library(tidyverse)
library(broom)
library(fivethirtyeight) # for data
candy_rankings
## # A tibble: 85 x 13
## competitorname chocolate fruity caramel peanutyalmondy nougat
## <chr> <lgl> <lgl> <lgl> <lgl> <lgl>
## 1 100 Grand TRUE FALSE TRUE FALSE FALSE
## 2 3 Musketeers TRUE FALSE FALSE FALSE TRUE
## 3 One dime FALSE FALSE FALSE FALSE FALSE
## 4 One quarter FALSE FALSE FALSE FALSE FALSE
## 5 Air Heads FALSE TRUE FALSE FALSE FALSE
## 6 Almond Joy TRUE FALSE FALSE TRUE FALSE
## 7 Baby Ruth TRUE FALSE TRUE TRUE TRUE
## 8 Boston Baked … FALSE FALSE FALSE TRUE FALSE
## 9 Candy Corn FALSE FALSE FALSE FALSE FALSE
## 10 Caramel Apple… FALSE TRUE TRUE FALSE FALSE
## # … with 75 more rows, and 7 more variables: crispedricewafer <lgl>,
## # hard <lgl>, bar <lgl>, pluribus <lgl>, sugarpercent <dbl>,
## # pricepercent <dbl>, winpercent <dbl>
ggplot(candy_rankings, aes(x = pricepercent, y = winpercent)) +
geom_point()
![](data:image/png;base64,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gjj8iyZct8ldIgaJcuXWTMmDHSsmVL3/5UX+EV+FT/DaD9CCCAAAIIIIAAAggggAACCCCAAAKOEnjnnXfkiiuuCAh+agM8Ho8sWbJE9O2UBQsWOKpNRVlZAqBFqUvZCCCAAAIIIIAAAggggAACCCCAAAIIJFBg7dq1MmTIEDl+/HjYUo8cOSK33367bNq0KWyaVDpAADSVrjZtRQABBBBAAAEEEEAAAQQQQAABBBBwtMBjjz0mx44di9qGQ4cOyeTJk6OmS4UEBEBT4SrTRgQQQAABBBBAAAEEEEAAAQQQQAABxwscPnxY3n///ZjbMX/+fDlx4kTM6d2akACoW68s7UIAAQQQQAABBBBAAAEEEEAAAQQQcJXAjz/+GFPvT6vRv/zyi+gs8am+EABN9d8A2o8AAggggAACCCCAAAIIIIAAAggg4AiB0qVL265nPHlsnyTJMxAATfILRPUQQAABBBBAAAEEEEAAAQQQQAABBBBQgTp16kjVqlVjxqhbt66t9DEX7LCEBEAddsGoLgIIIIAAAggggAACCCCAAAIIIIBAagqkp6fLr3/965gb37dv35jTujkhAVA3X13ahgACCCCAAAIIIIAAAggggAACCCDgKoE777zT9ASN1qhGjRrJ4MGDoyVLieMEQFPiMtNIBBBAAAEEEEAAAQQQQAABBBBAAAE3CFSrVk3eeOMNadCgQdjmNGnSRF5//XWpVKlS2DSpdIAAaCpdbdqKAAIIIIAAAggggAACCCCAAAIIIOB4gTPOOEMWL14s9957rzRv3lx0oqMyZcpIdna2jBkzRhYsWCDaA5TlvwIZQCCAAAIIIIAAAggggAACCCCAAAIIIICAswQyMzNFX4fXH4/HI2lpac5qQDHWlh6gxYjNqRBAAAEEEEAAAQQQQAABBBBAAAEEEEi0AMHPyKIEQCP7cBQBBBBAAAEEEEAAAQQQQAABBBBAAAEEHCxAANTBF4+qI4AAAggggAACCCCAAAIIIIAAAggggEBkAQKgkX04igACCCCAAAIIIIAAAggggAACCCCAAAIOFiAA6uCLR9URQAABBBBAAAEEEEAAAQQQQAABBBBAILIAAdDIPhxFAAEEEEAAAQQQQAABBBBAAAEEEEAAAQcLEAB18MWj6ggggAACCCCAAAIIIIAAAggggAACCCAQWYAAaGQfjiKAAAIIIIAAAggggAACCCCAAAIIIICAgwUIgDr44lF1BBBAAAEEEEAAAQQQQAABBBBAAAEEEIgsQAA0sg9HEUAAAQQQQAABBBBAAAEEEEAAAQQQQMDBAgRAHXzxqDoCCCCAAAIIIIAAAggggAACCCCAAAIIRBYgABrZh6MIIIAAAggggAACCCCAAAIIIIAAAggg4GABAqAOvnhUHQEEEEAAAQQQQAABBBBAAAEEEEAAAQQiCxAAjezDUQQQQAABBBBAAAEEEEAAAQQQQAABBBBwsAABUAdfPKqOAAIIIIAAAggggAACCCCAAAIIIIAAApEFCIBG9uEoAggggAACCCCAAAIIIIAAAggggAACCDhYIMPBdQ9Z9Z9//lnefPNN2bBhg+zYsUNq1qwpjRs3lmuvvVZq1KgRMs+RI0fkH//4hyxfvlxyc3OladOm0rp1a+nZs6ekp6eHzMNOBBBAAAEEEEAAAQQQQAABBBBAAAEEEEh+AVcFQJcsWSITJkyQQ4cOmcBlVlaWrFixQj7//HN555135N5775WLL7444Krs3btXBg8eLFu2bDH7q1WrJvPmzTM/H3/8sYwdO1bKlCkTkIcNBBBAAAEEEEAAAQQQQAABBBBAAAEEEHCGgGtegd+