From 259a133f112f1111cde5da8192af17c16b865353 Mon Sep 17 00:00:00 2001
From: Anson <anson@ansonbiggs.com>
Date: Sun, 13 Feb 2022 15:15:44 -0700
Subject: [PATCH] code to process data before matlab

---
 prep/Manifest.toml | 1155 ++++++++++++++++++++++++++++++++++++++++++++
 prep/Project.toml  |    6 +
 prep/prep.jl       |   60 +++
 prepped.csv        |   45 ++
 4 files changed, 1266 insertions(+)
 create mode 100644 prep/Manifest.toml
 create mode 100644 prep/Project.toml
 create mode 100644 prep/prep.jl
 create mode 100644 prepped.csv

diff --git a/prep/Manifest.toml b/prep/Manifest.toml
new file mode 100644
index 0000000..907f4bb
--- /dev/null
+++ b/prep/Manifest.toml
@@ -0,0 +1,1155 @@
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+
+[[deps.xkbcommon_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Wayland_jll", "Wayland_protocols_jll", "Xorg_libxcb_jll", "Xorg_xkeyboard_config_jll"]
+git-tree-sha1 = "ece2350174195bb31de1a63bea3a41ae1aa593b6"
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diff --git a/prep/Project.toml b/prep/Project.toml
new file mode 100644
index 0000000..6b72536
--- /dev/null
+++ b/prep/Project.toml
@@ -0,0 +1,6 @@
+[deps]
+CSV = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b"
+DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
+DataFramesMeta = "1313f7d8-7da2-5740-9ea0-a2ca25f37964"
+Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
+StatsPlots = "f3b207a7-027a-5e70-b257-86293d7955fd"
diff --git a/prep/prep.jl b/prep/prep.jl
new file mode 100644
index 0000000..f818b92
--- /dev/null
+++ b/prep/prep.jl
@@ -0,0 +1,60 @@
+using DataFrames
+using LinearAlgebra
+using CSV
+using DataFramesMeta
+using Plots
+using StatsPlots
+
+begin
+    df = CSV.read("compiled.csv", DataFrame)
+
+    df.bb_volume = df.bb_length .* df.bb_width .* df.bb_height
+
+
+    @eachrow! df begin
+        @newcol :Ix::Vector{Float64}
+        @newcol :Iy::Vector{Float64}
+        @newcol :Iz::Vector{Float64}
+        @newcol :Ibar::Vector{Float64}
+
+        I = [
+            :Ixx :Ixy :Ixz
+            :Iyx :Iyy :Iyz
+            :Izx :Izy :Izz
+        ]
+
+        (:Ix, :Iy, :Iz) = eigvals(I)
+        :Ibar = :Ix^2 + :Iy^2 + :Iz^2 |> sqrt
+
+    end
+
+
+
+    # Convert material to scalar
+    begin
+        kv = Dict(reverse.(enumerate(Set(df.material_name))))
+        mats = []
+        for material in df.material_name
+            push!(mats, kv[material])
+        end
+        df.material_index = mats
+    end
+
+    # Remove columns not needed for analysis
+    df = df[!, [:mass, :volume, :density, :area, :bb_volume, :Ibar]]
+
+    # Remove outliers
+    df = df[df.bb_volume.<1e6, :]
+    df = df[df.mass.<1000, :]
+end
+
+@df df cornerplot(cols(1:4), compact = true)
+
+# plot(df.mass)
+# histogram(df.mass)
+scatter(df.mass, df.volume)
+
+
+
+
+CSV.write("prepped.csv", df)
\ No newline at end of file
diff --git a/prepped.csv b/prepped.csv
new file mode 100644
index 0000000..e16b7b9
--- /dev/null
+++ b/prepped.csv
@@ -0,0 +1,45 @@
+mass,volume,density,area,bb_volume,Ibar
+1.066,995.9,0.001,2069.301,7176.96,153.72874402012403
+108.079,13768.029,0.008,19215.837,40069.26,207734.78101312218
+433.406,55210.971,0.008,57969.555,210407.28048000002,683995.5502520726
+0.847,108.651,0.008,274.826,1081.5593375840003,14.168204014623734
+238.488,30380.637,0.008,36346.664,67608.51299999999,1.3486211992376125e6
+11.338,1444.311,0.008,1210.691,2211.0,1738.215640169539
+11.338,1444.311,0.008,1210.691,2211.0,1738.215640169539
+51.926,19232.035,0.003,5129.026,41817.6,12690.25031274084
+3.615,460.535,0.008,1181.069,5533.789063138,445.2408284299633
+51.926,19232.035,0.003,5129.026,41817.6,12690.25031274084
+238.488,30380.637,0.008,36346.664,67608.51299999999,1.3486211992376125e6
+141.036,17966.31,0.008,33980.334,860155.86,314358.9114140484
+12.203,1554.512,0.008,2351.908,2936.6708,690.0074899607974
+12.203,1554.512,0.008,2351.908,2936.6708,690.0074899607974
+238.488,30380.637,0.008,36346.664,67608.51299999999,1.3486211992376125e6
+365.628,46576.871,0.008,55492.134,103890.15,4.701074854900372e6
+58.053,7395.244,0.008,2990.011,10164.0,42239.105195730794
+51.926,19232.035,0.003,5129.026,41817.6,12690.250312740842
+4.211,536.42,0.008,874.34,1860.2788,402.35623195745336
+133.418,16995.941,0.008,30952.471,72293.1,90508.51809910338
+1.066,995.9,0.001,2069.301,7176.96,153.72874402012403
+20.543,2633.756,0.008,6078.184,53128.416,8520.54886629764
+238.488,30380.637,0.008,36346.664,67608.51299999999,1.3486211992376125e6
+11.338,1444.311,0.008,1210.691,2211.0,1738.215640169539
+11.338,1444.311,0.008,1210.691,2211.0,1738.215640169539
+11.338,1444.311,0.008,1210.691,2211.0,1738.215640169539
+0.847,108.651,0.008,274.826,1081.5593375840003,14.168204014623734
+46.103,5872.947,0.008,13143.977,47481.0,16394.45274151644
+238.488,30380.637,0.008,36346.664,67608.51299999999,1.3486211992376125e6
+58.053,7395.244,0.008,2990.011,10164.0,42239.105195730794
+0.847,108.651,0.008,274.826,1081.5593375840003,14.168204014623734
+9.266,3431.699,0.003,3369.751,5062.5,3063.7696834076805
+141.036,17966.31,0.008,33980.334,860155.86,314358.9114140484
+365.628,46576.871,0.008,55492.134,103890.15,4.701074854900372e6
+58.053,7395.244,0.008,2990.011,10164.0,42239.105195730794
+11.338,1444.311,0.008,1210.691,2211.0,1738.215640169539
+505.292,64368.346,0.008,9976.414,67240.0,233826.99232060715
+365.638,46578.15,0.008,74736.144,205264.512,584912.3744381818
+108.079,13768.029,0.008,19215.837,40069.26,207734.78101312218
+0.0,12245.003,0.0,18268.074,234646.24052758503,0.0
+238.488,30380.637,0.008,36346.664,67608.51299999999,1.3486211992376125e6
+249.853,31828.4,0.008,7087.864,45938.0,88826.10011105421
+317.415,56671.244,0.006,46801.002,342330.694810351,390547.77702129295
+0.847,108.651,0.008,274.826,1081.5593375840003,14.168204014623734