Project_5_Introduction_to_MLJ.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3605a5cb",
   "metadata": {},
   "outputs": [],
   "source": [
    "import DataFrames\n",
    "import CSV\n",
    "import Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8babf09a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><div style = \"float: left;\"><span>3630×7 DataFrame</span></div><div style = \"float: right;\"><span style = \"font-style: italic;\">3605 rows omitted</span></div><div style = \"clear: both;\"></div></div><div class = \"data-frame\" style = \"overflow-x: scroll;\"><table class = \"data-frame\" style = \"margin-bottom: 6px;\"><thead><tr class = \"header\"><th class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">Row</th><th style = \"text-align: left;\">age</th><th style = \"text-align: left;\">sex</th><th style = \"text-align: left;\">bmi</th><th style = \"text-align: left;\">smoker</th><th style = \"text-align: left;\">region</th><th style = \"text-align: left;\">children</th><th style = \"text-align: left;\">charges</th></tr><tr class = \"subheader headerLastRow\"><th class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\"></th><th title = \"Float64\" style = \"text-align: left;\">Float64</th><th title = \"String7\" style = \"text-align: left;\">String7</th><th title = \"Float64\" style = \"text-align: left;\">Float64</th><th title = \"String3\" style = \"text-align: left;\">String3</th><th title = \"String15\" style = \"text-align: left;\">String15</th><th title = \"Int64\" style = \"text-align: left;\">Int64</th><th title = \"Float64\" style = \"text-align: left;\">Float64</th></tr></thead><tbody><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">1</td><td style = \"text-align: right;\">21.0</td><td style = \"text-align: left;\">male</td><td style = \"text-align: right;\">25.745</td><td style = \"text-align: left;\">no</td><td style = \"text-align: left;\">northeast</td><td style = \"text-align: right;\">2</td><td style = \"text-align: right;\">3279.87</td></tr><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">2</td><td style = \"text-align: right;\">36.977</td><td style = \"text-align: left;\">female</td><td style = \"text-align: right;\">25.7442</td><td style = \"text-align: left;\">yes</td><td style = \"text-align: left;\">southeast</td><td style = \"text-align: right;\">3</td><td style = \"text-align: right;\">21454.5</td></tr><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">3</td><td style = \"text-align: right;\">18.0</td><td style = \"text-align: left;\">male</td><td style = \"text-align: right;\">30.03</td><td style = \"text-align: left;\">no</td><td style = \"text-align: left;\">southeast</td><td style = \"text-align: right;\">1</td><td style = \"text-align: right;\">1720.35</td></tr><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">4</td><td style = \"text-align: right;\">37.0</td><td style = \"text-align: left;\">male</td><td style = \"text-align: right;\">30.6769</td><td style = \"text-align: left;\">no</td><td style = \"text-align: left;\">northeast</td><td style = \"text-align: right;\">3</td><td style = \"text-align: right;\">6801.44</td></tr><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">5</td><td style = \"text-align: right;\">58.0</td><td style = \"text-align: left;\">male</td><td style = \"text-align: right;\">32.01</td><td style = \"text-align: left;\">no</td><td style = \"text-align: left;\">southeast</td><td style = \"text-align: right;\">1</td><td style = \"text-align: right;\">11946.6</td></tr><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">6</td><td style = \"text-align: right;\">46.0</td><td style = \"text-align: left;\">male</td><td style = \"text-align: right;\">26.62</td><td style = \"text-align: left;\">no</td><td style = \"text-align: left;\">southeast</td><td style = \"text-align: right;\">1</td><td style = \"text-align: right;\">7742.11</td></tr><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">7</td><td style = \"text-align: right;\">25.2217</td><td style = \"text-align: left;\">male</td><td style = \"text-align: right;\">31.1926</td><td style = \"text-align: left;\">no</td><td style = \"text-align: left;\">northeast</td><td style = \"text-align: right;\">4</td><td style = \"text-align: right;\">21736.3</td></tr><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">8</td><td style = \"text-align: right;\">29.4864</td><td style = \"text-align: left;\">female</td><td style = \"text-align: right;\">24.2226</td><td style = \"text-align: left;\">no</td><td style = \"text-align: left;\">northwest</td><td style = \"text-align: right;\">2</td><td style = \"text-align: right;\">4916.95</td></tr><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">9</td><td style = \"text-align: right;\">26.5205</td><td style = \"text-align: left;\">male</td><td style = \"text-align: right;\">25.0657</td><td style = \"text-align: left;\">no</td><td style = \"text-align: left;\">southwest</td><td style = \"text-align: right;\">5</td><td style = \"text-align: right;\">5515.81</td></tr><tr><td class = \"rowNumber\" style = \"font-weight: bold; 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text-align: right;\">3626</td><td style = \"text-align: right;\">48.8208</td><td style = \"text-align: left;\">female</td><td style = \"text-align: right;\">41.427</td><td style = \"text-align: left;\">no</td><td style = \"text-align: left;\">northwest</td><td style = \"text-align: right;\">4</td><td style = \"text-align: right;\">10987.3</td></tr><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">3627</td><td style = \"text-align: right;\">38.662</td><td style = \"text-align: left;\">female</td><td style = \"text-align: right;\">26.2026</td><td style = \"text-align: left;\">no</td><td style = \"text-align: left;\">southeast</td><td style = \"text-align: right;\">2</td><td style = \"text-align: right;\">11735.8</td></tr><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">3628</td><td style = \"text-align: right;\">56.0</td><td style = \"text-align: left;\">male</td><td style = \"text-align: right;\">40.3</td><td style = \"text-align: left;\">no</td><td style = \"text-align: left;\">southwest</td><td style = \"text-align: right;\">0</td><td style = \"text-align: right;\">10602.4</td></tr><tr><td class = \"rowNumber\" style = \"font-weight: bold; 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      ],
      "text/latex": [
       "\\begin{tabular}{r|ccccccc}\n",
       "\t& age & sex & bmi & smoker & region & children & charges\\\\\n",
       "\t\\hline\n",
       "\t& Float64 & String7 & Float64 & String3 & String15 & Int64 & Float64\\\\\n",
       "\t\\hline\n",
       "\t1 & 21.0 & male & 25.745 & no & northeast & 2 & 3279.87 \\\\\n",
       "\t2 & 36.977 & female & 25.7442 & yes & southeast & 3 & 21454.5 \\\\\n",
       "\t3 & 18.0 & male & 30.03 & no & southeast & 1 & 1720.35 \\\\\n",
       "\t4 & 37.0 & male & 30.6769 & no & northeast & 3 & 6801.44 \\\\\n",
       "\t5 & 58.0 & male & 32.01 & no & southeast & 1 & 11946.6 \\\\\n",
       "\t6 & 46.0 & male & 26.62 & no & southeast & 1 & 7742.11 \\\\\n",
       "\t7 & 25.2217 & male & 31.1926 & no & northeast & 4 & 21736.3 \\\\\n",
       "\t8 & 29.4864 & female & 24.2226 & no & northwest & 2 & 4916.95 \\\\\n",
       "\t9 & 26.5205 & male & 25.0657 & no & southwest & 5 & 5515.81 \\\\\n",
       "\t10 & 47.4935 & female & 27.302 & no & northwest & 3 & 17009.3 \\\\\n",
       "\t11 & 35.6946 & male & 33.5771 & yes & southwest & 2 & 38433.5 \\\\\n",
       "\t12 & 45.0 & female & 26.9174 & no & northeast & 2 & 8549.14 \\\\\n",
       "\t13 & 36.4208 & male & 31.8064 & no & northeast & 4 & 16099.4 \\\\\n",
       "\t14 & 44.3253 & female & 26.9379 & no & southwest & 1 & 7492.99 \\\\\n",
       "\t15 & 22.3442 & male & 27.0452 & no & northeast & 4 & 18091.4 \\\\\n",
       "\t16 & 46.6977 & male & 33.5549 & yes & northeast & 1 & 41501.7 \\\\\n",
       "\t17 & 19.8609 & female & 25.3235 & no & northwest & 1 & 2661.19 \\\\\n",
       "\t18 & 47.0 & male & 36.08 & yes & southeast & 1 & 42211.1 \\\\\n",
       "\t19 & 64.0 & female & 30.115 & no & northwest & 3 & 16455.7 \\\\\n",
       "\t20 & 29.0 & male & 32.11 & no & northwest & 2 & 4433.92 \\\\\n",
       "\t21 & 38.0 & female & 34.8 & no & southwest & 2 & 6571.54 \\\\\n",
