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| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "libraries = c(\"dplyr\", \"magrittr\")\n", | |
| "for(x in libraries) { library(x, character.only=TRUE, warn.conflicts=FALSE) }" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 11, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<table>\n", | |
| "<caption>A data.frame: 23 × 3</caption>\n", | |
| "<thead>\n", | |
| "\t<tr><th scope=col>ID</th><th scope=col>onset</th><th scope=col>death</th></tr>\n", | |
| "\t<tr><th scope=col><int></th><th scope=col><dbl></th><th scope=col><dbl></th></tr>\n", | |
| "</thead>\n", | |
| "<tbody>\n", | |
| "\t<tr><td> 2</td><td>17</td><td>33</td></tr>\n", | |
| "\t<tr><td> 3</td><td>19</td><td>48</td></tr>\n", | |
| "\t<tr><td> 4</td><td>21</td><td>31</td></tr>\n", | |
| "\t<tr><td> 5</td><td>21</td><td>47</td></tr>\n", | |
| "\t<tr><td> 6</td><td>21</td><td>30</td></tr>\n", | |
| "\t<tr><td> 7</td><td>22</td><td>41</td></tr>\n", | |
| "\t<tr><td> 8</td><td>22</td><td>37</td></tr>\n", | |
| "\t<tr><td> 9</td><td>23</td><td>32</td></tr>\n", | |
| "\t<tr><td>10</td><td>23</td><td>31</td></tr>\n", | |
| "\t<tr><td>11</td><td>23</td><td>35</td></tr>\n", | |
| "\t<tr><td>12</td><td>23</td><td>54</td></tr>\n", | |
| "\t<tr><td>13</td><td>23</td><td>30</td></tr>\n", | |
| "\t<tr><td>14</td><td>25</td><td>31</td></tr>\n", | |
| "\t<tr><td>15</td><td>26</td><td>33</td></tr>\n", | |
| "\t<tr><td>16</td><td>26</td><td>30</td></tr>\n", | |
| "\t<tr><td>17</td><td>26</td><td>33</td></tr>\n", | |
| "\t<tr><td>18</td><td>27</td><td>48</td></tr>\n", | |
| "\t<tr><td>19</td><td>31</td><td>39</td></tr>\n", | |
| "\t<tr><td>20</td><td>39</td><td>51</td></tr>\n", | |
| "\t<tr><td>21</td><td>41</td><td>48</td></tr>\n", | |
| "\t<tr><td>22</td><td>41</td><td>55</td></tr>\n", | |
| "\t<tr><td>23</td><td>42</td><td>60</td></tr>\n", | |
| "\t<tr><td>24</td><td>44</td><td>62</td></tr>\n", | |
| "</tbody>\n", | |
| "</table>\n" | |
| ], | |
| "text/latex": [ | |
| "A data.frame: 23 × 3\n", | |
| "\\begin{tabular}{lll}\n", | |
| " ID & onset & death\\\\\n", | |
| " <int> & <dbl> & <dbl>\\\\\n", | |
| "\\hline\n", | |
| "\t 2 & 17 & 33\\\\\n", | |
| "\t 3 & 19 & 48\\\\\n", | |
| "\t 4 & 21 & 31\\\\\n", | |
| "\t 5 & 21 & 47\\\\\n", | |
| "\t 6 & 21 & 30\\\\\n", | |
| "\t 7 & 22 & 41\\\\\n", | |
| "\t 8 & 22 & 37\\\\\n", | |
| "\t 9 & 23 & 32\\\\\n", | |
| "\t 10 & 23 & 31\\\\\n", | |
| "\t 11 & 23 & 35\\\\\n", | |
| "\t 12 & 23 & 54\\\\\n", | |
| "\t 13 & 23 & 30\\\\\n", | |
| "\t 14 & 25 & 31\\\\\n", | |
| "\t 15 & 26 & 33\\\\\n", | |
| "\t 16 & 26 & 30\\\\\n", | |
| "\t 17 & 26 & 33\\\\\n", | |
| "\t 18 & 27 & 48\\\\\n", | |
| "\t 19 & 31 & 39\\\\\n", | |
| "\t 20 & 39 & 51\\\\\n", | |
| "\t 21 & 41 & 48\\\\\n", | |
| "\t 22 & 41 & 55\\\\\n", | |
