mirror of
https://github.com/MillironX/beefblup.git
synced 2024-09-20 21:12:03 +00:00
Complete port of beefblup to Julia
This commit is contained in:
parent
44ec5ae1da
commit
fc771d338a
GPG key ID:
139C07724802BC5D
5 changed files with 194 additions and 202 deletions
|
|
@ -1,9 +0,0 @@
|
||||||
<component name="ProjectDictionaryState">
|
|
||||||
<dictionary name="cclea">
|
|
||||||
<words>
|
|
||||||
<w>beefblup</w>
|
|
||||||
<w>blup</w>
|
|
||||||
<w>matlab</w>
|
|
||||||
</words>
|
|
||||||
</dictionary>
|
|
||||||
</component>
|
|
||||||
|
|
@ -1,167 +0,0 @@
|
||||||
<?xml version="1.0" encoding="UTF-8"?>
|
|
||||||
<project version="4">
|
|
||||||
<component name="ChangeListManager">
|
|
||||||
<list default="true" id="816df031-a834-466c-aafb-fce0c72415a4" name="Default Changelist" comment="">
|
|
||||||
<change beforePath="$PROJECT_DIR$/.gitignore" beforeDir="false" afterPath="$PROJECT_DIR$/.gitignore" afterDir="false" />
|
|
||||||
<change beforePath="$PROJECT_DIR$/.idea/.gitignore" beforeDir="false" afterPath="$PROJECT_DIR$/.idea/.gitignore" afterDir="false" />
|
|
||||||
<change beforePath="$PROJECT_DIR$/.idea/beefblup.iml" beforeDir="false" afterPath="$PROJECT_DIR$/.idea/beefblup.iml" afterDir="false" />
|
|
||||||
<change beforePath="$PROJECT_DIR$/.idea/inspectionProfiles/profiles_settings.xml" beforeDir="false" afterPath="$PROJECT_DIR$/.idea/inspectionProfiles/profiles_settings.xml" afterDir="false" />
|
|
||||||
<change beforePath="$PROJECT_DIR$/.idea/misc.xml" beforeDir="false" afterPath="$PROJECT_DIR$/.idea/misc.xml" afterDir="false" />
|
|
||||||
<change beforePath="$PROJECT_DIR$/.idea/modules.xml" beforeDir="false" afterPath="$PROJECT_DIR$/.idea/modules.xml" afterDir="false" />
|
|
||||||
<change beforePath="$PROJECT_DIR$/.idea/vcs.xml" beforeDir="false" afterPath="$PROJECT_DIR$/.idea/vcs.xml" afterDir="false" />
|
|
||||||
<change beforePath="$PROJECT_DIR$/.vscode/launch.json" beforeDir="false" afterPath="$PROJECT_DIR$/.vscode/launch.json" afterDir="false" />
|
|
||||||
<change beforePath="$PROJECT_DIR$/Python/beefblup.py" beforeDir="false" afterPath="$PROJECT_DIR$/Python/beefblup.py" afterDir="false" />
|
|
||||||
</list>
|
|
||||||
<option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
|
|
||||||
<option name="SHOW_DIALOG" value="false" />
|
|
||||||
<option name="HIGHLIGHT_CONFLICTS" value="true" />
|
|
||||||
<option name="HIGHLIGHT_NON_ACTIVE_CHANGELIST" value="false" />
|
|
||||||
<option name="LAST_RESOLUTION" value="IGNORE" />
|
|
||||||
</component>
|
|
||||||
<component name="Git.Settings">
|
|
||||||
<option name="RECENT_BRANCH_BY_REPOSITORY">
|
|
||||||
<map>
|
|
||||||
<entry key="$PROJECT_DIR$" value="develop" />
|
|
||||||
</map>
|
|
||||||
</option>
|
|
||||||
<option name="RECENT_GIT_ROOT_PATH" value="$PROJECT_DIR$" />
|
|
||||||
</component>
|
|
||||||
<component name="IgnoredFileRootStore">
|
|
||||||
<option name="generatedRoots">
|
|
||||||
<set>
|
|
||||||
<option value="C:\Users\cclea\source\repos\beefblup\.idea" />
|
|
||||||
</set>
|
|
||||||
</option>
|
|
||||||
</component>
|
|
||||||
<component name="ProjectId" id="1Q4ogIZMNQ0ZN4Ces5FEsodDyuh" />
