diff --git a/.ipynb_checkpoints/example-checkpoint.ipynb b/.ipynb_checkpoints/example-checkpoint.ipynb new file mode 100644 index 0000000..6ef34a0 --- /dev/null +++ b/.ipynb_checkpoints/example-checkpoint.ipynb @@ -0,0 +1,624 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A Survey on Technology Choice\n", + "======\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# For nicer printing\n", + "options(digits=2);" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "# Read in the data\n", + "data <- read.csv(\"TechSurvey - Survey.csv\",header=T);\n", + "\n", + "#convert date to unix second\n", + "for (i in c(\"Start\", \"End\")) \n", + " data[,i] = as.numeric(as.POSIXct(strptime(data[,i], \"%Y-%m-%d %H:%M:%S\")))\n", + "for (i in 0:12){\n", + " vnam = paste(c(\"PG\",i,\"Submit\"), collapse=\"\")\n", + " data[,vnam] = as.numeric(as.POSIXct(strptime(data[,vnam], \"%Y-%m-%d %H:%M:%S\")))\n", + "}\n", + "#calculate differences in time \n", + "for (i in 12:0){\n", + " pv = paste(c(\"PG\",i-1,\"Submit\"), collapse=\"\");\n", + " if (i==0) \n", + " pv=\"Start\";\n", + " vnam = paste(c(\"PG\",i,\"Submit\"), collapse=\"\");\n", + " data[,vnam] = data[,vnam] -data[,pv];\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + " Device Completed Start End PG0Dis \n", + " : 2 0 : 2 Min. :1.54e+09 Min. :1.54e+09 Min. : 0 \n", + " Bot : 1 FALSE:546 1st Qu.:1.54e+09 1st Qu.:1.54e+09 1st Qu.: 0 \n", + " PC :955 TRUE :805 Median :1.54e+09 Median :1.54e+09 Median : 1 \n", + " Phone :376 Mean :1.54e+09 Mean :1.54e+09 Mean : 44 \n", + " Tablet : 16 3rd Qu.:1.54e+09 3rd Qu.:1.54e+09 3rd Qu.: 24 \n", + " Unknown: 3 Max. :1.54e+09 Max. :1.54e+09 Max. :168 \n", + " NA's :2 NA's :548 NA's :73 \n", + " PG0Shown PG0Submit \n", + " Min. : 0 Min. : 2 \n", + " 1st Qu.: 0 1st Qu.: 6 \n", + " Median : 102 Median : 9 \n", + " Mean : 249 Mean : 299 \n", + " 3rd Qu.: 428 3rd Qu.: 15 \n", + " Max. :1190 Max. :76226 \n", + " NA's :73 NA's :199 \n", + " PG1PsnUse \n", + " For personal work and/or research use :727 \n", + " :613 \n", + " Chapter book : 1 \n", + " For training attendees of my sessions : 1 \n", + " It's a coures on tidyverse that I developed: 1 \n", + " Learning how to create a package : 1 \n", + " (Other) : 9 \n", + " PG1WdAuth \n", + " :1145 \n", + " Because Microsoft was paying me to do it : 1 \n", + " For a wider audience, such as developers of other packages or other software: 205 \n", + " Hackathon : 1 \n", + " Tool for other researchers to analyse their data : 1 \n", + " \n", + " \n", + " PG1Trn \n", + " :1168 \n", + " For a training / class that I took: 184 \n", + " teaching economics : 1 \n", + " \n", + " \n", + " \n", + " \n", + " PG1Other \n", + " :1272 \n", + " Other : 23 \n", + " Teaching : 3 \n", + " teaching : 3 \n", + " For training that I gave : 2 \n", + " How does software technology spreads in the open source community?: 2 \n", + " (Other) : 48 \n", + " PG1Submit PG2Resp PG2Submit \n", + " Min. : 1 :431 Min. : 1 \n", + " 1st Qu.: 11 No :374 1st Qu.: 9 \n", + " Median : 16 Not sure:303 Median : 13 \n", + " Mean : 39 Yes :245 Mean : 29 \n", + " 3rd Qu.: 30 3rd Qu.: 29 \n", + " Max. :6892 Max. :1470 \n", + " NA's :282 NA's :377 \n", + " PG2Resp.1 \n", + " :480 \n", + " The core \"data.frame\" object lacked functionality that I needed :354 \n", + " I saw a recommendation for the package :149 \n", + " Chose the package to be compatible with other packages in my project :137 \n", + " I didn't choose to use the package, it was included implicitly / unintentionally: 39 \n", + " Other : 6 \n", + " (Other) :188 \n", + " PG3Submit PG4Dtr0_6 PG4Psv7_8 PG4Prm9_10 PG4AllResp \n", + " Min. : 1 Min. :0 Min. :7 Min. : 9 Min. : 0 \n", + " 1st Qu.: 16 1st Qu.:3 1st Qu.:7 1st Qu.:10 1st Qu.: 8 \n", + " Median : 23 Median :5 Median :8 Median :10 Median : 9 \n", + " Mean : 44 Mean :4 Mean :8 Mean :10 Mean : 8 \n", + " 3rd Qu.: 40 3rd Qu.:6 3rd Qu.:8 3rd Qu.:10 3rd Qu.:10 \n", + " Max. :4648 Max. :6 Max. :8 Max. :10 Max. :10 \n", + " NA's :451 NA's :1232 NA's :1115 NA's :869 NA's :510 \n", + " PG4Submit PG5_1RRPQ PG5_1Order PG5_1Time \n", + " Min. : 1 :877 Min. : 1 :877 \n", + " 1st Qu.: 6 Essential : 60 1st Qu.: 4 2018-10-11 13:32:57: 3 \n", + " Median : 7 High Priority :102 Median : 7 2018-10-11 13:29:20: 2 \n", + " Mean : 9 Low Priority : 85 Mean : 7 2018-10-11 13:34:56: 2 \n", + " 3rd Qu.: 9 Medium Priority:134 3rd Qu.:11 2018-10-11 13:14:25: 1 \n", + " Max. :332 Not a Priority : 95 Max. :20 2018-10-11 13:14:45: 1 \n", + " NA's :473 NA's :877 (Other) :467 \n", + " PG5_2BNUI PG5_2Order PG5_2Time \n", + " :923 Min. : 1 :923 \n", + " Essential : 3 1st Qu.: 5 2018-10-11 13:21:46: 2 \n", + " High Priority : 26 Median : 8 2018-10-11 13:38:07: 2 \n", + " Low Priority :121 Mean : 8 2018-10-11 13:14:27: 1 \n", + " Medium Priority: 92 3rd Qu.:11 2018-10-11 13:14:40: 1 \n", + " Not a Priority :188 Max. :21 2018-10-11 13:15:18: 1 \n", + " NA's :923 (Other) :423 \n", + " PG5_3HDS PG5_3Order PG5_3Time \n", + " :768 Min. : 1 :768 \n", + " Essential :103 1st Qu.: 2 2018-10-11 13:54:00: 2 \n", + " High Priority :200 Median : 4 2018-10-11 14:21:45: 2 \n", + " Low Priority : 69 Mean : 6 2018-10-11 14:25:51: 2 \n", + " Medium Priority:162 3rd Qu.: 9 2018-10-11 17:21:39: 2 \n", + " Not a Priority : 51 Max. :19 2018-10-11 13:14:18: 1 \n", + " NA's :768 (Other) :576 \n", + " PG5_4VGP PG5_4Order PG5_4Time \n", + " :852 Min. : 1 :852 \n", + " Essential : 22 1st Qu.: 4 2018-10-11 13:16:50: 2 \n", + " High Priority :111 Median : 6 2018-10-11 13:29:51: 2 \n", + " Low Priority : 88 Mean : 7 2018-10-11 13:37:39: 2 \n", + " Medium Priority:164 3rd Qu.:10 2018-10-11 13:38:11: 2 \n", + " Not a Priority :116 Max. :18 2018-10-11 15:42:22: 2 \n", + " NA's :852 (Other) :491 \n", + " PG5_5PHR PG5_5Order PG5_5Time \n", + " :753 Min. : 1 :753 \n", + " Essential : 79 1st Qu.: 2 2018-10-11 13:18:47: 2 \n", + " High Priority :252 Median : 4 2018-10-11 13:18:48: 2 \n", + " Low Priority : 63 Mean : 6 2018-10-11 13:32:40: 2 \n", + " Medium Priority:162 3rd Qu.: 8 2018-10-11 13:38:12: 2 \n", + " Not a Priority : 44 Max. :18 2018-10-11 13:45:48: 2 \n", + " NA's :753 (Other) :590 \n", + " PG5_6SSYOP PG5_6Order PG5_6Time \n", + " :852 Min. : 1 :852 \n", + " Essential : 63 1st Qu.: 3 2018-10-11 13:20:00: 2 \n", + " High Priority :137 Median : 6 2018-10-11 13:40:53: 2 \n", + " Low Priority : 84 Mean : 7 2018-10-11 13:44:00: 2 \n", + " Medium Priority:110 3rd Qu.:10 2018-10-11 13:45:41: 2 \n", + " Not a Priority :107 Max. :17 2018-10-11 16:22:38: 2 \n", + " NA's :852 (Other) :491 \n", + " PG5_7NDYP PG5_7Order PG5_7Time \n", + " :934 Min. : 1 :934 \n", + " Essential : 8 1st Qu.: 4 2018-10-11 13:18:50: 2 \n", + " High Priority : 31 Median : 7 2018-10-11 14:23:19: 2 \n", + " Low Priority : 93 Mean : 7 2018-10-11 13:14:22: 1 \n", + " Medium Priority: 52 3rd Qu.:11 2018-10-11 13:14:50: 1 \n", + " Not a Priority :235 Max. :17 2018-10-11 13:15:08: 1 \n", + " NA's :934 (Other) :412 \n", + " PG5_8CP PG5_8Order PG5_8Time \n", + " :715 Min. : 1 :715 \n", + " Essential :232 1st Qu.: 1 2018-10-11 13:29:46: 2 \n", + " High Priority :197 Median : 4 2018-10-11 13:37:00: 2 \n", + " Low Priority : 52 Mean : 5 2018-10-11 13:38:36: 2 \n", + " Medium Priority:121 3rd Qu.: 8 2018-10-11 13:39:22: 2 \n", + " Not a Priority : 36 Max. :20 2018-10-11 14:02:46: 2 \n", + " NA's :715 (Other) :628 \n", + " PG5_9FRP PG5_9Order PG5_9Time \n", + " :738 Min. : 1 :738 \n", + " Essential :165 1st Qu.: 2 2018-10-11 13:35:13: 2 \n", + " High Priority :243 Median : 4 2018-10-11 13:37:34: 2 \n", + " Low Priority : 42 Mean : 5 2018-10-11 14:02:44: 2 \n", + " Medium Priority:125 3rd Qu.: 9 2018-10-11 13:14:17: 1 \n", + " Not a Priority : 40 Max. :19 2018-10-11 13:14:52: 1 \n", + " NA's :738 (Other) :607 \n", + " PG5_10RPA PG5_10Order PG5_10Time \n", + " :779 Min. : 1 :779 \n", + " Essential : 55 1st Qu.: 2 2018-10-11 13:17:47: 2 \n", + " High Priority :204 Median : 5 2018-10-11 13:27:48: 2 \n", + " Low Priority : 79 Mean : 6 2018-10-11 13:45:33: 2 \n", + " Medium Priority:151 3rd Qu.: 9 2018-10-11 15:30:40: 2 \n", + " Not a Priority : 85 Max. :22 2018-10-11 15:48:40: 2 \n", + " NA's :779 (Other) :564 \n", + " PG5_11NSG PG5_11Order PG5_11Time \n", + " :890 Min. : 1 :890 \n", + " Essential : 6 1st Qu.: 4 2018-10-11 13:19:44: 2 \n", + " High Priority : 29 Median : 6 2018-10-11 13:21:53: 2 \n", + " Low Priority : 89 Mean : 7 2018-10-11 13:31:08: 2 \n", + " Medium Priority: 68 3rd Qu.:10 2018-10-11 13:40:48: 2 \n", + " Not a Priority :271 Max. :18 2018-10-11 14:55:47: 2 \n", + " NA's :890 (Other) :453 \n", + " PG5_12NWG PG5_12Order PG5_12Time \n", + " :916 Min. : 1 :916 \n", + " High Priority : 10 1st Qu.: 5 2018-10-11 13:30:08: 2 \n", + " Low Priority : 77 Median : 7 2018-10-11 13:31:20: 2 \n", + " Medium Priority: 25 Mean : 7 2018-10-11 14:55:40: 2 \n", + " Not a Priority :325 3rd Qu.:11 2018-10-11 13:14:46: 1 \n", + " Max. :18 2018-10-11 13:14:50: 1 \n", + " NA's :916 (Other) :429 \n", + " PG5_13NFG PG5_13Order PG5_13Time PG5Submit \n", + " :920 Min. : 1 :920 Min. : 3 \n", + " High Priority : 10 1st Qu.: 4 2018-10-11 13:17:39: 2 1st Qu.: 45 \n", + " Low Priority : 76 Median : 7 2018-10-11 13:35:20: 2 Median : 62 \n", + " Medium Priority: 37 Mean : 7 2018-10-11 13:35:56: 2 Mean : 87 \n", + " Not a Priority :310 3rd Qu.:10 2018-10-11 15:42:36: 2 3rd Qu.: 84 \n", + " Max. :17 2018-10-11 13:14:41: 1 Max. :4130 \n", + " NA's :920 (Other) :424 NA's :544 \n", + " PG6Resp PG6Submit PG7R PG7C.C.. PG7Java \n", + " :549 Min. : 1 R :684 :1268 :1306 \n", + " 13 - 19 years : 50 1st Qu.: 7 :614 C/C++: 84 Java : 46 \n", + " 2 - 5 years :332 Median : 9 Perl : 6 Cobol: 1 scala: 1 \n", + " 20 years or more : 45 Mean : 24 PHP : 5 \n", + " 6 - 8 years :112 3rd Qu.: 12 SQL : 5 \n", + " 9 - 12 years : 70 Max. :5759 Ruby : 4 \n", + " Less than 2 years:195 NA's :543 (Other): 35 \n", + " PG7Python PG7Javascript PG7Go PG7C. PG7Other \n", + " :1129 :1304 :1351 :1330 :1283 \n", + " Python: 223 Javascript: 48 Go: 2 C#: 23 Other : 62 \n", + " perl : 1 sql : 1 PHP : 2 \n", + " Matlab : 1 \n", + " Ruby : 1 \n", + " SAS : 1 \n", + " (Other): 3 \n", + " PG7Submit PG8Resp PG8Submit PG9Resp \n", + " Min. : 1 :570 Min. : 1 :562 \n", + " 1st Qu.: 6 Data Scientist :379 1st Qu.: 5 2 - 3 :229 \n", + " Median : 8 Software Engineer: 55 Median : 8 4 - 6 :166 \n", + " Mean : 11 Student : 24 Mean : 12 7 - 10 :122 \n", + " 3rd Qu.: 11 Researcher : 15 3rd Qu.: 14 1 : 94 \n", + " Max. :777 PhD student : 10 Max. :207 More than 25: 92 \n", + " NA's :542 (Other) :300 NA's :546 (Other) : 88 \n", + " PG9Submit PG10Resp \n", + " Min. : 0 :565 \n", + " 1st Qu.: 7 Native :424 \n", + " Median : 10 Not native - full working proficiency :263 \n", + " Mean : 40 Not native - limited working proficiency : 17 \n", + " 3rd Qu.: 14 Not native - passable : 5 \n", + " Max. :20126 Not native - sufficient working proficiency: 77 \n", + " NA's :547 Not native - very limited : 2 \n", + " PG10Submit PG11Resp PG11Submit PG12Resp \n", + " Min. : 1 :576 Min. : 1 :590 \n", + " 1st Qu.: 5 Female : 96 1st Qu.: 4 18 - 24 : 34 \n", + " Median : 7 Male :652 Median : 4 25 - 34 :338 \n", + " Mean : 17 Prefer not to answer: 29 Mean : 6 35 - 44 :258 \n", + " 3rd Qu.: 11 3rd Qu.: 5 45 - 54 : 89 \n", + " Max. :5966 Max. :605 55 - 64 : 36 \n", + " NA's :546 NA's :548 65 and over: 8 \n", + " PG12Submit \n", + " Min. : 1 \n", + " 1st Qu.: 4 \n", + " Median : 5 \n", + " Mean : 8 \n", + " 3rd Qu.: 6 \n", + " Max. :1566 \n", + " NA's :548 " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#now explore variables\n", + "summary(data);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Interpret basic summaries" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "
StartEndPG0DisPG0ShownPG0SubmitPG1SubmitPG2SubmitPG3SubmitPG4Dtr0_6PG4Psv7_8...PG5_12OrderPG5_13OrderPG5SubmitPG6SubmitPG7SubmitPG8SubmitPG9SubmitPG10SubmitPG11SubmitPG12Submit
Start 1.0000 0.9952 -0.0417 -0.11507 0.1350 0.1156 0.0791 0.0384 0.01210 0.00371... -0.0369 0.0598 0.08512 0.0054 0.0776 0.0441 0.04101 0.047 7.9e-02 0.0746
End 0.9952 1.0000 -0.0415 -0.09879 0.1142 0.1550 0.0791 0.0511 -0.05185-0.04576... -0.0359 0.0661 0.09088 0.0051 0.0759 0.0435 0.04071 0.052 7.9e-02 0.0772
PG0Dis-0.0417 -0.0415 1.0000 0.87220 0.0153 0.0065 0.0041 0.0567 0.16368 0.02668... 0.0151 0.0384 0.00601 0.0277 0.0097 0.0354 0.00995-0.029 -4.5e-02 0.0546
PG0Shown-0.1151 -0.0988 0.8722 1.00000 0.0360 0.0205 0.0023 0.0497 0.08226 0.00036... 0.0074 0.0407 -0.00888 0.0401 0.0121 0.0264 0.00056-0.045 -7.1e-02 0.0436
PG0Submit 0.1350 0.1142 0.0153 0.03596 1.0000 0.1088 0.1037 0.1273 -0.00802-0.03763... -0.0161 -0.0280 0.17671 0.1518 0.1365 0.1258 0.17579 0.225 1.1e-01 0.1096
PG1Submit 0.1156 0.1550 0.0065 0.02047 0.1088 1.0000 0.1452 0.2688 -0.06852 0.05661... 0.0512 -0.0651 0.24670 0.2414 0.1133 0.1069 0.10895 0.170 7.4e-02 0.1137
PG2Submit 0.0791 0.0791 0.0041 0.00235 0.1037 0.1452 1.0000 0.2045 0.00146 0.00897... 0.0210 -0.0047 0.21851 0.2696 0.1245 0.1567 0.20127 0.099 1.1e-01 0.1073
PG3Submit 0.0384 0.0511 0.0567 0.04968 0.1273 0.2688 0.2045 1.0000 0.00865 0.04424... 0.0464 -0.0222 0.26048 0.2706 0.1316 0.1822 0.27450 0.161 1.4e-01 0.1642
PG4Dtr0_6 0.0121 -0.0518 0.1637 0.08226-0.0080 -0.0685 0.0015 0.0087 1.00000 NA... 0.1774 -0.1289 -0.05214-0.1618 0.1560 0.0695 -0.07292 0.044 8.4e-04-0.0272
PG4Psv7_8 0.0037 -0.0458 0.0267 0.00036-0.0376 0.0566 0.0090 0.0442 NA 1.00000... -0.0008 -0.0218 0.08974-0.0146 -0.0363 0.0526 0.05977 0.069 -4.9e-02-0.0217
PG4Prm9_10-0.0267 -0.0267 -0.0092 0.03279-0.0939 0.0120 -0.0587 -0.0062 NA NA... 0.0233 0.0916 0.00077-0.0418 -0.0633 -0.0550 -0.02989-0.061 -8.6e-05 0.0169
PG4AllResp 0.0063 -0.0158 0.0018 -0.02094-0.0236 0.0297 0.0293 -0.0193 1.00000 1.00000... -0.0306 -0.0166 0.01248-0.0040 -0.0753 -0.1294 -0.03812-0.106 -8.2e-02-0.0668
PG4Submit 0.0187 0.0172 -0.0539 -0.05978 0.2191 0.1651 0.1515 0.1956 -0.14272-0.08350... -0.0119 -0.0376 0.27328 0.3326 0.2775 0.1821 0.33236 0.391 2.8e-01 0.2360
PG5_1Order 0.0218 0.0196 0.0140 0.01254-0.0240 0.0750 -0.0069 0.0578 -0.09488-0.01399... -0.0785 -0.0950 0.08054 0.0334 0.0173 -0.0388 0.01033-0.096 -2.5e-02 0.0238
PG5_2Order 0.0014 0.0002 -0.0386 -0.03617 0.0402 -0.0226 -0.0297 0.0048 -0.00954 0.08081... 0.0527 -0.0652 0.03898-0.0571 -0.0551 -0.0567 -0.01925 0.015 7.3e-03 0.0469
PG5_3Order-0.0089 -0.0177 0.0441 0.04228 0.0155 0.0391 -0.0131 0.0172 0.13631 0.04396... -0.0698 -0.0250 0.23450 0.0419 0.0058 -0.0086 0.02604 0.063 3.4e-02 0.0538
PG5_4Order 0.0931 0.0949 -0.0262 -0.02214-0.0172 0.0293 0.0560 -0.0462 0.01735-0.12489... -0.0447 -0.0329 0.14487 0.0414 0.0460 0.0182 -0.03734-0.075 -8.6e-02-0.0211
PG5_5Order-0.0523 -0.0466 -0.0087 -0.01058 0.0860 0.0345 0.0570 -0.0165 0.04533-0.06369... -0.0499 -0.0981 0.28698 0.0498 0.0372 0.0427 -0.02976 0.076 2.4e-02 0.0085
PG5_6Order 0.0237 0.0217 -0.0480 -0.04902 0.0762 0.0327 0.1077 0.0370 -0.13255 0.01662... -0.0430 -0.0031 0.22759 0.0165 0.0222 0.0639 -0.02974 0.015 2.8e-02 0.0539
PG5_7Order-0.0200 -0.0236 0.0220 -0.00444-0.1174 -0.0815 -0.0285 0.0242 -0.16196-0.06938... 0.0410 0.0944 0.06439-0.0222 -0.1082 -0.0804 -0.01762-0.017 -4.4e-02-0.0617
PG5_8Order-0.0804 -0.0852 -0.0147 -0.00433-0.0421 -0.0205 -0.0387 -0.0129 -0.16181 0.01019... -0.0896 -0.1168 0.13787-0.1227 -0.0126 -0.0526 -0.05699-0.065 -3.7e-02-0.0182
PG5_9Order 0.0171 0.0167 -0.0712 -0.10235 0.0476 0.0260 -0.0410 -0.0641 -0.07948-0.09747... -0.0431 -0.0837 0.18534-0.0188 -0.0314 -0.0898 -0.01354-0.034 6.2e-03-0.0280
PG5_10Order-0.0214 -0.0112 0.0200 0.02736 0.0086 -0.0017 -0.0418 0.0581 -0.05310 0.15949... -0.0905 -0.1214 0.22151 0.0427 0.0311 0.0345 0.02011 0.102 1.8e-02-0.0092
PG5_11Order-0.0241 -0.0196 0.0190 0.02551 0.0927 -0.0047 -0.1043 0.0279 0.02791-0.03487... 0.1233 0.1434 0.02942-0.0055 0.0210 0.0232 0.05579-0.038 -2.5e-03 0.0275
PG5_12Order-0.0369 -0.0359 0.0151 0.00743-0.0161 0.0512 0.0210 0.0464 0.17741-0.00080... 1.0000 0.1231 0.10997 0.0777 0.0529 0.0149 0.00295 0.016 2.4e-02 0.0167
PG5_13Order 0.0598 0.0661 0.0384 0.04072-0.0280 -0.0651 -0.0047 -0.0222 -0.12890-0.02179... 0.1231 1.0000 0.00976-0.0209 0.0355 0.0556 0.07229-0.023 1.3e-02-0.0614
PG5Submit 0.0851 0.0909 0.0060 -0.00888 0.1767 0.2467 0.2185 0.2605 -0.05214 0.08974... 0.1100 0.0098 1.00000 0.3224 0.2312 0.2035 0.30291 0.269 2.4e-01 0.2588
PG6Submit 0.0054 0.0051 0.0277 0.04005 0.1518 0.2414 0.2696 0.2706 -0.16179-0.01463... 0.0777 -0.0209 0.32240 1.0000 0.3086 0.2065 0.44528 0.343 2.8e-01 0.2904
PG7Submit 0.0776 0.0759 0.0097 0.01212 0.1365 0.1133 0.1245 0.1316 0.15596-0.03631... 0.0529 0.0355 0.23120 0.3086 1.0000 0.1606 0.27819 0.312 2.8e-01 0.2523
PG8Submit 0.0441 0.0435 0.0354 0.02635 0.1258 0.1069 0.1567 0.1822 0.06953 0.05260... 0.0149 0.0556 0.20351 0.2065 0.1606 1.0000 0.25569 0.200 2.1e-01 0.1932
PG9Submit 0.0410 0.0407 0.0099 0.00056 0.1758 0.1090 0.2013 0.2745 -0.07292 0.05977... 0.0029 0.0723 0.30291 0.4453 0.2782 0.2557 1.00000 0.290 2.8e-01 0.2755
PG10Submit 0.0474 0.0517 -0.0293 -0.04481 0.2248 0.1701 0.0989 0.1614 0.04433 0.06942... 0.0159 -0.0227 0.26881 0.3428 0.3121 0.2000 0.29018 1.000 3.5e-01 0.3131
PG11Submit 0.0790 0.0792 -0.0454 -0.07102 0.1093 0.0738 0.1147 0.1383 0.00084-0.04870... 0.0240 0.0130 0.23552 0.2777 0.2768 0.2065 0.27906 0.346 1.0e+00 0.2513
PG12Submit 0.0746 0.0772 0.0546 0.04364 0.1096 0.1137 0.1073 0.1642 -0.02721-0.02169... 0.0167 -0.0614 0.25876 0.2904 0.2523 0.1932 0.27550 0.313 2.5e-01 1.0000
