julia_coursera/01_Coursera_2.ipynb

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2020-05-17 04:38:06 +00:00
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"using DelimitedFiles"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"54×9 Array{Any,2}:\n",
" \"25 Nov 2015\" 28637 11314 3804 2536 … 4808 14122 3955 \n",
" \"18 Nov 2015\" 28634 11314 3804 2536 4808 14122 3955 \n",
" \"11 Nov 2015\" 28635 11314 3805 2536 4808 14122 3955 \n",
" \"4 Nov 2015\" 28607 11314 3810 2536 4808 14089 3955 \n",
" \"25 Oct 2015\" 28539 11298 3806 2535 4808 14061 3955 \n",
" \"18 Oct 2015\" 28476 11298 3803 2535 … 4808 14001 3955 \n",
" \"11 Oct 2015\" 28454 11297 3800 2534 4808 13982 3955 \n",
" \"27 Sep 2015\" 28388 11296 3805 2533 4808 13911 3955 \n",
" \"20 Sep 2015\" 28295 11295 3800 2532 4808 13823 3955 \n",
" \"13 Sep 2015\" 28220 11291 3792 2530 4808 13756 3953 \n",
" \"6 Sep 2015\" 28147 11291 3792 2530 … 4808 13683 3953 \n",
" \"30 Aug 2015\" 28073 11290 3792 2529 4808 13609 3953 \n",
" \"16 Aug 2015\" 27952 11284 3786 2524 4808 13494 3952 \n",
" ⋮ ⋱ \n",
" \"9 Aug 2014\" 1835 1011 506 373 323 730 315 \n",
" \"30 Jul 2014\" 1437 825 472 346 227 574 252 \n",
" \"23 Jul 2014\" 1201 672 427 319 129 525 224 \n",
" \"14 Jul 2014\" 982 613 411 310 … 106 397 197 \n",
" \"2 Jul 2014\" 779 481 412 305 75 252 101 \n",
" \"17 Jun 2014\" 528 337 398 264 24 97 49 \n",
" \"27 May 2014\" 309 202 281 186 11 16 5 \n",
" \"12 May 2014\" 260 182 248 171 11 \"\" \"\"\n",
" \"1 May 2014\" 239 160 226 149 … 11 \"-\" \"-\"\n",
" \"14 Apr 2014\" 176 110 168 108 2 \"\" \"\"\n",
" \"31 Mar 2014\" 130 82 122 80 2 \"\" \"\"\n",
" \"22 Mar 2014\" 49 29 49 29 \"\" \"\" \"\""
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"wikiEVDraw = DelimitedFiles.readdlm(\"wikipediaEVDraw.csv\", ',')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"search: \u001b[0m\u001b[1mr\u001b[22m\u001b[0m\u001b[1me\u001b[22m\u001b[0m\u001b[1ma\u001b[22m\u001b[0m\u001b[1md\u001b[22m \u001b[0m\u001b[1mr\u001b[22m\u001b[0m\u001b[1me\u001b[22m\u001b[0m\u001b[1ma\u001b[22m\u001b[0m\u001b[1md\u001b[22m! \u001b[0m\u001b[1mr\u001b[22m\u001b[0m\u001b[1me\u001b[22m\u001b[0m\u001b[1ma\u001b[22m\u001b[0m\u001b[1md\u001b[22mdir \u001b[0m\u001b[1mr\u001b[22m\u001b[0m\u001b[1me\u001b[22m\u001b[0m\u001b[1ma\u001b[22m\u001b[0m\u001b[1md\u001b[22mdlm \u001b[0m\u001b[1mr\u001b[22m\u001b[0m\u001b[1me\u001b[22m\u001b[0m\u001b[1ma\u001b[22m\u001b[0m\u001b[1md\u001b[22mlink \u001b[0m\u001b[1mr\u001b[22m\u001b[0m\u001b[1me\u001b[22m\u001b[0m\u001b[1ma\u001b[22m\u001b[0m\u001b[1md\u001b[22mline \u001b[0m\u001b[1mr\u001b[22m\u001b[0m\u001b[1me\u001b[22m\u001b[0m\u001b[1ma\u001b[22m\u001b[0m\u001b[1md\u001b[22muntil \u001b[0m\u001b[1mr\u001b[22m\u001b[0m\u001b[1me\u001b[22m\u001b[0m\u001b[1ma\u001b[22m\u001b[0m\u001b[1md\u001b[22mlines\n",
"\n"
]
},
{
"data": {
"text/latex": [
"\\begin{verbatim}\n",
"read(io::IO, T)\n",
"\\end{verbatim}\n",
"Read a single value of type \\texttt{T} from \\texttt{io}, in canonical binary representation.\n",
"\n",
"\\begin{verbatim}\n",
"read(io::IO, String)\n",
"\\end{verbatim}\n",
"Read the entirety of \\texttt{io}, as a \\texttt{String}.\n",
"\n",
"\\section{Examples}\n",
"\\begin{verbatim}\n",
"julia> io = IOBuffer(\"JuliaLang is a GitHub organization\");\n",
"\n",
"julia> read(io, Char)\n",
"'J': ASCII/Unicode U+004a (category Lu: Letter, uppercase)\n",
