Chapter_10.ipynb

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   "source": [
    "using CSV\n",
    "using DataFrames\n",
    "using Plots\n",
    "using StatsPlots\n",
    "using GLM\n",
    "using Statistics\n",
    "using Distributions\n",
    "using Random\n",
    "using MultivariateStats\n",
    "using Clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
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     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "X = randn(2, 50)\n",
    "\n",
    "X[1, 1:25] = X[1, 1:25] .+ 3\n",
    "X[2, 1:25] = X[2, 1:25] .- 4\n",
    "scatter(X[1, :], X[2, :], legend=false)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "KmeansResult{Array{Float64,2},Float64,Int64}([0.11571504242176926 3.2282230448951474; 0.07818013976821715 -3.943287015604491], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2  …  1, 1, 1, 1, 1, 1, 1, 1, 1, 1], [0.16006696751299643, 0.6952238933557737, 5.669535007076988, 1.223402034145309, 0.20838973073509948, 1.7585053507876864, 1.852990031298667, 0.9500953942469366, 2.644713516983856, 0.5686020455334386  …  10.04885271794735, 2.2964692093458687, 0.6863426778361831, 0.2597567234715719, 0.3032486718175304, 3.8931318026126087, 3.9402046638591504, 2.5515240630473897, 16.965344480984694, 3.3167364079110113], [25, 25], [25, 25], 92.46223926742567, 2, true)"
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     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result = kmeans(X, 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
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      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "centers = result.centers\n",
    "\n",
    "scatter(centers[1, :], centers[2, :], marker = (:hexagon, :red, stroke(3, 0.2, :black, :dot)), label=\"Centroid\")\n",
    "scatter!(X[1, result.assignments .== 1], X[2, result.assignments .== 1], label=\"Cluster 1\", marker=(:yellow))\n",
    "scatter!(X[1, result.assignments .== 2], X[2, result.assignments .== 2], label=\"Cluster 2\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "KmeansResult{Array{Float64,2},Float64,Int64}([0.5110651841630944 3.2282230448951474 -1.4656855245435316; 0.2230092561915514 -3.943287015604491 -0.5011363259251198], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2  …  3, 3, 1, 1, 1, 1, 1, 3, 1, 1], [0.16006696751299643, 0.6952238933557737, 5.669535007076988, 1.223402034145309, 0.20838973073509948, 1.7585053507876864, 1.852990031298667, 0.9500953942469366, 2.644713516983856, 0.5686020455334386  …  2.2721356434702695, 0.235137819577667, 0.556206536626782, 0.5890275720220514, 0.1203860200820549, 3.0047005422254394, 4.357682810107818, 1.0772573038248558, 14.024911424667273, 3.9374550907310217], [20, 25, 5], [20, 25, 5], 74.7345185135407, 4, true)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result = kmeans(X, 3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
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      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "centers = result.centers\n",
    "\n",
    "scatter(centers[1, :], centers[2, :], marker = (:hexagon, :red, stroke(3, 0.2, :black, :dot)), label=\"Centroid\")\n",
    "scatter!(X[1, result.assignments .== 1], X[2, result.assignments .== 1], label=\"Cluster 1\", marker=(:yellow))\n",
    "scatter!(X[1, result.assignments .== 2], X[2, result.assignments .== 2], label=\"Cluster 2\", marker=(:green))\n",
    "scatter!(X[1, result.assignments .== 3], X[2, result.assignments .== 3], label=\"Cluster 3\", marker=(:blue))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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