More tidying
authorNeil Smith <neil.git@njae.me.uk>
Thu, 22 Feb 2018 16:31:20 +0000 (16:31 +0000)
committerNeil Smith <neil.git@njae.me.uk>
Thu, 22 Feb 2018 16:31:20 +0000 (16:31 +0000)
section5.1.ipynb
section5.1solutions.ipynb

index 9a234b9f6e3118c3cedaa586bc962d2cc826a609..8d94e17a1742c23841b56f0468aea98dad56554e 100644 (file)
@@ -9,21 +9,23 @@
   },
   {
    "cell_type": "markdown",
-   "metadata": {},
+   "metadata": {
+    "heading_collapsed": true
+   },
    "source": [
     "### Imports and defintions"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": null,
    "metadata": {
+    "hidden": true,
     "init_cell": true
    },
    "outputs": [],
    "source": [
     "library(tidyverse)\n",
-    "# library(cowplot)\n",
     "library(repr)\n",
     "library(ggfortify)\n",
     "\n",
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": null,
    "metadata": {
+    "hidden": true,
     "init_cell": true
    },
    "outputs": [],
    "source": [
+    "# From http://www.cookbook-r.com/Graphs/Multiple_graphs_on_one_page_(ggplot2)/\n",
     "# Multiple plot function\n",
     "#\n",
     "# ggplot objects can be passed in ..., or to plotlist (as a list of ggplot objects)\n",
@@ -88,8 +92,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": null,
    "metadata": {
+    "hidden": true,
     "init_cell": true
    },
    "outputs": [],
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": null,
    "metadata": {
     "scrolled": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<table>\n",
-       "<thead><tr><th scope=col>loss</th><th scope=col>hardness</th><th scope=col>strength</th></tr></thead>\n",
-       "<tbody>\n",
-       "\t<tr><td>372</td><td>45 </td><td>162</td></tr>\n",
-       "\t<tr><td>206</td><td>55 </td><td>233</td></tr>\n",
-       "\t<tr><td>175</td><td>61 </td><td>232</td></tr>\n",
-       "\t<tr><td>154</td><td>66 </td><td>231</td></tr>\n",
-       "\t<tr><td>136</td><td>71 </td><td>231</td></tr>\n",
-       "\t<tr><td>112</td><td>71 </td><td>237</td></tr>\n",
-       "\t<tr><td> 55</td><td>81 </td><td>224</td></tr>\n",
-       "\t<tr><td> 45</td><td>86 </td><td>219</td></tr>\n",
-       "\t<tr><td>221</td><td>53 </td><td>203</td></tr>\n",
-       "\t<tr><td>166</td><td>60 </td><td>189</td></tr>\n",
-       "\t<tr><td>164</td><td>64 </td><td>210</td></tr>\n",
-       "\t<tr><td>113</td><td>68 </td><td>210</td></tr>\n",
-       "\t<tr><td> 82</td><td>79 </td><td>196</td></tr>\n",
-       "\t<tr><td> 32</td><td>81 </td><td>180</td></tr>\n",
-       "\t<tr><td>228</td><td>56 </td><td>200</td></tr>\n",
-       "\t<tr><td>196</td><td>68 </td><td>173</td></tr>\n",
-       "\t<tr><td>128</td><td>75 </td><td>188</td></tr>\n",
-       "\t<tr><td> 97</td><td>83 </td><td>161</td></tr>\n",
-       "\t<tr><td> 64</td><td>88 </td><td>119</td></tr>\n",
-       "\t<tr><td>249</td><td>59 </td><td>161</td></tr>\n",
-       "\t<tr><td>219</td><td>71 </td><td>151</td></tr>\n",
-       "\t<tr><td>186</td><td>80 </td><td>165</td></tr>\n",
-       "\t<tr><td>155</td><td>82 </td><td>151</td></tr>\n",
-       "\t<tr><td>114</td><td>89 </td><td>128</td></tr>\n",
-       "\t<tr><td>341</td><td>51 </td><td>161</td></tr>\n",
-       "\t<tr><td>340</td><td>59 </td><td>146</td></tr>\n",
-       "\t<tr><td>283</td><td>65 </td><td>148</td></tr>\n",
-       "\t<tr><td>267</td><td>74 </td><td>144</td></tr>\n",
-       "\t<tr><td>215</td><td>81 </td><td>134</td></tr>\n",
-       "\t<tr><td>148</td><td>86 </td><td>127</td></tr>\n",
-       "</tbody>\n",
-       "</table>\n"
-      ],
-      "text/latex": [
-       "\\begin{tabular}{r|lll}\n",
-       " loss & hardness & strength\\\\\n",
-       "\\hline\n",
-       "\t 372 & 45  & 162\\\\\n",
-       "\t 206 & 55  & 233\\\\\n",
-       "\t 175 & 61  & 232\\\\\n",
-       "\t 154 & 66  & 231\\\\\n",
-       "\t 136 & 71  & 231\\\\\n",
-       "\t 112 & 71  & 237\\\\\n",
-       "\t  55 & 81  & 224\\\\\n",
-       "\t  45 & 86  & 219\\\\\n",
-       "\t 221 & 53  & 203\\\\\n",
-       "\t 166 & 60  & 189\\\\\n",
-       "\t 164 & 64  & 210\\\\\n",
-       "\t 113 & 68  & 210\\\\\n",
-       "\t  82 & 79  & 196\\\\\n",
-       "\t  32 & 81  & 180\\\\\n",
-       "\t 228 & 56  & 200\\\\\n",
-       "\t 196 & 68  & 173\\\\\n",
-       "\t 128 & 75  & 188\\\\\n",
-       "\t  97 & 83  & 161\\\\\n",
-       "\t  64 & 88  & 119\\\\\n",
-       "\t 249 & 59  & 161\\\\\n",
-       "\t 219 & 71  & 151\\\\\n",
-       "\t 186 & 80  & 165\\\\\n",
-       "\t 155 & 82  & 151\\\\\n",
-       "\t 114 & 89  & 128\\\\\n",
-       "\t 341 & 51  & 161\\\\\n",
-       "\t 340 & 59  & 146\\\\\n",
-       "\t 283 & 65  & 148\\\\\n",
-       "\t 267 & 74  & 144\\\\\n",
-       "\t 215 & 81  & 134\\\\\n",
-       "\t 148 & 86  & 127\\\\\n",
-       "\\end{tabular}\n"
-      ],
-      "text/markdown": [
-       "\n",
-       "loss | hardness | strength | \n",
-       "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
-       "| 372 | 45  | 162 | \n",
-       "| 206 | 55  | 233 | \n",
-       "| 175 | 61  | 232 | \n",
-       "| 154 | 66  | 231 | \n",
-       "| 136 | 71  | 231 | \n",
-       "| 112 | 71  | 237 | \n",
-       "|  55 | 81  | 224 | \n",
-       "|  45 | 86  | 219 | \n",
-       "| 221 | 53  | 203 | \n",
-       "| 166 | 60  | 189 | \n",
-       "| 164 | 64  | 210 | \n",
-       "| 113 | 68  | 210 | \n",
-       "|  82 | 79  | 196 | \n",
-       "|  32 | 81  | 180 | \n",
-       "| 228 | 56  | 200 | \n",
-       "| 196 | 68  | 173 | \n",
-       "| 128 | 75  | 188 | \n",
-       "|  97 | 83  | 161 | \n",
-       "|  64 | 88  | 119 | \n",
-       "| 249 | 59  | 161 | \n",
-       "| 219 | 71  | 151 | \n",
-       "| 186 | 80  | 165 | \n",
-       "| 155 | 82  | 151 | \n",
-       "| 114 | 89  | 128 | \n",
-       "| 341 | 51  | 161 | \n",
-       "| 340 | 59  | 146 | \n",
-       "| 283 | 65  | 148 | \n",
-       "| 267 | 74  | 144 | \n",
-       "| 215 | 81  | 134 | \n",
-       "| 148 | 86  | 127 | \n",
-       "\n",
-       "\n"
-      ],
-      "text/plain": [
-       "   loss hardness strength\n",
-       "1  372  45       162     \n",
-       "2  206  55       233     \n",
-       "3  175  61       232     \n",
-       "4  154  66       231     \n",
-       "5  136  71       231     \n",
-       "6  112  71       237     \n",
-       "7   55  81       224     \n",
-       "8   45  86       219     \n",
-       "9  221  53       203     \n",
-       "10 166  60       189     \n",
-       "11 164  64       210     \n",
-       "12 113  68       210     \n",
-       "13  82  79       196     \n",
-       "14  32  81       180     \n",
-       "15 228  56       200     \n",
-       "16 196  68       173     \n",
-       "17 128  75       188     \n",