\n" + ], + "text/latex": [ + "\\begin{tabular}{r|llllllllllllllllllllllllllllllllll}\n", + " & Start & End & PG0Dis & PG0Shown & PG0Submit & PG1Submit & PG2Submit & PG3Submit & PG4Dtr0\\_6 & PG4Psv7\\_8 & ... & PG5\\_12Order & PG5\\_13Order & PG5Submit & PG6Submit & PG7Submit & PG8Submit & PG9Submit & PG10Submit & PG11Submit & PG12Submit\\\\\n", + "\\hline\n", + "\tStart & 1.0000 & 0.9952 & -0.0417 & -0.11507 & 0.1350 & 0.1156 & 0.0791 & 0.0384 & 0.01210 & 0.00371 & ... & -0.0369 & 0.0598 & 0.08512 & 0.0054 & 0.0776 & 0.0441 & 0.04101 & 0.047 & 7.9e-02 & 0.0746 \\\\\n", + "\tEnd & 0.9952 & 1.0000 & -0.0415 & -0.09879 & 0.1142 & 0.1550 & 0.0791 & 0.0511 & -0.05185 & -0.04576 & ... & -0.0359 & 0.0661 & 0.09088 & 0.0051 & 0.0759 & 0.0435 & 0.04071 & 0.052 & 7.9e-02 & 0.0772 \\\\\n", + "\tPG0Dis & -0.0417 & -0.0415 & 1.0000 & 0.87220 & 0.0153 & 0.0065 & 0.0041 & 0.0567 & 0.16368 & 0.02668 & ... & 0.0151 & 0.0384 & 0.00601 & 0.0277 & 0.0097 & 0.0354 & 0.00995 & -0.029 & -4.5e-02 & 0.0546 \\\\\n", + "\tPG0Shown & -0.1151 & -0.0988 & 0.8722 & 1.00000 & 0.0360 & 0.0205 & 0.0023 & 0.0497 & 0.08226 & 0.00036 & ... & 0.0074 & 0.0407 & -0.00888 & 0.0401 & 0.0121 & 0.0264 & 0.00056 & -0.045 & -7.1e-02 & 0.0436 \\\\\n", + "\tPG0Submit & 0.1350 & 0.1142 & 0.0153 & 0.03596 & 1.0000 & 0.1088 & 0.1037 & 0.1273 & -0.00802 & -0.03763 & ... & -0.0161 & -0.0280 & 0.17671 & 0.1518 & 0.1365 & 0.1258 & 0.17579 & 0.225 & 1.1e-01 & 0.1096 \\\\\n", + "\tPG1Submit & 0.1156 & 0.1550 & 0.0065 & 0.02047 & 0.1088 & 1.0000 & 0.1452 & 0.2688 & -0.06852 & 0.05661 & ... & 0.0512 & -0.0651 & 0.24670 & 0.2414 & 0.1133 & 0.1069 & 0.10895 & 0.170 & 7.4e-02 & 0.1137 \\\\\n", + "\tPG2Submit & 0.0791 & 0.0791 & 0.0041 & 0.00235 & 0.1037 & 0.1452 & 1.0000 & 0.2045 & 0.00146 & 0.00897 & ... & 0.0210 & -0.0047 & 0.21851 & 0.2696 & 0.1245 & 0.1567 & 0.20127 & 0.099 & 1.1e-01 & 0.1073 \\\\\n", + "\tPG3Submit & 0.0384 & 0.0511 & 0.0567 & 0.04968 & 0.1273 & 0.2688 & 0.2045 & 1.0000 & 0.00865 & 0.04424 & ... & 0.0464 & -0.0222 & 0.26048 & 0.2706 & 0.1316 & 0.1822 & 0.27450 & 0.161 & 1.4e-01 & 0.1642 \\\\\n", + "\tPG4Dtr0\\_6 & 0.0121 & -0.0518 & 0.1637 & 0.08226 & -0.0080 & -0.0685 & 0.0015 & 0.0087 & 1.00000 & NA & ... & 0.1774 & -0.1289 & -0.05214 & -0.1618 & 0.1560 & 0.0695 & -0.07292 & 0.044 & 8.4e-04 & -0.0272 \\\\\n", + "\tPG4Psv7\\_8 & 0.0037 & -0.0458 & 0.0267 & 0.00036 & -0.0376 & 0.0566 & 0.0090 & 0.0442 & NA & 1.00000 & ... & -0.0008 & -0.0218 & 0.08974 & -0.0146 & -0.0363 & 0.0526 & 0.05977 & 0.069 & -4.9e-02 & -0.0217 \\\\\n", + "\tPG4Prm9\\_10 & -0.0267 & -0.0267 & -0.0092 & 0.03279 & -0.0939 & 0.0120 & -0.0587 & -0.0062 & NA & NA & ... & 0.0233 & 0.0916 & 0.00077 & -0.0418 & -0.0633 & -0.0550 & -0.02989 & -0.061 & -8.6e-05 & 0.0169 \\\\\n", + "\tPG4AllResp & 0.0063 & -0.0158 & 0.0018 & -0.02094 & -0.0236 & 0.0297 & 0.0293 & -0.0193 & 1.00000 & 1.00000 & ... & -0.0306 & -0.0166 & 0.01248 & -0.0040 & -0.0753 & -0.1294 & -0.03812 & -0.106 & -8.2e-02 & -0.0668 \\\\\n", + "\tPG4Submit & 0.0187 & 0.0172 & -0.0539 & -0.05978 & 0.2191 & 0.1651 & 0.1515 & 0.1956 & -0.14272 & -0.08350 & ... & -0.0119 & -0.0376 & 0.27328 & 0.3326 & 0.2775 & 0.1821 & 0.33236 & 0.391 & 2.8e-01 & 0.2360 \\\\\n", + "\tPG5\\_1Order & 0.0218 & 0.0196 & 0.0140 & 0.01254 & -0.0240 & 0.0750 & -0.0069 & 0.0578 & -0.09488 & -0.01399 & ... & -0.0785 & -0.0950 & 0.08054 & 0.0334 & 0.0173 & -0.0388 & 0.01033 & -0.096 & -2.5e-02 & 0.0238 \\\\\n", + "\tPG5\\_2Order & 0.0014 & 0.0002 & -0.0386 & -0.03617 & 0.0402 & -0.0226 & -0.0297 & 0.0048 & -0.00954 & 0.08081 & ... & 0.0527 & -0.0652 & 0.03898 & -0.0571 & -0.0551 & -0.0567 & -0.01925 & 0.015 & 7.3e-03 & 0.0469 \\\\\n", + "\tPG5\\_3Order & -0.0089 & -0.0177 & 0.0441 & 0.04228 & 0.0155 & 0.0391 & -0.0131 & 0.0172 & 0.13631 & 0.04396 & ... & -0.0698 & -0.0250 & 0.23450 & 0.0419 & 0.0058 & -0.0086 & 0.02604 & 0.063 & 3.4e-02 & 0.0538 \\\\\n", + "\tPG5\\_4Order & 0.0931 & 0.0949 & -0.0262 & -0.02214 & -0.0172 & 0.0293 & 0.0560 & -0.0462 & 0.01735 & -0.12489 & ... & -0.0447 & -0.0329 & 0.14487 & 0.0414 & 0.0460 & 0.0182 & -0.03734 & -0.075 & -8.6e-02 & -0.0211 \\\\\n", + "\tPG5\\_5Order & -0.0523 & -0.0466 & -0.0087 & -0.01058 & 0.0860 & 0.0345 & 0.0570 & -0.0165 & 0.04533 & -0.06369 & ... & -0.0499 & -0.0981 & 0.28698 & 0.0498 & 0.0372 & 0.0427 & -0.02976 & 0.076 & 2.4e-02 & 0.0085 \\\\\n", + "\tPG5\\_6Order & 0.0237 & 0.0217 & -0.0480 & -0.04902 & 0.0762 & 0.0327 & 0.1077 & 0.0370 & -0.13255 & 0.01662 & ... & -0.0430 & -0.0031 & 0.22759 & 0.0165 & 0.0222 & 0.0639 & -0.02974 & 0.015 & 2.8e-02 & 0.0539 \\\\\n", + "\tPG5\\_7Order & -0.0200 & -0.0236 & 0.0220 & -0.00444 & -0.1174 & -0.0815 & -0.0285 & 0.0242 & -0.16196 & -0.06938 & ... & 0.0410 & 0.0944 & 0.06439 & -0.0222 & -0.1082 & -0.0804 & -0.01762 & -0.017 & -4.4e-02 & -0.0617 \\\\\n", + "\tPG5\\_8Order & -0.0804 & -0.0852 & -0.0147 & -0.00433 & -0.0421 & -0.0205 & -0.0387 & -0.0129 & -0.16181 & 0.01019 & ... & -0.0896 & -0.1168 & 0.13787 & -0.1227 & -0.0126 & -0.0526 & -0.05699 & -0.065 & -3.7e-02 & -0.0182 \\\\\n", + "\tPG5\\_9Order & 0.0171 & 0.0167 & -0.0712 & -0.10235 & 0.0476 & 0.0260 & -0.0410 & -0.0641 & -0.07948 & -0.09747 & ... & -0.0431 & -0.0837 & 0.18534 & -0.0188 & -0.0314 & -0.0898 & -0.01354 & -0.034 & 6.2e-03 & -0.0280 \\\\\n", + "\tPG5\\_10Order & -0.0214 & -0.0112 & 0.0200 & 0.02736 & 0.0086 & -0.0017 & -0.0418 & 0.0581 & -0.05310 & 0.15949 & ... & -0.0905 & -0.1214 & 0.22151 & 0.0427 & 0.0311 & 0.0345 & 0.02011 & 0.102 & 1.8e-02 & -0.0092 \\\\\n", + "\tPG5\\_11Order & -0.0241 & -0.0196 & 0.0190 & 0.02551 & 0.0927 & -0.0047 & -0.1043 & 0.0279 & 0.02791 & -0.03487 & ... & 0.1233 & 0.1434 & 0.02942 & -0.0055 & 0.0210 & 0.0232 & 0.05579 & -0.038 & -2.5e-03 & 0.0275 \\\\\n", + "\tPG5\\_12Order & -0.0369 & -0.0359 & 0.0151 & 0.00743 & -0.0161 & 0.0512 & 0.0210 & 0.0464 & 0.17741 & -0.00080 & ... & 1.0000 & 0.1231 & 0.10997 & 0.0777 & 0.0529 & 0.0149 & 0.00295 & 0.016 & 2.4e-02 & 0.0167 \\\\\n", + "\tPG5\\_13Order & 0.0598 & 0.0661 & 0.0384 & 0.04072 & -0.0280 & -0.0651 & -0.0047 & -0.0222 & -0.12890 & -0.02179 & ... & 0.1231 & 1.0000 & 0.00976 & -0.0209 & 0.0355 & 0.0556 & 0.07229 & -0.023 & 1.3e-02 & -0.0614 \\\\\n", + "\tPG5Submit & 0.0851 & 0.0909 & 0.0060 & -0.00888 & 0.1767 & 0.2467 & 0.2185 & 0.2605 & -0.05214 & 0.08974 & ... & 0.1100 & 0.0098 & 1.00000 & 0.3224 & 0.2312 & 0.2035 & 0.30291 & 0.269 & 2.4e-01 & 0.2588 \\\\\n", + "\tPG6Submit & 0.0054 & 0.0051 & 0.0277 & 0.04005 & 0.1518 & 0.2414 & 0.2696 & 0.2706 & -0.16179 & -0.01463 & ... & 0.0777 & -0.0209 & 0.32240 & 1.0000 & 0.3086 & 0.2065 & 0.44528 & 0.343 & 2.8e-01 & 0.2904 \\\\\n", + "\tPG7Submit & 0.0776 & 0.0759 & 0.0097 & 0.01212 & 0.1365 & 0.1133 & 0.1245 & 0.1316 & 0.15596 & -0.03631 & ... & 0.0529 & 0.0355 & 0.23120 & 0.3086 & 1.0000 & 0.1606 & 0.27819 & 0.312 & 2.8e-01 & 0.2523 \\\\\n", + "\tPG8Submit & 0.0441 & 0.0435 & 0.0354 & 0.02635 & 0.1258 & 0.1069 & 0.1567 & 0.1822 & 0.06953 & 0.05260 & ... & 0.0149 & 0.0556 & 0.20351 & 0.2065 & 0.1606 & 1.0000 & 0.25569 & 0.200 & 2.1e-01 & 0.1932 \\\\\n", + "\tPG9Submit & 0.0410 & 0.0407 & 0.0099 & 0.00056 & 0.1758 & 0.1090 & 0.2013 & 0.2745 & -0.07292 & 0.05977 & ... & 0.0029 & 0.0723 & 0.30291 & 0.4453 & 0.2782 & 0.2557 & 1.00000 & 0.290 & 2.8e-01 & 0.2755 \\\\\n", + "\tPG10Submit & 0.0474 & 0.0517 & -0.0293 & -0.04481 & 0.2248 & 0.1701 & 0.0989 & 0.1614 & 0.04433 & 0.06942 & ... & 0.0159 & -0.0227 & 0.26881 & 0.3428 & 0.3121 & 0.2000 & 0.29018 & 1.000 & 3.5e-01 & 0.3131 \\\\\n", + "\tPG11Submit & 0.0790 & 0.0792 & -0.0454 & -0.07102 & 0.1093 & 0.0738 & 0.1147 & 0.1383 & 0.00084 & -0.04870 & ... & 0.0240 & 0.0130 & 0.23552 & 0.2777 & 0.2768 & 0.2065 & 0.27906 & 0.346 & 1.0e+00 & 0.2513 \\\\\n", + "\tPG12Submit & 0.0746 & 0.0772 & 0.0546 & 0.04364 & 0.1096 & 0.1137 & 0.1073 & 0.1642 & -0.02721 & -0.02169 & ... & 0.0167 & -0.0614 & 0.25876 & 0.2904 & 0.2523 & 0.1932 & 0.27550 & 0.313 & 2.5e-01 & 1.0000 \\\\\n", + "\\end{tabular}\n" + ], + "text/markdown": [ + "\n", + "| | Start | End | PG0Dis | PG0Shown | PG0Submit | PG1Submit | PG2Submit | PG3Submit | PG4Dtr0_6 | PG4Psv7_8 | ... | PG5_12Order | PG5_13Order | PG5Submit | PG6Submit | PG7Submit | PG8Submit | PG9Submit | PG10Submit | PG11Submit | PG12Submit | \n", + "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n", + "| Start | 1.0000 | 0.9952 | -0.0417 | -0.11507 | 0.1350 | 0.1156 | 0.0791 | 0.0384 | 0.01210 | 0.00371 | ... | -0.0369 | 0.0598 | 0.08512 | 0.0054 | 0.0776 | 0.0441 | 0.04101 | 0.047 | 7.9e-02 | 0.0746 | \n", + "| End | 0.9952 | 1.0000 | -0.0415 | -0.09879 | 0.1142 | 0.1550 | 0.0791 | 0.0511 | -0.05185 | -0.04576 | ... | -0.0359 | 0.0661 | 0.09088 | 0.0051 | 0.0759 | 0.0435 | 0.04071 | 0.052 | 7.9e-02 | 0.0772 | \n", + "| PG0Dis | -0.0417 | -0.0415 | 1.0000 | 0.87220 | 0.0153 | 0.0065 | 0.0041 | 0.0567 | 0.16368 | 0.02668 | ... | 0.0151 | 0.0384 | 0.00601 | 0.0277 | 0.0097 | 0.0354 | 0.00995 | -0.029 | -4.5e-02 | 0.0546 | \n", + "| PG0Shown | -0.1151 | -0.0988 | 0.8722 | 1.00000 | 0.0360 | 0.0205 | 0.0023 | 0.0497 | 0.08226 | 0.00036 | ... | 0.0074 | 0.0407 | -0.00888 | 0.0401 | 0.0121 | 0.0264 | 0.00056 | -0.045 | -7.1e-02 | 0.0436 | \n", + "| PG0Submit | 0.1350 | 0.1142 | 0.0153 | 0.03596 | 1.0000 | 0.1088 | 0.1037 | 0.1273 | -0.00802 | -0.03763 | ... | -0.0161 | -0.0280 | 0.17671 | 0.1518 | 0.1365 | 0.1258 | 0.17579 | 0.225 | 1.1e-01 | 0.1096 | \n", + "| PG1Submit | 0.1156 | 0.1550 | 0.0065 | 0.02047 | 0.1088 | 1.0000 | 0.1452 | 0.2688 | -0.06852 | 0.05661 | ... | 0.0512 | -0.0651 | 0.24670 | 0.2414 | 0.1133 | 0.1069 | 0.10895 | 0.170 | 7.4e-02 | 0.1137 | \n", + "| PG2Submit | 0.0791 | 0.0791 | 0.0041 | 0.00235 | 0.1037 | 0.1452 | 1.0000 | 0.2045 | 0.00146 | 0.00897 | ... | 0.0210 | -0.0047 | 0.21851 | 0.2696 | 0.1245 | 0.1567 | 0.20127 | 0.099 | 1.1e-01 | 0.1073 | \n", + "| PG3Submit | 0.0384 | 0.0511 | 0.0567 | 0.04968 | 0.1273 | 0.2688 | 0.2045 | 1.0000 | 0.00865 | 0.04424 | ... | 0.0464 | -0.0222 | 0.26048 | 0.2706 | 0.1316 | 0.1822 | 0.27450 | 0.161 | 1.4e-01 | 0.1642 | \n", + "| PG4Dtr0_6 | 0.0121 | -0.0518 | 0.1637 | 0.08226 | -0.0080 | -0.0685 | 0.0015 | 0.0087 | 1.00000 | NA | ... | 0.1774 | -0.1289 | -0.05214 | -0.1618 | 0.1560 | 0.0695 | -0.07292 | 0.044 | 8.4e-04 | -0.0272 | \n", + "| PG4Psv7_8 | 0.0037 | -0.0458 | 0.0267 | 0.00036 | -0.0376 | 0.0566 | 0.0090 | 0.0442 | NA | 1.00000 | ... | -0.0008 | -0.0218 | 0.08974 | -0.0146 | -0.0363 | 0.0526 | 0.05977 | 0.069 | -4.9e-02 | -0.0217 | \n", + "| PG4Prm9_10 | -0.0267 | -0.0267 | -0.0092 | 0.03279 | -0.0939 | 0.0120 | -0.0587 | -0.0062 | NA | NA | ... | 0.0233 | 0.0916 | 0.00077 | -0.0418 | -0.0633 | -0.0550 | -0.02989 | -0.061 | -8.6e-05 | 0.0169 | \n", + "| PG4AllResp | 0.0063 | -0.0158 | 0.0018 | -0.02094 | -0.0236 | 0.0297 | 0.0293 | -0.0193 | 1.00000 | 1.00000 | ... | -0.0306 | -0.0166 | 0.01248 | -0.0040 | -0.0753 | -0.1294 | -0.03812 | -0.106 | -8.2e-02 | -0.0668 | \n", + "| PG4Submit | 0.0187 | 0.0172 | -0.0539 | -0.05978 | 0.2191 | 0.1651 | 0.1515 | 0.1956 | -0.14272 | -0.08350 | ... | -0.0119 | -0.0376 | 0.27328 | 0.3326 | 0.2775 | 0.1821 | 0.33236 | 0.391 | 2.8e-01 | 0.2360 | \n", + "| PG5_1Order | 0.0218 | 0.0196 | 0.0140 | 0.01254 | -0.0240 | 0.0750 | -0.0069 | 0.0578 | -0.09488 | -0.01399 | ... | -0.0785 | -0.0950 | 0.08054 | 0.0334 | 0.0173 | -0.0388 | 0.01033 | -0.096 | -2.5e-02 | 0.0238 | \n", + "| PG5_2Order | 0.0014 | 0.0002 | -0.0386 | -0.03617 | 0.0402 | -0.0226 | -0.0297 | 0.0048 | -0.00954 | 0.08081 | ... | 0.0527 | -0.0652 | 0.03898 | -0.0571 | -0.0551 | -0.0567 | -0.01925 | 0.015 | 7.3e-03 | 0.0469 | \n", + "| PG5_3Order | -0.0089 | -0.0177 | 0.0441 | 0.04228 | 0.0155 | 0.0391 | -0.0131 | 0.0172 | 0.13631 | 0.04396 | ... | -0.0698 | -0.0250 | 0.23450 | 0.0419 | 0.0058 | -0.0086 | 0.02604 | 0.063 | 3.4e-02 | 0.0538 | \n", + "| PG5_4Order | 0.0931 | 0.0949 | -0.0262 | -0.02214 | -0.0172 | 0.0293 | 0.0560 | -0.0462 | 0.01735 | -0.12489 | ... | -0.0447 | -0.0329 | 0.14487 | 0.0414 | 0.0460 | 0.0182 | -0.03734 | -0.075 | -8.6e-02 | -0.0211 | \n", + "| PG5_5Order | -0.0523 | -0.0466 | -0.0087 | -0.01058 | 0.0860 | 0.0345 | 0.0570 | -0.0165 | 0.04533 | -0.06369 | ... | -0.0499 | -0.0981 | 0.28698 | 0.0498 | 0.0372 | 0.0427 | -0.02976 | 0.076 | 2.4e-02 | 0.0085 | \n", + "| PG5_6Order | 0.0237 | 0.0217 | -0.0480 | -0.04902 | 0.0762 | 0.0327 | 0.1077 | 0.0370 | -0.13255 | 0.01662 | ... | -0.0430 | -0.0031 | 0.22759 | 0.0165 | 0.0222 | 0.0639 | -0.02974 | 0.015 | 2.8e-02 | 0.0539 | \n", + "| PG5_7Order | -0.0200 | -0.0236 | 0.0220 | -0.00444 | -0.1174 | -0.0815 | -0.0285 | 0.0242 | -0.16196 | -0.06938 | ... | 0.0410 | 0.0944 | 0.06439 | -0.0222 | -0.1082 | -0.0804 | -0.01762 | -0.017 | -4.4e-02 | -0.0617 | \n", + "| PG5_8Order | -0.0804 | -0.0852 | -0.0147 | -0.00433 | -0.0421 | -0.0205 | -0.0387 | -0.0129 | -0.16181 | 0.01019 | ... | -0.0896 | -0.1168 | 0.13787 | -0.1227 | -0.0126 | -0.0526 | -0.05699 | -0.065 | -3.7e-02 | -0.0182 | \n", + "| PG5_9Order | 0.0171 | 0.0167 | -0.0712 | -0.10235 | 0.0476 | 0.0260 | -0.0410 | -0.0641 | -0.07948 | -0.09747 | ... | -0.0431 | -0.0837 | 0.18534 | -0.0188 | -0.0314 | -0.0898 | -0.01354 | -0.034 | 6.2e-03 | -0.0280 | \n", + "| PG5_10Order | -0.0214 | -0.0112 | 0.0200 | 0.02736 | 0.0086 | -0.0017 | -0.0418 | 0.0581 | -0.05310 | 0.15949 | ... | -0.0905 | -0.1214 | 0.22151 | 0.0427 | 0.0311 | 0.0345 | 0.02011 | 0.102 | 1.8e-02 | -0.0092 | \n", + "| PG5_11Order | -0.0241 | -0.0196 | 0.0190 | 0.02551 | 0.0927 | -0.0047 | -0.1043 | 0.0279 | 0.02791 | -0.03487 | ... | 0.1233 | 0.1434 | 0.02942 | -0.0055 | 0.0210 | 0.0232 | 0.05579 | -0.038 | -2.5e-03 | 0.0275 | \n", + "| PG5_12Order | -0.0369 | -0.0359 | 0.0151 | 0.00743 | -0.0161 | 0.0512 | 0.0210 | 0.0464 | 0.17741 | -0.00080 | ... | 1.0000 | 0.1231 | 0.10997 | 0.0777 | 0.0529 | 0.0149 | 0.00295 | 0.016 | 2.4e-02 | 0.0167 | \n", + "| PG5_13Order | 0.0598 | 0.0661 | 0.0384 | 0.04072 | -0.0280 | -0.0651 | -0.0047 | -0.0222 | -0.12890 | -0.02179 | ... | 0.1231 | 1.0000 | 0.00976 | -0.0209 | 0.0355 | 0.0556 | 0.07229 | -0.023 | 1.3e-02 | -0.0614 | \n", + "| PG5Submit | 0.0851 | 0.0909 | 0.0060 | -0.00888 | 0.1767 | 0.2467 | 0.2185 | 0.2605 | -0.05214 | 0.08974 | ... | 0.1100 | 0.0098 | 1.00000 | 0.3224 | 0.2312 | 0.2035 | 0.30291 | 0.269 | 2.4e-01 | 0.2588 | \n", + "| PG6Submit | 0.0054 | 0.0051 | 0.0277 | 0.04005 | 0.1518 | 0.2414 | 0.2696 | 0.2706 | -0.16179 | -0.01463 | ... | 0.0777 | -0.0209 | 0.32240 | 1.0000 | 0.3086 | 0.2065 | 0.44528 | 0.343 | 2.8e-01 | 0.2904 | \n", + "| PG7Submit | 0.0776 | 0.0759 | 0.0097 | 0.01212 | 0.1365 | 0.1133 | 0.1245 | 0.1316 | 0.15596 | -0.03631 | ... | 0.0529 | 0.0355 | 0.23120 | 0.3086 | 1.0000 | 0.1606 | 0.27819 | 0.312 | 2.8e-01 | 0.2523 | \n", + "| PG8Submit | 0.0441 | 0.0435 | 0.0354 | 0.02635 | 0.1258 | 0.1069 | 0.1567 | 0.1822 | 0.06953 | 0.05260 | ... | 0.0149 | 0.0556 | 0.20351 | 0.2065 | 0.1606 | 1.0000 | 0.25569 | 0.200 | 2.1e-01 | 0.1932 | \n", + "| PG9Submit | 0.0410 | 0.0407 | 0.0099 | 0.00056 | 0.1758 | 0.1090 | 0.2013 | 0.2745 | -0.07292 | 0.05977 | ... | 0.0029 | 0.0723 | 0.30291 | 0.4453 | 0.2782 | 0.2557 | 1.00000 | 0.290 | 2.8e-01 | 0.2755 | \n", + "| PG10Submit | 0.0474 | 0.0517 | -0.0293 | -0.04481 | 0.2248 | 0.1701 | 0.0989 | 0.1614 | 0.04433 | 0.06942 | ... | 0.0159 | -0.0227 | 0.26881 | 0.3428 | 0.3121 | 0.2000 | 0.29018 | 1.000 | 3.5e-01 | 0.3131 | \n", + "| PG11Submit | 0.0790 | 0.0792 | -0.0454 | -0.07102 | 0.1093 | 0.0738 | 0.1147 | 0.1383 | 0.00084 | -0.04870 | ... | 0.0240 | 0.0130 | 0.23552 | 0.2777 | 0.2768 | 0.2065 | 0.27906 | 0.346 | 1.0e+00 | 0.2513 | \n", + "| PG12Submit | 0.0746 | 0.0772 | 0.0546 | 0.04364 | 0.1096 | 0.1137 | 0.1073 | 0.1642 | -0.02721 | -0.02169 | ... | 0.0167 | -0.0614 | 0.25876 | 0.2904 | 0.2523 | 0.1932 | 0.27550 | 0.313 | 2.5e-01 | 1.0000 | \n", + "\n", + "\n" + ], + "text/plain": [ + " Start End PG0Dis PG0Shown PG0Submit PG1Submit PG2Submit\n", + "Start 1.0000 0.9952 -0.0417 -0.11507 0.1350 0.1156 0.0791 \n", + "End 0.9952 1.0000 -0.0415 -0.09879 0.1142 0.1550 0.0791 \n", + "PG0Dis -0.0417 -0.0415 1.0000 0.87220 0.0153 0.0065 0.0041 \n", + "PG0Shown -0.1151 -0.0988 0.8722 1.00000 0.0360 0.0205 0.0023 \n", + "PG0Submit 0.1350 0.1142 0.0153 0.03596 1.0000 0.1088 0.1037 \n", + "PG1Submit 0.1156 0.1550 0.0065 0.02047 0.1088 1.0000 0.1452 \n", + "PG2Submit 0.0791 0.0791 0.0041 0.00235 0.1037 0.1452 1.0000 \n", + "PG3Submit 0.0384 0.0511 0.0567 0.04968 0.1273 0.2688 0.2045 \n", + "PG4Dtr0_6 0.0121 -0.0518 0.1637 0.08226 -0.0080 -0.0685 0.0015 \n", + "PG4Psv7_8 0.0037 -0.0458 0.0267 0.00036 -0.0376 0.0566 0.0090 \n", + "PG4Prm9_10 -0.0267 -0.0267 -0.0092 0.03279 -0.0939 0.0120 -0.0587 \n", + "PG4AllResp 0.0063 -0.0158 0.0018 -0.02094 -0.0236 0.0297 0.0293 \n", + "PG4Submit 0.0187 0.0172 -0.0539 -0.05978 0.2191 0.1651 0.1515 \n", + "PG5_1Order 0.0218 0.0196 0.0140 0.01254 -0.0240 0.0750 -0.0069 \n", + "PG5_2Order 0.0014 0.0002 -0.0386 -0.03617 0.0402 -0.0226 -0.0297 \n", + "PG5_3Order -0.0089 -0.0177 0.0441 0.04228 0.0155 0.0391 -0.0131 \n", + "PG5_4Order 0.0931 0.0949 -0.0262 -0.02214 -0.0172 0.0293 0.0560 \n", + "PG5_5Order -0.0523 -0.0466 -0.0087 -0.01058 0.0860 0.0345 0.0570 \n", + "PG5_6Order 0.0237 0.0217 -0.0480 -0.04902 0.0762 0.0327 0.1077 \n", + "PG5_7Order -0.0200 -0.0236 0.0220 -0.00444 -0.1174 -0.0815 -0.0285 \n", + "PG5_8Order -0.0804 -0.0852 -0.0147 -0.00433 -0.0421 -0.0205 -0.0387 \n", + "PG5_9Order 0.0171 0.0167 -0.0712 -0.10235 0.0476 0.0260 -0.0410 \n", + "PG5_10Order -0.0214 -0.0112 0.0200 0.02736 0.0086 -0.0017 -0.0418 \n", + "PG5_11Order -0.0241 -0.0196 0.0190 0.02551 0.0927 -0.0047 -0.1043 \n", + "PG5_12Order -0.0369 -0.0359 0.0151 0.00743 -0.0161 0.0512 0.0210 \n", + "PG5_13Order 0.0598 0.0661 0.0384 0.04072 -0.0280 -0.0651 -0.0047 \n", + "PG5Submit 0.0851 0.0909 0.0060 -0.00888 0.1767 0.2467 0.2185 \n", + "PG6Submit 0.0054 0.0051 0.0277 0.04005 0.1518 0.2414 0.2696 \n", + "PG7Submit 0.0776 0.0759 0.0097 0.01212 0.1365 0.1133 0.1245 \n", + "PG8Submit 0.0441 0.0435 0.0354 0.02635 0.1258 0.1069 0.1567 \n", + "PG9Submit 0.0410 0.0407 0.0099 0.00056 0.1758 0.1090 0.2013 \n", + "PG10Submit 0.0474 0.0517 -0.0293 -0.04481 0.2248 0.1701 0.0989 \n", + "PG11Submit 0.0790 0.0792 -0.0454 -0.07102 0.1093 0.0738 0.1147 \n", + "PG12Submit 0.0746 0.0772 0.0546 0.04364 0.1096 0.1137 0.1073 \n", + " PG3Submit PG4Dtr0_6 PG4Psv7_8 ... PG5_12Order PG5_13Order PG5Submit\n", + "Start 0.0384 0.01210 0.00371 ... -0.0369 0.0598 0.08512 \n", + "End 0.0511 -0.05185 -0.04576 ... -0.0359 0.0661 0.09088 \n", + "PG0Dis 0.0567 0.16368 0.02668 ... 0.0151 0.0384 0.00601 \n", + "PG0Shown 0.0497 0.08226 0.00036 ... 0.0074 0.0407 -0.00888 \n", + "PG0Submit 0.1273 -0.00802 -0.03763 ... -0.0161 -0.0280 0.17671 \n", + "PG1Submit 0.2688 -0.06852 0.05661 ... 0.0512 -0.0651 0.24670 \n", + "PG2Submit 0.2045 0.00146 0.00897 ... 0.0210 -0.0047 0.21851 \n", + "PG3Submit 1.0000 0.00865 0.04424 ... 0.0464 -0.0222 0.26048 \n", + "PG4Dtr0_6 0.0087 1.00000 NA ... 0.1774 -0.1289 -0.05214 \n", + "PG4Psv7_8 0.0442 NA 1.00000 ... -0.0008 -0.0218 0.08974 \n", + "PG4Prm9_10 -0.0062 NA NA ... 0.0233 0.0916 0.00077 \n", + "PG4AllResp -0.0193 1.00000 1.00000 ... -0.0306 -0.0166 0.01248 \n", + "PG4Submit 0.1956 -0.14272 -0.08350 ... -0.0119 -0.0376 0.27328 \n", + "PG5_1Order 0.0578 -0.09488 -0.01399 ... -0.0785 -0.0950 0.08054 \n", + "PG5_2Order 0.0048 -0.00954 0.08081 ... 0.0527 -0.0652 0.03898 \n", + "PG5_3Order 0.0172 0.13631 0.04396 ... -0.0698 -0.0250 0.23450 \n", + "PG5_4Order -0.0462 0.01735 -0.12489 ... -0.0447 -0.0329 0.14487 \n", + "PG5_5Order -0.0165 0.04533 -0.06369 ... -0.0499 -0.0981 0.28698 \n", + "PG5_6Order 0.0370 -0.13255 0.01662 ... -0.0430 -0.0031 0.22759 \n", + "PG5_7Order 0.0242 -0.16196 -0.06938 ... 0.0410 0.0944 0.06439 \n", + "PG5_8Order -0.0129 -0.16181 0.01019 ... -0.0896 -0.1168 0.13787 \n", + "PG5_9Order -0.0641 -0.07948 -0.09747 ... -0.0431 -0.0837 0.18534 \n", + "PG5_10Order 0.0581 -0.05310 0.15949 ... -0.0905 -0.1214 0.22151 \n", + "PG5_11Order 0.0279 0.02791 -0.03487 ... 0.1233 0.1434 0.02942 \n", + "PG5_12Order 0.0464 0.17741 -0.00080 ... 1.0000 0.1231 0.10997 \n", + "PG5_13Order -0.0222 -0.12890 -0.02179 ... 