{"cells":[{"cell_type":"markdown","metadata":{"id":"AmzsIkpnYBlK"},"source":["# Exercice 1\n","R's LifeCycleSavings database contains information on 50 different countries. These data are averages over 1960-1970 (to eliminate business cycle or other short-term fluctuations). dpi is per capita disposable income in US dollars, ddpi is the percentage rate of change in per capita disposable income, sr is aggregate personal savings divided by disposable income. The percentage of population under 15 (pop15) and over 75 (pop75) are also recorded. Data are from Belsley, Kuh and Welsch (1980).\n","We seek to explain sr as a function of pop15, pop75, dpi and ddpi.\n"]},{"cell_type":"markdown","metadata":{"id":"Ibd4c5VmYg4V"},"source":["## 1.\tGraph sr as a function of pop15, pop75, dpi and ddpi."]},{"cell_type":"code","execution_count":489,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":322,"status":"ok","timestamp":1705786063897,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"GUeu3PdTZLgm","outputId":"b3c66a2d-4e50-467d-c181-36d3b31645a9","vscode":{"languageId":"r"}},"outputs":[{"data":{"text/html":["<table class=\"dataframe\">\n","<caption>A data.frame: 50 × 5</caption>\n","<thead>\n","\t<tr><th></th><th scope=col>sr</th><th scope=col>pop15</th><th scope=col>pop75</th><th scope=col>dpi</th><th scope=col>ddpi</th></tr>\n","\t<tr><th></th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th></tr>\n","</thead>\n","<tbody>\n","\t<tr><th scope=row>Australia</th><td>11.43</td><td>29.35</td><td>2.87</td><td>2329.68</td><td> 2.87</td></tr>\n","\t<tr><th scope=row>Austria</th><td>12.07</td><td>23.32</td><td>4.41</td><td>1507.99</td><td> 3.93</td></tr>\n","\t<tr><th scope=row>Belgium</th><td>13.17</td><td>23.80</td><td>4.43</td><td>2108.47</td><td> 3.82</td></tr>\n","\t<tr><th scope=row>Bolivia</th><td> 5.75</td><td>41.89</td><td>1.67</td><td> 189.13</td><td> 0.22</td></tr>\n","\t<tr><th scope=row>Brazil</th><td>12.88</td><td>42.19</td><td>0.83</td><td> 728.47</td><td> 4.56</td></tr>\n","\t<tr><th scope=row>Canada</th><td> 8.79</td><td>31.72</td><td>2.85</td><td>2982.88</td><td> 2.43</td></tr>\n","\t<tr><th scope=row>Chile</th><td> 0.60</td><td>39.74</td><td>1.34</td><td> 662.86</td><td> 2.67</td></tr>\n","\t<tr><th scope=row>China</th><td>11.90</td><td>44.75</td><td>0.67</td><td> 289.52</td><td> 6.51</td></tr>\n","\t<tr><th scope=row>Colombia</th><td> 4.98</td><td>46.64</td><td>1.06</td><td> 276.65</td><td> 3.08</td></tr>\n","\t<tr><th scope=row>Costa Rica</th><td>10.78</td><td>47.64</td><td>1.14</td><td> 471.24</td><td> 2.80</td></tr>\n","\t<tr><th scope=row>Denmark</th><td>16.85</td><td>24.42</td><td>3.93</td><td>2496.53</td><td> 3.99</td></tr>\n","\t<tr><th scope=row>Ecuador</th><td> 3.59</td><td>46.31</td><td>1.19</td><td> 287.77</td><td> 2.19</td></tr>\n","\t<tr><th scope=row>Finland</th><td>11.24</td><td>27.84</td><td>2.37</td><td>1681.25</td><td> 4.32</td></tr>\n","\t<tr><th scope=row>France</th><td>12.64</td><td>25.06</td><td>4.70</td><td>2213.82</td><td> 4.52</td></tr>\n","\t<tr><th scope=row>Germany</th><td>12.55</td><td>23.31</td><td>3.35</td><td>2457.12</td><td> 3.44</td></tr>\n","\t<tr><th scope=row>Greece</th><td>10.67</td><td>25.62</td><td>3.10</td><td> 870.85</td><td> 6.28</td></tr>\n","\t<tr><th scope=row>Guatamala</th><td> 3.01</td><td>46.05</td><td>0.87</td><td> 289.71</td><td> 1.48</td></tr>\n","\t<tr><th scope=row>Honduras</th><td> 7.70</td><td>47.32</td><td>0.58</td><td> 232.44</td><td> 3.19</td></tr>\n","\t<tr><th scope=row>Iceland</th><td> 1.27</td><td>34.03</td><td>3.08</td><td>1900.10</td><td> 1.12</td></tr>\n","\t<tr><th scope=row>India</th><td> 9.00</td><td>41.31</td><td>0.96</td><td>  88.94</td><td> 1.54</td></tr>\n","\t<tr><th scope=row>Ireland</th><td>11.34</td><td>31.16</td><td>4.19</td><td>1139.95</td><td> 2.99</td></tr>\n","\t<tr><th scope=row>Italy</th><td>14.28</td><td>24.52</td><td>3.48</td><td>1390.00</td><td> 3.54</td></tr>\n","\t<tr><th scope=row>Japan</th><td>21.10</td><td>27.01</td><td>1.91</td><td>1257.28</td><td> 8.21</td></tr>\n","\t<tr><th scope=row>Korea</th><td> 3.98</td><td>41.74</td><td>0.91</td><td> 207.68</td><td> 5.81</td></tr>\n","\t<tr><th scope=row>Luxembourg</th><td>10.35</td><td>21.80</td><td>3.73</td><td>2449.39</td><td> 1.57</td></tr>\n","\t<tr><th scope=row>Malta</th><td>15.48</td><td>32.54</td><td>2.47</td><td> 601.05</td><td> 8.12</td></tr>\n","\t<tr><th scope=row>Norway</th><td>10.25</td><td>25.95</td><td>3.67</td><td>2231.03</td><td> 3.62</td></tr>\n","\t<tr><th scope=row>Netherlands</th><td>14.65</td><td>24.71</td><td>3.25</td><td>1740.70</td><td> 7.66</td></tr>\n","\t<tr><th scope=row>New Zealand</th><td>10.67</td><td>32.61</td><td>3.17</td><td>1487.52</td><td> 1.76</td></tr>\n","\t<tr><th scope=row>Nicaragua</th><td> 7.30</td><td>45.04</td><td>1.21</td><td> 325.54</td><td> 2.48</td></tr>\n","\t<tr><th scope=row>Panama</th><td> 4.44</td><td>43.56</td><td>1.20</td><td> 568.56</td><td> 3.61</td></tr>\n","\t<tr><th scope=row>Paraguay</th><td> 2.02</td><td>41.18</td><td>1.05</td><td> 220.56</td><td> 1.03</td></tr>\n","\t<tr><th scope=row>Peru</th><td>12.70</td><td>44.19</td><td>1.28</td><td> 400.06</td><td> 0.67</td></tr>\n","\t<tr><th scope=row>Philippines</th><td>12.78</td><td>46.26</td><td>1.12</td><td> 152.01</td><td> 2.00</td></tr>\n","\t<tr><th scope=row>Portugal</th><td>12.49</td><td>28.96</td><td>2.85</td><td> 579.51</td><td> 7.48</td></tr>\n","\t<tr><th scope=row>South Africa</th><td>11.14</td><td>31.94</td><td>2.28</td><td> 651.11</td><td> 2.19</td></tr>\n","\t<tr><th scope=row>South Rhodesia</th><td>13.30</td><td>31.92</td><td>1.52</td><td> 250.96</td><td> 2.00</td></tr>\n","\t<tr><th scope=row>Spain</th><td>11.77</td><td>27.74</td><td>2.87</td><td> 768.79</td><td> 4.35</td></tr>\n","\t<tr><th scope=row>Sweden</th><td> 6.86</td><td>21.44</td><td>4.54</td><td>3299.49</td><td> 3.01</td></tr>\n","\t<tr><th scope=row>Switzerland</th><td>14.13</td><td>23.49</td><td>3.73</td><td>2630.96</td><td> 2.70</td></tr>\n","\t<tr><th scope=row>Turkey</th><td> 5.13</td><td>43.42</td><td>1.08</td><td> 389.66</td><td> 2.96</td></tr>\n","\t<tr><th scope=row>Tunisia</th><td> 2.81</td><td>46.12</td><td>1.21</td><td> 249.87</td><td> 1.13</td></tr>\n","\t<tr><th scope=row>United Kingdom</th><td> 7.81</td><td>23.27</td><td>4.46</td><td>1813.93</td><td> 2.01</td></tr>\n","\t<tr><th scope=row>United States</th><td> 7.56</td><td>29.81</td><td>3.43</td><td>4001.89</td><td> 2.45</td></tr>\n","\t<tr><th scope=row>Venezuela</th><td> 9.22</td><td>46.40</td><td>0.90</td><td> 813.39</td><td> 0.53</td></tr>\n","\t<tr><th scope=row>Zambia</th><td>18.56</td><td>45.25</td><td>0.56</td><td> 138.33</td><td> 5.14</td></tr>\n","\t<tr><th scope=row>Jamaica</th><td> 7.72</td><td>41.12</td><td>1.73</td><td> 380.47</td><td>10.23</td></tr>\n","\t<tr><th scope=row>Uruguay</th><td> 9.24</td><td>28.13</td><td>2.72</td><td> 766.54</td><td> 1.88</td></tr>\n","\t<tr><th scope=row>Libya</th><td> 8.89</td><td>43.69</td><td>2.07</td><td> 123.58</td><td>16.71</td></tr>\n","\t<tr><th scope=row>Malaysia</th><td> 4.71</td><td>47.20</td><td>0.66</td><td> 242.69</td><td> 5.08</td></tr>\n","</tbody>\n","</table>\n"],"text/latex":["A data.frame: 50 × 5\n","\\begin{tabular}{r|lllll}\n","  & sr & pop15 & pop75 & dpi & ddpi\\\\\n","  & <dbl> & <dbl> & <dbl> & <dbl> & <dbl>\\\\\n","\\hline\n","\tAustralia & 11.43 & 29.35 & 2.87 & 2329.68 &  2.87\\\\\n","\tAustria & 12.07 & 23.32 & 4.41 & 1507.99 &  3.93\\\\\n","\tBelgium & 13.17 & 23.80 & 4.43 & 2108.47 &  3.82\\\\\n","\tBolivia &  5.75 & 41.89 & 1.67 &  189.13 &  0.22\\\\\n","\tBrazil & 12.88 & 42.19 & 0.83 &  728.47 &  4.56\\\\\n","\tCanada &  8.79 & 31.72 & 2.85 & 2982.88 &  2.43\\\\\n","\tChile &  0.60 & 39.74 & 1.34 &  662.86 &  2.67\\\\\n","\tChina & 11.90 & 44.75 & 0.67 &  289.52 &  6.51\\\\\n","\tColombia &  4.98 & 46.64 & 1.06 &  276.65 &  3.08\\\\\n","\tCosta Rica & 10.78 & 47.64 & 1.14 &  471.24 &  2.80\\\\\n","\tDenmark & 16.85 & 24.42 & 3.93 & 2496.53 &  3.99\\\\\n","\tEcuador &  3.59 & 46.31 & 1.19 &  287.77 &  2.19\\\\\n","\tFinland & 11.24 & 27.84 & 2.37 & 1681.25 &  4.32\\\\\n","\tFrance & 12.64 & 25.06 & 4.70 & 2213.82 &  4.52\\\\\n","\tGermany & 12.55 & 23.31 & 3.35 & 2457.12 &  3.44\\\\\n","\tGreece & 10.67 & 25.62 & 3.10 &  870.85 &  6.28\\\\\n","\tGuatamala &  3.01 & 46.05 & 0.87 &  289.71 &  1.48\\\\\n","\tHonduras &  7.70 & 47.32 & 0.58 &  232.44 &  3.19\\\\\n","\tIceland &  1.27 & 34.03 & 3.08 & 1900.10 &  1.12\\\\\n","\tIndia &  9.00 & 41.31 & 0.96 &   88.94 &  1.54\\\\\n","\tIreland & 11.34 & 31.16 & 4.19 & 1139.95 &  2.99\\\\\n","\tItaly & 14.28 & 24.52 & 3.48 & 1390.00 &  3.54\\\\\n","\tJapan & 21.10 & 27.01 & 1.91 & 1257.28 &  8.21\\\\\n","\tKorea &  3.98 & 41.74 & 0.91 &  207.68 &  5.81\\\\\n","\tLuxembourg & 10.35 & 21.80 & 3.73 & 2449.39 &  1.57\\\\\n","\tMalta & 15.48 & 32.54 & 2.47 &  601.05 &  8.12\\\\\n","\tNorway & 10.25 & 25.95 & 3.67 & 2231.03 &  3.62\\\\\n","\tNetherlands & 14.65 & 24.71 & 3.25 & 1740.70 &  7.66\\\\\n","\tNew Zealand & 10.67 & 32.61 & 3.17 & 1487.52 &  1.76\\\\\n","\tNicaragua &  7.30 & 45.04 & 1.21 &  325.54 &  2.48\\\\\n","\tPanama &  4.44 & 43.56 & 1.20 &  568.56 &  3.61\\\\\n","\tParaguay &  2.02 & 41.18 & 1.05 &  220.56 &  1.03\\\\\n","\tPeru & 12.70 & 44.19 & 1.28 &  400.06 &  0.67\\\\\n","\tPhilippines & 12.78 & 46.26 & 1.12 &  152.01 &  2.00\\\\\n","\tPortugal & 12.49 & 28.96 & 2.85 &  579.51 &  7.48\\\\\n","\tSouth Africa & 11.14 & 31.94 & 2.28 &  651.11 &  2.19\\\\\n","\tSouth Rhodesia & 13.30 & 31.92 & 1.52 &  250.96 &  2.00\\\\\n","\tSpain & 11.77 & 27.74 & 2.87 &  768.79 &  4.35\\\\\n","\tSweden &  6.86 & 21.44 & 4.54 & 3299.49 &  3.01\\\\\n","\tSwitzerland & 14.13 & 23.49 & 3.73 & 2630.96 &  2.70\\\\\n","\tTurkey &  5.13 & 43.42 & 1.08 &  389.66 &  2.96\\\\\n","\tTunisia &  2.81 & 46.12 & 1.21 &  249.87 &  1.13\\\\\n","\tUnited Kingdom &  7.81 & 23.27 & 4.46 & 1813.93 &  2.01\\\\\n","\tUnited States &  7.56 & 29.81 & 3.43 & 4001.89 &  2.45\\\\\n","\tVenezuela &  9.22 & 46.40 & 0.90 &  813.39 &  0.53\\\\\n","\tZambia & 18.56 & 45.25 & 0.56 &  138.33 &  5.14\\\\\n","\tJamaica &  7.72 & 41.12 & 1.73 &  380.47 & 10.23\\\\\n","\tUruguay &  9.24 & 28.13 & 2.72 &  766.54 &  1.88\\\\\n","\tLibya &  8.89 & 43.69 & 2.07 &  123.58 & 16.71\\\\\n","\tMalaysia &  4.71 & 47.20 & 0.66 &  242.69 &  5.08\\\\\n","\\end{tabular}\n"],"text/markdown":["\n","A data.frame: 50 × 5\n","\n","| <!--/--> | sr &lt;dbl&gt; | pop15 &lt;dbl&gt; | pop75 &lt;dbl&gt; | dpi &lt;dbl&gt; | ddpi &lt;dbl&gt; |\n","|---|---|---|---|---|---|\n","| Australia | 11.43 | 29.35 | 2.87 | 2329.68 |  2.87 |\n","| Austria | 12.07 | 23.32 | 4.41 | 1507.99 |  3.93 |\n","| Belgium | 13.17 | 23.80 | 4.43 | 2108.47 |  3.82 |\n","| Bolivia |  5.75 | 41.89 | 1.67 |  189.13 |  0.22 |\n","| Brazil | 12.88 | 42.19 | 0.83 |  728.47 |  4.56 |\n","| Canada |  8.79 | 31.72 | 2.85 | 2982.88 |  2.43 |\n","| Chile |  0.60 | 39.74 | 1.34 |  662.86 |  2.67 |\n","| China | 11.90 | 44.75 | 0.67 |  289.52 |  6.51 |\n","| Colombia |  4.98 | 46.64 | 1.06 |  276.65 |  3.08 |\n","| Costa Rica | 10.78 | 47.64 | 1.14 |  471.24 |  2.80 |\n","| Denmark | 16.85 | 24.42 | 3.93 | 2496.53 |  3.99 |\n","| Ecuador |  3.59 | 46.31 | 1.19 |  287.77 |  2.19 |\n","| Finland | 11.24 | 27.84 | 2.37 | 1681.25 |  4.32 |\n","| France | 12.64 | 25.06 | 4.70 | 2213.82 |  4.52 |\n","| Germany | 12.55 | 23.31 | 3.35 | 2457.12 |  3.44 |\n","| Greece | 10.67 | 25.62 | 3.10 |  870.85 |  6.28 |\n","| Guatamala |  3.01 | 46.05 | 0.87 |  289.71 |  1.48 |\n","| Honduras |  7.70 | 47.32 | 0.58 |  232.44 |  3.19 |\n","| Iceland |  1.27 | 34.03 | 3.08 | 1900.10 |  1.12 |\n","| India |  9.00 | 41.31 | 0.96 |   88.94 |  1.54 |\n","| Ireland | 11.34 | 31.16 | 4.19 | 1139.95 |  2.99 |\n","| Italy | 14.28 | 24.52 | 3.48 | 1390.00 |  3.54 |\n","| Japan | 21.10 | 27.01 | 1.91 | 1257.28 |  8.21 |\n","| Korea |  3.98 | 41.74 | 0.91 |  207.68 |  5.81 |\n","| Luxembourg | 10.35 | 21.80 | 3.73 | 2449.39 |  1.57 |\n","| Malta | 15.48 | 32.54 | 2.47 |  601.05 |  8.12 |\n","| Norway | 10.25 | 25.95 | 3.67 | 2231.03 |  3.62 |\n","| Netherlands | 14.65 | 24.71 | 3.25 | 1740.70 |  7.66 |\n","| New Zealand | 10.67 | 32.61 | 3.17 | 1487.52 |  1.76 |\n","| Nicaragua |  7.30 | 45.04 | 1.21 |  325.54 |  2.48 |\n","| Panama |  4.44 | 43.56 | 1.20 |  568.56 |  3.61 |\n","| Paraguay |  2.02 | 41.18 | 1.05 |  220.56 |  1.03 |\n","| Peru | 12.70 | 44.19 | 1.28 |  400.06 |  0.67 |\n","| Philippines | 12.78 | 46.26 | 1.12 |  152.01 |  2.00 |\n","| Portugal | 12.49 | 28.96 | 2.85 |  579.51 |  7.48 |\n","| South Africa | 11.14 | 31.94 | 2.28 |  651.11 |  2.19 |\n","| South Rhodesia | 13.30 | 31.92 | 1.52 |  250.96 |  2.00 |\n","| Spain | 11.77 | 27.74 | 2.87 |  768.79 |  4.35 |\n","| Sweden |  6.86 | 21.44 | 4.54 | 3299.49 |  3.01 |\n","| Switzerland | 14.13 | 23.49 | 3.73 | 2630.96 |  2.70 |\n","| Turkey |  5.13 | 43.42 | 1.08 |  389.66 |  2.96 |\n","| Tunisia |  2.81 | 46.12 | 1.21 |  249.87 |  1.13 |\n","| United Kingdom |  7.81 | 23.27 | 4.46 | 1813.93 |  2.01 |\n","| United States |  7.56 | 29.81 | 3.43 | 4001.89 |  2.45 |\n","| Venezuela |  9.22 | 46.40 | 0.90 |  813.39 |  0.53 |\n","| Zambia | 18.56 | 45.25 | 0.56 |  138.33 |  5.14 |\n","| Jamaica |  7.72 | 41.12 | 1.73 |  380.47 | 10.23 |\n","| Uruguay |  9.24 | 28.13 | 2.72 |  766.54 |  1.88 |\n","| Libya |  8.89 | 43.69 | 2.07 |  123.58 | 16.71 |\n","| Malaysia |  4.71 | 47.20 | 0.66 |  242.69 |  5.08 |\n","\n"],"text/plain":["               sr    pop15 pop75 dpi     ddpi \n","Australia      11.43 29.35 2.87  2329.68  2.87\n","Austria        12.07 23.32 4.41  1507.99  3.93\n","Belgium        13.17 23.80 4.43  2108.47  3.82\n","Bolivia         5.75 41.89 1.67   189.13  0.22\n","Brazil         12.88 42.19 0.83   728.47  4.56\n","Canada          8.79 31.72 2.85  2982.88  2.43\n","Chile           0.60 39.74 1.34   662.86  2.67\n","China          11.90 44.75 0.67   289.52  6.51\n","Colombia        4.98 46.64 1.06   276.65  3.08\n","Costa Rica     10.78 47.64 1.14   471.24  2.80\n","Denmark        16.85 24.42 3.93  2496.53  3.99\n","Ecuador         3.59 46.31 1.19   287.77  2.19\n","Finland        11.24 27.84 2.37  1681.25  4.32\n","France         12.64 25.06 4.70  2213.82  4.52\n","Germany        12.55 23.31 3.35  2457.12  3.44\n","Greece         10.67 25.62 3.10   870.85  6.28\n","Guatamala       3.01 46.05 0.87   289.71  1.48\n","Honduras        7.70 47.32 0.58   232.44  3.19\n","Iceland         1.27 34.03 3.08  1900.10  1.12\n","India           9.00 41.31 0.96    88.94  1.54\n","Ireland        11.34 31.16 4.19  1139.95  2.99\n","Italy          14.28 24.52 3.48  1390.00  3.54\n","Japan          21.10 27.01 1.91  1257.28  8.21\n","Korea           3.98 41.74 0.91   207.68  5.81\n","Luxembourg     10.35 21.80 3.73  2449.39  1.57\n","Malta          15.48 32.54 2.47   601.05  8.12\n","Norway         10.25 25.95 3.67  2231.03  3.62\n","Netherlands    14.65 24.71 3.25  1740.70  7.66\n","New Zealand    10.67 32.61 3.17  1487.52  1.76\n","Nicaragua       7.30 45.04 1.21   325.54  2.48\n","Panama          4.44 43.56 1.20   568.56  3.61\n","Paraguay        2.02 41.18 1.05   220.56  1.03\n","Peru           12.70 44.19 1.28   400.06  0.67\n","Philippines    12.78 46.26 1.12   152.01  2.00\n","Portugal       12.49 28.96 2.85   579.51  7.48\n","South Africa   11.14 31.94 2.28   651.11  2.19\n","South Rhodesia 13.30 31.92 1.52   250.96  2.00\n","Spain          11.77 27.74 2.87   768.79  4.35\n","Sweden          6.86 21.44 4.54  3299.49  3.01\n","Switzerland    14.13 23.49 3.73  2630.96  2.70\n","Turkey          5.13 43.42 1.08   389.66  2.96\n","Tunisia         2.81 46.12 1.21   249.87  1.13\n","United Kingdom  7.81 23.27 4.46  1813.93  2.01\n","United States   7.56 29.81 3.43  4001.89  2.45\n","Venezuela       9.22 46.40 0.90   813.39  0.53\n","Zambia         18.56 45.25 0.56   138.33  5.14\n","Jamaica         7.72 41.12 1.73   380.47 10.23\n","Uruguay         9.24 28.13 2.72   766.54  1.88\n","Libya           8.89 43.69 2.07   123.58 16.71\n","Malaysia        4.71 47.20 0.66   242.69  5.08"]},"metadata":{},"output_type":"display_data"}],"source":["#Load the data\n","data <- LifeCycleSavings\n","data"]},{"cell_type":"code","execution_count":490,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":1235,"status":"ok","timestamp":1705786065845,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"gdz5sbc9ZiVS","outputId":"789ae7b3-ac00-4d19-c719-cb5f1a31a7cd","vscode":{"languageId":"r"}},"outputs":[{"data":{"image/png":"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","text/plain":["plot without title"]},"metadata":{"image/png":{"height":420,"width":420}},"output_type":"display_data"}],"source":["#Define variables\n","y <- data$sr\n","x1 <- data$pop15\n","x2 <- data$pop75\n","x3 <- data$dpi\n","x4 <- data$ddpi\n","\n","#Plot\n","plot(data)"]},{"cell_type":"markdown","metadata":{"id":"rr5qz0Ayfc3b"},"source":["## 2.\tConstruct the multiple linear regression of sr on pop15, pop75, dpi and ddpi."]