-       "18  97  83       161     \n",
-       "19  64  88       119     \n",
-       "20 249  59       161     \n",
-       "21 219  71       151     \n",
-       "22 186  80       165     \n",
-       "23 155  82       151     \n",
-       "24 114  89       128     \n",
-       "25 341  51       161     \n",
-       "26 340  59       146     \n",
-       "27 283  65       148     \n",
-       "28 267  74       144     \n",
-       "29 215  81       134     \n",
-       "30 148  86       127     "
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "rubber <- read.csv('rubber.csv')\n",
     "rubber"
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": null,
    "metadata": {
     "scrolled": false
    },
-   "outputs": [
-    {
-     "data": {
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EtkQhtBCP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\nGvgKCA18BYQGvuL/Ad6D8+SrqQ5UAAAAAElFTkSuQmCC",
-      "text/plain": [
-       "plot without title"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "hardloss <- ggplot(rubber, aes(x=hardness, y=loss)) + geom_point()\n",
     "strloss <-  ggplot(rubber, aes(x=strength, y=loss)) + geom_point()\n",
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "\n",
-       "Call:\n",
-       "lm(formula = loss ~ hardness, data = rubber)\n",
-       "\n",
-       "Residuals:\n",
-       "   Min     1Q Median     3Q    Max \n",
-       "-86.15 -46.77 -19.49  54.27 111.49 \n",
-       "\n",
-       "Coefficients:\n",
-       "            Estimate Std. Error t value Pr(>|t|)    \n",
-       "(Intercept) 550.4151    65.7867   8.367 4.22e-09 ***\n",
-       "hardness     -5.3366     0.9229  -5.782 3.29e-06 ***\n",
-       "---\n",
-       "Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1\n",
-       "\n",
-       "Residual standard error: 60.52 on 28 degrees of freedom\n",
-       "Multiple R-squared:  0.5442,\tAdjusted R-squared:  0.5279 \n",
-       "F-statistic: 33.43 on 1 and 28 DF,  p-value: 3.294e-06\n"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/html": [
-       "<table>\n",
-       "<thead><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></thead>\n",
-       "<tbody>\n",
-       "\t<tr><th scope=row>hardness</th><td> 1          </td><td>122455.0    </td><td>122455.037  </td><td>33.43276    </td><td>3.294489e-06</td></tr>\n",
-       "\t<tr><th scope=row>Residuals</th><td>28          </td><td>102556.3    </td><td>  3662.726  </td><td>      NA    </td><td>          NA</td></tr>\n",
-       "</tbody>\n",
-       "</table>\n"
-      ],
-      "text/latex": [
-       "\\begin{tabular}{r|lllll}\n",
-       "  & Df & Sum Sq & Mean Sq & F value & Pr(>F)\\\\\n",
-       "\\hline\n",
-       "\thardness &  1           & 122455.0     & 122455.037   & 33.43276     & 3.294489e-06\\\\\n",
-       "\tResiduals & 28           & 102556.3     &   3662.726   &       NA     &           NA\\\\\n",
-       "\\end{tabular}\n"
-      ],
-      "text/markdown": [
-       "\n",
-       "| <!--/--> | Df | Sum Sq | Mean Sq | F value | Pr(>F) | \n",
-       "|---|---|\n",
-       "| hardness |  1           | 122455.0     | 122455.037   | 33.43276     | 3.294489e-06 | \n",
-       "| Residuals | 28           | 102556.3     |   3662.726   |       NA     |           NA | \n",
-       "\n",
-       "\n"
-      ],
-      "text/plain": [
-       "          Df Sum Sq   Mean Sq    F value  Pr(>F)      \n",
-       "hardness   1 122455.0 122455.037 33.43276 3.294489e-06\n",
-       "Residuals 28 102556.3   3662.726       NA           NA"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fit <- lm(loss ~ hardness, data = rubber)\n",
     "summary(fit)\n",
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {},
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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trYmMJCin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\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UPdr9/NVatKly0L2bUrLDtbXFNz5wLL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\nyiuvmNMGIaSiomLWrFmNjY08luRweDzDgsABAAAOoLa2dv/+/W0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-      "text/plain": [
-       "plot without title"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "ggplot(rubber, aes(x=hardness, y=loss)) + \n",
     "    geom_point() +\n",
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {},
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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GPPHEE0Kh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\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9q9/fwan3zyzt/+5n/0qDwzU/b778xm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\nQmCC",
-      "text/plain": [
-       "plot without title"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "ggplotRegression(fit)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
   },
   {
    "cell_type": "markdown",
-   "metadata": {},
+   "metadata": {
+    "heading_collapsed": true
+   },
    "source": [
     "### Solution"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": null,
    "metadata": {
+    "hidden": true,
     "solution2": "hidden"
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "\n",
-       "Call:\n",
-       "lm(formula = loss ~ strength, data = rubber)\n",
-       "\n",
-       "Residuals:\n",
-       "     Min       1Q   Median       3Q      Max \n",
-       "-155.640  -59.919    2.795   61.221  183.285 \n",
-       "\n",
-       "Coefficients:\n",
-       "            Estimate Std. Error t value Pr(>|t|)    \n",
-       "(Intercept) 305.2248    79.9962   3.815 0.000688 ***\n",
-       "strength     -0.7192     0.4347  -1.654 0.109232    \n",
-       "---\n",
-       "Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1\n",
-       "\n",
-       "Residual standard error: 85.56 on 28 degrees of freedom\n",
-       "Multiple R-squared:  0.08904,\tAdjusted R-squared:  0.0565 \n",
-       "F-statistic: 2.737 on 1 and 28 DF,  p-value: 0.1092\n"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/html": [
-       "<table>\n",
-       "<thead><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></thead>\n",
-       "<tbody>\n",
-       "\t<tr><th scope=row>strength</th><td> 1       </td><td> 20034.77</td><td>20034.772</td><td>2.736769 </td><td>0.1092317</td></tr>\n",
-       "\t<tr><th scope=row>Residuals</th><td>28       </td><td>204976.59</td><td> 7320.593</td><td>      NA </td><td>       NA</td></tr>\n",
-       "</tbody>\n",
-       "</table>\n"
-      ],
-      "text/latex": [
-       "\\begin{tabular}{r|lllll}\n",
-       "  & Df & Sum Sq & Mean Sq & F value & Pr(>F)\\\\\n",
-       "\\hline\n",