|
|
||||||
<component name="PropertiesComponent">
|
|
||||||
<property name="last_opened_file_path" value="$PROJECT_DIR$/Python/beefblup.py" />
|
|
||||||
<property name="settings.editor.selected.configurable" value="configurable.group.language" />
|
|
||||||
</component>
|
|
||||||
<component name="RunDashboard">
|
|
||||||
<option name="ruleStates">
|
|
||||||
<list>
|
|
||||||
<RuleState>
|
|
||||||
<option name="name" value="ConfigurationTypeDashboardGroupingRule" />
|
|
||||||
</RuleState>
|
|
||||||
<RuleState>
|
|
||||||
<option name="name" value="StatusDashboardGroupingRule" />
|
|
||||||
</RuleState>
|
|
||||||
</list>
|
|
||||||
</option>
|
|
||||||
</component>
|
|
||||||
<component name="RunManager">
|
|
||||||
<configuration name="beefblup" type="PythonConfigurationType" factoryName="Python" nameIsGenerated="true">
|
|
||||||
<module name="beefblup" />
|
|
||||||
<option name="INTERPRETER_OPTIONS" value="" />
|
|
||||||
<option name="PARENT_ENVS" value="true" />
|
|
||||||
<envs>
|
|
||||||
<env name="PYTHONUNBUFFERED" value="1" />
|
|
||||||
</envs>
|
|
||||||
<option name="SDK_HOME" value="C:\tools\Anaconda3\python.exe" />
|
|
||||||
<option name="WORKING_DIRECTORY" value="$PROJECT_DIR$/Python" />
|
|
||||||
<option name="IS_MODULE_SDK" value="false" />
|
|
||||||
<option name="ADD_CONTENT_ROOTS" value="true" />
|
|
||||||
<option name="ADD_SOURCE_ROOTS" value="true" />
|
|
||||||
<option name="SCRIPT_NAME" value="$PROJECT_DIR$/Python/beefblup.py" />
|
|
||||||
<option name="PARAMETERS" value="" />
|
|
||||||
<option name="SHOW_COMMAND_LINE" value="false" />
|
|
||||||
<option name="EMULATE_TERMINAL" value="false" />
|
|
||||||
<option name="MODULE_MODE" value="false" />
|
|
||||||
<option name="REDIRECT_INPUT" value="false" />
|
|
||||||
<option name="INPUT_FILE" value="" />
|
|
||||||
<method v="2" />
|
|
||||||
</configuration>
|
|
||||||
</component>
|
|
||||||
<component name="SvnConfiguration">
|
|
||||||
<configuration />
|
|
||||||
</component>
|
|
||||||
<component name="TaskManager">
|
|
||||||
<task active="true" id="Default" summary="Default task">
|
|
||||||
<changelist id="816df031-a834-466c-aafb-fce0c72415a4" name="Default Changelist" comment="" />
|
|
||||||
<created>1567039339175</created>
|
|
||||||
<option name="number" value="Default" />
|
|
||||||
<option name="presentableId" value="Default" />
|
|
||||||
<updated>1567039339175</updated>
|
|
||||||
</task>
|
|
||||||
<task id="LOCAL-00001" summary="Added all results files to gitignore">
|
|
||||||
<created>1567130353481</created>
|
|
||||||
<option name="number" value="00001" />
|
|
||||||
<option name="presentableId" value="LOCAL-00001" />
|
|
||||||
<option name="project" value="LOCAL" />
|
|
||||||
<updated>1567130353481</updated>
|
|
||||||
</task>
|
|
||||||
<task id="LOCAL-00002" summary="Add new gitignore to avoid uploading junk from PyCharm">
|
|
||||||
<created>1567131158833</created>
|
|
||||||
<option name="number" value="00002" />
|
|
||||||
<option name="presentableId" value="LOCAL-00002" />
|
|
||||||
<option name="project" value="LOCAL" />
|
|
||||||
<updated>1567131158833</updated>