"\n",
"julia> io = IOBuffer(\"JuliaLang is a GitHub organization\");\n",
"\n",
"julia> read(io, String)\n",
"\"JuliaLang is a GitHub organization\"\n",
"\\end{verbatim}\n",
"\\rule{\\textwidth}{1pt}\n",
"\\begin{verbatim}\n",
"read(filename::AbstractString, args...)\n",
"\\end{verbatim}\n",
"Open a file and read its contents. \\texttt{args} is passed to \\texttt{read}: this is equivalent to \\texttt{open(io->read(io, args...), filename)}.\n",
"\n",
"\\begin{verbatim}\n",
"read(filename::AbstractString, String)\n",
"\\end{verbatim}\n",
"Read the entire contents of a file as a string.\n",
"\n",
"\\rule{\\textwidth}{1pt}\n",
"\\begin{verbatim}\n",
"read(s::IO, nb=typemax(Int))\n",
"\\end{verbatim}\n",
"Read at most \\texttt{nb} bytes from \\texttt{s}, returning a \\texttt{Vector\\{UInt8\\}} of the bytes read.\n",
"\n",
"\\rule{\\textwidth}{1pt}\n",
"\\begin{verbatim}\n",
"read(s::IOStream, nb::Integer; all=true)\n",
"\\end{verbatim}\n",
"Read at most \\texttt{nb} bytes from \\texttt{s}, returning a \\texttt{Vector\\{UInt8\\}} of the bytes read.\n",
"\n",
"If \\texttt{all} is \\texttt{true} (the default), this function will block repeatedly trying to read all requested bytes, until an error or end-of-file occurs. If \\texttt{all} is \\texttt{false}, at most one \\texttt{read} call is performed, and the amount of data returned is device-dependent. Note that not all stream types support the \\texttt{all} option.\n",
"\n",
"\\rule{\\textwidth}{1pt}\n",
"\\begin{verbatim}\n",
"read(command::Cmd)\n",
"\\end{verbatim}\n",
"Run \\texttt{command} and return the resulting output as an array of bytes.\n",
"\n",
"\\rule{\\textwidth}{1pt}\n",
"\\begin{verbatim}\n",
"read(command::Cmd, String)\n",
"\\end{verbatim}\n",
"Run \\texttt{command} and return the resulting output as a \\texttt{String}.\n",
"\n"
],
"text/markdown": [
"```\n",
"read(io::IO, T)\n",
"```\n",
"\n",
"Read a single value of type `T` from `io`, in canonical binary representation.\n",
"\n",
"```\n",
"read(io::IO, String)\n",
"```\n",
"\n",
"Read the entirety of `io`, as a `String`.\n",
"\n",
"# Examples\n",
"\n",
"```jldoctest\n",
"julia> io = IOBuffer(\"JuliaLang is a GitHub organization\");\n",
"\n",
"julia> read(io, Char)\n",
"'J': ASCII/Unicode U+004a (category Lu: Letter, uppercase)\n",
"\n",
"julia> io = IOBuffer(\"JuliaLang is a GitHub organization\");\n",
"\n",
"julia> read(io, String)\n",
"\"JuliaLang is a GitHub organization\"\n",
"```\n",
"\n",
"---\n",
"\n",
"```\n",
"read(filename::AbstractString, args...)\n",
"```\n",
"\n",
"Open a file and read its contents. `args` is passed to `read`: this is equivalent to `open(io->read(io, args...), filename)`.\n",
"\n",
"```\n",
"read(filename::AbstractString, String)\n",
"```\n",
"\n",
"Read the entire contents of a file as a string.\n",
"\n",
"---\n",
"\n",
"```\n",
"read(s::IO, nb=typemax(Int))\n",
"```\n",
"\n",
"Read at most `nb` bytes from `s`, returning a `Vector{UInt8}` of the bytes read.\n",
"\n",
"---\n",
"\n",
"```\n",
"read(s::IOStream, nb::Integer; all=true)\n",
"```\n",
"\n",
"Read at most `nb` bytes from `s`, returning a `Vector{UInt8}` of the bytes read.\n",
"\n",
"If `all` is `true` (the default), this function will block repeatedly trying to read all requested bytes, until an error or end-of-file occurs. If `all` is `false`, at most one `read` call is performed, and the amount of data returned is device-dependent. Note that not all stream types support the `all` option.\n",
