45, "Year": 65 }, { "CPI": 32.4, "NDI": 2365.6006006, "Pimin": 26.5, "Pop": 1010.0, "Pop16": 624.9, "Price": 30.8, "Sales": 65.7, "State": 45, "Year": 66 }, { "CPI": 33.4, "NDI": 2454.0840841, "Pimin": 27.4, "Pop": 1022.0, "Pop16": 637.1, "Price": 31.5, "Sales": 64.3, "State": 45, "Year": 67 }, { "CPI": 34.8, "NDI": 2573.4834835, "Pimin": 31.3, "Pop": 1031.0, "Pop16": 649.4, "Price": 32.3, "Sales": 64.3, "State": 45, "Year": 68 }, { "CPI": 36.7, "NDI": 2706.7417417, "Pimin": 31.9, "Pop": 1045.0, "Pop16": 644.7, "Price": 33.3, "Sales": 65.6, "State": 45, "Year": 69 }, { "CPI": 38.8, "NDI": 2975.3903904, "Pimin": 33.8, "Pop": 1059.0, "Pop16": 686.9, "Price": 34.6, "Sales": 65.5, "State": 45, "Year": 70 }, { "CPI": 40.5, "NDI": 3192.8678679, "Pimin": 33.6, "Pop": 1094.0, "Pop16": 716.1, "Price": 36.6, "Sales": 67.7, "State": 45, "Year": 71 }, { "CPI": 41.8, "NDI": 3449.7897898, "Pimin": 33.7, "Pop": 1123.0, "Pop16": 740.5, "Price": 37.2, "Sales": 71.3, "State": 45, "Year": 72 }, { "CPI": 44.4, "NDI": 3757.8828829, "Pimin": 34.4, "Pop": 1152.0, "Pop16": 764.9, "Price": 36.5, "Sales": 72.7, "State": 45, "Year": 73 }, { "CPI": 49.3, "NDI": 4094.7597598, "Pimin": 35.8, "Pop": 1177.0, "Pop16": 784.7, "Price": 37.8, "Sales": 75.6, "State": 45, "Year": 74 }, { "CPI": 53.8, "NDI": 4488.1381381, "Pimin": 38.6, "Pop": 1206.0, "Pop16": 806.3, "Price": 40.5, "Sales": 75.8, "State": 45, "Year": 75 }, { "CPI": 56.9, "NDI": 4868.7237237, "Pimin": 42.5, "Pop": 1239.0, "Pop16": 828.8, "Price": 43.4, "Sales": 77.9, "State": 45, "Year": 76 }, { "CPI": 60.6, "NDI": 5311.1411411, "Pimin": 43.4, "Pop": 1276.0, "Pop16": 852.3, "Price": 44.7, "Sales": 78.0, "State": 45, "Year": 77 }, { "CPI": 65.2, "NDI": 5899.6096096, "Pimin": 49.8, "Pop": 1317.0, "Pop16": 875.8, "Price": 49.5, "Sales": 79.6, "State": 45, "Year": 78 }, { "CPI": 72.6, "NDI": 6426.2462462, "Pimin": 51.7, "Pop": 1367.0, "Pop16": 904.0, "Price": 53.7, "Sales": 79.1, "State": 45, "Year": 79 }, { "CPI": 82.4, "NDI": 6981.6666667, "Pimin": 55.3, "Pop": 1461.0, "Pop16": 961.3, "Price": 57.2, "Sales": 74.8, "State": 45, "Year": 80 }, { "CPI": 90.9, "NDI": 7545.6156156, "Pimin": 55.9, "Pop": 1518.0, "Pop16": 991.4, "Price": 62.7, "Sales": 77.6, "State": 45, "Year": 81 }, { "CPI": 96.5, "NDI": 7796.1411411, "Pimin": 64.3, "Pop": 1554.0, "Pop16": 1009.3, "Price": 68.1, "Sales": 73.6, "State": 45, "Year": 82 }, { "CPI": 99.6, "NDI": 8251.3513514, "Pimin": 71.0, "Pop": 1619.0, "Pop16": 1045.9, "Price": 82.0, "Sales": 69.0, "State": 45, "Year": 83 }, { "CPI": 103.9, "NDI": 8831.2912913, "Pimin": 81.7, "Pop": 1652.0, "Pop16": 1065.7, "Price": 95.3, "Sales": 66.3, "State": 45, "Year": 84 }, { "CPI": 107.6, "NDI": 9230.0, "Pimin": 87.4, "Pop": 1644.0, "Pop16": 1081.6, "Price": 104.6, "Sales": 66.5, "State": 45, "Year": 85 }, { "CPI": 109.6, "NDI": 9647.8978979, "Pimin": 97.8, "Pop": 1664.0, "Pop16": 1099.5, "Price": 103.5, "Sales": 64.4, "State": 45, "Year": 86 }, { "CPI": 113.6, "NDI": 10035.945946, "Pimin": 102.7, "Pop": 1680.0, "Pop16": 1107.0, "Price": 108.6, "Sales": 67.7, "State": 45, "Year": 87 }, { "CPI": 118.3, "NDI": 10650.0, "Pimin": 112.9, "Pop": 1690.0, "Pop16": 1116.0, "Price": 122.9, "Sales": 55.0, "State": 45, "Year": 88 }, { "CPI": 124.0, "NDI": 11425.0, "Pimin": 118.6, "Pop": 1707.0, "Pop16": 1131.0, "Price": 135.6, "Sales": 57.0, "State": 45, "Year": 89 }, { "CPI": 130.7, "NDI": 12012.0, "Pimin": 129.5, "Pop": 1724.0, "Pop16": 1142.3, "Price": 151.9, "Sales": 53.4, "State": 45, "Year": 90 }, { "CPI": 136.2, "NDI": 12492.0, "Pimin": 127.0, "Pop": 1771.0, "Pop16": 1178.9, "Price": 167.1, "Sales": 53.5, "State": 45, "Year": 91 }, { "CPI": 140.3, "NDI": 13355.0, "Pimin": 155.1, "Pop": 1814.1, "Pop16": 1214.5, "Price": 170.1, "Sales": 55.0, "State": 45, "Year": 92 }, { "CPI": 30.6, "NDI": 2042.5026784, "Pimin": 24.2, "Pop": 397.0, "Pop16": 269.5, "Price": 28.2, "Sales": 133.5, "State": 46, "Year": 63 }, { "CPI": 31.0, "NDI": 2188.8007603, "Pimin": 24.7, "Pop": 399.0, "Pop16": 272.4, "Price": 29.3, "Sales": 129.1, "State": 46, "Year": 64 }, { "CPI": 31.5, "NDI": 2400.8762744, "Pimin": 24.7, "Pop": 404.0, "Pop16": 276.3, "Price": 29.4, "Sales": 122.9, "State": 46, "Year": 65 }, { "CPI": 32.4, "NDI": 2634.499568, "Pimin": 25.9, "Pop": 410.0, "Pop16": 282.0, "Price": 32.5, "Sales": 130.4, "State": 46, "Year": 66 }, { "CPI": 33.4, "NDI": 2786.4681182, "Pimin": 26.5, "Pop": 420.0, "Pop16": 289.8, "Price": 31.8, "Sales": 127.4, "State": 46, "Year": 67 }, { "CPI": 34.8, "NDI": 2990.6049767, "Pimin": 29.9, "Pop": 429.0, "Pop16": 298.5, "Price": 33.9, "Sales": 128.8, "State": 46, "Year": 68 }, { "CPI": 36.7, "NDI": 3161.8531191, "Pimin": 29.9, "Pop": 439.0, "Pop16": 307.2, "Price": 34.2, "Sales": 134.6, "State": 46, "Year": 69 }, { "CPI": 38.8, "NDI": 3393.2082253, "Pimin": 31.4, "Pop": 444.0, "Pop16": 311.0, "Price": 37.7, "Sales": 122.6, "State": 46, "Year": 70 }, { "CPI": 40.5, "NDI": 3668.7929843, "Pimin": 34.1, "Pop": 453.0, "Pop16": 319.7, "Price": 39.5, "Sales": 124.4, "State": 46, "Year": 71 }, { "CPI": 41.8, "NDI": 3778.8000691, "Pimin": 36.1, "Pop": 460.0, "Pop16": 327.4, "Price": 40.0, "Sales": 138.0, "State": 46, "Year": 72 }, { "CPI": 44.4, "NDI": 4167.7941939, "Pimin": 36.9, "Pop": 464.0, "Pop16": 333.2, "Price": 39.8, "Sales": 146.8, "State": 46, "Year": 73 }, { "CPI": 49.3, "NDI": 4485.3404182, "Pimin": 37.9, "Pop": 468.0, "Pop16": 339.0, "Price": 41.3, "Sales": 151.8, "State": 46, "Year": 74 }, { "CPI": 53.8, "NDI": 4816.4957664, "Pimin": 40.8, "Pop": 473.0, "Pop16": 346.8, "Price": 41.8, "Sales": 155.5, "State": 46, "Year": 75 }, { "CPI": 56.9, "NDI": 5304.1560394, "Pimin": 43.9, "Pop": 477.0, "Pop16": 353.5, "Price": 47.1, "Sales": 171.1, "State": 46, "Year": 76 }, { "CPI": 60.6, "NDI": 5630.775013, "Pimin": 45.0, "Pop": 483.0, "Pop16": 360.3, "Price": 47.0, "Sales": 169.4, "State": 46, "Year": 77 }, { "CPI": 65.2, "NDI": 6338.4494557, "Pimin": 49.7, "Pop": 487.0, "Pop16": 367.0, "Price": 52.5, "Sales": 162.4, "State": 46, "Year": 78 }, { "CPI": 72.6, "NDI": 6920.2395023, "Pimin": 53.2, "Pop": 493.0, "Pop16": 373.8, "Price": 54.8, "Sales": 160.9, "State": 46, "Year": 79 }, { "CPI": 82.4, "NDI": 7519.0409539, "Pimin": 55.3, "Pop": 511.0, "Pop16": 390.2, "Price": 58.9, "Sales": 161.6, "State": 46, "Year": 80 }, { "CPI": 90.9, "NDI": 8392.2930707, "Pimin": 58.4, "Pop": 516.0, "Pop16": 395.1, "Price": 61.0, "Sales": 163.8, "State": 46, "Year": 81 }, { "CPI": 96.5, "NDI": 9596.7005357, "Pimin": 67.0, "Pop": 516.0, "Pop16": 396.0, "Price": 66.8, "Sales": 162.3, "State": 46, "Year": 82 }, { "CPI": 99.6, "NDI": 9335.8589943, "Pimin": 74.7, "Pop": 525.0, "Pop16": 404.7, "Price": 77.0, "Sales": 153.8, "State": 46, "Year": 83 }, { "CPI": 103.9, "NDI": 10134.26093, "Pimin": 90.5, "Pop": 530.0, "Pop16": 407.6, "Price": 90.6, "Sales": 144.3, "State": 46, "Year": 84 }, { "CPI": 107.6, "NDI": 10719.453257, "Pimin": 89.2, "Pop": 535.0, "Pop16": 413.4, "Price": 95.5, "Sales": 144.5, "State": 46, "Year": 85 }, { "CPI": 109.6, "NDI": 11288.768274, "Pimin": 100.0, "Pop": 541.0, "Pop16": 419.2, "Price": 104.9, "Sales": 131.2, "State": 46, "Year": 86 }, { "CPI": 113.6, "NDI": 12070.158804, "Pimin": 102.0, "Pop": 548.0, "Pop16": 425.0, "Price": 113.8, "Sales": 128.3, "State": 46, "Year": 87 }, { "CPI": 118.3, "NDI": 13126.0, "Pimin": 113.5, "Pop": 557.0, "Pop16": 433.0, "Price": 123.7, "Sales": 128.7, "State": 46, "Year": 88 }, { "CPI": 124.0, "NDI": 13945.0, "Pimin": 125.9, "Pop": 567.0, "Pop16": 441.0, "Price": 129.7, "Sales": 120.9, "State": 46, "Year": 89 }, { "CPI": 130.7, "NDI": 14896.0, "Pimin": 135.9, "Pop": 572.1, "Pop16": 445.0, "Price": 143.7, "Sales": 124.3, "State": 46, "Year": 90 }, { "CPI": 136.2, "NDI": 15121.0, "Pimin": 153.9, "Pop": 576.1, "Pop16": 447.0, "Price": 150.1, "Sales": 120.9, "State": 46, "Year": 91 }, { "CPI": 140.3, "NDI": 