},{"cell_type":"code","execution_count":491,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":154,"status":"ok","timestamp":1705786065846,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"EEkIqP0JffkK","outputId":"72467276-81f4-49da-c0be-7da885e53231","vscode":{"languageId":"r"}},"outputs":[{"data":{"text/plain":["\n","Call:\n","lm(formula = y ~ x1 + x2 + x3 + x4, data = data)\n","\n","Residuals:\n","    Min      1Q  Median      3Q     Max \n","-8.2422 -2.6857 -0.2488  2.4280  9.7509 \n","\n","Coefficients:\n","              Estimate Std. Error t value Pr(>|t|)    \n","(Intercept) 28.5660865  7.3545161   3.884 0.000334 ***\n","x1          -0.4611931  0.1446422  -3.189 0.002603 ** \n","x2          -1.6914977  1.0835989  -1.561 0.125530    \n","x3          -0.0003369  0.0009311  -0.362 0.719173    \n","x4           0.4096949  0.1961971   2.088 0.042471 *  \n","---\n","Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1\n","\n","Residual standard error: 3.803 on 45 degrees of freedom\n","Multiple R-squared:  0.3385,\tAdjusted R-squared:  0.2797 \n","F-statistic: 5.756 on 4 and 45 DF,  p-value: 0.0007904\n"]},"metadata":{},"output_type":"display_data"}],"source":["model <- lm(y ~ x1 + x2 + x3 + x4 , data = data)\n","summary(model)"]},{"cell_type":"markdown","metadata":{"id":"eRWVmf50f8Og"},"source":["## 3. Give the estimated values of the unknown coefficients 𝛽0, 𝛽1, 𝛽2, 𝛽3 and 𝛽4"]},{"cell_type":"code","execution_count":492,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":153,"status":"ok","timestamp":1705786065847,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"m4y5TVbvgG4y","outputId":"65b740bc-e309-42d6-9b0d-cdf7858f4363","vscode":{"languageId":"r"}},"outputs":[{"data":{"text/html":["<style>\n",".dl-inline {width: auto; margin:0; padding: 0}\n",".dl-inline>dt, .dl-inline>dd {float: none; width: auto; display: inline-block}\n",".dl-inline>dt::after {content: \":\\0020\"; padding-right: .5ex}\n",".dl-inline>dt:not(:first-of-type) {padding-left: .5ex}\n","</style><dl class=dl-inline><dt>(Intercept)</dt><dd>28.5660865407468</dd><dt>x1</dt><dd>-0.461193147122768</dd><dt>x2</dt><dd>-1.69149767674954</dd><dt>x3</dt><dd>-0.000336901869141348</dd><dt>x4</dt><dd>0.409694927870671</dd></dl>\n"],"text/latex":["\\begin{description*}\n","\\item[(Intercept)] 28.5660865407468\n","\\item[x1] -0.461193147122768\n","\\item[x2] -1.69149767674954\n","\\item[x3] -0.000336901869141348\n","\\item[x4] 0.409694927870671\n","\\end{description*}\n"],"text/markdown":["(Intercept)\n",":   28.5660865407468x1\n",":   -0.461193147122768x2\n",":   -1.69149767674954x3\n",":   -0.000336901869141348x4\n",":   0.409694927870671\n","\n"],"text/plain":["  (Intercept)            x1            x2            x3            x4 \n","28.5660865407 -0.4611931471 -1.6914976767 -0.0003369019  0.4096949279 "]},"metadata":{},"output_type":"display_data"}],"source":["model$coefficients"]},{"cell_type":"markdown","metadata":{"id":"-Mlx6FRIgNjN"},"source":["## 4. Construct 95% confidence intervals for the parameters 𝛽1, 𝛽2, 𝛽3 and 𝛽4. Conclude"]},{"cell_type":"code","execution_count":493,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":151,"status":"ok","timestamp":1705786065847,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"Km1i2JQYgQ-8","outputId":"48fa4b3a-7453-4a76-c703-d9c6afde1102","vscode":{"languageId":"r"}},"outputs":[{"data":{"text/html":["<table class=\"dataframe\">\n","<caption>A matrix: 5 × 2 of type dbl</caption>\n","<thead>\n","\t<tr><th></th><th scope=col>2.5 %</th><th scope=col>97.5 %</th></tr>\n","</thead>\n","<tbody>\n","\t<tr><th scope=row>(Intercept)</th><td>13.753330728</td><td>43.378842354</td></tr>\n","\t<tr><th scope=row>x1</th><td>-0.752517542</td><td>-0.169868752</td></tr>\n","\t<tr><th scope=row>x2</th><td>-3.873977955</td><td> 0.490982602</td></tr>\n","\t<tr><th scope=row>x3</th><td>-0.002212248</td><td> 0.001538444</td></tr>\n","\t<tr><th scope=row>x4</th><td> 0.014533628</td><td> 0.804856227</td></tr>\n","</tbody>\n","</table>\n"],"text/latex":["A matrix: 5 × 2 of type dbl\n","\\begin{tabular}{r|ll}\n","  & 2.5 \\% & 97.5 \\%\\\\\n","\\hline\n","\t(Intercept) & 13.753330728 & 43.378842354\\\\\n","\tx1 & -0.752517542 & -0.169868752\\\\\n","\tx2 & -3.873977955 &  0.490982602\\\\\n","\tx3 & -0.002212248 &  0.001538444\\\\\n","\tx4 &  0.014533628 &  0.804856227\\\\\n","\\end{tabular}\n"],"text/markdown":["\n","A matrix: 5 × 2 of type dbl\n","\n","| <!--/--> | 2.5 % | 97.5 % |\n","|---|---|---|\n","| (Intercept) | 13.753330728 | 43.378842354 |\n","| x1 | -0.752517542 | -0.169868752 |\n","| x2 | -3.873977955 |  0.490982602 |\n","| x3 | -0.002212248 |  0.001538444 |\n","| x4 |  0.014533628 |  0.804856227 |\n","\n"],"text/plain":["            2.5 %        97.5 %      \n","(Intercept) 13.753330728 43.378842354\n","x1          -0.752517542 -0.169868752\n","x2          -3.873977955  0.490982602\n","x3          -0.002212248  0.001538444\n","x4           0.014533628  0.804856227"]},"metadata":{},"output_type":"display_data"}],"source":["confint(model, level=0.95)"]},{"cell_type":"markdown","metadata":{"id":"i3PN60LphgPS"},"source":["**Intrpretation:**\n","\n","In general, the confidence interval shows that if we repeat the test for all possible samples, 95% of the times, the true parameter will be within this interval.\n","\n","What we can conclude is that, if an coefficient confident interval includes zero, then we must question the significance of this coefficient.\n","\n","so from the results, we cannot reject the hypothesis H0:β2=0\n"," or H0:β3=0\n","\n","however, β1\n"," and β4\n"," confidence intervals don’t include zero"]},{"cell_type":"markdown","metadata":{"id":"qyxcaX45htCO"},"source":["## 5.\tDetermine the coefficient of determination $R^2$ and interpret the result.\n","\n","$R^2$ = SSR/SST"]},{"cell_type":"code","execution_count":494,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":150,"status":"ok","timestamp":1705786065848,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"UuxW0194h30a","outputId":"6cccaefc-0c4e-4db3-fbce-7e2ca4dfb41f","vscode":{"languageId":"r"}},"outputs":[{"data":{"text/html":["0.338456374989603"],"text/latex":["0.338456374989603"],"text/markdown":["0.338456374989603"],"text/plain":["[1] 0.3384564"]},"metadata":{},"output_type":"display_data"}],"source":["#Find SSR\n","ssr <- sum((model$fitted.values - mean(y))^2)\n","\n","#Find SST\n","sst <- sum((y - mean(y))^2)\n","\n","#Find the coefficinet of Determination\n","r_squared <- ssr / sst\n","r_squared"]},{"cell_type":"markdown","metadata":{"id":"g2KmwfcysgoF"},"source":["**Interpretation:** $R^2$ = 0.33\n","\n","Coefficient of Determination is a ratio of SSR/SST, so it measures how much of the variation is our model able to capture and predict. so this model explains about 33.84% of the data"]},{"cell_type":"markdown","metadata":{"id":"nEGBhy4NiptW"},"source":["## 6.\tCalculate the correlation coefficients between these variables taken two by two. Conclude."]},{"cell_type":"code","execution_count":495,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":149,"status":"ok","timestamp":1705786065849,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"qcVhkf7Yjrnx","outputId":"8dbafdcf-0974-466e-ee40-e14fb5a98ea9","vscode":{"languageId":"r"}},"outputs":[{"data":{"text/html":["<table class=\"dataframe\">\n","<caption>A matrix: 5 × 5 of type dbl</caption>\n","<thead>\n","\t<tr><th></th><th scope=col>sr</th><th scope=col>pop15</th><th scope=col>pop75</th><th scope=col>dpi</th><th scope=col>ddpi</th></tr>\n","</thead>\n","<tbody>\n","\t<tr><th scope=row>sr</th><td> 1.0000000</td><td>-0.45553809</td><td> 0.31652112</td><td> 0.2203589</td><td> 0.30478716</td></tr>\n","\t<tr><th scope=row>pop15</th><td>-0.4555381</td><td> 1.00000000</td><td>-0.90847871</td><td>-0.7561881</td><td>-0.04782569</td></tr>\n","\t<tr><th scope=row>pop75</th><td> 0.3165211</td><td>-0.90847871</td><td> 1.00000000</td><td> 0.7869995</td><td> 0.02532138</td></tr>\n","\t<tr><th scope=row>dpi</th><td> 0.2203589</td><td>-0.75618810</td><td> 0.78699951</td><td> 1.0000000</td><td>-0.12948552</td></tr>\n","\t<tr><th scope=row>ddpi</th><td> 0.3047872</td><td>-0.04782569</td><td> 0.02532138</td><td>-0.1294855</td><td> 1.00000000</td></tr>\n","</tbody>\n","</table>\n"],"text/latex":["A matrix: 5 × 5 of type dbl\n","\\begin{tabular}{r|lllll}\n","  & sr & pop15 & pop75 & dpi & ddpi\\\\\n","\\hline\n","\tsr &  1.0000000 & -0.45553809 &  0.31652112 &  0.2203589 &  0.30478716\\\\\n","\tpop15 & -0.4555381 &  1.00000000 & -0.90847871 & -0.7561881 & -0.04782569\\\\\n","\tpop75 &  0.3165211 & -0.90847871 &  1.00000000 &  0.7869995 &  0.02532138\\\\\n","\tdpi &  0.2203589 & -0.75618810 &  0.78699951 &  1.0000000 & -0.12948552\\\\\n","\tddpi &  0.3047872 & -0.04782569 &  0.02532138 & -0.1294855 &  1.00000000\\\\\n","\\end{tabular}\n"],"text/markdown":["\n","A matrix: 5 × 5 of type dbl\n","\n","| <!--/--> | sr | pop15 | pop75 | dpi | ddpi |\n","|---|---|---|---|---|---|\n","| sr |  1.0000000 | -0.45553809 |  0.31652112 |  0.2203589 |  0.30478716 |\n","| pop15 | -0.4555381 |  1.00000000 | -0.90847871 | -0.7561881 | -0.04782569 |\n","| pop75 |  0.3165211 | -0.90847871 |  1.00000000 |  0.7869995 |  0.02532138 |\n","| dpi |  0.2203589 | -0.75618810 |  0.78699951 |  1.0000000 | -0.12948552 |\n","| ddpi |  0.3047872 | -0.04782569 |  0.02532138 | -0.1294855 |  1.00000000 |\n","\n"],"text/plain":["      sr         pop15       pop75       dpi        ddpi       \n","sr     1.0000000 -0.45553809  0.31652112  0.2203589  0.30478716\n","pop15 -0.4555381  1.00000000 -0.90847871 -0.7561881 -0.04782569\n","pop75  0.3165211 -0.90847871  1.00000000  0.7869995  0.02532138\n","dpi    0.2203589 -0.75618810  0.78699951  1.0000000 -0.12948552\n","ddpi   0.3047872 -0.04782569  0.02532138 -0.1294855  1.00000000"]},"metadata":{},"output_type":"display_data"}],"source":["cor(LifeCycleSavings)"]},{"cell_type":"markdown","metadata":{"id":"27VoSeWskJaj"},"source":["**Interpretation:**\n","\n","so there exists a:\n","\n","\n","\n","\n","\n","\n","\n","*   strong positive relation between dpi & pop75 (r=0.78)\n","*   strong negative relation between pop15 & pop75 (r=-0.9)\n","\n","*   strong negative relation between pop75 & dpi (r=-0.75)\n","\n","*   there exists some relatively weaker relation between sr and other attributes\n","\n","\n","\n","\n"]},{"cell_type":"markdown","metadata":{"id":"VvrUoeTHkvbT"},"source":["## 7. Test the following null hypotheses, at the significance level α = 5%, using an appropriate F-ratio:"]},{"cell_type":"markdown","metadata":{"id":"4kMXziNHk-al"},"source":["a) H0: 𝛽1 = 0 in the model 𝑠𝑟 = 𝛽0 + 𝛽1 𝑝𝑜𝑝15 + 𝜀\n","\n","---\n","\n"]},{"cell_type":"code","execution_count":496,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":145,"status":"ok","timestamp":1705786065849,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"LBqfn_QgkOvi","outputId":"d151eae0-e0d8-4c9e-ae47-0fcadfc6e180","vscode":{"languageId":"r"}},"outputs":[{"data":{"text/html":["<table class=\"dataframe\">\n","<caption>A anova: 2 × 5</caption>\n","<thead>\n","\t<tr><th></th><th scope=col>Df</th><th scope=col>Sum Sq</th><th scope=col>Mean Sq</th><th scope=col>F value</th><th scope=col>Pr(&gt;F)</th></tr>\n","\t<tr><th></th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th></tr>\n","</thead>\n","<tbody>\n","\t<tr><th scope=row>x1</th><td> 1</td><td>204.1176</td><td>204.11757</td><td>12.56897</td><td>0.0008866369</td></tr>\n","\t<tr><th scope=row>Residuals</th><td>48</td><td>779.5107</td><td> 16.23981</td><td>      NA</td><td>          NA</td></tr>\n","</tbody>\n","</table>\n"],"text/latex":["A anova: 2 × 5\n","\\begin{tabular}{r|lllll}\n","  & Df & Sum Sq & Mean Sq & F value & Pr(>F)\\\\\n","  & <int> & <dbl> & <dbl> & <dbl> & <dbl>\\\\\n","\\hline\n","\tx1 &  1 & 204.1176 & 204.11757 & 12.56897 & 0.0008866369\\\\\n","\tResiduals & 48 & 779.5107 &  16.23981 &       NA &           NA\\\\\n","\\end{tabular}\n"],"text/markdown":["\n","A anova: 2 × 5\n","\n","| <!--/--> | Df &lt;int&gt; | Sum Sq &lt;dbl&gt; | Mean Sq &lt;dbl&gt; | F value &lt;dbl&gt; | Pr(&gt;F) &lt;dbl&gt; |\n","|---|---|---|---|---|---|\n","| x1 |  1 | 204.1176 | 204.11757 | 12.56897 | 0.0008866369 |\n","| Residuals | 48 | 779.5107 |  16.23981 |       NA |           NA |\n","\n"],"text/plain":["          Df Sum Sq   Mean Sq   F value  Pr(>F)      \n","x1         1 204.1176 204.11757 12.56897 0.0008866369\n","Residuals 48 779.5107  16.23981       NA           NA"]},"metadata":{},"output_type":"display_data"}],"source":["model1 <- lm(y ~ x1, data = LifeCycleSavings)\n","anova(model1)"]},{"cell_type":"code","execution_count":497,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":142,"status":"ok","timestamp":1705786065850,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"HGo9zJzwmRKM","outputId":"4f160c4b-27fc-4636-945c-0353be65061b","vscode":{"languageId":"r"}},"outputs":[{"data":{"text/html":["4.04265212856665"],"text/latex":["4.04265212856665"],"text/markdown":["4.04265212856665"],"text/plain":["[1] 4.042652"]},"metadata":{},"output_type":"display_data"}],"source":["# f critical ,df1 = p = 1, df2 = n - (p + 1) = 50 - (2) = 48\n","qf(df1=1,df2=48,p=.95)"]},{"cell_type":"markdown","metadata":{"id":"Z0CjlAtNmXKQ"},"source":["**Interpretation:**\n","\n","F = 12.5 > F-critical (also p-value < 0.05) ⇒ reject H0 ⇒ β1 is different than zero : pop15 is significant."]},{"cell_type":"markdown","metadata":{"id":"tB7ml32envC-"},"source":["b) 𝐻0:𝛽2 = 0 in the model 𝑠𝑟 = 𝛽0 + 𝛽1 𝑝𝑜𝑝15 + 𝛽2 𝑝𝑜𝑝75 + 𝜀\n","\n","\n","---\n","\n","\n"]},{"cell_type":"code","execution_count":498,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":141,"status":"ok","timestamp":1705786065851,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"U0STZuUxnvDA","outputId":"ec8c7f90-0dc7-49a2-c54c-f92c475ea979","vscode":{"languageId":"r"}},"outputs":[{"data":{"text/html":["<table class=\"dataframe\">\n","<caption>A anova: 3 × 5</caption>\n","<thead>\n","\t<tr><th></th><th scope=col>Df</th><th scope=col>Sum Sq</th><th scope=col>Mean Sq</th><th scope=col>F value</th><th scope=col>Pr(&gt;F)</th></tr>\n","\t<tr><th></th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th></tr>\n","</thead>\n","<tbody>\n","\t<tr><th scope=row>x1</th><td> 1</td><td>204.11757</td><td>204.11757</td><td>13.211166</td><td>0.000687868</td></tr>\n","\t<tr><th scope=row>x2</th><td> 1</td><td> 53.34271</td><td> 53.34271</td><td> 3.452517</td><td>0.069425385</td></tr>\n","\t<tr><th scope=row>Residuals</th><td>47</td><td>726.16797</td><td> 15.45038</td><td>       NA</td><td>         NA</td></tr>\n","</tbody>\n","</table>\n"],"text/latex":["A anova: 3 × 5\n","\\begin{tabular}{r|lllll}\n","  & Df & Sum Sq & Mean Sq & F value & Pr(>F)\\\\\n","  & <int> & <dbl> & <dbl> & <dbl> & <dbl>\\\\\n","\\hline\n","\tx1 &  1 & 204.11757 & 204.11757 & 13.211166 & 0.000687868\\\\\n","\tx2 &  1 &  53.34271 &  53.34271 &  3.452517 & 0.069425385\\\\\n","\tResiduals & 47 & 726.16797 &  15.45038 &        NA &          NA\\\\\n","\\end{tabular}\n"],"text/markdown":["\n","A anova: 3 × 5\n","\n","| <!--/--> | Df &lt;int&gt; | Sum Sq &lt;dbl&gt; | Mean Sq &lt;dbl&gt; | F value &lt;dbl&gt; | Pr(&gt;F) &lt;dbl&gt; |\n","|---|---|---|---|---|---|\n","| x1 |  1 | 204.11757 | 204.11757 | 13.211166 | 0.000687868 |\n","| x2 |  1 |  53.34271 |  53.34271 |  3.452517 | 0.069425385 |\n","| Residuals | 47 | 726.16797 |  15.45038 |        NA |          NA |\n","\n"],"text/plain":["          Df Sum Sq    Mean Sq   F value   Pr(>F)     \n","x1         1 204.11757 204.11757 13.211166 0.000687868\n","x2         1  53.34271  53.34271  3.452517 0.069425385\n","Residuals 47 726.16797  15.45038        NA          NA"]},"metadata":{},"output_type":"display_data"}],"source":["model2 <- lm(y ~ x1 + x2, data = LifeCycleSavings)\n","anova(model2)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":137,"status":"ok","timestamp":1705786065851,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"glzz6uFVnvDE","outputId":"0b45f2cf-e55a-482b-a22d-5b931bf1ba3b","vscode":{"languageId":"r"}},"outputs":[{"data":{"text/html":["3.19505628073721"],"text/latex":["3.19505628073721"],"text/markdown":["3.19505628073721"],"text/plain":["[1] 3.195056"]},"metadata":{},"output_type":"display_data"}],"source":["# f critical ,df1 = p = 2, df2 = n - (p + 1) = 50 - (3) = 47\n","qf(df1=2, df2=47,p=0.95)"]},{"cell_type":"markdown","metadata":{"id":"imegrOnJnvDF"},"source":["\n","\n","**Interpretation:**\n","\n","Fvalue=3.4525 < Fcritical (also p-value=0.069>0.05) ⇒ failed to reject H0 ⇒  𝛽2 = 0 : Pop75 non significative"]},{"cell_type":"markdown","metadata":{"id":"2dL1psN8nvXO"},"source":["c) H0:𝛽3=0 in the model 𝑠𝑟=𝛽0+𝛽1𝑝𝑜𝑝15+𝛽2𝑝𝑜𝑝75+𝛽3𝑑𝑝𝑖+𝜀\n","\n","\n","---\n","\n"]},{"cell_type":"code","execution_count":500,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":134,"status":"ok","timestamp":1705786065851,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"M6HQHK7TnvXQ","outputId":"0ce15907-aebc-4294-e940-72b9b72d86a8","vscode":{"languageId":"r"}},"outputs":[{"data":{"text/html":["<table class=\"dataframe\">\n","<caption>A anova: 4 × 5</caption>\n","<thead>\n","\t<tr><th></th><th scope=col>Df</th><th scope=col>Sum Sq</th><th scope=col>Mean Sq</th><th scope=col>F value</th><th scope=col>Pr(&gt;F)</th></tr>\n","\t<tr><th></th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th></tr>\n","</thead>\n","<tbody>\n","\t<tr><th scope=row>x1</th><td> 1</td><td>204.11757</td><td>204.11757</td><td>13.1547236</td><td>0.0007159955</td></tr>\n","\t<tr><th scope=row>x2</th><td> 1</td><td> 53.34271</td><td> 53.34271</td><td> 3.4377669</td><td>0.0701397379</td></tr>\n","\t<tr><th scope=row>x3</th><td> 1</td><td> 12.40095</td><td> 12.40095</td><td> 0.7992013</td><td>0.3759859480</td></tr>\n","\t<tr><th scope=row>Residuals</th><td>46</td><td>713.76703</td><td> 15.51667</td><td>        NA</td><td>          NA</td></tr>\n","</tbody>\n","</table>\n"],"text/latex":["A anova: 4 × 5\n","\\begin{tabular}{r|lllll}\n","  & Df & Sum Sq & Mean Sq & F value & Pr(>F)\\\\\n","  & <int> & <dbl> & <dbl> & <dbl> & <dbl>\\\\\n","\\hline\n","\tx1 &  1 & 204.11757 & 204.11757 & 13.1547236 & 0.0007159955\\\\\n","\tx2 &  1 &  53.34271 &  53.34271 &  3.4377669 & 0.0701397379\\\\\n","\tx3 &  1 &  12.40095 &  12.40095 &  0.7992013 & 0.3759859480\\\\\n","\tResiduals & 46 & 713.76703 &  15.51667 &         NA &           NA\\\\\n","\\end{tabular}\n"],"text/markdown":["\n","A anova: 4 × 5\n","\n","| <!