|
|
||||||
</task>
|
|
||||||
<task id="LOCAL-00003" summary="Added PyCharm's config files">
|
|
||||||
<created>1567131230009</created>
|
|
||||||
<option name="number" value="00003" />
|
|
||||||
<option name="presentableId" value="LOCAL-00003" />
|
|
||||||
<option name="project" value="LOCAL" />
|
|
||||||
<updated>1567131230009</updated>
|
|
||||||
</task>
|
|
||||||
<task id="LOCAL-00004" summary="Create initial python script">
|
|
||||||
<created>1567131261939</created>
|
|
||||||
<option name="number" value="00004" />
|
|
||||||
<option name="presentableId" value="LOCAL-00004" />
|
|
||||||
<option name="project" value="LOCAL" />
|
|
||||||
<updated>1567131261939</updated>
|
|
||||||
</task>
|
|
||||||
<task id="LOCAL-00005" summary="Added Julius van der Werf's example to test agains">
|
|
||||||
<created>1567133774405</created>
|
|
||||||
<option name="number" value="00005" />
|
|
||||||
<option name="presentableId" value="LOCAL-00005" />
|
|
||||||
<option name="project" value="LOCAL" />
|
|
||||||
<updated>1567133774405</updated>
|
|
||||||
</task>
|
|
||||||
<option name="localTasksCounter" value="6" />
|
|
||||||
<servers />
|
|
||||||
</component>
|
|
||||||
<component name="Vcs.Log.Tabs.Properties">
|
|
||||||
<option name="TAB_STATES">
|
|
||||||
<map>
|
|
||||||
<entry key="MAIN">
|
|
||||||
<value>
|
|
||||||
<State>
|
|
||||||
<option name="COLUMN_ORDER" />
|
|
||||||
</State>
|
|
||||||
</value>
|
|
||||||
</entry>
|
|
||||||
</map>
|
|
||||||
</option>
|
|
||||||
</component>
|
|
||||||
<component name="VcsManagerConfiguration">
|
|
||||||
<MESSAGE value="Added all results files to gitignore" />
|
|
||||||
<MESSAGE value="Add new gitignore to avoid uploading junk from PyCharm" />
|
|
||||||
<MESSAGE value="Added PyCharm's config files" />
|
|
||||||
<MESSAGE value="Create initial python script" />
|
|
||||||
<MESSAGE value="Added Julius van der Werf's example to test agains" />
|
|
||||||
<option name="LAST_COMMIT_MESSAGE" value="Added Julius van der Werf's example to test agains" />
|
|
||||||
</component>
|
|
||||||
<component name="XDebuggerManager">
|
|
||||||
<breakpoint-manager>
|
|
||||||
<breakpoints>
|
|
||||||
<line-breakpoint enabled="true" suspend="THREAD" type="python-line">
|
|
||||||
<url>file://$PROJECT_DIR$/Python/beefblup.py</url>
|
|
||||||
<line>44</line>
|
|
||||||
<option name="timeStamp" value="4" />
|
|
||||||
</line-breakpoint>
|
|
||||||
<line-breakpoint enabled="true" suspend="THREAD" type="python-line">
|
|
||||||
<url>file://$PROJECT_DIR$/Python/beefblup.py</url>
|
|
||||||
<line>59</line>
|
|
||||||
<option name="timeStamp" value="5" />
|
|
||||||
</line-breakpoint>
|
|
||||||
<line-breakpoint enabled="true" suspend="THREAD" type="python-line">
|
|
||||||
<url>file://$PROJECT_DIR$/Python/beefblup.py</url>
|
|
||||||
<line>71</line>
|
|
||||||
<option name="timeStamp" value="6" />
|
|
||||||
</line-breakpoint>
|
|
||||||
</breakpoints>
|
|
||||||
</breakpoint-manager>
|
|
||||||
</component>
|
|
||||||
</project>
|
|
||||||
BIN
Excel/van der Werf2.xlsx
Normal file
BIN
Excel/van der Werf2.xlsx
Normal file
Binary file not shown.