-       "\tstrength &  1        &  20034.77 & 20034.772 & 2.736769  & 0.1092317\\\\\n",
-       "\tResiduals & 28        & 204976.59 &  7320.593 &       NA  &        NA\\\\\n",
-       "\\end{tabular}\n"
-      ],
-      "text/markdown": [
-       "\n",
-       "| <!--/--> | Df | Sum Sq | Mean Sq | F value | Pr(>F) | \n",
-       "|---|---|\n",
-       "| strength |  1        |  20034.77 | 20034.772 | 2.736769  | 0.1092317 | \n",
-       "| Residuals | 28        | 204976.59 |  7320.593 |       NA  |        NA | \n",
-       "\n",
-       "\n"
-      ],
-      "text/plain": [
-       "          Df Sum Sq    Mean Sq   F value  Pr(>F)   \n",
-       "strength   1  20034.77 20034.772 2.736769 0.1092317\n",
-       "Residuals 28 204976.59  7320.593       NA        NA"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fit <- lm(loss ~ strength, data = rubber)\n",
     "summary(fit)\n",
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {},
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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OgQMAAAAE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\nuVleXS2vqZGxEaSmRl5XR/ncHpTdrqi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QZCrDqdI3ZnCum1qL9KxWQyhaBoNObv\npRLgzduiFDu1eXNzM4pGo5FEIomLi9u/f3+sllWyZelCH8fCSMnNwxH5XC5pU1NnBKmuPnf7\nmJ4fOs4VhXSMhbBlqi6ZTIhe90LgVyQoFAqVSmUwGAIsGk32PjMsRjgAIAoMHTrU7V8sDIRA\n8NG0LS3N5q0opGMgRF5TI+FNm+SRh6IQiuosCumYNdWWnt5/ikIQOAAgKnn8ioYUAkHnsSiE\nNpm48KGqq5NUVcn9zhTCMNLGRmljo3b37s42sdians7NmmrV6y1ZWbYov0mbNwgcABA7uqcQ\nRBAQgotXFMLNwyFubu6ctb22lr2hnZ+iEIeDfX6XhSsUnVO26/VmtijE+wye0QKBAwBiGSII\nhIwjIaE9IaGdPw05w0gbG89dncvdPubECd9FIbTZrCwvV5aXd1l4XBx/pjL2hnaRUxQSCAQO\nAOhfEEEgdCjqXFFIcXFnm8Mhq6/nBkJkbGnqyZO+lyRubVUfOKA+cKDLwgcO5GYqs+j1Vp3O\nGsFFIQgcANDfuUUQ5A8QFCMWW/R6i17Pb6TNZm6msrpvv9U0NGSazVrfN6DhikJ++YW/cGt6\nOjcWwg6EREhRCAIHAEAXyB8Qei6FwpSba8rNbWlpeeLgQTJwICEkzm7PNJt1ZnOW2TwhJWWg\nwSCvqaF9Xh/eWRTy00/8hfOLQiw6HRUfzyQkCL5WXSFwAAD4glMwEEr8CZ9aJZJWieSQVksI\nOTlr1qRJkwjDSJuaOi/QZe+p2/OiEOuMGW3r1gm3Fh4hcAAA9AyGQEA4CV4GHhITEwkhhKJs\nqam21FTD2LHcryinU9rYKKuvl9XXKyoqFJWVsvp6WUMD8X4TO+eQIcHuuH8IHAAAfYL8AUGk\n1WqLiop+/fVXfmNaWlpubq63lzAikTUjw5qRwW+kzebOKdurqxU1NbKaGrHBwP7WmZMjROd9\nQ+AAAAgm5A/oozlz5jidzn0ds5RmZ2fPnz9fLO7Zv9cuhcI0bJhp2DB+o7i1lZ2yPW7ChKB1\nN2AIHAAAHthstvr6+oyMDKlU2pflIH9AT8nl8oULFzY3N586dSouLi4lJSVY9/J0xMW1jxjR\nPmKEJhx3uEXgAADoorW19dFHH33//fedTqdEIlm0aNHDDz+sVCqDsnB+/kD4AB8SEhK81XNE\nKQQOAIAu7rrrrs8++4z92W63r1271mg0vvzyy0F/IzZ80DSt1WpbWlqQPyC20eHuAABABNm3\nbx+XNjjvvfdeVVWV0G89iEfo9wIIPYxwAAB0On78uMf2Y8eOZXe9X6igUPkBsQeBAwCgk59Z\nEMIElR8QAxA4AAA6jR8/Xq/XV1dX8xuHDx9eyL8FaFhh8AOiFGo4AAA6yeXyNWvWpKWlcS06\nne7tt98WReodOFH5AdECIxwAAF2MHj16586dX331VXV1dU5OzmWXXSaTycLdqYDgzAtEMgQO\nAAB3KpXqT3/6U7h70ScIHxBpEDgAAGIcyj4gEiBwAAD0Lxj8gLBA4AAA6L8QPiBkEDgAAIAQ\nhA8QGAIHAAC4Q/iAoEPgiFBHjx599dVXy8vLBwwYMHv27FmzZoW7RwDQTyF8QFAgcESin3/+\nefbs2TabjX34+eef7969+6mnngpvrwAAehQ+HA5HaWlpZWWly+XKzs6ePHmyVCoVuIMQuRA4\nIg7DMHfeeSeXNlhr1qyZPXv2+eefH65eAQC44cKHx+ThcDhefvnl+vp69mFZWdnevXvvvvvu\naJlFLVbV1tbu3Llz9+7d2dnZN998c0FBQcjeGlObR5wTJ05UVFR0b//pp59C3xkAAL88Tq/+\n3XffcWmDdfLkyS+//DLkvYNOv/zyy0svvfTzzz9v27bt3XffveyyyzZv3hyyd0fgiDgMw/So\nHQAgcnDJY8uWLd1/W15eHvouActoNH7yySf8FpvNtmLFira2ttB0AKdUIk5GRkb3m1USQiZM\nmBCW/gAA9ILT6dy1axf3cNKkSQRfnMKqqqrK7WQ9IcRgMOzZs2fKlCkh6ABGOCIORVH//Oc/\n3RoXLVpUXFwclv4AAPRCSUkJ/2FpaWlpaalarcZdbcPF6XT2qD3oMMIRiSZMmPDjjz++/PLL\nZWVlAwcOnD179rXXXhvuTgEA9MCKFSu2bNnCrydNT09/4IEHiL9qUxCITqcTiURu8UIqlY4e\nPTo0HUDgiFD5+flvvvlmuHsBANBLarX6yy+/fOmll3bu3MkwzNixY++9997ExET+czDDRyjF\nx8dfdtllW7du5Tc+8sgjSUlJoekAAgcAAAgiISHh8ccfT0hIoCjq7Nmzvp+M8BECl1xySXJy\n8o4dO6qqqgYNGrR48eIrrrgiZO+OwAEAAJEF51yEU1hYWFhY+Nxzz4X+rRE4AAAgQmHYI5Yg\ncAAAQBRA+Ih2CBwAABBlcM4lGoUucDgcjkWLFr355psajYZtcTqdGzZs2LFjh8PhKC4uXrJk\niUQi8dEOAADAh2GPKBKKib9sNtv+/fv/8Y9/uM2fum7dutLS0qVLl955552//fbbq6++6rsd\nAADAG4+3dIHIEYrAsWXLlpdeeunAgQP8RrPZ/PXXXy9evLi4uLioqGjZsmWlpaWtra3e2kPQ\nTwAAiA1IHhEoFKdUZs+ePXv27GPHjq1YsYJrrK6utlgso0aNYh8WFhY6nc6KigqFQuGxnZsK\nzWw2r127llvOmDFjQjNLmkgkUqlUIXijsKAoKobXTiwWE0IUCkXE3sehsbHxl19+cblcxcXF\naWlpPX25WCxmGEYkEgnRt7CjaZoQIpFIYvVPlKIomqZjde1IxxYM1wryb79+9OhRId6Cpumo\nO+8f+OZgj59yuTyQdXS5XL4WFeBbBl1zc7NYLObWWSwWq9Xqs2fPKpVKj+3cCy0Wy4YNG7iH\nMpnsggsuCEGHaZpWKBQheKNwie21I4TI5fJwd8GzF1544eGHHzabzYQQuVz+yCOP/PWvfw13\npyKOWCxmD3yxKuZ3wEhYwZEjR7I/lJWVBXfJbKiKIj3dHFKpNJCn+b4tS9h2YIZhKIpya3Q6\nnd7auZ/VavXrr7/OPUxOThb6hAtFUVqt1uFwGI1GQd8ojLRarcFgCHcv/n979x4dRXnGcfzd\nG5tsNndCJKEhEbnThlAhqSKJQiukYLiIBarEpJESiqfUQuVAsCQeLDSmYAVLA4WS2nO8pKLI\nTZGiwvFYlBoojVCjeCEKSErum+xlpn+M3ROTbBIJk5ldvp+/dt6d3XkmT3byy8zsjFpsNpvF\nYmloaOg6fWvi1VdfXb58uXeypaVl1apVCQkJ06dP7/mbBAUFSZLU8T6QgUH5D6S1tbWlpUXr\nWlRhNBptNltjY6PWhaglNDTUYDDoagsTFxfnffzhhx/28t2sVqvL5dLh5qULPf+7abVag4KC\nmpubXS5XT+YPDw/39ZRmgSMqKsrlcjkcDiVneTyexsbG/v3722y2Tse9L7RYLG3vm9rc3Nzc\n3KxqqUoAkmW5hz9ufxTYa6dsCNxud5/dFLHn2h4f9CotLb3zzjt7/iYWi0WSpADuoBAigFfQ\naDQG9gdQOZSp2xVMSEhQHlz1l1wkSfJ4PP4VOHreDmXPotvt7n0HNdsLlJCQYLVavWeSVlZW\nGo3GpKQkX+Na1Qmo6sKFCx0Hv/jii76vBLjO8SUXtWm2h8Nms02ZMmXnzp3R0dEGg2H79u3p\n6emRkZFCCF/jQOBJSEg4depUu8HBgwdrUgwABRcWU4OWJ2Hl5eXt2LFj3bp1kiSlpqbm5eV1\nPQ4Envz8/L1797Yb/NnPfqZJMQDa4cJi15BBt18U7KG+OYcjOjra5XIF8OVAoqKiur15tP8K\nDQ21Wq1XrlzR4TkcQojy8vLVq1crP//IyMiioqJ58+Z9o3ew2WySJAXqOZUWiyU8PNzhcATq\nWdtGozEsLKy2tlbrQtTSw9vT+5F2ySMoKMjpdPrXORw9P2wUHBwcEhJSX1/fw9PS255z2U4g\nf80M8At333339OnTz5w5I0nSyJEj9fDtQQBdYLfH1SFwANoLCgryXuwOgB9JSkoKCwtramqq\nqqrSuha9I3AAANBbnGfaLQIHAADXDAdcfCFwAACgCnZ7tEXgAABAXez2EAQOAAD60nW724PA\nAQCABq635OFnd9QFgEDV2Ni4du3alJSU+Pj4KVOm7N+/X+uK0Eeuk9u4sIcDALQny3Jubu6R\nI0eUyZMnT2ZnZ5eWls6aNUvbwtDHAni3B3s4AEB7r7zyijdteK1atUqf1+NHHwi83R7s4QAA\n7XW8abAQ4vLly59//vm3vvWtvq8HuhIYuz0IHACgPV/30LHZbH1cCfTMr5MHh1QAQHvf//73\nrVZru8HU1NTo6GhN6oHO+eMBFwIHAGhvxIgRBQUFbUdiYmKefPJJreqBH/GX5MEhFQDQhcWL\nF3/ve9/bs2fPpUuXRo4cee+994aFhWldFPyJzg+4EDgAQC+Sk5OTk5O1rgJ+T59XUidwAAAQ\nsPSz24PAAQBA4NM8eXDSKAAA1xGtTi8lcAAAANUROAAAgOoIHAAAQHUEDgAAoDoCBwAAUB2B\nAwAAqI7rcLQny/Jrr71WUVERHBx8xx13jBo1SuuKAADwewSOr2ltbZ03b96xY8eUycLCwhUr\nVjz88MPaVgUAgL/jkMrX/OY3v/GmDUVxcfEbb7yhVT0AAAQGAsfXvPDCCx0H//a3v/V9JQAA\nBBICx9fU1dV1HKytre37SgAACCQEjq8ZPnx4x8GRI0f2fSUAAAQSAsfXrFmzpt3IwIEDFy1a\npEkxAAAEDALH19x22227du0aMmSIEMJsNmdkZJSXl0dHR2tdFwAA/o2vxbaXmZmZmZlZW1tr\ns9n69eundTkAAAQCAkfnIiIitC4BAKA758+fP3PmTFRU1JgxY/in9BshcAAA0D2Xy7Vy5cqy\nsjJlMjExcfPmzampqdpW5Uc4hwMAgO4VFxd704YQ4uOPP87Ozr506ZKGJfkXAgcAAN3weDzb\ntm1rN1hTU/P8889rUo8/InAAANCNurq6xsbGjuPnz5/v+2L8FIEDAIBuhIeH2+32juODBg3q\n+2L8FIEDAIBumEymvLy8doPR0dFz587VpB5/ROAAAKB7v/rVr3784x97JxMSEnbu3DlgwAAN\nS/IvfC0WAIDuWSyWTZs2/fKXv6ysrIyKivrOd75jtVq1LsqfGGRZ1rqGXnE6nUaj6vtpzGaz\nLMsej0ftBWnFbDa73W6tq1CLyWQyGAwej8fff9t9UT4CkiRpXYgqDAaDyWSSJClQV1AIYTKZ\nAnjzonwAA3sLI0lSAG9ejEZjD7efkiR1cTE0v9/D4Xa7HQ6HqoswGAxRUVFut7u+vl7VBWko\nMjKyrq5O6yrUYrfbrVZrfX19oP7FstlsHo+ntbVV60JUYbFYwsLCWltbm5ubta5FFUajMTQ0\nNIA/gBEREUajUfMVbG1tNZvNJpPpmr9zWFhYU1NToEbG4OBgm83W3NzsdDp7Mn8Xdx/z+8Ah\nhOizXBmoAVYR2GunCNR1VNYrsNdOBPoKBuraKWRZ1nAFX3vttaKiorNnz1oslsmTJxcVFQ0e\nPPgavr/8f9fwPfXD+/vZ+xUMhMABAECnjh07Nn/+fOVxa2vr/v37T58+feTIkbCwMG0Luw7x\nLRUAQMAqLCxsN/Lpp59u375dk2KucwQOAEDAev/99zsOVlZW9n0lIHAAAAJWp5cH5XiKJggc\nAICANXPmzI6DWVlZfV8JCBwAgID1yCOPjBs3ru3IsmXL0tPTtarnesa3VAAAActmsx04cODl\nl19+77337Hb75MmTU1JStC7qOkXgAAAEMqPRmJWVxWEUzXFIBQAAqI7AAQAAVEfgAAAAqiNw\nAAAA1XHSKAD9Uq5Cfe7cuRtuuGHmzJm33nqr1hUBuEoEDgA6dfz48Tlz5rS0tCiTf/7znx95\n5JEHH3xQ26oAXB0OqQDQI0mSlixZ4k0big0bNnzwwQdalQSgNwgcAPToo48++uSTT9oNtra2\nvvnmm5rUA6CXCBwA9MjlcnU67na7+7gSANcEgQOAHt10001RUVEdx8ePH9/3xQDoPQIHAD2y\nWCy//e1v2w0uXLiw3Y24APgLvqUCQKeysrIiIyO3bNnyn//8Z+DAgXPnzl24cKHWRQG4SgQO\nAPo1adKkyZMnh4eHOxyOpqYmrcsBcPU4pAIAAFRH4AAAAKojcAAAANUROAAAgOoIHAAAQHUE\nDgAAoDoCBwAAUB2BAwAAqI7AAQAAVEfgAAAAqiNwAAAA1RE4AACA6gyyLGtdQ680Nzc3Nzer\nugiXy7Vv374BAwbccsstqi5IQ8HBwQ6HQ+sq1HLixInPPvvsBz/4gc1m07oWVVgsFlmW3W63\n1oWooqam5ujRo8OHDx85cqTWtajCYDBYrdaWlhatC1HLoUOHXC5XZmam1oWoJSgoyOl0SpKk\ndSGqqKqqOn36dFpa2g033NCT+fv37+/rKb+/W6zNZlP7r0hzc/PWrVsnTJhw1113qbogbYWE\nhGhdglrefPPNV155JTMzs4tPAnTr448/3rp1a05Ozm233aZ1LSqy2+1al6CW5557rqGhYeHC\nhVoXgquxb9++rVu3DhkyZMyYMb18Kw6pAAAA1RE4AACA6ggcAABAdX5/0mgfkGW5oaHBbDYH\n6imHAc/hcLhcLrvdbjSSsP2Px+NpamqyWq1Wq1XrWnA1GhsbZVkODQ3VuhBcDafT2dLSYrPZ\nzObenvRJ4AAAAKrjHz4AAKA6AgcAAFAdgQMAAKjO7y/8dW253e7s7OytW7d6z2+qra3duXNn\nRUWF0+kcPnz4/fffn5iYKITweDy7du1666233G73hAkTHnjgAYvFomXp6Kx95eXlZWVl3hlM\nJtPu3bsF7dMrXx/A9957z+PxJCcn5+bmKldvo4O64ms7qejYVtqnK123Twjx73//e9WqVU8/\n/bTSwatuH4HjK06n88yZMwcPHmxoaGg7XlJSUl9fv3z5cqvVunv37tWrV2/evDkyMnLHjh1v\nvfVWfn6+2Wz+wx/+sHnz5l/84hdaFQ9f7auurr755punT5+uTBoMBuUB7dMbXx3csGGDx+NZ\nsmSJyWR68cUXH3300SeeeELQQZ3xtZ301Vbapyu+2qc829zcvHHjxrbfL7nq9nFI5St79+7d\ntGnTv/71r7aDNTU1J0+ezM/P//a3vz1s2LDly5cLIY4fP+5wOA4dOpSXlzdhwoRx48YtXrz4\n6NGjdXV1GtWOztsnhKiurk5JSRn3fykpKUII2qdDnXbQ6XRWVlYuWLAgLS1t/Pjx991337lz\n52pra+mgrvjaTgofbaV9utJF+xRPPfVUeHi4d7I37SNwfGX27Nk7duz49a9/3XZQkqT58+cP\nGTJEmXS73codej755JOWlpaxY8cq48nJyR6P56OPPurrovF/nbZPCFFdXV1RUZGTk7NgwYKi\noqLq6mohBO3ToU472K9fv1GjRr366qvV1dUXLlw4cOBAYmJiREQEHdQVX9tJ4aOttE9Xumif\nEOL111+vqqrKycnxzt+b9nFIpSsxMTHz589XHre2tm7atCk0NHTixImnT582m83eu52ZzWa7\n3f7f//5Xu0rRifr6+oaGBoPBsHz5co/H8+yzzxYUFGzZsuXKlSu0z1+sXLlyyZIlx44dE0LY\nbLbNmzcLIeigrvjaTvqan/bpShftu3jx4rZt29auXes9GC161z4CR/dkWT5y5MjTTz8dGxu7\ncePG0NBQWZbbNkDh8Xg0KQ++hISE7Ny5MyoqSmnWkCFDsrOz33nnHYvFQvv8QktLS0FBwXe/\n+905c+YYjcY9e/asWbOmuLiYD6AOddxOdjEn7dObju2TJOl3v/tdVlbW0KFDq6qq2s551e0j\ncHSjrq5uw4YNFy9ezM7OnjRpkvKDjoqKcrlcDocjODhYCOHxeBobG7n1ud6YTKbo6GjvZEhI\nSGxs7OXLl0ePHk37/MKJEycuXbq0adMmk8kkhFiyZElOTs7x48fj4uLooK50up30he2n3nTa\nvj179tTX16elpVVXV1+6dEkI8fnnnw8YMKA37eMcjq7IslxYWGiz2Z588sn09HTvpyghIcFq\ntXrPhKqsrDQajUlJSdpVik688847Dz74oPf0+JaWli+//HLQoEG0z1+43W5Zlr2nx8uyLEmS\ny+Wig7riazvpC+3TFV/t++KLL6qrq5cuXZqfn79+/XohxIoVK8rKynrTPvZwdOXUqVMffvhh\nVlbWBx984B2Mj4/v37//lClTdu7cGR0dbTAYtm/fnp6e7v0SEXRi9OjRDQ0NJSUlM2fO7Nev\n33PPPRcbG3vzzTebTCba5xfGjRtns9mKi4vnzJkjhNi7d68kSRMmTLDZbHRQP7rYTnY6P+3T\nFV/ty8/Pz8/PVyarqqoeeuihv/71r8qRsqtuH4GjK+fOnZNluaSkpO3gT3/60x/+8Id5eXk7\nduxYt26dJEmpqal5eXlaFQlfbDZbYWHhn/70p/Xr11ut1rFjxy5btkzZOU/7/EJoaOi6devK\nysoeffRRSZKGDx++bt06ZdNGB/Wji+2kr5fQPv3oy/Zxt1gAAKBwXX2+AAAFu0lEQVQ6zuEA\nAACqI3AAAADVETgAAIDqCBwAAEB1BA4AAKA6AgcAAFAdgQMAAKiOwAEAAFRH4AAQOKZNmzZ+\n/HitqwDQCQIHgN4qKSkxGAw1NTXX1aIBfCMEDgAAoDoCBwC1OByOd999V+sqAOgCgQNAjzQ0\nNKxatWro0KE2m23IkCErVqxoamoSQtx+++3Lly8XQvTv3/++++4TQkybNm3u3Ln79u2LjY2d\nO3eu8vJz58796Ec/SkxMDA8PT09P379/v/edp02bNmvWrPPnz9955512u33gwIGLFi2qr6/3\nznDw4MGMjIyIiIjU1NTS0tLHH39cuU12x0V7lzVjxoyYmJiBAwfm5eXV1dX1xQ8IQNdkAOiB\nmTNnms3mOXPmFBUVKbeuzsvLk2W5oqIiPz9fCPHSSy+9//77sixPnTp13LhxkZGR99xzz5Yt\nW5R5wsLC4uLiHn744bVr144ZM8ZgMGzfvl1556lTp95yyy2TJk0qLy8/d+7cU089ZTAYcnNz\nlWefeeYZo9GYnJxcWFi4ePFiq9UaHx9vt9t9LTouLm7QoEFLly7dtm3b7NmzvXUC0BaBA0D3\n6urqDAbDz3/+c+/IPffcM2zYMOXx448/LoS4fPmyMjl16lQhxI4dO7wzp6enJyQk1NTUKJNO\npzMjIyM0NLShocE7/6FDh7zzT506NSEhQZbl1tbWhISE8ePHOxwO5ak9e/YIIZTA4WvRpaWl\nyqQkScnJyTfeeOM1/nEA+OY4pAKgewaDQQhx9OjR6upqZeTZZ589e/asr/kjIiKys7OVx1eu\nXHnjjTcWLVoUFRWljFgslqVLlzY0NPzjH/9QRqKioqZMmeJ9eXx8fHNzsxDi7bff/vTTTx96\n6KGgoCDlqRkzZowYMaKLUu12e25urrfs5ORk5a0AaIvAAaB7oaGhhYWFFRUVgwcPzsjIWL16\n9dtvv93F/PHx8UbjV5sXJZcUFBQY2rj77ruFEF9++aUyT0JCQtuXK/lGCFFVVSWEGDVqVNtn\n2022k5iYaDKZvJPeMgBoy6x1AQD8w5o1a2bPnv38888fPny4pKTksccemzFjxu7du9v+dfcK\nDg72Pu7Xr58QYuXKlcrxjraGDx+uPDCbO98WOZ3OjoOdLtHLuy8EgK6Q/QF0r66u7uzZs0lJ\nSWvXrj169OiFCxfy8vJefvnlAwcOdPvam266SQhhNBrT2xg2bJgQIiIiouvXDh06VAhx5syZ\ntoNdHMoBoFsEDgDde/fdd0eMGPHHP/5RmYyIiLjrrruEEJIkeedp+7itsLCwyZMnl5aWeg+g\nSJKUnZ09b948i8XS9XJTU1NjYmI2bdrk3dVx+PDhU6dOtZvN16IB6AeHVAB0Ly0tLSkpqaCg\n4OTJk6NHjz579uyLL76YlJSUkZEhhFByw8aNGzMzMydOnNjx5cXFxZMmTUpOTs7JyTGZTPv2\n7fvnP//5l7/8peuDI0IIu92+fv36n/zkJ7feeuusWbMuXbq0a9eu9PT006dPKzN0u2gAOsEe\nDgDdCwkJOXjw4PTp0w8dOrRmzZrDhw/PmjXr9ddfDwsLE0JkZWXdfvvtTzzxxDPPPNPpy1NS\nUk6cOJGWllZWVvb73/8+ODh479699957r6/FmUymyMhI5XFubm55ebnJZNqwYcPJkydfeOGF\niRMnxsbGKs92u2gAOmGQZVnrGgCgcx6Pp7a2NiQkpO2poAsWLLhw4cLf//53DQsD8E2xhwOA\nfrW0tMTFxS1btsw7cvHixZdeeqntRTsA+AXO4QCgXyEhIffff39paanb7b7jjjuuXLlSUlJi\nNpsfeOABrUsD8M1wSAWArjmdzuLi4rKyss8++ywmJmbs2LEbN2688cYbta4LwDdD4AAAAKrj\nHA4AAKA6AgcAAFAdgQMAAKiOwAEAAFRH4AAAAKojcAAAANUROAAAgOoIHAAAQHUEDgAAoLr/\nASznWhsY1T0PAAAAAElFTkSuQmCC",
-      "text/plain": [
-       "plot without title"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {
+    "hidden": true
+   },
+   "outputs": [],
    "source": [
     "ggplotRegression(fit)"
    ]
   {
    "cell_type": "markdown",
    "metadata": {
+    "hidden": true,
     "solution2": "hidden"
    },
    "source": [
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "\n",
-       "Call:\n",
-       "lm(formula = loss ~ hardness + strength, data = rubber)\n",
-       "\n",
-       "Residuals:\n",
-       "    Min      1Q  Median      3Q     Max \n",
-       "-79.385 -14.608   3.816  19.755  65.981 \n",
-       "\n",
-       "Coefficients:\n",
-       "            Estimate Std. Error t value Pr(>|t|)    \n",
-       "(Intercept) 885.1611    61.7516  14.334 3.84e-14 ***\n",
-       "hardness     -6.5708     0.5832 -11.267 1.03e-11 ***\n",
-       "strength     -1.3743     0.1943  -7.073 1.32e-07 ***\n",
-       "---\n",
-       "Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1\n",
-       "\n",
-       "Residual standard error: 36.49 on 27 degrees of freedom\n",
-       "Multiple R-squared:  0.8402,\tAdjusted R-squared:  0.8284 \n",
-       "F-statistic:    71 on 2 and 27 DF,  p-value: 1.767e-11\n"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/html": [
-       "<table>\n",
-       "<thead><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></thead>\n",