"\n",
"---\n",
"\n",
"```\n",
"read(command::Cmd)\n",
"```\n",
"\n",
"Run `command` and return the resulting output as an array of bytes.\n",
"\n",
"---\n",
"\n",
"```\n",
"read(command::Cmd, String)\n",
"```\n",
"\n",
"Run `command` and return the resulting output as a `String`.\n"
],
"text/plain": [
"\u001b[36m read(io::IO, T)\u001b[39m\n",
"\n",
" Read a single value of type \u001b[36mT\u001b[39m from \u001b[36mio\u001b[39m, in canonical binary representation.\n",
"\n",
"\u001b[36m read(io::IO, String)\u001b[39m\n",
"\n",
" Read the entirety of \u001b[36mio\u001b[39m, as a \u001b[36mString\u001b[39m.\n",
"\n",
"\u001b[1m Examples\u001b[22m\n",
"\u001b[1m ≡≡≡≡≡≡≡≡≡≡\u001b[22m\n",
"\n",
"\u001b[36m julia> io = IOBuffer(\"JuliaLang is a GitHub organization\");\u001b[39m\n",
"\u001b[36m \u001b[39m\n",
"\u001b[36m julia> read(io, Char)\u001b[39m\n",
"\u001b[36m 'J': ASCII/Unicode U+004a (category Lu: Letter, uppercase)\u001b[39m\n",
"\u001b[36m \u001b[39m\n",
"\u001b[36m julia> io = IOBuffer(\"JuliaLang is a GitHub organization\");\u001b[39m\n",
"\u001b[36m \u001b[39m\n",
"\u001b[36m julia> read(io, String)\u001b[39m\n",
"\u001b[36m \"JuliaLang is a GitHub organization\"\u001b[39m\n",
"\n",
" ────────────────────────────────────────────────────────────────────────────\n",
"\n",
"\u001b[36m read(filename::AbstractString, args...)\u001b[39m\n",
"\n",
" Open a file and read its contents. \u001b[36margs\u001b[39m is passed to \u001b[36mread\u001b[39m: this is\n",
" equivalent to \u001b[36mopen(io->read(io, args...), filename)\u001b[39m.\n",
"\n",
"\u001b[36m read(filename::AbstractString, String)\u001b[39m\n",
"\n",
" Read the entire contents of a file as a string.\n",
"\n",
" ────────────────────────────────────────────────────────────────────────────\n",
"\n",
"\u001b[36m read(s::IO, nb=typemax(Int))\u001b[39m\n",
"\n",
" Read at most \u001b[36mnb\u001b[39m bytes from \u001b[36ms\u001b[39m, returning a \u001b[36mVector{UInt8}\u001b[39m of the bytes read.\n",
"\n",
" ────────────────────────────────────────────────────────────────────────────\n",
"\n",
"\u001b[36m read(s::IOStream, nb::Integer; all=true)\u001b[39m\n",
"\n",
" Read at most \u001b[36mnb\u001b[39m bytes from \u001b[36ms\u001b[39m, returning a \u001b[36mVector{UInt8}\u001b[39m of the bytes read.\n",
"\n",
" If \u001b[36mall\u001b[39m is \u001b[36mtrue\u001b[39m (the default), this function will block repeatedly trying to\n",
" read all requested bytes, until an error or end-of-file occurs. If \u001b[36mall\u001b[39m is\n",
" \u001b[36mfalse\u001b[39m, at most one \u001b[36mread\u001b[39m call is performed, and the amount of data returned\n",
" is device-dependent. Note that not all stream types support the \u001b[36mall\u001b[39m option.\n",
"\n",
" ────────────────────────────────────────────────────────────────────────────\n",
"\n",
"\u001b[36m read(command::Cmd)\u001b[39m\n",
"\n",
" Run \u001b[36mcommand\u001b[39m and return the resulting output as an array of bytes.\n",
"\n",
" ────────────────────────────────────────────────────────────────────────────\n",
"\n",
"\u001b[36m read(command::Cmd, String)\u001b[39m\n",
"\n",
" Run \u001b[36mcommand\u001b[39m and return the resulting output as a \u001b[36mString\u001b[39m."