0.1231 1.0000 0.00976 \n", + "PG5Submit 0.2605 -0.05214 0.08974 ... 0.1100 0.0098 1.00000 \n", + "PG6Submit 0.2706 -0.16179 -0.01463 ... 0.0777 -0.0209 0.32240 \n", + "PG7Submit 0.1316 0.15596 -0.03631 ... 0.0529 0.0355 0.23120 \n", + "PG8Submit 0.1822 0.06953 0.05260 ... 0.0149 0.0556 0.20351 \n", + "PG9Submit 0.2745 -0.07292 0.05977 ... 0.0029 0.0723 0.30291 \n", + "PG10Submit 0.1614 0.04433 0.06942 ... 0.0159 -0.0227 0.26881 \n", + "PG11Submit 0.1383 0.00084 -0.04870 ... 0.0240 0.0130 0.23552 \n", + "PG12Submit 0.1642 -0.02721 -0.02169 ... 0.0167 -0.0614 0.25876 \n", + " PG6Submit PG7Submit PG8Submit PG9Submit PG10Submit PG11Submit\n", + "Start 0.0054 0.0776 0.0441 0.04101 0.047 7.9e-02 \n", + "End 0.0051 0.0759 0.0435 0.04071 0.052 7.9e-02 \n", + "PG0Dis 0.0277 0.0097 0.0354 0.00995 -0.029 -4.5e-02 \n", + "PG0Shown 0.0401 0.0121 0.0264 0.00056 -0.045 -7.1e-02 \n", + "PG0Submit 0.1518 0.1365 0.1258 0.17579 0.225 1.1e-01 \n", + "PG1Submit 0.2414 0.1133 0.1069 0.10895 0.170 7.4e-02 \n", + "PG2Submit 0.2696 0.1245 0.1567 0.20127 0.099 1.1e-01 \n", + "PG3Submit 0.2706 0.1316 0.1822 0.27450 0.161 1.4e-01 \n", + "PG4Dtr0_6 -0.1618 0.1560 0.0695 -0.07292 0.044 8.4e-04 \n", + "PG4Psv7_8 -0.0146 -0.0363 0.0526 0.05977 0.069 -4.9e-02 \n", + "PG4Prm9_10 -0.0418 -0.0633 -0.0550 -0.02989 -0.061 -8.6e-05 \n", + "PG4AllResp -0.0040 -0.0753 -0.1294 -0.03812 -0.106 -8.2e-02 \n", + "PG4Submit 0.3326 0.2775 0.1821 0.33236 0.391 2.8e-01 \n", + "PG5_1Order 0.0334 0.0173 -0.0388 0.01033 -0.096 -2.5e-02 \n", + "PG5_2Order -0.0571 -0.0551 -0.0567 -0.01925 0.015 7.3e-03 \n", + "PG5_3Order 0.0419 0.0058 -0.0086 0.02604 0.063 3.4e-02 \n", + "PG5_4Order 0.0414 0.0460 0.0182 -0.03734 -0.075 -8.6e-02 \n", + "PG5_5Order 0.0498 0.0372 0.0427 -0.02976 0.076 2.4e-02 \n", + "PG5_6Order 0.0165 0.0222 0.0639 -0.02974 0.015 2.8e-02 \n", + "PG5_7Order -0.0222 -0.1082 -0.0804 -0.01762 -0.017 -4.4e-02 \n", + "PG5_8Order -0.1227 -0.0126 -0.0526 -0.05699 -0.065 -3.7e-02 \n", + "PG5_9Order -0.0188 -0.0314 -0.0898 -0.01354 -0.034 6.2e-03 \n", + "PG5_10Order 0.0427 0.0311 0.0345 0.02011 0.102 1.8e-02 \n", + "PG5_11Order -0.0055 0.0210 0.0232 0.05579 -0.038 -2.5e-03 \n", + "PG5_12Order 0.0777 0.0529 0.0149 0.00295 0.016 2.4e-02 \n", + "PG5_13Order -0.0209 0.0355 0.0556 0.07229 -0.023 1.3e-02 \n", + "PG5Submit 0.3224 0.2312 0.2035 0.30291 0.269 2.4e-01 \n", + "PG6Submit 1.0000 0.3086 0.2065 0.44528 0.343 2.8e-01 \n", + "PG7Submit 0.3086 1.0000 0.1606 0.27819 0.312 2.8e-01 \n", + "PG8Submit 0.2065 0.1606 1.0000 0.25569 0.200 2.1e-01 \n", + "PG9Submit 0.4453 0.2782 0.2557 1.00000 0.290 2.8e-01 \n", + "PG10Submit 0.3428 0.3121 0.2000 0.29018 1.000 3.5e-01 \n", + "PG11Submit 0.2777 0.2768 0.2065 0.27906 0.346 1.0e+00 \n", + "PG12Submit 0.2904 0.2523 0.1932 0.27550 0.313 2.5e-01 \n", + " PG12Submit\n", + "Start 0.0746 \n", + "End 0.0772 \n", + "PG0Dis 0.0546 \n", + "PG0Shown 0.0436 \n", + "PG0Submit 0.1096 \n", + "PG1Submit 0.1137 \n", + "PG2Submit 0.1073 \n", + "PG3Submit 0.1642 \n", + "PG4Dtr0_6 -0.0272 \n", + "PG4Psv7_8 -0.0217 \n", + "PG4Prm9_10 0.0169 \n", + "PG4AllResp -0.0668 \n", + "PG4Submit 0.2360 \n", + "PG5_1Order 0.0238 \n", + "PG5_2Order 0.0469 \n", + "PG5_3Order 0.0538 \n", + "PG5_4Order -0.0211 \n", + "PG5_5Order 0.0085 \n", + "PG5_6Order 0.0539 \n", + "PG5_7Order -0.0617 \n", + "PG5_8Order -0.0182 \n", + "PG5_9Order -0.0280 \n", + "PG5_10Order -0.0092 \n", + "PG5_11Order 0.0275 \n", + "PG5_12Order 0.0167 \n", + "PG5_13Order -0.0614 \n", + "PG5Submit 0.2588 \n", + "PG6Submit 0.2904 \n", + "PG7Submit 0.2523 \n", + "PG8Submit 0.1932 \n", + "PG9Submit 0.2755 \n", + "PG10Submit 0.3131 \n", + "PG11Submit 0.2513 \n", + "PG12Submit 1.0000 " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#get numeric fields only for correlation\n", + "sel = c()\n", + "for (i in 1:dim(data)[2]) if (is.numeric(data[,i])) sel = c(sel, i);\n", + "\n", + "\n", + "cor(data[,sel],method=\"spearman\",use=\"pairwise.complete.obs\"); #OK for any: uses ranks" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Interpret correlations: onlys start vs End, calculate differene instead\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "### Simple questions\n", + "\n", + "- Time to take entire survey?\n", + "- Question that took the longest to complete?\n", + "- Question that took the least time?\n", + "- Top-ranked criteria?\n", + "- Demographic distribution by age?" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "R", + "language": "R", + "name": "ir" + }, + "language_info": { + "codemirror_mode": "r", + "file_extension": ".r", + "mimetype": "text/x-r-source", + "name": "R", + "pygments_lexer": "r", + "version": "3.4.4" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/.ipynb_checkpoints/zrandall-checkpoint.ipynb b/.ipynb_checkpoints/zrandall-checkpoint.ipynb new file mode 100644 index 0000000..5640e7c --- /dev/null +++ b/.ipynb_checkpoints/zrandall-checkpoint.ipynb @@ -0,0 +1,679 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A Survey on Technology Choice\n", + "======\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# For nicer printing\n", + "options(digits=2);" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "# Read in the data\n", + "data <- read.csv(\"TechSurvey - Survey.csv\",header=T);\n", + "\n", + "#convert date to unix second\n", + "for (i in c(\"Start\", \"End\")) \n", + " data[,i] = as.numeric(as.POSIXct(strptime(data[,i], \"%Y-%m-%d %H:%M:%S\")))\n", + "for (i in 0:12){\n", + " vnam = paste(c(\"PG\",i,\"Submit\"), collapse=\"\")\n", + " data[,vnam] = as.numeric(as.POSIXct(strptime(data[,vnam], \"%Y-%m-%d %H:%M:%S\")))\n", + "}\n", + "#calculate differences in time \n", + "for (i in 12:0){\n", + " pv = paste(c(\"PG\",i-1,\"Submit\"), collapse=\"\");\n", + " if (i==0) \n", + " pv=\"Start\";\n", + " vnam = paste(c(\"PG\",i,\"Submit\"), collapse=\"\");\n", + " data[,vnam] = data[,vnam] -data[,pv];\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + " Device Completed Start End PG0Dis \n", + " : 2 0 : 2 Min. :1.54e+09 Min. :1.54e+09 Min. : 0 \n", + " Bot : 1 FALSE:546 1st Qu.:1.54e+09 1st Qu.:1.54e+09 1st Qu.: 0 \n", + " PC :955 TRUE :805 Median :1.54e+09 Median :1.54e+09 Median : 1 \n", + " Phone :376 Mean :1.54e+09 Mean :1.54e+09 Mean : 44 \n", + " Tablet : 16 3rd Qu.:1.54e+09 3rd Qu.:1.54e+09 3rd Qu.: 24 \n", + " Unknown: 3 Max. :1.54e+09 Max. :1.54e+09 Max. :168 \n", + " NA's :2 NA's :548 NA's :73 \n", + " PG0Shown PG0Submit \n", + " Min. : 0 Min. : 2 \n", + " 1st Qu.: 0 1st Qu.: 6 \n", + " Median : 102 Median : 9 \n", + " Mean : 249 Mean : 299 \n", + " 3rd Qu.: 428 3rd Qu.: 15 \n", + " Max. :1190 Max. :76226 \n", + " NA's :73 NA's :199 \n", + " PG1PsnUse \n", + " For personal work and/or research use :727 \n", + " :613 \n", + " Chapter book : 1 \n", + " For training attendees of my sessions : 1 \n", + " It's a coures on tidyverse that I developed: 1 \n", + " Learning how to create a package : 1 \n", + " (Other) : 9 \n", + " PG1WdAuth \n", + " :1145 \n", + " Because Microsoft was paying me to do it : 1 \n", + " For a wider audience, such as developers of other packages or other software: 205 \n", + " Hackathon : 1 \n", + " Tool for other researchers to analyse their data : 1 \n", + " \n", + " \n", + " PG1Trn \n", + " :1168 \n", + " For a training / class that I took: 184 \n", + " teaching economics : 1 \n", + " \n", + " \n", + " \n", + " \n", + " PG1Other \n", + " :1272 \n", + " Other : 23 \n", + " Teaching : 3 \n", + " teaching : 3 \n", + " For training that I gave : 2 \n", + " How does software technology spreads in the open source community?: 2 \n", + " (Other) : 48 \n", + " PG1Submit PG2Resp PG2Submit \n", + " Min. : 1 :431 Min. : 1 \n", + " 1st Qu.: 11 No :374 1st Qu.: 9 \n", + " Median : 16 Not sure:303 Median : 13 \n", + " Mean : 39 Yes :245 Mean : 29 \n", + " 3rd 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14:21:45: 2 \n", + " Low Priority : 69 Mean : 6 2018-10-11 14:25:51: 2 \n", + " Medium Priority:162 3rd Qu.: 9 2018-10-11 17:21:39: 2 \n", + " Not a Priority : 51 Max. :19 2018-10-11 13:14:18: 1 \n", + " NA's :768 (Other) :576 \n", + " PG5_4VGP PG5_4Order PG5_4Time \n", + " :852 Min. : 1 :852 \n", + " Essential : 22 1st Qu.: 4 2018-10-11 13:16:50: 2 \n", + " High Priority :111 Median : 6 2018-10-11 13:29:51: 2 \n", + " Low Priority : 88 Mean : 7 2018-10-11 13:37:39: 2 \n", + " Medium Priority:164 3rd Qu.:10 2018-10-11 13:38:11: 2 \n", + " Not a Priority :116 Max. :18 2018-10-11 15:42:22: 2 \n", + " NA's :852 (Other) :491 \n", + " PG5_5PHR PG5_5Order PG5_5Time \n", + " :753 Min. : 1 :753 \n", + " Essential : 79 1st Qu.: 2 2018-10-11 13:18:47: 2 \n", + " High Priority :252 Median : 4 2018-10-11 13:18:48: 2 \n", + " Low Priority : 63 Mean : 6 2018-10-11 13:32:40: 2 \n", + " Medium Priority:162 3rd Qu.: 8 2018-10-11 13:38:12: 2 \n", + " Not a Priority : 44 Max. :18 2018-10-11 13:45:48: 2 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15:48:40: 2 \n", + " NA's :779 (Other) :564 \n", + " PG5_11NSG PG5_11Order PG5_11Time \n", + " :890 Min. : 1 :890 \n", + " Essential : 6 1st Qu.: 4 2018-10-11 13:19:44: 2 \n", + " High Priority : 29 Median : 6 2018-10-11 13:21:53: 2 \n", + " Low Priority : 89 Mean : 7 2018-10-11 13:31:08: 2 \n", + " Medium Priority: 68 3rd Qu.:10 2018-10-11 13:40:48: 2 \n", + " Not a Priority :271 Max. :18 2018-10-11 14:55:47: 2 \n", + " NA's :890 (Other) :453 \n", + " PG5_12NWG PG5_12Order PG5_12Time \n", + " :916 Min. : 1 :916 \n", + " High Priority : 10 1st Qu.: 5 2018-10-11 13:30:08: 2 \n", + " Low Priority : 77 Median : 7 2018-10-11 13:31:20: 2 \n", + " Medium Priority: 25 Mean : 7 2018-10-11 14:55:40: 2 \n", + " Not a Priority :325 3rd Qu.:11 2018-10-11 13:14:46: 1 \n", + " Max. :18 2018-10-11 13:14:50: 1 \n", + " NA's :916 (Other) :429 \n", + " PG5_13NFG PG5_13Order PG5_13Time PG5Submit \n", + " :920 Min. : 1 :920 Min. : 3 \n", + " High Priority : 10 1st Qu.: 4 2018-10-11 13:17:39: 2 1st Qu.: 45 \n", + " Low Priority : 76 Median : 7 2018-10-11 13:35:20: 2 Median : 62 \n", + " Medium Priority: 37 Mean : 7 2018-10-11 13:35:56: 2 Mean : 87 \n", + " Not a Priority :310 3rd Qu.:10 2018-10-11 15:42:36: 2 3rd Qu.: 84 \n", + " Max. :17 2018-10-11 13:14:41: 1 Max. :4130 \n", + " NA's :920 (Other) :424 NA's :544 \n", + " PG6Resp PG6Submit PG7R PG7C.C.. PG7Java \n", + " :549 Min. : 1 R :684 :1268 :1306 \n", + " 13 - 19 years : 50 1st Qu.: 7 :614 C/C++: 84 Java : 46 \n", + " 2 - 5 years :332 Median : 9 Perl : 6 Cobol: 1 scala: 1 \n", + " 20 years or more : 45 Mean : 24 PHP : 5 \n", + " 6 - 8 years :112 3rd Qu.: 12 SQL : 5 \n", + " 9 - 12 years : 70 Max. :5759 Ruby : 4 \n", + " Less than 2 years:195 NA's :543 (Other): 35 \n", + " PG7Python PG7Javascript PG7Go PG7C. PG7Other \n", + " :1129 :1304 :1351 :1330 :1283 \n", + " Python: 223 Javascript: 48 Go: 2 C#: 23 Other : 62 \n", + " perl : 1 sql : 1 PHP : 2 \n", + " Matlab : 1 \n", + " Ruby : 1 \n", + " SAS : 1 \n", + " (Other): 3 \n", + " PG7Submit PG8Resp PG8Submit PG9Resp \n", + " Min. : 1 :570 Min. : 1 :562 \n", + " 1st Qu.: 6 Data Scientist :379 1st Qu.: 5 2 - 3 :229 \n", + " Median : 8 Software Engineer: 55 Median : 8 4 - 6 :166 \n", + " Mean : 11 Student : 24 Mean : 12 7 - 10 :122 \n", + " 3rd Qu.: 11 Researcher : 15 3rd Qu.: 14 1 : 94 \n", + " Max. :777 PhD student : 10 Max. :207 More than 25: 92 \n", + " NA's :542 (Other) :300 NA's :546 (Other) : 88 \n", + " PG9Submit PG10Resp \n", + " Min. : 0 :565 \n", + " 1st Qu.: 7 Native :424 \n", + " Median : 10 Not native - full working proficiency :263 \n", + " Mean : 40 Not native - limited working proficiency : 17 \n", + " 3rd Qu.: 14 Not native - passable : 5 \n", + " Max. :20126 Not native - sufficient working proficiency: 77 \n", + " NA's :547 Not native - very limited : 2 \n", + " PG10Submit PG11Resp PG11Submit PG12Resp \n", + " Min. : 1 :576 Min. : 1 :590 \n", + " 1st Qu.: 5 Female : 96 1st Qu.: 4 18 - 24 : 34 \n", + " Median : 7 Male :652 Median : 4 25 - 34 :338 \n", + " Mean : 17 Prefer not to answer: 29 Mean : 6 35 - 44 :258 \n", + " 3rd Qu.: 11 3rd Qu.: 5 45 - 54 : 89 \n", + " Max. :5966 Max. :605 55 - 64 : 36 \n", + " NA's :546 NA's :548 65 and over: 8 \n", + " PG12Submit \n", + " Min. : 1 \n", + " 1st Qu.: 4 \n", + " Median : 5 \n", + " Mean : 8 \n", + " 3rd Qu.: 6 \n", + " Max. :1566 \n", + " NA's :548 " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#now explore variables\n", + "summary(data);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Interpret basic summaries" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "
StartEndPG0DisPG0ShownPG0SubmitPG1SubmitPG2SubmitPG3SubmitPG4Dtr0_6PG4Psv7_8...PG5_12OrderPG5_13OrderPG5SubmitPG6SubmitPG7SubmitPG8SubmitPG9SubmitPG10SubmitPG11SubmitPG12Submit
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End 0.9952 1.0000 -0.0415 -0.09879 0.1142 0.1550 0.0791 0.0511 -0.05185-0.04576... -0.0359 0.0661 0.09088 0.0051 0.0759 0.0435 0.04071 0.052 7.9e-02 0.0772
PG0Dis-0.0417 -0.0415 1.0000 0.87220 0.0153 0.0065 0.0041 0.0567 0.16368 0.02668... 0.0151 0.0384 0.00601 0.0277 0.0097 0.0354 0.00995-0.029 -4.5e-02 0.0546
PG0Shown-0.1151 -0.0988 0.8722 1.00000 0.0360 0.0205 0.0023 0.0497 0.08226 0.00036... 0.0074 0.0407 -0.00888 0.0401 0.0121 0.0264 0.00056-0.045 -7.1e-02 0.0436
PG0Submit 0.1350 0.1142 0.0153 0.03596 1.0000 0.1088 0.1037 0.1273 -0.00802-0.03763... -0.0161 -0.0280 0.17671 0.1518 0.1365 0.1258 0.17579 0.225 1.1e-01 0.1096
PG1Submit 0.1156 0.1550 0.0065 0.02047 0.1088 1.0000 0.1452 0.2688 -0.06852 0.05661... 0.0512 -0.0651 0.24670 0.2414 0.1133 0.1069 0.10895 0.170 7.4e-02 0.1137
PG2Submit 0.0791 0.0791 0.0041 0.00235 0.1037 0.1452 1.0000 0.2045 0.00146 0.00897... 0.0210 -0.0047 0.21851 0.2696 0.1245 0.1567 0.20127 0.099 1.1e-01 0.1073
PG3Submit 0.0384 0.0511 0.0567 0.04968 0.1273 0.2688 0.2045 1.0000 0.00865 0.04424... 0.0464 -0.0222 0.26048 0.2706 0.1316 0.1822 0.27450 0.161 1.4e-01 0.1642
PG4Dtr0_6 0.0121 -0.0518 0.1637 0.08226-0.0080 -0.0685 0.0015 0.0087 1.00000 NA... 0.1774 -0.1289 -0.05214-0.1618 0.1560 0.0695 -0.07292 0.044 8.4e-04-0.0272
PG4Psv7_8 0.0037 -0.0458 0.0267 0.00036-0.0376 0.0566 0.0090 0.0442 NA 1.00000... -0.0008 -0.0218 0.08974-0.0146 -0.0363 0.0526 0.05977 0.069 -4.9e-02-0.0217
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PG5_1Order 0.0218 0.0196 0.0140 0.01254-0.0240 0.0750 -0.0069 0.0578 -0.09488-0.01399... -0.0785 -0.0950 0.08054 0.0334 0.0173 -0.0388 0.01033-0.096 -2.5e-02 0.0238
PG5_2Order 0.0014 0.0002 -0.0386 -0.03617 0.0402 -0.0226 -0.0297 0.0048 -0.00954 0.08081... 0.0527 -0.0652 0.03898-0.0571 -0.0551 -0.0567 -0.01925 0.015 7.3e-03 0.0469
PG5_3Order-0.0089 -0.0177 0.0441 0.04228 0.0155 0.0391 -0.0131 0.0172 0.13631 0.04396... -0.0698 -0.0250 0.23450 0.0419 0.0058 -0.0086 0.02604 0.063 3.4e-02 0.0538
PG5_4Order 0.0931 0.0949 -0.0262 -0.02214-0.0172 0.0293 0.0560 -0.0462 0.01735-0.12489... -0.0447 -0.0329 0.14487 0.0414 0.0460 0.0182 -0.03734-0.075 -8.6e-02-0.0211
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PG5_6Order 0.0237 0.0217 -0.0480 -0.04902 0.0762 0.0327 0.1077 0.0370 -0.13255 0.01662... -0.0430 -0.0031 0.22759 0.0165 0.0222 0.0639 -0.02974 0.015 2.8e-02 0.0539
PG5_7Order-0.0200 -0.0236 0.0220 -0.00444-0.1174 -0.0815 -0.0285 0.0242 -0.16196-0.06938... 0.0410 0.0944 0.06439-0.0222 -0.1082 -0.0804 -0.01762-0.017 -4.4e-02-0.0617
PG5_8Order-0.0804 -0.0852 -0.0147 -0.00433-0.0421 -0.0205 -0.0387 -0.0129 -0.16181 0.01019... -0.0896 -0.1168 0.13787-0.1227 -0.0126 -0.0526 -0.05699-0.065 -3.7e-02-0.0182
PG5_9Order 0.0171 0.0167 -0.0712 -0.10235 0.0476 0.0260 -0.0410 -0.0641 -0.07948-0.09747... -0.0431 -0.0837 0.18534-0.0188 -0.0314 -0.0898 -0.01354-0.034 6.2e-03-0.0280
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PG5_11Order-0.0241 -0.0196 0.0190 0.02551 0.0927 -0.0047 -0.1043 0.0279 0.02791-0.03487... 0.1233 0.1434 0.02942-0.0055 0.0210 0.0232 0.05579-0.038 -2.5e-03 0.0275
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PG5_13Order 0.0598 0.0661 0.0384 0.04072-0.0280 -0.0651 -0.0047 -0.0222 -0.12890-0.02179... 0.1231 1.0000 0.00976-0.0209 0.0355 0.0556 0.07229-0.023 1.3e-02-0.0614
PG5Submit 0.0851 0.0909 0.0060 -0.00888 0.1767 0.2467 0.2185 0.2605 -0.05214 0.08974... 0.1100 0.0098 1.00000 0.3224 0.2312 0.2035 0.30291 0.269 2.4e-01 0.2588
PG6Submit 0.0054 0.0051 0.0277 0.04005 0.1518 0.2414 0.2696 0.2706 -0.16179-0.01463... 0.0777 -0.0209 0.32240 1.0000 0.3086 0.2065 0.44528 0.343 2.8e-01 0.2904
PG7Submit 0.0776 0.0759 0.0097 0.01212 0.1365 0.1133 0.1245 0.1316 0.15596-0.03631... 0.0529 0.0355 0.23120 0.3086 1.0000 0.1606 0.27819 0.312 2.8e-01 0.2523
PG8Submit 0.0441 0.0435 0.0354 0.02635 0.1258 0.1069 0.1567 0.1822 0.06953 0.05260... 0.0149 0.0556 0.20351 0.2065 0.1606 1.0000 0.25569 0.200 2.1e-01 0.1932
PG9Submit 0.0410 0.0407 0.0099 0.00056 0.1758 0.1090 0.2013 0.2745 -0.07292 0.05977... 0.0029 0.0723 0.30291 0.4453 0.2782 0.2557 1.00000 0.290 2.8e-01 0.2755
PG10Submit 0.0474 0.0517 -0.0293 -0.04481 0.2248 0.1701 0.0989 0.1614 0.04433 0.06942... 0.0159 -0.0227 0.26881 0.3428 0.3121 0.2000 0.29018 1.000 3.5e-01 0.3131
PG11Submit 0.0790 0.0792 -0.0454 -0.07102 0.1093 0.0738 0.1147 0.1383 0.00084-0.04870... 0.0240 0.0130 0.23552 0.2777 0.2768 0.2065 0.27906 0.346 1.0e+00 0.2513
PG12Submit 0.0746 0.0772 0.0546 0.04364 0.1096 0.1137 0.1073 0.1642 -0.02721-0.02169... 0.0167 -0.0614 0.25876 0.2904 0.2523 0.1932 0.27550 0.313 2.5e-01 1.0000