| "\t 23 & 42 & 60\\\\\n", | |
| "\t 24 & 44 & 62\\\\\n", | |
| "\\end{tabular}\n" | |
| ], | |
| "text/markdown": [ | |
| "\n", | |
| "A data.frame: 23 × 3\n", | |
| "\n", | |
| "| ID <int> | onset <dbl> | death <dbl> |\n", | |
| "|---|---|---|\n", | |
| "| 2 | 17 | 33 |\n", | |
| "| 3 | 19 | 48 |\n", | |
| "| 4 | 21 | 31 |\n", | |
| "| 5 | 21 | 47 |\n", | |
| "| 6 | 21 | 30 |\n", | |
| "| 7 | 22 | 41 |\n", | |
| "| 8 | 22 | 37 |\n", | |
| "| 9 | 23 | 32 |\n", | |
| "| 10 | 23 | 31 |\n", | |
| "| 11 | 23 | 35 |\n", | |
| "| 12 | 23 | 54 |\n", | |
| "| 13 | 23 | 30 |\n", | |
| "| 14 | 25 | 31 |\n", | |
| "| 15 | 26 | 33 |\n", | |
| "| 16 | 26 | 30 |\n", | |
| "| 17 | 26 | 33 |\n", | |
| "| 18 | 27 | 48 |\n", | |
| "| 19 | 31 | 39 |\n", | |
| "| 20 | 39 | 51 |\n", | |
| "| 21 | 41 | 48 |\n", | |
| "| 22 | 41 | 55 |\n", | |
| "| 23 | 42 | 60 |\n", | |
| "| 24 | 44 | 62 |\n", | |
| "\n" | |
| ], | |
| "text/plain": [ | |
| " ID onset death\n", | |
| "1 2 17 33 \n", | |
| "2 3 19 48 \n", | |
| "3 4 21 31 \n", | |
| "4 5 21 47 \n", | |
| "5 6 21 30 \n", | |
| "6 7 22 41 \n", | |
| "7 8 22 37 \n", | |
| "8 9 23 32 \n", | |
| "9 10 23 31 \n", | |
| "10 11 23 35 \n", | |
| "11 12 23 54 \n", | |
| "12 13 23 30 \n", | |
| "13 14 25 31 \n", | |
| "14 15 26 33 \n", | |
| "15 16 26 30 \n", | |
| "16 17 26 33 \n", | |
| "17 18 27 48 \n", | |
| "18 19 31 39 \n", | |
| "19 20 39 51 \n", | |
| "20 21 41 48 \n", | |
| "21 22 41 55 \n", | |
| "22 23 42 60 \n", | |
| "23 24 44 62 " | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# data\n", | |
| "df = data.frame(ID = 2:24, \n", | |
| " onset = c(17, 19, 21, 21, 21, 22, 22, 23, 23, 23, 23, 23, 25, 26, 26, 26, 27, 31, 39, 41, 41, 42, 44),\n", | |
| " death = c(33, 48, 31, 47, 30, 41, 37, 32, 31, 35, 54, 30, 31, 33, 30, 33, 48, 39, 51, 48, 55, 60, 62))\n", | |
| "df" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 15, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<table>\n", | |
| "<caption>A data.frame: 23 × 4</caption>\n", | |
| "<thead>\n", | |
| "\t<tr><th scope=col>ID</th><th scope=col>onset</th><th scope=col>death</th><th scope=col>time</th></tr>\n", | |
| "\t<tr><th scope=col><int></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th></tr>\n", | |
| "</thead>\n", | |
| "<tbody>\n", | |
| "\t<tr><td> 2</td><td>17</td><td>33</td><td>16</td></tr>\n", | |
| "\t<tr><td> 3</td><td>19</td><td>48</td><td>29</td></tr>\n", | |
| "\t<tr><td> 4</td><td>21</td><td>31</td><td>10</td></tr>\n", | |
| "\t<tr><td> 5</td><td>21</td><td>47</td><td>26</td></tr>\n", | |
| "\t<tr><td> 6</td><td>21</td><td>30</td><td> 9</td></tr>\n", | |
| "\t<tr><td> 7</td><td>22</td><td>41</td><td>19</td></tr>\n", | |
| "\t<tr><td> 8</td><td>22</td><td>37</td><td>15</td></tr>\n", | |
| "\t<tr><td> 9</td><td>23</td><td>32</td><td> 9</td></tr>\n", | |