|
|
@ -7,6 +7,9 @@
|
||||||
|
|
||||||
# Import the required packages
|
# Import the required packages
|
||||||
using XLSX
|
using XLSX
|
||||||
|
using LinearAlgebra
|
||||||
|
using Dates
|
||||||
|
using Gtk
|
||||||
|
|
||||||
# Display stuff
|
# Display stuff
|
||||||
println("beefblup v 0.0.0.1")
|
println("beefblup v 0.0.0.1")
|
||||||
|
|
@ -16,19 +19,23 @@ print("\n")
|
||||||
|
|
||||||
### Prompt User
|
### Prompt User
|
||||||
# Ask for an input spreadsheet
|
# Ask for an input spreadsheet
|
||||||
# print("Enter the full filename of a beefblup worksheet> ")
|
path = open_dialog_native(
|
||||||
# path = readline(stdin)
|
"Select a beefblup worksheet",
|
||||||
path = "C:\\Users\\cclea\\source\\repos\\beefblup\\Excel\\Master BLUP Worksheet.xlsx"
|
GtkNullContainer(),
|
||||||
|
("*.xlsx", GtkFileFilter("*.xlsx", name="beefblup worksheet"))
|
||||||
|
)
|
||||||
|
|
||||||
# Ask for an output text filename
|
# Ask for an output text filename
|
||||||
# print("Enter the full filename of your desired results> ")
|
savepath = save_dialog_native(
|
||||||
# savepath = readline(stdin)
|
"Save your beefblup results",
|
||||||
savepath = "C:\\Users\\cclea\\source\\repos\\beefblup\\results.txt"
|
GtkNullContainer(),
|
||||||
|
(GtkFileFilter("*.txt", name="Results file"),
|
||||||
|
"*.txt")
|
||||||
|
)
|
||||||
|
|
||||||
# Ask for heritability
|
# Ask for heritability
|
||||||
# print("What is the heritability for this trait?> ")
|
print("What is the heritability for this trait?> ")
|
||||||
# h2 = parse(Float64, readline(stdin))
|
h2 = parse(Float64, readline(stdin))
|
||||||
h2 = 0.4
|
|
||||||
|
|
||||||
### Import input filename
|
### Import input filename
|
||||||
print("[🐮]: Importing Excel file...")
|
print("[🐮]: Importing Excel file...")
|
||||||
|
|
@ -39,7 +46,7 @@ data = XLSX.readxlsx(path)[1][:]
|
||||||
print("Done!\n")
|
print("Done!\n")
|
||||||
|
|
||||||
### Process input file
|
### Process input file
|
||||||
print("[🐮]: Processing and formatting data ...")
|
print("[🐮]: Processing and formatting data...")
|
||||||
|
|
||||||
# Extract the headers into a separate array
|
# Extract the headers into a separate array
|
||||||
headers = data[1,:]
|
headers = data[1,:]
|
||||||
|
|
@ -49,9 +56,9 @@ data = data[2:end,:]
|
||||||
data = sortslices(data, dims=1, lt=(x,y)->isless(x[2],y[2]))
|
data = sortslices(data, dims=1, lt=(x,y)->isless(x[2],y[2]))
|
||||||
|
|
||||||
# Define fields to hold id values for animals and their parents
|
# Define fields to hold id values for animals and their parents
|
||||||
ids = data[:,1]
|
ids = string.(data[:,1])
|
||||||
damids = data[:,3]
|
damids = string.(data[:,3])
|
||||||
sireids = data[:,4]
|
sireids = string.(data[:,4])
|
||||||
numanimals = length(ids)
|
numanimals = length(ids)
|
||||||
|
|
||||||
# Find the index values for animals and their parents
|
# Find the index values for animals and their parents
|
||||||
|
|
@ -98,23 +105,183 @@ normal = Array{String}(undef,1,length(headers)-5)
|
||||||
for i in 6:length(headers)
|
for i in 6:length(headers)
|
||||||
for j in numanimals:-1:1
|
for j in numanimals:-1:1
|
||||||
if !ismissing(data[j,i])
|
if !ismissing(data[j,i])
|
||||||
normal[i-5] = data[j,i]
|
normal[i-5] = string(data[j,i])
|
||||||
break
|
break
|
||||||
end
|
end
|
||||||
end
|
end
|
||||||
end
|
end
|
||||||
|
|
||||||
# Print the results of the "normal" definition
|
print("Done!\n")
|
||||||
println(" ")
|
|
||||||
println("For the purposes of this analysis, a 'normal' animal will be defined by")
|
### Create the fixed-effect matrix
|
||||||
println("the following traits:")
|
print("[🐮]: Creating the fixed-effect matrix...")
