Some type attack calculations

flake.nix

@@ -17,7 +17,7 @@
     devShells = forEachSupportedSystem ({pkgs}: {
       default = pkgs.mkShell {
         packages = with pkgs;
-          [python311 virtualenv]
+          [python311 virtualenv julia]
           ++ (with pkgs.python311Packages; [pip requests jupyter pandas numpy matplotlib plotnine polars pyarrow]);
       };
     });

julia.ipynb

@@ -0,0 +1,53 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Julia Version 1.10.0\n",
+      "Commit 3120989f39 (2023-12-25 18:01 UTC)\n",
+      "Build Info:\n",
+      "\n",
+      "    Note: This is an unofficial build, please report bugs to the project\n",
+      "    responsible for this build and not to the Julia project unless you can\n",
+      "    reproduce the issue using official builds available at https://julialang.org/downloads\n",
+      "\n",
+      "Platform Info:\n",
+      "  OS: Linux (x86_64-unknown-linux-gnu)\n",
+      "  CPU: 8 × Intel(R) Core(TM) i7-10510U CPU @ 1.80GHz\n",
+      "  WORD_SIZE: 64\n",
+      "  LIBM: libopenlibm\n",
+      "  LLVM: libLLVM-15.0.7 (ORCJIT, skylake)\n",
+      "  Threads: 1 on 8 virtual cores\n",
+      "Environment:\n",
+      "  LD_LIBRARY_PATH = /nix/store/ccbxkk7cdnfgsl6mgfdlikni4mxwandj-pipewire-1.0.3-jack/lib\n",
+      "  JULIA_NUM_THREADS = \n"
+     ]
+    }
+   ],
+   "source": [
+    "versioninfo()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Julia 1.10.0",
+   "language": "julia",
+   "name": "julia-1.10"
+  },
+  "language_info": {
+   "file_extension": ".jl",
+   "mimetype": "application/julia",
+   "name": "julia",
+   "version": "1.10.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}

pokémon/Pokemon Type Chart.csv

@@ -0,0 +1,19 @@
+,Normal,Fire,Water,Electric,Grass,Ice,Fighting,Poison,Ground,Flying,Psychic,Bug,Rock,Ghost,Dragon,Dark,Steel,Fairy
+Normal,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.5,0.0,1.0,1.0,0.5,1.0
+Fire,1.0,0.5,0.5,1.0,2.0,2.0,1.0,1.0,1.0,1.0,1.0,2.0,0.5,1.0,0.5,1.0,2.0,1.0
+Water,1.0,2.0,0.5,1.0,0.5,1.0,1.0,1.0,2.0,1.0,1.0,1.0,2.0,1.0,0.5,1.0,1.0,1.0
+Electric,1.0,1.0,2.0,0.5,0.5,1.0,1.0,1.0,0.0,2.0,1.0,1.0,1.0,1.0,0.5,1.0,1.0,1.0
+Grass,1.0,0.5,2.0,1.0,0.5,1.0,1.0,0.5,2.0,0.5,1.0,0.5,2.0,1.0,0.5,1.0,0.5,1.0
+Ice,1.0,0.5,0.5,1.0,2.0,0.5,1.0,1.0,2.0,2.0,1.0,1.0,1.0,1.0,2.0,1.0,0.5,1.0
+Fighting,2.0,1.0,1.0,1.0,1.0,2.0,1.0,0.5,1.0,0.5,0.5,0.5,2.0,0.0,1.0,2.0,2.0,0.5
+Poison,1.0,1.0,1.0,1.0,2.0,1.0,1.0,0.5,0.5,1.0,1.0,1.0,0.5,0.5,1.0,1.0,0.0,2.0
+Ground,1.0,2.0,1.0,2.0,0.5,1.0,1.0,2.0,1.0,0.0,1.0,0.5,2.0,1.0,1.0,1.0,2.0,1.0
+Flying,1.0,1.0,1.0,0.5,2.0,1.0,2.0,1.0,1.0,1.0,1.0,2.0,0.5,1.0,1.0,1.0,0.5,1.0
+Psychic,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,1.0,1.0,0.5,1.0,1.0,1.0,1.0,0.0,0.5,1.0
+Bug,1.0,0.5,1.0,1.0,2.0,1.0,0.5,0.5,1.0,0.5,2.0,1.0,1.0,0.5,1.0,2.0,0.5,0.5
+Rock,1.0,2.0,1.0,1.0,1.0,2.0,0.5,1.0,0.5,2.0,1.0,2.0,1.0,1.0,1.0,1.0,0.5,1.0
+Ghost,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,1.0,1.0,2.0,1.0,0.5,1.0,1.0
+Dragon,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,1.0,0.5,0.0
+Dark,1.0,1.0,1.0,1.0,1.0,1.0,0.5,1.0,1.0,1.0,2.0,1.0,1.0,2.0,1.0,0.5,1.0,0.5
+Steel,1.0,0.5,0.5,0.5,1.0,2.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,1.0,1.0,1.0,0.5,2.0
+Fairy,1.0,0.5,1.0,1.0,1.0,1.0,2.0,0.5,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,0.5,1.0