| "\t<tr><td>10</td><td>23</td><td>31</td><td> 8</td></tr>\n", | |
| "\t<tr><td>11</td><td>23</td><td>35</td><td>12</td></tr>\n", | |
| "\t<tr><td>12</td><td>23</td><td>54</td><td>31</td></tr>\n", | |
| "\t<tr><td>13</td><td>23</td><td>30</td><td> 7</td></tr>\n", | |
| "\t<tr><td>14</td><td>25</td><td>31</td><td> 6</td></tr>\n", | |
| "\t<tr><td>15</td><td>26</td><td>33</td><td> 7</td></tr>\n", | |
| "\t<tr><td>16</td><td>26</td><td>30</td><td> 4</td></tr>\n", | |
| "\t<tr><td>17</td><td>26</td><td>33</td><td> 7</td></tr>\n", | |
| "\t<tr><td>18</td><td>27</td><td>48</td><td>21</td></tr>\n", | |
| "\t<tr><td>19</td><td>31</td><td>39</td><td> 8</td></tr>\n", | |
| "\t<tr><td>20</td><td>39</td><td>51</td><td>12</td></tr>\n", | |
| "\t<tr><td>21</td><td>41</td><td>48</td><td> 7</td></tr>\n", | |
| "\t<tr><td>22</td><td>41</td><td>55</td><td>14</td></tr>\n", | |
| "\t<tr><td>23</td><td>42</td><td>60</td><td>18</td></tr>\n", | |
| "\t<tr><td>24</td><td>44</td><td>62</td><td>18</td></tr>\n", | |
| "</tbody>\n", | |
| "</table>\n" | |
| ], | |
| "text/latex": [ | |
| "A data.frame: 23 × 4\n", | |
| "\\begin{tabular}{llll}\n", | |
| " ID & onset & death & time\\\\\n", | |
| " <int> & <dbl> & <dbl> & <dbl>\\\\\n", | |
| "\\hline\n", | |
| "\t 2 & 17 & 33 & 16\\\\\n", | |
| "\t 3 & 19 & 48 & 29\\\\\n", | |
| "\t 4 & 21 & 31 & 10\\\\\n", | |
| "\t 5 & 21 & 47 & 26\\\\\n", | |
| "\t 6 & 21 & 30 & 9\\\\\n", | |
| "\t 7 & 22 & 41 & 19\\\\\n", | |
| "\t 8 & 22 & 37 & 15\\\\\n", | |
| "\t 9 & 23 & 32 & 9\\\\\n", | |
| "\t 10 & 23 & 31 & 8\\\\\n", | |
| "\t 11 & 23 & 35 & 12\\\\\n", | |
| "\t 12 & 23 & 54 & 31\\\\\n", | |
| "\t 13 & 23 & 30 & 7\\\\\n", | |
| "\t 14 & 25 & 31 & 6\\\\\n", | |
| "\t 15 & 26 & 33 & 7\\\\\n", | |
| "\t 16 & 26 & 30 & 4\\\\\n", | |
| "\t 17 & 26 & 33 & 7\\\\\n", | |
| "\t 18 & 27 & 48 & 21\\\\\n", | |
| "\t 19 & 31 & 39 & 8\\\\\n", | |
| "\t 20 & 39 & 51 & 12\\\\\n", | |
| "\t 21 & 41 & 48 & 7\\\\\n", | |
| "\t 22 & 41 & 55 & 14\\\\\n", | |
| "\t 23 & 42 & 60 & 18\\\\\n", | |
| "\t 24 & 44 & 62 & 18\\\\\n", | |
| "\\end{tabular}\n" | |
| ], | |
| "text/markdown": [ | |
| "\n", | |
| "A data.frame: 23 × 4\n", | |
| "\n", | |
| "| ID <int> | onset <dbl> | death <dbl> | time <dbl> |\n", | |
| "|---|---|---|---|\n", | |
| "| 2 | 17 | 33 | 16 |\n", | |
| "| 3 | 19 | 48 | 29 |\n", | |
| "| 4 | 21 | 31 | 10 |\n", | |
| "| 5 | 21 | 47 | 26 |\n", | |
| "| 6 | 21 | 30 | 9 |\n", | |
| "| 7 | 22 | 41 | 19 |\n", | |
| "| 8 | 22 | 37 | 15 |\n", | |
| "| 9 | 23 | 32 | 9 |\n", | |
| "| 10 | 23 | 31 | 8 |\n", | |
| "| 11 | 23 | 35 | 12 |\n", | |
| "| 12 | 23 | 54 | 31 |\n", | |
| "| 13 | 23 | 30 | 7 |\n", | |
| "| 14 | 25 | 31 | 6 |\n", | |
| "| 15 | 26 | 33 | 7 |\n", | |
| "| 16 | 26 | 30 | 4 |\n", | |
| "| 17 | 26 | 33 | 7 |\n", | |