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"? read"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"using Dates"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2015-11-25T00:00:00"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Dates.DateTime(wikiEVDraw[1,1], \"d u y\")"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"num is now 3\n",
"num is now 4\n",
"num is now 5\n",
"num is now 6\n",
"num is now 7\n"
]
}
],
"source": [
"for num = 3:7\n",
" println(\"num is now $num\")\n",
"end"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The value of x is now: 23\n",
"The value of x is now: my name is not a name\n",
"The value of x is now: ℵ\n"
]
}
],
"source": [
"testvalues =[23, \"my name is not a name\", 'ℵ']\n",
"for x in testvalues\n",
" println(\"The value of x is now: $x\")\n",
"end"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"54-element Array{Any,1}:\n",
" \"25 Nov 2015\"\n",
" \"18 Nov 2015\"\n",
" \"11 Nov 2015\"\n",
" \"4 Nov 2015\" \n",
" \"25 Oct 2015\"\n",
" \"18 Oct 2015\"\n",
" \"11 Oct 2015\"\n",
" \"27 Sep 2015\"\n",
" \"20 Sep 2015\"\n",
" \"13 Sep 2015\"\n",
" \"6 Sep 2015\" \n",
" \"30 Aug 2015\"\n",
" \"16 Aug 2015\"\n",
" ⋮ \n",
" \"9 Aug 2014\" \n",
" \"30 Jul 2014\"\n",
" \"23 Jul 2014\"\n",
" \"14 Jul 2014\"\n",
" \"2 Jul 2014\" \n",
" \"17 Jun 2014\"\n",
" \"27 May 2014\"\n",
" \"12 May 2014\"\n",
" \"1 May 2014\" \n",
" \"14 Apr 2014\"\n",
" \"31 Mar 2014\"\n",
" \"22 Mar 2014\""
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"col1 = wikiEVDraw[:,1]"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"for i in 1:length(col1)\n",
" col1[i] = Dates.DateTime(col1[i], \"d u y\")\n",
"end"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"54-element Array{Any,1}:\n",
" 2015-11-25T00:00:00\n",
" 2015-11-18T00:00:00\n",
" 2015-11-11T00:00:00\n",
" 2015-11-04T00:00:00\n",
" 2015-10-25T00:00:00\n",
" 2015-10-18T00:00:00\n",
" 2015-10-11T00:00:00\n",
" 2015-09-27T00:00:00\n",
" 2015-09-20T00:00:00\n",
" 2015-09-13T00:00:00\n",
" 2015-09-06T00:00:00\n",
" 2015-08-30T00:00:00\n",
" 2015-08-16T00:00:00\n",
" ⋮ \n",
" 2014-08-09T00:00:00\n",
" 2014-07-30T00:00:00\n",
" 2014-07-23T00:00:00\n",
" 2014-07-14T00:00:00\n",
" 2014-07-02T00:00:00\n",
" 2014-06-17T00:00:00\n",
" 2014-05-27T00:00:00\n",
" 2014-05-12T00:00:00\n",
" 2014-05-01T00:00:00\n",
" 2014-04-14T00:00:00\n",
" 2014-03-31T00:00:00\n",
" 2014-03-22T00:00:00"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"col1"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"735927"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Dates.datetime2rata(col1[1])"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"54"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"length(col1)"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"dayssincemar22 (generic function with 1 method)"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dayssincemar22(x) = Dates.datetime2rata(x) - Dates.datetime2rata(col1[length(col1)])"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"54-element Array{Int64,1}:\n",
" 140551992378512\n",
" 140551992378560\n",
" 140551992378608\n",
" 140551992378656\n",
" 140551992378704\n",
" 140551992378752\n",