--/--> | Df &lt;int&gt; | Sum Sq &lt;dbl&gt; | Mean Sq &lt;dbl&gt; | F value &lt;dbl&gt; | Pr(&gt;F) &lt;dbl&gt; |\n","|---|---|---|---|---|---|\n","| x1 |  1 | 204.11757 | 204.11757 | 13.1547236 | 0.0007159955 |\n","| x2 |  1 |  53.34271 |  53.34271 |  3.4377669 | 0.0701397379 |\n","| x3 |  1 |  12.40095 |  12.40095 |  0.7992013 | 0.3759859480 |\n","| Residuals | 46 | 713.76703 |  15.51667 |         NA |           NA |\n","\n"],"text/plain":["          Df Sum Sq    Mean Sq   F value    Pr(>F)      \n","x1         1 204.11757 204.11757 13.1547236 0.0007159955\n","x2         1  53.34271  53.34271  3.4377669 0.0701397379\n","x3         1  12.40095  12.40095  0.7992013 0.3759859480\n","Residuals 46 713.76703  15.51667         NA           NA"]},"metadata":{},"output_type":"display_data"}],"source":["model3 <- lm(y ~ x1 + x2 + x3, data = LifeCycleSavings)\n","anova(model3)"]},{"cell_type":"markdown","metadata":{},"source":["**Interpretation:** $R^2$ = 0.88\n","\n","Coefficient of Determination is a ratio of SSR/SST, so it measures how much of the variation is our model able to capture and predict. so this model explains about 88.47% of the data"]},{"cell_type":"code","execution_count":501,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":132,"status":"ok","timestamp":1705786065852,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"TBz5HBZAnvXS","outputId":"5ac11852-09b2-4c04-a610-2a19d5b7a212","vscode":{"languageId":"r"}},"outputs":[{"data":{"text/html":["2.80684492880626"],"text/latex":["2.80684492880626"],"text/markdown":["2.80684492880626"],"text/plain":["[1] 2.806845"]},"metadata":{},"output_type":"display_data"}],"source":["# f critical\n","qf(df1= 3, df2=46 , p=0.95)"]},{"cell_type":"markdown","metadata":{"id":"3GK_Iy5snvXU"},"source":["**Interpretation:**\n","\n","F = 0.79  < F-critical (also p-value = 0.37 > 0.05) ⇒ failed to reject H0 ⇒ 𝛽3 = 0 : dpi non significative"]},{"cell_type":"markdown","metadata":{"id":"csRwrkKwnvm_"},"source":["d) 𝐻0: 𝛽4=0 in the model 𝑠𝑟=𝛽0+𝛽1𝑝𝑜𝑝15+𝛽2𝑝𝑜𝑝75+𝛽3𝑑𝑝𝑖+𝛽3𝑑𝑑𝑝𝑖+𝜀\n","\n","\n","---\n","\n"]},{"cell_type":"code","execution_count":502,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":129,"status":"ok","timestamp":1705786065853,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"3XqRFvZDnvnC","outputId":"6bd6048e-e328-41ca-c76f-7945c826dd26","vscode":{"languageId":"r"}},"outputs":[{"data":{"text/html":["<table class=\"dataframe\">\n","<caption>A anova: 5 × 5</caption>\n","<thead>\n","\t<tr><th></th><th scope=col>Df</th><th scope=col>Sum Sq</th><th scope=col>Mean Sq</th><th scope=col>F value</th><th scope=col>Pr(&gt;F)</th></tr>\n","\t<tr><th></th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th></tr>\n","</thead>\n","<tbody>\n","\t<tr><th scope=row>x1</th><td> 1</td><td>204.11757</td><td>204.11757</td><td>14.1157322</td><td>0.0004921955</td></tr>\n","\t<tr><th scope=row>x2</th><td> 1</td><td> 53.34271</td><td> 53.34271</td><td> 3.6889104</td><td>0.0611254598</td></tr>\n","\t<tr><th scope=row>x3</th><td> 1</td><td> 12.40095</td><td> 12.40095</td><td> 0.8575863</td><td>0.3593550848</td></tr>\n","\t<tr><th scope=row>x4</th><td> 1</td><td> 63.05403</td><td> 63.05403</td><td> 4.3604959</td><td>0.0424711387</td></tr>\n","\t<tr><th scope=row>Residuals</th><td>45</td><td>650.71300</td><td> 14.46029</td><td>        NA</td><td>          NA</td></tr>\n","</tbody>\n","</table>\n"],"text/latex":["A anova: 5 × 5\n","\\begin{tabular}{r|lllll}\n","  & Df & Sum Sq & Mean Sq & F value & Pr(>F)\\\\\n","  & <int> & <dbl> & <dbl> & <dbl> & <dbl>\\\\\n","\\hline\n","\tx1 &  1 & 204.11757 & 204.11757 & 14.1157322 & 0.0004921955\\\\\n","\tx2 &  1 &  53.34271 &  53.34271 &  3.6889104 & 0.0611254598\\\\\n","\tx3 &  1 &  12.40095 &  12.40095 &  0.8575863 & 0.3593550848\\\\\n","\tx4 &  1 &  63.05403 &  63.05403 &  4.3604959 & 0.0424711387\\\\\n","\tResiduals & 45 & 650.71300 &  14.46029 &         NA &           NA\\\\\n","\\end{tabular}\n"],"text/markdown":["\n","A anova: 5 × 5\n","\n","| <!--/--> | Df &lt;int&gt; | Sum Sq &lt;dbl&gt; | Mean Sq &lt;dbl&gt; | F value &lt;dbl&gt; | Pr(&gt;F) &lt;dbl&gt; |\n","|---|---|---|---|---|---|\n","| x1 |  1 | 204.11757 | 204.11757 | 14.1157322 | 0.0004921955 |\n","| x2 |  1 |  53.34271 |  53.34271 |  3.6889104 | 0.0611254598 |\n","| x3 |  1 |  12.40095 |  12.40095 |  0.8575863 | 0.3593550848 |\n","| x4 |  1 |  63.05403 |  63.05403 |  4.3604959 | 0.0424711387 |\n","| Residuals | 45 | 650.71300 |  14.46029 |         NA |           NA |\n","\n"],"text/plain":["          Df Sum Sq    Mean Sq   F value    Pr(>F)      \n","x1         1 204.11757 204.11757 14.1157322 0.0004921955\n","x2         1  53.34271  53.34271  3.6889104 0.0611254598\n","x3         1  12.40095  12.40095  0.8575863 0.3593550848\n","x4         1  63.05403  63.05403  4.3604959 0.0424711387\n","Residuals 45 650.71300  14.46029         NA           NA"]},"metadata":{},"output_type":"display_data"}],"source":["model4 <- lm(y ~ x1 + x2 + x3 + x4, data = LifeCycleSavings)\n","anova(model4)"]},{"cell_type":"code","execution_count":503,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":128,"status":"ok","timestamp":1705786065854,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"OkPkUov4nvnD","outputId":"58c0a6f6-dff4-493a-f253-11f6dd3ece6e","vscode":{"languageId":"r"}},"outputs":[{"data":{"text/html":["2.57873918431156"],"text/latex":["2.57873918431156"],"text/markdown":["2.57873918431156"],"text/plain":["[1] 2.578739"]},"metadata":{},"output_type":"display_data"}],"source":["# f critical\n","qf(df1=4,df2=45,p=.95)"]},{"cell_type":"markdown","metadata":{"id":"TDVv8ITxnvnF"},"source":["**Interpretation:**\n","\n","F = 4.36 > F-critical ( also p < 0.05 ) ⇒ reject H0 ⇒ β4 is different from zero : ddpi significant"]},{"cell_type":"markdown","metadata":{"id":"4GpsnXCz1hoV"},"source":["## 8. Test the hypothesis 𝐻0: 𝜌(sr, pop15) = 0 (against 𝐻1: 𝜌(sr, pop15) ≠ 0) with a significance threshold α = 5%"]},{"cell_type":"code","execution_count":504,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":126,"status":"ok","timestamp":1705786065855,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"4iqdnxUR10ud","outputId":"2ed0b218-cd93-4413-bd97-0e7ba224bdfc","vscode":{"languageId":"r"}},"outputs":[{"data":{"text/plain":["\n","\tPearson's product-moment correlation\n","\n","data:  y and x1\n","t = -3.5453, df = 48, p-value = 0.0008866\n","alternative hypothesis: true correlation is not equal to 0\n","95 percent confidence interval:\n"," -0.6513020 -0.2029202\n","sample estimates:\n","       cor \n","-0.4555381 \n"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["t-crirical:  -1.677224"]}],"source":["cor.test(y, x1)\n","\n","#t-critical\n","t_critical <- qt(df= 48, p=0.05)\n","\n","cat( \"t-crirical: \" , t_critical)"]},{"cell_type":"markdown","metadata":{"id":"1UnCC9xE25JZ"},"source":["**Interpretation:**\n","\n","|t| = 3.5453 ⇒ |t| > t-critical ⇒  reject H0 ⇒ 𝜌(sr, pop15) ≠ 0 : There exist a linear relationship between x1 and y\n","\n","\n"]},{"cell_type":"markdown","metadata":{"id":"mECOC99T4I1E"},"source":["## 9. Test the hypothesis 𝐻0:𝜌(sr,pop75)=0 (against 𝐻1:𝜌(sr,pop75)≠0) with a significance threshold α = 5%."]},{"cell_type":"code","execution_count":505,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":126,"status":"ok","timestamp":1705786065857,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"nClAUFIa4WxI","outputId":"492fb6b6-5f5d-438f-82ba-5d78129f0c16","vscode":{"languageId":"r"}},"outputs":[{"data":{"text/plain":["\n","\tPearson's product-moment correlation\n","\n","data:  y and x2\n","t = 2.3118, df = 48, p-value = 0.02513\n","alternative hypothesis: true correlation is not equal to 0\n","95 percent confidence interval:\n"," 0.04186153 0.54670273\n","sample estimates:\n","      cor \n","0.3165211 \n"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["t-crirical:  -1.677224"]}],"source":["cor.test(y, x2)\n","\n","#t-critical\n","t_critical <- qt(df= 48, p=0.05)\n","\n","cat( \"t-crirical: \" , t_critical)"]},{"cell_type":"markdown","metadata":{"id":"CC9xMVwD4WxL"},"source":["**Interpretation:**\n","\n","|t| = 2.3118⇒ |t| > t-critical ⇒  reject H0 ⇒ 𝜌(sr, pop75) ≠ 0 : There exist a linear relationship between x2 and y\n","\n","\n"]},{"cell_type":"markdown","metadata":{"id":"Tdhra3SC-sGI"},"source":["## 10. Calculate the residuals and verify the property that the residuals are normally distributed\n","\n","H0: Residuals are normally distributed\n","\n","H1: Residuals are not normally distributed"]},{"cell_type":"code","execution_count":506,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":196,"status":"ok","timestamp":1705786066671,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"JBWfpqGy-wqv","outputId":"9fc33d53-33bc-4b49-c5d4-0c6e0f492184","vscode":{"languageId":"r"}},"outputs":[{"data":{"text/plain":["\n","\tShapiro-Wilk normality test\n","\n","data:  residuals\n","W = 0.98698, p-value = 0.8524\n"]},"metadata":{},"output_type":"display_data"}],"source":["\n"]},{"cell_type":"markdown","metadata":{"id":"NNgg4CpdmvJ6"},"source":["**Interpretation:** W = 0.97956 (close to 1) and p = 0.5334 > 0.05 then we fail to reject H0. This suggests that the residuals are normally distributed"]},{"cell_type":"markdown","metadata":{"id":"YzJOgrHb_bsw"},"source":["## 11.\tGraph the model residuals."]},{"cell_type":"code","execution_count":507,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":189,"status":"ok","timestamp":1705786066673,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"ytdBvNfK_gXm","outputId":"998ca837-603c-4c8c-dfdf-7ad719f8c417","vscode":{"languageId":"r"}},"outputs":[{"data":{"image/png":"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","text/plain":["plot without title"]},"metadata":{"image/png":{"height":420,"width":420}},"output_type":"display_data"}],"source":["# divide the frame into the desired grid by passing a vector containing number of rows and columns for the grid as value to argument mfrow\n","# mar is the margin around each plot\n","par(mar = c(4, 4, 1, 1), mfrow=c(2,2))\n","plot(residuals ~ LifeCycleSavings$pop15)\n","plot(residuals ~ LifeCycleSavings$pop75)\n","plot(residuals ~ LifeCycleSavings$dpi)\n","plot(residuals ~ LifeCycleSavings$ddpi)"]},{"cell_type":"markdown","metadata":{"id":"VyzdVFZiAZqW"},"source":["## 12. Which countries correspond to the largest and smallest residual."]},{"cell_type":"code","execution_count":508,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":183,"status":"ok","timestamp":1705786066674,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"JVCbx1aDAkLp","outputId":"9f7d1bdd-d955-4d0b-88d5-9bc14f331495","vscode":{"languageId":"r"}},"outputs":[{"data":{"text/html":["<table class=\"dataframe\">\n","<caption>A data.frame: 1 × 0</caption>\n","<tbody>\n","\t<tr><th scope=row>Zambia</th></tr>\n","</tbody>\n","</table>\n"],"text/latex":["A data.frame: 1 × 0\n","\\begin{tabular}{r|}\n","\tZambia\\\\\n","\\end{tabular}\n"],"text/markdown":["\n","A data.frame: 1 × 0\n","\n","| Zambia |\n","\n"],"text/plain":["      \n","Zambia"]},"metadata":{},"output_type":"display_data"}],"source":["# which() function in R returns the position or the index of the value which satisfies the given condition\n","largest_residual_index <- which.max(residuals)\n","# then select row from the data with index needed, then select country name\n","LifeCycleSavings[largest_residual_index,][0]"]},{"cell_type":"code","execution_count":509,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":177,"status":"ok","timestamp":1705786066674,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"BNA8kp76BDf2","outputId":"e6d54612-470d-4ea0-e881-8cc34c2fa56f","vscode":{"languageId":"r"}},"outputs":[{"data":{"text/html":["<table class=\"dataframe\">\n","<caption>A data.frame: 1 × 0</caption>\n","<tbody>\n","\t<tr><th scope=row>Chile</th></tr>\n","</tbody>\n","</table>\n"],"text/latex":["A data.frame: 1 × 0\n","\\begin{tabular}{r|}\n","\tChile\\\\\n","\\end{tabular}\n"],"text/markdown":["\n","A data.frame: 1 × 0\n","\n","| Chile |\n","\n"],"text/plain":["     \n","Chile"]},"metadata":{},"output_type":"display_data"}],"source":["smallest_residual_index <- which.min(residuals)\n","LifeCycleSavings[smallest_residual_index,][0]"]},{"cell_type":"markdown","metadata":{"id":"AyFZ66k-BL_i"},"source":["## 13. The multiple regression model can be written in matrix form as follows:  \n","    𝑌 = 𝛽𝑋 + 𝜀\n","\n","Give the matrix X"]},{"cell_type":"code","execution_count":510,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":174,"status":"ok","timestamp":1705786066675,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"e3pO8S5fBZmd","outputId":"fd284a73-e417-44db-d9dc-e3bb02b49905","vscode":{"languageId":"r"}},"outputs":[{"data":{"text/html":["<table class=\"dataframe\">\n","<caption>A matrix: 50 × 5 of type dbl</caption>\n","<thead>\n","\t<tr><th></th><th scope=col>(Intercept)</th><th scope=col>x1</th><th scope=col>x2</th><th scope=col>x3</th><th scope=col>x4</th></tr>\n","</thead>\n","<tbody>\n","\t<tr><th scope=row>Australia</th><td>1</td><td>29.35</td><td>2.87</td><td>2329.68</td><td> 2.87</td></tr>\n","\t<tr><th scope=row>Austria</th><td>1</td><td>23.32</td><td>4.41</td><td>1507.99</td><td> 3.93</td></tr>\n","\t<tr><th scope=row>Belgium</th><td>1</td><td>23.80</td><td>4.43</td><td>2108.47</td><td> 3.82</td></tr>\n","\t<tr><th scope=row>Bolivia</th><td>1</td><td>41.89</td><td>1.67</td><td> 189.13</td><td> 0.22</td></tr>\n","\t<tr><th scope=row>Brazil</th><td>1</td><td>42.19</td><td>0.83</td><td> 728.47</td><td> 4.56</td></tr>\n","\t<tr><th scope=row>Canada</th><td>1</td><td>31.72</td><td>2.85</td><td>2982.88</td><td> 2.43</td></tr>\n","\t<tr><th scope=row>Chile</th><td>1</td><td>39.74</td><td>1.34</td><td> 662.86</td><td> 2.67</td></tr>\n","\t<tr><th scope=row>China</th><td>1</td><td>44.75</td><td>0.67</td><td> 289.52</td><td> 6.51</td></tr>\n","\t<tr><th scope=row>Colombia</th><td>1</td><td>46.64</td><td>1.06</td><td> 276.65</td><td> 3.08</td></tr>\n","\t<tr><th scope=row>Costa Rica</th><td>1</td><td>47.64</td><td>1.14</td><td> 471.24</td><td> 2.80</td></tr>\n","\t<tr><th scope=row>Denmark</th><td>1</td><td>24.42</td><td>3.93</td><td>2496.53</td><td> 3.99</td></tr>\n","\t<tr><th scope=row>Ecuador</th><td>1</td><td>46.31</td><td>1.19</td><td> 287.77</td><td> 2.19</td></tr>\n","\t<tr><th scope=row>Finland</th><td>1</td><td>27.84</td><td>2.37</td><td>1681.25</td><td> 4.32</td></tr>\n","\t<tr><th scope=row>France</th><td>1</td><td>25.06</td><td>4.70</td><td>2213.82</td><td> 4.52</td></tr>\n","\t<tr><th scope=row>Germany</th><td>1</td><td>23.31</td><td>3.35</td><td>2457.12</td><td> 3.44</td></tr>\n","\t<tr><th scope=row>Greece</th><td>1</td><td>25.62</td><td>3.10</td><td> 870.85</td><td> 6.28</td></tr>\n","\t<tr><th scope=row>Guatamala</th><td>1</td><td>46.05</td><td>0.87</td><td> 289.71</td><td> 1.48</td></tr>\n","\t<tr><th scope=row>Honduras</th><td>1</td><td>47.32</td><td>0.58</td><td> 232.44</td><td> 3.19</td></tr>\n","\t<tr><th scope=row>Iceland</th><td>1</td><td>34.03</td><td>3.08</td><td>1900.10</td><td> 1.12</td></tr>\n","\t<tr><th scope=row>India</th><td>1</td><td>41.31</td><td>0.96</td><td>  88.94</td><td> 1.54</td></tr>\n","\t<tr><th scope=row>Ireland</th><td>1</td><td>31.16</td><td>4.19</td><td>1139.95</td><td> 2.99</td></tr>\n","\t<tr><th scope=row>Italy</th><td>1</td><td>24.52</td><td>3.48</td><td>1390.00</td><td> 3.54</td></tr>\n","\t<tr><th scope=row>Japan</th><td>1</td><td>27.01</td><td>1.91</td><td>1257.28</td><td> 8.21</td></tr>\n","\t<tr><th scope=row>Korea</th><td>1</td><td>41.74</td><td>0.91</td><td> 207.68</td><td> 5.81</td></tr>\n","\t<tr><th scope=row>Luxembourg</th><td>1</td><td>21.80</td><td>3.73</td><td>2449.39</td><td> 1.57</td></tr>\n","\t<tr><th scope=row>Malta</th><td>1</td><td>32.54</td><td>2.47</td><td> 601.05</td><td> 8.12</td></tr>\n","\t<tr><th scope=row>Norway</th><td>1</td><td>25.95</td><td>3.67</td><td>2231.03</td><td> 3.62</td></tr>\n","\t<tr><th scope=row>Netherlands</th><td>1</td><td>24.71</td><td>3.25</td><td>1740.70</td><td> 7.66</td></tr>\n","\t<tr><th scope=row>New Zealand</th><td>1</td><td>32.61</td><td>3.17</td><td>1487.52</td><td> 1.76</td></tr>\n","\t<tr><th scope=row>Nicaragua</th><td>1</td><td>45.04</td><td>1.21</td><td> 325.54</td><td> 2.48</td></tr>\n","\t<tr><th scope=row>Panama</th><td>1</td><td>43.56</td><td>1.20</td><td> 568.56</td><td> 3.61</td></tr>\n","\t<tr><th scope=row>Paraguay</th><td>1</td><td>41.18</td><td>1.05</td><td> 220.56</td><td> 1.03</td></tr>\n","\t<tr><th scope=row>Peru</th><td>1</td><td>44.19</td><td>1.28</td><td> 400.06</td><td> 0.67</td></tr>\n","\t<tr><th scope=row>Philippines</th><td>1</td><td>46.26</td><td>1.12</td><td> 152.01</td><td> 2.00</td></tr>\n","\t<tr><th scope=row>Portugal</th><td>1</td><td>28.96</td><td>2.85</td><td> 579.51</td><td> 7.48</td></tr>\n","\t<tr><th scope=row>South Africa</th><td>1</td><td>31.94</td><td>2.28</td><td> 651.11</td><td> 2.19</td></tr>\n","\t<tr><th scope=row>South Rhodesia</th><td>1</td><td>31.92</td><td>1.52</td><td> 