-       "<tbody>\n",
-       "\t<tr><th scope=row>hardness</th><td> 1          </td><td>122455.04   </td><td>122455.037  </td><td>91.96967    </td><td>3.458255e-10</td></tr>\n",
-       "\t<tr><th scope=row>strength</th><td> 1          </td><td> 66606.59   </td><td> 66606.586  </td><td>50.02477    </td><td>1.324645e-07</td></tr>\n",
-       "\t<tr><th scope=row>Residuals</th><td>27          </td><td> 35949.74   </td><td>  1331.472  </td><td>      NA    </td><td>          NA</td></tr>\n",
-       "</tbody>\n",
-       "</table>\n"
-      ],
-      "text/latex": [
-       "\\begin{tabular}{r|lllll}\n",
-       "  & Df & Sum Sq & Mean Sq & F value & Pr(>F)\\\\\n",
-       "\\hline\n",
-       "\thardness &  1           & 122455.04    & 122455.037   & 91.96967     & 3.458255e-10\\\\\n",
-       "\tstrength &  1           &  66606.59    &  66606.586   & 50.02477     & 1.324645e-07\\\\\n",
-       "\tResiduals & 27           &  35949.74    &   1331.472   &       NA     &           NA\\\\\n",
-       "\\end{tabular}\n"
-      ],
-      "text/markdown": [
-       "\n",
-       "| <!--/--> | Df | Sum Sq | Mean Sq | F value | Pr(>F) | \n",
-       "|---|---|---|\n",
-       "| hardness |  1           | 122455.04    | 122455.037   | 91.96967     | 3.458255e-10 | \n",
-       "| strength |  1           |  66606.59    |  66606.586   | 50.02477     | 1.324645e-07 | \n",
-       "| Residuals | 27           |  35949.74    |   1331.472   |       NA     |           NA | \n",
-       "\n",
-       "\n"
-      ],
-      "text/plain": [
-       "          Df Sum Sq    Mean Sq    F value  Pr(>F)      \n",
-       "hardness   1 122455.04 122455.037 91.96967 3.458255e-10\n",
-       "strength   1  66606.59  66606.586 50.02477 1.324645e-07\n",
-       "Residuals 27  35949.74   1331.472       NA           NA"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fit <- lm(loss ~ hardness + strength, data = rubber)\n",
     "summary(fit)\n",
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {},
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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JcFpkFgd3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\ngmijp55zTTAslmlgWCyj2HxYLHQa7XB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bf4gFB4PJ6zq2Abrv6TlUJdeTTxwYb7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\nl0gkWq1Wq9Xa/czOxDCMu7t7fX09Hz7xNAdFUe7u7kIfMUAIcXN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YMSY71goOAgcAAAiMi8UOQtMVvXpV9OolUSqDtmwJTk8XGU3Kc795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",
-      "text/plain": [
-       "plot without title"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "ggplotRegression(fit)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {},
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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sWZ8+fbQl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\n/KUV8vLyVq1aBS3TkydPrlmz5sGDBx2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oeenl7v3r11r1VkZKRKvceEhITc3Fwb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\nEAgEAsEd6HBAIBAIBALBnf8F8z7wZ89es08AAAAASUVORK5CYII=",
-      "text/plain": [
-       "plot without title"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fit <- lm(loss ~ hardness + strength, data = rubber)\n",
     "autoplot(fit)"
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {},
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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u0qzFQO8+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\nzC8txQAAAABJRU5ErkJggg==",
-      "text/plain": [
-       "plot without title"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "anaerobic <- read.csv('anaerob.csv')\n",
     "ggplot(anaerobic, aes(x=oxygen, y=ventil)) + geom_point()"
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
index 4c7507abcabe361a0a4de9dc6951fdad9355f2d8..785c7017b925f3a860d7b6e9ab75ae0acdc20078 100644 (file)
@@ -18,7 +18,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "metadata": {
     "hidden": true,
     "init_cell": true
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "metadata": {
     "hidden": true,
     "init_cell": true
    },
    "outputs": [],
    "source": [
+    "# From http://www.cookbook-r.com/Graphs/Multiple_graphs_on_one_page_(ggplot2)/\n",
     "# Multiple plot function\n",
     "#\n",
     "# ggplot objects can be passed in ..., or to plotlist (as a list of ggplot objects)\n",
@@ -92,7 +93,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "metadata": {
     "hidden": true,
     "init_cell": true
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<table>\n",
-       "<thead><tr><th scope=col>heat</th><th scope=col>TA</th><th scope=col>TS</th></tr></thead>\n",
-       "<tbody>\n",
-       "\t<tr><td> 78.5</td><td> 7   </td><td>26   </td></tr>\n",
-       "\t<tr><td> 74.3</td><td> 1   </td><td>29   </td></tr>\n",
-       "\t<tr><td>104.3</td><td>11   </td><td>56   </td></tr>\n",
-       "\t<tr><td> 87.6</td><td>11   </td><td>31   </td></tr>\n",
-       "\t<tr><td> 95.9</td><td> 7   </td><td>52   </td></tr>\n",
-       "\t<tr><td>109.2</td><td>11   </td><td>55   </td></tr>\n",
-       "</tbody>\n",
-       "</table>\n"
-      ],
-      "text/latex": [
-       "\\begin{tabular}{r|lll}\n",
-       " heat & TA & TS\\\\\n",
-       "\\hline\n",
-       "\t  78.5 &  7    & 26   \\\\\n",
-       "\t  74.3 &  1    & 29   \\\\\n",
-       "\t 104.3 & 11    & 56   \\\\\n",
-       "\t  87.6 & 11    & 31   \\\\\n",
-       "\t  95.9 &  7    & 52   \\\\\n",
-       "\t 109.2 & 11    & 55   \\\\\n",
-       "\\end{tabular}\n"
-      ],
-      "text/markdown": [
-       "\n",
-       "heat | TA | TS | \n",
-       "|---|---|---|---|---|---|\n",
-       "|  78.5 |  7    | 26    | \n",
-       "|  74.3 |  1    | 29    | \n",
-       "| 104.3 | 11    | 56    | \n",
-       "|  87.6 | 11    | 31    | \n",
-       "|  95.9 |  7    | 52    | \n",
-       "| 109.2 | 11    | 55    | \n",
-       "\n",
-       "\n"
-      ],
-      "text/plain": [
-       "  heat  TA TS\n",
-       "1  78.5  7 26\n",
-       "2  74.3  1 29\n",
-       "3 104.3 11 56\n",
-       "4  87.6 11 31\n",
-       "5  95.9  7 52\n",
-       "6 109.2 11 55"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "cemheat <- read.csv('cemheat.csv')\n",
     "head(cemheat)"
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
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QWSA0B1cK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\nEBqEiv8H6pHUZe6MJNUAAAAASUVORK5CYII=",
-      "text/plain": [
-       "plot without title"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "taheat <- ggplot(cemheat, aes(x=TA, y=heat)) + geom_point()\n",