2bZsv+HnzzTfL/PnzZdasWebzpptuMkHRiRMn+gKd1uV55JFHzL527drJ3Llz5e2335a///3v0qRJE1m6dKk8+eSTVlI+EUAAAQQQQAABBBBAAAEEEEAAAQQQQMBhAq4JgM6ZM8cEOS+55BIZMGCAlC1b1lwK/Rw4cKBcdNFFcvjwYdF01vLNN9+Y3qHly5eXcePGySmnnGIO1atXTyZPnmx6kebk5EheXp6VhU8EEEAAAQQQQAABBBBAAAEEEEAAAQQQcJCAawKgK1euNOwXXnhhSH7t4anL+vXrfcf1lXldunTpIuXKlTPr1n/0Vfjzzz9fjh49KhoEZUEAAQQQQAABBBBAAAEEEEAAAQQQQAAB5wm4JgCqr6rPmDFD2rdvH/Iq7Nmzx+yvUqWK7/iaNWvMuhUc9R3434oGQHVZtWrV//bwgQACCCCAAAIIIIAAAggggAACCCCAAAJOEnDNJEj6qnvdunVD2h8/ftzXizM7O9uXRscN1cU/KOo76LffmiDJ/5j/+pQpU0TPEWrp2rWrNGvWLNShpNrnP9GTDgngv51UFaUySS+QkZEhaWlpUqlSpaSvKxVMToFSpU5+N1e6dGl+l5LzMjmiVno/0oX7kSMuV9JXkn/bkv4SJXUF9fdHF56zk/oyJX3l9LnIWjIzM+XEiRPWJp8I2BLQ522es22RkThIwHrO1t0aj/P/Gy4oadJsuiYAGkn0L3/5i2zdulV0bM9evXr5kh44cMCshwuAVq5c2Ry30vkyBq28+OKLcuTIkaC9/93UyZTatm0b8liy7tQHMxYECitQsWLFwhZBfgTMg5n/wz4kCMQjwP0oHjXyBAvogz2/S8EqbNsV4DnbrhjpwwlUqFAh3CH2IxCTQHp6unnWjikxiRCIIKABUP1J9uVkN5tkr2mc9dMZ3fVHH1rvu+8+31if+m2ZToqkS7ieIdZDbrjgZpxVIhsCCCCAAAIIIIAAAggggAACCCCAAAIIFJOAq3uAPv/88/Lqq6+a4OeYMWOkVatWPlYNiOo3sIcOHQrbe9MKfEZ7HXzq1KmSn5/vK9t/pVGjRmKNP+q/P9nW1cL6RlpnvT927FiyVZH6OERAX8fR/7/094gFgXgE9HUKqwe+flF18ODBeIohDwJmOBf9MtMJ/w5zuZJXoGrVqmZoF33W27dvX/JWlJoltYA+G+lbZzxnJ/VlSvrK6b9p1t+mej8K9zdo0jeECpa4gD5r6+9PtLddS7yiVCBpBfReZHUa1L/XrA6GRV1hnbA83sWVAVAN3k2cOFEWLFhg/oF44IEHzEzvwUjVq1cXHd8zXKDG2q8BnUiLjvMZbsnNzS22X4RwdYhlv/UPqaZVPyv4G0te0iDgL2AF0vkd8ldh3Y6Ax+PxJdfe+vwu+ThYsSmgAQdd+B2yCUfysAL8LoWl4UAUAet+xHN2FCgORxSwnrM10dGjR8POQxGxEA4i4BXQ520NgPLvGr8O8QpY/65pfp0Txwm/S657BV6DlsOGDTPBT/1WQyco6tKlS8hrqgFQXaxAZ3Ci/fv3m136zT8LAggggAACCCCAAAIIIIAAAggggAACCDhPwFUBUA1YDhkyRFauXCn169eX5557Ts4666ywV6VmzZrm2MaNG0Omsfa3aNEi5HF2IoAAAggggAACCCCAAAIIIIAAAggggEByC7gmAKpduEeOHCkbNmyQZs2ameBngwYNIupffPHF5vj7779fIJ2+drl48WKzv3Xr1gWOswMBBBBAAAEEEEAAAQQQQAABBBBAAAEEkl/ANQHQOXPmyOrVq0Vfa3/sscfklFNOiarfvn170UmKvv/+e8nJyQlI/9prr8nPP/8sp556qrRr1y7gGBsIIIAAAggggAACCCCAAAIIIIAAAggg4AwBV0yCpIOt6uvuuuzevVuuvvrqsPqnn366vPDCC+Z4WlqaDBw4UHSSpAkTJsgnn3wiTZs2NYFUXS9durTcc889ZubPsAVyAAEEEEAAAQQQQAABBBBAAAEEEEAAAQSSViDN++r4yel2k7aakSu2du1aE8iMnOq/R5s0aSIvv/xyQFIdM1QDoD/99JNvv/YMvfvuu+Wcc87x7XPzik4WZQWGp06dKtbwAG5uM21DAIHkFFi+fLn079/fVK5v374yduzY5KwotUIAgZQQOPfcc+Xw4cNSu3ZtCTVsUkog0EgEEEgKAf37dOHChaYus2fPFu3cw4IAAgiUhMA///lPuf/++82phw4dKgMGDCiJatg6pyt6gDZv3lw+/PBDWw33T9ymTRuZOXOmeeV9y5YtopMj6UNuqVKuGSHAv7kh1/Pz8+XYsWPmmI5/yoIAAgiUlIB+L2fdj44fP15S1eC8CCCAgBHQ+5H1AwkCCCBQkgL6XGQ9I/E3W0leCc6NAAJOjCG5IgCaqF+9rKws0R8WBBBAAAEEEEAAAQQQQAABBBBAAAEEEHCHQOp0cXTH9aIVCCCAAAIIIIAAAggggAACCCCAAAIIIGBDgACoDSySIoAAAggggAACCCCAAAIIIIAAAggggICzBAiAOut6UVsEEEAAAQQQQAABBBBAAAEEEEAAAQQQsCFAANQGFkkRQAABBBBAAAEEEEAAAQQQQAABBBBAwFkCad7Zdj3OqjK1LQqBdevWycaNG03Rbdq0kVq1ahXFaSgTAQQQiCqwZ88e+fzzz026Bg0aSHZ2dtQ8JEAAAQSKSmDhwoWiM52WL19eunTpUlSnoVwEEEAgqsCXX34pP/30k0nXqVMnqVixYtQ8JEAAAQSKQmDr1q3y9ddfm6KbNWsmjRs3LorTJLRMAqAJ5aQwBBBAAAEEEEAAAQQQQAABBBBAAAEEEEgmAV6BT6arQV0QQAABBBBAAAEEEEAAAQQQQAABBBBAIKECBEATyklhCCCAAAIIIIAAAggggAACCCCAAAIIIJBMAgRAk+lqUBcEEEAAAQQQQAABBBBAAAEEEEAAAQQQSKgAAdCEclIYAggggAACCCCAAAIIIIAAAggggAACCCSTQEYyVYa62Bc4cuSI/OMf/5Dly5dLbm6uNG3aVFq3bi09e/aU9PR02wWuXbtWZs6cKZs3b5bMzEw566yzpFu3bnLaaaeFLSuePGEL4wACCDhWINH3o3/961/y4Ycfis4weOLECWnYsKFccMEF0r1795BGmn7VqlUhj+nO6tWrS79+/cIe5wACCLhLIFHPJwcPHpRp06ZFxOnVq5ecfvrpAWkSfU8MKJwNBBBwlEAi7kd6H8rLy4va7lKlSsldd90VkI5npAAONhBA4H8C+owzfPhwqV27tjzwwANxucRzf4snT1yVC8rELPBBIE7a3Lt3rwwePFi2bNliql2tWjXZs2ePWe/cubOMHTtWypQpE3OTNJA6depUk75ixYpy9OhR81O+fHmZOHGinHPOOQXKiidPgULYgQACjhdI5P1IgwYjRoyQlStXGpfKlSubz/3795tP/ZJn0qRJovcm/0Uf9lesWOG/K2Bdv8h55ZVXAvaxgQAC7hRI5POJfrHyhz/8ISLUuHHjpEuXLr40ibwn+gplBQEEHCmQqPtRnz59ZNeuXVENNAD6wQcfBKTjGSmAgw0EEPAKeDweGTVqlCxbtkzatGkjTz75pG2XeO5v8eSxXbEwGQiAhoFxwu5hw4bJ559/Lu3atZP7779fTjnlFNm2bZuMHj1aNmzYIFdddZWJ5sfSltWrV5uH+9KlS5vA6YUXXijHjx+X2bNnm/8RdP/rr79uvhmwyosnj5WXTwQQcJdAIu9HkydPln/+85/SqFEjGTNmjDRr1sxg6TeFDz/8sPnSp3fv3nLPPfcEIGoPLA2S3nHHHVK2bNmAY7pRqVIl6dq1a4H97EAAAXcJJPr5ZNasWTJlyhRp27ateSsmlNa5554rdevW9R1K5D3RVygrCCDgOIFE3o8WLFgghw8fDmmQn58vL7zwgnkO4hkpJBE7EUDAT+DQoUOm89u7775r9sYTAI3n/hZPHr9qF3qVV+ALTVgyBXzzzTcm+Kk9oLTXQbly5UxF6tWrJxo80G8Ic3JyZNCgQeaP/mi11F5R+g3ADTfcINp7VBcNevbt21e2b99uXrPXYOjvf/97X1Hx5PFlZgUBBFwjkMj7kb6G8c4774j2XtBgZ+PGjX1OzZs3l/Hjx8tNN90kc+fOlT/+8Y9SoUIFc3znzp3moT8rK8vct3yZWEEAgZQTSPTzyffff28MdUigK6+8MqpnIu+JUU9GAgQQSGqBRN6PevToEbatL774onkOys7OlrvvvjsgHc9IARxsIJDyAjp84qOPPio//fST+ZtLhxqLZ4nn/hZPnnjqFi4PkyCFk0ny/UuWLDE11NetrOCnVWV9Ff788883r69rEDTaogEH7Umqy6WXXlogubVPAw7aK1SXePIUKJgdCCDgCoFE3o/0W0HtxdCgQYOA4KcFpQHRGjVqmC9sNm7caO0WK0Bh9Rb1HWAFAQRSSqAonk/Wr19vDGO9vyTynphSF4/GIuAygaK4H4Ui+vLLL+Xll182b7/oEGjaicV/4RnJX4N1BFJbYOHCheZLEg1+6pvEQ4cOjQsknvtbPHniqlyETARAI+Ak86E1a9aY6ukvbahFA6C6RJoQxMr37bffmmCCBhz8X9+yjmuvK311dN++ffKf//zH7I4nj1Uenwgg4C6BRN6P9N6lPUAfe+yxkEj6JYzei3SpUqWKL03ww72ms8ZE9iViBQEEXC+Q6OcTvZfoly0ZGRm+CSF1qA0dqzjcksh7YrhzsB8BBJJfINH3o1At1nvUn//8Z/O33M033yx16tQpkIxnpAIk7EAgZQX07yON+YwcOdL8vVW1atW4LOK5v8WTJ67KRcjEK/ARcJL5kI71qYt/AMC/vtZ+a4Ik/2PB69HK0vRans46qOXpRCLx5Ak+L9sIIOAOgWj3Azv3o7S0NIn0D7GOf6UTtOmYxzrkh7VYD/f6h4C++qUTKGlPUv3y5rzzzjPjgurr8SwIIOBugWj3I2198DNNJJHNmzfLsWPHpGHDhmYsdB2f+OeffzavjOm+G2+8UYJfS41WBzv3xEh14xgCCCS3QLR7gdbezv0oVGt1jOIffvjBvDlz7bXXhkrie0uGZ6SQPOxEIKUELr74YrnmmmvMF7uFaXg897d48hSmjqHy0gM0lIoD9h04cMDU0nqIDq6yNWuylS74uP+2lSZcWZo2uLx48vifk3UEEHCPQLT7QfD9I96W63jEzz77rMl+2223iQZLrcV6RfXVV181wU/tua6vq+pkAYsXLzbjhlpprDx8IoCA+wSi3Y+0xXbuSdaXK/oGjE4wovcdnQxJv6jRoMMjjzwiEydODICMVgc75w8omA0EEHCUQLR7gTamMPcD/aJ3xowZxkTnbdCe6qEW6/mHZ6RQOuxDILUEqlevHvZeYUcinvtbPHns1CmWtKHvkrHkJE2JCeggtdYMgNq7KdRSsWJFszvSK1pWPh2LQZdwZekxqzzrvPHk0XJYEEDAXQKJvh+F09EeVzpGzd69e80Yx/4Tkeg/phoc1UXHLNbZl3WCOF10/0MPPSQ6KcmECRPk+eefT8g/+qZw/oMAAkknkOjnEytwoM9Ieg9p3bq1abNOHKm9QXV2eJ1BtX379nLRRRdJcd0Tkw6eCiGAQAGBRN+Pgk/w2Wefya5du8yEkNacDcFpeEYKFmEbAQQSIRDP/S2ePImoq38ZBED9NRyyrrMj6x/3hw4dCjsGlRX4LFOmTNRWZWZmmjT6Wmm4xSqvbNmyJkk8ecKVzX4EEHCuQKLvR6EktOfV8OHD5ccff5SWLVua2eH90+n98PXXX5fdu3eb4IR/z1Ad40Znk+/Xr595BUwnfOvQoYN/dtYRQMBFAol+Pvnd734n+rqYDrvhP0663mf69OljeoFqIHT69OkmAFoc90QXXS6agoCrBRJ9PwrGmjNnjtnVs2dPEwQNPq7bPCOFUmEfAggUViCe+1s8eQpbz+D8vAIfLOKQbe26rIuOyxlqsfZbv2Sh0lj7rLJ0UP9wS3B58eQJVzb7EUDA2QLW/cC6TwS3xtofy/0oOK9O5Pb73//eBD/PPfdcmTx5sgSXowEHncStTZs2Aa/FW2XVqlVLzjrrLLPpP3O8dZxPBBBwj4B1P7LzTBOp9drzs0WLFgHBT//0l1xyidnctGmT6f2pG1YdrHuff3pdt/YH38uC07GNAALOFrDuBYm6H/lr6Je+n3zyidl19dVX+x8KWOcZKYCDDQQQSJBAPPe3ePIkqLq+YgiA+iictWL98lgP0cG1t/6hjTSZiJUnWlmaLri8ePJY5+MTAQTcJRDtfhB8/4i19Tp251133WWCBfpql84MH2/AoGbNmua0+io9CwIIuFcg2v1IWx7vPSmUmn7Boou+RWONbRWtDok8f6g6sQ8BBJJDINq9QGsZ7/3gvffeM5M9nnPOOdKoUaNCNZhnpELxkRmBlBSI5/4WT55E4xIATbRoMZVn/UMVrjeTtV97LURbrLJ0hned6TR42bdvn+zZs8fMeNq0aVNzOJ48weWyjQAC7hCw7gfWfSe4Vdb+WO5HVl59rWvs2LHmnnTzzTfLmDFjwo7d+d1338krr7wiM2fOtLIX+Ny5c6fZV79+/QLH2IEAAu4RsO5Hdp5pIrVe7yvPPfecedU9VLodO3aY3TqRiTWWulUH694XnM/ab+eeGFwG2wggkPwC1r0gUfcj/xbrl8S6XHbZZf67C6zzjFSAhB0IIJAAgXjub/HkSUBVA4ogABrA4ZwNHY9Kl/fff79ApXUAfusfRWuw/gKJ/HbomFY6Y/Ivv/wiOph28PKvf/3LfMOoaSpUqGAOx5MnuFy2EUDAHQKJvB+pyKeffmp6e+oYeyNHjpQBAwZEhMrNzTWzM//f//2fbN68uUBa/QJnzZo1Zn92dnaB4+xAAAH3CCT6+USfs1577TXzJUsopY8++sjs9r+3JPqeGOq87EMAgeQXSPT9yGqxTiRifZFidU6xjgV/8owULMI2AggkQiCe+1s8eRJRV/8yCID6azhoXWcb1dcdvv/+e8nJyQmouT6o62uep556qrRr1y7g2LJly2ThwoWiY1X5L9ddd53ZfOmll3xjU+kO7TX1xhtvmGN9+/Y1n9Z/4slj5eUTAQTcI5DI+5FOuPbEE0+IzrB86623Sq9evaJC6Rc9VRK05kMAABbMSURBVKpUMXlefvllOX78uC/P4cOH5dFHHzWTxnXs2NF82eM7yAoCCLhSIJ7nE51kTZ+PFi1aFGDStWtXs61fLG/YsCHg2IoVK3w9z2+55RbfsXjvib4CWEEAAdcIJPJ+ZKGsXbvWPPOkp6dLw4YNrd0hP3lGCsnCTgQQsCHgphhSmvePTI+NtpM0iQSWLl0qDzzwgOmdqQ/o+g3g6tWrzYDYpUuXlilTpkirVq0Cavyb3/zGTCYycOBAuemmm3zH8vPz5fbbb5dvv/3WDPSv5WkQQXs+aDBVAwcTJkwwr8FbmeLJY+XlEwEE3CWQqPuRfoGjr5vqog/2kZZx48ZJp06dTJLly5fL0KFDzR8EOvZxjx49TH6t19atW6Vx48amV6k1Xl+kcjmGAALOFojn+WTevHkyfvx4c99YsmSJD0DLuvvuu2XlypVmX9u2bUV/1q9fL/qGjC76/GQFOcwO73/iuSdaeflEAAH3CCTyfmSp6DBBkyZNMp1dpk+fbu0O+8kzUlgaDiCQ8gL6vDJ69GgzmeyTTz4Z0sNNMaT0B71LyFayM+kFtIfn2WefbR7Kv/76a9GeCPqHvvYM1bHzQr3+rmNZ6avu+vCuea1FZwjUgIEGOzWI+uWXX5pXRnVQ/2uuuUaGDx8uGlT1X+LJ45+fdQQQcI9Aou5H+iCv9zFd9Pu5SD/dunUzD/+aVl+pOP/8800PLR1rS19513uZjmusr6NqYCOWSeG0LBYEEHC2QDzPJxrQ/PDDD80Xvf379/cBaFn6pbB+IfPNN9+Y+5M+b+mbNA0aNDDjE4cagy+ee6LvpKwggIBrBBJ5P7JQdPZ3/VJGJ0Cyeqlbx0J98owUSoV9CCCgAjp8mL7lUqdOnbBjCrsphkQPUJf83mvgUv/o14Fla9euHdBT024TteenvualgQd9uI9l1uV48titF+kRQMAZAom8H8XTYp24Te+HOiGJ3sP0jw8WBBBITYFEPp9oWdu3b5e9e/fKaaedJhUrVowJtaTviTFVkkQIIFDkAom8H8VbWZ6R4pUjHwIIRBKI5/4WT55IdYjlGAHQWJRIgwACCCCAAAIIIIAAAggggAACCCCAAAKOFKBbjCMvG5VGAAEEEEAAAQQQQAABBBBAAAEEEEAAgVgECIDGokQaBBBAAAEEEEAAAQQQQAABBBBAAAEEEHCkAAFQR142Ko0AAggggAACCCCAAAIIIIAAAggggAACsQgQAI1FiTQIIIAAAggggAACCCCAAAIIIIAAAggg4EgBAqCOvGxUGgEEEEAAAQQQQAABBBBAAAEEEEAAAQRiESAAGosSaRBAAAEEEEAAAQQQQAABBBBAAAEEEEDAkQIEQB152ag0AggggAACCCCAAAIIIIAAAggggAACCMQiQAA0FiXSIIAAAggggAACCCCAAAIIIIAAAggggIAjBQiAOvKyUWkEEEAAAQQQQAABBBBAAAEEEEAAAQQQiEWAAGgsSqRBAAEEEEAAAQQQQAABBBBAAAEEEEAAAUcKEAB15GWj0ggggAACCCCAAAIIIIAAAggggAACCCAQiwAB0FiUSIMAAggggAACCCBgBPLy8iQtLc383HfffaikqMDHH3+coi2n2QgggAACCCDgRAECoE68atQZAQQQQAABBBBAAIESENixY4fceOONcvHFF5fA2TklAggggAACCCAQn0BGfNnIhQACCCCAAAIIIJCKAtr7s1y5cqbpGRk8Sqba78CDDz4o06dPl7Jly6Za02kvAggggAACCDhYgKdWB188qo4AAggggAACCBS3QMWKFeXQoUPFfVrOhwACCCCAAAIIIIBA3AK8Ah83HRkRQAABBBBAAAEEEEAAAQQQQAABBBBAINkF6AGa7FeI+iGAAAIIIIAAAjEI5Ofny4oVK0zKZs2aySmnnCL79u2TTz75RD7//HOpVKmSnHnmmXLJJZeYCYyCizx27JisXLnS7G7ZsqVUqFBBdKKbxYsXS506daRPnz6SlZUlJ06ckOXLl5t0devWlfr16wcX5dv+6KOP5Msvv5Qff/xRateuLU2bNjVjR5YuXdqXJtSK1vurr74yP7reqlUrad26tTRs2DBUcrPvP//5j/z000+iPVS1/h6PR7799ltZtmyZbN26VRo3bizdu3eXevXqhS3D/4DdOsTq538OXf/5559l3rx58sMPP4hewyZNmki7du3k9NNPD04asK3t+/77743RmjVrRK+FGp111llSvnz5gLTWhv/vSIsWLczvxPHjx2XVqlXm92T//v1yzjnnSNu2baV69epWNvO5fft247hz506zrefX3ytd9NpGujYmEf9BAAEEEEAAAQRKUsD78MKCAAIIIIAAAggg4HCB3Nxcj/eZ0vzk5OR4XnnlFY93jE7fPutY8+bNPUuXLi3QWm+Q0pfWGzT0/Pa3v/Vta97KlSt7fvnlF483SObbP2rUqALl6A49/xlnnOFLZ51bP72BSM+bb74ZMp83uOp5/PHHPd7xJUPmvf766z3azlDLnXfeafJ4g4ceb1DR0759+wJllClTxjN48GDPkSNHQhVh9sVbh1j9rBPn5eV5brnllpBtLVWqlOemm27yeIONVvKAT2/g06Pt9He11mvWrOmZM2dOQHprw/935F//+pfHG6D2eIPaBcrxjvHq+ctf/mJlM5/jxo0rkM4651133RWQlg0EEEAAAQQQQCDZBOgB6n1yY0EAAQQQQAABBNwk8Nxzz8k777wj3oCf9OzZ0/QK1B6VCxYskLVr10qPHj3k7bffNp+h2j1t2jT5+9//HnCoY8eOkpmZKd7AXcD+4I1nnnlGhgwZYnqKpqenm16J2vNUe5Nqj8VNmzbJtddeK3pMe5Vai44resUVV5gep7qvVq1apiek9mTVnq3ffPONvP7666K9SrUd2ss11LJnzx7p3LmzaK9IbxDWtFF7OWqejRs3itZv/fr18u6770rwJE6JqkMkP62z9vrs0qWLqaNue4OWcv7555v6eIPH4g3Qyt/+9jdZt26deAOVvkmnNO1bb70l3uCoHDhwwPTkPe+88yQ7O1u2bNliemRqD83evXvLPffcI48++qhmCblo+59++mkznqv2Nm3UqJHprbt79245fPiwDBo0yBzzBpZNfu0FfO6558rmzZtl165d5tzaU1SXBg0amE/+gwACCCCAAAIIJK1AskVkqQ8CCCCAAAIIIICAfQH/3n3eB0+P9gT0vv4eUNCiRYs8VatWNT35vK+ue7xBNN9x/x6Mmt8b8PI8++yzHu9r8Z4pU6Z4NK8ukXqAel859/Vo9L5qXqCn6aeffurxvopvzu8Npnq8r5n7zv/QQw/5ehjefvvtprep76B35Y033vBoHq2b91V2/0Nm3eoBqsf1R3tXHj161Jfu4MGDHm/g1XeOJ5980nfMWilMHWL103Np706rnt5Ao8cbeLWq4Nm7d6/n1ltv9R0fM2aM75g3uOvrsekNOnqWLFniO6Yr3uClsbHK1h6e/kvw74g36OnRnqDWor1fX3rpJd+5tbeu97V567D5/P3vf2+Oay9dFgQQQAABBBBAwCkCOj4SCwIIIIAAAggggIDDBYKDW++9917IFumrzVaATAOc1hIcwJs/f751KOAzUgC0X79+vrJDvWavBT3yyCO+NC+++KIp2zt+p8c75qjZf9lllwWcz3/j1Vdf9eWdPXu2/yGPfwBUXw8PtWhA9NRTTzVleMetDEhS2DrE6uft1elrQ7du3QLqYG1oENR6NV3rq4FJXf74xz+avPqKvA5TEGrxjkXq8faONem843kGBDCDf0f8g5/+Zf3ud7/z1dE7hqv/IQ8B0AAONhBAAAEEEEDAIQLMAu/9C4AFAQQQQAABBBBwk4BOouMNJIZsUv/+/c2EOXrQmswoOKG+Xq6vydtZ9DVzfa1al65du8qFF14YMvvQoUPljjvuEG+vUmnTpo1J4x2vVLw9NM36ww8/HDKf7vQGWM2r8bquecItDz74YMhDOvnSiBEjzDGdMEknR7KWRNYhkp8OPWAtY8eOtVYDPvW1f29wWry9P2X8+PHiDdyaCZL01Xpd9Np26NAhII+1oa/1q68u//73v+Xrr7+2DgV86qvzF110UcA+a+Pss8+2Vs3r7r4NVhBAAAEEEEAAAYcKMAaoQy8c1UYAAQQQQAABBMIJRApe6rigGnjUWb2tWd+Dy9HZ2u0uOuO6t+eiyabjhYZbdHb5qVOnBhzWsUF18U6+I94ej+LtqRhw3H9DxxPdsWOHGU/Uf7+17u0daWaat7aDPzU4bC3afmsW+0TWIZKfd1gCc3qt5wUXXGBVpcBn3759RX+sRcdO1bFBddEAZSQjHfvUWrRdrVq1sjZ9n6eddppvPXhFxwO1Fp3dngUBBBBAAAEEEHC6AAFQp19B6o8AAggggAACCAQJaBAx0tKwYUNzWCcK0p6bwZMB6aQ4dhftUWktVvnWdrRPnexHF518RycEimXZsGGDDuVkJuPxT1+3bl3Rnp7hFv+6eV/vNhMGadpE1iGSn+XkfQU/Yj2D62/VT/dPmDDB/ASnCbVtBXaDj/k7BB8rX768b5f39XvfOisIIIAAAggggIBTBXgF3qlXjnojgAACCCCAAAJhBHQG9UhL5cqVzWHtUai9KYOX6tWrB++Kuu0/O3y1atWipvdP4P8quv/+SOs6Y7vOWB68xNp2zecd99OXPZF1iORnORWHkTZOZ4cPtWhvWxYEEEAAAQQQQCBVBOgBmipXmnYigAACCCCAQMoIhApq+jd+27Ztvs0aNWr41guz4t+j0OrlGGt5+hq6BiBbtGghn332WazZpGLFigXSxtv2RNahQKX8dqjT6tWrJR4jq5i//e1v8qtf/crajPipQx6wIIAAAggggAACqS5AADTVfwNoPwIIIIAAAgi4TiBcrz+roVbPxzp16kiiAmT+r31H603pnf3dTHrUsmVL8c6ELjpm5qeffmrG9dTX1wvTO9E7G3vI1/qD267b/mNdJrIO1rlCfVpO2ntVX/kP19bNmzeLBjp1rM6LL77YGFnlfffdd1KpUiVrk08EEEAAAQQQQACBKAK8Ah8FiMMIIIAAAggggIDTBKzZ2EPVW4OjGmzU5fLLLw+VJK59VapUEas3aU5OjhmfM1RBOqbkPffcI0OGDJHnn3/eJGnevLn51PFI33vvvVDZzD7NqzPMd+nSRe68886Q6fLz82XevHkhj+nON99803dMZ1O3lkTWwSoz1Kf/BEXqFG7R2eIfeOABueGGG8zkUhqstYKlen0jjc05c+ZMM1HSVVddJR999FG4U8S1Py0tzeTT8VdZEEAAAQQQQAABpwgQAHXKlaKeCCCAAAIIIIBAjALLly8XDaCFWh5++GE5evSoOdSvX79QSeLep0FNXb766iuZPXt2yHJeffVV+fnnn82xq6++2nzecsstYo1LOnToUDlw4EDIvNpzdMmSJbJ06dKIPVcfeugh0UBo8KIzqWsZunTu3FkaNGjgS5LoOvgKDlq57rrrJCsry+x95JFHQtZTxzd97rnnTBoNzOqPzhpvBX118qZnn302qOT/bv7yyy8mcLpq1SpZsGCByRsyYZw7rSCs/g7puVgQQAABBBBAAAEnCBAAdcJVoo4IIIAAAggggIBNgeuvv15ee+01X4BNJ98ZNGiQvPDCC6akX//616Y3pc1iIyYfPny4WGOBanD1pZdeMq+jW5m0PlaQ9JxzzhHtoaiLTlykQUtd9NXv888/Xz7//HOzrf/ZuHGjTJo0SQYPHmz2aW9TqxxfIr8VDQD37NlT9HV4a/nggw+kY8eOJvirs94/+eST1iHzmeg6BBTut1G1alXRILQuK1eulO7duwdMxrR9+3bp27evfPvttyaN5aIbY8aMkXr16pn9GgwdPXq0L1isE1ppj1Lt1bt27VqTRr0iTchkEtn8j9bfWrRuH374oXzzzTfWLj4RQAABBBBAAIHkFPC+vsKCAAIIIIAAAggg4HCB3NxcfSfZ/Jx99tkeb5DPrHsnCvJ4JxfyeHsQ+o536NDB4x2DMqDF3mCh7/i4ceMCjvlv7N+/35du1KhR/ofMujcg5qlbt64vjbfHoOess87yeIOWvn3eV+U93t6YAXmPHTvmGThwoC+NtsUbbPN4x+YM2FehQgXPsmXLAvLqhjcg6EvXtm1b37p3zE2Pt8elb9s7xqjnlVdeKZBfdxSmDrH66Xm8r/p7br75Zl+dtK3e3qimrf7XacSIEZo8YFFfTWtda03frFkzj15na59+9unTx5zHP7P/78j999/vfyhg3RtI9ZU1d+7cgGPeQLLH+xq877ie68orrwxIwwYCCCCAAAIIIJBsAvQA9T61sSCAAAIIIIAAAm4S8AakZOHChdKkSRPzmrL2JtQxI6tVq2Z6ES5atMj3Gnai292pUyczy7n2QPUGK81EPzrr+d69eyU9PV1uu+02WbNmTcAERFoH7ZWpY4LOnz9fsrOzzSvf3oCdmRhJj2teHQ9Te016A7i6K+yivT0HDBhgxsxcv36975V7HT9UX6G/6aabQuZNZB1CnuB/O7Ut+ir+P//5TzPJke7WsVm///57c530uukQAtrrNXhR36+//lq8wWIzbIBeV50UyXodvXHjxjJt2jSZMWOGMQvOX9htHTrgqaeeEm+Q21eU1VvVt4MVBBBAAAEEEEAgyQTSNCKbZHWiOggggAACCCCAAAI2BTTAaL2e7O3d53vNetu2baJjRtauXVt01vXy5cvbLDn+5Bqc0wDkunXrzKvb3p6KJigaS4kHDx40r4HrK+H6Wr3Ohh5p5vO77rpLpk6daorW8T91zEwdp3LFihUmOKjjaPqP+VkUdYilzFBp9NppkFhnhff21pX69euHShZynwZONaCsY3OqkebVthfHokMM6HXSc5YtW7Y4Tsk5EEAAAQQQQACBuAQIgMbFRiYEEEAAAQQQQCC5BMIFQJOrlkVXm1AB0KI7GyUjgAACCCCAAAIIOEmgeL4edpIIdUUAAQQQQAABBBBAAAEEEEAAAQQQQAAB1wgQAHXNpaQhCCCAAAIIIIAAAggggAACCCCAAAIIIBAsQAA0WIRtBBBAAAEEEEAAAQQQQAABBBBAAAEEEHCNQIZrWkJDEEAAAQQQQACBFBbQiW909nRdatasmXISOsmT1f6UazwNRgABBBBAAAEEEIgowCRIEXk4iAACCCCAAAIIIIAAAggggAACCCCAAAJOFuAVeCdfPeqOAAIIIIAAAggggAACCCCAAAIIIIAAAhEFCIBG5OEgAggggAACCCCAAAIIIIAAAggggAACCDhZgACok68edUcAAQQQQAABBBBAAAEEEEAAAQQQQACBiAIEQCPycBABBBBAAAEEEEAAAQQQQAABBBBAAAEEnCxAANTJV4+6I4AAAggggAACCCCAAAIIIIAAAggggEBEAQKgEXk4iAACCCCAAAIIIIAAAggggAACCCCAAAJOFiAA6uSrR90RQAABBBBAAAEEEEAAAQQQQAABBBBAIKIAAdCIPBxEAAEEEEAAAQQQQAABBBBAAAEEEEAAAScLEAB18tWj7ggggAACCCCAAAIIIIAAAggggAACCCAQUYAAaEQeDiKAAAIIIIAAAggggAACCCCAAAIIIICAkwUIgDr56lF3BBBAAAEEEEAAAQQQQAABBBBAAAEEEIgoQAA0Ig8HEUAAAQQQQAABBBBAAAEEEEAAAQQQQMDJAgRAnXz1qDsCCCCAAAIIIIAAAggggAACCCCAAAIIRBT4f8Y7suTyDswuAAAAAElFTkSuQmCC)
model_lm <- lm(winpercent ~ pricepercent, data = candy_rankings)
tidy(model_lm)
## # A tibble: 2 x 5
## term estimate std.error statistic p.value
## <chr> <dbl> <dbl> <dbl> <dbl>
## 1 (Intercept) 42.0 2.91 14.4 2.39e-24
## 2 pricepercent 17.8 5.30 3.35 1.21e- 3
augment(model_lm) %>%
ggplot(aes(x = pricepercent, y = winpercent)) +
geom_point() +
geom_line(aes(y = .fitted))
![](data:image/png;base64,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)
model_lm <- lm(winpercent ~ pricepercent + chocolate, data = candy_rankings)
tidy(model_lm)
## # A tibble: 3 x 5
## term estimate std.error statistic p.value
## <chr> <dbl> <dbl> <dbl> <dbl>
## 1 (Intercept) 41.6 2.40 17.3 4.35e-29
## 2 pricepercent 1.66 5.08 0.328 7.44e- 1
## 3 chocolateTRUE 18.3 2.91 6.29 1.46e- 8
augment(model_lm) %>%
ggplot(aes(x = pricepercent, y = winpercent,
color = chocolate,
shape = chocolate,
linetype = chocolate)) +
geom_point() +
geom_line(aes(y = .fitted))
![](data:image/png;base64,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)
candy <- candy_rankings
library(plotly)
##
## Attaching package: 'plotly'
## The following object is masked from 'package:ggplot2':
##
## last_plot
## The following object is masked from 'package:stats':
##
## filter
## The following object is masked from 'package:graphics':
##
## layout
candy3d <- plot_ly(data = candy_rankings,
x = ~pricepercent,
y = ~sugarpercent,
z = ~winpercent,
type = "scatter3d")
candy3d
## No scatter3d mode specifed:
## Setting the mode to markers
## Read more about this attribute -> https://plotly.com/r/reference/#scatter-mode
model_lm <- lm(winpercent ~ pricepercent + sugarpercent, data = candy_rankings)
xy_plane <- expand.grid(0:100, 0:100)/100
ps_plane <- xy_plane %>%
rename(pricepercent = Var1,
sugarpercent = Var2)
lm_plane <- augment(model_lm, newdata = ps_plane)
lm_matrix <- matrix(lm_plane$.fitted, nrow = 101, ncol = 101)
candy3d %>%
add_surface(
x = ~(0:100)/100,
y = ~(0:100)/100,