250.96</td><td> 2.00</td></tr>\n","\t<tr><th scope=row>Spain</th><td>1</td><td>27.74</td><td>2.87</td><td> 768.79</td><td> 4.35</td></tr>\n","\t<tr><th scope=row>Sweden</th><td>1</td><td>21.44</td><td>4.54</td><td>3299.49</td><td> 3.01</td></tr>\n","\t<tr><th scope=row>Switzerland</th><td>1</td><td>23.49</td><td>3.73</td><td>2630.96</td><td> 2.70</td></tr>\n","\t<tr><th scope=row>Turkey</th><td>1</td><td>43.42</td><td>1.08</td><td> 389.66</td><td> 2.96</td></tr>\n","\t<tr><th scope=row>Tunisia</th><td>1</td><td>46.12</td><td>1.21</td><td> 249.87</td><td> 1.13</td></tr>\n","\t<tr><th scope=row>United Kingdom</th><td>1</td><td>23.27</td><td>4.46</td><td>1813.93</td><td> 2.01</td></tr>\n","\t<tr><th scope=row>United States</th><td>1</td><td>29.81</td><td>3.43</td><td>4001.89</td><td> 2.45</td></tr>\n","\t<tr><th scope=row>Venezuela</th><td>1</td><td>46.40</td><td>0.90</td><td> 813.39</td><td> 0.53</td></tr>\n","\t<tr><th scope=row>Zambia</th><td>1</td><td>45.25</td><td>0.56</td><td> 138.33</td><td> 5.14</td></tr>\n","\t<tr><th scope=row>Jamaica</th><td>1</td><td>41.12</td><td>1.73</td><td> 380.47</td><td>10.23</td></tr>\n","\t<tr><th scope=row>Uruguay</th><td>1</td><td>28.13</td><td>2.72</td><td> 766.54</td><td> 1.88</td></tr>\n","\t<tr><th scope=row>Libya</th><td>1</td><td>43.69</td><td>2.07</td><td> 123.58</td><td>16.71</td></tr>\n","\t<tr><th scope=row>Malaysia</th><td>1</td><td>47.20</td><td>0.66</td><td> 242.69</td><td> 5.08</td></tr>\n","</tbody>\n","</table>\n"],"text/latex":["A matrix: 50 × 5 of type dbl\n","\\begin{tabular}{r|lllll}\n","  & (Intercept) & x1 & x2 & x3 & x4\\\\\n","\\hline\n","\tAustralia & 1 & 29.35 & 2.87 & 2329.68 &  2.87\\\\\n","\tAustria & 1 & 23.32 & 4.41 & 1507.99 &  3.93\\\\\n","\tBelgium & 1 & 23.80 & 4.43 & 2108.47 &  3.82\\\\\n","\tBolivia & 1 & 41.89 & 1.67 &  189.13 &  0.22\\\\\n","\tBrazil & 1 & 42.19 & 0.83 &  728.47 &  4.56\\\\\n","\tCanada & 1 & 31.72 & 2.85 & 2982.88 &  2.43\\\\\n","\tChile & 1 & 39.74 & 1.34 &  662.86 &  2.67\\\\\n","\tChina & 1 & 44.75 & 0.67 &  289.52 &  6.51\\\\\n","\tColombia & 1 & 46.64 & 1.06 &  276.65 &  3.08\\\\\n","\tCosta Rica & 1 & 47.64 & 1.14 &  471.24 &  2.80\\\\\n","\tDenmark & 1 & 24.42 & 3.93 & 2496.53 &  3.99\\\\\n","\tEcuador & 1 & 46.31 & 1.19 &  287.77 &  2.19\\\\\n","\tFinland & 1 & 27.84 & 2.37 & 1681.25 &  4.32\\\\\n","\tFrance & 1 & 25.06 & 4.70 & 2213.82 &  4.52\\\\\n","\tGermany & 1 & 23.31 & 3.35 & 2457.12 &  3.44\\\\\n","\tGreece & 1 & 25.62 & 3.10 &  870.85 &  6.28\\\\\n","\tGuatamala & 1 & 46.05 & 0.87 &  289.71 &  1.48\\\\\n","\tHonduras & 1 & 47.32 & 0.58 &  232.44 &  3.19\\\\\n","\tIceland & 1 & 34.03 & 3.08 & 1900.10 &  1.12\\\\\n","\tIndia & 1 & 41.31 & 0.96 &   88.94 &  1.54\\\\\n","\tIreland & 1 & 31.16 & 4.19 & 1139.95 &  2.99\\\\\n","\tItaly & 1 & 24.52 & 3.48 & 1390.00 &  3.54\\\\\n","\tJapan & 1 & 27.01 & 1.91 & 1257.28 &  8.21\\\\\n","\tKorea & 1 & 41.74 & 0.91 &  207.68 &  5.81\\\\\n","\tLuxembourg & 1 & 21.80 & 3.73 & 2449.39 &  1.57\\\\\n","\tMalta & 1 & 32.54 & 2.47 &  601.05 &  8.12\\\\\n","\tNorway & 1 & 25.95 & 3.67 & 2231.03 &  3.62\\\\\n","\tNetherlands & 1 & 24.71 & 3.25 & 1740.70 &  7.66\\\\\n","\tNew Zealand & 1 & 32.61 & 3.17 & 1487.52 &  1.76\\\\\n","\tNicaragua & 1 & 45.04 & 1.21 &  325.54 &  2.48\\\\\n","\tPanama & 1 & 43.56 & 1.20 &  568.56 &  3.61\\\\\n","\tParaguay & 1 & 41.18 & 1.05 &  220.56 &  1.03\\\\\n","\tPeru & 1 & 44.19 & 1.28 &  400.06 &  0.67\\\\\n","\tPhilippines & 1 & 46.26 & 1.12 &  152.01 &  2.00\\\\\n","\tPortugal & 1 & 28.96 & 2.85 &  579.51 &  7.48\\\\\n","\tSouth Africa & 1 & 31.94 & 2.28 &  651.11 &  2.19\\\\\n","\tSouth Rhodesia & 1 & 31.92 & 1.52 &  250.96 &  2.00\\\\\n","\tSpain & 1 & 27.74 & 2.87 &  768.79 &  4.35\\\\\n","\tSweden & 1 & 21.44 & 4.54 & 3299.49 &  3.01\\\\\n","\tSwitzerland & 1 & 23.49 & 3.73 & 2630.96 &  2.70\\\\\n","\tTurkey & 1 & 43.42 & 1.08 &  389.66 &  2.96\\\\\n","\tTunisia & 1 & 46.12 & 1.21 &  249.87 &  1.13\\\\\n","\tUnited Kingdom & 1 & 23.27 & 4.46 & 1813.93 &  2.01\\\\\n","\tUnited States & 1 & 29.81 & 3.43 & 4001.89 &  2.45\\\\\n","\tVenezuela & 1 & 46.40 & 0.90 &  813.39 &  0.53\\\\\n","\tZambia & 1 & 45.25 & 0.56 &  138.33 &  5.14\\\\\n","\tJamaica & 1 & 41.12 & 1.73 &  380.47 & 10.23\\\\\n","\tUruguay & 1 & 28.13 & 2.72 &  766.54 &  1.88\\\\\n","\tLibya & 1 & 43.69 & 2.07 &  123.58 & 16.71\\\\\n","\tMalaysia & 1 & 47.20 & 0.66 &  242.69 &  5.08\\\\\n","\\end{tabular}\n"],"text/markdown":["\n","A matrix: 50 × 5 of type dbl\n","\n","| <!--/--> | (Intercept) | x1 | x2 | x3 | x4 |\n","|---|---|---|---|---|---|\n","| Australia | 1 | 29.35 | 2.87 | 2329.68 |  2.87 |\n","| Austria | 1 | 23.32 | 4.41 | 1507.99 |  3.93 |\n","| Belgium | 1 | 23.80 | 4.43 | 2108.47 |  3.82 |\n","| Bolivia | 1 | 41.89 | 1.67 |  189.13 |  0.22 |\n","| Brazil | 1 | 42.19 | 0.83 |  728.47 |  4.56 |\n","| Canada | 1 | 31.72 | 2.85 | 2982.88 |  2.43 |\n","| Chile | 1 | 39.74 | 1.34 |  662.86 |  2.67 |\n","| China | 1 | 44.75 | 0.67 |  289.52 |  6.51 |\n","| Colombia | 1 | 46.64 | 1.06 |  276.65 |  3.08 |\n","| Costa Rica | 1 | 47.64 | 1.14 |  471.24 |  2.80 |\n","| Denmark | 1 | 24.42 | 3.93 | 2496.53 |  3.99 |\n","| Ecuador | 1 | 46.31 | 1.19 |  287.77 |  2.19 |\n","| Finland | 1 | 27.84 | 2.37 | 1681.25 |  4.32 |\n","| France | 1 | 25.06 | 4.70 | 2213.82 |  4.52 |\n","| Germany | 1 | 23.31 | 3.35 | 2457.12 |  3.44 |\n","| Greece | 1 | 25.62 | 3.10 |  870.85 |  6.28 |\n","| Guatamala | 1 | 46.05 | 0.87 |  289.71 |  1.48 |\n","| Honduras | 1 | 47.32 | 0.58 |  232.44 |  3.19 |\n","| Iceland | 1 | 34.03 | 3.08 | 1900.10 |  1.12 |\n","| India | 1 | 41.31 | 0.96 |   88.94 |  1.54 |\n","| Ireland | 1 | 31.16 | 4.19 | 1139.95 |  2.99 |\n","| Italy | 1 | 24.52 | 3.48 | 1390.00 |  3.54 |\n","| Japan | 1 | 27.01 | 1.91 | 1257.28 |  8.21 |\n","| Korea | 1 | 41.74 | 0.91 |  207.68 |  5.81 |\n","| Luxembourg | 1 | 21.80 | 3.73 | 2449.39 |  1.57 |\n","| Malta | 1 | 32.54 | 2.47 |  601.05 |  8.12 |\n","| Norway | 1 | 25.95 | 3.67 | 2231.03 |  3.62 |\n","| Netherlands | 1 | 24.71 | 3.25 | 1740.70 |  7.66 |\n","| New Zealand | 1 | 32.61 | 3.17 | 1487.52 |  1.76 |\n","| Nicaragua | 1 | 45.04 | 1.21 |  325.54 |  2.48 |\n","| Panama | 1 | 43.56 | 1.20 |  568.56 |  3.61 |\n","| Paraguay | 1 | 41.18 | 1.05 |  220.56 |  1.03 |\n","| Peru | 1 | 44.19 | 1.28 |  400.06 |  0.67 |\n","| Philippines | 1 | 46.26 | 1.12 |  152.01 |  2.00 |\n","| Portugal | 1 | 28.96 | 2.85 |  579.51 |  7.48 |\n","| South Africa | 1 | 31.94 | 2.28 |  651.11 |  2.19 |\n","| South Rhodesia | 1 | 31.92 | 1.52 |  250.96 |  2.00 |\n","| Spain | 1 | 27.74 | 2.87 |  768.79 |  4.35 |\n","| Sweden | 1 | 21.44 | 4.54 | 3299.49 |  3.01 |\n","| Switzerland | 1 | 23.49 | 3.73 | 2630.96 |  2.70 |\n","| Turkey | 1 | 43.42 | 1.08 |  389.66 |  2.96 |\n","| Tunisia | 1 | 46.12 | 1.21 |  249.87 |  1.13 |\n","| United Kingdom | 1 | 23.27 | 4.46 | 1813.93 |  2.01 |\n","| United States | 1 | 29.81 | 3.43 | 4001.89 |  2.45 |\n","| Venezuela | 1 | 46.40 | 0.90 |  813.39 |  0.53 |\n","| Zambia | 1 | 45.25 | 0.56 |  138.33 |  5.14 |\n","| Jamaica | 1 | 41.12 | 1.73 |  380.47 | 10.23 |\n","| Uruguay | 1 | 28.13 | 2.72 |  766.54 |  1.88 |\n","| Libya | 1 | 43.69 | 2.07 |  123.58 | 16.71 |\n","| Malaysia | 1 | 47.20 | 0.66 |  242.69 |  5.08 |\n","\n"],"text/plain":["               (Intercept) x1    x2   x3      x4   \n","Australia      1           29.35 2.87 2329.68  2.87\n","Austria        1           23.32 4.41 1507.99  3.93\n","Belgium        1           23.80 4.43 2108.47  3.82\n","Bolivia        1           41.89 1.67  189.13  0.22\n","Brazil         1           42.19 0.83  728.47  4.56\n","Canada         1           31.72 2.85 2982.88  2.43\n","Chile          1           39.74 1.34  662.86  2.67\n","China          1           44.75 0.67  289.52  6.51\n","Colombia       1           46.64 1.06  276.65  3.08\n","Costa Rica     1           47.64 1.14  471.24  2.80\n","Denmark        1           24.42 3.93 2496.53  3.99\n","Ecuador        1           46.31 1.19  287.77  2.19\n","Finland        1           27.84 2.37 1681.25  4.32\n","France         1           25.06 4.70 2213.82  4.52\n","Germany        1           23.31 3.35 2457.12  3.44\n","Greece         1           25.62 3.10  870.85  6.28\n","Guatamala      1           46.05 0.87  289.71  1.48\n","Honduras       1           47.32 0.58  232.44  3.19\n","Iceland        1           34.03 3.08 1900.10  1.12\n","India          1           41.31 0.96   88.94  1.54\n","Ireland        1           31.16 4.19 1139.95  2.99\n","Italy          1           24.52 3.48 1390.00  3.54\n","Japan          1           27.01 1.91 1257.28  8.21\n","Korea          1           41.74 0.91  207.68  5.81\n","Luxembourg     1           21.80 3.73 2449.39  1.57\n","Malta          1           32.54 2.47  601.05  8.12\n","Norway         1           25.95 3.67 2231.03  3.62\n","Netherlands    1           24.71 3.25 1740.70  7.66\n","New Zealand    1           32.61 3.17 1487.52  1.76\n","Nicaragua      1           45.04 1.21  325.54  2.48\n","Panama         1           43.56 1.20  568.56  3.61\n","Paraguay       1           41.18 1.05  220.56  1.03\n","Peru           1           44.19 1.28  400.06  0.67\n","Philippines    1           46.26 1.12  152.01  2.00\n","Portugal       1           28.96 2.85  579.51  7.48\n","South Africa   1           31.94 2.28  651.11  2.19\n","South Rhodesia 1           31.92 1.52  250.96  2.00\n","Spain          1           27.74 2.87  768.79  4.35\n","Sweden         1           21.44 4.54 3299.49  3.01\n","Switzerland    1           23.49 3.73 2630.96  2.70\n","Turkey         1           43.42 1.08  389.66  2.96\n","Tunisia        1           46.12 1.21  249.87  1.13\n","United Kingdom 1           23.27 4.46 1813.93  2.01\n","United States  1           29.81 3.43 4001.89  2.45\n","Venezuela      1           46.40 0.90  813.39  0.53\n","Zambia         1           45.25 0.56  138.33  5.14\n","Jamaica        1           41.12 1.73  380.47 10.23\n","Uruguay        1           28.13 2.72  766.54  1.88\n","Libya          1           43.69 2.07  123.58 16.71\n","Malaysia       1           47.20 0.66  242.69  5.08"]},"metadata":{},"output_type":"display_data"}],"source":["model.matrix(model)"]},{"cell_type":"markdown","metadata":{"id":"LXvO-2WhCaYm"},"source":["## 14.  Calculate the levers of the observations\n","![image.png](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAacAAAAnCAYAAACrKIf0AAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAAFxEAABcRAcom8z8AACJ9SURBVHhe7Z13WBXX1odJ8eZLjNEYW6LRFKOJNbEmaizRGzX23nvDhl1QBDX2LnZR6UUsqKhUQQWp0qX33ns/HM55v0FJREQEg7mYzPs884dzxnNm9l57/dbae+1BARERERERkTqGKE4iIiIiInUOUZxEREREROocojiJiIiIiNQ5RHESEREREalziOIkIiIiIlLnEMVJRERERKTOIYqTiIiIiEidQxQnEREREZE6hyhOIiIiIiJ1DlGcRERERETqHKI4iYiIiIjUOURxEnnDkFEiyScvO5lo/yCCfGNIl8mFsyIiIv8kRHESeWOQywrJj/fF1VIHjRVD+f6bYfRbfBsfSdkFIiIi/xiqJ07FRRTm5VNUIhMj1NqkpJiSkhKkZf987ciKyM8Rso78YuRlp2ofIYuRSSmS1P4vSPNTifN1wyMgEM9LqxnfbyjfTr2OR1HZBa+L0nbLfd3tJiIiUp5KxUkuyycrJoRgLwfu3NTi2PadbFe7yN2YXArKrhH5KwgSX5RCbGgYUck55JRXfFke6ZFB+LvYc//eXezsHXjg6IizmzsPfSOJSyug5PGFJchyE4kI8sPzoRtujve5Z2uDjZMnXpEZ5DwnDoUUBl3miMpalu0wwSZWUs7RSshNiiL0oSOO9nbY3LPHwfEBzi6uuHqGEBaXzZ/+vyidROH+vDzccXcW7tHOBmt7Z5yDEkjJK70zKZLCVGKDw4hMyafgyc3WMsVk2qkybeBvdJpxA8/XKk5CYBZ8hWObhHbbboR1TJEYoFWHkjwyo/x55B9GRGphmc2KiFSfSsVJJkkg2EIPnT2KTOzegvcUGtOo10EuheYKbkHkryGnOCMc79tXMHUKJzLzWVcnl8bia3qBk+tmMb5vaxoqKKCg0JwOY5axav91bLyTBZkppQhJzANMdfeh9Gs7vvqPAm+1+IF+S35n97VHRGZVcAclyYToz+fnJvVQ6LiQzfYZ5TK2TKIdb2CgtpzFY7rSUvguBYX/0Lz3BGap62FsE0Za2ZVkPsLh1jm2zBzATx8L1zVow7fjlrPmwj3cYstUQnBMRdEPuHbFmrt+yeQ/OVuLSEi/s5mpA/4GcZKlEGa0iIHNhHb7bh7Kd9PFMfAyhAAr21OTtQNa8GGrUUw7FyBYWF1EQl5yKKHBj/COzUFIjP99yAvIivDAyeo610zNuGnlKASkXni7P8DW3AxT06uY2bjhk5BP8QunDUooSAol0McTd0/Px8Gyq28Ecfl/LYx7ybReAOZKA/n83S/5ar0FHtli/PNXkWV54Xb5CCq7zAVnnldlRJnvp8++oV/x4fud6bfzPj6Vpa0plpxcMpJ+QxRRvx3+VEQqku/DnVU9+KbBt/ygeAmXjLLzFUl34vqqn/miXnPaTDvL1biy8+Up8MX6wHx+7TOOBacd8c8pO18OuTSdKFMNDh81wtAzq5azjb9RnAofYbe2N+0btKProos4pYkTey9FmkmK0wmWjRvMgLFbOWQbT17ZR/9bZJQUpJIQ6o3LgwdCkKWLhtIoBg0dzyQtX6Jyyy77NyEN5b7aSAY2EYLb/zSiUcvu9BnyK8MG/sDXzRvwztvv82mvRajbJVGp+y9KJtLKGOPTR9G4oIuWnh56mgfZra7Oxi16XHeJJ7vs0ppStThFXmLbmA6802owU41DSBEXnv8iafjp7WPzuKXsto8n+WWRmiyRwItKDG3yAfW+WsI28xiejh8JklgrzihOZsDEbey8E1fFlGsheYH6rOvVk55jfuesf3YVaycFQtR7CqUfPuHdBoOYeMSN+PJGmeeL+Z4ljBi2hIXaj4h74TMIv5DrxPmNG1mxThuH8hlifhiupufZraaGWpXHDvZdc8M7reKo+LvEqZCCEEM2/NiTHiO3cepRlrjmVG2KyE1KJj0rX+itukIxksxwfB0suHzxGmY621Ec2I56TQcwodSWn0xJ/KuQSYKxWb+W7UtV2G9yiYvGBhiUCoy+AUbGxhjoX+GWnRdhgjJVHIVyYRw/MtnCtNFL2WToQeyfg6OYPH8jdgzsS58Rahx2TX+6LFADqhCnItJttzGjczsad9nIaa/cV/oBkadIIwzZv3IR/aab4JxaXK15eEmCHZcX96LFW5/Tdq42ZgmlZ2UURd1BX3E6I6bu59T9+CrXAqUZvjw8vJAJCzQ4cT/55f1YFI7HoUn0/KgRDX9U5rBn2bcXBXNv51ImjVjNBn1/Up6crYI8YgzXsnz+AqYZhfFn0pEbiL3eYdYvW8ayKo81qOjb45r8vxGnkix/PI4uYtKCIxy7m1Q2nSry5iJHLpc/HXdZdzg950cafSoEYYI4xf7rOrgYabYnRkqnBRHy4UWTKZWTQ4LtUZT7d+P7lcZci6pY1pVMiPYsfmr3E10XXsStktmVl1GFOCXgdXgiAz5sS7th57ERPMsfvkWeHYW/9VWuGF3jtm8SGf+ojKqY7GBrjHars171PBc9hXS2XNAvy/TDQXs/m5T2cOyGH5HVNuh0Ak4tYOaY8Yw1DCWl2iV6eaS7H0exS1PqNRqLop4f4aF3uKwyhxmLj2PinV71mk5xIpFO2mzZcAh952jSqzW/JvR1sjlHJnzLx+90ZaCKDb5xj3A6vpIFMzez/4aQRZdd+TJkobqozZ3B9+O0uCukitUR5JdTU3GSkiO0mcmerazfpInhw0Qyy92IPCsAJ92DbF65myOmPkSU2rMsmRgXHdQ2HkLXMZK0V52XzI/Ex+YiF/ZuYOmS1SxX0+KyYyiJ5ftflk1mhCO3dI6yc9VyVqxYy5Z9pzh30wmn4IyyzCOXpAAnbAVR37NpAyvWHOCEsS0PY7PJL5fOyTOD8bIx4/qNKxhpn+XsKR1M7IOJr7KNJOTGeeN04xwa6utZPHcNynu0MbF7RHhq/iusseWRFuCM7Q173AKTy2X7dYyE2xyb2ftfLE4FFKfd5/h6ffRNQmqWfOS5Y7ljKp2bDmb2KTdCnvvPhRS6HWbG919Tv4siOx5kUtMC3heIk/Atec4YTfqez9/vxc+73YkvPZ0TwAPtfexYMoZfuragacuudNlsiVtatT1t3UaeQaSVJmdVxvNLx9JCkKa0Gn2KqyFP3H+unzmmWycxZlBvWjYcieJxR0KqNXKF9sy259yUoQzqsZA9LlkU1aSjisJwPzCRHo1b0ax9P0bPWcR8lfOYR+a9xKAKSQ1ywlr3Ile8UsmokZfJJcFUmWnffs4HzboxbPpMpiju5YJTDKk1cdTF7lxVmsV/289j190EMl7VyVcgz16N6YNG0mmWOX5VtmUWUTYXOKcygf92/oz/U2jMp8OPYRLwZBUkP8CK69unMG6I0Kcf/cbCww6ES2VkhrlwR9eEy54ppL9S8JVGlNM1Tinv4uhZXbS1T3JIdTET+nxPhw7/ZdxOa9xSy75YXkBechAPb2qweWAL3lZ4h48GrGGXZRDB8bllhSuFZMUG43F+KXNG/shXU4+gY+NDaFrBExuQROJna8ie3y9w8aYdTm7O2NtZYnZWCLIWzmeMkh7X/CpOr8iQpftgpaeFpqY+V25cwkhTgz2qG1k3ZzTdB61mxVlPEsuufinyNOIc9Tm8YgT9u3Xgiw4rUb8cLPRAHeVfL06FSDOd0DxwEd0LFrg/uIrOgS1smKPIOrWjnLrqhFds5UVwRcHGHJnUnY+bzWDD5VAhT6qIMNBjr7Pn17Y0aDmEiQahVKj9eikvEKdiZEE6rOn1JR98N5vVFgHE+VugfVwY5FrXuXvtEGtHfMt7H3Xlx70OBJRPLV4X6b7cv7CGEUN/4ZdfanKMYcb+G9yJe4mAyoqQJrlgfvkqV22dcTE/wIa+rfng4wmsMPYl3FMQpqPqbDp2CQs3b1wfBBCTXN3qRQmFXidY3GMQnfrtwzTm+fnbqhGcSKI5x6d1prFCfT4ftAsdQRVfrm9S8jIySI7JfLWMpcgX899H0VFwlvVbz0XVKv4Vqq5icNkzl4nf9GXyeS/C/0rpnjSXnHAHrMzOs3d+Hzp80JSG7Wez7sxlLt4NJjargorIJJQku2J5Rcjy7zjhYnmEzQPaUL/hGJboexPmbcl1DXVUNEwwd/PCxTGA6KRcoa3kFGYK7Rb9iu0mWEWysxZn1y5myT4rHiYUlX1PAYk2O1Ds2pr3P13MdouYCo47i2TzzYxs3ZJGfVU47FGxsSTEmJ7g9KYdnPYXot6ys8hj8dLZxprxC1mn84jI8kYpj8TzzBIGNO9E79XGWMf/8WEBOUFWaCmuZP02fW74J/K0wLOIopBLqK3VYMcFr+r1eepDbG4ac1zzjCDI4+lbrx7v9djEXqeMUjdVNaXbJ1zPobpkbCXjt+pj2Bx19t2PJ+tV4uN/vTjlI4m4ypZFa5m3cBsnzp/i6M7NrJ81nrH9OtH68y9o12c+q3TcCHvGFEtIdTyCcs82fNx0DlvMoiopxBK8U6o1p0Z14MN6P9B7mwOh1XOWf1K5OMkySbbczNDvOtDqp5msPnKBA/sMueEYQXLp8kPCdfZNEjr1i6lsNI+t5lTRX6QgiSh3cwz1S6NQHXR0qnNoC4cRVxwCCc96iSuXCy6pMJP0vOIn0aXUnweHpvBNwzZ0GDaFKasPcNjAldBXcq7ZgtNR5rcu/6XTRAMcazz/WoIszowT4zrSVOE/1O+miNrdJPJed7sXemGh+htdFd7mnU8GM01LEJeqFrcqJZNgnRXM/qETXTeZ45z6F7JsWTHF2YnERgfzyMMV1/sOODl74B0UQVhCFnmSCg0il1Xo02BcNabzrdCn3/06kcmr93NQz4ngWi8lk1EQG0iojzdBFee0ku6gv+xnPm70C1NPuhH6TCojF5J3Bwzn96Z1swEM2Wr3bGae64jevqOobLUiQmjGJxYtJfuhBqt+GUD7vnu4Gl30WLRK11YeH4LtJd3ZyYKWDajXZR3b7z1xI8XRVphsGEuXwVs5bJ9YSZAlITsjh6zsorLfeQmFKcTFxhKZEIiP4XoGt+hI71UXsUmqxv+WSyiIccfOzLgGY1s4tLXRN7XDISKHolcZC69FnGQUpieQlJhEamFVzy74m7xk4uJTSKoYVJVHCJolWQlExWeSVeubBqXIciLxcffhoXcEcamZZOfmkpudQkKwDSaqI+jWuB5vtx7JjFPuRBT88TyFxFnvYPnXzWn0yWxBnCJJLfvkKcK1yZacEMTpPQVh7K+3wa+GMxCVi1NRJB5HJ/JT8//jvWYDGfn7TezD/8gSJKRYqjK7c2c+7bUPE8FbP/+bUooTH3B501wWq53BKLjCFdJIXM4os2bZBnbdSyT7L/ir10cOyQ6HWfZFI+q/N5hJB50IyqvK2AQHGHMXo41zWPK7NpfLhwnyZEJ05zGg3SC6z7+O1/OeoAqKyA+zQXftCraoKLF4VHe+qteSryae43ZM4cuj0lcl2wfzvapsVVrKqkWj6P1BQxp2U+awQ1IN9y0VCNn9Jhb26MCn03S5GVNjdatF8kh1Po5S28bUrzeAsaVZf5V9WjvIiwvJz4wnxk/I+s5tYG6/ttRv9DOTT7gQ9FxjZpF0axPj2rWlWR9lTvrml2VdEjLvH+fEaU2OOmeX6/c43A9NZchHDXj/89+YtkaVLVu3slW9rOJRVYVNG9ayZuNu9uk64JlYanypBBuuYnybT2m5QI/r0TUyyKrJcuS68m+0+GQ8C896EfO6A6i/Qq2LUyEFfgZsn9CTL9r0Z/iGmzzMEgKksk+fUkxhjBUX5gzghzZd6a+oxc3oypxgLonOmqgP7ET7NkOYesAWj79zjjTzPgZLe/KpQkOa9tyDYeAfRXGCOFkJ4vRlM0Gc5qB28wXilGLF8ZHf8dGHvRl46CExNfTzlYpTiRC9XZzamTZvfUHXWRe4HVdeXKJw3DKUXh+357sV5niVX439kwIKw25wYMZsFm7SxzKhwjX5npiqr2TONHXOemY8s6BblyiOM0drYgeafDiCGRoePC6UeyF55AZcYfeU2SzeZoJdcrmHkicRqDWb/t8MpOfCG/hUu5OkZPpd5ZySkLkJ7XgrIoVUJw3W9GzGW437M/qYCyGvUAXzMkoy3DD/fTbTl+ziuEs8GZG3OD+tEw3f+5qOy4ywiatJBCcY8g1VFvfoyKeTtARH+L8UJ6FFE23QE56lWf1hTDnoJrj210XpBs9AXM20ObNjA+u3n0DTwhs/Z2M0Fvbh4yYDmXTcmeDKmiPLHp2ZP9CyYXd+3uVCpKzUliK5s1eDc2ct8S1vPzJfbq/oRweFlrSdcIYbwbHEx8f/ecTFxZOQlEZmfjElf5hkoR93d43mm/eb0Hy+nhDk1JY4ych0O8m2/u35uN1G9t9NEDxBHaa2xUmWTartNqZ3++jxxvlvRx7HLLZYGMUVySPH+wIbujXnfYW3aTJUHQ2PyspGkgg13cT4Rm/ztkIzOq4w4NbfqvY5hJmsZkqTT2jccjn77ZPL9izJyfHUZPvg9jRqNpvN1yMqF6ckCw4PE5KYVsOZcTGcl01eVaQScRKcrMcplNo14+3PprLwcqTgXsqRZsvJMR1p3rw/Y3SDX7zps5QSKdLikqeDojxy4XyxlJLHA68aSPPJSYkmOCiQgICAGhzBhCVkkF3TUpHiVKLN97Cqaws+eqcVPZcbYP38qt/zSIVnlpY8m9HI04i6tJwhnX+l2zxTvKqV3krJ8zTmyNKp9JpzEgPfjCeZq8Qfu73j6fjuh7z3rRJ77sULJlRbyClJcOTm73PpM04VdbPgsvWGZCJvKDOmRQPe+uA3Zp/1ILbaYySfaFNlFv/YmbaLTbBJeHZJ/m9FmiZEfPtZ170lH737Gd2W6GCRVPbZiygRsp70JJLTMqtvQyWphN/ay8rhg+g0fDN7rnsQkppDXuncU5IdRmsGCeI0gInHXiBOwhiMvb6Bad8K2VPvHWh5xZMZeJEDZ005JziIZ+8ihHvqw+n+Vku+HHoW8+e9xPNIg3E+MpXOCh9Sr4sqx1xTK3Ggr4A8Bb/zioxpLtzLIiMsEqobxMiQ5qYQGxlMYKVj+MVHUHgsCTmSyn3My6j1zEmOrCiOANsrmBiZYembSp5wY8/fmnCuKI1YVzMuGl7DzDmStEpfvyC0S2YE/ndM0DWy4n5Q6feVffS3kE/U5bXMbNmKJl22cd4n808tkEXf5Oz8XjT8eACTTz0k9Lm2K0bmd46lvbvS4ofl7HXNqrGNPS9OxfFEXF5Nn5YtaTJ2H1pB5aMqCRLPY8zr1ZXP+qhwxq8AWXEeBUXFFJd3VrJ8stMSiYpKIy2n4sJ9MUU5giFGJ5GQUlD9G051x1pjHr27d6ZTp041OPoyTO0it56rw6+CkmRCrY05v3Uvuue3MrPDF7T8UYmtjk+jG2l+IRJJ6dJ5GbI8slKfPHNGbsVIVGiP+78zrvsQvhutia2g6FWPpRIK/A04MHUCgwfvQdcnS3BXT8kNvMSxsV/yYb3WfLPECMvqK0WVlCTd55rqbIZ0U2K7afCTCs0ySjLcsdw4gG/+U58PBwmRnnt1F2pSeHRmIVM6dabndls8a6tcr6YIghFmZ8KFrXvQ097OnE5f0rLHUjbff7p/XVpQ2qfScn0joSjiFsenDWGE4kEuBFRv0lweeZX94zrSsGk/Rmn68kwtTvId9Jb//DhzmnzCtcKaUznS76K7+BfatujFQOXTnNy+AwNrN3yfmwbMJc5MhVltG/H2p+NYfDGY5Bc0sbxECJpKSj/MJOrWduY3e5933vmR0fvv41dFzCCvbpdl2GOwahgtWwxhms4jorLyyMsVgt2XJWayHFLtj7Jycr9Kxm/VR/dRq1C1iiHjVdS1tMho1o98LIjTJOF+qxYnKUWZCUSHhRESn0nOMw6vjiErICcpipDQaKLSCl5Qwi1kdEVCu+dWVZwVyYOd4+jV8Cu+mnURu6RyRiIJw+3UPH5q+gXtlgqBSHzF9sgh3VKZkd2G03veJZ5zFyXFSAolTwLuF/C8OGV5cXf3cFrV70yvlVdwKv/uCVkiARdm079pe77oo8rJ23bY2tjiGpH+pNy2REhX08PwsTnPUaWRdBy0hW3XyjIvuSBguQlEeFlxde8MBgyaw9htD4gt/aw6lAiOIiedlJRkkpNrcqSQmlVAQZXGW4QkNw7/R+FEhvjiduUIu/ceQ8M1ifRMD6yX96bNJz/x08YbuIUG4+9ii9ltD4ITc4WILU8Q4lC8LM6wf9lIOvzyO3vNYwS3Vh6h+yMM2ThwKN1+2oZRmBDplX3yPELG5G/ErukjGTZ5K+e8sysRcCETExzSmFYNebfxaOYJUV919x29iJKUexipzGTE4AWo3won6TmrEYIKfy02/tyK+gqdhbYwr970pDwEW1Xhe78cwjzDQP54/d7rp9TehCi2rE/dr2mwd+8RjjgnkJbljd2qPnz1SS96rTXFOTSEAFdbbt52JyA+p1x7C3YTZcsFle3sPmODRzVLFWWhBmwd3hqFeh3pu80W3wwJ0uJcMhLiCLU9xdbxHXnvgx4M33cPn8cbriqLrtMJu7yZOe3eR6FZJ76Zcpprj9Irt5uUB1xWHsyX/1ef97rMY72hMwHJeTyuD5EVkpcWS9QjT1x9okjIfNKxsjQf7h2YRm8hG1ZoPYIZhyxwj8skt/QvD5QUUZSdRLT/IwJDY0mp1r4HOYXeZ9ky7HsaNJ/KmjPXuHnrGuYPHuH30k1iMiFBzSErPYWkSsdwFYeQ0ZYWClR3AuYZ0qw5ObsXH336C5MNqtq7V7rp3RrD9UIm/FlrWvTfwQWP9GdnlOoKJZkkORxHdVQ7mjTtTp8VV3HJqsS+ZGmkBt5C44AJN52iKpR5CxlbTjT+JluY931n2vZaxnbbuGf2BpZekxd6jQvz+vNtb0VUroU8+5qiTGdM1o5l+LQt7LJLLOcPhewy0xdb3d1sXr+NvbrOBAk2WZldVxAnKTlBl9AY3J5WjSegqOn1TPT8uLRYcNQd321Eo29GMU95L0dv+xGeU/bVRbFE+NqifWwbqr91pPvS42j+EeoJ0VFOtBPXr2oLGUEPBoxbwGKzhApO/H+ELJ4oSyGz6dafvr2HMGrNEQ5YRJVlKzkkWasxrUMT3m3Ygb6Tldiw8QAXHMKeOFppLKHed9A6vBnlYR3ptlITvcBKzLbIG1PF0YzoM4vNd4X0vLy1yAvITQ7B64E5N46vZvYPjVBo2I1uq424HxpHSv7TacLS6rO0GH9cbuxldZf/463SF8O2m8Tio7e56xFESHL+E6f0UqQUZ8UQ7OmAjfFeVIZ/xccffEbjsYcwdAkmLlPIIv64R2k+uUlhBLoZcWhsW5qX/uZHvRm6UR+zB174xghO7UVTXunWnJo7hR6d1nHaI+OZDPC1IgRSsXd2MbHnAPr0+oVRqw+y52ZE2RRoHim2vzOrdGNzg2/5adJK1m/Yx/l7wdTKklhxGK6aSkz87ks+7zCcEUrCONG7xKVLZpjpHGDn8sG0+boPg1adxVj4zYT0yt/2L0+0FrKsgTRtNITpZ90Jq8IbSmIcuL5zBgO7tuPzLoP5bboi67bv4+DZ85w/fZLj+89x1S2K+HIDTp4dyAPNtUzp15GvOvxE/7FLWK2ymyNntdEzEALMgzqYWD569vVVLySXcGMlZn7ZgHqfDGDUfGV2mjzAPaEuuXC5EONmkRIRRLC/F+6C853T5QMUFD6j7WJNrjj64hsYI/RHxRkdCRkOh1gz6MPHL0R+75v1nHJOqcXp9FqkMAq/c7Po26r05c1t6DZdD3shOHjeJcgoTBaCtN0bUVPehKoQuB09osGxk2fR0tdBS2MLy34bxbgpv3PmXtwL3o+XT3bQbbSWL2DF2gOcMnfjoYcXPh523Ll8nI2bzqFtHVZhK4IUiZ+WIJ6tqafQmFYD9mMSUvnbhyqIUxGZwfe4KhiohqYNbon5zzyUvDiOR0b72Ku2gwPXvAjJrMwhSch002dHj6Es3WuBS8UeLHDDYPxY5k7ZjWFUtaz+9SNNI95JjwNKK1iqqssNv/Jv7BYoDMVFdyeqy9exTdcez+d2oRaS6nAe9W7DWHHUDo9KPXAucabrWDBpHP32uBL+Z1mmQEkGyf5WGBzZwrrpE5g8cQpT561g+dbj6Jg545cqRN5ll8qzogh1vob+mX1sW7uIebOmM23yLOYuUmWnzi0s/QXhq1ZGU0h+rAu39Q6gtmAaMyZMZsrMhczfuI9j+hY4RWY9FdDCdJJ8rbmhf5y9m1egOG8G06dOY/qMNWw+qs9Fl0iSKq16kyNxO8gqQZy6rTDD89nQ6/UiFe7Z1ZBDq4Q+3aSFqW+Ft4kXReBmsJsty9eyVfsu7imV3FthIpG+LlhaeOMbVVkGWwVCBJvsfQODgyosWKGGuqY1DxNKlSFbiFjvcuWqIFRW93B0DyIiKafSwVm6IB7pZM7p/ea4RGRXI5DLIyPMBbvLZzi0cQFzFyqiuEMTIytPAtNftC+uhML4R7hZ6HBMdS2rZyqyfpcmOpaeBNXoT13kEX9fj/NqG1E/b4V9ZF7N2utvQbDH3FgC797G3FSfC4fUUV4k2P70+cxavYcj2hcxuemCV3gl74JLuc3BaT15p0F/Rp98SFj58VunyKfAdT9j2n9Bg07L2Gb/kteVFcYQYH2O/ctnMWn0aMZMms2Szfs5csEMa48oys/kvZCCaAJK18U0hUBIRx9jfT30brrh/6KXsRbGEmChzcmDp9C6E0rCCzLz56f1/irSULy0VBnYWontxoHPVnHIhQjR8wyzu8xjylIz/OuINv1lJAE4n1Lh59Zr2HM97MXvqEq347zySob8poFlbH4dHLy1TRLu+1eyYs4a1BzTqXLbR12iOJWkqIdY6O9FfcaPtOy3GXWzilO1Iv8eCkm8vY+1E+cyQc0KbyHIqrOmLATSbkeWMW6sMsqG/lSnhquuUuviVBJrycWtE/ly0nn0K27iKIwmUHchPUdtYrFxVCWp5puJNPIG2puEZ56qy5WIqkKNfJLvaHN65Ro23owguk5OWtcWQuSRcI1DG7azcbctUS9bFK9LSJKIC33Ida09bBvWhQHrtTAOe5MeQKR2kFNSEIf/zQtoqOzgmPGDSval1RWKyYnx5O6ZA+zecgxj5wjK72Z5E6llcSom5Z4GO8d8Tw+lQxzStcMnMJ70x5/JKU6y5/KiH+k7XZGFGha4OQYQK4TTb7ZISUiw2of6qB/oseYYxw3u4huS+OLsSRJLsIMBO7YZYhuS/vetwfytCH0qieGh5hGOaVtg88xbTt8U8km3P8fGjmNZq2HPo+pMb4j8wxDEqTCJkLt3cfKKIrFOOyopufGBeFndwz0mr24Wa9SQWhanRLzPbmBGk04MW3GUczc9CI9L50kBdgFZPnpsad+Z/kOWompoj3dgLGlCQPpmC3wcD4+uZOonnflt7Um0zT2JSMisUnRk+cnEOlpj4RhCZMY/0OtJcskOeYCVxUN8I8u/zeANosAXh+Nr6P6NCvtvRdbNxW8RkX8wtSxOggBFBuJp7YpPSEqFHcGl1WGli5EuuLmHE19nFxRrSj4Z4QF4lO5BCU+tgRMrID0hjrjkbHL+Sfokk1Ccm0pCTAKphSVv7LqaJOQK59eP4usFBlwOrdPvORAR+UdS+wURIjVAirSkhOJ/SmFIKfLSfTLF1Sxnr6vkE3NrNyr9O/Dj8j3sPnEDZ69oUv4p8ZSIyBuAKE4iIs+RgLfmFhZ8PYgZavpc94giLbtArNYTEfkbEcVJROQ5hGw2P5es1GxyC4r/MVWlIiJvDvD/k7msMTc3HSIAAAAASUVORK5CYII=)"]},{"cell_type":"code","execution_count":511,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":166,"status":"ok","timestamp":1705786066675,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"iCFduJtKCt5j","outputId":"7baf266b-8fca-4ec6-eeab-16177b9d16af","vscode":{"languageId":"r"}},"outputs":[{"data":{"text/html":["<style>\n",".dl-inline {width: auto; margin:0; padding: 0}\n",".dl-inline>dt, .dl-inline>dd {float: none; width: auto; display: inline-block}\n",".dl-inline>dt::after {content: \":\\0020\"; padding-right: .5ex}\n",".dl-inline>dt:not(:first-of-type) {padding-left: .5ex}\n","</style><dl class=dl-inline><dt>Australia</dt><dd>0.0677134301107299</dd><dt>Austria</dt><dd>0.120383929083572</dd><dt>Belgium</dt><dd>0.0874824823512374</dd><dt>Bolivia</dt><dd>0.0894711378528314</dd><dt>Brazil</dt><dd>0.0695594415873621</dd><dt>Canada</dt><dd>0.158402385763284</dd><dt>Chile</dt><dd>0.0372979607211481</dd><dt>China</dt><dd>0.0779589898211291</dd><dt>Colombia</dt><dd>0.0573017059837843</dd><dt>Costa Rica</dt><dd>0.0754677991530291</dd><dt>Denmark</dt><dd>0.0627178193600054</dd><dt>Ecuador</dt><dd>0.0637265117154547</dd><dt>Finland</dt><dd>0.0920424562019186</dd><dt>France</dt><dd>0.136204782359906</dd><dt>Germany</dt><dd>0.0873573941940646</dd><dt>Greece</dt><dd>0.0966207307882</dd><dt>Guatamala</dt><dd>0.0604921202077236</dd><dt>Honduras</dt><dd>0.0600807876208663</dd><dt>Iceland</dt><dd>0.0704958976231675</dd><dt>India</dt><dd>0.0714521319470662</dd><dt>Ireland</dt><dd>0.212236337504552</dd><dt>Italy</dt><dd>0.0665117045079923</dd><dt>Japan</dt><dd>0.2233098881749</dd><dt>Korea</dt><dd>0.0607991463191205</dd><dt>Luxembourg</dt><dd>0.0863478710033095</dd><dt>Malta</dt><dd>0.0794028983170145</dd><dt>Norway</dt><dd>0.0479321299450792</dd><dt>Netherlands</dt><dd>0.0906139974205944</dd><dt>New Zealand</dt><dd>0.0542178854229552</dd><dt>Nicaragua</dt><dd>0.0503505559107973</dd><dt>Panama</dt><dd>0.0389745894365954</dd><dt>Paraguay</dt><dd>0.0693718825743133</dd><dt>Peru</dt><dd>0.0650489050353497</dd><dt>Philippines</dt><dd>0.0642541530583564</dd><dt>Portugal</dt><dd>0.0971494561931185</dd><dt>South Africa</dt><dd>0.0651040469790047</dd><dt>South Rhodesia</dt><dd>0.160809233851442</dd><dt>Spain</dt><dd>0.0773285422176341</dd><dt>Sweden</dt><dd>0.123988984186099</dd><dt>Switzerland</dt><dd>0.0735942348751376</dd><dt>Turkey</dt><dd>0.0396422405687723</dd><dt>Tunisia</dt><dd>0.0745672911312507</dd><dt>United Kingdom</dt><dd>0.116513745361648</dd><dt>United States</dt><dd>0.333688004635678</dd><dt>Venezuela</dt><dd>0.0862836536355604</dd><dt>Zambia</dt><dd>0.0643316333646704</dd><dt>Jamaica</dt><dd>0.140760163492601</dd><dt>Uruguay</dt><dd>0.0979471731572399</dd><dt>Libya</dt><dd>0.53145676134261</dd><dt>Malaysia</dt><dd>0.065232995930123</dd></dl>\n"],"text/latex":["\\begin{description*}\n","\\item[Australia] 0.0677134301107299\n","\\item[Austria] 0.120383929083572\n","\\item[Belgium] 0.0874824823512374\n","\\item[Bolivia] 0.0894711378528314\n","\\item[Brazil] 0.0695594415873621\n","\\item[Canada] 0.158402385763284\n","\\item[Chile] 0.0372979607211481\n","\\item[China] 0.0779589898211291\n","\\item[Colombia] 0.0573017059837843\n","\\item[Costa Rica] 0.0754677991530291\n","\\item[Denmark] 0.0627178193600054\n","\\item[Ecuador] 0.0637265117154547\n","\\item[Finland] 0.0920424562019186\n","\\item[France] 0.136204782359906\n","\\item[Germany] 0.0873573941940646\n","\\item[Greece] 0.0966207307882\n","\\item[Guatamala] 0.0604921202077236\n","\\item[Honduras] 0.0600807876208663\n","\\item[Iceland] 0.0704958976231675\n","\\item[India] 0.0714521319470662\n","\\item[Ireland] 0.212236337504552\n","\\item[Italy] 0.0665117045079923\n","\\item[Japan] 0.2233098881749\n","\\item[Korea] 0.0607991463191205\n","\\item[Luxembourg] 0.0863478710033095\n","\\item[Malta] 0.0794028983170145\n","\\item[Norway] 0.0479321299450792\n","\\item[Netherlands] 0.0906139974205944\n","\\item[New Zealand] 0.0542178854229552\n","\\item[Nicaragua] 0.0503505559107973\n","\\item[Panama] 0.0389745894365954\n","\\item[Paraguay] 0.0693718825743133\n","\\item[Peru] 0.0650489050353497\n","\\item[Philippines] 0.0642541530583564\n","\\item[Portugal] 0.0971494561931185\n","\\item[South Africa] 0.0651040469790047\n","\\item[South Rhodesia] 0.160809233851442\n","\\item[Spain] 0.0773285422176341\n","\\item[Sweden] 0.123988984186099\n","\\item[Switzerland] 0.0735942348751376\n","\\item[Turkey] 0.0396422405687723\n","\\item[Tunisia] 0.0745672911312507\n","\\item[United Kingdom] 0.116513745361648\n","\\item[United States] 0.333688004635678\n","\\item[Venezuela] 0.0862836536355604\n","\\item[Zambia] 0.0643316333646704\n","\\item[Jamaica] 0.140760163492601\n","\\item[Uruguay] 0.0979471731572399\n","\\item[Libya] 0.53145676134261\n","\\item[Malaysia] 0.065232995930123\n","\\end{description*}\n"],"text/markdown":["Australia\n",":   0.0677134301107299Austria\n",":   0.120383929083572Belgium\n",":   0.0874824823512374Bolivia\n",":   0.0894711378528314Brazil\n",":   0.0695594415873621Canada\n",":   0.158402385763284Chile\n",":   0.0372979607211481China\n",":   0.0779589898211291Colombia\n",":   0.0573017059837843Costa Rica\n",":   0.0754677991530291Denmark\n",":   0.0627178193600054Ecuador\n",":   0.0637265117154547Finland\n",":   0.0920424562019186France\n",":   0.136204782359906Germany\n",":   0.0873573941940646Greece\n",":   0.0966207307882Guatamala\n",":   0.0604921202077236Honduras\n",":   0.0600807876208663Iceland\n",":   0.0704958976231675India\n",":   0.0714521319470662Ireland\n",":   0.212236337504552Italy\n",":   0.0665117045079923Japan\n",":   0.2233098881749Korea\n",":   0.0607991463191205Luxembourg\n",":   0.0863478710033095Malta\n",":   0.0794028983170145Norway\n",":   0.0479321299450792Netherlands\n",":   0.0906139974205944New Zealand\n",":   0.0542178854229552Nicaragua\n",":   0.0503505559107973Panama\n",":   0.0389745894365954Paraguay\n",":   0.0693718825743133Peru\n",":   0.0650489050353497Philippines\n",":   0.0642541530583564Portugal\n",":   0.0971494561931185South Africa\n",":   0.0651040469790047South Rhodesia\n",":   0.160809233851442Spain\n",":   0.0773285422176341Sweden\n",":   0.123988984186099Switzerland\n",":   0.0735942348751376Turkey\n",":   0.0396422405687723Tunisia\n",":   0.0745672911312507United Kingdom\n",":   0.116513745361648United States\n",":   0.333688004635678Venezuela\n",":   0.0862836536355604Zambia\n",":   0.0643316333646704Jamaica\n",":   0.140760163492601Uruguay\n",":   0.0979471731572399Libya\n",":   0.53145676134261Malaysia\n",":   0.065232995930123\n","\n"],"text/plain":["     Australia        Austria        Belgium        Bolivia         Brazil \n","    0.06771343     0.12038393     0.08748248     0.08947114     0.06955944 \n","        Canada          Chile          China       Colombia     Costa Rica \n","    0.15840239     0.03729796     0.07795899     0.05730171     0.07546780 \n","       Denmark        Ecuador        Finland         France        Germany \n","    0.06271782     0.06372651     0.09204246     0.13620478     0.08735739 \n","        Greece      Guatamala       Honduras        Iceland          India \n","    0.09662073     0.06049212     0.06008079     0.07049590     0.07145213 \n","       Ireland          Italy          Japan          Korea     Luxembourg \n","    0.21223634     0.06651170     0.22330989     0.06079915     0.08634787 \n","         Malta         Norway    Netherlands    New Zealand      Nicaragua \n","    0.07940290     0.04793213     0.09061400     0.05421789     0.05035056 \n","        Panama       Paraguay           Peru    Philippines       Portugal \n","    0.03897459     0.06937188     0.06504891     0.06425415     0.09714946 \n","  South Africa South Rhodesia          Spain         Sweden    Switzerland \n","    0.06510405     0.16080923     0.07732854     0.12398898     0.07359423 \n","        Turkey        Tunisia United Kingdom  United States      Venezuela \n","    0.03964224     0.07456729     0.11651375     0.33368800     0.08628365 \n","        Zambia        Jamaica        Uruguay          Libya       Malaysia \n","    0.06433163     0.14076016     0.09794717     0.53145676     0.06523300 "]},"metadata":{},"output_type":"display_data"}],"source":["leverages <- hatvalues(model)\n","leverages"]},{"cell_type":"markdown","metadata":{"id":"VKpn0_v8DDrv"},"source":["## 15. Graph the levers."]},{"cell_type":"code","execution_count":512,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":164,"status":"ok","timestamp":1705786066676,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"iXf5D5m1DF8f","outputId":"65123ba8-0430-4250-afa9-30a2cbb9ff06","vscode":{"languageId":"r"}},"outputs":[{"data":{"image/png":"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","text/plain":["plot without title"]},"metadata":{"image/png":{"height":420,"width":420}},"output_type":"display_data"}],"source":["plot(leverages)"]},{"cell_type":"markdown","metadata":{"id":"Fv3Be5-rDXkx"},"source":["## 16. Prove that the sum of the levers is equal to p + 1 = 4 + 1 = 5"]},{"cell_type":"code","execution_count":513,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":162,"status":"ok","timestamp":1705786066677,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"1LBHjXYFDhkZ","outputId":"57d98219-0244-46a3-d3d6-1d0038294eda","vscode":{"languageId":"r"}},"outputs":[{"data":{"text/html":["5"],"text/latex":["5"],"text/markdown":["5"],"text/plain":["[1] 5"]},"metadata":{},"output_type":"display_data"}],"source":["sum(leverages)"]},{"cell_type":"markdown","metadata":{"id":"Kp3IX9BrFBoy"},"source":["## 17. Give the number of levers which are greater than 2^(𝑝+1𝑛) Name the countries that correspond to these levers"]},{"cell_type":"code","execution_count":514,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":158,"status":"ok","timestamp":1705786066677,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"WwKxoMdvFf1y","outputId":"230f8e3d-75e9-43b2-e59f-b9feee5f1c2a","vscode":{"languageId":"r"}},"outputs":[{"name":"stdout","output_type":"stream","text":["Number of levers greater than the threshold: 0"]},{"data":{"text/html":[],"text/latex":[],"text/markdown":[],"text/plain":["named numeric(0)"]},"metadata":{},"output_type":"display_data"}],"source":["p <- 4\n","n <- length(leverages)\n","threshold <- 2^((p+1)/n)\n","num_greater_threshold <- sum(leverages > threshold)\n","cat(\"Number of levers greater than the threshold:\", num_greater_threshold)\n","#Name the countries that correspond to these levers\n","leverages[which(leverages>threshold)]"]},{"cell_type":"markdown","metadata":{"id":"aSlo8hl6GKza"},"source":["## 18. Calculate the internal studentized residuals. How many points are suspected?\n"]},{"cell_type":"code","execution_count":515,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":150,"status":"ok","timestamp":1705786066678,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"owgTFpANGOqR","outputId":"4da61460-b4f0-4763-ee89-09c3463325a8","vscode":{"languageId":"r"}},"outputs":[{"data":{"text/html":["2.01410338888085"],"text/latex":["2.01410338888085"],"text/markdown":["2.01410338888085"],"text/plain":["[1] 2.014103"]},"metadata":{},"output_type":"display_data"}],"source":["#Calculate the internal studentized residuals\n","rs <- rstandard(model)\n","\n","#Find t\n","t <- qt(df=n-p-1, p= 0.975)\n","t"]},{"cell_type":"markdown","metadata":{"id":"IGereDUVJ2zA"},"source":["A point is suspect if  |ri| > t , then:"]},{"cell_type":"code","execution_count":516,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":144,"status":"ok","timestamp":1705786066678,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"YLbkvWItJ8w2","outputId":"a2d6feaf-a521-4dda-e1cf-7363927fb421","vscode":{"languageId":"r"}},"outputs":[{"data":{"text/html":["<strong>Zambia:</strong> 2.65091534065656"],"text/latex":["\\textbf{Zambia:} 2.65091534065656"],"text/markdown":["**Zambia:** 2.65091534065656"],"text/plain":["  Zambia \n","2.650915 "]},"metadata":{},"output_type":"display_data"}],"source":["rs[which(rs>t)]"]},{"cell_type":"markdown","metadata":{"id":"tuBViUCkKQM7"},"source":["## 19. Calculate the external studentized residuals. How many points are suspected?