       "\t22 & 47.0 & female & 24.1 & no & southwest & 1 & 26236.6 \\\\\n",
       "\t23 & 32.2255 & female & 37.2414 & no & northeast & 3 & 6318.8 \\\\\n",
       "\t24 & 28.6389 & male & 28.2394 & no & southwest & 5 & 5795.91 \\\\\n",
       "\t25 & 63.0 & female & 32.2 & yes & southwest & 2 & 47305.3 \\\\\n",
       "\t26 & 52.0 & male & 32.205 & no & northeast & 3 & 11488.3 \\\\\n",
       "\t27 & 34.0388 & male & 30.5585 & no & northeast & 4 & 29101.8 \\\\\n",
       "\t28 & 33.5979 & female & 24.9388 & no & northwest & 3 & 19305.2 \\\\\n",
       "\t29 & 54.0 & female & 24.4743 & no & northwest & 3 & 12479.5 \\\\\n",
       "\t30 & 35.179 & male & 26.0814 & no & southwest & 5 & 7730.76 \\\\\n",
       "\t$\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/plain": [
       "\u001b[1m3630×7 DataFrame\u001b[0m\n",
       "\u001b[1m  Row \u001b[0m│\u001b[1m age     \u001b[0m\u001b[1m sex     \u001b[0m\u001b[1m bmi     \u001b[0m\u001b[1m smoker  \u001b[0m\u001b[1m region    \u001b[0m\u001b[1m children \u001b[0m\u001b[1m charges  \u001b[0m\n",
       "      │\u001b[90m Float64 \u001b[0m\u001b[90m String7 \u001b[0m\u001b[90m Float64 \u001b[0m\u001b[90m String3 \u001b[0m\u001b[90m String15  \u001b[0m\u001b[90m Int64    \u001b[0m\u001b[90m Float64  \u001b[0m\n",
       "──────┼───────────────────────────────────────────────────────────────────\n",
       "    1 │ 21.0     male     25.745   no       northeast         2   3279.87\n",
       "    2 │ 36.977   female   25.7442  yes      southeast         3  21454.5\n",
       "    3 │ 18.0     male     30.03    no       southeast         1   1720.35\n",
       "    4 │ 37.0     male     30.6769  no       northeast         3   6801.44\n",
       "    5 │ 58.0     male     32.01    no       southeast         1  11946.6\n",
       "    6 │ 46.0     male     26.62    no       southeast         1   7742.11\n",
       "    7 │ 25.2217  male     31.1926  no       northeast         4  21736.3\n",
       "    8 │ 29.4864  female   24.2226  no       northwest         2   4916.95\n",
       "    9 │ 26.5205  male     25.0657  no       southwest         5   5515.81\n",
       "   10 │ 47.4935  female   27.302   no       northwest         3  17009.3\n",
       "   11 │ 35.6946  male     33.5771  yes      southwest         2  38433.5\n",
       "  ⋮   │    ⋮        ⋮        ⋮        ⋮         ⋮         ⋮         ⋮\n",
       " 3621 │ 33.0     male     33.44    no       southeast         5   6653.79\n",
       " 3622 │ 50.0     female   29.2901  no       northwest         1   9610.96\n",
       " 3623 │ 31.3741  male     28.2785  no       northeast         4  21806.2\n",
       " 3624 │ 22.0     female   39.805   no       northeast         0   2755.02\n",
       " 3625 │ 49.0     female   36.63    no       southeast         3  10381.5\n",
       " 3626 │ 48.8208  female   41.427   no       northwest         4  10987.3\n",
       " 3627 │ 38.662   female   26.2026  no       southeast         2  11735.8\n",
       " 3628 │ 56.0     male     40.3     no       southwest         0  10602.4\n",
       " 3629 │ 48.0612  female   34.9306  no       southeast         1   8976.14\n",
       " 3630 │ 37.5989  female   25.2192  no       northeast         3   7027.7\n",
       "\u001b[36m                                                         3609 rows omitted\u001b[0m"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using DataFrames\n",
    "using CSV\n",
    "df = DataFrame(CSV.File(\"C:/Datasets/Insurance/Train_Data.csv\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "58aa6350",
   "metadata": {},
   "outputs": [
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      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using Plots\n",
    "x= df.bmi\n",
    "y= df.age\n",
    "scatter(x,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "9938e850",
   "metadata": {},
   "outputs": [
    {
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       "<path clip-path=\"url(#clip320)\" d=\"M2033.79 167.794 L2179.17 167.794 L2179.17 126.322 L2033.79 126.322 L2033.79 167.794  Z\" fill=\"#009af9\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