     "tsheat <-  ggplot(cemheat, aes(x=TS, y=heat)) + geom_point()\n",
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "\n",
-       "Call:\n",
-       "lm(formula = heat ~ TA, data = cemheat)\n",
-       "\n",
-       "Residuals:\n",
-       "    Min      1Q  Median      3Q     Max \n",
-       "-16.061  -9.048   1.339   7.883  15.614 \n",
-       "\n",
-       "Coefficients:\n",
-       "            Estimate Std. Error t value Pr(>|t|)    \n",
-       "(Intercept)  81.4793     4.9273   16.54 4.07e-09 ***\n",
-       "TA            1.8687     0.5264    3.55  0.00455 ** \n",
-       "---\n",
-       "Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1\n",
-       "\n",
-       "Residual standard error: 10.73 on 11 degrees of freedom\n",
-       "Multiple R-squared:  0.5339,\tAdjusted R-squared:  0.4916 \n",
-       "F-statistic:  12.6 on 1 and 11 DF,  p-value: 0.004552\n"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/html": [
-       "<table>\n",
-       "<thead><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></thead>\n",
-       "<tbody>\n",
-       "\t<tr><th scope=row>TA</th><td> 1         </td><td>1450.076   </td><td>1450.0763  </td><td>12.60252   </td><td>0.004552045</td></tr>\n",
-       "\t<tr><th scope=row>Residuals</th><td>11         </td><td>1265.687   </td><td> 115.0624  </td><td>      NA   </td><td>         NA</td></tr>\n",
-       "</tbody>\n",
-       "</table>\n"
-      ],
-      "text/latex": [
-       "\\begin{tabular}{r|lllll}\n",
-       "  & Df & Sum Sq & Mean Sq & F value & Pr(>F)\\\\\n",
-       "\\hline\n",
-       "\tTA &  1          & 1450.076    & 1450.0763   & 12.60252    & 0.004552045\\\\\n",
-       "\tResiduals & 11          & 1265.687    &  115.0624   &       NA    &          NA\\\\\n",
-       "\\end{tabular}\n"
-      ],
-      "text/markdown": [
-       "\n",
-       "| <!--/--> | Df | Sum Sq | Mean Sq | F value | Pr(>F) | \n",
-       "|---|---|\n",
-       "| TA |  1          | 1450.076    | 1450.0763   | 12.60252    | 0.004552045 | \n",
-       "| Residuals | 11          | 1265.687    |  115.0624   |       NA    |          NA | \n",
-       "\n",
-       "\n"
-      ],
-      "text/plain": [
-       "          Df Sum Sq   Mean Sq   F value  Pr(>F)     \n",
-       "TA         1 1450.076 1450.0763 12.60252 0.004552045\n",
-       "Residuals 11 1265.687  115.0624       NA          NA"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fit <- lm(heat ~ TA, data = cemheat)\n",
     "summary(fit)\n",
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {},
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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4AAAAkk5y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\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o68PGtlZeOsWc6BA0WurfdAwgCQGASO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\niBoAgChQb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-      "text/plain": [
-       "plot without title"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "ggplotRegression(fit)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "\n",
-       "Call:\n",
-       "lm(formula = heat ~ TS, data = cemheat)\n",
-       "\n",
-       "Residuals:\n",
-       "    Min      1Q  Median      3Q     Max \n",
-       "-10.752  -6.008  -1.684   3.794  21.387 \n",
-       "\n",
-       "Coefficients:\n",
-       "            Estimate Std. Error t value Pr(>|t|)    \n",
-       "(Intercept)  57.4237     8.4906   6.763  3.1e-05 ***\n",
-       "TS            0.7891     0.1684   4.686 0.000665 ***\n",
-       "---\n",
-       "Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1\n",
-       "\n",
-       "Residual standard error: 9.077 on 11 degrees of freedom\n",
-       "Multiple R-squared:  0.6663,\tAdjusted R-squared:  0.6359 \n",
-       "F-statistic: 21.96 on 1 and 11 DF,  p-value: 0.0006648\n"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/html": [
-       "<table>\n",
-       "<thead><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></thead>\n",
-       "<tbody>\n",
-       "\t<tr><th scope=row>TS</th><td> 1          </td><td>1809.4267   </td><td>1809.42673  </td><td>21.9606     </td><td>0.0006648249</td></tr>\n",
-       "\t<tr><th scope=row>Residuals</th><td>11          </td><td> 906.3363   </td><td>  82.39421  </td><td>     NA     </td><td>          NA</td></tr>\n",
-       "</tbody>\n",
-       "</table>\n"
-      ],
-      "text/latex": [
-       "\\begin{tabular}{r|lllll}\n",
-       "  & Df & Sum Sq & Mean Sq & F value & Pr(>F)\\\\\n",
-       "\\hline\n",
-       "\tTS &  1           & 1809.4267    & 1809.42673   & 21.9606      & 0.0006648249\\\\\n",
-       "\tResiduals & 11           &  906.3363    &   82.39421   &      NA      &           NA\\\\\n",
-       "\\end{tabular}\n"
-      ],
-      "text/markdown": [
-       "\n",
-       "| <!--/--> | Df | Sum Sq | Mean Sq | F value | Pr(>F) | \n",
-       "|---|---|\n",
-       "| TS |  1           | 1809.4267    | 1809.42673   | 21.9606      | 0.0006648249 | \n",
-       "| Residuals | 11           |  906.3363    |   82.39421   |      NA      |           NA | \n",
-       "\n",
-       "\n"
-      ],
-      "text/plain": [
-       "          Df Sum Sq    Mean Sq    F value Pr(>F)      \n",
-       "TS         1 1809.4267 1809.42673 21.9606 0.0006648249\n",
-       "Residuals 11  906.3363   82.39421      NA           NA"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fit <- lm(heat ~ TS, data = cemheat)\n",
     "summary(fit)\n",
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {},
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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jRrXrqRM6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\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x9o0QDotBA44he6PhNCgLFBRaL6SZMw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\nkiQ5HA4N8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ZbN67d69er09LSzOZTHRE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\nDgAAoDoCBwAAUB2BAwAAqO7/ANSL8e4KsAOwAAAAAElFTkSuQmCC",
-      "text/plain": [
-       "plot without title"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "ggplotRegression(fit)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "\n",
-       "Call:\n",
-       "lm(formula = heat ~ TA + TS, data = cemheat)\n",
-       "\n",
-       "Residuals:\n",
-       "   Min     1Q Median     3Q    Max \n",
-       "-2.893 -1.574 -1.302  1.363  4.048 \n",
-       "\n",
-       "Coefficients:\n",
-       "            Estimate Std. Error t value Pr(>|t|)    \n",
-       "(Intercept) 52.57735    2.28617   23.00 5.46e-10 ***\n",