| "| 18 | 27 | 48 | 21 |\n", | |
| "| 19 | 31 | 39 | 8 |\n", | |
| "| 20 | 39 | 51 | 12 |\n", | |
| "| 21 | 41 | 48 | 7 |\n", | |
| "| 22 | 41 | 55 | 14 |\n", | |
| "| 23 | 42 | 60 | 18 |\n", | |
| "| 24 | 44 | 62 | 18 |\n", | |
| "\n" | |
| ], | |
| "text/plain": [ | |
| " ID onset death time\n", | |
| "1 2 17 33 16 \n", | |
| "2 3 19 48 29 \n", | |
| "3 4 21 31 10 \n", | |
| "4 5 21 47 26 \n", | |
| "5 6 21 30 9 \n", | |
| "6 7 22 41 19 \n", | |
| "7 8 22 37 15 \n", | |
| "8 9 23 32 9 \n", | |
| "9 10 23 31 8 \n", | |
| "10 11 23 35 12 \n", | |
| "11 12 23 54 31 \n", | |
| "12 13 23 30 7 \n", | |
| "13 14 25 31 6 \n", | |
| "14 15 26 33 7 \n", | |
| "15 16 26 30 4 \n", | |
| "16 17 26 33 7 \n", | |
| "17 18 27 48 21 \n", | |
| "18 19 31 39 8 \n", | |
| "19 20 39 51 12 \n", | |
| "20 21 41 48 7 \n", | |
| "21 22 41 55 14 \n", | |
| "22 23 42 60 18 \n", | |
| "23 24 44 62 18 " | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "df %<>% mutate(time = death - onset)\n", | |
| "df " | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 18, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<table>\n", | |
| "<caption>A grouped_df: 16 × 2</caption>\n", | |
| "<thead>\n", | |
| "\t<tr><th scope=col>time</th><th scope=col>n</th></tr>\n", | |
| "\t<tr><th scope=col><dbl></th><th scope=col><int></th></tr>\n", | |
| "</thead>\n", | |
| "<tbody>\n", | |
| "\t<tr><td> 4</td><td>1</td></tr>\n", | |
| "\t<tr><td> 6</td><td>1</td></tr>\n", | |
| "\t<tr><td> 7</td><td>4</td></tr>\n", | |
| "\t<tr><td> 8</td><td>2</td></tr>\n", | |
| "\t<tr><td> 9</td><td>2</td></tr>\n", | |
| "\t<tr><td>10</td><td>1</td></tr>\n", | |
| "\t<tr><td>12</td><td>2</td></tr>\n", | |
| "\t<tr><td>14</td><td>1</td></tr>\n", | |
| "\t<tr><td>15</td><td>1</td></tr>\n", | |
| "\t<tr><td>16</td><td>1</td></tr>\n", | |
| "\t<tr><td>18</td><td>2</td></tr>\n", | |
| "\t<tr><td>19</td><td>1</td></tr>\n", | |
| "\t<tr><td>21</td><td>1</td></tr>\n", | |
| "\t<tr><td>26</td><td>1</td></tr>\n", | |
| "\t<tr><td>29</td><td>1</td></tr>\n", | |
| "\t<tr><td>31</td><td>1</td></tr>\n", | |
| "</tbody>\n", | |
| "</table>\n" | |
| ], | |
| "text/latex": [ | |
| "A grouped\\_df: 16 × 2\n", | |
| "\\begin{tabular}{ll}\n", | |
| " time & n\\\\\n", | |
| " <dbl> & <int>\\\\\n", | |
| "\\hline\n", | |
| "\t 4 & 1\\\\\n", | |
| "\t 6 & 1\\\\\n", | |
| "\t 7 & 4\\\\\n", | |
| "\t 8 & 2\\\\\n", | |
| "\t 9 & 2\\\\\n", | |
| "\t 10 & 1\\\\\n", | |
| "\t 12 & 2\\\\\n", | |
| "\t 14 & 1\\\\\n", | |
| "\t 15 & 1\\\\\n", | |
| "\t 16 & 1\\\\\n", | |
| "\t 18 & 2\\\\\n", | |
| "\t 19 & 1\\\\\n", | |
| "\t 21 & 1\\\\\n", | |
| "\t 26 & 1\\\\\n", | |
| "\t 29 & 1\\\\\n", | |
| "\t 31 & 1\\\\\n", | |
| "\\end{tabular}\n" | |
| ], | |
| "text/markdown": [ | |
| "\n", | |
| "A grouped_df: 16 × 2\n", | |
| "\n", | |