" 140551992378800\n",
" 140551992378848\n",
" 140551992378896\n",
" 140551992378992\n",
" 140551992379040\n",
" 140551992379088\n",
" 140551992379136\n",
" ⋮\n",
" 140551985410928\n",
" 140551985411024\n",
" 140551985411072\n",
" 140551985411120\n",
" 140551985411168\n",
" 140551985411216\n",
" 140551985411264\n",
" 140551985411312\n",
" 140551985411360\n",
" 140551985411408\n",
" 140551985411456\n",
" 140551985411504"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"epidays = Array{Int64}(undef,length(col1))"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [],
"source": [
"for i = 1:length(col1)\n",
" epidays[i] = dayssincemar22(col1[i])\n",
" #println(dayssincemar22(col1[i]))\n",
"end"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"54-element Array{Int64,1}:\n",
" 613\n",
" 606\n",
" 599\n",
" 592\n",
" 582\n",
" 575\n",
" 568\n",
" 554\n",
" 547\n",
" 540\n",
" 533\n",
" 526\n",
" 512\n",
" ⋮\n",
" 140\n",
" 130\n",
" 123\n",
" 114\n",
" 102\n",
" 87\n",
" 66\n",
" 51\n",
" 40\n",
" 23\n",
" 9\n",
" 0"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"epidays"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"54-element Array{Int64,1}:\n",
" 613\n",
" 606\n",
" 599\n",
" 592\n",
" 582\n",
" 575\n",
" 568\n",
" 554\n",
" 547\n",
" 540\n",
" 533\n",
" 526\n",
" 512\n",
" ⋮\n",
" 140\n",
" 130\n",
" 123\n",
" 114\n",
" 102\n",
" 87\n",
" 66\n",
" 51\n",
" 40\n",
" 23\n",
" 9\n",
" 0"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"wikiEVDraw[:,1] = epidays"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"9-element Array{Any,1}:\n",
" 568\n",
" 28454\n",
" 11297\n",
" 3800\n",
" 2534\n",
" 10672\n",
" 4808\n",
" 13982\n",
" 3955"
]
},
"execution_count": 62,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"wikiEVDraw[7,:]"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [],
"source": [
"DelimitedFiles.writedlm(\"wikipediaEVDdatesconverted.csv\",wikiEVDraw,',')"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"13\n",
"22\n",
"31\n"
]
}
],
"source": [
"mylist = [3, 2, 1]\n",
"countc=1\n",
"for i in mylist\n",
" println(countc,i)\n",
" mylist[i]=countc\n",
" countc=countc+1\n",
"end"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1"
]
},
"execution_count": 59,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mylist[3]"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2"
]
},
"execution_count": 60,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"function test(x)\n",
" if x==1 \n",
" return 1\n",
" end\n",
" if x<=0\n",
" return 0\n",
" end\n",
" return test(x-1)+test(x-2)\n",
"end\n",
"test(3)"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1\n",
"3\n",
"5\n"
]
},
{
"data": {
"text/plain": [
"12"
]
},
"execution_count": 64,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"summedvals = 3\n",
"for k = 1:2:5 \n",
" println(k)\n",
" summedvals = summedvals + k\n",
"end\n",
"summedvals"
]
},
2020-05-17 04:38:06 +00:00
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Julia 1.2.0",
"language": "julia",
"name": "julia-1.2"
},
"language_info": {
"file_extension": ".jl",
"mimetype": "application/julia",
"name": "julia",
"version": "1.2.0"
}
},
"nbformat": 4,
"nbformat_minor": 4
}