-       "TA           1.46831    0.12130   12.11 2.69e-07 ***\n",
-       "TS           0.66225    0.04585   14.44 5.03e-08 ***\n",
-       "---\n",
-       "Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1\n",
-       "\n",
-       "Residual standard error: 2.406 on 10 degrees of freedom\n",
-       "Multiple R-squared:  0.9787,\tAdjusted R-squared:  0.9744 \n",
-       "F-statistic: 229.5 on 2 and 10 DF,  p-value: 4.407e-09\n"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/html": [
-       "<table>\n",
-       "<thead><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></thead>\n",
-       "<tbody>\n",
-       "\t<tr><th scope=row>TA</th><td> 1          </td><td>1450.07633  </td><td>1450.076328 </td><td>250.4256    </td><td>2.088092e-08</td></tr>\n",
-       "\t<tr><th scope=row>TS</th><td> 1          </td><td>1207.78227  </td><td>1207.782266 </td><td>208.5818    </td><td>5.028960e-08</td></tr>\n",
-       "\t<tr><th scope=row>Residuals</th><td>10          </td><td>  57.90448  </td><td>   5.790448 </td><td>      NA    </td><td>          NA</td></tr>\n",
-       "</tbody>\n",
-       "</table>\n"
-      ],
-      "text/latex": [
-       "\\begin{tabular}{r|lllll}\n",
-       "  & Df & Sum Sq & Mean Sq & F value & Pr(>F)\\\\\n",
-       "\\hline\n",
-       "\tTA &  1           & 1450.07633   & 1450.076328  & 250.4256     & 2.088092e-08\\\\\n",
-       "\tTS &  1           & 1207.78227   & 1207.782266  & 208.5818     & 5.028960e-08\\\\\n",
-       "\tResiduals & 10           &   57.90448   &    5.790448  &       NA     &           NA\\\\\n",
-       "\\end{tabular}\n"
-      ],
-      "text/markdown": [
-       "\n",
-       "| <!--/--> | Df | Sum Sq | Mean Sq | F value | Pr(>F) | \n",
-       "|---|---|---|\n",
-       "| TA |  1           | 1450.07633   | 1450.076328  | 250.4256     | 2.088092e-08 | \n",
-       "| TS |  1           | 1207.78227   | 1207.782266  | 208.5818     | 5.028960e-08 | \n",
-       "| Residuals | 10           |   57.90448   |    5.790448  |       NA     |           NA | \n",
-       "\n",
-       "\n"
-      ],
-      "text/plain": [
-       "          Df Sum Sq     Mean Sq     F value  Pr(>F)      \n",
-       "TA         1 1450.07633 1450.076328 250.4256 2.088092e-08\n",
-       "TS         1 1207.78227 1207.782266 208.5818 5.028960e-08\n",
-       "Residuals 10   57.90448    5.790448       NA           NA"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fit <- lm(heat ~ TA + TS, data = cemheat)\n",
     "summary(fit)\n",
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<strong>1:</strong> 111.025712035428"
-      ],
-      "text/latex": [
-       "\\textbf{1:} 111.025712035428"
-      ],
-      "text/markdown": [
-       "**1:** 111.025712035428"
-      ],
-      "text/plain": [
-       "       1 \n",
-       "111.0257 "
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "predict(fit, data.frame(\"TA\" = 15, \"TS\" = 55))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {},
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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Z2aJFi6yt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\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evWrbS0NJlM9sYbb4wcOZLh4Xwd3J49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\nAIDq/gIr0WrL2oVc2wAAAABJRU5ErkJggg==",
-      "text/plain": [
-       "plot without title"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "autoplot(fit)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {},
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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u0qzFQO8+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\nzC8txQAAAABJRU5ErkJggg==",
-      "text/plain": [
-       "plot without title"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "anaerobic <- read.csv('anaerob.csv')\n",
     "ggplot(anaerobic, aes(x=oxygen, y=ventil)) + geom_point()"
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "\n",
-       "Call:\n",
-       "lm(formula = ventil ~ oxygen, data = anaerobic)\n",
-       "\n",
-       "Residuals:\n",
-       "    Min      1Q  Median      3Q     Max \n",
-       "-15.502  -9.716  -3.391   7.881  26.446 \n",
-       "\n",
-       "Coefficients:\n",
-       "              Estimate Std. Error t value Pr(>|t|)    \n",
-       "(Intercept) -18.448734   3.815196  -4.836 1.26e-05 ***\n",
-       "oxygen        0.031141   0.001355  22.987  < 2e-16 ***\n",
-       "---\n",
-       "Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1\n",
-       "\n",
-       "Residual standard error: 11.96 on 51 degrees of freedom\n",
-       "Multiple R-squared:  0.912,\tAdjusted R-squared:  0.9103 \n",
-       "F-statistic: 528.4 on 1 and 51 DF,  p-value: < 2.2e-16\n"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/html": [
-       "<table>\n",
-       "<thead><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></thead>\n",
-       "<tbody>\n",
-       "\t<tr><th scope=row>oxygen</th><td> 1          </td><td>75555.216   </td><td>75555.2158  </td><td>528.403     </td><td>1.419964e-28</td></tr>\n",
-       "\t<tr><th scope=row>Residuals</th><td>51          </td><td> 7292.381   </td><td>  142.9879  </td><td>     NA     </td><td>          NA</td></tr>\n",
-       "</tbody>\n",
-       "</table>\n"
-      ],
-      "text/latex": [
-       "\\begin{tabular}{r|lllll}\n",
-       "  & Df & Sum Sq & Mean Sq & F value & Pr(>F)\\\\\n",
-       "\\hline\n",
-       "\toxygen &  1           & 75555.216    & 75555.2158   & 528.403      & 1.419964e-28\\\\\n",
-       "\tResiduals & 51           &  7292.381    &   142.9879   &      NA      &           NA\\\\\n",
-       "\\end{tabular}\n"
-      ],
-      "text/markdown": [
-       "\n",
-       "| <!--/--> | Df | Sum Sq | Mean Sq | F value | Pr(>F) | \n",
-       "|---|---|\n",
-       "| oxygen |  1           | 75555.216    | 75555.2158   | 528.403      | 1.419964e-28 | \n",
-       "| Residuals | 51           |  7292.381    |   142.9879   |      NA      |           NA | \n",
-       "\n",
-       "\n"
-      ],
-      "text/plain": [
-       "          Df Sum Sq    Mean Sq    F value Pr(>F)      \n",
-       "oxygen     1 75555.216 75555.2158 528.403 1.419964e-28\n",
-       "Residuals 51  7292.381   142.9879      NA           NA"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fit <- lm(ventil ~ oxygen, data = anaerobic)\n",
     "summary(fit)\n",
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {},
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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RyzQAgQMA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\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w2EQmGvxhLP6tWrt2zZwvxdVVW1bt26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\nAAAAAElFTkSuQmCC",