| "| time <dbl> | n <int> |\n", | |
| "|---|---|\n", | |
| "| 4 | 1 |\n", | |
| "| 6 | 1 |\n", | |
| "| 7 | 4 |\n", | |
| "| 8 | 2 |\n", | |
| "| 9 | 2 |\n", | |
| "| 10 | 1 |\n", | |
| "| 12 | 2 |\n", | |
| "| 14 | 1 |\n", | |
| "| 15 | 1 |\n", | |
| "| 16 | 1 |\n", | |
| "| 18 | 2 |\n", | |
| "| 19 | 1 |\n", | |
| "| 21 | 1 |\n", | |
| "| 26 | 1 |\n", | |
| "| 29 | 1 |\n", | |
| "| 31 | 1 |\n", | |
| "\n" | |
| ], | |
| "text/plain": [ | |
| " time n\n", | |
| "1 4 1\n", | |
| "2 6 1\n", | |
| "3 7 4\n", | |
| "4 8 2\n", | |
| "5 9 2\n", | |
| "6 10 1\n", | |
| "7 12 2\n", | |
| "8 14 1\n", | |
| "9 15 1\n", | |
| "10 16 1\n", | |
| "11 18 2\n", | |
| "12 19 1\n", | |
| "13 21 1\n", | |
| "14 26 1\n", | |
| "15 29 1\n", | |
| "16 31 1" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "df %>% group_by(time) %>% count" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 25, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<table>\n", | |
| "<caption>A data.frame: 23 × 2</caption>\n", | |
| "<thead>\n", | |
| "\t<tr><th scope=col>ID</th><th scope=col>time</th></tr>\n", | |
| "\t<tr><th scope=col><int></th><th scope=col><dbl></th></tr>\n", | |
| "</thead>\n", | |
| "<tbody>\n", | |
| "\t<tr><td>16</td><td> 4</td></tr>\n", | |
| "\t<tr><td>14</td><td> 6</td></tr>\n", | |
| "\t<tr><td>13</td><td> 7</td></tr>\n", | |
| "\t<tr><td>15</td><td> 7</td></tr>\n", | |
| "\t<tr><td>17</td><td> 7</td></tr>\n", | |
| "\t<tr><td>21</td><td> 7</td></tr>\n", | |
| "\t<tr><td>10</td><td> 8</td></tr>\n", | |
| "\t<tr><td>19</td><td> 8</td></tr>\n", | |
| "\t<tr><td> 6</td><td> 9</td></tr>\n", | |
| "\t<tr><td> 9</td><td> 9</td></tr>\n", | |
| "\t<tr><td> 4</td><td>10</td></tr>\n", | |
| "\t<tr><td>11</td><td>12</td></tr>\n", | |
| "\t<tr><td>20</td><td>12</td></tr>\n", | |
| "\t<tr><td>22</td><td>14</td></tr>\n", | |
| "\t<tr><td> 8</td><td>15</td></tr>\n", | |
| "\t<tr><td> 2</td><td>16</td></tr>\n", | |
| "\t<tr><td>23</td><td>18</td></tr>\n", | |
| "\t<tr><td>24</td><td>18</td></tr>\n", | |
| "\t<tr><td> 7</td><td>19</td></tr>\n", | |
| "\t<tr><td>18</td><td>21</td></tr>\n", | |
| "\t<tr><td> 5</td><td>26</td></tr>\n", | |
| "\t<tr><td> 3</td><td>29</td></tr>\n", | |
| "\t<tr><td>12</td><td>31</td></tr>\n", | |
| "</tbody>\n", | |
| "</table>\n" | |
| ], | |
| "text/latex": [ | |
| "A data.frame: 23 × 2\n", | |
| "\\begin{tabular}{ll}\n", | |
| " ID & time\\\\\n", | |
| " <int> & <dbl>\\\\\n", | |
| "\\hline\n", | |
| "\t 16 & 4\\\\\n", | |
| "\t 14 & 6\\\\\n", | |
| "\t 13 & 7\\\\\n", | |
| "\t 15 & 7\\\\\n", | |
| "\t 17 & 7\\\\\n", | |
| "\t 21 & 7\\\\\n", | |
| "\t 10 & 8\\\\\n", | |
| "\t 19 & 8\\\\\n", | |
| "\t 6 & 9\\\\\n", | |
| "\t 9 & 9\\\\\n", | |
| "\t 4 & 10\\\\\n", | |
| "\t 11 & 12\\\\\n", | |
| "\t 20 & 12\\\\\n", | |
| "\t 22 & 14\\\\\n", | |
| "\t 8 & 15\\\\\n", | |