\n" + ], + "text/latex": [ + "\\begin{tabular}{r|llllllllllllllllllllllllllllllllll}\n", + " & Start & End & PG0Dis & PG0Shown & PG0Submit & PG1Submit & PG2Submit & PG3Submit & PG4Dtr0\\_6 & PG4Psv7\\_8 & ... & PG5\\_12Order & PG5\\_13Order & PG5Submit & PG6Submit & PG7Submit & PG8Submit & PG9Submit & PG10Submit & PG11Submit & PG12Submit\\\\\n", + "\\hline\n", + "\tStart & 1.0000 & 0.9952 & -0.0417 & -0.11507 & 0.1350 & 0.1156 & 0.0791 & 0.0384 & 0.01210 & 0.00371 & ... & -0.0369 & 0.0598 & 0.08512 & 0.0054 & 0.0776 & 0.0441 & 0.04101 & 0.047 & 7.9e-02 & 0.0746 \\\\\n", + "\tEnd & 0.9952 & 1.0000 & -0.0415 & -0.09879 & 0.1142 & 0.1550 & 0.0791 & 0.0511 & -0.05185 & -0.04576 & ... & -0.0359 & 0.0661 & 0.09088 & 0.0051 & 0.0759 & 0.0435 & 0.04071 & 0.052 & 7.9e-02 & 0.0772 \\\\\n", + "\tPG0Dis & -0.0417 & -0.0415 & 1.0000 & 0.87220 & 0.0153 & 0.0065 & 0.0041 & 0.0567 & 0.16368 & 0.02668 & ... & 0.0151 & 0.0384 & 0.00601 & 0.0277 & 0.0097 & 0.0354 & 0.00995 & -0.029 & -4.5e-02 & 0.0546 \\\\\n", + "\tPG0Shown & -0.1151 & -0.0988 & 0.8722 & 1.00000 & 0.0360 & 0.0205 & 0.0023 & 0.0497 & 0.08226 & 0.00036 & ... & 0.0074 & 0.0407 & -0.00888 & 0.0401 & 0.0121 & 0.0264 & 0.00056 & -0.045 & -7.1e-02 & 0.0436 \\\\\n", + "\tPG0Submit & 0.1350 & 0.1142 & 0.0153 & 0.03596 & 1.0000 & 0.1088 & 0.1037 & 0.1273 & -0.00802 & -0.03763 & ... & -0.0161 & -0.0280 & 0.17671 & 0.1518 & 0.1365 & 0.1258 & 0.17579 & 0.225 & 1.1e-01 & 0.1096 \\\\\n", + "\tPG1Submit & 0.1156 & 0.1550 & 0.0065 & 0.02047 & 0.1088 & 1.0000 & 0.1452 & 0.2688 & -0.06852 & 0.05661 & ... & 0.0512 & -0.0651 & 0.24670 & 0.2414 & 0.1133 & 0.1069 & 0.10895 & 0.170 & 7.4e-02 & 0.1137 \\\\\n", + "\tPG2Submit & 0.0791 & 0.0791 & 0.0041 & 0.00235 & 0.1037 & 0.1452 & 1.0000 & 0.2045 & 0.00146 & 0.00897 & ... & 0.0210 & -0.0047 & 0.21851 & 0.2696 & 0.1245 & 0.1567 & 0.20127 & 0.099 & 1.1e-01 & 0.1073 \\\\\n", + "\tPG3Submit & 0.0384 & 0.0511 & 0.0567 & 0.04968 & 0.1273 & 0.2688 & 0.2045 & 1.0000 & 0.00865 & 0.04424 & ... & 0.0464 & -0.0222 & 0.26048 & 0.2706 & 0.1316 & 0.1822 & 0.27450 & 0.161 & 1.4e-01 & 0.1642 \\\\\n", + "\tPG4Dtr0\\_6 & 0.0121 & -0.0518 & 0.1637 & 0.08226 & -0.0080 & -0.0685 & 0.0015 & 0.0087 & 1.00000 & NA & ... & 0.1774 & -0.1289 & -0.05214 & -0.1618 & 0.1560 & 0.0695 & -0.07292 & 0.044 & 8.4e-04 & -0.0272 \\\\\n", + "\tPG4Psv7\\_8 & 0.0037 & -0.0458 & 0.0267 & 0.00036 & -0.0376 & 0.0566 & 0.0090 & 0.0442 & NA & 1.00000 & ... & -0.0008 & -0.0218 & 0.08974 & -0.0146 & -0.0363 & 0.0526 & 0.05977 & 0.069 & -4.9e-02 & -0.0217 \\\\\n", + "\tPG4Prm9\\_10 & -0.0267 & -0.0267 & -0.0092 & 0.03279 & -0.0939 & 0.0120 & -0.0587 & -0.0062 & NA & NA & ... & 0.0233 & 0.0916 & 0.00077 & -0.0418 & -0.0633 & -0.0550 & -0.02989 & -0.061 & -8.6e-05 & 0.0169 \\\\\n", + "\tPG4AllResp & 0.0063 & -0.0158 & 0.0018 & -0.02094 & -0.0236 & 0.0297 & 0.0293 & -0.0193 & 1.00000 & 1.00000 & ... & -0.0306 & -0.0166 & 0.01248 & -0.0040 & -0.0753 & -0.1294 & -0.03812 & -0.106 & -8.2e-02 & -0.0668 \\\\\n", + "\tPG4Submit & 0.0187 & 0.0172 & -0.0539 & -0.05978 & 0.2191 & 0.1651 & 0.1515 & 0.1956 & -0.14272 & -0.08350 & ... & -0.0119 & -0.0376 & 0.27328 & 0.3326 & 0.2775 & 0.1821 & 0.33236 & 0.391 & 2.8e-01 & 0.2360 \\\\\n", + "\tPG5\\_1Order & 0.0218 & 0.0196 & 0.0140 & 0.01254 & -0.0240 & 0.0750 & -0.0069 & 0.0578 & -0.09488 & -0.01399 & ... & -0.0785 & -0.0950 & 0.08054 & 0.0334 & 0.0173 & -0.0388 & 0.01033 & -0.096 & -2.5e-02 & 0.0238 \\\\\n", + "\tPG5\\_2Order & 0.0014 & 0.0002 & -0.0386 & -0.03617 & 0.0402 & -0.0226 & -0.0297 & 0.0048 & -0.00954 & 0.08081 & ... & 0.0527 & -0.0652 & 0.03898 & -0.0571 & -0.0551 & -0.0567 & -0.01925 & 0.015 & 7.3e-03 & 0.0469 \\\\\n", + "\tPG5\\_3Order & -0.0089 & -0.0177 & 0.0441 & 0.04228 & 0.0155 & 0.0391 & -0.0131 & 0.0172 & 0.13631 & 0.04396 & ... & -0.0698 & -0.0250 & 0.23450 & 0.0419 & 0.0058 & -0.0086 & 0.02604 & 0.063 & 3.4e-02 & 0.0538 \\\\\n", + "\tPG5\\_4Order & 0.0931 & 0.0949 & -0.0262 & -0.02214 & -0.0172 & 0.0293 & 0.0560 & -0.0462 & 0.01735 & -0.12489 & ... & -0.0447 & -0.0329 & 0.14487 & 0.0414 & 0.0460 & 0.0182 & -0.03734 & -0.075 & -8.6e-02 & -0.0211 \\\\\n", + "\tPG5\\_5Order & -0.0523 & -0.0466 & -0.0087 & -0.01058 & 0.0860 & 0.0345 & 0.0570 & -0.0165 & 0.04533 & -0.06369 & ... & -0.0499 & -0.0981 & 0.28698 & 0.0498 & 0.0372 & 0.0427 & -0.02976 & 0.076 & 2.4e-02 & 0.0085 \\\\\n", + "\tPG5\\_6Order & 0.0237 & 0.0217 & -0.0480 & -0.04902 & 0.0762 & 0.0327 & 0.1077 & 0.0370 & -0.13255 & 0.01662 & ... & -0.0430 & -0.0031 & 0.22759 & 0.0165 & 0.0222 & 0.0639 & -0.02974 & 0.015 & 2.8e-02 & 0.0539 \\\\\n", + "\tPG5\\_7Order & -0.0200 & -0.0236 & 0.0220 & -0.00444 & -0.1174 & -0.0815 & -0.0285 & 0.0242 & -0.16196 & -0.06938 & ... & 0.0410 & 0.0944 & 0.06439 & -0.0222 & -0.1082 & -0.0804 & -0.01762 & -0.017 & -4.4e-02 & -0.0617 \\\\\n", + "\tPG5\\_8Order & -0.0804 & -0.0852 & -0.0147 & -0.00433 & -0.0421 & -0.0205 & -0.0387 & -0.0129 & -0.16181 & 0.01019 & ... & -0.0896 & -0.1168 & 0.13787 & -0.1227 & -0.0126 & -0.0526 & -0.05699 & -0.065 & -3.7e-02 & -0.0182 \\\\\n", + "\tPG5\\_9Order & 0.0171 & 0.0167 & -0.0712 & -0.10235 & 0.0476 & 0.0260 & -0.0410 & -0.0641 & -0.07948 & -0.09747 & ... & -0.0431 & -0.0837 & 0.18534 & -0.0188 & -0.0314 & -0.0898 & -0.01354 & -0.034 & 6.2e-03 & -0.0280 \\\\\n", + "\tPG5\\_10Order & -0.0214 & -0.0112 & 0.0200 & 0.02736 & 0.0086 & -0.0017 & -0.0418 & 0.0581 & -0.05310 & 0.15949 & ... & -0.0905 & -0.1214 & 0.22151 & 0.0427 & 0.0311 & 0.0345 & 0.02011 & 0.102 & 1.8e-02 & -0.0092 \\\\\n", + "\tPG5\\_11Order & -0.0241 & -0.0196 & 0.0190 & 0.02551 & 0.0927 & -0.0047 & -0.1043 & 0.0279 & 0.02791 & -0.03487 & ... & 0.1233 & 0.1434 & 0.02942 & -0.0055 & 0.0210 & 0.0232 & 0.05579 & -0.038 & -2.5e-03 & 0.0275 \\\\\n", + "\tPG5\\_12Order & -0.0369 & -0.0359 & 0.0151 & 0.00743 & -0.0161 & 0.0512 & 0.0210 & 0.0464 & 0.17741 & -0.00080 & ... & 1.0000 & 0.1231 & 0.10997 & 0.0777 & 0.0529 & 0.0149 & 0.00295 & 0.016 & 2.4e-02 & 0.0167 \\\\\n", + "\tPG5\\_13Order & 0.0598 & 0.0661 & 0.0384 & 0.04072 & -0.0280 & -0.0651 & -0.0047 & -0.0222 & -0.12890 & -0.02179 & ... & 0.1231 & 1.0000 & 0.00976 & -0.0209 & 0.0355 & 0.0556 & 0.07229 & -0.023 & 1.3e-02 & -0.0614 \\\\\n", + "\tPG5Submit & 0.0851 & 0.0909 & 0.0060 & -0.00888 & 0.1767 & 0.2467 & 0.2185 & 0.2605 & -0.05214 & 0.08974 & ... & 0.1100 & 0.0098 & 1.00000 & 0.3224 & 0.2312 & 0.2035 & 0.30291 & 0.269 & 2.4e-01 & 0.2588 \\\\\n", + "\tPG6Submit & 0.0054 & 0.0051 & 0.0277 & 0.04005 & 0.1518 & 0.2414 & 0.2696 & 0.2706 & -0.16179 & -0.01463 & ... & 0.0777 & -0.0209 & 0.32240 & 1.0000 & 0.3086 & 0.2065 & 0.44528 & 0.343 & 2.8e-01 & 0.2904 \\\\\n", + "\tPG7Submit & 0.0776 & 0.0759 & 0.0097 & 0.01212 & 0.1365 & 0.1133 & 0.1245 & 0.1316 & 0.15596 & -0.03631 & ... & 0.0529 & 0.0355 & 0.23120 & 0.3086 & 1.0000 & 0.1606 & 0.27819 & 0.312 & 2.8e-01 & 0.2523 \\\\\n", + "\tPG8Submit & 0.0441 & 0.0435 & 0.0354 & 0.02635 & 0.1258 & 0.1069 & 0.1567 & 0.1822 & 0.06953 & 0.05260 & ... & 0.0149 & 0.0556 & 0.20351 & 0.2065 & 0.1606 & 1.0000 & 0.25569 & 0.200 & 2.1e-01 & 0.1932 \\\\\n", + "\tPG9Submit & 0.0410 & 0.0407 & 0.0099 & 0.00056 & 0.1758 & 0.1090 & 0.2013 & 0.2745 & -0.07292 & 0.05977 & ... & 0.0029 & 0.0723 & 0.30291 & 0.4453 & 0.2782 & 0.2557 & 1.00000 & 0.290 & 2.8e-01 & 0.2755 \\\\\n", + "\tPG10Submit & 0.0474 & 0.0517 & -0.0293 & -0.04481 & 0.2248 & 0.1701 & 0.0989 & 0.1614 & 0.04433 & 0.06942 & ... & 0.0159 & -0.0227 & 0.26881 & 0.3428 & 0.3121 & 0.2000 & 0.29018 & 1.000 & 3.5e-01 & 0.3131 \\\\\n", + "\tPG11Submit & 0.0790 & 0.0792 & -0.0454 & -0.07102 & 0.1093 & 0.0738 & 0.1147 & 0.1383 & 0.00084 & -0.04870 & ... & 0.0240 & 0.0130 & 0.23552 & 0.2777 & 0.2768 & 0.2065 & 0.27906 & 0.346 & 1.0e+00 & 0.2513 \\\\\n", + "\tPG12Submit & 0.0746 & 0.0772 & 0.0546 & 0.04364 & 0.1096 & 0.1137 & 0.1073 & 0.1642 & -0.02721 & -0.02169 & ... & 0.0167 & -0.0614 & 0.25876 & 0.2904 & 0.2523 & 0.1932 & 0.27550 & 0.313 & 2.5e-01 & 1.0000 \\\\\n", + "\\end{tabular}\n" + ], + "text/markdown": [ + "\n", + "| | Start | End | PG0Dis | PG0Shown | PG0Submit | PG1Submit | PG2Submit | PG3Submit | PG4Dtr0_6 | PG4Psv7_8 | ... | PG5_12Order | PG5_13Order | PG5Submit | PG6Submit | PG7Submit | PG8Submit | PG9Submit | PG10Submit | PG11Submit | PG12Submit | \n", + "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n", + "| Start | 1.0000 | 0.9952 | -0.0417 | -0.11507 | 0.1350 | 0.1156 | 0.0791 | 0.0384 | 0.01210 | 0.00371 | ... | -0.0369 | 0.0598 | 0.08512 | 0.0054 | 0.0776 | 0.0441 | 0.04101 | 0.047 | 7.9e-02 | 0.0746 | \n", + "| End | 0.9952 | 1.0000 | -0.0415 | -0.09879 | 0.1142 | 0.1550 | 0.0791 | 0.0511 | -0.05185 | -0.04576 | ... | -0.0359 | 0.0661 | 0.09088 | 0.0051 | 0.0759 | 0.0435 | 0.04071 | 0.052 | 7.9e-02 | 0.0772 | \n", + "| PG0Dis | -0.0417 | -0.0415 | 1.0000 | 0.87220 | 0.0153 | 0.0065 | 0.0041 | 0.0567 | 0.16368 | 0.02668 | ... | 0.0151 | 0.0384 | 0.00601 | 0.0277 | 0.0097 | 0.0354 | 0.00995 | -0.029 | -4.5e-02 | 0.0546 | \n", + "| PG0Shown | -0.1151 | -0.0988 | 0.8722 | 1.00000 | 0.0360 | 0.0205 | 0.0023 | 0.0497 | 0.08226 | 0.00036 | ... | 0.0074 | 0.0407 | -0.00888 | 0.0401 | 0.0121 | 0.0264 | 0.00056 | -0.045 | -7.1e-02 | 0.0436 | \n", + "| PG0Submit | 0.1350 | 0.1142 | 0.0153 | 0.03596 | 1.0000 | 0.1088 | 0.1037 | 0.1273 | -0.00802 | -0.03763 | ... | -0.0161 | -0.0280 | 0.17671 | 0.1518 | 0.1365 | 0.1258 | 0.17579 | 0.225 | 1.1e-01 | 0.1096 | \n", + "| PG1Submit | 0.1156 | 0.1550 | 0.0065 | 0.02047 | 0.1088 | 1.0000 | 0.1452 | 0.2688 | -0.06852 | 0.05661 | ... | 0.0512 | -0.0651 | 0.24670 | 0.2414 | 0.1133 | 0.1069 | 0.10895 | 0.170 | 7.4e-02 | 0.1137 | \n", + "| PG2Submit | 0.0791 | 0.0791 | 0.0041 | 0.00235 | 0.1037 | 0.1452 | 1.0000 | 0.2045 | 0.00146 | 0.00897 | ... | 0.0210 | -0.0047 | 0.21851 | 0.2696 | 0.1245 | 0.1567 | 0.20127 | 0.099 | 1.1e-01 | 0.1073 | \n", + "| PG3Submit | 0.0384 | 0.0511 | 0.0567 | 0.04968 | 0.1273 | 0.2688 | 0.2045 | 1.0000 | 0.00865 | 0.04424 | ... | 0.0464 | -0.0222 | 0.26048 | 0.2706 | 0.1316 | 0.1822 | 0.27450 | 0.161 | 1.4e-01 | 0.1642 | \n", + "| PG4Dtr0_6 | 0.0121 | -0.0518 | 0.1637 | 0.08226 | -0.0080 | -0.0685 | 0.0015 | 0.0087 | 1.00000 | NA | ... | 0.1774 | -0.1289 | -0.05214 | -0.1618 | 0.1560 | 0.0695 | -0.07292 | 0.044 | 8.4e-04 | -0.0272 | \n", + "| PG4Psv7_8 | 0.0037 | -0.0458 | 0.0267 | 0.00036 | -0.0376 | 0.0566 | 0.0090 | 0.0442 | NA | 1.00000 | ... | -0.0008 | -0.0218 | 0.08974 | -0.0146 | -0.0363 | 0.0526 | 0.05977 | 0.069 | -4.9e-02 | -0.0217 | \n", + "| PG4Prm9_10 | -0.0267 | -0.0267 | -0.0092 | 0.03279 | -0.0939 | 0.0120 | -0.0587 | -0.0062 | NA | NA | ... | 0.0233 | 0.0916 | 0.00077 | -0.0418 | -0.0633 | -0.0550 | -0.02989 | -0.061 | -8.6e-05 | 0.0169 | \n", + "| PG4AllResp | 0.0063 | -0.0158 | 0.0018 | -0.02094 | -0.0236 | 0.0297 | 0.0293 | -0.0193 | 1.00000 | 1.00000 | ... | -0.0306 | -0.0166 | 0.01248 | -0.0040 | -0.0753 | -0.1294 | -0.03812 | -0.106 | -8.2e-02 | -0.0668 | \n", + "| PG4Submit | 0.0187 | 0.0172 | -0.0539 | -0.05978 | 0.2191 | 0.1651 | 0.1515 | 0.1956 | -0.14272 | -0.08350 | ... | -0.0119 | -0.0376 | 0.27328 | 0.3326 | 0.2775 | 0.1821 | 0.33236 | 0.391 | 2.8e-01 | 0.2360 | \n", + "| PG5_1Order | 0.0218 | 0.0196 | 0.0140 | 0.01254 | -0.0240 | 0.0750 | -0.0069 | 0.0578 | -0.09488 | -0.01399 | ... | -0.0785 | -0.0950 | 0.08054 | 0.0334 | 0.0173 | -0.0388 | 0.01033 | -0.096 | -2.5e-02 | 0.0238 | \n", + "| PG5_2Order | 0.0014 | 0.0002 | -0.0386 | -0.03617 | 0.0402 | -0.0226 | -0.0297 | 0.0048 | -0.00954 | 0.08081 | ... | 0.0527 | -0.0652 | 0.03898 | -0.0571 | -0.0551 | -0.0567 | -0.01925 | 0.015 | 7.3e-03 | 0.0469 | \n", + "| PG5_3Order | -0.0089 | -0.0177 | 0.0441 | 0.04228 | 0.0155 | 0.0391 | -0.0131 | 0.0172 | 0.13631 | 0.04396 | ... | -0.0698 | -0.0250 | 0.23450 | 0.0419 | 0.0058 | -0.0086 | 0.02604 | 0.063 | 3.4e-02 | 0.0538 | \n", + "| PG5_4Order | 0.0931 | 0.0949 | -0.0262 | -0.02214 | -0.0172 | 0.0293 | 0.0560 | -0.0462 | 0.01735 | -0.12489 | ... | -0.0447 | -0.0329 | 0.14487 | 0.0414 | 0.0460 | 0.0182 | -0.03734 | -0.075 | -8.6e-02 | -0.0211 | \n", + "| PG5_5Order | -0.0523 | -0.0466 | -0.0087 | -0.01058 | 0.0860 | 0.0345 | 0.0570 | -0.0165 | 0.04533 | -0.06369 | ... | -0.0499 | -0.0981 | 0.28698 | 0.0498 | 0.0372 | 0.0427 | -0.02976 | 0.076 | 2.4e-02 | 0.0085 | \n", + "| PG5_6Order | 0.0237 | 0.0217 | -0.0480 | -0.04902 | 0.0762 | 0.0327 | 0.1077 | 0.0370 | -0.13255 | 0.01662 | ... | -0.0430 | -0.0031 | 0.22759 | 0.0165 | 0.0222 | 0.0639 | -0.02974 | 0.015 | 2.8e-02 | 0.0539 | \n", + "| PG5_7Order | -0.0200 | -0.0236 | 0.0220 | -0.00444 | -0.1174 | -0.0815 | -0.0285 | 0.0242 | -0.16196 | -0.06938 | ... | 0.0410 | 0.0944 | 0.06439 | -0.0222 | -0.1082 | -0.0804 | -0.01762 | -0.017 | -4.4e-02 | -0.0617 | \n", + "| PG5_8Order | -0.0804 | -0.0852 | -0.0147 | -0.00433 | -0.0421 | -0.0205 | -0.0387 | -0.0129 | -0.16181 | 0.01019 | ... | -0.0896 | -0.1168 | 0.13787 | -0.1227 | -0.0126 | -0.0526 | -0.05699 | -0.065 | -3.7e-02 | -0.0182 | \n", + "| PG5_9Order | 0.0171 | 0.0167 | -0.0712 | -0.10235 | 0.0476 | 0.0260 | -0.0410 | -0.0641 | -0.07948 | -0.09747 | ... | -0.0431 | -0.0837 | 0.18534 | -0.0188 | -0.0314 | -0.0898 | -0.01354 | -0.034 | 6.2e-03 | -0.0280 | \n", + "| PG5_10Order | -0.0214 | -0.0112 | 0.0200 | 0.02736 | 0.0086 | -0.0017 | -0.0418 | 0.0581 | -0.05310 | 0.15949 | ... | -0.0905 | -0.1214 | 0.22151 | 0.0427 | 0.0311 | 0.0345 | 0.02011 | 0.102 | 1.8e-02 | -0.0092 | \n", + "| PG5_11Order | -0.0241 | -0.0196 | 0.0190 | 0.02551 | 0.0927 | -0.0047 | -0.1043 | 0.0279 | 0.02791 | -0.03487 | ... | 0.1233 | 0.1434 | 0.02942 | -0.0055 | 0.0210 | 0.0232 | 0.05579 | -0.038 | -2.5e-03 | 0.0275 | \n", + "| PG5_12Order | -0.0369 | -0.0359 | 0.0151 | 0.00743 | -0.0161 | 0.0512 | 0.0210 | 0.0464 | 0.17741 | -0.00080 | ... | 1.0000 | 0.1231 | 0.10997 | 0.0777 | 0.0529 | 0.0149 | 0.00295 | 0.016 | 2.4e-02 | 0.0167 | \n", + "| PG5_13Order | 0.0598 | 0.0661 | 0.0384 | 0.04072 | -0.0280 | -0.0651 | -0.0047 | -0.0222 | -0.12890 | -0.02179 | ... | 0.1231 | 1.0000 | 0.00976 | -0.0209 | 0.0355 | 0.0556 | 0.07229 | -0.023 | 1.3e-02 | -0.0614 | \n", + "| PG5Submit | 0.0851 | 0.0909 | 0.0060 | -0.00888 | 0.1767 | 0.2467 | 0.2185 | 0.2605 | -0.05214 | 0.08974 | ... | 0.1100 | 0.0098 | 1.00000 | 0.3224 | 0.2312 | 0.2035 | 0.30291 | 0.269 | 2.4e-01 | 0.2588 | \n", + "| PG6Submit | 0.0054 | 0.0051 | 0.0277 | 0.04005 | 0.1518 | 0.2414 | 0.2696 | 0.2706 | -0.16179 | -0.01463 | ... | 0.0777 | -0.0209 | 0.32240 | 1.0000 | 0.3086 | 0.2065 | 0.44528 | 0.343 | 2.8e-01 | 0.2904 | \n", + "| PG7Submit | 0.0776 | 0.0759 | 0.0097 | 0.01212 | 0.1365 | 0.1133 | 0.1245 | 0.1316 | 0.15596 | -0.03631 | ... | 0.0529 | 0.0355 | 0.23120 | 0.3086 | 1.0000 | 0.1606 | 0.27819 | 0.312 | 2.8e-01 | 0.2523 | \n", + "| PG8Submit | 0.0441 | 0.0435 | 0.0354 | 0.02635 | 0.1258 | 0.1069 | 0.1567 | 0.1822 | 0.06953 | 0.05260 | ... | 0.0149 | 0.0556 | 0.20351 | 0.2065 | 0.1606 | 1.0000 | 0.25569 | 0.200 | 2.1e-01 | 0.1932 | \n", + "| PG9Submit | 0.0410 | 0.0407 | 0.0099 | 0.00056 | 0.1758 | 0.1090 | 0.2013 | 0.2745 | -0.07292 | 0.05977 | ... | 0.0029 | 0.0723 | 0.30291 | 0.4453 | 0.2782 | 0.2557 | 1.00000 | 0.290 | 2.8e-01 | 0.2755 | \n", + "| PG10Submit | 0.0474 | 0.0517 | -0.0293 | -0.04481 | 0.2248 | 0.1701 | 0.0989 | 0.1614 | 0.04433 | 0.06942 | ... | 0.0159 | -0.0227 | 0.26881 | 0.3428 | 0.3121 | 0.2000 | 0.29018 | 1.000 | 3.5e-01 | 0.3131 | \n", + "| PG11Submit | 0.0790 | 0.0792 | -0.0454 | -0.07102 | 0.1093 | 0.0738 | 0.1147 | 0.1383 | 0.00084 | -0.04870 | ... | 0.0240 | 0.0130 | 0.23552 | 0.2777 | 0.2768 | 0.2065 | 0.27906 | 0.346 | 1.0e+00 | 0.2513 | \n", + "| PG12Submit | 0.0746 | 0.0772 | 0.0546 | 0.04364 | 0.1096 | 0.1137 | 0.1073 | 0.1642 | -0.02721 | -0.02169 | ... | 0.0167 | -0.0614 | 0.25876 | 0.2904 | 0.2523 | 0.1932 | 0.27550 | 0.313 | 2.5e-01 | 1.0000 | \n", + "\n", + "\n" + ], + "text/plain": [ + " Start End PG0Dis PG0Shown PG0Submit PG1Submit PG2Submit\n", + "Start 1.0000 0.9952 -0.0417 -0.11507 0.1350 0.1156 0.0791 \n", + "End 0.9952 1.0000 -0.0415 -0.09879 0.1142 0.1550 0.0791 \n", + "PG0Dis -0.0417 -0.0415 1.0000 0.87220 0.0153 0.0065 0.0041 \n", + "PG0Shown -0.1151 -0.0988 0.8722 1.00000 0.0360 0.0205 0.0023 \n", + "PG0Submit 0.1350 0.1142 0.0153 0.03596 1.0000 0.1088 0.1037 \n", + "PG1Submit 0.1156 0.1550 0.0065 0.02047 0.1088 1.0000 0.1452 \n", + "PG2Submit 0.0791 0.0791 0.0041 0.00235 0.1037 0.1452 1.0000 \n", + "PG3Submit 0.0384 0.0511 0.0567 0.04968 0.1273 0.2688 0.2045 \n", + "PG4Dtr0_6 0.0121 -0.0518 0.1637 0.08226 -0.0080 -0.0685 0.0015 \n", + "PG4Psv7_8 0.0037 -0.0458 0.0267 0.00036 -0.0376 0.0566 0.0090 \n", + "PG4Prm9_10 -0.0267 -0.0267 -0.0092 0.03279 -0.0939 0.0120 -0.0587 \n", + "PG4AllResp 0.0063 -0.0158 0.0018 -0.02094 -0.0236 0.0297 0.0293 \n", + "PG4Submit 0.0187 0.0172 -0.0539 -0.05978 0.2191 0.1651 0.1515 \n", + "PG5_1Order 0.0218 0.0196 0.0140 0.01254 -0.0240 0.0750 -0.0069 \n", + "PG5_2Order 0.0014 0.0002 -0.0386 -0.03617 0.0402 -0.0226 -0.0297 \n", + "PG5_3Order -0.0089 -0.0177 0.0441 0.04228 0.0155 0.0391 -0.0131 \n", + "PG5_4Order 0.0931 0.0949 -0.0262 -0.02214 -0.0172 0.0293 0.0560 \n", + "PG5_5Order -0.0523 -0.0466 -0.0087 -0.01058 0.0860 0.0345 0.0570 \n", + "PG5_6Order 0.0237 0.0217 -0.0480 -0.04902 0.0762 0.0327 0.1077 \n", + "PG5_7Order -0.0200 -0.0236 0.0220 -0.00444 -0.1174 -0.0815 -0.0285 \n", + "PG5_8Order -0.0804 -0.0852 -0.0147 -0.00433 -0.0421 -0.0205 -0.0387 \n", + "PG5_9Order 0.0171 0.0167 -0.0712 -0.10235 0.0476 0.0260 -0.0410 \n", + "PG5_10Order -0.0214 -0.0112 0.0200 0.02736 0.0086 -0.0017 -0.0418 \n", + "PG5_11Order -0.0241 -0.0196 0.0190 0.02551 0.0927 -0.0047 -0.1043 \n", + "PG5_12Order -0.0369 -0.0359 0.0151 0.00743 -0.0161 0.0512 0.0210 \n", + "PG5_13Order 0.0598 0.0661 0.0384 0.04072 -0.0280 -0.0651 -0.0047 \n", + "PG5Submit 0.0851 0.0909 0.0060 -0.00888 0.1767 0.2467 0.2185 \n", + "PG6Submit 0.0054 0.0051 0.0277 0.04005 0.1518 0.2414 0.2696 \n", + "PG7Submit 0.0776 0.0759 0.0097 0.01212 0.1365 0.1133 0.1245 \n", + "PG8Submit 0.0441 0.0435 0.0354 0.02635 0.1258 0.1069 0.1567 \n", + "PG9Submit 0.0410 0.0407 0.0099 0.00056 0.1758 0.1090 0.2013 \n", + "PG10Submit 0.0474 0.0517 -0.0293 -0.04481 0.2248 0.1701 0.0989 \n", + "PG11Submit 0.0790 0.0792 -0.0454 -0.07102 0.1093 0.0738 0.1147 \n", + "PG12Submit 0.0746 0.0772 0.0546 0.04364 0.1096 0.1137 0.1073 \n", + " PG3Submit PG4Dtr0_6 PG4Psv7_8 ... PG5_12Order PG5_13Order PG5Submit\n", + "Start 0.0384 0.01210 0.00371 ... -0.0369 0.0598 0.08512 \n", + "End 0.0511 -0.05185 -0.04576 ... -0.0359 0.0661 0.09088 \n", + "PG0Dis 0.0567 0.16368 0.02668 ... 0.0151 0.0384 0.00601 \n", + "PG0Shown 0.0497 0.08226 0.00036 ... 0.0074 0.0407 -0.00888 \n", + "PG0Submit 0.1273 -0.00802 -0.03763 ... -0.0161 -0.0280 0.17671 \n", + "PG1Submit 0.2688 -0.06852 0.05661 ... 0.0512 -0.0651 0.24670 \n", + "PG2Submit 0.2045 0.00146 0.00897 ... 0.0210 -0.0047 0.21851 \n", + "PG3Submit 1.0000 0.00865 0.04424 ... 0.0464 -0.0222 0.26048 \n", + "PG4Dtr0_6 0.0087 1.00000 NA ... 0.1774 -0.1289 -0.05214 \n", + "PG4Psv7_8 0.0442 NA 1.00000 ... -0.0008 -0.0218 0.08974 \n", + "PG4Prm9_10 -0.0062 NA NA ... 0.0233 0.0916 0.00077 \n", + "PG4AllResp -0.0193 1.00000 1.00000 ... -0.0306 -0.0166 0.01248 \n", + "PG4Submit 0.1956 -0.14272 -0.08350 ... -0.0119 -0.0376 0.27328 \n", + "PG5_1Order 0.0578 -0.09488 -0.01399 ... -0.0785 -0.0950 0.08054 \n", + "PG5_2Order 0.0048 -0.00954 0.08081 ... 0.0527 -0.0652 0.03898 \n", + "PG5_3Order 0.0172 0.13631 0.04396 ... -0.0698 -0.0250 0.23450 \n", + "PG5_4Order -0.0462 0.01735 -0.12489 ... -0.0447 -0.0329 0.14487 \n", + "PG5_5Order -0.0165 0.04533 -0.06369 ... -0.0499 -0.0981 0.28698 \n", + "PG5_6Order 0.0370 -0.13255 0.01662 ... -0.0430 -0.0031 0.22759 \n", + "PG5_7Order 0.0242 -0.16196 -0.06938 ... 0.0410 0.0944 0.06439 \n", + "PG5_8Order -0.0129 -0.16181 0.01019 ... -0.0896 -0.1168 0.13787 \n", + "PG5_9Order -0.0641 -0.07948 -0.09747 ... -0.0431 -0.0837 0.18534 \n", + "PG5_10Order 0.0581 -0.05310 0.15949 ... -0.0905 -0.1214 0.22151 \n", + "PG5_11Order 0.0279 0.02791 -0.03487 ... 0.1233 0.1434 0.02942 \n", + "PG5_12Order 0.0464 0.17741 -0.00080 ... 1.0000 0.1231 0.10997 \n", + "PG5_13Order -0.0222 -0.12890 -0.02179 ... 