16640.0, "Pimin": 164.4, "Pop": 579.2, "Pop16": 452.1, "Price": 168.0, "Sales": 126.5, "State": 46, "Year": 92 }, { "CPI": 30.6, "NDI": 1936.0331153, "Pimin": 23.4, "Pop": 4288.0, "Pop16": 2899.7, "Price": 24.7, "Sales": 122.8, "State": 47, "Year": 63 }, { "CPI": 31.0, "NDI": 2134.439961, "Pimin": 23.9, "Pop": 4371.0, "Pop16": 2962.3, "Price": 25.2, "Sales": 118.5, "State": 47, "Year": 64 }, { "CPI": 31.5, "NDI": 2267.0592737, "Pimin": 24.1, "Pop": 4420.0, "Pop16": 3001.8, "Price": 25.1, "Sales": 123.3, "State": 47, "Year": 65 }, { "CPI": 32.4, "NDI": 2404.8998191, "Pimin": 24.1, "Pop": 4481.0, "Pop16": 3056.7, "Price": 24.7, "Sales": 120.2, "State": 47, "Year": 66 }, { "CPI": 33.4, "NDI": 2580.3332406, "Pimin": 25.0, "Pop": 4541.0, "Pop16": 3119.3, "Price": 26.3, "Sales": 120.9, "State": 47, "Year": 67 }, { "CPI": 34.8, "NDI": 2794.4037846, "Pimin": 26.3, "Pop": 4604.0, "Pop16": 3182.0, "Price": 27.1, "Sales": 122.8, "State": 47, "Year": 68 }, { "CPI": 36.7, "NDI": 3024.138027, "Pimin": 27.0, "Pop": 4669.0, "Pop16": 3251.3, "Price": 28.3, "Sales": 123.9, "State": 47, "Year": 69 }, { "CPI": 38.8, "NDI": 3284.1554195, "Pimin": 28.3, "Pop": 4648.0, "Pop16": 3292.8, "Price": 28.8, "Sales": 124.3, "State": 47, "Year": 70 }, { "CPI": 40.5, "NDI": 3562.96925, "Pimin": 30.1, "Pop": 4736.0, "Pop16": 3383.3, "Price": 30.2, "Sales": 128.4, "State": 47, "Year": 71 }, { "CPI": 41.8, "NDI": 3840.738834, "Pimin": 30.6, "Pop": 4799.0, "Pop16": 3456.5, "Price": 29.9, "Sales": 137.0, "State": 47, "Year": 72 }, { "CPI": 44.4, "NDI": 4290.8090998, "Pimin": 30.6, "Pop": 4865.0, "Pop16": 3538.4, "Price": 30.1, "Sales": 143.1, "State": 47, "Year": 73 }, { "CPI": 49.3, "NDI": 4677.1803256, "Pimin": 31.5, "Pop": 4924.0, "Pop16": 3616.4, "Price": 31.3, "Sales": 149.6, "State": 47, "Year": 74 }, { "CPI": 53.8, "NDI": 5154.4010018, "Pimin": 33.3, "Pop": 4989.0, "Pop16": 3701.2, "Price": 33.6, "Sales": 152.7, "State": 47, "Year": 75 }, { "CPI": 56.9, "NDI": 5570.0111312, "Pimin": 36.0, "Pop": 5052.0, "Pop16": 3784.1, "Price": 37.9, "Sales": 158.1, "State": 47, "Year": 76 }, { "CPI": 60.6, "NDI": 6093.1786559, "Pimin": 36.9, "Pop": 5112.0, "Pop16": 3865.0, "Price": 38.4, "Sales": 157.7, "State": 47, "Year": 77 }, { "CPI": 65.2, "NDI": 6684.2222068, "Pimin": 41.4, "Pop": 5177.0, "Pop16": 3566.3, "Price": 42.8, "Sales": 155.9, "State": 47, "Year": 78 }, { "CPI": 72.6, "NDI": 7396.3983581, "Pimin": 43.4, "Pop": 5197.0, "Pop16": 3993.1, "Price": 45.8, "Sales": 151.8, "State": 47, "Year": 79 }, { "CPI": 82.4, "NDI": 8230.7513566, "Pimin": 46.3, "Pop": 5346.0, "Pop16": 4100.0, "Price": 48.5, "Sales": 148.9, "State": 47, "Year": 80 }, { "CPI": 90.9, "NDI": 9028.5557256, "Pimin": 49.4, "Pop": 5430.0, "Pop16": 4187.7, "Price": 51.8, "Sales": 149.9, "State": 47, "Year": 81 }, { "CPI": 96.5, "NDI": 9754.3070822, "Pimin": 56.3, "Pop": 5491.0, "Pop16": 4247.4, "Price": 56.4, "Sales": 147.4, "State": 47, "Year": 82 }, { "CPI": 99.6, "NDI": 10561.50967, "Pimin": 66.4, "Pop": 5550.0, "Pop16": 4310.1, "Price": 68.8, "Sales": 144.7, "State": 47, "Year": 83 }, { "CPI": 103.9, "NDI": 11529.526228, "Pimin": 75.4, "Pop": 5636.0, "Pop16": 4391.0, "Price": 76.0, "Sales": 136.8, "State": 47, "Year": 84 }, { "CPI": 107.6, "NDI": 12246.923612, "Pimin": 79.3, "Pop": 5701.0, "Pop16": 4453.6, "Price": 83.6, "Sales": 134.6, "State": 47, "Year": 85 }, { "CPI": 109.6, "NDI": 13127.223459, "Pimin": 85.4, "Pop": 5795.0, "Pop16": 4540.3, "Price": 91.3, "Sales": 135.8, "State": 47, "Year": 86 }, { "CPI": 113.6, "NDI": 13942.780019, "Pimin": 90.5, "Pop": 5904.0, "Pop16": 4627.0, "Price": 94.6, "Sales": 133.0, "State": 47, "Year": 87 }, { "CPI": 118.3, "NDI": 15010.0, "Pimin": 94.4, "Pop": 6015.0, "Pop16": 4725.0, "Price": 102.1, "Sales": 129.5, "State": 47, "Year": 88 }, { "CPI": 124.0, "NDI": 15936.0, "Pimin": 103.8, "Pop": 6098.0, "Pop16": 4782.0, "Price": 109.4, "Sales": 122.5, "State": 47, "Year": 89 }, { "CPI": 130.7, "NDI": 16698.0, "Pimin": 115.6, "Pop": 6164.8, "Pop16": 4834.4, "Price": 128.6, "Sales": 118.9, "State": 47, "Year": 90 }, { "CPI": 136.2, "NDI": 17038.0, "Pimin": 120.5, "Pop": 6263.4, "Pop16": 4898.2, "Price": 136.5, "Sales": 109.1, "State": 47, "Year": 91 }, { "CPI": 140.3, "NDI": 18010.0, "Pimin": 135.8, "Pop": 6354.1, "Pop16": 4965.1, "Price": 157.9, "Sales": 108.2, "State": 47, "Year": 92 }, { "CPI": 30.6, "NDI": 2409.3326822, "Pimin": 28.0, "Pop": 2961.0, "Pop16": 2030.7, "Price": 30.1, "Sales": 99.1, "State": 48, "Year": 63 }, { "CPI": 31.0, "NDI": 2569.1936184, "Pimin": 29.4, "Pop": 2971.0, "Pop16": 2045.2, "Price": 29.9, "Sales": 95.4, "State": 48, "Year": 64 }, { "CPI": 31.5, "NDI": 2764.3485276, "Pimin": 29.1, "Pop": 2973.0, "Pop16": 2057.8, "Price": 30.0, "Sales": 98.3, "State": 48, "Year": 65 }, { "CPI": 32.4, "NDI": 3003.101874, "Pimin": 29.8, "Pop": 3074.0, "Pop16": 2140.0, "Price": 34.7, "Sales": 86.9, "State": 48, "Year": 66 }, { "CPI": 33.4, "NDI": 3143.2397077, "Pimin": 30.1, "Pop": 3208.0, "Pop16": 2250.3, "Price": 35.0, "Sales": 99.7, "State": 48, "Year": 67 }, { "CPI": 34.8, "NDI": 3363.3080096, "Pimin": 32.0, "Pop": 3296.0, "Pop16": 2333.5, "Price": 37.1, "Sales": 101.5, "State": 48, "Year": 68 }, { "CPI": 36.7, "NDI": 3529.397294, "Pimin": 31.9, "Pop": 3402.0, "Pop16": 2421.5, "Price": 37.6, "Sales": 100.2, "State": 48, "Year": 69 }, { "CPI": 38.8, "NDI": 3664.3448376, "Pimin": 33.8, "Pop": 3409.0, "Pop16": 2438.0, "Price": 38.7, "Sales": 96.7, "State": 48, "Year": 70 }, { "CPI": 40.5, "NDI": 3829.396064, "Pimin": 33.6, "Pop": 3433.0, "Pop16": 2477.6, "Price": 40.3, "Sales": 97.0, "State": 48, "Year": 71 }, { "CPI": 41.8, "NDI": 4072.3016424, "Pimin": 33.7, "Pop": 3423.0, "Pop16": 2489.2, "Price": 46.1, "Sales": 88.5, "State": 48, "Year": 72 }, { "CPI": 44.4, "NDI": 4593.4067723, "Pimin": 36.3, "Pop": 3443.0, "Pop16": 2528.9, "Price": 45.9, "Sales": 91.0, "State": 48, "Year": 73 }, { "CPI": 49.3, "NDI": 5079.2179292, "Pimin": 38.0, "Pop": 3503.0, "Pop16": 2597.6, "Price": 46.9, "Sales": 98.6, "State": 48, "Year": 74 }, { "CPI": 53.8, "NDI": 5631.4647999, "Pimin": 40.3, "Pop": 3563.0, "Pop16": 2667.3, "Price": 49.0, "Sales": 99.5, "State": 48, "Year": 75 }, { "CPI": 56.9, "NDI": 6166.0646842, "Pimin": 42.5, "Pop": 3623.0, "Pop16": 2735.0, "Price": 53.0, "Sales": 100.3, "State": 48, "Year": 76 }, { "CPI": 60.6, "NDI": 6674.7131177, "Pimin": 45.6, "Pop": 3693.0, "Pop16": 2806.6, "Price": 53.7, "Sales": 99.3, "State": 48, "Year": 77 }, { "CPI": 65.2, "NDI": 7521.7684683, "Pimin": 51.5, "Pop": 3793.0, "Pop16": 2899.4, "Price": 58.6, "Sales": 101.3, "State": 48, "Year": 78 }, { "CPI": 72.6, "NDI": 8311.7306273, "Pimin": 55.4, "Pop": 3926.0, "Pop16": 3014.6, "Price": 61.6, "Sales": 101.4, "State": 48, "Year": 79 }, { "CPI": 82.4, "NDI": 9105.8450185, "Pimin": 56.4, "Pop": 4132.0, "Pop16": 3165.5, "Price": 63.8, "Sales": 101.4, "State": 48, "Year": 80 }, { "CPI": 90.9, "NDI": 9940.4436727, "Pimin": 59.2, "Pop": 4217.0, "Pop16": 3233.2, "Price": 66.6, "Sales": 112.7, "State": 48, "Year": 81 }, { "CPI": 96.5, "NDI": 10492.690543, "Pimin": 67.6, "Pop": 4245.0, "Pop16": 3252.6, "Price": 80.3, "Sales": 106.6, "State": 48, "Year": 82 }, { "CPI": 99.6, "NDI": 11018.985963, "Pimin": 76.5, "Pop": 4300.0, "Pop16": 3299.0, "Price": 93.1, "Sales": 102.4, "State": 48, "Year": 83 }, { "CPI": 103.9, "NDI": 11805.833948, "Pimin": 88.5, "Pop": 4349.0, "Pop16": 3345.4, "Price": 105.9, "Sales": 96.2, "State": 48, "Year": 84 }, { "CPI": 107.6, "NDI": 12336.2816, "Pimin": 97.6, "Pop": 4406.0, "Pop16": 3394.8, "Price": 114.4, "Sales": 96.5, "State": 48, "Year": 85 }, { "CPI": 109.6, "NDI": 12946.659721, "Pimin": 99.9, "Pop": 4463.0, "Pop16": 3450.9, "Price": 125.7, "Sales": 94.2, "State": 48, "Year": 86 }, { "CPI": 113.6, "NDI": 13522.781926, "Pimin": 107.1, "Pop": 4538.0, "Pop16": 3507.0, "Price": 134.2, "Sales": 91.3, "State": 