|
||||||
for i in 6:length(headers)
|
|
||||||
print(headers[i])
|
# Form the fixed-effect matrix
|
||||||
print(": ")
|
X = zeros(Int8, numanimals, floor(Int,sum(numgroups))-length(numgroups)+1)
|
||||||
print(normal[i-5])
|
X[:,1] = ones(Int8, 1, numanimals)
|
||||||
print("\n")
|
|
||||||
|
# Create an external counter that will increment through both loops
|
||||||
|
counter = 2
|
||||||
|
|
||||||
|
# Store the traits in a string array
|
||||||
|
adjustedtraits =
|
||||||
|
Array{String}(undef,floor(Int,sum(numgroups))-length(numgroups))
|
||||||
|
# Iterate through each group
|
||||||
|
for i in 1:length(normal)
|
||||||
|
# Find the traits that are present in this trait
|
||||||
|
localdata = string.(data[:,i+5])
|
||||||
|
traits = unique(localdata)
|
||||||
|
# Remove the normal version from the analysis
|
||||||
|
effecttraits = traits[findall(x -> x != normal[i], traits)]
|
||||||
|
# Iterate inside of the group
|
||||||
|
for j in 1:length(effecttraits)
|
||||||
|
matchedindex = findall(x -> x != effecttraits[j], localdata)
|
||||||
|
X[matchedindex, counter] .= 1
|
||||||
|
# Add this trait to the string
|
||||||
|
adjustedtraits[counter - 1] = traits[j]
|
||||||
|
# Increment the big counter
|
||||||
|
global counter = counter + 1
|
||||||
|
end
|
||||||
end
|
end
|
||||||
println("If no animal matching this description exists, the results may appear")
|
|
||||||
println("outlandish, but are still as correct as the accuracy suggests")
|
print("Done!\n")
|
||||||
|
|
||||||
|
### Additive relationship matrix
|
||||||
|
print("[🐮]: Creating additive relationship matrix...")
|
||||||
|
|
||||||
|
# Create an empty matrix for the additive relationship matrix
|
||||||
|
A = zeros(numanimals, numanimals)
|
||||||
|
|
||||||
|
# Create the additive relationship matrix by the FORTRAN method presented by
|
||||||
|
# Henderson
|
||||||
|
for i in 1:numanimals
|
||||||
|
if !isnothing(dam[i]) && !isnothing(sire[i])
|
||||||
|
for j in 1:(i-1)
|
||||||
|
A[j,i] = 0.5*(A[j,sire[i]] + A[j,dam[i]])
|
||||||
|
A[i,j] = A[j,i]
|
||||||
|
end
|
||||||
|
A[i,i] = 1 + 0.5*A[sire[i], dam[i]]
|
||||||
|
elseif !isnothing(dam[i]) && isnothing(sire[i])
|
||||||
|
for j in 1:(i-1)
|
||||||
|
A[j,i] = 0.5*A[j,dam[i]]
|
||||||
|
A[i,j] = A[j,i]
|
||||||
|
end
|
||||||
|
A[i,i] = 1
|
||||||
|
elseif isnothing(dam[i]) && !isnothing(sire[i])
|
||||||
|
for j in 1:(i-1)
|
||||||
|
A[j,i] = 0.5*A[j,sire[i]]
|
||||||
|
A[i,j] = A[j,i]
|
||||||
|
end
|
||||||
|
A[i,i] = 1
|
||||||
|
else
|
||||||
|
for j in 1:(i-1)
|
||||||
|
A[j,i] = 0
|
||||||
|
A[i,j] = 0
|
||||||
|
end
|
||||||
|
A[i,i] = 1
|
||||||
|
end
|
||||||
|
end
|
||||||
|
|
||||||
|
print("Done!\n")
|
||||||
|
|
||||||
|
### Perform BLUP
|
||||||
|
print("[🐮]: Solving the mixed-model equations...")
|
||||||
|
|
||||||
|
# Extract the observed data
|
||||||
|
Y = convert(Array{Float64}, data[:,5])
|
||||||
|
|
||||||
|
# The random effects matrix
|
||||||
|
Z = Matrix{Int}(I, numanimals, numanimals)
|
||||||
|
|
||||||
|
# Remove items where there is no data
|
||||||
|
nullobs = findall(isnothing, Y)
|
||||||
|
Z[nullobs, nullobs] .= 0
|
||||||
|
|
||||||
|
# Calculate heritability
|
||||||
|
λ = (1-h2)/h2
|
||||||
|
|
||||||
|
# Use the mixed-model equations
|
||||||
|
MME = [X'*X X'*Z; Z'*X (Z'*Z)+(inv(A).*λ)]
|
||||||
|
MMY = [X'*Y; Z'*Y]
|
||||||
|
solutions = MME\MMY
|
||||||
|
|
||||||
|
# Find the accuracies
|
||||||
|
diaginv = diag(inv(MME))
|
||||||
|
reliability = ones(Float64, length(diaginv)) - diaginv.*λ
|
||||||
|
|
||||||
|
print("Done!\n")
|
||||||
|
|
||||||
|
### Output the results
|
||||||
|
print("[🐮]: Saving results...")