       "<polyline clip-path=\"url(#clip320)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"2033.79,167.794 2179.17,167.794 2179.17,126.322 2033.79,126.322 2033.79,167.794 \"/>\n",
       "<path clip-path=\"url(#clip320)\" d=\"M2217.25 166.745 Q2215.44 171.375 2213.73 172.787 Q2212.01 174.199 2209.14 174.199 L2205.74 174.199 L2205.74 170.634 L2208.24 170.634 Q2210 170.634 2210.97 169.8 Q2211.95 168.967 2213.13 165.865 L2213.89 163.921 L2203.4 138.412 L2207.92 138.412 L2216.02 158.689 L2224.12 138.412 L2228.64 138.412 L2217.25 166.745 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip320)\" d=\"M2235.93 160.402 L2243.57 160.402 L2243.57 134.037 L2235.26 135.703 L2235.26 131.444 L2243.52 129.778 L2248.2 129.778 L2248.2 160.402 L2255.83 160.402 L2255.83 164.338 L2235.93 164.338 L2235.93 160.402 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /></svg>\n"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using Plots\n",
    "histogram(df.age)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "1b132842",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><div style = \"float: left;\"><span>7×7 DataFrame</span></div><div style = \"clear: both;\"></div></div><div class = \"data-frame\" style = \"overflow-x: scroll;\"><table class = \"data-frame\" style = \"margin-bottom: 6px;\"><thead><tr class = \"header\"><th class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">Row</th><th style = \"text-align: left;\">variable</th><th style = \"text-align: left;\">mean</th><th style = \"text-align: left;\">min</th><th style = \"text-align: left;\">median</th><th style = \"text-align: left;\">max</th><th style = \"text-align: left;\">nmissing</th><th style = \"text-align: left;\">eltype</th></tr><tr class = \"subheader headerLastRow\"><th class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\"></th><th title = \"Symbol\" style = \"text-align: left;\">Symbol</th><th title = \"Union{Nothing, Float64}\" style = \"text-align: left;\">Union…</th><th title = \"Any\" style = \"text-align: left;\">Any</th><th title = \"Union{Nothing, Float64}\" style = \"text-align: left;\">Union…</th><th title = \"Any\" style = \"text-align: left;\">Any</th><th title = \"Int64\" style = \"text-align: left;\">Int64</th><th title = \"DataType\" style = \"text-align: left;\">DataType</th></tr></thead><tbody><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">1</td><td style = \"text-align: left;\">age</td><td style = \"text-align: left;\">38.887</td><td style = \"text-align: left;\">18.0</td><td style = \"text-align: left;\">39.1709</td><td style = \"text-align: left;\">64.0</td><td style = \"text-align: right;\">0</td><td style = \"text-align: left;\">Float64</td></tr><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">2</td><td style = \"text-align: left;\">sex</td><td style = \"font-style: italic; text-align: left;\"></td><td style = \"text-align: left;\">female</td><td style = \"font-style: italic; text-align: left;\"></td><td style = \"text-align: left;\">male</td><td style = \"text-align: right;\">0</td><td style = \"text-align: left;\">String7</td></tr><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">3</td><td style = \"text-align: left;\">bmi</td><td style = \"text-align: left;\">30.6297</td><td style = \"text-align: left;\">15.96</td><td style = \"text-align: left;\">30.2</td><td style = \"text-align: left;\">53.13</td><td style = \"text-align: right;\">0</td><td style = \"text-align: left;\">Float64</td></tr><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">4</td><td style = \"text-align: left;\">smoker</td><td style = \"font-style: italic; text-align: left;\"></td><td style = \"text-align: left;\">no</td><td style = \"font-style: italic; text-align: left;\"></td><td style = \"text-align: left;\">yes</td><td style = \"text-align: right;\">0</td><td style = \"text-align: left;\">String3</td></tr><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">5</td><td style = \"text-align: left;\">region</td><td style = \"font-style: italic; text-align: left;\"></td><td style = \"text-align: left;\">northeast</td><td style = \"font-style: italic; text-align: left;\"></td><td style = \"text-align: left;\">southwest</td><td