48, "Year": 87 }, { "CPI": 118.3, "NDI": 14347.0, "Pimin": 121.9, "Pop": 4648.0, "Pop16": 3591.0, "Price": 141.4, "Sales": 88.2, "State": 48, "Year": 88 }, { "CPI": 124.0, "NDI": 15438.0, "Pimin": 133.6, "Pop": 4761.0, "Pop16": 3669.0, "Price": 150.6, "Sales": 86.1, "State": 48, "Year": 89 }, { "CPI": 130.7, "NDI": 16252.0, "Pimin": 141.3, "Pop": 4882.4, "Pop16": 3762.5, "Price": 167.5, "Sales": 83.4, "State": 48, "Year": 90 }, { "CPI": 136.2, "NDI": 16967.0, "Pimin": 144.4, "Pop": 5033.9, "Pop16": 3866.5, "Price": 177.4, "Sales": 78.7, "State": 48, "Year": 91 }, { "CPI": 140.3, "NDI": 18038.0, "Pimin": 167.2, "Pop": 5152.2, "Pop16": 3950.2, "Price": 199.2, "Sales": 81.1, "State": 48, "Year": 92 }, { "CPI": 30.6, "NDI": 1598.0632813, "Pimin": 24.1, "Pop": 1815.0, "Pop16": 1247.0, "Price": 27.7, "Sales": 111.8, "State": 49, "Year": 63 }, { "CPI": 31.0, "NDI": 1721.5317383, "Pimin": 25.0, "Pop": 1823.0, "Pop16": 1260.4, "Price": 28.0, "Sales": 109.0, "State": 49, "Year": 64 }, { "CPI": 31.5, "NDI": 1855.0382813, "Pimin": 24.5, "Pop": 1815.0, "Pop16": 1264.3, "Price": 28.2, "Sales": 110.5, "State": 49, "Year": 65 }, { "CPI": 32.4, "NDI": 1962.4458008, "Pimin": 24.7, "Pop": 1815.0, "Pop16": 1275.8, "Price": 28.4, "Sales": 111.2, "State": 49, "Year": 66 }, { "CPI": 33.4, "NDI": 2097.9599609, "Pimin": 25.0, "Pop": 1807.0, "Pop16": 1280.6, "Price": 29.5, "Sales": 113.6, "State": 49, "Year": 67 }, { "CPI": 34.8, "NDI": 2202.3560547, "Pimin": 26.3, "Pop": 1819.0, "Pop16": 1301.8, "Price": 31.3, "Sales": 119.8, "State": 49, "Year": 68 }, { "CPI": 36.7, "NDI": 2358.9501953, "Pimin": 27.0, "Pop": 1819.0, "Pop16": 1310.4, "Price": 32.1, "Sales": 112.1, "State": 49, "Year": 69 }, { "CPI": 38.8, "NDI": 2659.0889648, "Pimin": 28.3, "Pop": 1744.0, "Pop16": 1255.6, "Price": 33.7, "Sales": 114.5, "State": 49, "Year": 70 }, { "CPI": 40.5, "NDI": 2868.8849609, "Pimin": 30.1, "Pop": 1761.0, "Pop16": 1277.7, "Price": 41.6, "Sales": 111.5, "State": 49, "Year": 71 }, { "CPI": 41.8, "NDI": 3118.8333008, "Pimin": 29.9, "Pop": 1781.0, "Pop16": 1300.8, "Price": 41.3, "Sales": 117.5, "State": 49, "Year": 72 }, { "CPI": 44.4, "NDI": 3424.9949219, "Pimin": 30.1, "Pop": 1782.0, "Pop16": 1310.4, "Price": 39.9, "Sales": 116.6, "State": 49, "Year": 73 }, { "CPI": 49.3, "NDI": 3815.4764648, "Pimin": 31.3, "Pop": 1784.0, "Pop16": 1320.0, "Price": 42.0, "Sales": 119.9, "State": 49, "Year": 74 }, { "CPI": 53.8, "NDI": 4251.1293945, "Pimin": 33.3, "Pop": 1803.0, "Pop16": 1340.2, "Price": 45.2, "Sales": 123.2, "State": 49, "Year": 75 }, { "CPI": 56.9, "NDI": 4646.6299805, "Pimin": 36.0, "Pop": 1833.0, "Pop16": 1369.1, "Price": 48.4, "Sales": 129.7, "State": 49, "Year": 76 }, { "CPI": 60.6, "NDI": 5074.2524414, "Pimin": 36.9, "Pop": 1853.0, "Pop16": 1389.2, "Price": 48.9, "Sales": 133.9, "State": 49, "Year": 77 }, { "CPI": 65.2, "NDI": 5525.9663086, "Pimin": 41.4, "Pop": 1861.0, "Pop16": 1399.8, "Price": 53.9, "Sales": 131.6, "State": 49, "Year": 78 }, { "CPI": 72.6, "NDI": 6080.0686523, "Pimin": 43.4, "Pop": 1878.0, "Pop16": 1416.2, "Price": 62.4, "Sales": 122.1, "State": 49, "Year": 79 }, { "CPI": 82.4, "NDI": 6593.0148437, "Pimin": 46.3, "Pop": 1950.0, "Pop16": 1467.1, "Price": 64.3, "Sales": 122.3, "State": 49, "Year": 80 }, { "CPI": 90.9, "NDI": 7108.9724609, "Pimin": 49.4, "Pop": 1952.0, "Pop16": 1471.9, "Price": 66.2, "Sales": 120.5, "State": 49, "Year": 81 }, { "CPI": 96.5, "NDI": 7632.9605469, "Pimin": 56.3, "Pop": 1948.0, "Pop16": 1473.8, "Price": 75.1, "Sales": 119.8, "State": 49, "Year": 82 }, { "CPI": 99.6, "NDI": 7830.7108398, "Pimin": 66.4, "Pop": 1965.0, "Pop16": 1490.2, "Price": 88.2, "Sales": 115.7, "State": 49, "Year": 83 }, { "CPI": 103.9, "NDI": 8338.6379883, "Pimin": 75.4, "Pop": 1952.0, "Pop16": 1487.3, "Price": 97.2, "Sales": 111.9, "State": 49, "Year": 84 }, { "CPI": 107.6, "NDI": 8780.3137695, "Pimin": 79.3, "Pop": 1936.0, "Pop16": 1484.4, "Price": 