| "\t 2 & 16\\\\\n", | |
| "\t 23 & 18\\\\\n", | |
| "\t 24 & 18\\\\\n", | |
| "\t 7 & 19\\\\\n", | |
| "\t 18 & 21\\\\\n", | |
| "\t 5 & 26\\\\\n", | |
| "\t 3 & 29\\\\\n", | |
| "\t 12 & 31\\\\\n", | |
| "\\end{tabular}\n" | |
| ], | |
| "text/markdown": [ | |
| "\n", | |
| "A data.frame: 23 × 2\n", | |
| "\n", | |
| "| ID <int> | time <dbl> |\n", | |
| "|---|---|\n", | |
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| "23 12 31 " | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "df %>% arrange(time) %>% select(-onset, -death) " | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 40, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
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| "<caption>A data.frame: 23 × 3</caption>\n", | |
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| "A data.frame: 23 × 3\n", | |
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| "\\end{tabular}\n" | |
| ], | |
| "text/markdown": [ | |
| "\n", | |
| "A data.frame: 23 × 3\n", | |
| "\n", | |
| "| rank <int> | ID <int> | time <dbl> |\n", | |
| "|---|---|---|\n", | |
| "| 1 | 16 | 4 |\n", | |
| "| 2 | 14 | 6 |\n", | |
| "| 3 | 13 | 7 |\n", | |
| "| 4 | 15 | 7 |\n", | |
| "| 5 | 17 | 7 |\n", | |
| "| 6 | 21 | 7 |\n", | |
| "| 7 | 10 | 8 |\n", | |
| "| 8 | 19 | 8 |\n", | |
| "| 9 | 6 | 9 |\n", | |
| "| 10 | 9 | 9 |\n", | |
| "| 11 | 4 | 10 |\n", | |
| "| 12 | 11 | 12 |\n", | |
| "| 13 | 20 | 12 |\n", | |
| "| 14 | 22 | 14 |\n", | |
| "| 15 | 8 | 15 |\n", | |
| "| 16 | 2 | 16 |\n", | |
| "| 17 | 23 | 18 |\n", | |
| "| 18 | 24 | 18 |\n", | |
| "| 19 | 7 | 19 |\n", | |
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| "| 22 | 3 | 29 |\n", | |
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| "\n" | |
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| " rank ID time\n", | |
| "1 1 16 4 \n", | |
| "2 2 14 6 \n", | |
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| "5 5 17 7 \n", | |
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| ] | |
| }, | |
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| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "df %>% arrange(time) %>% mutate(rank = 1:n()) %>% \n", | |
| " select(-onset, -death) %>% select(rank, everything())" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 46, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
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| "<table>\n", | |
| "<caption>A data.frame: 23 × 4</caption>\n", | |
| "<thead>\n", | |
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| "\t<tr><td>18</td><td>21</td><td>0.04347826</td><td>0.82608696</td></tr>\n", | |
| "\t<tr><td> 5</td><td>26</td><td>0.04347826</td><td>0.86956522</td></tr>\n", | |
| "\t<tr><td> 3</td><td>29</td><td>0.04347826</td><td>0.91304348</td></tr>\n", | |