style = \"text-align: right;\">0</td><td style = \"text-align: left;\">String15</td></tr><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">6</td><td style = \"text-align: left;\">children</td><td style = \"text-align: left;\">2.50358</td><td style = \"text-align: left;\">0</td><td style = \"text-align: left;\">3.0</td><td style = \"text-align: left;\">5</td><td style = \"text-align: right;\">0</td><td style = \"text-align: left;\">Int64</td></tr><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">7</td><td style = \"text-align: left;\">charges</td><td style = \"text-align: left;\">12784.8</td><td style = \"text-align: left;\">1121.87</td><td style = \"text-align: left;\">9443.81</td><td style = \"text-align: left;\">63770.4</td><td style = \"text-align: right;\">0</td><td style = \"text-align: left;\">Float64</td></tr></tbody></table></div>"
      ],
      "text/latex": [
       "\\begin{tabular}{r|ccccccc}\n",
       "\t& variable & mean & min & median & max & nmissing & eltype\\\\\n",
       "\t\\hline\n",
       "\t& Symbol & Union… & Any & Union… & Any & Int64 & DataType\\\\\n",
       "\t\\hline\n",
       "\t1 & age & 38.887 & 18.0 & 39.1709 & 64.0 & 0 & Float64 \\\\\n",
       "\t2 & sex &  & female &  & male & 0 & String7 \\\\\n",
       "\t3 & bmi & 30.6297 & 15.96 & 30.2 & 53.13 & 0 & Float64 \\\\\n",
       "\t4 & smoker &  & no &  & yes & 0 & String3 \\\\\n",
       "\t5 & region &  & northeast &  & southwest & 0 & String15 \\\\\n",
       "\t6 & children & 2.50358 & 0 & 3.0 & 5 & 0 & Int64 \\\\\n",
       "\t7 & charges & 12784.8 & 1121.87 & 9443.81 & 63770.4 & 0 & Float64 \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/plain": [
       "\u001b[1m7×7 DataFrame\u001b[0m\n",
       "\u001b[1m Row \u001b[0m│\u001b[1m variable \u001b[0m\u001b[1m mean    \u001b[0m\u001b[1m min       \u001b[0m\u001b[1m median  \u001b[0m\u001b[1m max       \u001b[0m\u001b[1m nmissing \u001b[0m\u001b[1m eltype   \u001b[0m\n",
       "     │\u001b[90m Symbol   \u001b[0m\u001b[90m Union…  \u001b[0m\u001b[90m Any       \u001b[0m\u001b[90m Union…  \u001b[0m\u001b[90m Any       \u001b[0m\u001b[90m Int64    \u001b[0m\u001b[90m DataType \u001b[0m\n",
       "─────┼──────────────────────────────────────────────────────────────────────\n",
       "   1 │ age       38.887   18.0       39.1709  64.0              0  Float64\n",
       "   2 │ sex      \u001b[90m         \u001b[0m female    \u001b[90m         \u001b[0m male              0  String7\n",
       "   3 │ bmi       30.6297  15.96      30.2     53.13             0  Float64\n",
       "   4 │ smoker   \u001b[90m         \u001b[0m no        \u001b[90m         \u001b[0m yes               0  String3\n",
       "   5 │ region   \u001b[90m         \u001b[0m northeast \u001b[90m         \u001b[0m southwest         0  String15\n",
       "   6 │ children  2.50358  0          3.0      5                 0  Int64\n",
       "   7 │ charges   12784.8  1121.87    9443.81  63770.4           0  Float64"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "describe(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "6ccdeca2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1011121314151617181920"
     ]
    }
   ],
   "source": [
    "a = 10\n",
    "for i in range(0,a)\n",
    "    print(a)\n",
    "    a +=1\n",
    "end"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d7e7602a",
   "metadata": {},
   "source": [
    "# INTRODUCTION TO MLJ"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "490d1f05",
   "metadata": {},
   "outputs": [],
   "source": [
    "import MLJ"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "d688a467",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3630-element Vector{Float64}:\n",
       "  3279.86855\n",
       " 21454.494238637613\n",
       "  1720.3537\n",
       "  6801.437541833969\n",
       " 11946.6259\n",
       "  7742.1098\n",
       " 21736.32814453227\n",
       "  4916.953064777066\n",
       "  5515.809345071162\n",
       " 17009.334987374503\n",
       " 38433.5242957452\n",
       "  8549.13715464568\n",
       " 16099.36761714954\n",
       "     ⋮\n",
       "  4260.744000000001\n",