103.2, "Sales": 109.1, "State": 49, "Year": 85 }, { "CPI": 109.6, "NDI": 9173.8067383, "Pimin": 85.4, "Pop": 1917.0, "Pop16": 1477.7, "Price": 104.1, "Sales": 112.1, "State": 49, "Year": 86 }, { "CPI": 113.6, "NDI": 9599.421582, "Pimin": 90.5, "Pop": 1897.0, "Pop16": 1470.0, "Price": 112.8, "Sales": 107.5, "State": 49, "Year": 87 }, { "CPI": 118.3, "NDI": 10279.0, "Pimin": 94.4, "Pop": 1876.0, "Pop16": 1460.0, "Price": 122.2, "Sales": 109.1, "State": 49, "Year": 88 }, { "CPI": 124.0, "NDI": 10901.0, "Pimin": 103.8, "Pop": 1857.0, "Pop16": 1452.0, "Price": 131.2, "Sales": 104.0, "State": 49, "Year": 89 }, { "CPI": 130.7, "NDI": 11946.0, "Pimin": 115.6, "Pop": 1842.6, "Pop16": 1440.8, "Price": 142.9, "Sales": 104.1, "State": 49, "Year": 90 }, { "CPI": 136.2, "NDI": 12381.0, "Pimin": 120.5, "Pop": 1850.8, "Pop16": 1454.1, "Price": 144.1, "Sales": 100.1, "State": 49, "Year": 91 }, { "CPI": 140.3, "NDI": 13526.0, "Pimin": 135.8, "Pop": 1862.1, "Pop16": 1465.4, "Price": 158.2, "Sales": 98.0, "State": 49, "Year": 92 }, { "CPI": 30.6, "NDI": 2146.2878788, "Pimin": 25.4, "Pop": 4059.0, "Pop16": 2702.5, "Price": 27.6, "Sales": 110.4, "State": 50, "Year": 63 }, { "CPI": 31.0, "NDI": 2307.5212121, "Pimin": 25.6, "Pop": 4100.0, "Pop16": 2735.1, "Price": 29.5, "Sales": 106.2, "State": 50, "Year": 64 }, { "CPI": 31.5, "NDI": 2456.1909091, "Pimin": 26.2, "Pop": 4140.0, "Pop16": 2773.5, "Price": 29.8, "Sales": 109.4, "State": 50, "Year": 65 }, { "CPI": 32.4, "NDI": 2633.1287879, "Pimin": 30.0, "Pop": 4178.0, "Pop16": 2812.8, "Price": 32.1, "Sales": 106.3, "State": 50, "Year": 66 }, { "CPI": 33.4, "NDI": 2726.3090909, "Pimin": 30.1, "Pop": 4194.0, "Pop16": 2841.6, "Price": 32.8, "Sales": 108.3, "State": 50, "Year": 67 }, { "CPI": 34.8, "NDI": 2939.8909091, "Pimin": 32.7, "Pop": 4211.0, "Pop16": 2878.0, "Price": 33.6, "Sales": 111.4, "State": 50, "Year": 68 }, { "CPI": 36.7, "NDI": 3109.5, "Pimin": 32.8, "Pop": 4233.0, "Pop16": 2898.1, "Price": 33.6, "Sales": 111.5, "State": 50, "Year": 69 }, { "CPI": 38.8, "NDI": 3339.8333333, "Pimin": 37.7, "Pop": 4417.0, "Pop16": 3059.2, "Price": 38.5, "Sales": 106.4, "State": 50, "Year": 70 }, { "CPI": 40.5, "NDI": 3582.730303, "Pimin": 38.5, "Pop": 4466.0, "Pop16": 3129.2, "Price": 40.2, "Sales": 105.4, "State": 50, "Year": 71 }, { "CPI": 41.8, "NDI": 3814.1106061, "Pimin": 41.9, "Pop": 4510.0, "Pop16": 3197.2, "Price": 40.3, "Sales": 108.8, "State": 50, "Year": 72 }, { "CPI": 44.4, "NDI": 4269.5424242, "Pimin": 41.0, "Pop": 4537.0, "Pop16": 3253.8, "Price": 42.6, "Sales": 109.5, "State": 50, "Year": 73 }, { "CPI": 49.3, "NDI": 4634.9348485, "Pimin": 41.9, "Pop": 4563.0, "Pop16": 3310.4, "Price": 43.9, "Sales": 111.8, "State": 50, "Year": 74 }, { "CPI": 53.8, "NDI": 5039.0651515, "Pimin": 45.2, "Pop": 4601.0, "Pop16": 3377.5, "Price": 46.6, "Sales": 113.5, "State": 50, "Year": 75 }, { "CPI": 56.9, "NDI": 5487.1681818, "Pimin": 47.8, "Pop": 4623.0, "Pop16": 3430.2, "Price": 51.3, "Sales": 115.4, "State": 50, "Year": 76 }, { "CPI": 60.6, "NDI": 6063.0015152, "Pimin": 49.4, "Pop": 4658.0, "Pop16": 3489.6, "Price": 52.1, "Sales": 117.2, "State": 50, "Year": 77 }, { "CPI": 65.2, "NDI": 6728.8742424, "Pimin": 54.6, "Pop": 4683.0, "Pop16": 3537.6, "Price": 57.1, "Sales": 116.7, "State": 50, "Year": 78 }, { "CPI": 72.6, "NDI": 7622.9863636, "Pimin": 56.4, "Pop": 4720.0, "Pop16": 3590.3, "Price": 58.7, "Sales": 117.1, "State": 50, "Year": 79 }, { "CPI": 82.4, "NDI": 8173.6924242, "Pimin": 58.8, "Pop": 4705.0, "Pop16": 3551.0, "Price": 61.2, "Sales": 117.6, "State": 50, "Year": 80 }, { "CPI": 90.9, "NDI": 8663.6742424, "Pimin": 61.4, "Pop": 4742.0, "Pop16": 3592.2, "Price": 64.9, "Sales": 119.9, "State": 50, "Year": 81 }, { "CPI": 96.5, "NDI": 9196.5818182, "Pimin": 69.6, "Pop": 4765.0, "Pop16": 3617.1, "Price": 75.0, "Sales": 115.6, "State": 50, "Year": 82 }, { "CPI": 99.6, "NDI": 9815.3409091, "Pimin": 80.8, "Pop": 4751.0, "Pop16": 