0.1231 1.0000 0.00976 \n", + "PG5Submit 0.2605 -0.05214 0.08974 ... 0.1100 0.0098 1.00000 \n", + "PG6Submit 0.2706 -0.16179 -0.01463 ... 0.0777 -0.0209 0.32240 \n", + "PG7Submit 0.1316 0.15596 -0.03631 ... 0.0529 0.0355 0.23120 \n", + "PG8Submit 0.1822 0.06953 0.05260 ... 0.0149 0.0556 0.20351 \n", + "PG9Submit 0.2745 -0.07292 0.05977 ... 0.0029 0.0723 0.30291 \n", + "PG10Submit 0.1614 0.04433 0.06942 ... 0.0159 -0.0227 0.26881 \n", + "PG11Submit 0.1383 0.00084 -0.04870 ... 0.0240 0.0130 0.23552 \n", + "PG12Submit 0.1642 -0.02721 -0.02169 ... 0.0167 -0.0614 0.25876 \n", + " PG6Submit PG7Submit PG8Submit PG9Submit PG10Submit PG11Submit\n", + "Start 0.0054 0.0776 0.0441 0.04101 0.047 7.9e-02 \n", + "End 0.0051 0.0759 0.0435 0.04071 0.052 7.9e-02 \n", + "PG0Dis 0.0277 0.0097 0.0354 0.00995 -0.029 -4.5e-02 \n", + "PG0Shown 0.0401 0.0121 0.0264 0.00056 -0.045 -7.1e-02 \n", + "PG0Submit 0.1518 0.1365 0.1258 0.17579 0.225 1.1e-01 \n", + "PG1Submit 0.2414 0.1133 0.1069 0.10895 0.170 7.4e-02 \n", + "PG2Submit 0.2696 0.1245 0.1567 0.20127 0.099 1.1e-01 \n", + "PG3Submit 0.2706 0.1316 0.1822 0.27450 0.161 1.4e-01 \n", + "PG4Dtr0_6 -0.1618 0.1560 0.0695 -0.07292 0.044 8.4e-04 \n", + "PG4Psv7_8 -0.0146 -0.0363 0.0526 0.05977 0.069 -4.9e-02 \n", + "PG4Prm9_10 -0.0418 -0.0633 -0.0550 -0.02989 -0.061 -8.6e-05 \n", + "PG4AllResp -0.0040 -0.0753 -0.1294 -0.03812 -0.106 -8.2e-02 \n", + "PG4Submit 0.3326 0.2775 0.1821 0.33236 0.391 2.8e-01 \n", + "PG5_1Order 0.0334 0.0173 -0.0388 0.01033 -0.096 -2.5e-02 \n", + "PG5_2Order -0.0571 -0.0551 -0.0567 -0.01925 0.015 7.3e-03 \n", + "PG5_3Order 0.0419 0.0058 -0.0086 0.02604 0.063 3.4e-02 \n", + "PG5_4Order 0.0414 0.0460 0.0182 -0.03734 -0.075 -8.6e-02 \n", + "PG5_5Order 0.0498 0.0372 0.0427 -0.02976 0.076 2.4e-02 \n", + "PG5_6Order 0.0165 0.0222 0.0639 -0.02974 0.015 2.8e-02 \n", + "PG5_7Order -0.0222 -0.1082 -0.0804 -0.01762 -0.017 -4.4e-02 \n", + "PG5_8Order -0.1227 -0.0126 -0.0526 -0.05699 -0.065 -3.7e-02 \n", + "PG5_9Order -0.0188 -0.0314 -0.0898 -0.01354 -0.034 6.2e-03 \n", + "PG5_10Order 0.0427 0.0311 0.0345 0.02011 0.102 1.8e-02 \n", + "PG5_11Order -0.0055 0.0210 0.0232 0.05579 -0.038 -2.5e-03 \n", + "PG5_12Order 0.0777 0.0529 0.0149 0.00295 0.016 2.4e-02 \n", + "PG5_13Order -0.0209 0.0355 0.0556 0.07229 -0.023 1.3e-02 \n", + "PG5Submit 0.3224 0.2312 0.2035 0.30291 0.269 2.4e-01 \n", + "PG6Submit 1.0000 0.3086 0.2065 0.44528 0.343 2.8e-01 \n", + "PG7Submit 0.3086 1.0000 0.1606 0.27819 0.312 2.8e-01 \n", + "PG8Submit 0.2065 0.1606 1.0000 0.25569 0.200 2.1e-01 \n", + "PG9Submit 0.4453 0.2782 0.2557 1.00000 0.290 2.8e-01 \n", + "PG10Submit 0.3428 0.3121 0.2000 0.29018 1.000 3.5e-01 \n", + "PG11Submit 0.2777 0.2768 0.2065 0.27906 0.346 1.0e+00 \n", + "PG12Submit 0.2904 0.2523 0.1932 0.27550 0.313 2.5e-01 \n", + " PG12Submit\n", + "Start 0.0746 \n", + "End 0.0772 \n", + "PG0Dis 0.0546 \n", + "PG0Shown 0.0436 \n", + "PG0Submit 0.1096 \n", + "PG1Submit 0.1137 \n", + "PG2Submit 0.1073 \n", + "PG3Submit 0.1642 \n", + "PG4Dtr0_6 -0.0272 \n", + "PG4Psv7_8 -0.0217 \n", + "PG4Prm9_10 0.0169 \n", + "PG4AllResp -0.0668 \n", + "PG4Submit 0.2360 \n", + "PG5_1Order 0.0238 \n", + "PG5_2Order 0.0469 \n", + "PG5_3Order 0.0538 \n", + "PG5_4Order -0.0211 \n", + "PG5_5Order 0.0085 \n", + "PG5_6Order 0.0539 \n", + "PG5_7Order -0.0617 \n", + "PG5_8Order -0.0182 \n", + "PG5_9Order -0.0280 \n", + "PG5_10Order -0.0092 \n", + "PG5_11Order 0.0275 \n", + "PG5_12Order 0.0167 \n", + "PG5_13Order -0.0614 \n", + "PG5Submit 0.2588 \n", + "PG6Submit 0.2904 \n", + "PG7Submit 0.2523 \n", + "PG8Submit 0.1932 \n", + "PG9Submit 0.2755 \n", + "PG10Submit 0.3131 \n", + "PG11Submit 0.2513 \n", + "PG12Submit 1.0000 " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#get numeric fields only for correlation\n", + "sel = c()\n", + "for (i in 1:dim(data)[2]) if (is.numeric(data[,i])) sel = c(sel, i);\n", + "\n", + "cor(data[,sel],method=\"spearman\",use=\"pairwise.complete.obs\"); #OK for any: uses ranks" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Interpret correlations: onlys start vs End, calculate differene instead\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "### Simple questions\n", + "\n", + "- Time to take entire survey?\n", + " Time to take the entire survey = PGSubmit time of each quetion added together\n", + " = 0.135+.1156+.079.0384+.0817+.0851+.054+0776+.0441+.041+.0474+.0790+.0746\n", + " = 0.9115 hours\n", + "- Question that took the longest to complete?\n", + " Time to complete = stop - start\n", + " Question 1 time = 0.1550 - 0.1156 = 0.0394\n", + "- Question that took the least time?\n", + " Time to complete = stop - start\n", + " Question 11 time = 0.0792 - 0.0790 = 0.0002\n", + "- Top-ranked criteria?\n", + " If we are looking at question 5, the selection that was most often considered a high priority was PG5_5PHR which refers to a packages historic reputation. 252 responses said ths was a high priority. \n", + " \n", + "- Demographic distribution by age?\n", + " 18-24: 34\n", + " 25-34: 338\n", + " 35-44: 258\n", + " 45-54: 89\n", + " 55-64: 36\n", + " 65 and over: 8\n", + " \n", + " The majority of people taking this survey are 25-44. This means that the results of the survey most accurately represents that age group.\n", + " \n", + " Specified Variable: Issue Backlog\n", + " -Hypothesis: That there will be a correlation between age and priority ranking for Issue Backlog\n", + " -According to the survey:\n", + " Essential: 3\n", + " High Priority: 26\n", + " Low Priority: 121\n", + " Medium Priority: 92\n", + " Not a Priority: 188\n", + " NA: 923\n", + " \n", + " -How are the needed measures calculated? Time it takes for a user to answer a question is found by subtracting the start time from the end time. The other stats shown above for Issue Backlog are found in the summary of the data shown above.\n", + " \n", + " -Analysis of measures taken: Based on the results the majority of people taking the survey do not consider issue backlog a priority. No particular age group answers in a specific manner.\n", + " \n", + " Transformation and cleaning statement: Since I am only looking at the Issue Backlog variable I can drop the rest of the data entries to clear up the results. \n", + " \n", + " -Correlation Analysis: Looking into age for each type of response, there is not a noticable grouping of people in an age group for each particular priority level.There is not a correlation.\n", + " \n", + " -Fitting of the statistical model: There is no correlation in the data so it does not fit a statistical model.\n", + " \n", + " -Interpretation of Coefficients: The lack of a statisical model does not allow for coefficients.\n", + " \n", + " -923 NA responses reduces the ability to find a correlation because there is less data.\n", + " -The lack of an age correlation proves my hypothesis wrong. A specific age group does not have a common response for the question about issue backlog.\n", + " \n", + " -There is not a high correlation between a specific demographic and a particular response to the issue backlog priority.\n", + " \n", + " Since there is not a definite correlation it is hard to choose a specific model that would accurately represent the data.\n", + " \n", + " How could the survey be imporved?\n", + " -Focring the users to give one of the provided responses rather than an NA response would increase the amount of data available for analysis. This could help with the generation of correlations and an accurate model." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "R", + "language": "R", + "name": "ir" + }, + "language_info": { + "codemirror_mode": "r", + "file_extension": ".r", + "mimetype": "text/x-r-source", + "name": "R", + "pygments_lexer": "r", + "version": "3.4.4" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/example.ipynb b/example.ipynb index 310a50d..5932818 100644 --- a/example.ipynb +++ b/example.ipynb @@ -10,10 +10,8 @@ }, { "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": true - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "# For nicer printing\n", @@ -22,7 +20,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -48,242 +46,9 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - " Device Completed Start End PG0Dis \n", - " : 2 0 : 2 Min. :1.54e+09 Min. :1.54e+09 Min. : 0 \n", - " Bot : 1 FALSE:546 1st Qu.:1.54e+09 1st Qu.:1.54e+09 1st Qu.: 0 \n", - " PC :955 TRUE :805 Median :1.54e+09 Median :1.54e+09 Median : 1 \n", - " Phone :376 Mean :1.54e+09 Mean :1.54e+09 Mean : 44 \n", - " Tablet : 16 3rd Qu.:1.54e+09 3rd Qu.:1.54e+09 3rd Qu.: 24 \n", - " Unknown: 3 Max. :1.54e+09 Max. :1.54e+09 Max. :168 \n", - " NA's :2 NA's :548 NA's :73 \n", - " PG0Shown PG0Submit \n", - " Min. : 0 Min. : 2 \n", - " 1st Qu.: 0 1st Qu.: 6 \n", - " Median : 102 Median : 9 \n", - " Mean : 249 Mean : 299 \n", - " 3rd Qu.: 428 3rd Qu.: 15 \n", - " Max. :1190 Max. :76226 \n", - " NA's :73 NA's :199 \n", - " PG1PsnUse \n", - " For personal work and/or research use :727 \n", - " :613 \n", - " Chapter book : 1 \n", - " For training attendees of my sessions : 1 \n", - " It's a coures on tidyverse that I developed: 1 \n", - " Learning how to create a package : 1 \n", - " (Other) : 9 \n", - " PG1WdAuth \n", - " :1145 \n", - " Because Microsoft was paying me to do it : 1 \n", - " For a wider audience, such as developers of other packages or other software: 205 \n", - " Hackathon : 1 \n", - " Tool for other researchers to analyse their data : 1 \n", - " \n", - " \n", - " PG1Trn \n", - " :1168 \n", - " For a training / class that I took: 184 \n", - " teaching economics : 1 \n", - " \n", - " \n", - " \n", - " \n", - " PG1Other \n", - " :1272 \n", - " Other : 23 \n", - " Teaching : 3 \n", - " teaching : 3 \n", - " For training that I gave : 2 \n", - " How does software technology spreads in the open source community?: 2 \n", - " (Other) : 48 \n", - " PG1Submit PG2Resp PG2Submit \n", - " Min. : 1 :431 Min. : 1 \n", - " 1st Qu.: 11 No :374 1st Qu.: 9 \n", - " Median : 16 Not sure:303 Median : 13 \n", - " Mean : 39 Yes :245 Mean : 29 \n", - " 3rd Qu.: 30 3rd Qu.: 29 \n", - " Max. :6892 Max. :1470 \n", - " NA's :282 NA's :377 \n", - " PG2Resp.1 \n", - " :480 \n", - " The core \"data.frame\" object lacked functionality that I needed :354 \n", - 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PG11Submit 0.0790 0.0792 -0.0454 -0.07102 0.1093 0.0738 0.1147 0.1383 0.00084-0.04870... 0.0240 0.0130 0.23552 0.2777 0.2768 0.2065 0.27906 0.346 1.0e+00 0.2513
PG12Submit 0.0746 0.0772 0.0546 0.04364 0.1096 0.1137 0.1073 0.1642 -0.02721-0.02169... 0.0167 -0.0614 0.25876 0.2904 0.2523 0.1932 0.27550 0.313 2.5e-01 1.0000
\n" - ], - "text/latex": [ - "\\begin{tabular}{r|llllllllllllllllllllllllllllllllll}\n", - " & Start & End & PG0Dis & PG0Shown & PG0Submit & PG1Submit & PG2Submit & PG3Submit & PG4Dtr0\\_6 & PG4Psv7\\_8 & ... & PG5\\_12Order & PG5\\_13Order & PG5Submit & PG6Submit & PG7Submit & PG8Submit & PG9Submit & PG10Submit & PG11Submit & PG12Submit\\\\\n", - "\\hline\n", - "\tStart & 1.0000 & 0.9952 & -0.0417 & -0.11507 & 0.1350 & 0.1156 & 0.0791 & 0.0384 & 0.01210 & 0.00371 & ... & -0.0369 & 0.0598 & 0.08512 & 0.0054 & 0.0776 & 0.0441 & 0.04101 & 0.047 & 7.9e-02 & 0.0746 \\\\\n", - "\tEnd & 0.9952 & 1.0000 & -0.0415 & -0.09879 & 0.1142 & 0.1550 & 0.0791 & 0.0511 & -0.05185 & -0.04576 & ... & -0.0359 & 0.0661 & 0.09088 & 0.0051 & 0.0759 & 0.0435 & 0.04071 & 0.052 & 7.9e-02 & 0.0772 \\\\\n", - "\tPG0Dis & -0.0417 & -0.0415 & 1.0000 & 0.87220 & 0.0153 & 0.0065 & 0.0041 & 0.0567 & 0.16368 & 0.02668 & ... & 0.0151 & 0.0384 & 0.00601 & 0.0277 & 0.0097 & 0.0354 & 0.00995 & -0.029 & -4.5e-02 & 0.0546 \\\\\n", - "\tPG0Shown & -0.1151 & -0.0988 & 0.8722 & 1.00000 & 0.0360 & 0.0205 & 0.0023 & 0.0497 & 0.08226 & 0.00036 & ... & 0.0074 & 0.0407 & -0.00888 & 0.0401 & 0.0121 & 0.0264 & 0.00056 & -0.045 & -7.1e-02 & 0.0436 \\\\\n", - "\tPG0Submit & 0.1350 & 0.1142 & 0.0153 & 0.03596 & 1.0000 & 0.1088 & 0.1037 & 0.1273 & -0.00802 & -0.03763 & ... & -0.0161 & -0.0280 & 0.17671 & 0.1518 & 0.1365 & 0.1258 & 0.17579 & 0.225 & 1.1e-01 & 0.1096 \\\\\n", - "\tPG1Submit & 0.1156 & 0.1550 & 0.0065 & 0.02047 & 0.1088 & 1.0000 & 0.1452 & 0.2688 & -0.06852 & 0.05661 & ... & 0.0512 & -0.0651 & 0.24670 & 0.2414 & 0.1133 & 0.1069 & 0.10895 & 0.170 & 7.4e-02 & 0.1137 \\\\\n", - "\tPG2Submit & 0.0791 & 0.0791 & 0.0041 & 0.00235 & 0.1037 & 0.1452 & 1.0000 & 0.2045 & 0.00146 & 0.00897 & ... & 0.0210 & -0.0047 & 0.21851 & 0.2696 & 0.1245 & 0.1567 & 0.20127 & 0.099 & 1.1e-01 & 0.1073 \\\\\n", - "\tPG3Submit & 0.0384 & 0.0511 & 0.0567 & 0.04968 & 0.1273 & 0.2688 & 0.2045 & 1.0000 & 0.00865 & 0.04424 & ... & 0.0464 & -0.0222 & 0.26048 & 0.2706 & 0.1316 & 0.1822 & 0.27450 & 0.161 & 1.4e-01 & 0.1642 \\\\\n", - "\tPG4Dtr0\\_6 & 0.0121 & -0.0518 & 0.1637 & 0.08226 & -0.0080 & -0.0685 & 0.0015 & 0.0087 & 1.00000 & NA & ... & 0.1774 & -0.1289 & -0.05214 & -0.1618 & 0.1560 & 0.0695 & -0.07292 & 0.044 & 8.4e-04 & -0.0272 \\\\\n", - "\tPG4Psv7\\_8 & 0.0037 & -0.0458 & 0.0267 & 0.00036 & -0.0376 & 0.0566 & 0.0090 & 0.0442 & NA & 1.00000 & ... & -0.0008 & -0.0218 & 0.08974 & -0.0146 & -0.0363 & 0.0526 & 0.05977 & 0.069 & -4.9e-02 & -0.0217 \\\\\n", - "\tPG4Prm9\\_10 & -0.0267 & -0.0267 & -0.0092 & 0.03279 & -0.0939 & 0.0120 & -0.0587 & -0.0062 & NA & NA & ... & 0.0233 & 0.0916 & 0.00077 & -0.0418 & -0.0633 & -0.0550 & -0.02989 & -0.061 & -8.6e-05 & 0.0169 \\\\\n", - "\tPG4AllResp & 0.0063 & -0.0158 & 0.0018 & -0.02094 & -0.0236 & 0.0297 & 0.0293 & -0.0193 & 1.00000 & 1.00000 & ... & -0.0306 & -0.0166 & 0.01248 & -0.0040 & -0.0753 & -0.1294 & -0.03812 & -0.106 & -8.2e-02 & -0.0668 \\\\\n", - "\tPG4Submit & 0.0187 & 0.0172 & -0.0539 & -0.05978 & 0.2191 & 0.1651 & 0.1515 & 0.1956 & -0.14272 & -0.08350 & ... & -0.0119 & -0.0376 & 0.27328 & 0.3326 & 0.2775 & 0.1821 & 0.33236 & 0.391 & 2.8e-01 & 0.2360 \\\\\n", - "\tPG5\\_1Order & 0.0218 & 0.0196 & 0.0140 & 0.01254 & -0.0240 & 0.0750 & -0.0069 & 0.0578 & -0.09488 & -0.01399 & ... & -0.0785 & -0.0950 & 0.08054 & 0.0334 & 0.0173 & -0.0388 & 0.01033 & -0.096 & -2.5e-02 & 0.0238 \\\\\n", - "\tPG5\\_2Order & 0.0014 & 0.0002 & -0.0386 & -0.03617 & 0.0402 & -0.0226 & -0.0297 & 0.0048 & -0.00954 & 0.08081 & ... & 0.0527 & -0.0652 & 0.03898 & -0.0571 & -0.0551 & -0.0567 & -0.01925 & 0.015 & 7.3e-03 & 0.0469 \\\\\n", - "\tPG5\\_3Order & -0.0089 & -0.0177 & 0.0441 & 0.04228 & 0.0155 & 0.0391 & -0.0131 & 0.0172 & 0.13631 & 0.04396 & ... & -0.0698 & -0.0250 & 0.23450 & 0.0419 & 0.0058 & -0.0086 & 0.02604 & 0.063 & 3.4e-02 & 0.0538 \\\\\n", - "\tPG5\\_4Order & 0.0931 & 0.0949 & -0.0262 & -0.02214 & -0.0172 & 0.0293 & 0.0560 & -0.0462 & 0.01735 & -0.12489 & ... & -0.0447 & -0.0329 & 0.14487 & 0.0414 & 0.0460 & 0.0182 & -0.03734 & -0.075 & -8.6e-02 & -0.0211 \\\\\n", - "\tPG5\\_5Order & -0.0523 & -0.0466 & -0.0087 & -0.01058 & 0.0860 & 0.0345 & 0.0570 & -0.0165 & 0.04533 & -0.06369 & ... & -0.0499 & -0.0981 & 0.28698 & 0.0498 & 0.0372 & 0.0427 & -0.02976 & 0.076 & 2.4e-02 & 0.0085 \\\\\n", - "\tPG5\\_6Order & 0.0237 & 0.0217 & -0.0480 & -0.04902 & 0.0762 & 0.0327 & 0.1077 & 0.0370 & -0.13255 & 0.01662 & ... & -0.0430 & -0.0031 & 0.22759 & 0.0165 & 0.0222 & 0.0639 & -0.02974 & 0.015 & 2.8e-02 & 0.0539 \\\\\n", - "\tPG5\\_7Order & -0.0200 & -0.0236 & 0.0220 & -0.00444 & -0.1174 & -0.0815 & -0.0285 & 0.0242 & -0.16196 & -0.06938 & ... & 0.0410 & 0.0944 & 0.06439 & -0.0222 & -0.1082 & -0.0804 & -0.01762 & -0.017 & -4.4e-02 & -0.0617 \\\\\n", - "\tPG5\\_8Order & -0.0804 & -0.0852 & -0.0147 & -0.00433 & -0.0421 & -0.0205 & -0.0387 & -0.0129 & -0.16181 & 0.01019 & ... & -0.0896 & -0.1168 & 0.13787 & -0.1227 & -0.0126 & -0.0526 & -0.05699 & -0.065 & -3.7e-02 & -0.0182 \\\\\n", - "\tPG5\\_9Order & 0.0171 & 0.0167 & -0.0712 & -0.10235 & 0.0476 & 0.0260 & -0.0410 & -0.0641 & -0.07948 & -0.09747 & ... & -0.0431 & -0.0837 & 0.18534 & -0.0188 & -0.0314 & -0.0898 & -0.01354 & -0.034 & 6.2e-03 & -0.0280 \\\\\n", - "\tPG5\\_10Order & -0.0214 & -0.0112 & 0.0200 & 0.02736 & 0.0086 & -0.0017 & -0.0418 & 0.0581 & -0.05310 & 0.15949 & ... & -0.0905 & -0.1214 & 0.22151 & 0.0427 & 0.0311 & 0.0345 & 0.02011 & 0.102 & 1.8e-02 & -0.0092 \\\\\n", - "\tPG5\\_11Order & -0.0241 & -0.0196 & 0.0190 & 0.02551 & 0.0927 & -0.0047 & -0.1043 & 0.0279 & 0.02791 & -0.03487 & ... & 0.1233 & 0.1434 & 0.02942 & -0.0055 & 0.0210 & 0.0232 & 0.05579 & -0.038 & -2.5e-03 & 0.0275 \\\\\n", - "\tPG5\\_12Order & -0.0369 & -0.0359 & 0.0151 & 0.00743 & -0.0161 & 0.0512 & 0.0210 & 0.0464 & 0.17741 & -0.00080 & ... & 1.0000 & 0.1231 & 0.10997 & 0.0777 & 0.0529 & 0.0149 & 0.00295 & 0.016 & 2.4e-02 & 0.0167 \\\\\n", - "\tPG5\\_13Order & 0.0598 & 0.0661 & 0.0384 & 0.04072 & -0.0280 & -0.0651 & -0.0047 & -0.0222 & -0.12890 & -0.02179 & ... & 0.1231 & 1.0000 & 0.00976 & -0.0209 & 0.0355 & 0.0556 & 0.07229 & -0.023 & 1.3e-02 & -0.0614 \\\\\n", - "\tPG5Submit & 0.0851 & 0.0909 & 0.0060 & -0.00888 & 0.1767 & 0.2467 & 0.2185 & 0.2605 & -0.05214 & 0.08974 & ... & 0.1100 & 0.0098 & 1.00000 & 0.3224 & 0.2312 & 0.2035 & 0.30291 & 0.269 & 2.4e-01 & 0.2588 \\\\\n", - "\tPG6Submit & 0.0054 & 0.0051 & 0.0277 & 0.04005 & 0.1518 & 0.2414 & 0.2696 & 0.2706 & -0.16179 & -0.01463 & ... & 0.0777 & -0.0209 & 0.32240 & 1.0000 & 0.3086 & 0.2065 & 0.44528 & 0.343 & 2.8e-01 & 0.2904 \\\\\n", - "\tPG7Submit & 0.0776 & 0.0759 & 0.0097 & 0.01212 & 0.1365 & 0.1133 & 0.1245 & 0.1316 & 0.15596 & -0.03631 & ... & 0.0529 & 0.0355 & 0.23120 & 0.3086 & 1.0000 & 0.1606 & 0.27819 & 0.312 & 2.8e-01 & 0.2523 \\\\\n", - "\tPG8Submit & 0.0441 & 0.0435 & 0.0354 & 0.02635 & 0.1258 & 0.1069 & 0.1567 & 0.1822 & 0.06953 & 0.05260 & ... & 0.0149 & 0.0556 & 0.20351 & 0.2065 & 0.1606 & 1.0000 & 0.25569 & 0.200 & 2.1e-01 & 0.1932 \\\\\n", - "\tPG9Submit & 0.0410 & 0.0407 & 0.0099 & 0.00056 & 0.1758 & 0.1090 & 0.2013 & 0.2745 & -0.07292 & 0.05977 & ... & 0.0029 & 0.0723 & 0.30291 & 0.4453 & 0.2782 & 0.2557 & 1.00000 & 0.290 & 2.8e-01 & 0.2755 \\\\\n", - "\tPG10Submit & 0.0474 & 0.0517 & -0.0293 & -0.04481 & 0.2248 & 0.1701 & 0.0989 & 0.1614 & 0.04433 & 0.06942 & ... & 0.0159 & -0.0227 & 0.26881 & 0.3428 & 0.3121 & 0.2000 & 0.29018 & 1.000 & 3.5e-01 & 0.3131 \\\\\n", - "\tPG11Submit & 0.0790 & 0.0792 & -0.0454 & -0.07102 & 0.1093 & 0.0738 & 0.1147 & 0.1383 & 0.00084 & -0.04870 & ... & 0.0240 & 0.0130 & 0.23552 & 0.2777 & 0.2768 & 0.2065 & 0.27906 & 0.346 & 1.0e+00 & 0.2513 \\\\\n", - "\tPG12Submit & 0.0746 & 0.0772 & 0.0546 & 0.04364 & 0.1096 & 0.1137 & 0.1073 & 0.1642 & -0.02721 & -0.02169 & ... & 0.0167 & -0.0614 & 0.25876 & 0.2904 & 0.2523 & 0.1932 & 0.27550 & 0.313 & 2.5e-01 & 1.0000 \\\\\n", - "\\end{tabular}\n" - ], - "text/markdown": [ - "\n", - "| | Start | End | PG0Dis | PG0Shown | PG0Submit | PG1Submit | PG2Submit | PG3Submit | PG4Dtr0_6 | PG4Psv7_8 | ... | PG5_12Order | PG5_13Order | PG5Submit | PG6Submit | PG7Submit | PG8Submit | PG9Submit | PG10Submit | PG11Submit | PG12Submit | \n", - "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n", - "| Start | 1.0000 | 0.9952 | -0.0417 | -0.11507 | 0.1350 | 0.1156 | 0.0791 | 0.0384 | 0.01210 | 0.00371 | ... | -0.0369 | 0.0598 | 0.08512 | 0.0054 | 0.0776 | 0.0441 | 0.04101 | 0.047 | 7.9e-02 | 0.0746 | \n", - "| End | 0.9952 | 1.0000 | -0.0415 | -0.09879 | 0.1142 | 0.1550 | 0.0791 | 0.0511 | -0.05185 | -0.04576 | ... | -0.0359 | 0.0661 | 0.09088 | 0.0051 | 0.0759 | 0.0435 | 0.04071 | 0.052 | 7.9e-02 | 0.0772 | \n", - "| PG0Dis | -0.0417 | -0.0415 | 1.0000 | 0.87220 | 0.0153 | 0.0065 | 0.0041 | 0.0567 | 0.16368 | 0.02668 | ... | 0.0151 | 0.0384 | 0.00601 | 0.0277 | 0.0097 | 0.0354 | 0.00995 | -0.029 | -4.5e-02 | 0.0546 | \n", - "| PG0Shown | -0.1151 | -0.0988 | 0.8722 | 1.00000 | 0.0360 | 0.0205 | 0.0023 | 0.0497 | 0.08226 | 0.00036 | ... | 0.0074 | 0.0407 | -0.00888 | 0.0401 | 0.0121 | 0.0264 | 0.00056 | -0.045 | -7.1e-02 | 0.0436 | \n", - "| PG0Submit | 0.1350 | 0.1142 | 0.0153 | 0.03596 | 1.0000 | 0.1088 | 0.1037 | 0.1273 | -0.00802 | -0.03763 | ... | -0.0161 | -0.0280 | 0.17671 | 0.1518 | 0.1365 | 0.1258 | 0.17579 | 0.225 | 1.1e-01 | 0.1096 | \n", - "| PG1Submit | 0.1156 | 0.1550 | 0.0065 | 0.02047 | 0.1088 | 1.0000 | 0.1452 | 0.2688 | -0.06852 | 0.05661 | ... | 0.0512 | -0.0651 | 0.24670 | 0.2414 | 0.1133 | 0.1069 | 0.10895 | 0.170 | 7.4e-02 | 0.1137 | \n", - "| PG2Submit | 0.0791 | 0.0791 | 0.0041 | 0.00235 | 0.1037 | 0.1452 | 1.0000 | 0.2045 | 0.00146 | 0.00897 | ... | 0.0210 | -0.0047 | 0.21851 | 0.2696 | 0.1245 | 0.1567 | 0.20127 | 0.099 | 1.1e-01 | 0.1073 | \n", - "| PG3Submit | 0.0384 | 0.0511 | 0.0567 | 0.04968 | 0.1273 | 0.2688 | 0.2045 | 1.0000 | 0.00865 | 0.04424 | ... | 0.0464 | -0.0222 | 0.26048 | 0.2706 | 0.1316 | 0.1822 | 0.27450 | 0.161 | 1.4e-01 | 0.1642 | \n", - "| PG4Dtr0_6 | 0.0121 | -0.0518 | 0.1637 | 0.08226 | -0.0080 | -0.0685 | 0.0015 | 0.0087 | 1.00000 | NA | ... | 0.1774 | -0.1289 | -0.05214 | -0.1618 | 0.1560 | 0.0695 | -0.07292 | 0.044 | 8.4e-04 | -0.0272 | \n", - "| PG4Psv7_8 | 0.0037 | -0.0458 | 0.0267 | 0.00036 | -0.0376 | 0.0566 | 0.0090 | 0.0442 | NA | 1.00000 | ... | -0.0008 | -0.0218 | 0.08974 | -0.0146 | -0.0363 | 0.0526 | 0.05977 | 0.069 | -4.9e-02 | -0.0217 | \n", - "| PG4Prm9_10 | -0.0267 | -0.0267 | -0.0092 | 0.03279 | -0.0939 | 0.0120 | -0.0587 | -0.0062 | NA | NA | ... | 0.0233 | 0.0916 | 0.00077 | -0.0418 | -0.0633 | -0.0550 | -0.02989 | -0.061 | -8.6e-05 | 0.0169 | \n", - "| PG4AllResp | 0.0063 | -0.0158 | 0.0018 | -0.02094 | -0.0236 | 0.0297 | 0.0293 | -0.0193 | 1.00000 | 1.00000 | ... | -0.0306 | -0.0166 | 0.01248 | -0.0040 | -0.0753 | -0.1294 | -0.03812 | -0.106 | -8.2e-02 | -0.0668 | \n", - "| PG4Submit | 0.0187 | 0.0172 | -0.0539 | -0.05978 | 0.2191 | 0.1651 | 0.1515 | 0.1956 | -0.14272 | -0.08350 | ... | -0.0119 | -0.0376 | 0.27328 | 0.3326 | 0.2775 | 0.1821 | 0.33236 | 0.391 | 2.8e-01 | 0.2360 | \n", - "| PG5_1Order | 0.0218 | 0.0196 | 0.0140 | 0.01254 | -0.0240 | 0.0750 | -0.0069 | 0.0578 | -0.09488 | -0.01399 | ... | -0.0785 | -0.0950 | 0.08054 | 0.0334 | 0.0173 | -0.0388 | 0.01033 | -0.096 | -2.5e-02 | 0.0238 | \n", - "| PG5_2Order | 0.0014 | 0.0002 | -0.0386 | -0.03617 | 0.0402 | -0.0226 | -0.0297 | 0.0048 | -0.00954 | 0.08081 | ... | 0.0527 | -0.0652 | 0.03898 | -0.0571 | -0.0551 | -0.0567 | -0.01925 | 0.015 | 7.3e-03 | 0.0469 | \n", - "| PG5_3Order | -0.0089 | -0.0177 | 0.0441 | 0.04228 | 0.0155 | 0.0391 | -0.0131 | 0.0172 | 0.13631 | 0.04396 | ... | -0.0698 | -0.0250 | 0.23450 | 0.0419 | 0.0058 | -0.0086 | 0.02604 | 0.063 | 3.4e-02 | 0.0538 | \n", - "| PG5_4Order | 0.0931 | 0.0949 | -0.0262 | -0.02214 | -0.0172 | 0.0293 | 0.0560 | -0.0462 | 0.01735 | -0.12489 | ... | -0.0447 | -0.0329 | 0.14487 | 0.0414 | 0.0460 | 0.0182 | -0.03734 | -0.075 | -8.6e-02 | -0.0211 | \n", - "| PG5_5Order | -0.0523 | -0.0466 | -0.0087 | -0.01058 | 0.0860 | 0.0345 | 0.0570 | -0.0165 | 0.04533 | -0.06369 | ... | -0.0499 | -0.0981 | 0.28698 | 0.0498 | 0.0372 | 0.0427 | -0.02976 | 0.076 | 2.4e-02 | 0.0085 | \n", - "| PG5_6Order | 0.0237 | 0.0217 | -0.0480 | -0.04902 | 0.0762 | 0.0327 | 0.1077 | 0.0370 | -0.13255 | 0.01662 | ... | -0.0430 | -0.0031 | 0.22759 | 0.0165 | 0.0222 | 0.0639 | -0.02974 | 0.015 | 2.8e-02 | 0.0539 | \n", - "| PG5_7Order | -0.0200 | -0.0236 | 0.0220 | -0.00444 | -0.1174 | -0.0815 | -0.0285 | 0.0242 | -0.16196 | -0.06938 | ... | 0.0410 | 0.0944 | 0.06439 | -0.0222 | -0.1082 | -0.0804 | -0.01762 | -0.017 | -4.4e-02 | -0.0617 | \n", - "| PG5_8Order | -0.0804 | -0.0852 | -0.0147 | -0.00433 | -0.0421 | -0.0205 | -0.0387 | -0.0129 | -0.16181 | 0.01019 | ... | -0.0896 | -0.1168 | 0.13787 | -0.1227 | -0.0126 | -0.0526 | -0.05699 | -0.065 | -3.7e-02 | -0.0182 | \n", - "| PG5_9Order | 0.0171 | 0.0167 | -0.0712 | -0.10235 | 0.0476 | 0.0260 | -0.0410 | -0.0641 | -0.07948 | -0.09747 | ... | -0.0431 | -0.0837 | 0.18534 | -0.0188 | -0.0314 | -0.0898 | -0.01354 | -0.034 | 6.2e-03 | -0.0280 | \n", - "| PG5_10Order | -0.0214 | -0.0112 | 0.0200 | 0.02736 | 0.0086 | -0.0017 | -0.0418 | 0.0581 | -0.05310 | 0.15949 | ... | -0.0905 | -0.1214 | 0.22151 | 0.0427 | 0.0311 | 0.0345 | 0.02011 | 0.102 | 1.8e-02 | -0.0092 | \n", - "| PG5_11Order | -0.0241 | -0.0196 | 0.0190 | 0.02551 | 0.0927 | -0.0047 | -0.1043 | 0.0279 | 0.02791 | -0.03487 | ... | 0.1233 | 0.1434 | 0.02942 | -0.0055 | 0.0210 | 0.0232 | 0.05579 | -0.038 | -2.5e-03 | 0.0275 | \n", - "| PG5_12Order | -0.0369 | -0.0359 | 0.0151 | 0.00743 | -0.0161 | 0.0512 | 0.0210 | 0.0464 | 0.17741 | -0.00080 | ... | 1.0000 | 0.1231 | 0.10997 | 0.0777 | 0.0529 | 0.0149 | 0.00295 | 0.016 | 2.4e-02 | 0.0167 | \n", - "| PG5_13Order | 0.0598 | 0.0661 | 0.0384 | 0.04072 | -0.0280 | -0.0651 | -0.0047 | -0.0222 | -0.12890 | -0.02179 | ... | 0.1231 | 1.0000 | 0.00976 | -0.0209 | 0.0355 | 0.0556 | 0.07229 | -0.023 | 1.3e-02 | -0.0614 | \n", - "| PG5Submit | 0.0851 | 0.0909 | 0.0060 | -0.00888 | 0.1767 | 0.2467 | 0.2185 | 0.2605 | -0.05214 | 0.08974 | ... | 0.1100 | 0.0098 | 1.00000 | 0.3224 | 0.2312 | 0.2035 | 0.30291 | 0.269 | 2.4e-01 | 0.2588 | \n", - "| PG6Submit | 0.0054 | 0.0051 | 0.0277 | 0.04005 | 0.1518 | 0.2414 | 0.2696 | 0.2706 | -0.16179 | -0.01463 | ... | 0.0777 | -0.0209 | 0.32240 | 1.0000 | 0.3086 | 0.2065 | 0.44528 | 0.343 | 2.8e-01 | 0.2904 | \n", - "| PG7Submit | 0.0776 | 0.0759 | 0.0097 | 0.01212 | 0.1365 | 0.1133 | 0.1245 | 0.1316 | 0.15596 | -0.03631 | ... | 0.0529 | 0.0355 | 0.23120 | 0.3086 | 1.0000 | 0.1606 | 0.27819 | 0.312 | 2.8e-01 | 0.2523 | \n", - "| PG8Submit | 0.0441 | 0.0435 | 0.0354 | 0.02635 | 0.1258 | 0.1069 | 0.1567 | 0.1822 | 0.06953 | 0.05260 | ... | 0.0149 | 0.0556 | 0.20351 | 0.2065 | 0.1606 | 1.0000 | 0.25569 | 0.200 | 2.1e-01 | 0.1932 | \n", - "| PG9Submit | 0.0410 | 0.0407 | 0.0099 | 0.00056 | 0.1758 | 0.1090 | 0.2013 | 0.2745 | -0.07292 | 0.05977 | ... | 0.0029 | 0.0723 | 0.30291 | 0.4453 | 0.2782 | 0.2557 | 1.00000 | 0.290 | 2.8e-01 | 0.2755 | \n", - "| PG10Submit | 0.0474 | 0.0517 | -0.0293 | -0.04481 | 0.2248 | 0.1701 | 0.0989 | 0.1614 | 0.04433 | 0.06942 | ... | 0.0159 | -0.0227 | 0.26881 | 0.3428 | 0.3121 | 0.2000 | 0.29018 | 1.000 | 3.5e-01 | 0.3131 | \n", - "| PG11Submit | 0.0790 | 0.0792 | -0.0454 | -0.07102 | 0.1093 | 0.0738 | 0.1147 | 0.1383 | 0.00084 | -0.04870 | ... | 0.0240 | 0.0130 | 0.23552 | 0.2777 | 0.2768 | 0.2065 | 0.27906 | 0.346 | 1.0e+00 | 0.2513 | \n", - "| PG12Submit | 0.0746 | 0.0772 | 0.0546 | 0.04364 | 0.1096 | 0.1137 | 0.1073 | 0.1642 | -0.02721 | -0.02169 | ... | 0.0167 | -0.0614 | 0.25876 | 0.2904 | 0.2523 | 0.1932 | 0.27550 | 0.313 | 2.5e-01 | 1.0000 | \n", - "\n", - "\n" - ], - "text/plain": [ - " Start End PG0Dis PG0Shown PG0Submit PG1Submit PG2Submit\n", - "Start 1.0000 0.9952 -0.0417 -0.11507 0.1350 0.1156 0.0791 \n", - "End 0.9952 1.0000 -0.0415 -0.09879 0.1142 0.1550 0.0791 \n", - "PG0Dis -0.0417 -0.0415 1.0000 0.87220 0.0153 0.0065 0.0041 \n", - "PG0Shown -0.1151 -0.0988 0.8722 1.00000 0.0360 0.0205 0.0023 \n", - "PG0Submit 0.1350 0.1142 0.0153 0.03596 1.0000 0.1088 0.1037 \n", - "PG1Submit 0.1156 0.1550 0.0065 0.02047 0.1088 1.0000 0.1452 \n", - "PG2Submit 0.0791 0.0791 0.0041 0.00235 0.1037 0.1452 1.0000 \n", - "PG3Submit 0.0384 0.0511 0.0567 0.04968 0.1273 0.2688 0.2045 \n", - "PG4Dtr0_6 0.0121 -0.0518 0.1637 0.08226 -0.0080 -0.0685 0.0015 \n", - "PG4Psv7_8 0.0037 -0.0458 0.0267 0.00036 -0.0376 0.0566 0.0090 \n", - "PG4Prm9_10 -0.0267 -0.0267 -0.0092 0.03279 -0.0939 0.0120 -0.0587 \n", - "PG4AllResp 0.0063 -0.0158 0.0018 -0.02094 -0.0236 0.0297 0.0293 \n", - "PG4Submit 0.0187 0.0172 -0.0539 -0.05978 0.2191 0.1651 0.1515 \n", - "PG5_1Order 0.0218 0.0196 0.0140 0.01254 -0.0240 0.0750 -0.0069 \n", - "PG5_2Order 0.0014 0.0002 -0.0386 -0.03617 0.0402 -0.0226 -0.0297 \n", - "PG5_3Order -0.0089 -0.0177 0.0441 0.04228 0.0155 0.0391 -0.0131 \n", - "PG5_4Order 0.0931 0.0949 -0.0262 -0.02214 -0.0172 0.0293 0.0560 \n", - "PG5_5Order -0.0523 -0.0466 -0.0087 -0.01058 0.0860 0.0345 0.0570 \n", - "PG5_6Order 0.0237 0.0217 -0.0480 -0.04902 0.0762 0.0327 0.1077 \n", - "PG5_7Order -0.0200 -0.0236 0.0220 -0.00444 -0.1174 -0.0815 -0.0285 \n", - "PG5_8Order -0.0804 -0.0852 -0.0147 -0.00433 -0.0421 -0.0205 -0.0387 \n", - "PG5_9Order 0.0171 0.0167 -0.0712 -0.10235 0.0476 0.0260 -0.0410 \n", - "PG5_10Order -0.0214 -0.0112 0.0200 0.02736 0.0086 -0.0017 -0.0418 \n", - "PG5_11Order -0.0241 -0.0196 0.0190 0.02551 0.0927 -0.0047 -0.1043 \n", - "PG5_12Order -0.0369 -0.0359 0.0151 0.00743 -0.0161 0.0512 0.0210 \n", - "PG5_13Order 0.0598 0.0661 0.0384 0.04072 -0.0280 -0.0651 -0.0047 \n", - "PG5Submit 0.0851 0.0909 0.0060 -0.00888 0.1767 0.2467 0.2185 \n", - "PG6Submit 0.0054 0.0051 0.0277 0.04005 0.1518 0.2414 0.2696 \n", - "PG7Submit 0.0776 0.0759 0.0097 0.01212 0.1365 0.1133 0.1245 \n", - "PG8Submit 0.0441 0.0435 0.0354 0.02635 0.1258 0.1069 0.1567 \n", - "PG9Submit 0.0410 0.0407 0.0099 0.00056 0.1758 0.1090 0.2013 \n", - "PG10Submit 0.0474 0.0517 -0.0293 -0.04481 0.2248 0.1701 0.0989 \n", - "PG11Submit 0.0790 0.0792 -0.0454 -0.07102 0.1093 0.0738 0.1147 \n", - "PG12Submit 0.0746 0.0772 0.0546 0.04364 0.1096 0.1137 0.1073 \n", - " PG3Submit PG4Dtr0_6 PG4Psv7_8 ... PG5_12Order PG5_13Order PG5Submit\n", - "Start 0.0384 0.01210 0.00371 ... -0.0369 0.0598 0.08512 \n", - "End 0.0511 -0.05185 -0.04576 ... -0.0359 0.0661 0.09088 \n", - "PG0Dis 0.0567 0.16368 0.02668 ... 0.0151 0.0384 0.00601 \n", - "PG0Shown 0.0497 0.08226 0.00036 ... 0.0074 0.0407 -0.00888 \n", - "PG0Submit 0.1273 -0.00802 -0.03763 ... -0.0161 -0.0280 0.17671 \n", - "PG1Submit 0.2688 -0.06852 0.05661 ... 0.0512 -0.0651 0.24670 \n", - "PG2Submit 0.2045 0.00146 0.00897 ... 0.0210 -0.0047 0.21851 \n", - "PG3Submit 1.0000 0.00865 0.04424 ... 0.0464 -0.0222 0.26048 \n", - "PG4Dtr0_6 0.0087 1.00000 NA ... 0.1774 -0.1289 -0.05214 \n", - "PG4Psv7_8 0.0442 NA 1.00000 ... -0.0008 -0.0218 0.08974 \n", - "PG4Prm9_10 -0.0062 NA NA ... 0.0233 0.0916 0.00077 \n", - "PG4AllResp -0.0193 1.00000 1.00000 ... -0.0306 -0.0166 0.01248 \n", - "PG4Submit 0.1956 -0.14272 -0.08350 ... -0.0119 -0.0376 0.27328 \n", - "PG5_1Order 0.0578 -0.09488 -0.01399 ... -0.0785 -0.0950 0.08054 \n", - "PG5_2Order 0.0048 -0.00954 0.08081 ... 0.0527 -0.0652 0.03898 \n", - "PG5_3Order 0.0172 0.13631 0.04396 ... -0.0698 -0.0250 0.23450 \n", - "PG5_4Order -0.0462 0.01735 -0.12489 ... -0.0447 -0.0329 0.14487 \n", - "PG5_5Order -0.0165 0.04533 -0.06369 ... -0.0499 -0.0981 0.28698 \n", - "PG5_6Order 0.0370 -0.13255 0.01662 ... -0.0430 -0.0031 0.22759 \n", - "PG5_7Order 0.0242 -0.16196 -0.06938 ... 0.0410 0.0944 0.06439 \n", - "PG5_8Order -0.0129 -0.16181 0.01019 ... -0.0896 -0.1168 0.13787 \n", - "PG5_9Order -0.0641 -0.07948 -0.09747 ... -0.0431 -0.0837 0.18534 \n", - "PG5_10Order 0.0581 -0.05310 0.15949 ... -0.0905 -0.1214 0.22151 \n", - "PG5_11Order 0.0279 0.02791 -0.03487 ... 0.1233 0.1434 0.02942 \n", - "PG5_12Order 0.0464 0.17741 -0.00080 ... 1.0000 0.1231 0.10997 \n", - "PG5_13Order -0.0222 -0.12890 -0.02179 ... 0.1231 1.0000 0.00976 \n", - "PG5Submit 0.2605 -0.05214 0.08974 ... 0.1100 0.0098 1.00000 \n", - "PG6Submit 0.2706 -0.16179 -0.01463 ... 0.0777 -0.0209 0.32240 \n", - "PG7Submit 0.1316 0.15596 -0.03631 ... 0.0529 0.0355 0.23120 \n", - "PG8Submit 0.1822 0.06953 0.05260 ... 0.0149 0.0556 0.20351 \n", - "PG9Submit 0.2745 -0.07292 0.05977 ... 0.0029 0.0723 0.30291 \n", - "PG10Submit 0.1614 0.04433 0.06942 ... 0.0159 -0.0227 0.26881 \n", - "PG11Submit 0.1383 0.00084 -0.04870 ... 0.0240 0.0130 0.23552 \n", - "PG12Submit 0.1642 -0.02721 -0.02169 ... 0.0167 -0.0614 0.25876 \n", - " PG6Submit PG7Submit PG8Submit PG9Submit PG10Submit PG11Submit\n", - "Start 0.0054 0.0776 0.0441 0.04101 0.047 7.9e-02 \n", - "End 0.0051 0.0759 0.0435 0.04071 0.052 7.9e-02 \n", - "PG0Dis 0.0277 0.0097 0.0354 0.00995 -0.029 -4.5e-02 \n", - "PG0Shown 0.0401 0.0121 0.0264 0.00056 -0.045 -7.1e-02 \n", - "PG0Submit 0.1518 0.1365 0.1258 0.17579 0.225 1.1e-01 \n", - "PG1Submit 0.2414 0.1133 0.1069 0.10895 0.170 7.4e-02 \n", - "PG2Submit 0.2696 0.1245 0.1567 0.20127 0.099 1.1e-01 \n", - "PG3Submit 0.2706 0.1316 0.1822 0.27450 0.161 1.4e-01 \n", - "PG4Dtr0_6 -0.1618 0.1560 0.0695 -0.07292 0.044 8.4e-04 \n", - "PG4Psv7_8 -0.0146 -0.0363 0.0526 0.05977 0.069 -4.9e-02 \n", - "PG4Prm9_10 -0.0418 -0.0633 -0.0550 -0.02989 -0.061 -8.6e-05 \n", - "PG4AllResp -0.0040 -0.0753 -0.1294 -0.03812 -0.106 -8.2e-02 \n", - "PG4Submit 0.3326 0.2775 0.1821 0.33236 0.391 2.8e-01 \n", - "PG5_1Order 0.0334 0.0173 -0.0388 0.01033 -0.096 -2.5e-02 \n", - "PG5_2Order -0.0571 -0.0551 -0.0567 -0.01925 0.015 7.3e-03 \n", - "PG5_3Order 0.0419 0.0058 -0.0086 0.02604 0.063 3.4e-02 \n", - "PG5_4Order 0.0414 0.0460 0.0182 -0.03734 -0.075 -8.6e-02 \n", - "PG5_5Order 0.0498 0.0372 0.0427 -0.02976 0.076 2.4e-02 \n", - "PG5_6Order 0.0165 0.0222 0.0639 -0.02974 0.015 2.8e-02 \n", - "PG5_7Order -0.0222 -0.1082 -0.0804 -0.01762 -0.017 -4.4e-02 \n", - "PG5_8Order -0.1227 -0.0126 -0.0526 -0.05699 -0.065 -3.7e-02 \n", - "PG5_9Order -0.0188 -0.0314 -0.0898 -0.01354 -0.034 6.2e-03 \n", - "PG5_10Order 0.0427 0.0311 0.0345 0.02011 0.102 1.8e-02 \n", - "PG5_11Order -0.0055 0.0210 0.0232 0.05579 -0.038 -2.5e-03 \n", - "PG5_12Order 0.0777 0.0529 0.0149 0.00295 0.016 2.4e-02 \n", - "PG5_13Order -0.0209 0.0355 0.0556 0.07229 -0.023 1.3e-02 \n", - "PG5Submit 0.3224 0.2312 0.2035 0.30291 0.269 2.4e-01 \n", - "PG6Submit 1.0000 0.3086 0.2065 0.44528 0.343 2.8e-01 \n", - "PG7Submit 0.3086 1.0000 0.1606 0.27819 0.312 2.8e-01 \n", - "PG8Submit 0.2065 0.1606 1.0000 0.25569 0.200 2.1e-01 \n", - "PG9Submit 0.4453 0.2782 0.2557 1.00000 0.290 2.8e-01 \n", - "PG10Submit 0.3428 0.3121 0.2000 0.29018 1.000 3.5e-01 \n", - "PG11Submit 0.2777 0.2768 0.2065 0.27906 0.346 1.0e+00 \n", - "PG12Submit 0.2904 0.2523 0.1932 0.27550 0.313 2.5e-01 \n", - " PG12Submit\n", - "Start 0.0746 \n", - "End 0.0772 \n", - "PG0Dis 0.0546 \n", - "PG0Shown 0.0436 \n", - "PG0Submit 0.1096 \n", - "PG1Submit 0.1137 \n", - "PG2Submit 0.1073 \n", - "PG3Submit 0.1642 \n", - "PG4Dtr0_6 -0.0272 \n", - "PG4Psv7_8 -0.0217 \n", - "PG4Prm9_10 0.0169 \n", - "PG4AllResp -0.0668 \n", - "PG4Submit 0.2360 \n", - "PG5_1Order 0.0238 \n", - "PG5_2Order 0.0469 \n", - "PG5_3Order 0.0538 \n", - "PG5_4Order -0.0211 \n", - "PG5_5Order 0.0085 \n", - "PG5_6Order 0.0539 \n", - "PG5_7Order -0.0617 \n", - "PG5_8Order -0.0182 \n", - "PG5_9Order -0.0280 \n", - "PG5_10Order -0.0092 \n", - "PG5_11Order 0.0275 \n", - "PG5_12Order 0.0167 \n", - "PG5_13Order -0.0614 \n", - "PG5Submit 0.2588 \n", - "PG6Submit 0.2904 \n", - "PG7Submit 0.2523 \n", - "PG8Submit 0.1932 \n", - "PG9Submit 0.2755 \n", - "PG10Submit 0.3131 \n", - "PG11Submit 0.2513 \n", - "PG12Submit 1.0000 " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "#get numeric fields only for correlation\n", "sel = c()\n", @@ -616,7 +110,7 @@ "mimetype": "text/x-r-source", "name": "R", "pygments_lexer": "r", - "version": "3.4.1" + "version": "3.4.4" } }, "nbformat": 4, diff --git a/zrandall.ipynb b/zrandall.ipynb new file mode 100644 index 0000000..5640e7c --- /dev/null +++ b/zrandall.ipynb @@ -0,0 +1,679 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A Survey on Technology Choice\n", + "======\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# For nicer printing\n", + "options(digits=2);" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "# Read in the data\n", + "data <- read.csv(\"TechSurvey - Survey.csv\",header=T);\n", + "\n", + "#convert date to unix second\n", + "for (i in c(\"Start\", \"End\")) \n", + " data[,i] = as.numeric(as.POSIXct(strptime(data[,i], \"%Y-%m-%d %H:%M:%S\")))\n", + "for (i in 0:12){\n", + " vnam = paste(c(\"PG\",i,\"Submit\"), collapse=\"\")\n", + " data[,vnam] = as.numeric(as.POSIXct(strptime(data[,vnam], \"%Y-%m-%d %H:%M:%S\")))\n", + "}\n", + "#calculate differences in time \n", + "for (i in 12:0){\n", + " pv = paste(c(\"PG\",i-1,\"Submit\"), collapse=\"\");\n", + " if (i==0) \n", + " pv=\"Start\";\n", + " vnam = paste(c(\"PG\",i,\"Submit\"), collapse=\"\");\n", + " data[,vnam] = data[,vnam] -data[,pv];\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + " Device Completed Start End PG0Dis \n", + " : 2 0 : 2 Min. :1.54e+09 Min. :1.54e+09 Min. : 0 \n", + " Bot : 1 FALSE:546 1st Qu.:1.54e+09 1st Qu.:1.54e+09 1st Qu.: 0 \n", + " PC :955 TRUE :805 Median :1.54e+09 Median :1.54e+09 Median : 1 \n", + " Phone :376 Mean :1.54e+09 Mean :1.54e+09 Mean : 44 \n", + " Tablet : 16 3rd Qu.:1.54e+09 3rd Qu.:1.54e+09 3rd Qu.: 24 \n", + " Unknown: 3 Max. :1.54e+09 Max. :1.54e+09 Max. :168 \n", + " NA's :2 NA's :548 NA's :73 \n", + " PG0Shown PG0Submit \n", + " Min. : 0 Min. : 2 \n", + " 1st Qu.: 0 1st Qu.: 6 \n", + " Median : 102 Median : 9 \n", + " Mean : 249 Mean : 299 \n", + " 3rd Qu.: 428 3rd Qu.: 15 \n", + " Max. :1190 Max. :76226 \n", + " NA's :73 NA's :199 \n", + " PG1PsnUse \n", + " For personal work and/or research use :727 \n", + " :613 \n", + " Chapter book : 1 \n", + " For training attendees of my sessions : 1 \n", + " It's a coures on tidyverse that I developed: 1 \n", + " Learning how to create a package : 1 \n", + " (Other) : 9 \n", + " PG1WdAuth \n", + " :1145 \n", + " Because Microsoft was paying me to do it : 1 \n", + " For a wider audience, such as developers of other packages or other software: 205 \n", + " Hackathon : 1 \n", + " Tool for other researchers to analyse their data : 1 \n", + " \n", + " \n", + " PG1Trn \n", + " :1168 \n", + " For a training / class that I took: 184 \n", + " teaching economics : 1 \n", + " \n", + " \n", + " \n", + " \n", + " PG1Other \n", + " :1272 \n", + " Other : 23 \n", + " Teaching : 3 \n", + " teaching : 3 \n", + " For training that I gave : 2 \n", + " How does software technology spreads in the open source community?: 2 \n", + " (Other) : 48 \n", + " PG1Submit