       "  6777.43023051541\n",
       "  6653.7886\n",
       "  9610.956358937623\n",
       " 21806.18160854768\n",
       "  2755.02095\n",
       " 10381.4787\n",
       " 10987.32496389396\n",
       " 11735.84435183786\n",
       " 10602.385\n",
       "  8976.140451535042\n",
       "  7027.698968230091"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x= df.age\n",
    "y = df.charges"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "18a5ceb0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200-element Vector{NamedTuple{(:name, :package_name, :is_supervised, :abstract_type, :deep_properties, :docstring, :fit_data_scitype, :human_name, :hyperparameter_ranges, :hyperparameter_types, :hyperparameters, :implemented_methods, :inverse_transform_scitype, :is_pure_julia, :is_wrapper, :iteration_parameter, :load_path, :package_license, :package_url, :package_uuid, :predict_scitype, :prediction_type, :reporting_operations, :reports_feature_importances, :supports_class_weights, :supports_online, :supports_training_losses, :supports_weights, :transform_scitype, :input_scitype, :target_scitype, :output_scitype)}}:\n",
       " (name = ABODDetector, package_name = OutlierDetectionNeighbors, ... )\n",
       " (name = ABODDetector, package_name = OutlierDetectionPython, ... )\n",
       " (name = ARDRegressor, package_name = ScikitLearn, ... )\n",
       " (name = AdaBoostClassifier, package_name = ScikitLearn, ... )\n",
       " (name = AdaBoostRegressor, package_name = ScikitLearn, ... )\n",
       " (name = AdaBoostStumpClassifier, package_name = DecisionTree, ... )\n",
       " (name = AffinityPropagation, package_name = ScikitLearn, ... )\n",
       " (name = AgglomerativeClustering, package_name = ScikitLearn, ... )\n",
       " (name = BM25Transformer, package_name = MLJText, ... )\n",
       " (name = BaggingClassifier, package_name = ScikitLearn, ... )\n",
       " (name = BaggingRegressor, package_name = ScikitLearn, ... )\n",
       " (name = BayesianLDA, package_name = MultivariateStats, ... )\n",
       " (name = BayesianLDA, package_name = ScikitLearn, ... )\n",
       " ⋮\n",
       " (name = SubspaceLDA, package_name = MultivariateStats, ... )\n",
       " (name = TSVDTransformer, package_name = TSVD, ... )\n",
       " (name = TfidfTransformer, package_name = MLJText, ... )\n",
       " (name = TheilSenRegressor, package_name = ScikitLearn, ... )\n",
       " (name = UnivariateBoxCoxTransformer, package_name = MLJModels, ... )\n",
       " (name = UnivariateDiscretizer, package_name = MLJModels, ... )\n",
       " (name = UnivariateFillImputer, package_name = MLJModels, ... )\n",
       " (name = UnivariateStandardizer, package_name = MLJModels, ... )\n",
       " (name = UnivariateTimeTypeToContinuous, package_name = MLJModels, ... )\n",
       " (name = XGBoostClassifier, package_name = XGBoost, ... )\n",
       " (name = XGBoostCount, package_name = XGBoost, ... )\n",
       " (name = XGBoostRegressor, package_name = XGBoost, ... )"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "models()\n",
    "#Listing all of the available packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "c2b29666",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "62-element Vector{NamedTuple{(:name, :package_name, :is_supervised, :abstract_type, :deep_properties, :docstring, :fit_data_scitype, :human_name, :hyperparameter_ranges, :hyperparameter_types, :hyperparameters, :implemented_methods, :inverse_transform_scitype, :is_pure_julia, :is_wrapper, :iteration_parameter, :load_path, :package_license, :package_url, :package_uuid, :predict_scitype, :prediction_type, :reporting_operations, :reports_feature_importances, :supports_class_weights, :supports_online, :supports_training_losses, :supports_weights, :transform_scitype, :input_scitype, :target_scitype, :output_scitype)}}:\n",
       " (name = AdaBoostStumpClassifier, package_name = DecisionTree, ... )\n",
       " (name = BayesianLDA, package_name = MultivariateStats, ... )\n",
       " (name = BayesianSubspaceLDA, package_name = MultivariateStats, ... )\n",
       " (name = ConstantClassifier, package_name = MLJModels, ... )\n",