\n"]},{"cell_type":"code","execution_count":517,"metadata":{"executionInfo":{"elapsed":139,"status":"ok","timestamp":1705786066679,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"axYAU-LoKQM9","vscode":{"languageId":"r"}},"outputs":[],"source":["#Calculate the internal studentized residuals\n","rs2 <- rstudent(model)"]},{"cell_type":"markdown","metadata":{"id":"49873DRHKQM_"},"source":["A point is suspect if  |r(-i)| > t , then:"]},{"cell_type":"code","execution_count":518,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":760,"status":"ok","timestamp":1705786067302,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"D35JL1ZsKQNA","outputId":"875acfb1-3393-4dac-80ec-d738e40f7dab","vscode":{"languageId":"r"}},"outputs":[{"data":{"text/html":["<strong>Zambia:</strong> 2.85355833822839"],"text/latex":["\\textbf{Zambia:} 2.85355833822839"],"text/markdown":["**Zambia:** 2.85355833822839"],"text/plain":["  Zambia \n","2.853558 "]},"metadata":{},"output_type":"display_data"}],"source":["rs2[which(rs2>t)]"]},{"cell_type":"markdown","metadata":{"id":"OcAcsEBJK_AB"},"source":["## 20. Calculate Cook's distance.\n"]},{"cell_type":"code","execution_count":519,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":136,"status":"ok","timestamp":1705786067302,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"0_j-Wmj9LCVk","outputId":"9e52c847-2f27-430f-9af1-2170e9e5b894","vscode":{"languageId":"r"}},"outputs":[{"data":{"text/html":[],"text/latex":[],"text/markdown":[],"text/plain":["named numeric(0)"]},"metadata":{},"output_type":"display_data"}],"source":["cd <- cooks.distance(model)\n","\n","cd[which(cd>1)]"]},{"cell_type":"markdown","metadata":{"id":"VOkrC-0uhSsJ"},"source":["# Exercice 2"]},{"cell_type":"code","execution_count":520,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":162,"status":"ok","timestamp":1705786067333,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"TZiVzoFhhhOK","outputId":"d124c59b-97e1-416c-972c-2bb6ea40a432","vscode":{"languageId":"r"}},"outputs":[{"data":{"text/html":["<table class=\"dataframe\">\n","<caption>A data.frame: 32 × 11</caption>\n","<thead>\n","\t<tr><th></th><th scope=col>mpg</th><th scope=col>cyl</th><th scope=col>disp</th><th scope=col>hp</th><th scope=col>drat</th><th scope=col>wt</th><th scope=col>qsec</th><th scope=col>vs</th><th scope=col>am</th><th scope=col>gear</th><th scope=col>carb</th></tr>\n","\t<tr><th></th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th></tr>\n","</thead>\n","<tbody>\n","\t<tr><th scope=row>Mazda RX4</th><td>21.0</td><td>6</td><td>160.0</td><td>110</td><td>3.90</td><td>2.620</td><td>16.46</td><td>0</td><td>1</td><td>4</td><td>4</td></tr>\n","\t<tr><th scope=row>Mazda RX4 Wag</th><td>21.0</td><td>6</td><td>160.0</td><td>110</td><td>3.90</td><td>2.875</td><td>17.02</td><td>0</td><td>1</td><td>4</td><td>4</td></tr>\n","\t<tr><th scope=row>Datsun 710</th><td>22.8</td><td>4</td><td>108.0</td><td> 93</td><td>3.85</td><td>2.320</td><td>18.61</td><td>1</td><td>1</td><td>4</td><td>1</td></tr>\n","\t<tr><th scope=row>Hornet 4 Drive</th><td>21.4</td><td>6</td><td>258.0</td><td>110</td><td>3.08</td><td>3.215</td><td>19.44</td><td>1</td><td>0</td><td>3</td><td>1</td></tr>\n","\t<tr><th scope=row>Hornet Sportabout</th><td>18.7</td><td>8</td><td>360.0</td><td>175</td><td>3.15</td><td>3.440</td><td>17.02</td><td>0</td><td>0</td><td>3</td><td>2</td></tr>\n","\t<tr><th scope=row>Valiant</th><td>18.1</td><td>6</td><td>225.0</td><td>105</td><td>2.76</td><td>3.460</td><td>20.22</td><td>1</td><td>0</td><td>3</td><td>1</td></tr>\n","\t<tr><th scope=row>Duster 360</th><td>14.3</td><td>8</td><td>360.0</td><td>245</td><td>3.21</td><td>3.570</td><td>15.84</td><td>0</td><td>0</td><td>3</td><td>4</td></tr>\n","\t<tr><th scope=row>Merc 240D</th><td>24.4</td><td>4</td><td>146.7</td><td> 62</td><td>3.69</td><td>3.190</td><td>20.00</td><td>1</td><td>0</td><td>4</td><td>2</td></tr>\n","\t<tr><th scope=row>Merc 230</th><td>22.8</td><td>4</td><td>140.8</td><td> 95</td><td>3.92</td><td>3.150</td><td>22.90</td><td>1</td><td>0</td><td>4</td><td>2</td></tr>\n","\t<tr><th scope=row>Merc 280</th><td>19.2</td><td>6</td><td>167.6</td><td>123</td><td>3.92</td><td>3.440</td><td>18.30</td><td>1</td><td>0</td><td>4</td><td>4</td></tr>\n","\t<tr><th scope=row>Merc 280C</th><td>17.8</td><td>6</td><td>167.6</td><td>123</td><td>3.92</td><td>3.440</td><td>18.90</td><td>1</td><td>0</td><td>4</td><td>4</td></tr>\n","\t<tr><th scope=row>Merc 450SE</th><td>16.4</td><td>8</td><td>275.8</td><td>180</td><td>3.07</td><td>4.070</td><td>17.40</td><td>0</td><td>0</td><td>3</td><td>3</td></tr>\n","\t<tr><th scope=row>Merc 450SL</th><td>17.3</td><td>8</td><td>275.8</td><td>180</td><td>3.07</td><td>3.730</td><td>17.60</td><td>0</td><td>0</td><td>3</td><td>3</td></tr>\n","\t<tr><th scope=row>Merc 450SLC</th><td>15.2</td><td>8</td><td>275.8</td><td>180</td><td>3.07</td><td>3.780</td><td>18.00</td><td>0</td><td>0</td><td>3</td><td>3</td></tr>\n","\t<tr><th scope=row>Cadillac Fleetwood</th><td>10.4</td><td>8</td><td>472.0</td><td>205</td><td>2.93</td><td>5.250</td><td>17.98</td><td>0</td><td>0</td><td>3</td><td>4</td></tr>\n","\t<tr><th scope=row>Lincoln Continental</th><td>10.4</td><td>8</td><td>460.0</td><td>215</td><td>3.00</td><td>5.424</td><td>17.82</td><td>0</td><td>0</td><td>3</td><td>4</td></tr>\n","\t<tr><th scope=row>Chrysler Imperial</th><td>14.7</td><td>8</td><td>440.0</td><td>230</td><td>3.23</td><td>5.345</td><td>17.42</td><td>0</td><td>0</td><td>3</td><td>4</td></tr>\n","\t<tr><th scope=row>Fiat 128</th><td>32.4</td><td>4</td><td> 78.7</td><td> 66</td><td>4.08</td><td>2.200</td><td>19.47</td><td>1</td><td>1</td><td>4</td><td>1</td></tr>\n","\t<tr><th scope=row>Honda Civic</th><td>30.4</td><td>4</td><td> 75.7</td><td> 52</td><td>4.93</td><td>1.615</td><td>18.52</td><td>1</td><td>1</td><td>4</td><td>2</td></tr>\n","\t<tr><th scope=row>Toyota Corolla</th><td>33.9</td><td>4</td><td> 71.1</td><td> 65</td><td>4.22</td><td>1.835</td><td>19.90</td><td>1</td><td>1</td><td>4</td><td>1</td></tr>\n","\t<tr><th scope=row>Toyota Corona</th><td>21.5</td><td>4</td><td>120.1</td><td> 97</td><td>3.70</td><td>2.465</td><td>20.01</td><td>1</td><td>0</td><td>3</td><td>1</td></tr>\n","\t<tr><th scope=row>Dodge Challenger</th><td>15.5</td><td>8</td><td>318.0</td><td>150</td><td>2.76</td><td>3.520</td><td>16.87</td><td>0</td><td>0</td><td>3</td><td>2</td></tr>\n","\t<tr><th scope=row>AMC Javelin</th><td>15.2</td><td>8</td><td>304.0</td><td>150</td><td>3.15</td><td>3.435</td><td>17.30</td><td>0</td><td>0</td><td>3</td><td>2</td></tr>\n","\t<tr><th scope=row>Camaro Z28</th><td>13.3</td><td>8</td><td>350.0</td><td>245</td><td>3.73</td><td>3.840</td><td>15.41</td><td>0</td><td>0</td><td>3</td><td>4</td></tr>\n","\t<tr><th scope=row>Pontiac Firebird</th><td>19.2</td><td>8</td><td>400.0</td><td>175</td><td>3.08</td><td>3.845</td><td>17.05</td><td>0</td><td>0</td><td>3</td><td>2</td></tr>\n","\t<tr><th scope=row>Fiat X1-9</th><td>27.3</td><td>4</td><td> 79.0</td><td> 66</td><td>4.08</td><td>1.935</td><td>18.90</td><td>1</td><td>1</td><td>4</td><td>1</td></tr>\n","\t<tr><th scope=row>Porsche 914-2</th><td>26.0</td><td>4</td><td>120.3</td><td> 91</td><td>4.43</td><td>2.140</td><td>16.70</td><td>0</td><td>1</td><td>5</td><td>2</td></tr>\n","\t<tr><th scope=row>Lotus Europa</th><td>30.4</td><td>4</td><td> 95.1</td><td>113</td><td>3.77</td><td>1.513</td><td>16.90</td><td>1</td><td>1</td><td>5</td><td>2</td></tr>\n","\t<tr><th scope=row>Ford Pantera L</th><td>15.8</td><td>8</td><td>351.0</td><td>264</td><td>4.22</td><td>3.170</td><td>14.50</td><td>0</td><td>1</td><td>5</td><td>4</td></tr>\n","\t<tr><th scope=row>Ferrari Dino</th><td>19.7</td><td>6</td><td>145.0</td><td>175</td><td>3.62</td><td>2.770</td><td>15.50</td><td>0</td><td>1</td><td>5</td><td>6</td></tr>\n","\t<tr><th scope=row>Maserati Bora</th><td>15.0</td><td>8</td><td>301.0</td><td>335</td><td>3.54</td><td>3.570</td><td>14.60</td><td>0</td><td>1</td><td>5</td><td>8</td></tr>\n","\t<tr><th scope=row>Volvo 142E</th><td>21.4</td><td>4</td><td>121.0</td><td>109</td><td>4.11</td><td>2.780</td><td>18.60</td><td>1</td><td>1</td><td>4</td><td>2</td></tr>\n","</tbody>\n","</table>\n"],"text/latex":["A data.frame: 32 × 11\n","\\begin{tabular}{r|lllllllllll}\n","  & mpg & cyl & disp & hp & drat & wt & qsec & vs & am & gear & carb\\\\\n","  & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl>\\\\\n","\\hline\n","\tMazda RX4 & 21.0 & 6 & 160.0 & 110 & 3.90 & 2.620 & 16.46 & 0 & 1 & 4 & 4\\\\\n","\tMazda RX4 Wag & 21.0 & 6 & 160.0 & 110 & 3.90 & 2.875 & 17.02 & 0 & 1 & 4 & 4\\\\\n","\tDatsun 710 & 22.8 & 4 & 108.0 &  93 & 3.85 & 2.320 & 18.61 & 1 & 1 & 4 & 1\\\\\n","\tHornet 4 Drive & 21.4 & 6 & 258.0 & 110 & 3.08 & 3.215 & 19.44 & 1 & 0 & 3 & 1\\\\\n","\tHornet Sportabout & 18.7 & 8 & 360.0 & 175 & 3.15 & 3.440 & 17.02 & 0 & 0 & 3 & 2\\\\\n","\tValiant & 18.1 & 6 & 225.0 & 105 & 2.76 & 3.460 & 20.22 & 1 & 0 & 3 & 1\\\\\n","\tDuster 360 & 14.3 & 8 & 360.0 & 245 & 3.21 & 3.570 & 15.84 & 0 & 0 & 3 & 4\\\\\n","\tMerc 240D & 24.4 & 4 & 146.7 &  62 & 3.69 & 3.190 & 20.00 & 1 & 0 & 4 & 2\\\\\n","\tMerc 230 & 22.8 & 4 & 140.8 &  95 & 3.92 & 3.150 & 22.90 & 1 & 0 & 4 & 2\\\\\n","\tMerc 280 & 19.2 & 6 & 167.6 & 123 & 3.92 & 3.440 & 18.30 & 1 & 0 & 4 & 4\\\\\n","\tMerc 280C & 17.8 & 6 & 167.6 & 123 & 3.92 & 3.440 & 18.90 & 1 & 0 & 4 & 4\\\\\n","\tMerc 450SE & 16.4 & 8 & 275.8 & 180 & 3.07 & 4.070 & 17.40 & 0 & 0 & 3 & 3\\\\\n","\tMerc 450SL & 17.3 & 8 & 275.8 & 180 & 3.07 & 3.730 & 17.60 & 0 & 0 & 3 & 3\\\\\n","\tMerc 450SLC & 15.2 & 8 & 275.8 & 180 & 3.07 & 3.780 & 18.00 & 0 & 0 & 3 & 3\\\\\n","\tCadillac Fleetwood & 10.4 & 8 & 472.0 & 205 & 2.93 & 5.250 & 17.98 & 0 & 0 & 3 & 4\\\\\n","\tLincoln Continental & 10.4 & 8 & 460.0 & 215 & 3.00 & 5.424 & 17.82 & 0 & 0 & 3 & 4\\\\\n","\tChrysler Imperial & 14.7 & 8 & 440.0 & 230 & 3.23 & 5.345 & 17.42 & 0 & 0 & 3 & 4\\\\\n","\tFiat 128 & 32.4 & 4 &  78.7 &  66 & 4.08 & 2.200 & 19.47 & 1 & 1 & 4 & 1\\\\\n","\tHonda Civic & 30.4 & 4 &  75.7 &  52 & 4.93 & 1.615 & 18.52 & 1 & 1 & 4 & 2\\\\\n","\tToyota Corolla & 33.9 & 4 &  71.1 &  65 & 4.22 & 1.835 & 19.90 & 1 & 1 & 4 & 1\\\\\n","\tToyota Corona & 21.5 & 4 & 120.1 &  97 & 3.70 & 2.465 & 20.01 & 1 & 0 & 3 & 1\\\\\n","\tDodge Challenger & 15.5 & 8 & 318.0 & 150 & 2.76 & 3.520 & 16.87 & 0 & 0 & 3 & 2\\\\\n","\tAMC Javelin & 15.2 & 8 & 304.0 & 150 & 3.15 & 3.435 & 17.30 & 0 & 0 & 3 & 2\\\\\n","\tCamaro Z28 & 13.3 & 8 & 350.0 & 245 & 3.73 & 3.840 & 15.41 & 0 & 0 & 3 & 4\\\\\n","\tPontiac Firebird & 19.2 & 8 & 400.0 & 175 & 3.08 & 3.845 & 17.05 & 0 & 0 & 3 & 2\\\\\n","\tFiat X1-9 & 27.3 & 4 &  79.0 &  66 & 4.08 & 1.935 & 18.90 & 1 & 1 & 4 & 1\\\\\n","\tPorsche 914-2 & 26.0 & 4 & 120.3 &  91 & 4.43 & 2.140 & 16.70 & 0 & 1 & 5 & 2\\\\\n","\tLotus Europa & 30.4 & 4 &  95.1 & 113 & 3.77 & 1.513 & 16.90 & 1 & 1 & 5 & 2\\\\\n","\tFord Pantera L & 15.8 & 8 & 351.0 & 264 & 4.22 & 3.170 & 14.50 & 0 & 1 & 5 & 4\\\\\n","\tFerrari Dino & 19.7 & 6 & 145.0 & 175 & 3.62 & 2.770 & 15.50 & 0 & 1 & 5 & 6\\\\\n","\tMaserati Bora & 15.0 & 8 & 301.0 & 335 & 3.54 & 3.570 & 14.60 & 0 & 1 & 5 & 8\\\\\n","\tVolvo 142E & 21.4 & 4 & 121.0 & 109 & 4.11 & 2.780 & 18.60 & 1 & 1 & 4 & 2\\\\\n","\\end{tabular}\n"],"text/markdown":["\n","A data.frame: 32 × 11\n","\n","| <!--/--> | mpg &lt;dbl&gt; | cyl &lt;dbl&gt; | disp &lt;dbl&gt; | hp &lt;dbl&gt; | drat &lt;dbl&gt; | wt &lt;dbl&gt; | qsec &lt;dbl&gt; | vs &lt;dbl&gt; | am &lt;dbl&gt; | gear &lt;dbl&gt; | carb &lt;dbl&gt; |\n","|---|---|---|---|---|---|---|---|---|---|---|---|\n","| Mazda RX4 | 21.0 | 6 | 160.0 | 110 | 3.90 | 2.620 | 16.46 | 0 | 1 | 4 | 4 |\n","| Mazda RX4 Wag | 21.0 | 6 | 160.0 | 110 | 3.90 | 2.875 | 17.02 | 0 | 1 | 4 | 4 |\n","| Datsun 710 | 22.8 | 4 | 108.0 |  93 | 3.85 | 2.320 | 18.61 | 1 | 1 | 4 | 1 |\n","| Hornet 4 Drive | 21.4 | 6 | 258.0 | 110 | 3.08 | 3.215 | 19.44 | 1 | 0 | 3 | 1 |\n","| Hornet Sportabout | 18.7 | 8 | 360.0 | 175 | 3.15 | 3.440 | 17.02 | 0 | 0 | 3 | 2 |\n","| Valiant | 18.1 | 6 | 225.0 | 105 | 2.76 | 3.460 | 20.22 | 1 | 0 | 3 | 1 |\n","| Duster 360 | 14.3 | 8 | 360.0 | 245 | 3.21 | 3.570 | 15.84 | 0 | 0 | 3 | 4 |\n","| Merc 240D | 24.4 | 4 | 146.7 |  62 | 3.69 | 3.190 | 20.00 | 1 | 0 | 4 | 2 |\n","| Merc 230 | 22.8 | 4 | 140.8 |  95 | 3.92 | 3.150 | 22.90 | 1 | 0 | 4 | 2 |\n","| Merc 280 | 19.2 | 6 | 167.6 | 123 | 3.92 | 3.440 | 18.30 | 1 | 0 | 4 | 4 |\n","| Merc 280C | 17.8 | 6 | 167.6 | 123 | 3.92 | 3.440 | 18.90 | 1 | 0 | 4 | 4 |\n","| Merc 450SE | 16.4 | 8 | 275.8 | 180 | 3.07 | 4.070 | 17.40 | 0 | 0 | 3 | 3 |\n","| Merc 450SL | 17.3 | 8 | 275.8 | 180 | 3.07 | 3.730 | 17.60 | 0 | 0 | 3 | 3 |\n","| Merc 450SLC | 15.2 | 8 | 275.8 | 180 | 3.07 | 3.780 | 18.00 | 0 | 0 | 3 | 3 |\n","| Cadillac Fleetwood | 10.4 | 8 | 472.0 | 205 | 2.93 | 5.250 | 17.98 | 0 | 0 | 3 | 4 |\n","| Lincoln Continental | 10.4 | 8 | 460.0 | 215 | 3.00 | 5.424 | 17.82 | 0 | 0 | 3 | 4 |\n","| Chrysler Imperial | 14.7 | 8 | 440.0 | 230 | 3.23 | 5.345 | 17.42 | 0 | 0 | 3 | 4 |\n","| Fiat 128 | 32.4 | 4 |  78.7 |  66 | 4.08 | 2.200 | 19.47 | 1 | 1 | 4 | 1 |\n","| Honda Civic | 30.4 | 4 |  75.7 |  52 | 4.93 | 1.615 | 18.52 | 1 | 1 | 4 | 2 |\n","| Toyota Corolla | 33.9 | 4 |  71.1 |  65 | 4.22 | 1.835 | 19.90 | 1 | 1 | 4 | 1 |\n","| Toyota Corona | 21.5 | 4 | 120.1 |  97 | 3.70 | 2.465 | 20.01 | 1 | 0 | 3 | 1 |\n","| Dodge Challenger | 15.5 | 8 | 318.0 | 150 | 2.76 | 3.520 | 16.87 | 0 | 0 | 3 | 2 |\n","| AMC Javelin | 15.2 | 8 | 304.0 | 150 | 3.15 | 3.435 | 17.30 | 0 | 0 | 3 | 2 |\n","| Camaro Z28 | 13.3 | 8 | 350.0 | 245 | 3.73 | 3.840 | 15.41 | 0 | 0 | 3 | 4 |\n","| Pontiac Firebird | 19.2 | 8 | 400.0 | 175 | 3.08 | 3.845 | 17.05 | 0 | 0 | 3 | 2 |\n","| Fiat X1-9 | 27.3 | 4 |  79.0 |  66 | 4.08 | 1.935 | 18.90 | 1 | 1 | 4 | 1 |\n","| Porsche 914-2 | 26.0 | 4 | 120.3 |  91 | 4.43 | 2.140 | 16.70 | 0 | 1 | 5 | 2 |\n","| Lotus Europa | 30.4 | 4 |  95.1 | 113 | 3.77 | 1.513 | 16.90 | 1 | 1 | 5 | 2 |\n","| Ford Pantera L | 15.8 | 8 | 351.0 | 264 | 4.22 | 3.170 | 14.50 | 0 | 1 | 5 | 4 |\n","| Ferrari Dino | 19.7 | 6 | 145.0 | 175 | 3.62 | 2.770 | 15.50 | 0 | 1 | 5 | 6 |\n","| Maserati Bora | 15.0 | 8 | 301.0 | 335 | 3.54 | 3.570 | 14.60 | 0 | 1 | 5 | 8 |\n","| Volvo 142E | 21.4 | 4 | 121.0 | 109 | 4.11 | 2.780 | 18.60 | 1 | 1 | 4 | 2 |\n","\n"],"text/plain":["                    mpg  cyl disp  hp  drat wt    qsec  vs am gear carb\n","Mazda RX4           21.0 6   160.0 110 3.90 2.620 16.46 0  1  4    4   \n","Mazda RX4 Wag       21.0 6   160.0 110 3.90 2.875 17.02 0  1  4    4   \n","Datsun 710          22.8 4   108.0  93 3.85 2.320 18.61 1  1  4    1   \n","Hornet 4 Drive      21.4 6   258.0 110 3.08 3.215 19.44 1  0  3    1   \n","Hornet Sportabout   18.7 8   360.0 175 3.15 3.440 17.02 0  0  3    2   \n","Valiant             18.1 6   225.0 105 2.76 3.460 20.22 1  0  3    1   \n","Duster 360          14.3 8   360.0 245 3.21 3.570 15.84 0  0  3    4   \n","Merc 240D           24.4 4   146.7  62 3.69 3.190 20.00 1  0  4    2   \n","Merc 230            22.8 4   140.8  95 3.92 3.150 22.90 1  0  4    2   \n","Merc 280            19.2 6   167.6 123 3.92 3.440 18.30 1  0  4    4   \n","Merc 280C           17.8 6   167.6 123 3.92 3.440 18.90 1  0  4    4   \n","Merc 450SE          16.4 8   275.8 180 3.07 4.070 17.40 0  0  3    3   \n","Merc 450SL          17.3 8   275.8 180 3.07 3.730 17.60 0  0  3    3   \n","Merc 450SLC         15.2 8   275.8 180 3.07 3.780 18.00 0  0  3    3   \n","Cadillac Fleetwood  10.4 8   472.0 205 2.93 5.250 17.98 0  0  3    4   \n","Lincoln Continental 10.4 8   460.0 215 3.00 5.424 17.82 0  0  3    4   \n","Chrysler Imperial   14.7 8   440.0 230 3.23 5.345 17.42 0  0  3    4   \n","Fiat 128            32.4 4    78.7  66 4.08 2.200 19.47 1  1  4    1   \n","Honda Civic         30.4 4    75.7  52 4.93 1.615 18.52 1  1  4    2   \n","Toyota Corolla      33.9 4    71.1  65 4.22 1.835 19.90 1  1  4    1   \n","Toyota Corona       21.5 4   120.1  97 3.70 2.465 20.01 1  0  3    1   \n","Dodge Challenger    15.5 8   318.0 150 2.76 3.520 16.87 0  0  3    2   \n","AMC Javelin         15.2 8   304.0 150 3.15 3.435 17.30 0  0  3    2   \n","Camaro Z28          13.3 8   350.0 245 3.73 3.840 15.41 0  0  3    4   \n","Pontiac Firebird    19.2 8   400.0 175 3.08 3.845 17.05 0  0  3    2   \n","Fiat X1-9           27.3 4    79.0  66 4.08 1.935 18.90 1  1  4    1   \n","Porsche 914-2       26.0 4   120.3  91 4.43 2.140 16.70 0  1  5    2   \n","Lotus Europa        30.4 4    95.1 113 3.77 1.513 16.90 1  1  5    2   \n","Ford Pantera L      15.8 8   351.0 264 4.22 3.170 14.50 0  1  5    4   \n","Ferrari Dino        19.7 6   145.0 175 3.62 2.770 15.50 0  1  5    6   \n","Maserati Bora       15.0 8   301.0 335 3.54 3.570 14.60 0  1  5    8   \n","Volvo 142E          21.4 4   121.0 109 4.11 2.780 18.60 1  1  4    2   "]},"metadata":{},"output_type":"display_data"}],"source":["#load data\n","data <- mtcars\n","data\n"]},{"cell_type":"markdown","metadata":{"id":"LOPXdNMShdo9"},"source":["## 1.\tConstruct the multiple linear regression of mpg on hp, wt and hp:wt.  "]},{"cell_type":"code","execution_count":521,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":161,"status":"ok","timestamp":1705786067334,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"oIfFcA1khc6q","outputId":"cdad76d5-fae3-426d-aa2b-5f53015f4e6d","vscode":{"languageId":"r"}},"outputs":[{"data":{"text/plain":["\n","Call:\n","lm(formula = mpg ~ hp + wt + hp:wt, data = mtcars)\n","\n","Residuals:\n","    Min      1Q  Median      3Q     Max \n","-3.0632 -1.6491 -0.7362  1.4211  4.5513 \n","\n","Coefficients:\n","            Estimate Std. Error t value Pr(>|t|)    \n","(Intercept) 49.80842    3.60516  13.816 5.01e-14 ***\n","hp          -0.12010    0.02470  -4.863 4.04e-05 ***\n","wt          -8.21662    1.26971  -6.471 5.20e-07 ***\n","hp:wt        0.02785    0.00742   3.753 0.000811 ***\n","---\n","Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1\n","\n","Residual standard error: 2.153 on 28 degrees of freedom\n","Multiple R-squared:  0.8848,\tAdjusted R-squared:  0.8724 \n","F-statistic: 71.66 on 3 and 28 DF,  p-value: 2.981e-13\n"]},"metadata":{},"output_type":"display_data"}],"source":["model <- lm(mpg ~ hp + wt + hp:wt, data = mtcars)\n","summary(model)"]},{"cell_type":"markdown","metadata":{"id":"3Ab2hWQBiaif"},"source":["## \t2. Give the estimated values of the unknown coefficients β0, β1, β2, and β3."]