| "\t<tr><td>12</td><td>31</td><td>0.04347826</td><td>0.95652174</td></tr>\n", | |
| "</tbody>\n", | |
| "</table>\n" | |
| ], | |
| "text/latex": [ | |
| "A data.frame: 23 × 4\n", | |
| "\\begin{tabular}{llll}\n", | |
| " ID & time & weight & percentile\\_below\\\\\n", | |
| " <int> & <dbl> & <dbl> & <dbl>\\\\\n", | |
| "\\hline\n", | |
| "\t 16 & 4 & 0.04347826 & 0.00000000\\\\\n", | |
| "\t 14 & 6 & 0.04347826 & 0.04347826\\\\\n", | |
| "\t 13 & 7 & 0.04347826 & 0.08695652\\\\\n", | |
| "\t 15 & 7 & 0.04347826 & 0.13043478\\\\\n", | |
| "\t 17 & 7 & 0.04347826 & 0.17391304\\\\\n", | |
| "\t 21 & 7 & 0.04347826 & 0.21739130\\\\\n", | |
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| "\t 19 & 8 & 0.04347826 & 0.30434783\\\\\n", | |
| "\t 6 & 9 & 0.04347826 & 0.34782609\\\\\n", | |
| "\t 9 & 9 & 0.04347826 & 0.39130435\\\\\n", | |
| "\t 4 & 10 & 0.04347826 & 0.43478261\\\\\n", | |
| "\t 11 & 12 & 0.04347826 & 0.47826087\\\\\n", | |
| "\t 20 & 12 & 0.04347826 & 0.52173913\\\\\n", | |
| "\t 22 & 14 & 0.04347826 & 0.56521739\\\\\n", | |
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| "\t 23 & 18 & 0.04347826 & 0.69565217\\\\\n", | |
| "\t 24 & 18 & 0.04347826 & 0.73913043\\\\\n", | |
| "\t 7 & 19 & 0.04347826 & 0.78260870\\\\\n", | |
| "\t 18 & 21 & 0.04347826 & 0.82608696\\\\\n", | |
| "\t 5 & 26 & 0.04347826 & 0.86956522\\\\\n", | |
| "\t 3 & 29 & 0.04347826 & 0.91304348\\\\\n", | |
| "\t 12 & 31 & 0.04347826 & 0.95652174\\\\\n", | |
| "\\end{tabular}\n" | |
| ], | |
| "text/markdown": [ | |
| "\n", | |
| "A data.frame: 23 × 4\n", | |
| "\n", | |
| "| ID <int> | time <dbl> | weight <dbl> | percentile_below <dbl> |\n", | |
| "|---|---|---|---|\n", | |
| "| 16 | 4 | 0.04347826 | 0.00000000 |\n", | |
| "| 14 | 6 | 0.04347826 | 0.04347826 |\n", | |
| "| 13 | 7 | 0.04347826 | 0.08695652 |\n", | |
| "| 15 | 7 | 0.04347826 | 0.13043478 |\n", | |
| "| 17 | 7 | 0.04347826 | 0.17391304 |\n", | |
| "| 21 | 7 | 0.04347826 | 0.21739130 |\n", | |
| "| 10 | 8 | 0.04347826 | 0.26086957 |\n", | |
| "| 19 | 8 | 0.04347826 | 0.30434783 |\n", | |
| "| 6 | 9 | 0.04347826 | 0.34782609 |\n", | |
| "| 9 | 9 | 0.04347826 | 0.39130435 |\n", | |
| "| 4 | 10 | 0.04347826 | 0.43478261 |\n", | |
| "| 11 | 12 | 0.04347826 | 0.47826087 |\n", | |
| "| 20 | 12 | 0.04347826 | 0.52173913 |\n", | |
| "| 22 | 14 | 0.04347826 | 0.56521739 |\n", | |
| "| 8 | 15 | 0.04347826 | 0.60869565 |\n", | |
| "| 2 | 16 | 0.04347826 | 0.65217391 |\n", | |
| "| 23 | 18 | 0.04347826 | 0.69565217 |\n", | |
| "| 24 | 18 | 0.04347826 | 0.73913043 |\n", | |
| "| 7 | 19 | 0.04347826 | 0.78260870 |\n", | |
| "| 18 | 21 | 0.04347826 | 0.82608696 |\n", | |
| "| 5 | 26 | 0.04347826 | 0.86956522 |\n", | |
| "| 3 | 29 | 0.04347826 | 0.91304348 |\n", | |
| "| 12 | 31 | 0.04347826 | 0.95652174 |\n", | |
| "\n" | |