|
||||||
|
|
||||||
|
# Find how many traits we found BLUE for
|
||||||
|
numgroups = numgroups .- 1
|
||||||
|
|
||||||
|
# Start printing results to output
|
||||||
|
fileID = open(savepath, "w")
|
||||||
|
write(fileID, "beefblup Results Report\n")
|
||||||
|
write(fileID, "Produced using beefblup for Julia (")
|
||||||
|
write(fileID, "https://github.com/millironx/beefblup")
|
||||||
|
write(fileID, ")\n\n")
|
||||||
|
write(fileID, "Input:\t")
|
||||||
|
write(fileID, path)
|
||||||
|
write(fileID, "\nAnalysis performed:\t")
|
||||||
|
write(fileID, string(Dates.today()))
|
||||||
|
write(fileID, "\nTrait examined:\t")
|
||||||
|
write(fileID, headers[5])
|
||||||
|
write(fileID, "\n\n")
|
||||||
|
|
||||||
|
# Print base population stats
|
||||||
|
write(fileID, "Base Population:\n")
|
||||||
|
for i in 1:length(numgroups)
|
||||||
|
write(fileID, "\t")
|
||||||
|
write(fileID, headers[i+5])
|
||||||
|
write(fileID, ":\t")
|
||||||
|
write(fileID, normal[i])
|
||||||
|
write(fileID, "\n")
|
||||||
|
end
|
||||||
|
write(fileID, "\tMean ")
|
||||||
|
write(fileID, headers[5])
|
||||||
|
write(fileID, ":\t")
|
||||||
|
write(fileID, string(solutions[1]))
|
||||||
|
write(fileID, "\n\n")
|
||||||
|
|
||||||
|
# Contemporary group adjustments
|
||||||
|
counter = 2
|
||||||
|
write(fileID, "Contemporary Group Effects:\n")
|
||||||
|
for i in 1:length(numgroups)
|
||||||
|
write(fileID, "\t")
|
||||||
|
write(fileID, headers[i+5])
|
||||||
|
write(fileID, "\tEffect\tReliability\n")
|
||||||
|
for j in 1:numgroups[i]
|
||||||
|
write(fileID, "\t")
|
||||||
|
write(fileID, adjustedtraits[counter - 1])
|
||||||
|
write(fileID, "\t")
|
||||||
|
write(fileID, string(solutions[counter]))
|
||||||
|
write(fileID, "\t")
|
||||||
|
write(fileID, string(reliability[counter]))
|
||||||
|
write(fileID, "\n")
|
||||||
|
|
||||||
|
global counter = counter + 1
|
||||||
|
end
|
||||||
|
write(fileID, "\n")
|
||||||
|
end
|
||||||
|
write(fileID, "\n")
|
||||||
|
|
||||||
|
# Expected breeding values
|
||||||
|
write(fileID, "Expected Breeding Values:\n")
|
||||||
|
write(fileID, "\tID\tEBV\tReliability\n")
|
||||||
|
for i in 1:numanimals
|
||||||
|
write(fileID, "\t")
|
||||||
|
write(fileID, ids[i])
|
||||||
|
write(fileID, "\t")
|
||||||
|
write(fileID, string(solutions[i+counter-1]))
|
||||||
|
write(fileID, "\t")
|
||||||
|
write(fileID, string(reliability[i+counter-1]))
|
||||||
|
write(fileID, "\n")
|
||||||
|
end
|
||||||
|
|
||||||
|
write(fileID, "\n - END REPORT -")
|
||||||
|
close(fileID)
|
||||||
|
|
||||||
print("Done!\n")
|
print("Done!\n")
|
||||||
|
|
|
||||||
|
|
@ -9,4 +9,5 @@
|
||||||
using Pkg
|
using Pkg
|
||||||
|
|
||||||
# Install requisite packages
|
# Install requisite packages
|
||||||
Pkg.add("XLSX")
|
Pkg.add("XLSX")
|
||||||
|
Pkg.add("Gtk")
|
||||||
Loading…
Reference in a new issue