3616.2, "Price": 92.0, "Sales": 106.3, "State": 50, "Year": 83 }, { "CPI": 103.9, "NDI": 10641.4, "Pimin": 89.6, "Pop": 4766.0, "Pop16": 3639.2, "Price": 100.8, "Sales": 105.6, "State": 50, "Year": 84 }, { "CPI": 107.6, "NDI": 11228.75, "Pimin": 96.7, "Pop": 4775.0, "Pop16": 3657.4, "Price": 106.8, "Sales": 107.0, "State": 50, "Year": 85 }, { "CPI": 109.6, "NDI": 11763.751515, "Pimin": 104.8, "Pop": 4783.0, "Pop16": 3670.8, "Price": 110.8, "Sales": 105.4, "State": 50, "Year": 86 }, { "CPI": 113.6, "NDI": 12336.443939, "Pimin": 116.2, "Pop": 4807.0, "Pop16": 3690.0, "Price": 116.3, "Sales": 106.0, "State": 50, "Year": 87 }, { "CPI": 118.3, "NDI": 13129.0, "Pimin": 124.1, "Pop": 4855.0, "Pop16": 3728.0, "Price": 128.6, "Sales": 102.6, "State": 50, "Year": 88 }, { "CPI": 124.0, "NDI": 13933.0, "Pimin": 132.7, "Pop": 4867.0, "Pop16": 3745.0, "Price": 138.3, "Sales": 100.3, "State": 50, "Year": 89 }, { "CPI": 130.7, "NDI": 14958.0, "Pimin": 147.3, "Pop": 4902.1, "Pop16": 3772.0, "Price": 151.1, "Sales": 94.1, "State": 50, "Year": 90 }, { "CPI": 136.2, "NDI": 15438.0, "Pimin": 154.4, "Pop": 4965.2, "Pop16": 3817.4, "Price": 158.6, "Sales": 95.5, "State": 50, "Year": 91 }, { "CPI": 140.3, "NDI": 16351.0, "Pimin": 178.5, "Pop": 5017.3, "Pop16": 3853.8, "Price": 176.5, "Sales": 96.2, "State": 50, "Year": 92 }, { "CPI": 30.6, "NDI": 2212.8687965, "Pimin": 24.9, "Pop": 335.0, "Pop16": 221.9, "Price": 26.2, "Sales": 125.6, "State": 51, "Year": 63 }, { "CPI": 31.0, "NDI": 2323.4089278, "Pimin": 27.5, "Pop": 338.0, "Pop16": 224.8, "Price": 26.2, "Sales": 134.0, "State": 51, "Year": 64 }, { "CPI": 31.5, "NDI": 2468.0408753, "Pimin": 27.6, "Pop": 330.0, "Pop16": 220.0, "Price": 26.1, "Sales": 137.6, "State": 51, "Year": 65 }, { "CPI": 32.4, "NDI": 2593.0442013, "Pimin": 29.6, "Pop": 320.0, "Pop16": 215.2, "Price": 26.5, "Sales": 133.3, "State": 51, "Year": 66 }, { "CPI": 33.4, "NDI": 2775.9003063, "Pimin": 30.1, "Pop": 319.0, "Pop16": 216.1, "Price": 27.4, "Sales": 137.4, "State": 51, "Year": 67 }, { "CPI": 34.8, "NDI": 2921.5653392, "Pimin": 32.0, "Pop": 322.0, "Pop16": 221.9, "Price": 32.5, "Sales": 136.5, "State": 51, "Year": 68 }, { "CPI": 36.7, "NDI": 3066.1972867, "Pimin": 31.9, "Pop": 320.0, "Pop16": 228.7, "Price": 32.6, "Sales": 135.7, "State": 51, "Year": 69 }, { "CPI": 38.8, "NDI": 3269.7150985, "Pimin": 33.8, "Pop": 332.0, "Pop16": 231.6, "Price": 34.1, "Sales": 132.2, "State": 51, "Year": 70 }, { "CPI": 40.5, "NDI": 3514.5563239, "Pimin": 33.6, "Pop": 339.0, "Pop16": 240.3, "Price": 34.4, "Sales": 131.7, "State": 51, "Year": 71 }, { "CPI": 41.8, "NDI": 3975.3123851, "Pimin": 33.7, "Pop": 345.0, "Pop16": 247.0, "Price": 34.4, "Sales": 140.0, "State": 51, "Year": 72 }, { "CPI": 44.4, "NDI": 4505.2851641, "Pimin": 36.3, "Pop": 351.0, "Pop16": 253.8, "Price": 34.4, "Sales": 141.2, "State": 51, "Year": 73 }, { "CPI": 49.3, "NDI": 4980.5044201, "Pimin": 37.8, "Pop": 362.0, "Pop16": 263.4, "Price": 35.8, "Sales": 145.8, "State": 51, "Year": 74 }, { "CPI": 53.8, "NDI": 5455.7236761, "Pimin": 40.3, "Pop": 377.0, "Pop16": 276.0, "Price": 38.6, "Sales": 160.7, "State": 51, "Year": 75 }, { "CPI": 56.9, "NDI": 5985.6964551, "Pimin": 42.5, "Pop": 392.0, "Pop16": 288.5, "Price": 42.6, "Sales": 161.5, "State": 51, "Year": 76 }, { "CPI": 60.6, "NDI": 6640.6725602, "Pimin": 44.7, "Pop": 407.0, "Pop16": 300.1, "Price": 43.4, "Sales": 160.4, "State": 51, "Year": 77 }, { "CPI": 65.2, "NDI": 7609.7066083, "Pimin": 49.5, "Pop": 425.0, "Pop16": 314.5, "Price": 49.8, "Sales": 160.3, "State": 51, "Year": 78 }, { "CPI": 72.6, "NDI": 8482.6637199, "Pimin": 53.7, "Pop": 450.0, "Pop16": 332.9, "Price": 51.7, "Sales": 168.6, "State": 51, "Year": 79 }, { "CPI": 82.4, "NDI": 9402.1096718, "Pimin": 56.4, "Pop": 470.0, "Pop16": 343.5, "Price": 55.3, "Sales": 158.1, "State": 51, "Year": 80 }, { "CPI": 90.9, "NDI": 10046.754923, "Pimin": 59.2, "Pop": 492.0, "Pop16": 358.0, "Price": 