       " (name = ConstantRegressor, package_name = MLJModels, ... )\n",
       " (name = DecisionTreeClassifier, package_name = BetaML, ... )\n",
       " (name = DecisionTreeClassifier, package_name = DecisionTree, ... )\n",
       " (name = DecisionTreeRegressor, package_name = BetaML, ... )\n",
       " (name = DecisionTreeRegressor, package_name = DecisionTree, ... )\n",
       " (name = DeterministicConstantClassifier, package_name = MLJModels, ... )\n",
       " (name = DeterministicConstantRegressor, package_name = MLJModels, ... )\n",
       " (name = ElasticNetRegressor, package_name = MLJLinearModels, ... )\n",
       " (name = EvoLinearRegressor, package_name = EvoLinear, ... )\n",
       " ⋮\n",
       " (name = OneRuleClassifier, package_name = OneRule, ... )\n",
       " (name = PLSRegressor, package_name = PartialLeastSquaresRegressor, ... )\n",
       " (name = Pegasos, package_name = BetaML, ... )\n",
       " (name = QuantileRegressor, package_name = MLJLinearModels, ... )\n",
       " (name = RandomForestClassifier, package_name = BetaML, ... )\n",
       " (name = RandomForestClassifier, package_name = DecisionTree, ... )\n",
       " (name = RandomForestRegressor, package_name = BetaML, ... )\n",
       " (name = RandomForestRegressor, package_name = DecisionTree, ... )\n",
       " (name = RidgeRegressor, package_name = MLJLinearModels, ... )\n",
       " (name = RidgeRegressor, package_name = MultivariateStats, ... )\n",
       " (name = RobustRegressor, package_name = MLJLinearModels, ... )\n",
       " (name = SubspaceLDA, package_name = MultivariateStats, ... )"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Listing all of the supervised julia models\n",
    "models(x -> x.is_supervised && x.is_pure_julia)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "3d508eef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "NamedTuple{(:name, :package_name, :is_supervised, :abstract_type, :deep_properties, :docstring, :fit_data_scitype, :human_name, :hyperparameter_ranges, :hyperparameter_types, :hyperparameters, :implemented_methods, :inverse_transform_scitype, :is_pure_julia, :is_wrapper, :iteration_parameter, :load_path, :package_license, :package_url, :package_uuid, :predict_scitype, :prediction_type, :reporting_operations, :reports_feature_importances, :supports_class_weights, :supports_online, :supports_training_losses, :supports_weights, :transform_scitype, :input_scitype, :target_scitype, :output_scitype)}[]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    " models(matching(x,y))\n",
    "# To get models matching our inputs and targets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "6acd918a",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mFor silent loading, specify `verbosity=0`. \n"
     ]
    },
    {
     "ename": "LoadError",
     "evalue": "ArgumentError: Ambiguous model type name. Use pkg=... .\nThe model RidgeRegressor is provided by these packages:\n [\"ScikitLearn\", \"MLJLinearModels\", \"MultivariateStats\"].\n",
     "output_type": "error",
     "traceback": [
      "ArgumentError: Ambiguous model type name. Use pkg=... .\nThe model RidgeRegressor is provided by these packages:\n [\"ScikitLearn\", \"MLJLinearModels\", \"MultivariateStats\"].\n",
      "",
      "Stacktrace:",
      " [1] handle(name::String; pkg::Nothing, interactive::Bool)",
      "   @ MLJModels C:\\Users\\EDGAR MUYALE DAVIES\\.julia\\packages\\MLJModels\\gJoE1\\src\\model_search.jl:111",
      " [2] info(name::String; kwargs::Base.Pairs{Symbol, Union{Nothing, Bool}, Tuple{Symbol, Symbol}, NamedTuple{(:pkg, :interactive), Tuple{Nothing, Bool}}})",
      "   @ MLJModels C:\\Users\\EDGAR MUYALE DAVIES\\.julia\\packages\\MLJModels\\gJoE1\\src\\model_search.jl:154",
      " [3] top-level scope",
      "   @ C:\\Users\\EDGAR MUYALE DAVIES\\.julia\\packages\\MLJModels\\gJoE1\\src\\loading.jl:160"
     ]
    }
   ],
   "source": [
    "ridge = @load RidgeRegressor\n",
    "pkg= ScikitLearn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b2ca971d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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