z = ~lm_matrix)
## No scatter3d mode specifed:
## Setting the mode to markers
## Read more about this attribute -> https://plotly.com/r/reference/#scatter-mode
tidy(model_lm)
## # A tibble: 3 x 5
## term estimate std.error statistic p.value
## <chr> <dbl> <dbl> <dbl> <dbl>
## 1 (Intercept) 39.8 3.44 11.6 6.33e-19
## 2 pricepercent 15.6 5.60 2.78 6.72e- 3
## 3 sugarpercent 6.73 5.66 1.19 2.38e- 1
chocolate3d <- plot_ly(data = candy_rankings,
x = ~pricepercent,
y = ~sugarpercent,
z = ~winpercent,
color = ~chocolate,
colors = c("#2d708e", "#d8576b"),
mode = "markers",
symbol = ~chocolate,
symbols = c("o", "circle"),
type = "scatter3d",
showlegend = FALSE)
chocolate3d
candy <- candy_rankings
model_lm <- lm(winpercent ~ pricepercent + sugarpercent + chocolate, data = candy)
ps_plane <- ps_plane %>%
mutate(chocolate = TRUE)
lm_plane <- augment(model_lm, newdata = ps_plane)
lm_matrix_true <- matrix(lm_plane$.fitted, nrow = 101, ncol = 101)
ps_plane <- ps_plane %>%
mutate(chocolate = FALSE)
lm_plane <- augment(model_lm, newdata = ps_plane)
lm_matrix_false <- matrix(lm_plane$.fitted, nrow = 101, ncol = 101)
chocolate3d %>%
add_surface(
x = ~(0:100)/100,
y = ~(0:100)/100,
z = ~lm_matrix_true,
showscale = FALSE,
inherit = FALSE,
colorscale = list(c(0, 1), c("#f0f921", "#7201a8"))) %>%
add_surface(
x = ~(0:100)/100,
y = ~(0:100)/100,
z = ~lm_matrix_false,
showscale = FALSE,
inherit = FALSE,
colorscale = list(c(0, 1), c("#3cbb75", "#481567")))
tidy(model_lm)
## # A tibble: 4 x 5
## term estimate std.error statistic p.value
## <chr> <dbl> <dbl> <dbl> <dbl>
## 1 (Intercept) 38.6 2.81 13.8 6.50e-23
## 2 pricepercent -1.66 5.27 -0.315 7.54e- 1
## 3 sugarpercent 9.04 4.63 1.95 5.42e- 2
## 4 chocolateTRUE 18.7 2.87 6.53 5.40e- 9
model_lm_all <- lm(winpercent ~ ., candy_rankings %>% select(-competitorname))
tidy(model_lm_all)
## # A tibble: 12 x 5
## term estimate std.error statistic p.value
## <chr> <dbl> <dbl> <dbl> <dbl>
## 1 (Intercept) 34.5 4.32 7.99 1.44e-11
## 2 chocolateTRUE 19.7 3.90 5.07 2.96e- 6
## 3 fruityTRUE 9.42 3.76 2.50 1.45e- 2
## 4 caramelTRUE 2.22 3.66 0.608 5.45e- 1
## 5 peanutyalmondyTRUE 10.1 3.62 2.79 6.81e- 3
## 6 nougatTRUE 0.804 5.72 0.141 8.88e- 1
## 7 crispedricewaferTRUE 8.92 5.27 1.69 9.47e- 2
## 8 hardTRUE -6.17 3.46 -1.78 7.85e- 2
## 9 barTRUE 0.442 5.06 0.0872 9.31e- 1
## 10 pluribusTRUE -0.854 3.04 -0.281 7.79e- 1
## 11 sugarpercent 9.09 4.66 1.95 5.50e- 2
## 12 pricepercent -5.93 5.51 -1.08 2.86e- 1
rbind(glance(model_lm), glance(model_lm_all))
## # A tibble: 2 x 12
## r.squared adj.r.squared sigma statistic p.value df logLik AIC BIC
## <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 0.433 0.412 11.3 20.6 5.20e-10 3 -325. 659. 671.
## 2 0.540 0.471 10.7 7.80 9.50e- 9 11 -316. 657. 689.
## # … with 3 more variables: deviance <dbl>, df.residual <int>, nobs <int>