55.9, "Sales": 163.1, "State": 51, "Year": 81 }, { "CPI": 96.5, "NDI": 10180.022932, "Pimin": 65.7, "Pop": 502.0, "Pop16": 364.7, "Price": 64.3, "Sales": 157.7, "State": 51, "Year": 82 }, { "CPI": 99.6, "NDI": 9855.6341357, "Pimin": 76.5, "Pop": 514.0, "Pop16": 371.5, "Price": 71.0, "Sales": 141.2, "State": 51, "Year": 83 }, { "CPI": 103.9, "NDI": 10382.507659, "Pimin": 88.5, "Pop": 511.0, "Pop16": 370.5, "Price": 81.7, "Sales": 128.9, "State": 51, "Year": 84 }, { "CPI": 107.6, "NDI": 10839.131379, "Pimin": 92.3, "Pop": 510.0, "Pop16": 369.5, "Price": 87.4, "Sales": 125.7, "State": 51, "Year": 85 }, { "CPI": 109.6, "NDI": 11089.138031, "Pimin": 99.9, "Pop": 507.0, "Pop16": 368.6, "Price": 97.8, "Sales": 124.8, "State": 51, "Year": 86 }, { "CPI": 113.6, "NDI": 11113.932079, "Pimin": 106.2, "Pop": 490.0, "Pop16": 357.0, "Price": 102.7, "Sales": 110.4, "State": 51, "Year": 87 }, { "CPI": 118.3, "NDI": 11803.0, "Pimin": 115.3, "Pop": 479.0, "Pop16": 353.0, "Price": 112.9, "Sales": 114.3, "State": 51, "Year": 88 }, { "CPI": 124.0, "NDI": 12399.0, "Pimin": 123.0, "Pop": 475.0, "Pop16": 352.0, "Price": 118.6, "Sales": 111.4, "State": 51, "Year": 89 }, { "CPI": 130.7, "NDI": 13871.0, "Pimin": 138.9, "Pop": 470.9, "Pop16": 348.9, "Price": 129.5, "Sales": 96.9, "State": 51, "Year": 90 }, { "CPI": 136.2, "NDI": 14675.0, "Pimin": 143.6, "Pop": 477.1, "Pop16": 355.2, "Price": 127.0, "Sales": 109.1, "State": 51, "Year": 91 }, { "CPI": 140.3, "NDI": 15607.0, "Pimin": 160.0, "Pop": 483.3, "Pop16": 360.5, "Price": 155.1, "Sales": 110.8, "State": 51, "Year": 92 } ] }, "encoding": { "color": { "field": "Year", "type": "quantitative" }, "size": { "field": "NDI", "type": "quantitative" }, "x": { "field": "Price", "type": "quantitative" }, "y": { "field": "Sales", "type": "quantitative" } }, "mark": "point" }, "image/png": "", "image/svg+xml": [ "708090Year5,00010,00015,00020,000NDI050100150200Price050100150200250300Sales" ], "text/plain": [ "VegaLite.VLSpec{:plot}" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "name": "stderr", "output_type": "stream", "text": [ "TypeError: Cannot read property 'getContext' of null\n", " at resize (/home/ubuntu/.julia/packages/VegaLite/sHyyT/deps/node_modules/vega-scenegraph/build/vega-scenegraph.js:3377:26)\n", " at CanvasRenderer.prototype$6.resize (/home/ubuntu/.julia/packages/VegaLite/sHyyT/deps/node_modules/vega-scenegraph/build/vega-scenegraph.js:3427:5)\n", " at CanvasRenderer.prototype$4.initialize (/home/ubuntu/.julia/packages/VegaLite/sHyyT/deps/node_modules/vega-scenegraph/build/vega-scenegraph.js:2989:17)\n", " at CanvasRenderer.prototype$6.initialize (/home/ubuntu/.julia/packages/VegaLite/sHyyT/deps/node_modules/vega-scenegraph/build/vega-scenegraph.js:3422:28)\n", " at initializeRenderer (/home/ubuntu/.julia/packages/VegaLite/sHyyT/deps/node_modules/vega-view/build/vega-view.js:630:8)\n", " at renderHeadless (/home/ubuntu/.julia/packages/VegaLite/sHyyT/deps/node_modules/vega-view/build/vega-view.js:736:12)\n", " at processTicksAndRejections (internal/process/task_queues.js:93:5)\n", " at async View.renderToCanvas [as toCanvas] (/home/ubuntu/.julia/packages/VegaLite/sHyyT/deps/node_modules/vega-view/build/vega-view.js:771:15)\n" ] } ], "source": [ "cigar = dataset(\"plm\", \"Cigar\")\n", "# cigar |> Voyager()\n", "\n", "cigar |> @vlplot(\n", " :point,\n", " x=:Price,\n", " y=:Sales,\n", " color=:Year,\n", " size=:NDI\n", ")" ] } ], "metadata": { "date": 1580349903.920809, "download_nb": 1, "download_nb_path": "https://julia.quantecon.org/", "filename": "data_statistical_packages.rst", "filename_with_path": "more_julia/data_statistical_packages", "kernelspec": { "display_name": "Julia 1.3.0", "language": "julia", "name": "julia-1.3" }, "language_info": { "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", "version": "1.3.0" }, "title": "Data and Statistics Packages" }, "nbformat": 4, "nbformat_minor": 2 }