},{"cell_type":"code","execution_count":522,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":159,"status":"ok","timestamp":1705786067335,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"xO1sY5RmiiP-","outputId":"c9ca6b46-bba2-4215-d5ad-a11e22a4cfa5","vscode":{"languageId":"r"}},"outputs":[{"name":"stdout","output_type":"stream","text":["(Intercept)          hp          wt       hp:wt \n","49.80842343 -0.12010209 -8.21662430  0.02784815 \n"]}],"source":["print(model$coefficients)"]},{"cell_type":"markdown","metadata":{"id":"Xtuli_dNi1Fc"},"source":["## 3. Construct 95% confidence intervals for the parameters β1, β2, and β3. Conclude."]},{"cell_type":"code","execution_count":523,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":159,"status":"ok","timestamp":1705786067338,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"XEI_tZbMjOnK","outputId":"80eec412-64d6-46bf-949e-8f388dc54c07","vscode":{"languageId":"r"}},"outputs":[{"data":{"text/html":["<table class=\"dataframe\">\n","<caption>A matrix: 4 × 2 of type dbl</caption>\n","<thead>\n","\t<tr><th></th><th scope=col>2.5 %</th><th scope=col>97.5 %</th></tr>\n","</thead>\n","<tbody>\n","\t<tr><th scope=row>(Intercept)</th><td> 42.42359654</td><td>57.19325031</td></tr>\n","\t<tr><th scope=row>hp</th><td> -0.17069436</td><td>-0.06950982</td></tr>\n","\t<tr><th scope=row>wt</th><td>-10.81750352</td><td>-5.61574508</td></tr>\n","\t<tr><th scope=row>hp:wt</th><td>  0.01264983</td><td> 0.04304647</td></tr>\n","</tbody>\n","</table>\n"],"text/latex":["A matrix: 4 × 2 of type dbl\n","\\begin{tabular}{r|ll}\n","  & 2.5 \\% & 97.5 \\%\\\\\n","\\hline\n","\t(Intercept) &  42.42359654 & 57.19325031\\\\\n","\thp &  -0.17069436 & -0.06950982\\\\\n","\twt & -10.81750352 & -5.61574508\\\\\n","\thp:wt &   0.01264983 &  0.04304647\\\\\n","\\end{tabular}\n"],"text/markdown":["\n","A matrix: 4 × 2 of type dbl\n","\n","| <!--/--> | 2.5 % | 97.5 % |\n","|---|---|---|\n","| (Intercept) |  42.42359654 | 57.19325031 |\n","| hp |  -0.17069436 | -0.06950982 |\n","| wt | -10.81750352 | -5.61574508 |\n","| hp:wt |   0.01264983 |  0.04304647 |\n","\n"],"text/plain":["            2.5 %        97.5 %     \n","(Intercept)  42.42359654 57.19325031\n","hp           -0.17069436 -0.06950982\n","wt          -10.81750352 -5.61574508\n","hp:wt         0.01264983  0.04304647"]},"metadata":{},"output_type":"display_data"}],"source":["confint(model, level=0.95)"]},{"cell_type":"markdown","metadata":{"id":"YYLTDszRjOnL"},"source":["**Intrpretation:**\n","\n","In general, the confidence interval shows that if we repeat the test for all possible samples, 95% of the times, the true parameter will be within this interval.\n","\n","What we can conclude is that, if an coefficient confident interval includes zero, then we must question the significance of this coefficient.\n","\n","so from the results, all intervals don't include 0 ⇒ hp, wt, and hp:wt seem to be significant"]},{"cell_type":"markdown","metadata":{"id":"vzr14OK5jyUE"},"source":["## 4. Determine the coefficient of determination $R^2$ and interpret the result."]},{"cell_type":"code","execution_count":524,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":159,"status":"ok","timestamp":1705786067340,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"8wXAa8P-k5jd","outputId":"5de902b7-956f-445f-9113-02f5a18f4e9e","vscode":{"languageId":"r"}},"outputs":[{"data":{"text/html":["0.884763711991139"],"text/latex":["0.884763711991139"],"text/markdown":["0.884763711991139"],"text/plain":["[1] 0.8847637"]},"metadata":{},"output_type":"display_data"}],"source":["y <- data$mpg\n","#Find SSR\n","ssr <- sum((model$fitted.values - mean(y))^2)\n","\n","#Find SST\n","sst <- sum((y - mean(y))^2)\n","\n","#Find the coefficinet of Determination\n","r_squared <- ssr / sst\n","r_squared"]},{"cell_type":"markdown","metadata":{"id":"iKOjRUvFk5jf"},"source":["**Interpretation:** $R^2$ = 0.88\n","\n","Coefficient of Determination is a ratio of SSR/SST, so it measures how much of the variation is our model able to capture and predict. so this model explains about 88.47% of the data"]},{"cell_type":"markdown","metadata":{"id":"cQR37O1ZnZkt"},"source":["## 5. Calculate the residuals and verify the property that the residuals are normally distributed\n","\n","H0: Residuals are normally distributed\n","\n","H1: Residuals are not normally distributed"]},{"cell_type":"code","execution_count":525,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":157,"status":"ok","timestamp":1705786067341,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"9jS0-pyBnZkv","outputId":"1f062329-7496-4235-92f7-2bfe5f7bfd82","vscode":{"languageId":"r"}},"outputs":[{"data":{"text/plain":["\n","\tShapiro-Wilk normality test\n","\n","data:  residuals\n","W = 0.95447, p-value = 0.1928\n"]},"metadata":{},"output_type":"display_data"}],"source":["residuals <- model$residuals\n","\n","#check if residuals are normally distributed\n","shapiro.test(residuals)"]},{"cell_type":"markdown","metadata":{"id":"AV5roz8ynZkx"},"source":["**Interpretation:** W = 0.96647 (close to 1) and p = 0.863 > 0.05 then we fail to reject H0. This suggests that the residuals are normally distributed"]},{"cell_type":"markdown","metadata":{"id":"aNEE3H9dn0Kq"},"source":["## 6.\tGraph the model residuals."]},{"cell_type":"code","execution_count":526,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":151,"status":"ok","timestamp":1705786067342,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"-b7NNRU0n0Ks","outputId":"c5f294de-0ffc-47cc-bd6e-d3a72799988d","vscode":{"languageId":"r"}},"outputs":[{"data":{"image/png":"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","text/plain":["plot without title"]},"metadata":{"image/png":{"height":420,"width":420}},"output_type":"display_data"}],"source":["plot(model$fitted.values , model$residuals )"]},{"cell_type":"markdown","metadata":{"id":"0IzDrVMXoiBm"},"source":["## 7.\tWhich automobile corresponds to the largest and smallest residue?"]},{"cell_type":"code","execution_count":527,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":148,"status":"ok","timestamp":1705786067343,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"HyFFWLEDoyrH","outputId":"c2cf7955-0329-47f9-d271-5a3ddf2e40c6","vscode":{"languageId":"r"}},"outputs":[{"data":{"text/html":["<table class=\"dataframe\">\n","<caption>A data.frame: 1 × 0</caption>\n","<tbody>\n","\t<tr><th scope=row>Fiat 128</th></tr>\n","</tbody>\n","</table>\n"],"text/latex":["A data.frame: 1 × 0\n","\\begin{tabular}{r|}\n","\tFiat 128\\\\\n","\\end{tabular}\n"],"text/markdown":["\n","A data.frame: 1 × 0\n","\n","| Fiat 128 |\n","\n"],"text/plain":["        \n","Fiat 128"]},"metadata":{},"output_type":"display_data"}],"source":["# which() function in R returns the position or the index of the value which satisfies the given condition\n","largest_residual_index <- which.max(residuals)\n","# then select row from the data with index needed, then select country name\n","mtcars[largest_residual_index,][0]"]},{"cell_type":"code","execution_count":528,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":146,"status":"ok","timestamp":1705786067343,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"JHXFYSP2pJqA","outputId":"548ed2b7-0558-4db0-efd4-20c2128a8bfb","vscode":{"languageId":"r"}},"outputs":[{"data":{"text/html":["<table class=\"dataframe\">\n","<caption>A data.frame: 1 × 0</caption>\n","<tbody>\n","\t<tr><th scope=row>Toyota Corona</th></tr>\n","</tbody>\n","</table>\n"],"text/latex":["A data.frame: 1 × 0\n","\\begin{tabular}{r|}\n","\tToyota Corona\\\\\n","\\end{tabular}\n"],"text/markdown":["\n","A data.frame: 1 × 0\n","\n","| Toyota Corona |\n","\n"],"text/plain":["             \n","Toyota Corona"]},"metadata":{},"output_type":"display_data"}],"source":["smallest_residual_index <- which.min(residuals)\n","mtcars[smallest_residual_index,][0]"]},{"cell_type":"markdown","metadata":{"id":"mWOO5LcBp7Su"},"source":["##8. The multiple regression model can be written in matrix form as follows:  \n","    𝑌 = 𝛽𝑋 + 𝜀\n","\n","Give the matrix X"]},{"cell_type":"code","execution_count":529,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":144,"status":"ok","timestamp":1705786067344,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"JECukKt1p7Sv","outputId":"a2d1d55a-a57f-40c9-ca92-ff5315ee9522","vscode":{"languageId":"r"}},"outputs":[{"data":{"text/html":["<table class=\"dataframe\">\n","<caption>A matrix: 32 × 4 of type dbl</caption>\n","<thead>\n","\t<tr><th></th><th scope=col>(Intercept)</th><th scope=col>hp</th><th scope=col>wt</th><th scope=col>hp:wt</th></tr>\n","</thead>\n","<tbody>\n","\t<tr><th scope=row>Mazda RX4</th><td>1</td><td>110</td><td>2.620</td><td> 288.200</td></tr>\n","\t<tr><th scope=row>Mazda RX4 Wag</th><td>1</td><td>110</td><td>2.875</td><td> 316.250</td></tr>\n","\t<tr><th scope=row>Datsun 710</th><td>1</td><td> 93</td><td>2.320</td><td> 215.760</td></tr>\n","\t<tr><th scope=row>Hornet 4 Drive</th><td>1</td><td>110</td><td>3.215</td><td> 353.650</td></tr>\n","\t<tr><th scope=row>Hornet Sportabout</th><td>1</td><td>175</td><td>3.440</td><td> 602.000</td></tr>\n","\t<tr><th scope=row>Valiant</th><td>1</td><td>105</td><td>3.460</td><td> 363.300</td></tr>\n","\t<tr><th scope=row>Duster 360</th><td>1</td><td>245</td><td>3.570</td><td> 874.650</td></tr>\n","\t<tr><th scope=row>Merc 240D</th><td>1</td><td> 62</td><td>3.190</td><td> 197.780</td></tr>\n","\t<tr><th scope=row>Merc 230</th><td>1</td><td> 95</td><td>3.150</td><td> 299.250</td></tr>\n","\t<tr><th scope=row>Merc 280</th><td>1</td><td>123</td><td>3.440</td><td> 423.120</td></tr>\n","\t<tr><th scope=row>Merc 280C</th><td>1</td><td>123</td><td>3.440</td><td> 423.120</td></tr>\n","\t<tr><th scope=row>Merc 450SE</th><td>1</td><td>180</td><td>4.070</td><td> 732.600</td></tr>\n","\t<tr><th scope=row>Merc 450SL</th><td>1</td><td>180</td><td>3.730</td><td> 671.400</td></tr>\n","\t<tr><th scope=row>Merc 450SLC</th><td>1</td><td>180</td><td>3.780</td><td> 680.400</td></tr>\n","\t<tr><th scope=row>Cadillac Fleetwood</th><td>1</td><td>205</td><td>5.250</td><td>1076.250</td></tr>\n","\t<tr><th scope=row>Lincoln Continental</th><td>1</td><td>215</td><td>5.424</td><td>1166.160</td></tr>\n","\t<tr><th scope=row>Chrysler Imperial</th><td>1</td><td>230</td><td>5.345</td><td>1229.350</td></tr>\n","\t<tr><th scope=row>Fiat 128</th><td>1</td><td> 66</td><td>2.200</td><td> 145.200</td></tr>\n","\t<tr><th scope=row>Honda Civic</th><td>1</td><td> 52</td><td>1.615</td><td>  83.980</td></tr>\n","\t<tr><th scope=row>Toyota Corolla</th><td>1</td><td> 65</td><td>1.835</td><td> 119.275</td></tr>\n","\t<tr><th scope=row>Toyota Corona</th><td>1</td><td> 97</td><td>2.465</td><td> 239.105</td></tr>\n","\t<tr><th scope=row>Dodge Challenger</th><td>1</td><td>150</td><td>3.520</td><td> 528.000</td></tr>\n","\t<tr><th scope=row>AMC Javelin</th><td>1</td><td>150</td><td>3.435</td><td> 515.250</td></tr>\n","\t<tr><th scope=row>Camaro Z28</th><td>1</td><td>245</td><td>3.840</td><td> 940.800</td></tr>\n","\t<tr><th scope=row>Pontiac Firebird</th><td>1</td><td>175</td><td>3.845</td><td> 672.875</td></tr>\n","\t<tr><th scope=row>Fiat X1-9</th><td>1</td><td> 66</td><td>1.935</td><td> 127.710</td></tr>\n","\t<tr><th scope=row>Porsche 914-2</th><td>1</td><td> 91</td><td>2.140</td><td> 194.740</td></tr>\n","\t<tr><th scope=row>Lotus Europa</th><td>1</td><td>113</td><td>1.513</td><td> 170.969</td></tr>\n","\t<tr><th scope=row>Ford Pantera L</th><td>1</td><td>264</td><td>3.170</td><td> 836.880</td></tr>\n","\t<tr><th scope=row>Ferrari Dino</th><td>1</td><td>175</td><td>2.770</td><td> 484.750</td></tr>\n","\t<tr><th scope=row>Maserati Bora</th><td>1</td><td>335</td><td>3.570</td><td>1195.950</td></tr>\n","\t<tr><th scope=row>Volvo 142E</th><td>1</td><td>109</td><td>2.780</td><td> 303.020</td></tr>\n","</tbody>\n","</table>\n"],"text/latex":["A matrix: 32 × 4 of type dbl\n","\\begin{tabular}{r|llll}\n","  & (Intercept) & hp & wt & hp:wt\\\\\n","\\hline\n","\tMazda RX4 & 1 & 110 & 2.620 &  288.200\\\\\n","\tMazda RX4 Wag & 1 & 110 & 2.875 &  316.250\\\\\n","\tDatsun 710 & 1 &  93 & 2.320 &  215.760\\\\\n","\tHornet 4 Drive & 1 & 110 & 3.215 &  353.650\\\\\n","\tHornet Sportabout & 1 & 175 & 3.440 &  602.000\\\\\n","\tValiant & 1 & 105 & 3.460 &  363.300\\\\\n","\tDuster 360 & 1 & 245 & 3.570 &  874.650\\\\\n","\tMerc 240D & 1 &  62 & 3.190 &  197.780\\\\\n","\tMerc 230 & 1 &  95 & 3.150 &  299.250\\\\\n","\tMerc 280 & 1 & 123 & 3.440 &  423.120\\\\\n","\tMerc 280C & 1 & 123 & 3.440 &  423.120\\\\\n","\tMerc 450SE & 1 & 180 & 4.070 &  732.600\\\\\n","\tMerc 450SL & 1 & 180 & 3.730 &  671.400\\\\\n","\tMerc 450SLC & 1 & 180 & 3.780 &  680.400\\\\\n","\tCadillac Fleetwood & 1 & 205 & 5.250 & 1076.250\\\\\n","\tLincoln Continental & 1 & 215 & 5.424 & 1166.160\\\\\n","\tChrysler Imperial & 1 & 230 & 5.345 & 1229.350\\\\\n","\tFiat 128 & 1 &  66 & 2.200 &  145.200\\\\\n","\tHonda Civic & 1 &  52 & 1.615 &   83.980\\\\\n","\tToyota Corolla & 1 &  65 & 1.835 &  119.275\\\\\n","\tToyota Corona & 1 &  97 & 2.465 &  239.105\\\\\n","\tDodge Challenger & 1 & 150 & 3.520 &  528.000\\\\\n","\tAMC Javelin & 1 & 150 & 3.435 &  515.250\\\\\n","\tCamaro Z28 & 1 & 245 & 3.840 &  940.800\\\\\n","\tPontiac Firebird & 1 & 175 & 3.845 &  672.875\\\\\n","\tFiat X1-9 & 1 &  66 & 1.935 &  127.710\\\\\n","\tPorsche 914-2 & 1 &  91 & 2.140 &  194.740\\\\\n","\tLotus Europa & 1 & 113 & 1.513 &  170.969\\\\\n","\tFord Pantera L & 1 & 264 & 3.170 &  836.880\\\\\n","\tFerrari Dino & 1 & 175 & 2.770 &  484.750\\\\\n","\tMaserati Bora & 1 & 335 & 3.570 & 1195.950\\\\\n","\tVolvo 142E & 1 & 109 & 2.780 &  303.020\\\\\n","\\end{tabular}\n"],"text/markdown":["\n","A matrix: 32 × 4 of type dbl\n","\n","| <!--/--> | (Intercept) | hp | wt | hp:wt |\n","|---|---|---|---|---|\n","| Mazda RX4 | 1 | 110 | 2.620 |  288.200 |\n","| Mazda RX4 Wag | 1 | 110 | 2.875 |  316.250 |\n","| Datsun 710 | 1 |  93 | 2.320 |  215.760 |\n","| Hornet 4 Drive | 1 | 110 | 3.215 |  353.650 |\n","| Hornet Sportabout | 1 | 175 | 3.440 |  602.000 |\n","| Valiant | 1 | 105 | 3.460 |  363.300 |\n","| Duster 360 | 1 | 245 | 3.570 |  874.650 |\n","| Merc 240D | 1 |  62 | 3.190 |  197.780 |\n","| Merc 230 | 1 |  95 | 3.150 |  299.250 |\n","| Merc 280 | 1 | 123 | 3.440 |  423.120 |\n","| Merc 280C | 1 | 123 | 3.440 |  423.120 |\n","| Merc 450SE | 1 | 180 | 4.070 |  732.600 |\n","| Merc 450SL | 1 | 180 | 3.730 |  671.400 |\n","| Merc 450SLC | 1 | 180 | 3.780 |  680.400 |\n","| Cadillac Fleetwood | 1 | 205 | 5.250 | 1076.250 |\n","| Lincoln Continental | 1 | 215 | 5.424 | 1166.160 |\n","| Chrysler Imperial | 1 | 230 | 5.345 | 1229.350 |\n","| Fiat 128 | 1 |  66 | 2.200 |  145.200 |\n","| Honda Civic | 1 |  52 | 1.615 |   83.980 |\n","| Toyota Corolla | 1 |  65 | 1.835 |  119.275 |\n","| Toyota Corona | 1 |  97 | 2.465 |  239.105 |\n","| Dodge Challenger | 1 | 150 | 3.520 |  528.000 |\n","| AMC Javelin | 1 | 150 | 3.435 |  515.250 |\n","| Camaro Z28 | 1 | 245 | 3.840 |  940.800 |\n","| Pontiac Firebird | 1 | 175 | 3.845 |  672.875 |\n","| Fiat X1-9 | 1 |  66 | 1.935 |  127.710 |\n","| Porsche 914-2 | 1 |  91 | 2.140 |  194.740 |\n","| Lotus Europa | 1 | 113 | 1.513 |  170.969 |\n","| Ford Pantera L | 1 | 264 | 3.170 |  836.880 |\n","| Ferrari Dino | 1 | 175 | 2.770 |  484.750 |\n","| Maserati Bora | 1 | 335 | 3.570 | 1195.950 |\n","| Volvo 142E | 1 | 109 | 2.780 |  303.020 |\n","\n"],"text/plain":["                    (Intercept) hp  wt    hp:wt   \n","Mazda RX4           1           110 2.620  288.200\n","Mazda RX4 Wag       1           110 2.875  316.250\n","Datsun 710          1            93 2.320  215.760\n","Hornet 4 Drive      1           110 3.215  353.650\n","Hornet Sportabout   1           175 3.440  602.000\n","Valiant             1           105 3.460  363.300\n","Duster 360          1           245 3.570  874.650\n","Merc 240D           1            62 3.190  197.780\n","Merc 230            1            95 3.150  299.250\n","Merc 280            1           123 3.440  423.120\n","Merc 280C           1           123 3.440  423.120\n","Merc 450SE          1           180 4.070  732.600\n","Merc 450SL          1           180 3.730  671.400\n","Merc 450SLC         1           180 3.780  680.400\n","Cadillac Fleetwood  1           205 5.250 1076.250\n","Lincoln Continental 1           215 5.424 1166.160\n","Chrysler Imperial   1           230 5.345 1229.350\n","Fiat 128            1            66 2.200  145.200\n","Honda Civic         1            52 1.615   83.980\n","Toyota Corolla      1            65 1.835  119.275\n","Toyota Corona       1            97 2.465  239.105\n","Dodge Challenger    1           150 3.520  528.000\n","AMC Javelin         1           150 3.435  515.250\n","Camaro Z28          1           245 3.840  940.800\n","Pontiac Firebird    1           175 3.845  672.875\n","Fiat X1-9           1            66 1.935  127.710\n","Porsche 914-2       1            91 2.140  194.740\n","Lotus Europa        1           113 1.513  170.969\n","Ford Pantera L      1           264 3.170  836.880\n","Ferrari Dino        1           175 2.770  484.750\n","Maserati Bora       1           335 3.570 1195.950\n","Volvo 142E          1           109 2.780  303.020"]},"metadata":{},"output_type":"display_data"}],"source":["model.matrix(model)"]},{"cell_type":"markdown","metadata":{"id":"fbab-xW2qZTd"},"source":["## 9.  