-      "text/plain": [
-       "plot without title"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "ggplotRegression(fit)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {},
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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aGnjvOHz4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\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0eTtY3n4MGDjx8/XrFixbNnz/744w+4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\nYII=",
-      "text/plain": [
-       "plot without title"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "autoplot(fit)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<table>\n",
-       "<thead><tr><th scope=col>ventil</th><th scope=col>oxygen</th><th scope=col>oxy2</th></tr></thead>\n",
-       "<tbody>\n",
-       "\t<tr><td>21.9  </td><td>574   </td><td>329476</td></tr>\n",
-       "\t<tr><td>18.6  </td><td>592   </td><td>350464</td></tr>\n",
-       "\t<tr><td>18.6  </td><td>664   </td><td>440896</td></tr>\n",
-       "\t<tr><td>19.1  </td><td>667   </td><td>444889</td></tr>\n",
-       "\t<tr><td>19.2  </td><td>718   </td><td>515524</td></tr>\n",
-       "\t<tr><td>16.9  </td><td>770   </td><td>592900</td></tr>\n",
-       "</tbody>\n",
-       "</table>\n"
-      ],
-      "text/latex": [
-       "\\begin{tabular}{r|lll}\n",
-       " ventil & oxygen & oxy2\\\\\n",
-       "\\hline\n",
-       "\t 21.9   & 574    & 329476\\\\\n",
-       "\t 18.6   & 592    & 350464\\\\\n",
-       "\t 18.6   & 664    & 440896\\\\\n",
-       "\t 19.1   & 667    & 444889\\\\\n",
-       "\t 19.2   & 718    & 515524\\\\\n",
-       "\t 16.9   & 770    & 592900\\\\\n",
-       "\\end{tabular}\n"
-      ],
-      "text/markdown": [
-       "\n",
-       "ventil | oxygen | oxy2 | \n",
-       "|---|---|---|---|---|---|\n",
-       "| 21.9   | 574    | 329476 | \n",
-       "| 18.6   | 592    | 350464 | \n",
-       "| 18.6   | 664    | 440896 | \n",
-       "| 19.1   | 667    | 444889 | \n",
-       "| 19.2   | 718    | 515524 | \n",
-       "| 16.9   | 770    | 592900 | \n",
-       "\n",
-       "\n"
-      ],
-      "text/plain": [
-       "  ventil oxygen oxy2  \n",
-       "1 21.9   574    329476\n",
-       "2 18.6   592    350464\n",
-       "3 18.6   664    440896\n",
-       "4 19.1   667    444889\n",
-       "5 19.2   718    515524\n",
-       "6 16.9   770    592900"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "anaerobic$oxy2 <- anaerobic$oxygen^2\n",
     "head(anaerobic)"
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "\n",
-       "Call:\n",
-       "lm(formula = ventil ~ oxygen + oxy2, data = anaerobic)\n",
-       "\n",
-       "Residuals:\n",
-       "    Min      1Q  Median      3Q     Max \n",
-       "-9.4713 -1.3675 -0.4201  2.1925  7.7817 \n",
-       "\n",
-       "Coefficients:\n",
-       "              Estimate Std. Error t value Pr(>|t|)    \n",
-       "(Intercept)  2.427e+01  1.940e+00  12.509  < 2e-16 ***\n",
-       "oxygen      -1.344e-02  1.762e-03  -7.628 6.27e-10 ***\n",
-       "oxy2         8.902e-06  3.444e-07  25.850  < 2e-16 ***\n",
-       "---\n",
-       "Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1\n",
-       "\n",
-       "Residual standard error: 3.186 on 50 degrees of freedom\n",
-       "Multiple R-squared:  0.9939,\tAdjusted R-squared:  0.9936 \n",
-       "F-statistic:  4055 on 2 and 50 DF,  p-value: < 2.2e-16\n"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/html": [
-       "<table>\n",
-       "<thead><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></thead>\n",
-       "<tbody>\n",
-       "\t<tr><th scope=row>oxygen</th><td> 1          </td><td>75555.2158  </td><td>75555.21580 </td><td>7441.5695   </td><td>4.587875e-56</td></tr>\n",
-       "\t<tr><th scope=row>oxy2</th><td> 1          </td><td> 6784.7247  </td><td> 6784.72473 </td><td> 668.2398   </td><td>1.357823e-30</td></tr>\n",
-       "\t<tr><th scope=row>Residuals</th><td>50          </td><td>  507.6565  </td><td>   10.15313 </td><td>       NA   </td><td>          NA</td></tr>\n",
-       "</tbody>\n",
-       "</table>\n"
-      ],
-      "text/latex": [
-       "\\begin{tabular}{r|lllll}\n",
-       "  & Df & Sum Sq & Mean Sq & F value & Pr(>F)\\\\\n",
-       "\\hline\n",
-       "\toxygen &  1           & 75555.2158   & 75555.21580  & 7441.5695    & 4.587875e-56\\\\\n",
-       "\toxy2 &  1           &  6784.7247   &  6784.72473  &  668.2398    & 1.357823e-30\\\\\n",
-       "\tResiduals & 50           &   507.6565   &    10.15313  &        NA    &           NA\\\\\n",
-       "\\end{tabular}\n"
-      ],
-      "text/markdown": [
-       "\n",
-       "| <!--/--> | Df | Sum Sq | Mean Sq | F value | Pr(>F) | \n",
-       "|---|---|---|\n",
-       "| oxygen |  1           | 75555.2158   | 75555.21580  | 7441.5695    | 4.587875e-56 | \n",
-       "| oxy2 |  1           |  6784.7247   |  6784.72473  |  668.2398    | 1.357823e-30 | \n",
-       "| Residuals | 50           |   507.6565   |    10.15313  |        NA    |           NA | \n",
-       "\n",
-       "\n"
-      ],
-      "text/plain": [
-       "          Df Sum Sq     Mean Sq     F value   Pr(>F)      \n",
-       "oxygen     1 75555.2158 75555.21580 7441.5695 4.587875e-56\n",
-       "oxy2       1  6784.7247  6784.72473  668.2398 1.357823e-30\n",
-       "Residuals 50   507.6565    10.15313        NA           NA"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fit <- lm(ventil ~ oxygen + oxy2, data = anaerobic)\n",
     "summary(fit)\n",
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {},
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtAAAAHgCAIAAAADp837AAAACXBIWXMAABJ0AAASdAHeZh94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\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ZMmTfKyerQDADTKxkRrOl3A4cOKrVtF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\nEqEyAAAAAElFTkSuQmCC",
-      "text/plain": [
-       "plot without title"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "ggplotRegression(fit)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {},
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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LSyMIIjw8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\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CEhISIiYuHChS0c0cbGZtmyZVKptK6u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1tampqeHh4TiOw7FKv3797OzsKBQKTL8i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",
-      "text/plain": [
-       "plot without title"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "autoplot(fit)"
    ]