| ], | |
| "text/plain": [ | |
| " ID time weight percentile_below\n", | |
| "1 16 4 0.04347826 0.00000000 \n", | |
| "2 14 6 0.04347826 0.04347826 \n", | |
| "3 13 7 0.04347826 0.08695652 \n", | |
| "4 15 7 0.04347826 0.13043478 \n", | |
| "5 17 7 0.04347826 0.17391304 \n", | |
| "6 21 7 0.04347826 0.21739130 \n", | |
| "7 10 8 0.04347826 0.26086957 \n", | |
| "8 19 8 0.04347826 0.30434783 \n", | |
| "9 6 9 0.04347826 0.34782609 \n", | |
| "10 9 9 0.04347826 0.39130435 \n", | |
| "11 4 10 0.04347826 0.43478261 \n", | |
| "12 11 12 0.04347826 0.47826087 \n", | |
| "13 20 12 0.04347826 0.52173913 \n", | |
| "14 22 14 0.04347826 0.56521739 \n", | |
| "15 8 15 0.04347826 0.60869565 \n", | |
| "16 2 16 0.04347826 0.65217391 \n", | |
| "17 23 18 0.04347826 0.69565217 \n", | |
| "18 24 18 0.04347826 0.73913043 \n", | |
| "19 7 19 0.04347826 0.78260870 \n", | |
| "20 18 21 0.04347826 0.82608696 \n", | |
| "21 5 26 0.04347826 0.86956522 \n", | |
| "22 3 29 0.04347826 0.91304348 \n", | |
| "23 12 31 0.04347826 0.95652174 " | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "df %>% arrange(time) %>% select(-onset, -death) %>% \n", | |
| " mutate(weight = 1/nrow(df), percentile_below = cumsum(weight), \n", | |
| " percentile_below = lag(percentile_below, default=0))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 41, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<table>\n", | |
| "<caption>A data.frame: 23 × 2</caption>\n", | |
| "<thead>\n", | |
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| "\t<tr><th scope=col><int></th><th scope=col><dbl></th></tr>\n", | |
| "</thead>\n", | |
| "<tbody>\n", | |
| "\t<tr><td>16</td><td> 4</td></tr>\n", | |
| "\t<tr><td>14</td><td> 6</td></tr>\n", | |
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| "\t<tr><td> 2</td><td>16</td></tr>\n", | |
| "\t<tr><td>23</td><td>18</td></tr>\n", | |
| "\t<tr><td>24</td><td>18</td></tr>\n", | |
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| "</tbody>\n", | |
| "</table>\n" | |
| ], | |
| "text/latex": [ | |
| "A data.frame: 23 × 2\n", | |
| "\\begin{tabular}{ll}\n", | |
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| "\\hline\n", | |
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| "\t 3 & 29\\\\\n", | |
| "\t 12 & 31\\\\\n", | |
| "\\end{tabular}\n" | |
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| "text/markdown": [ | |
| "\n", | |
| "A data.frame: 23 × 2\n", | |
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| "| ID <int> | time <dbl> |\n", | |
| "|---|---|\n", | |
| "| 16 | 4 |\n", | |
| "| 14 | 6 |\n", | |
| "| 13 | 7 |\n", | |
| "| 15 | 7 |\n", | |
| "| 17 | 7 |\n", | |
| "| 21 | 7 |\n", | |
| "| 10 | 8 |\n", | |
| "| 19 | 8 |\n", | |
| "| 6 | 9 |\n", | |
| "| 9 | 9 |\n", | |
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