Calculate the levers of the observations\n","![image.png](data:image/png;base64,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)"]},{"cell_type":"code","execution_count":530,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":140,"status":"ok","timestamp":1705786067344,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"yHR-kXIBqZT6","outputId":"572b12b8-f379-4d47-991f-dd6fb7e565db","vscode":{"languageId":"r"}},"outputs":[{"name":"stdout","output_type":"stream","text":["          Mazda RX4       Mazda RX4 Wag          Datsun 710      Hornet 4 Drive \n","         0.04775990          0.05034138          0.06166402          0.07086642 \n","  Hornet Sportabout             Valiant          Duster 360           Merc 240D \n","         0.05334437          0.10579647          0.11757770          0.13876164 \n","           Merc 230            Merc 280           Merc 280C          Merc 450SE \n","         0.08005391          0.07804361          0.07804361          0.06126738 \n","         Merc 450SL         Merc 450SLC  Cadillac Fleetwood Lincoln Continental \n","         0.05115081          0.05167457          0.22831447          0.30719007 \n","  Chrysler Imperial            Fiat 128         Honda Civic      Toyota Corolla \n","         0.35427513          0.10382900          0.29174664          0.17361553 \n","      Toyota Corona    Dodge Challenger         AMC Javelin          Camaro Z28 \n","         0.05303956          0.05915247          0.05631654          0.10650100 \n","   Pontiac Firebird           Fiat X1-9       Porsche 914-2        Lotus Europa \n","         0.05485220          0.14826807          0.07789223          0.16335961 \n","     Ford Pantera L        Ferrari Dino       Maserati Bora          Volvo 142E \n","         0.22597465          0.09687610          0.40416837          0.04828258 \n"]}],"source":["leverages <- hatvalues(model)\n","print(leverages)"]},{"cell_type":"markdown","metadata":{"id":"X_wvfNqPrGxK"},"source":["## 10. Graph the levers."]},{"cell_type":"code","execution_count":531,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":138,"status":"ok","timestamp":1705786067345,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"mDBvnuXYrGxM","outputId":"325db4f5-e0f8-4648-b23f-7bde612b0d7d","vscode":{"languageId":"r"}},"outputs":[{"data":{"image/png":"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","text/plain":["plot without title"]},"metadata":{"image/png":{"height":420,"width":420}},"output_type":"display_data"}],"source":["plot(leverages)"]},{"cell_type":"markdown","metadata":{"id":"BfOy7IJCrGxN"},"source":["## 11. Prove that the sum of the levers is equal to p + 1 = 3 + 1 = 4"]},{"cell_type":"code","execution_count":532,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":136,"status":"ok","timestamp":1705786067346,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"B3_TWhBmre6y","outputId":"f60532d4-6722-4124-ec80-711a608b10c6","vscode":{"languageId":"r"}},"outputs":[{"data":{"text/html":["4"],"text/latex":["4"],"text/markdown":["4"],"text/plain":["[1] 4"]},"metadata":{},"output_type":"display_data"}],"source":["sum(leverages)"]},{"cell_type":"markdown","metadata":{"id":"-uItANifrGxO"},"source":["## 12. Give the number of levers which are greater than 2^(𝑝+1𝑛) Name the countries that correspond to these levers"]},{"cell_type":"code","execution_count":533,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":137,"status":"ok","timestamp":1705786067349,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"2DqgqEwjrGxP","outputId":"3dcfce70-2cad-4f15-8ab7-7d28d72d945d","vscode":{"languageId":"r"}},"outputs":[{"name":"stdout","output_type":"stream","text":["Number of levers greater than the threshold: 0"]},{"data":{"text/html":[],"text/latex":[],"text/markdown":[],"text/plain":["named numeric(0)"]},"metadata":{},"output_type":"display_data"}],"source":["p <- 3\n","n <- length(leverages)\n","threshold <- 2^((p+1)/n)\n","num_greater_threshold <- sum(leverages > threshold)\n","cat(\"Number of levers greater than the threshold:\", num_greater_threshold)\n","#Name the countries that correspond to these levers\n","leverages[which(leverages>threshold)]"]},{"cell_type":"markdown","metadata":{"id":"FtY4NxxGrGxQ"},"source":["## 13. Calculate the internal studentized residuals. How many points are suspected?\n"]},{"cell_type":"code","execution_count":534,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":135,"status":"ok","timestamp":1705786067351,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"kPmGX9tDrGxR","outputId":"84476b1a-d8cb-4fda-eb5a-d57157961fa2","vscode":{"languageId":"r"}},"outputs":[{"data":{"text/html":["2.04840714179524"],"text/latex":["2.04840714179524"],"text/markdown":["2.04840714179524"],"text/plain":["[1] 2.048407"]},"metadata":{},"output_type":"display_data"}],"source":["#Calculate the internal studentized residuals\n","rs <- rstandard(model)\n","\n","#Find t\n","t <- qt(df=n-p-1, p= 0.975)\n","t"]},{"cell_type":"markdown","metadata":{"id":"7EB1hsuIrGxS"},"source":["A point is suspect if  |ri| > t , then:"]},{"cell_type":"code","execution_count":535,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":133,"status":"ok","timestamp":1705786067351,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"VEF3t0FArGxS","outputId":"5c35b086-c848-4246-9ab0-2cc17549f530","vscode":{"languageId":"r"}},"outputs":[{"data":{"text/html":["<strong>Fiat 128:</strong> 2.23331319089436"],"text/latex":["\\textbf{Fiat 128:} 2.23331319089436"],"text/markdown":["**Fiat 128:** 2.23331319089436"],"text/plain":["Fiat 128 \n","2.233313 "]},"metadata":{},"output_type":"display_data"}],"source":["rs[which(rs>t)]"]},{"cell_type":"markdown","metadata":{"id":"sXQ4CdEfrGxT"},"source":["## 14. Calculate the external studentized residuals. How many points are suspected?\n"]},{"cell_type":"code","execution_count":536,"metadata":{"executionInfo":{"elapsed":133,"status":"ok","timestamp":1705786067355,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"y1L-gVPirGxT","vscode":{"languageId":"r"}},"outputs":[],"source":["#Calculate the internal studentized residuals\n","rs2 <- rstudent(model)"]},{"cell_type":"markdown","metadata":{"id":"06m3CAzirGxU"},"source":["A point is suspect if  |r(-i)| > t , then:"]},{"cell_type":"code","execution_count":537,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":133,"status":"ok","timestamp":1705786067356,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"y4ukmEoTrGxU","outputId":"82814261-00c6-47cb-a54c-91881100b267","vscode":{"languageId":"r"}},"outputs":[{"data":{"text/html":["<strong>Fiat 128:</strong> 2.41908642606493"],"text/latex":["\\textbf{Fiat 128:} 2.41908642606493"],"text/markdown":["**Fiat 128:** 2.41908642606493"],"text/plain":["Fiat 128 \n","2.419086 "]},"metadata":{},"output_type":"display_data"}],"source":["rs2[which(rs2>t)]"]},{"cell_type":"markdown","metadata":{"id":"RveIhYpdvIem"},"source":["## 15.\tTest the hypothesis H0: Homoscedasticity of errors (against H1: Heteroscedasticity of errors) with a significance threshold α = 5%."]},{"cell_type":"code","execution_count":538,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":4511,"status":"ok","timestamp":1705786071736,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"YjBzl01vvOyo","outputId":"dc8602ee-efbe-4adb-8188-ddecb3e6e380","vscode":{"languageId":"r"}},"outputs":[{"name":"stderr","output_type":"stream","text":["Installing package into ‘/usr/local/lib/R/site-library’\n","(as ‘lib’ is unspecified)\n","\n"]},{"name":"stdout","output_type":"stream","text":["\n","\tstudentized Breusch-Pagan test\n","\n","data:  model\n","BP = 8.4646, df = 3, p-value = 0.03732\n","\n"]}],"source":["#install lmtest package\n","install.packages(\"lmtest\")\n","\n","# Perform Breusch-Pagan test for homoscedasticity\n","library(lmtest)\n","bp_test <- bptest(model)\n","\n","# Display the test results\n","print(bp_test)"]},{"cell_type":"markdown","metadata":{"id":"OVQKBjrywOB8"},"source":["**Interpretation:** p-value > 0.05 ⇒ fail to reject H0 ⇒ it suggests that there is no significant evidence of heteroscedasticity in the residuals. In other words, the assumption of constant variance of errors across different levels of the independent variables is not violated."]},{"cell_type":"markdown","metadata":{"id":"YyKOsrkew_6w"},"source":["## 16.\tPropose a remedy for the heteroskedasticity problem."]},{"cell_type":"markdown","metadata":{"id":"NHgi7RCExF-9"},"source":["One common remedy for heteroscedasticity is to use weighted least squares (WLS) regression."]},{"cell_type":"markdown","metadata":{"id":"MQLOn1nDLc5d"},"source":["# Exercice 3"]},{"cell_type":"markdown","metadata":{"id":"oaKGHe9uNEwv"},"source":["## 1.\tDraw the corresponding cloud of points and explain why we do not consider a linear adjustment."]},{"cell_type":"code","execution_count":539,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":47,"status":"ok","timestamp":1705786071736,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"78WqWFGfMrlN","outputId":"e869f89a-3a6b-474b-a724-192784c2c970","vscode":{"languageId":"r"}},"outputs":[{"data":{"image/png":"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","text/plain":["Plot with title “Scatter Plot of Y vs X”"]},"metadata":{"image/png":{"height":420,"width":420}},"output_type":"display_data"}],"source":["#data\n","data <- data.frame(x = c(1.11, 1.22, 1.49, 2.01, 2.46, 3, 3.22, 3.67, 4.02),\n","                  y = c(1.73, 1.49, 1.1, 0.7, 0.52, 0.39, 0.31, 0.2, 0.17))\n","\n","#Scatter plot\n","plot(data$x , data$y , main = \"Scatter Plot of Y vs X\", xlab = \"Population Density (plants per m2)\", ylab = \"Productivity (Y)\")"]},{"cell_type":"markdown","metadata":{"id":"sXLxQL8INcvu"},"source":["The data points show a curve pattern, it suggests that a linear relationship may not be appropriate."]},{"cell_type":"markdown","metadata":{"id":"HMuRM2t5NpZ8"},"source":["## 2.\tConstruct the simple linear regression of Y as a function of X."]},{"cell_type":"code","execution_count":540,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":45,"status":"ok","timestamp":1705786071737,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"q12qwoDoN1XY","outputId":"a70422a4-7687-412d-ad6b-49cb94ff2cc8","vscode":{"languageId":"r"}},"outputs":[{"data":{"text/plain":["\n","Call:\n","lm(formula = y ~ x, data = data)\n","\n","Coefficients:\n","(Intercept)            x  \n","     1.9733      -0.5022  \n"]},"metadata":{},"output_type":"display_data"}],"source":["model <- lm(y~x , data = data)\n","model"]},{"cell_type":"markdown","metadata":{"id":"Oy8zlPPkN6nZ"},"source":["## 3.\tGraph the residuals against the estimated values. What do we notice"]},{"cell_type":"code","execution_count":541,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":61,"status":"ok","timestamp":1705786071755,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"_kOZSfqjN8lg","outputId":"509e8cce-49ea-42bb-dfe4-915e915c8251","vscode":{"languageId":"r"}},"outputs":[{"data":{"image/png":"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","text/plain":["plot without title"]},"metadata":{"image/png":{"height":420,"width":420}},"output_type":"display_data"}],"source":["plot(model$fitted.values , model$residuals , xlab = \"Fitted Values\", ylab = \"Residuals\")"]},{"cell_type":"markdown","metadata":{"id":"2fyU7EWxOOQ3"},"source":["The residual plot shows a non-random pattern(curve), wich indicates that the relationship between x and y may be non-linear and a non-linear model will be more appropriate for this data."]},{"cell_type":"markdown","metadata":{"id":"gBUT8L6SOlWK"},"source":["## 4. We would like to estimate productivity as a function of density using a relationship of the form Y=α$X^β$. To do this, we set Z = ln(X) and T = ln(Y)."]},{"cell_type":"code","execution_count":542,"metadata":{"executionInfo":{"elapsed":58,"status":"ok","timestamp":1705786071756,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"Tv3RLZJ9PWMO","vscode":{"languageId":"r"}},"outputs":[],"source":["# Log-transform the variables\n","z <- log(data$x)\n","t <- log(data$y)"]},{"cell_type":"markdown","metadata":{"id":"QgpxMt60PDOV"},"source":["a)\tDraw the cloud of points associated with the series (Z,T). What do we notice?\n","\n","\n","---\n","\n"]},{"cell_type":"code","execution_count":543,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":58,"status":"ok","timestamp":1705786071756,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"Nbn4e674PeNF","outputId":"2f2ffb98-0c37-4444-fc33-d15913bf74b0","vscode":{"languageId":"r"}},"outputs":[{"data":{"image/png":"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","text/plain":["Plot with title “Scatter Plot of ln(Y) vs ln(X)”"]},"metadata":{"image/png":{"height":420,"width":420}},"output_type":"display_data"}],"source":["# Scatter plot of log-transformed variables\n","plot(z, t, main = \"Scatter Plot of ln(Y) vs ln(X)\", xlab = \"ln(X)\", ylab = \"ln(Y)\")"]},{"cell_type":"markdown","metadata":{"id":"hy3fby0APjE5"},"source":["b)\tDetermine the linear correlation coefficient between Z and T. Interpret.\n","\n","\n","---\n","\n"]},{"cell_type":"code","execution_count":544,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":55,"status":"ok","timestamp":1705786071757,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"_XxZgQZePlFO","outputId":"256f4b6e-a6b0-4f67-8dd1-aa9e760bc870","vscode":{"languageId":"r"}},"outputs":[{"data":{"text/html":["-0.991059211317846"],"text/latex":["-0.991059211317846"],"text/markdown":["-0.991059211317846"],"text/plain":["[1] -0.9910592"]},"metadata":{},"output_type":"display_data"}],"source":["#linear correlation coefficient (r)\n","cor(z,t)"]},{"cell_type":"markdown","metadata":{"id":"dVQcckyOPu7F"},"source":["**Interpretation:** we found that the correlation coefficient: r = -0.99 wich indicate a strong negative linear relationship between z and t"]},{"cell_type":"markdown","metadata":{"id":"NS0mOF8aP-Q7"},"source":["c)\tEstimate the coefficients of the fitting line from T to Z. Give the regression equation.\n","\n","\n","---\n","\n"]},{"cell_type":"code","execution_count":545,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":1150,"status":"ok","timestamp":1705786072854,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"VywSlZRpU9yX","outputId":"a415df27-b73d-4642-bbd1-004a056e133c","vscode":{"languageId":"r"}},"outputs":[{"name":"stdout","output_type":"stream","text":["(Intercept)           z \n","  0.7951755  -1.7382361 \n"]}],"source":["# Fit a linear regression model for T as a function of Z\n","linear_model <- lm(t ~ z)\n","\n","# Display the regression equation\n","print(linear_model$coefficients)\n"]},{"cell_type":"markdown","metadata":{"id":"O20T3BWWR2KX"},"source":["d)\tPlot the QQ-plot of the residuals.\n","\n","\n","---\n","\n"]},{"cell_type":"code","execution_count":546,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"executionInfo":{"elapsed":23,"status":"ok","timestamp":1705786072855,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"8jEqiq0hSrmT","outputId":"b1b0102d-1e20-42bf-c38f-dc3ec594488e","vscode":{"languageId":"r"}},"outputs":[{"data":{"image/png":"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","text/plain":["Plot with title “Normal Q-Q Plot”"]},"metadata":{"image/png":{"height":420,"width":420}},"output_type":"display_data"}],"source":["# Create a QQ plot for residuals\n","qqnorm(model2$residuals)\n","qqline(model2$residuals, col = \"red\")"]},{"cell_type":"markdown","metadata":{"id":"2b83Q6pTTLKV"},"source":["e)\tDerive a relationship allowing productivity to be a function of density.\n","\n","\n","---\n","\n"]},{"cell_type":"markdown","metadata":{"id":"C7acD-4eVd5a"},"source":["![image.png](data:image/png;base64,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)"]},{"cell_type":"markdown","metadata":{"id":"aHW_cunngK_A"},"source":["f)\tCan we predict the productivity value for a density of 5m2.\n","\n","\n","---\n","\n"]},{"cell_type":"code","execution_count":547,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":72,"status":"ok","timestamp":1705786072907,"user":{"displayName":"Data Science","userId":"07742026815209387612"},"user_tz":-120},"id":"Zs0qKMsGgPpr","outputId":"1d957562-8b25-40f2-a2b9-f5f0b410a6dc","vscode":{"languageId":"r"}},"outputs":[{"name":"stdout","output_type":"stream","text":["Predicted Productivity for Density of 5 m²: 0.1350099 \n"]}],"source":["# Transform the density value using logarithm\n","z_new <- log(5)\n","\n","# Predict the ln(Productivity) using the linear model\n","t_pred <- predict(linear_model, newdata = data.frame(z = z_new))\n","\n","# Back-transform to get the predicted productivity\n","y_pred <- exp(t_pred)\n","\n","# Display the predicted productivity\n","cat(\"Predicted Productivity for Density of 5 m²:\", y_pred, \"\\n\")"]},{"cell_type":"markdown","metadata":{"id":"90cCYNbuhBOm"},"source":[]}],"metadata":{"colab":{"authorship_tag":"ABX9TyOcbzkGewgXY0U+8ibmvbXr","collapsed_sections":["AmzsIkpnYBlK","VOkrC-0uhSsJ","MQLOn1nDLc5d"],"provenance":[]},"kernelspec":{"display_name":"R","name":"ir"},"language_info":{"name":"R"}},"nbformat":4,"nbformat_minor":0}