PG2Resp PG2Submit \n", + " Min. : 1 :431 Min. : 1 \n", + " 1st Qu.: 11 No :374 1st Qu.: 9 \n", + " Median : 16 Not sure:303 Median : 13 \n", + " Mean : 39 Yes :245 Mean : 29 \n", + " 3rd Qu.: 30 3rd Qu.: 29 \n", + " Max. :6892 Max. :1470 \n", + " NA's :282 NA's :377 \n", + " PG2Resp.1 \n", + " :480 \n", + " The core \"data.frame\" object lacked functionality that I needed :354 \n", + " I saw a recommendation for the package :149 \n", + " Chose the package to be compatible with other packages in my project :137 \n", + " I didn't choose to use the package, it was included implicitly / unintentionally: 39 \n", + " Other : 6 \n", + " (Other) :188 \n", + " PG3Submit PG4Dtr0_6 PG4Psv7_8 PG4Prm9_10 PG4AllResp \n", + " Min. : 1 Min. :0 Min. :7 Min. : 9 Min. : 0 \n", + " 1st Qu.: 16 1st Qu.:3 1st Qu.:7 1st Qu.:10 1st Qu.: 8 \n", + " Median : 23 Median :5 Median :8 Median :10 Median : 9 \n", + " Mean : 44 Mean :4 Mean :8 Mean :10 Mean : 8 \n", + " 3rd Qu.: 40 3rd Qu.:6 3rd Qu.:8 3rd Qu.:10 3rd Qu.:10 \n", + " Max. :4648 Max. :6 Max. :8 Max. :10 Max. :10 \n", + " NA's :451 NA's :1232 NA's :1115 NA's :869 NA's :510 \n", + " PG4Submit PG5_1RRPQ PG5_1Order PG5_1Time \n", + " Min. : 1 :877 Min. : 1 :877 \n", + " 1st Qu.: 6 Essential : 60 1st Qu.: 4 2018-10-11 13:32:57: 3 \n", + " Median : 7 High Priority :102 Median : 7 2018-10-11 13:29:20: 2 \n", + " Mean : 9 Low Priority : 85 Mean : 7 2018-10-11 13:34:56: 2 \n", + " 3rd Qu.: 9 Medium Priority:134 3rd Qu.:11 2018-10-11 13:14:25: 1 \n", + " Max. :332 Not a Priority : 95 Max. :20 2018-10-11 13:14:45: 1 \n", + " NA's :473 NA's :877 (Other) :467 \n", + " PG5_2BNUI PG5_2Order PG5_2Time \n", + " :923 Min. : 1 :923 \n", + " Essential : 3 1st Qu.: 5 2018-10-11 13:21:46: 2 \n", + " High Priority : 26 Median : 8 2018-10-11 13:38:07: 2 \n", + " Low Priority :121 Mean : 8 2018-10-11 13:14:27: 1 \n", + " Medium Priority: 92 3rd Qu.:11 2018-10-11 13:14:40: 1 \n", + " Not a Priority :188 Max. :21 2018-10-11 13:15:18: 1 \n", + " NA's :923 (Other) :423 \n", + " PG5_3HDS PG5_3Order PG5_3Time \n", + " :768 Min. : 1 :768 \n", + " Essential :103 1st Qu.: 2 2018-10-11 13:54:00: 2 \n", + " High Priority :200 Median : 4 2018-10-11 14:21:45: 2 \n", + " Low Priority : 69 Mean : 6 2018-10-11 14:25:51: 2 \n", + " Medium Priority:162 3rd Qu.: 9 2018-10-11 17:21:39: 2 \n", + " Not a Priority : 51 Max. :19 2018-10-11 13:14:18: 1 \n", + " NA's :768 (Other) :576 \n", + " PG5_4VGP PG5_4Order PG5_4Time \n", + " :852 Min. : 1 :852 \n", + " Essential : 22 1st Qu.: 4 2018-10-11 13:16:50: 2 \n", + " High Priority :111 Median : 6 2018-10-11 13:29:51: 2 \n", + " Low Priority : 88 Mean : 7 2018-10-11 13:37:39: 2 \n", + " Medium Priority:164 3rd Qu.:10 2018-10-11 13:38:11: 2 \n", + " Not a Priority :116 Max. :18 2018-10-11 15:42:22: 2 \n", + " NA's :852 (Other) :491 \n", + " PG5_5PHR PG5_5Order PG5_5Time \n", + " :753 Min. : 1 :753 \n", + " Essential : 79 1st Qu.: 2 2018-10-11 13:18:47: 2 \n", + " High Priority :252 Median : 4 2018-10-11 13:18:48: 2 \n", + " Low Priority : 63 Mean : 6 2018-10-11 13:32:40: 2 \n", + " Medium Priority:162 3rd Qu.: 8 2018-10-11 13:38:12: 2 \n", + " Not a Priority : 44 Max. :18 2018-10-11 13:45:48: 2 \n", + " NA's :753 (Other) :590 \n", + " PG5_6SSYOP PG5_6Order PG5_6Time \n", + " :852 Min. : 1 :852 \n", + " Essential : 63 1st Qu.: 3 2018-10-11 13:20:00: 2 \n", + " High Priority :137 Median : 6 2018-10-11 13:40:53: 2 \n", + " Low Priority : 84 Mean : 7 2018-10-11 13:44:00: 2 \n", + " Medium Priority:110 3rd Qu.:10 2018-10-11 13:45:41: 2 \n", + " Not a Priority :107 Max. :17 2018-10-11 16:22:38: 2 \n", + " NA's :852 (Other) :491 \n", + " PG5_7NDYP PG5_7Order PG5_7Time \n", + " :934 Min. : 1 :934 \n", + " Essential : 8 1st Qu.: 4 2018-10-11 13:18:50: 2 \n", + " High Priority : 31 Median : 7 2018-10-11 14:23:19: 2 \n", + " Low Priority : 93 Mean : 7 2018-10-11 13:14:22: 1 \n", + " Medium Priority: 52 3rd Qu.:11 2018-10-11 13:14:50: 1 \n", + " Not a Priority :235 Max. :17 2018-10-11 13:15:08: 1 \n", + " NA's :934 (Other) :412 \n", + " PG5_8CP PG5_8Order PG5_8Time \n", + " :715 Min. : 1 :715 \n", + " Essential :232 1st Qu.: 1 2018-10-11 13:29:46: 2 \n", + " High Priority :197 Median : 4 2018-10-11 13:37:00: 2 \n", + " Low Priority : 52 Mean : 5 2018-10-11 13:38:36: 2 \n", + " Medium Priority:121 3rd Qu.: 8 2018-10-11 13:39:22: 2 \n", + " Not a Priority : 36 Max. :20 2018-10-11 14:02:46: 2 \n", + " NA's :715 (Other) :628 \n", + " PG5_9FRP PG5_9Order PG5_9Time \n", + " :738 Min. : 1 :738 \n", + " Essential :165 1st Qu.: 2 2018-10-11 13:35:13: 2 \n", + " High Priority :243 Median : 4 2018-10-11 13:37:34: 2 \n", + " Low Priority : 42 Mean : 5 2018-10-11 14:02:44: 2 \n", + " Medium Priority:125 3rd Qu.: 9 2018-10-11 13:14:17: 1 \n", + " Not a Priority : 40 Max. :19 2018-10-11 13:14:52: 1 \n", + " NA's :738 (Other) :607 \n", + " PG5_10RPA PG5_10Order PG5_10Time \n", + " :779 Min. : 1 :779 \n", + " Essential : 55 1st Qu.: 2 2018-10-11 13:17:47: 2 \n", + " High Priority :204 Median : 5 2018-10-11 13:27:48: 2 \n", + " Low Priority : 79 Mean : 6 2018-10-11 13:45:33: 2 \n", + " Medium Priority:151 3rd Qu.: 9 2018-10-11 15:30:40: 2 \n", + " Not a Priority : 85 Max. :22 2018-10-11 15:48:40: 2 \n", + " NA's :779 (Other) :564 \n", + " PG5_11NSG PG5_11Order PG5_11Time \n", + " :890 Min. : 1 :890 \n", + " Essential : 6 1st Qu.: 4 2018-10-11 13:19:44: 2 \n", + " High Priority : 29 Median : 6 2018-10-11 13:21:53: 2 \n", + " Low Priority : 89 Mean : 7 2018-10-11 13:31:08: 2 \n", + " Medium Priority: 68 3rd Qu.:10 2018-10-11 13:40:48: 2 \n", + " Not a Priority :271 Max. :18 2018-10-11 14:55:47: 2 \n", + " NA's :890 (Other) :453 \n", + " PG5_12NWG PG5_12Order PG5_12Time \n", + " :916 Min. : 1 :916 \n", + " High Priority : 10 1st Qu.: 5 2018-10-11 13:30:08: 2 \n", + " Low Priority : 77 Median : 7 2018-10-11 13:31:20: 2 \n", + " Medium Priority: 25 Mean : 7 2018-10-11 14:55:40: 2 \n", + " Not a Priority :325 3rd Qu.:11 2018-10-11 13:14:46: 1 \n", + " Max. :18 2018-10-11 13:14:50: 1 \n", + " NA's :916 (Other) :429 \n", + " PG5_13NFG PG5_13Order PG5_13Time PG5Submit \n", + " :920 Min. : 1 :920 Min. : 3 \n", + " High Priority : 10 1st Qu.: 4 2018-10-11 13:17:39: 2 1st Qu.: 45 \n", + " Low Priority : 76 Median : 7 2018-10-11 13:35:20: 2 Median : 62 \n", + " Medium Priority: 37 Mean : 7 2018-10-11 13:35:56: 2 Mean : 87 \n", + " Not a Priority :310 3rd Qu.:10 2018-10-11 15:42:36: 2 3rd Qu.: 84 \n", + " Max. :17 2018-10-11 13:14:41: 1 Max. :4130 \n", + " NA's :920 (Other) :424 NA's :544 \n", + " PG6Resp PG6Submit PG7R PG7C.C.. PG7Java \n", + " :549 Min. : 1 R :684 :1268 :1306 \n", + " 13 - 19 years : 50 1st Qu.: 7 :614 C/C++: 84 Java : 46 \n", + " 2 - 5 years :332 Median : 9 Perl : 6 Cobol: 1 scala: 1 \n", + " 20 years or more : 45 Mean : 24 PHP : 5 \n", + " 6 - 8 years :112 3rd Qu.: 12 SQL : 5 \n", + " 9 - 12 years : 70 Max. :5759 Ruby : 4 \n", + " Less than 2 years:195 NA's :543 (Other): 35 \n", + " PG7Python PG7Javascript PG7Go PG7C. PG7Other \n", + " :1129 :1304 :1351 :1330 :1283 \n", + " Python: 223 Javascript: 48 Go: 2 C#: 23 Other : 62 \n", + " perl : 1 sql : 1 PHP : 2 \n", + " Matlab : 1 \n", + " Ruby : 1 \n", + " SAS : 1 \n", + " (Other): 3 \n", + " PG7Submit PG8Resp PG8Submit PG9Resp \n", + " Min. : 1 :570 Min. : 1 :562 \n", + " 1st Qu.: 6 Data Scientist :379 1st Qu.: 5 2 - 3 :229 \n", + " Median : 8 Software Engineer: 55 Median : 8 4 - 6 :166 \n", + " Mean : 11 Student : 24 Mean : 12 7 - 10 :122 \n", + " 3rd Qu.: 11 Researcher : 15 3rd Qu.: 14 1 : 94 \n", + " Max. :777 PhD student : 10 Max. :207 More than 25: 92 \n", + " NA's :542 (Other) :300 NA's :546 (Other) : 88 \n", + " PG9Submit PG10Resp \n", + " Min. : 0 :565 \n", + " 1st Qu.: 7 Native :424 \n", + " Median : 10 Not native - full working proficiency :263 \n", + " Mean : 40 Not native - limited working proficiency : 17 \n", + " 3rd Qu.: 14 Not native - passable : 5 \n", + " Max. :20126 Not native - sufficient working proficiency: 77 \n", + " NA's :547 Not native - very limited : 2 \n", + " PG10Submit PG11Resp PG11Submit PG12Resp \n", + " Min. : 1 :576 Min. : 1 :590 \n", + " 1st Qu.: 5 Female : 96 1st Qu.: 4 18 - 24 : 34 \n", + " Median : 7 Male :652 Median : 4 25 - 34 :338 \n", + " Mean : 17 Prefer not to answer: 29 Mean : 6 35 - 44 :258 \n", + " 3rd Qu.: 11 3rd Qu.: 5 45 - 54 : 89 \n", + " Max. :5966 Max. :605 55 - 64 : 36 \n", + " NA's :546 NA's :548 65 and over: 8 \n", + " PG12Submit \n", + " Min. : 1 \n", + " 1st Qu.: 4 \n", + " Median : 5 \n", + " Mean : 8 \n", + " 3rd Qu.: 6 \n", + " Max. :1566 \n", + " NA's :548 " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#now explore variables\n", + "summary(data);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Interpret basic summaries" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "
StartEndPG0DisPG0ShownPG0SubmitPG1SubmitPG2SubmitPG3SubmitPG4Dtr0_6PG4Psv7_8...PG5_12OrderPG5_13OrderPG5SubmitPG6SubmitPG7SubmitPG8SubmitPG9SubmitPG10SubmitPG11SubmitPG12Submit
Start 1.0000 0.9952 -0.0417 -0.11507 0.1350 0.1156 0.0791 0.0384 0.01210 0.00371... -0.0369 0.0598 0.08512 0.0054 0.0776 0.0441 0.04101 0.047 7.9e-02 0.0746
End 0.9952 1.0000 -0.0415 -0.09879 0.1142 0.1550 0.0791 0.0511 -0.05185-0.04576... -0.0359 0.0661 0.09088 0.0051 0.0759 0.0435 0.04071 0.052 7.9e-02 0.0772
PG0Dis-0.0417 -0.0415 1.0000 0.87220 0.0153 0.0065 0.0041 0.0567 0.16368 0.02668... 0.0151 0.0384 0.00601 0.0277 0.0097 0.0354 0.00995-0.029 -4.5e-02 0.0546
PG0Shown-0.1151 -0.0988 0.8722 1.00000 0.0360 0.0205 0.0023 0.0497 0.08226 0.00036... 0.0074 0.0407 -0.00888 0.0401 0.0121 0.0264 0.00056-0.045 -7.1e-02 0.0436
PG0Submit 0.1350 0.1142 0.0153 0.03596 1.0000 0.1088 0.1037 0.1273 -0.00802-0.03763... -0.0161 -0.0280 0.17671 0.1518 0.1365 0.1258 0.17579 0.225 1.1e-01 0.1096
PG1Submit 0.1156 0.1550 0.0065 0.02047 0.1088 1.0000 0.1452 0.2688 -0.06852 0.05661... 0.0512 -0.0651 0.24670 0.2414 0.1133 0.1069 0.10895 0.170 7.4e-02 0.1137
PG2Submit 0.0791 0.0791 0.0041 0.00235 0.1037 0.1452 1.0000 0.2045 0.00146 0.00897... 0.0210 -0.0047 0.21851 0.2696 0.1245 0.1567 0.20127 0.099 1.1e-01 0.1073
PG3Submit 0.0384 0.0511 0.0567 0.04968 0.1273 0.2688 0.2045 1.0000 0.00865 0.04424... 0.0464 -0.0222 0.26048 0.2706 0.1316 0.1822 0.27450 0.161 1.4e-01 0.1642
PG4Dtr0_6 0.0121 -0.0518 0.1637 0.08226-0.0080 -0.0685 0.0015 0.0087 1.00000 NA... 0.1774 -0.1289 -0.05214-0.1618 0.1560 0.0695 -0.07292 0.044 8.4e-04-0.0272
PG4Psv7_8 0.0037 -0.0458 0.0267 0.00036-0.0376 0.0566 0.0090 0.0442 NA 1.00000... -0.0008 -0.0218 0.08974-0.0146 -0.0363 0.0526 0.05977 0.069 -4.9e-02-0.0217
PG4Prm9_10-0.0267 -0.0267 -0.0092 0.03279-0.0939 0.0120 -0.0587 -0.0062 NA NA... 0.0233 0.0916 0.00077-0.0418 -0.0633 -0.0550 -0.02989-0.061 -8.6e-05 0.0169
PG4AllResp 0.0063 -0.0158 0.0018 -0.02094-0.0236 0.0297 0.0293 -0.0193 1.00000 1.00000... -0.0306 -0.0166 0.01248-0.0040 -0.0753 -0.1294 -0.03812-0.106 -8.2e-02-0.0668
PG4Submit 0.0187 0.0172 -0.0539 -0.05978 0.2191 0.1651 0.1515 0.1956 -0.14272-0.08350... -0.0119 -0.0376 0.27328 0.3326 0.2775 0.1821 0.33236 0.391 2.8e-01 0.2360
PG5_1Order 0.0218 0.0196 0.0140 0.01254-0.0240 0.0750 -0.0069 0.0578 -0.09488-0.01399... -0.0785 -0.0950 0.08054 0.0334 0.0173 -0.0388 0.01033-0.096 -2.5e-02 0.0238
PG5_2Order 0.0014 0.0002 -0.0386 -0.03617 0.0402 -0.0226 -0.0297 0.0048 -0.00954 0.08081... 0.0527 -0.0652 0.03898-0.0571 -0.0551 -0.0567 -0.01925 0.015 7.3e-03 0.0469
PG5_3Order-0.0089 -0.0177 0.0441 0.04228 0.0155 0.0391 -0.0131 0.0172 0.13631 0.04396... -0.0698 -0.0250 0.23450 0.0419 0.0058 -0.0086 0.02604 0.063 3.4e-02 0.0538
PG5_4Order 0.0931 0.0949 -0.0262 -0.02214-0.0172 0.0293 0.0560 -0.0462 0.01735-0.12489... -0.0447 -0.0329 0.14487 0.0414 0.0460 0.0182 -0.03734-0.075 -8.6e-02-0.0211
PG5_5Order-0.0523 -0.0466 -0.0087 -0.01058 0.0860 0.0345 0.0570 -0.0165 0.04533-0.06369... -0.0499 -0.0981 0.28698 0.0498 0.0372 0.0427 -0.02976 0.076 2.4e-02 0.0085
PG5_6Order 0.0237 0.0217 -0.0480 -0.04902 0.0762 0.0327 0.1077 0.0370 -0.13255 0.01662... -0.0430 -0.0031 0.22759 0.0165 0.0222 0.0639 -0.02974 0.015 2.8e-02 0.0539
PG5_7Order-0.0200 -0.0236 0.0220 -0.00444-0.1174 -0.0815 -0.0285 0.0242 -0.16196-0.06938... 0.0410 0.0944 0.06439-0.0222 -0.1082 -0.0804 -0.01762-0.017 -4.4e-02-0.0617
PG5_8Order-0.0804 -0.0852 -0.0147 -0.00433-0.0421 -0.0205 -0.0387 -0.0129 -0.16181 0.01019... -0.0896 -0.1168 0.13787-0.1227 -0.0126 -0.0526 -0.05699-0.065 -3.7e-02-0.0182
PG5_9Order 0.0171 0.0167 -0.0712 -0.10235 0.0476 0.0260 -0.0410 -0.0641 -0.07948-0.09747... -0.0431 -0.0837 0.18534-0.0188 -0.0314 -0.0898 -0.01354-0.034 6.2e-03-0.0280
PG5_10Order-0.0214 -0.0112 0.0200 0.02736 0.0086 -0.0017 -0.0418 0.0581 -0.05310 0.15949... -0.0905 -0.1214 0.22151 0.0427 0.0311 0.0345 0.02011 0.102 1.8e-02-0.0092
PG5_11Order-0.0241 -0.0196 0.0190 0.02551 0.0927 -0.0047 -0.1043 0.0279 0.02791-0.03487... 0.1233 0.1434 0.02942-0.0055 0.0210 0.0232 0.05579-0.038 -2.5e-03 0.0275
PG5_12Order-0.0369 -0.0359 0.0151 0.00743-0.0161 0.0512 0.0210 0.0464 0.17741-0.00080... 1.0000 0.1231 0.10997 0.0777 0.0529 0.0149 0.00295 0.016 2.4e-02 0.0167
PG5_13Order 0.0598 0.0661 0.0384 0.04072-0.0280 -0.0651 -0.0047 -0.0222 -0.12890-0.02179... 0.1231 1.0000 0.00976-0.0209 0.0355 0.0556 0.07229-0.023 1.3e-02-0.0614
PG5Submit 0.0851 0.0909 0.0060 -0.00888 0.1767 0.2467 0.2185 0.2605 -0.05214 0.08974... 0.1100 0.0098 1.00000 0.3224 0.2312 0.2035 0.30291 0.269 2.4e-01 0.2588
PG6Submit 0.0054 0.0051 0.0277 0.04005 0.1518 0.2414 0.2696 0.2706 -0.16179-0.01463... 0.0777 -0.0209 0.32240 1.0000 0.3086 0.2065 0.44528 0.343 2.8e-01 0.2904
PG7Submit 0.0776 0.0759 0.0097 0.01212 0.1365 0.1133 0.1245 0.1316 0.15596-0.03631... 0.0529 0.0355 0.23120 0.3086 1.0000 0.1606 0.27819 0.312 2.8e-01 0.2523
PG8Submit 0.0441 0.0435 0.0354 0.02635 0.1258 0.1069 0.1567 0.1822 0.06953 0.05260... 0.0149 0.0556 0.20351 0.2065 0.1606 1.0000 0.25569 0.200 2.1e-01 0.1932
PG9Submit 0.0410 0.0407 0.0099 0.00056 0.1758 0.1090 0.2013 0.2745 -0.07292 0.05977... 0.0029 0.0723 0.30291 0.4453 0.2782 0.2557 1.00000 0.290 2.8e-01 0.2755
PG10Submit 0.0474 0.0517 -0.0293 -0.04481 0.2248 0.1701 0.0989 0.1614 0.04433 0.06942... 0.0159 -0.0227 0.26881 0.3428 0.3121 0.2000 0.29018 1.000 3.5e-01 0.3131
PG11Submit 0.0790 0.0792 -0.0454 -0.07102 0.1093 0.0738 0.1147 0.1383 0.00084-0.04870... 0.0240 0.0130 0.23552 0.2777 0.2768 0.2065 0.27906 0.346 1.0e+00 0.2513
PG12Submit 0.0746 0.0772 0.0546 0.04364 0.1096 0.1137 0.1073 0.1642 -0.02721-0.02169... 0.0167 -0.0614 0.25876 0.2904 0.2523 0.1932 0.27550 0.313 2.5e-01 1.0000
\n" + ], + "text/latex": [ + "\\begin{tabular}{r|llllllllllllllllllllllllllllllllll}\n", + " & Start & End & PG0Dis & PG0Shown & PG0Submit & PG1Submit & PG2Submit & PG3Submit & PG4Dtr0\\_6 & PG4Psv7\\_8 & ... & PG5\\_12Order & PG5\\_13Order & PG5Submit & PG6Submit & PG7Submit & PG8Submit & PG9Submit & PG10Submit & PG11Submit & PG12Submit\\\\\n", + "\\hline\n", + "\tStart & 1.0000 & 0.9952 & -0.0417 & -0.11507 & 0.1350 & 0.1156 & 0.0791 & 0.0384 & 0.01210 & 0.00371 & ... & -0.0369 & 0.0598 & 0.08512 & 0.0054 & 0.0776 & 0.0441 & 0.04101 & 0.047 & 7.9e-02 & 0.0746 \\\\\n", + "\tEnd & 0.9952 & 1.0000 & -0.0415 & -0.09879 & 0.1142 & 0.1550 & 0.0791 & 0.0511 & -0.05185 & -0.04576 & ... & -0.0359 & 0.0661 & 0.09088 & 0.0051 & 0.0759 & 0.0435 & 0.04071 & 0.052 & 7.9e-02 & 0.0772 \\\\\n", + "\tPG0Dis & -0.0417 & -0.0415 & 1.0000 & 0.87220 & 0.0153 & 0.0065 & 0.0041 & 0.0567 & 0.16368 & 0.02668 & ... & 0.0151 & 0.0384 & 0.00601 & 0.0277 & 0.0097 & 0.0354 & 0.00995 & -0.029 & -4.5e-02 & 0.0546 \\\\\n", + "\tPG0Shown & -0.1151 & -0.0988 & 0.8722 & 1.00000 & 0.0360 & 0.0205 & 0.0023 & 0.0497 & 0.08226 & 0.00036 & ... & 0.0074 & 0.0407 & -0.00888 & 0.0401 & 0.0121 & 0.0264 & 0.00056 & -0.045 & -7.1e-02 & 0.0436 \\\\\n", + "\tPG0Submit & 0.1350 & 0.1142 & 0.0153 & 0.03596 & 1.0000 & 0.1088 & 0.1037 & 0.1273 & -0.00802 & -0.03763 & ... & -0.0161 & -0.0280 & 0.17671 & 0.1518 & 0.1365 & 0.1258 & 0.17579 & 0.225 & 1.1e-01 & 0.1096 \\\\\n", + "\tPG1Submit & 0.1156 & 0.1550 & 0.0065 & 0.02047 & 0.1088 & 1.0000 & 0.1452 & 0.2688 & -0.06852 & 0.05661 & ... & 0.0512 & -0.0651 & 0.24670 & 0.2414 & 0.1133 & 0.1069 & 0.10895 & 0.170 & 7.4e-02 & 0.1137 \\\\\n", + "\tPG2Submit & 0.0791 & 0.0791 & 0.0041 & 0.00235 & 0.1037 & 0.1452 & 1.0000 & 0.2045 & 0.00146 & 0.00897 & ... & 0.0210 & -0.0047 & 0.21851 & 0.2696 & 0.1245 & 0.1567 & 0.20127 & 0.099 & 1.1e-01 & 0.1073 \\\\\n", + "\tPG3Submit & 0.0384 & 0.0511 & 0.0567 & 0.04968 & 0.1273 & 0.2688 & 0.2045 & 1.0000 & 0.00865 & 0.04424 & ... & 0.0464 & -0.0222 & 0.26048 & 0.2706 & 0.1316 & 0.1822 & 0.27450 & 0.161 & 1.4e-01 & 0.1642 \\\\\n", + "\tPG4Dtr0\\_6 & 0.0121 & -0.0518 & 0.1637 & 0.08226 & -0.0080 & -0.0685 & 0.0015 & 0.0087 & 1.00000 & NA & ... & 0.1774 & -0.1289 & -0.05214 & -0.1618 & 0.1560 & 0.0695 & -0.07292 & 0.044 & 8.4e-04 & -0.0272 \\\\\n", + "\tPG4Psv7\\_8 & 0.0037 & -0.0458 & 0.0267 & 0.00036 & -0.0376 & 0.0566 & 0.0090 & 0.0442 & NA & 1.00000 & ... & -0.0008 & -0.0218 & 0.08974 & -0.0146 & -0.0363 & 0.0526 & 0.05977 & 0.069 & -4.9e-02 & -0.0217 \\\\\n", + "\tPG4Prm9\\_10 & -0.0267 & -0.0267 & -0.0092 & 0.03279 & -0.0939 & 0.0120 & -0.0587 & -0.0062 & NA & NA & ... & 0.0233 & 0.0916 & 0.00077 & -0.0418 & -0.0633 & -0.0550 & -0.02989 & -0.061 & -8.6e-05 & 0.0169 \\\\\n", + "\tPG4AllResp & 0.0063 & -0.0158 & 0.0018 & -0.02094 & -0.0236 & 0.0297 & 0.0293 & -0.0193 & 1.00000 & 1.00000 & ... & -0.0306 & -0.0166 & 0.01248 & -0.0040 & -0.0753 & -0.1294 & -0.03812 & -0.106 & -8.2e-02 & -0.0668 \\\\\n", + "\tPG4Submit & 0.0187 & 0.0172 & -0.0539 & -0.05978 & 0.2191 & 0.1651 & 0.1515 & 0.1956 & -0.14272 & -0.08350 & ... & -0.0119 & -0.0376 & 0.27328 & 0.3326 & 0.2775 & 0.1821 & 0.33236 & 0.391 & 2.8e-01 & 0.2360 \\\\\n", + "\tPG5\\_1Order & 0.0218 & 0.0196 & 0.0140 & 0.01254 & -0.0240 & 0.0750 & -0.0069 & 0.0578 & -0.09488 & -0.01399 & ... & -0.0785 & -0.0950 & 0.08054 & 0.0334 & 0.0173 & -0.0388 & 0.01033 & -0.096 & -2.5e-02 & 0.0238 \\\\\n", + "\tPG5\\_2Order & 0.0014 & 0.0002 & -0.0386 & -0.03617 & 0.0402 & -0.0226 & -0.0297 & 0.0048 & -0.00954 & 0.08081 & ... & 0.0527 & -0.0652 & 0.03898 & -0.0571 & -0.0551 & -0.0567 & -0.01925 & 0.015 & 7.3e-03 & 0.0469 \\\\\n", + "\tPG5\\_3Order & -0.0089 & -0.0177 & 0.0441 & 0.04228 & 0.0155 & 0.0391 & -0.0131 & 0.0172 & 0.13631 & 0.04396 & ... & -0.0698 & -0.0250 & 0.23450 & 0.0419 & 0.0058 & -0.0086 & 0.02604 & 0.063 & 3.4e-02 & 0.0538 \\\\\n", + "\tPG5\\_4Order & 0.0931 & 0.0949 & -0.0262 & -0.02214 & -0.0172 & 0.0293 & 0.0560 & -0.0462 & 0.01735 & -0.12489 & ... & -0.0447 & -0.0329 & 0.14487 & 0.0414 & 0.0460 & 0.0182 & -0.03734 & -0.075 & -8.6e-02 & -0.0211 \\\\\n", + "\tPG5\\_5Order & -0.0523 & -0.0466 & -0.0087 & -0.01058 & 0.0860 & 0.0345 & 0.0570 & -0.0165 & 0.04533 & -0.06369 & ... & -0.0499 & -0.0981 & 0.28698 & 0.0498 & 0.0372 & 0.0427 & -0.02976 & 0.076 & 2.4e-02 & 0.0085 \\\\\n", + "\tPG5\\_6Order & 0.0237 & 0.0217 & -0.0480 & -0.04902 & 0.0762 & 0.0327 & 0.1077 & 0.0370 & -0.13255 & 0.01662 & ... & -0.0430 & -0.0031 & 0.22759 & 0.0165 & 0.0222 & 0.0639 & -0.02974 & 0.015 & 2.8e-02 & 0.0539 \\\\\n", + "\tPG5\\_7Order & -0.0200 & -0.0236 & 0.0220 & -0.00444 & -0.1174 & -0.0815 & -0.0285 & 0.0242 & -0.16196 & -0.06938 & ... & 0.0410 & 0.0944 & 0.06439 & -0.0222 & -0.1082 & -0.0804 & -0.01762 & -0.017 & -4.4e-02 & -0.0617 \\\\\n", + "\tPG5\\_8Order & -0.0804 & -0.0852 & -0.0147 & -0.00433 & -0.0421 & -0.0205 & -0.0387 & -0.0129 & -0.16181 & 0.01019 & ... & -0.0896 & -0.1168 & 0.13787 & -0.1227 & -0.0126 & -0.0526 & -0.05699 & -0.065 & -3.7e-02 & -0.0182 \\\\\n", + "\tPG5\\_9Order & 0.0171 & 0.0167 & -0.0712 & -0.10235 & 0.0476 & 0.0260 & -0.0410 & -0.0641 & -0.07948 & -0.09747 & ... & -0.0431 & -0.0837 & 0.18534 & -0.0188 & -0.0314 & -0.0898 & -0.01354 & -0.034 & 6.2e-03 & -0.0280 \\\\\n", + "\tPG5\\_10Order & -0.0214 & -0.0112 & 0.0200 & 0.02736 & 0.0086 & -0.0017 & -0.0418 & 0.0581 & -0.05310 & 0.15949 & ... & -0.0905 & -0.1214 & 0.22151 & 0.0427 & 0.0311 & 0.0345 & 0.02011 & 0.102 & 1.8e-02 & -0.0092 \\\\\n", + "\tPG5\\_11Order & -0.0241 & -0.0196 & 0.0190 & 0.02551 & 0.0927 & -0.0047 & -0.1043 & 0.0279 & 0.02791 & -0.03487 & ... & 0.1233 & 0.1434 & 0.02942 & -0.0055 & 0.0210 & 0.0232 & 0.05579 & -0.038 & -2.5e-03 & 0.0275 \\\\\n", + "\tPG5\\_12Order & -0.0369 & -0.0359 & 0.0151 & 0.00743 & -0.0161 & 0.0512 & 0.0210 & 0.0464 & 0.17741 & -0.00080 & ... & 1.0000 & 0.1231 & 0.10997 & 0.0777 & 0.0529 & 0.0149 & 0.00295 & 0.016 & 2.4e-02 & 0.0167 \\\\\n", + "\tPG5\\_13Order & 0.0598 & 0.0661 & 0.0384 & 0.04072 & -0.0280 & -0.0651 & -0.0047 & -0.0222 & -0.12890 & -0.02179 & ... & 0.1231 & 1.0000 & 0.00976 & -0.0209 & 0.0355 & 0.0556 & 0.07229 & -0.023 & 1.3e-02 & -0.0614 \\\\\n", + "\tPG5Submit & 0.0851 & 0.0909 & 0.0060 & -0.00888 & 0.1767 & 0.2467 & 0.2185 & 0.2605 & -0.05214 & 0.08974 & ... & 0.1100 & 0.0098 & 1.00000 & 0.3224 & 0.2312 & 0.2035 & 0.30291 & 0.269 & 2.4e-01 & 0.2588 \\\\\n", + "\tPG6Submit & 0.0054 & 0.0051 & 0.0277 & 0.04005 & 0.1518 & 0.2414 & 0.2696 & 0.2706 & -0.16179 & -0.01463 & ... & 0.0777 & -0.0209 & 0.32240 & 1.0000 & 0.3086 & 0.2065 & 0.44528 & 0.343 & 2.8e-01 & 0.2904 \\\\\n", + "\tPG7Submit & 0.0776 & 0.0759 & 0.0097 & 0.01212 & 0.1365 & 0.1133 & 0.1245 & 0.1316 & 0.15596 & -0.03631 & ... & 0.0529 & 0.0355 & 0.23120 & 0.3086 & 1.0000 & 0.1606 & 0.27819 & 0.312 & 2.8e-01 & 0.2523 \\\\\n", + "\tPG8Submit & 0.0441 & 0.0435 & 0.0354 & 0.02635 & 0.1258 & 0.1069 & 0.1567 & 0.1822 & 0.06953 & 0.05260 & ... & 0.0149 & 0.0556 & 0.20351 & 0.2065 & 0.1606 & 1.0000 & 0.25569 & 0.200 & 2.1e-01 & 0.1932 \\\\\n", + "\tPG9Submit & 0.0410 & 0.0407 & 0.0099 & 0.00056 & 0.1758 & 0.1090 & 0.2013 & 0.2745 & -0.07292 & 0.05977 & ... & 0.0029 & 0.0723 & 0.30291 & 0.4453 & 0.2782 & 0.2557 & 1.00000 & 0.290 & 2.8e-01 & 0.2755 \\\\\n", + "\tPG10Submit & 0.0474 & 0.0517 & -0.0293 & -0.04481 & 0.2248 & 0.1701 & 0.0989 & 0.1614 & 0.04433 & 0.06942 & ... & 0.0159 & -0.0227 & 0.26881 & 0.3428 & 0.3121 & 0.2000 & 0.29018 & 1.000 & 3.5e-01 & 0.3131 \\\\\n", + "\tPG11Submit & 0.0790 & 0.0792 & -0.0454 & -0.07102 & 0.1093 & 0.0738 & 0.1147 & 0.1383 & 0.00084 & -0.04870 & ... & 0.0240 & 0.0130 & 0.23552 & 0.2777 & 0.2768 & 0.2065 & 0.27906 & 0.346 & 1.0e+00 & 0.2513 \\\\\n", + "\tPG12Submit & 0.0746 & 0.0772 & 0.0546 & 0.04364 & 0.1096 & 0.1137 & 0.1073 & 0.1642 & -0.02721 & -0.02169 & ... & 0.0167 & -0.0614 & 0.25876 & 0.2904 & 0.2523 & 0.1932 & 0.27550 & 0.313 & 2.5e-01 & 1.0000 \\\\\n", + "\\end{tabular}\n" + ], + "text/markdown": [ + "\n", + "| | Start | End | PG0Dis | PG0Shown | PG0Submit | PG1Submit | PG2Submit | PG3Submit | PG4Dtr0_6 | PG4Psv7_8 | ... | PG5_12Order | PG5_13Order | PG5Submit | PG6Submit | PG7Submit | PG8Submit | PG9Submit | PG10Submit | PG11Submit | PG12Submit | \n", + "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n", + "| Start | 1.0000 | 0.9952 | -0.0417 | -0.11507 | 0.1350 | 0.1156 | 0.0791 | 0.0384 | 0.01210 | 0.00371 | ... | -0.0369 | 0.0598 | 0.08512 | 0.0054 | 0.0776 | 0.0441 | 0.04101 | 0.047 | 7.9e-02 | 0.0746 | \n", + "| End | 0.9952 | 1.0000 | -0.0415 | -0.09879 | 0.1142 | 0.1550 | 0.0791 | 0.0511 | -0.05185 | -0.04576 | ... | -0.0359 | 0.0661 | 0.09088 | 0.0051 | 0.0759 | 0.0435 | 0.04071 | 0.052 | 7.9e-02 | 0.0772 | \n", + "| PG0Dis | -0.0417 | -0.0415 | 1.0000 | 0.87220 | 0.0153 | 0.0065 | 0.0041 | 0.0567 | 0.16368 | 0.02668 | ... | 0.0151 | 0.0384 | 0.00601 | 0.0277 | 0.0097 | 0.0354 | 0.00995 | -0.029 | -4.5e-02 | 0.0546 | \n", + "| PG0Shown | -0.1151 | -0.0988 | 0.8722 | 1.00000 | 0.0360 | 0.0205 | 0.0023 | 0.0497 | 0.08226 | 0.00036 | ... | 0.0074 | 0.0407 | -0.00888 | 0.0401 | 0.0121 | 0.0264 | 0.00056 | -0.045 | -7.1e-02 | 0.0436 | \n", + "| PG0Submit | 0.1350 | 0.1142 | 0.0153 | 0.03596 | 1.0000 | 0.1088 | 0.1037 | 0.1273 | -0.00802 | -0.03763 | ... | -0.0161 | -0.0280 | 0.17671 | 0.1518 | 0.1365 | 0.1258 | 0.17579 | 0.225 | 1.1e-01 | 0.1096 | \n", + "| PG1Submit | 0.1156 | 0.1550 | 0.0065 | 0.02047 | 0.1088 | 1.0000 | 0.1452 | 0.2688 | -0.06852 | 0.05661 | ... | 0.0512 | -0.0651 | 0.24670 | 0.2414 | 0.1133 | 0.1069 | 0.10895 | 0.170 | 7.4e-02 | 0.1137 | \n", + "| PG2Submit | 0.0791 | 0.0791 | 0.0041 | 0.00235 | 0.1037 | 0.1452 | 1.0000 | 0.2045 | 0.00146 | 0.00897 | ... | 0.0210 | -0.0047 | 0.21851 | 0.2696 | 0.1245 | 0.1567 | 0.20127 | 0.099 | 1.1e-01 | 0.1073 | \n", + "| PG3Submit | 0.0384 | 0.0511 | 0.0567 | 0.04968 | 0.1273 | 0.2688 | 0.2045 | 1.0000 | 0.00865 | 0.04424 | ... | 0.0464 | -0.0222 | 0.26048 | 0.2706 | 0.1316 | 0.1822 | 0.27450 | 0.161 | 1.4e-01 | 0.1642 | \n", + "| PG4Dtr0_6 | 0.0121 | -0.0518 | 0.1637 | 0.08226 | -0.0080 | -0.0685 | 0.0015 | 0.0087 | 1.00000 | NA | ... | 0.1774 | -0.1289 | -0.05214 | -0.1618 | 0.1560 | 0.0695 | -0.07292 | 0.044 | 8.4e-04 | -0.0272 | \n", + "| PG4Psv7_8 | 0.0037 | -0.0458 | 0.0267 | 0.00036 | -0.0376 | 0.0566 | 0.0090 | 0.0442 | NA | 1.00000 | ... | -0.0008 | -0.0218 | 0.08974 | -0.0146 | -0.0363 | 0.0526 | 0.05977 | 0.069 | -4.9e-02 | -0.0217 | \n", + "| PG4Prm9_10 | -0.0267 | -0.0267 | -0.0092 | 0.03279 | -0.0939 | 0.0120 | -0.0587 | -0.0062 | NA | NA | ... | 0.0233 | 0.0916 | 0.00077 | -0.0418 | -0.0633 | -0.0550 | -0.02989 | -0.061 | -8.6e-05 | 0.0169 | \n", + "| PG4AllResp | 0.0063 | -0.0158 | 0.0018 | -0.02094 | -0.0236 | 0.0297 | 0.0293 | -0.0193 | 1.00000 | 1.00000 | ... | -0.0306 | -0.0166 | 0.01248 | -0.0040 | -0.0753 | -0.1294 | -0.03812 | -0.106 | -8.2e-02 | -0.0668 | \n", + "| PG4Submit | 0.0187 | 0.0172 | -0.0539 | -0.05978 | 0.2191 | 0.1651 | 0.1515 | 0.1956 | -0.14272 | -0.08350 | ... | -0.0119 | -0.0376 | 0.27328 | 0.3326 | 0.2775 | 0.1821 | 0.33236 | 0.391 | 2.8e-01 | 0.2360 | \n", + "| PG5_1Order | 0.0218 | 0.0196 | 0.0140 | 0.01254 | -0.0240 | 0.0750 | -0.0069 | 0.0578 | -0.09488 | -0.01399 | ... | -0.0785 | -0.0950 | 0.08054 | 0.0334 | 0.0173 | -0.0388 | 0.01033 | -0.096 | -2.5e-02 | 0.0238 | \n", + "| PG5_2Order | 0.0014 | 0.0002 | -0.0386 | -0.03617 | 0.0402 | -0.0226 | -0.0297 | 0.0048 | -0.00954 | 0.08081 | ... | 0.0527 | -0.0652 | 0.03898 | -0.0571 | -0.0551 | -0.0567 | -0.01925 | 0.015 | 7.3e-03 | 0.0469 | \n", + "| PG5_3Order | -0.0089 | -0.0177 | 0.0441 | 0.04228 | 0.0155 | 0.0391 | -0.0131 | 0.0172 | 0.13631 | 0.04396 | ... | -0.0698 | -0.0250 | 0.23450 | 0.0419 | 0.0058 | -0.0086 | 0.02604 | 0.063 | 3.4e-02 | 0.0538 | \n", + "| PG5_4Order | 0.0931 | 0.0949 | -0.0262 | -0.02214 | -0.0172 | 0.0293 | 0.0560 | -0.0462 | 0.01735 | -0.12489 | ... | -0.0447 | -0.0329 | 0.14487 | 0.0414 | 0.0460 | 0.0182 | -0.03734 | -0.075 | -8.6e-02 | -0.0211 | \n", + "| PG5_5Order | -0.0523 | -0.0466 | -0.0087 | -0.01058 | 0.0860 | 0.0345 | 0.0570 | -0.0165 | 0.04533 | -0.06369 | ... | -0.0499 | -0.0981 | 0.28698 | 0.0498 | 0.0372 | 0.0427 | -0.02976 | 0.076 | 2.4e-02 | 0.0085 | \n", + "| PG5_6Order | 0.0237 | 0.0217 | -0.0480 | -0.04902 | 0.0762 | 0.0327 | 0.1077 | 0.0370 | -0.13255 | 0.01662 | ... | -0.0430 | -0.0031 | 0.22759 | 0.0165 | 0.0222 | 0.0639 | -0.02974 | 0.015 | 2.8e-02 | 0.0539 | \n", + "| PG5_7Order | -0.0200 | -0.0236 | 0.0220 | -0.00444 | -0.1174 | -0.0815 | -0.0285 | 0.0242 | -0.16196 | -0.06938 | ... | 0.0410 | 0.0944 | 0.06439 | -0.0222 | -0.1082 | -0.0804 | -0.01762 | -0.017 | -4.4e-02 | -0.0617 | \n", + "| PG5_8Order | -0.0804 | -0.0852 | -0.0147 | -0.00433 | -0.0421 | -0.0205 | -0.0387 | -0.0129 | -0.16181 | 0.01019 | ... | -0.0896 | -0.1168 | 0.13787 | -0.1227 | -0.0126 | -0.0526 | -0.05699 | -0.065 | -3.7e-02 | -0.0182 | \n", + "| PG5_9Order | 0.0171 | 0.0167 | -0.0712 | -0.10235 | 0.0476 | 0.0260 | -0.0410 | -0.0641 | -0.07948 | -0.09747 | ... | -0.0431 | -0.0837 | 0.18534 | -0.0188 | -0.0314 | -0.0898 | -0.01354 | -0.034 | 6.2e-03 | -0.0280 | \n", + "| PG5_10Order | -0.0214 | -0.0112 | 0.0200 | 0.02736 | 0.0086 | -0.0017 | -0.0418 | 0.0581 | -0.05310 | 0.15949 | ... | -0.0905 | -0.1214 | 0.22151 | 0.0427 | 0.0311 | 0.0345 | 0.02011 | 0.102 | 1.8e-02 | -0.0092 | \n", + "| PG5_11Order | -0.0241 | -0.0196 | 0.0190 | 0.02551 | 0.0927 | -0.0047 | -0.1043 | 0.0279 | 0.02791 | -0.03487 | ... | 0.1233 | 0.1434 | 0.02942 | -0.0055 | 0.0210 | 0.0232 | 0.05579 | -0.038 | -2.5e-03 | 0.0275 | \n", + "| PG5_12Order | -0.0369 | -0.0359 | 0.0151 | 0.00743 | -0.0161 | 0.0512 | 0.0210 | 0.0464 | 0.17741 | -0.00080 | ... | 1.0000 | 0.1231 | 0.10997 | 0.0777 | 0.0529 | 0.0149 | 0.00295 | 0.016 | 2.4e-02 | 0.0167 | \n", + "| PG5_13Order | 0.0598 | 0.0661 | 0.0384 | 0.04072 | -0.0280 | -0.0651 | -0.0047 | -0.0222 | -0.12890 | -0.02179 | ... | 0.1231 | 1.0000 | 0.00976 | -0.0209 | 0.0355 | 0.0556 | 0.07229 | -0.023 | 1.3e-02 | -0.0614 | \n", + "| PG5Submit | 0.0851 | 0.0909 | 0.0060 | -0.00888 | 0.1767 | 0.2467 | 0.2185 | 0.2605 | -0.05214 | 0.08974 | ... | 0.1100 | 0.0098 | 1.00000 | 0.3224 | 0.2312 | 0.2035 | 0.30291 | 0.269 | 2.4e-01 | 0.2588 | \n", + "| PG6Submit | 0.0054 | 0.0051 | 0.0277 | 0.04005 | 0.1518 | 0.2414 | 0.2696 | 0.2706 | -0.16179 | -0.01463 | ... | 0.0777 | -0.0209 | 0.32240 | 1.0000 | 0.3086 | 0.2065 | 0.44528 | 0.343 | 2.8e-01 | 0.2904 | \n", + "| PG7Submit | 0.0776 | 0.0759 | 0.0097 | 0.01212 | 0.1365 | 0.1133 | 0.1245 | 0.1316 | 0.15596 | -0.03631 | ... | 0.0529 | 0.0355 | 0.23120 | 0.3086 | 1.0000 | 0.1606 | 0.27819 | 0.312 | 2.8e-01 | 0.2523 | \n", + "| PG8Submit | 0.0441 | 0.0435 | 0.0354 | 0.02635 | 0.1258 | 0.1069 | 0.1567 | 0.1822 | 0.06953 | 0.05260 | ... | 0.0149 | 0.0556 | 0.20351 | 0.2065 | 0.1606 | 1.0000 | 0.25569 | 0.200 | 2.1e-01 | 0.1932 | \n", + "| PG9Submit | 0.0410 | 0.0407 | 0.0099 | 0.00056 | 0.1758 | 0.1090 | 0.2013 | 0.2745 | -0.07292 | 0.05977 | ... | 0.0029 | 0.0723 | 0.30291 | 0.4453 | 0.2782 | 0.2557 | 1.00000 | 0.290 | 2.8e-01 | 0.2755 | \n", + "| PG10Submit | 0.0474 | 0.0517 | -0.0293 | -0.04481 | 0.2248 | 0.1701 | 0.0989 | 0.1614 | 0.04433 | 0.06942 | ... | 0.0159 | -0.0227 | 0.26881 | 0.3428 | 0.3121 | 0.2000 | 0.29018 | 1.000 | 3.5e-01 | 0.3131 | \n", + "| PG11Submit | 0.0790 | 0.0792 | -0.0454 | -0.07102 | 0.1093 | 0.0738 | 0.1147 | 0.1383 | 0.00084 | -0.04870 | ... | 0.0240 | 0.0130 | 0.23552 | 0.2777 | 0.2768 | 0.2065 | 0.27906 | 0.346 | 1.0e+00 | 0.2513 | \n", + "| PG12Submit | 0.0746 | 0.0772 | 0.0546 | 0.04364 | 0.1096 | 0.1137 | 0.1073 | 0.1642 | -0.02721 | -0.02169 | ... | 0.0167 | -0.0614 | 0.25876 | 0.2904 | 0.2523 | 0.1932 | 0.27550 | 0.313 | 2.5e-01 | 1.0000 | \n", + "\n", + "\n" + ], + "text/plain": [ + " Start End PG0Dis PG0Shown PG0Submit PG1Submit PG2Submit\n", + "Start 1.0000 0.9952 -0.0417 -0.11507 0.1350 0.1156 0.0791 \n", + "End 0.9952 1.0000 -0.0415 -0.09879 0.1142 0.1550 0.0791 \n", + "PG0Dis -0.0417 -0.0415 1.0000 0.87220 0.0153 0.0065 0.0041 \n", + "PG0Shown -0.1151 -0.0988 0.8722 1.00000 0.0360 0.0205 0.0023 \n", + "PG0Submit 0.1350 0.1142 0.0153 0.03596 1.0000 0.1088 0.1037 \n", + "PG1Submit 0.1156 0.1550 0.0065 0.02047 0.1088 1.0000 0.1452 \n", + "PG2Submit 0.0791 0.0791 0.0041 0.00235 0.1037 0.1452 1.0000 \n", + "PG3Submit 0.0384 0.0511 0.0567 0.04968 0.1273 0.2688 0.2045 \n", + "PG4Dtr0_6 0.0121 -0.0518 0.1637 0.08226 -0.0080 -0.0685 0.0015 \n", + "PG4Psv7_8 0.0037 -0.0458 0.0267 0.00036 -0.0376 0.0566 0.0090 \n", + "PG4Prm9_10 -0.0267 -0.0267 -0.0092 0.03279 -0.0939 0.0120 -0.0587 \n", + "PG4AllResp 0.0063 -0.0158 0.0018 -0.02094 -0.0236 0.0297 0.0293 \n", + "PG4Submit 0.0187 0.0172 -0.0539 -0.05978 0.2191 0.1651 0.1515 \n", + "PG5_1Order 0.0218 0.0196 0.0140 0.01254 -0.0240 0.0750 -0.0069 \n", + "PG5_2Order 0.0014 0.0002 -0.0386 -0.03617 0.0402 -0.0226 -0.0297 \n", + "PG5_3Order -0.0089 -0.0177 0.0441 0.04228 0.0155 0.0391 -0.0131 \n", + "PG5_4Order 0.0931 0.0949 -0.0262 -0.02214 -0.0172 0.0293 0.0560 \n", + "PG5_5Order -0.0523 -0.0466 -0.0087 -0.01058 0.0860 0.0345 0.0570 \n", + "PG5_6Order 0.0237 0.0217 -0.0480 -0.04902 0.0762 0.0327 0.1077 \n", + "PG5_7Order -0.0200 -0.0236 0.0220 -0.00444 -0.1174 -0.0815 -0.0285 \n", + "PG5_8Order -0.0804 -0.0852 -0.0147 -0.00433 -0.0421 -0.0205 -0.0387 \n", + "PG5_9Order 0.0171 0.0167 -0.0712 -0.10235 0.0476 0.0260 -0.0410 \n", + "PG5_10Order -0.0214 -0.0112 0.0200 0.02736 0.0086 -0.0017 -0.0418 \n", + "PG5_11Order -0.0241 -0.0196 0.0190 0.02551 0.0927 -0.0047 -0.1043 \n", + "PG5_12Order -0.0369 -0.0359 0.0151 0.00743 -0.0161 0.0512 0.0210 \n", + "PG5_13Order 0.0598 0.0661 0.0384 0.04072 -0.0280 -0.0651 -0.0047 \n", + "PG5Submit 0.0851 0.0909 0.0060 -0.00888 0.1767 0.2467 0.2185 \n", + "PG6Submit 0.0054 0.0051 0.0277 0.04005 0.1518 0.2414 0.2696 \n", + "PG7Submit 0.0776 0.0759 0.0097 0.01212 0.1365 0.1133 0.1245 \n", + "PG8Submit 0.0441 0.0435 0.0354 0.02635 0.1258 0.1069 0.1567 \n", + "PG9Submit 0.0410 0.0407 0.0099 0.00056 0.1758 0.1090 0.2013 \n", + "PG10Submit 0.0474 0.0517 -0.0293 -0.04481 0.2248 0.1701 0.0989 \n", + "PG11Submit 0.0790 0.0792 -0.0454 -0.07102 0.1093 0.0738 0.1147 \n", + "PG12Submit 0.0746 0.0772 0.0546 0.04364 0.1096 0.1137 0.1073 \n", + " PG3Submit PG4Dtr0_6 PG4Psv7_8 ... PG5_12Order PG5_13Order PG5Submit\n", + "Start 0.0384 0.01210 0.00371 ... -0.0369 0.0598 0.08512 \n", + "End 0.0511 -0.05185 -0.04576 ... -0.0359 0.0661 0.09088 \n", + "PG0Dis 0.0567 0.16368 0.02668 ... 0.0151 0.0384 0.00601 \n", + "PG0Shown 0.0497 0.08226 0.00036 ... 0.0074 0.0407 -0.00888 \n", + "PG0Submit 0.1273 -0.00802 -0.03763 ... -0.0161 -0.0280 0.17671 \n", + "PG1Submit 0.2688 -0.06852 0.05661 ... 0.0512 -0.0651 0.24670 \n", + "PG2Submit 0.2045 0.00146 0.00897 ... 0.0210 -0.0047 0.21851 \n", + "PG3Submit 1.0000 0.00865 0.04424 ... 0.0464 -0.0222 0.26048 \n", + "PG4Dtr0_6 0.0087 1.00000 NA ... 0.1774 -0.1289 -0.05214 \n", + "PG4Psv7_8 0.0442 NA 1.00000 ... -0.0008 -0.0218 0.08974 \n", + "PG4Prm9_10 -0.0062 NA NA ... 0.0233 0.0916 0.00077 \n", + "PG4AllResp -0.0193 1.00000 1.00000 ... -0.0306 -0.0166 0.01248 \n", + "PG4Submit 0.1956 -0.14272 -0.08350 ... -0.0119 -0.0376 0.27328 \n", + "PG5_1Order 0.0578 -0.09488 -0.01399 ... -0.0785 -0.0950 0.08054 \n", + "PG5_2Order 0.0048 -0.00954 0.08081 ... 0.0527 -0.0652 0.03898 \n", + "PG5_3Order 0.0172 0.13631 0.04396 ... -0.0698 -0.0250 0.23450 \n", + "PG5_4Order -0.0462 0.01735 -0.12489 ... -0.0447 -0.0329 0.14487 \n", + "PG5_5Order -0.0165 0.04533 -0.06369 ... -0.0499 -0.0981 0.28698 \n", + "PG5_6Order 0.0370 -0.13255 0.01662 ... -0.0430 -0.0031 0.22759 \n", + "PG5_7Order 0.0242 -0.16196 -0.06938 ... 0.0410 0.0944 0.06439 \n", + "PG5_8Order -0.0129 -0.16181 0.01019 ... -0.0896 -0.1168 0.13787 \n", + "PG5_9Order -0.0641 -0.07948 -0.09747 ... -0.0431 -0.0837 0.18534 \n", + "PG5_10Order 0.0581 -0.05310 0.15949 ... -0.0905 -0.1214 0.22151 \n", + "PG5_11Order 0.0279 0.02791 -0.03487 ... 0.1233 0.1434 0.02942 \n", + "PG5_12Order 0.0464 0.17741 -0.00080 ... 1.0000 0.1231 0.10997 \n", + "PG5_13Order -0.0222 -0.12890 -0.02179 ... 0.1231 1.0000 0.00976 \n", + "PG5Submit 0.2605 -0.05214 0.08974 ... 0.1100 0.0098 1.00000 \n", + "PG6Submit 0.2706 -0.16179 -0.01463 ... 0.0777 -0.0209 0.32240 \n", + "PG7Submit 0.1316 0.15596 -0.03631 ... 0.0529 0.0355 0.23120 \n", + "PG8Submit 0.1822 0.06953 0.05260 ... 0.0149 0.0556 0.20351 \n", + "PG9Submit 0.2745 -0.07292 0.05977 ... 0.0029 0.0723 0.30291 \n", + "PG10Submit 0.1614 0.04433 0.06942 ... 0.0159 -0.0227 0.26881 \n", + "PG11Submit 0.1383 0.00084 -0.04870 ... 0.0240 0.0130 0.23552 \n", + "PG12Submit 0.1642 -0.02721 -0.02169 ... 0.0167 -0.0614 0.25876 \n", + " PG6Submit PG7Submit PG8Submit PG9Submit PG10Submit PG11Submit\n", + "Start 0.0054 0.0776 0.0441 0.04101 0.047 7.9e-02 \n", + "End 0.0051 0.0759 0.0435 0.04071 0.052 7.9e-02 \n", + "PG0Dis 0.0277 0.0097 0.0354 0.00995 -0.029 -4.5e-02 \n", + "PG0Shown 0.0401 0.0121 0.0264 0.00056 -0.045 -7.1e-02 \n", + "PG0Submit 0.1518 0.1365 0.1258 0.17579 0.225 1.1e-01 \n", + "PG1Submit 0.2414 0.1133 0.1069 0.10895 0.170 7.4e-02 \n", + "PG2Submit 0.2696 0.1245 0.1567 0.20127 0.099 1.1e-01 \n", + "PG3Submit 0.2706 0.1316 0.1822 0.27450 0.161 1.4e-01 \n", + "PG4Dtr0_6 -0.1618 0.1560 0.0695 -0.07292 0.044 8.4e-04 \n", + "PG4Psv7_8 -0.0146 -0.0363 0.0526 0.05977 0.069 -4.9e-02 \n", + "PG4Prm9_10 -0.0418 -0.0633 -0.0550 -0.02989 -0.061 -8.6e-05 \n", + "PG4AllResp -0.0040 -0.0753 -0.1294 -0.03812 -0.106 -8.2e-02 \n", + "PG4Submit 0.3326 0.2775 0.1821 0.33236 0.391 2.8e-01 \n", + "PG5_1Order 0.0334 0.0173 -0.0388 0.01033 -0.096 -2.5e-02 \n", + "PG5_2Order -0.0571 -0.0551 -0.0567 -0.01925 0.015 7.3e-03 \n", + "PG5_3Order 0.0419 0.0058 -0.0086 0.02604 0.063 3.4e-02 \n", + "PG5_4Order 0.0414 0.0460 0.0182 -0.03734 -0.075 -8.6e-02 \n", + "PG5_5Order 0.0498 0.0372 0.0427 -0.02976 0.076 2.4e-02 \n", + "PG5_6Order 0.0165 0.0222 0.0639 -0.02974 0.015 2.8e-02 \n", + "PG5_7Order -0.0222 -0.1082 -0.0804 -0.01762 -0.017 -4.4e-02 \n", + "PG5_8Order -0.1227 -0.0126 -0.0526 -0.05699 -0.065 -3.7e-02 \n", + "PG5_9Order -0.0188 -0.0314 -0.0898 -0.01354 -0.034 6.2e-03 \n", + "PG5_10Order 0.0427 0.0311 0.0345 0.02011 0.102 1.8e-02 \n", + "PG5_11Order -0.0055 0.0210 0.0232 0.05579 -0.038 -2.5e-03 \n", + "PG5_12Order 0.0777 0.0529 0.0149 0.00295 0.016 2.4e-02 \n", + "PG5_13Order -0.0209 0.0355 0.0556 0.07229 -0.023 1.3e-02 \n", + "PG5Submit 0.3224 0.2312 0.2035 0.30291 0.269 2.4e-01 \n", + "PG6Submit 1.0000 0.3086 0.2065 0.44528 0.343 2.8e-01 \n", + "PG7Submit 0.3086 1.0000 0.1606 0.27819 0.312 2.8e-01 \n", + "PG8Submit 0.2065 0.1606 1.0000 0.25569 0.200 2.1e-01 \n", + "PG9Submit 0.4453 0.2782 0.2557 1.00000 0.290 2.8e-01 \n", + "PG10Submit 0.3428 0.3121 0.2000 0.29018 1.000 3.5e-01 \n", + "PG11Submit 0.2777 0.2768 0.2065 0.27906 0.346 1.0e+00 \n", + "PG12Submit 0.2904 0.2523 0.1932 0.27550 0.313 2.5e-01 \n", + " PG12Submit\n", + "Start 0.0746 \n", + "End 0.0772 \n", + "PG0Dis 0.0546 \n", + "PG0Shown 0.0436 \n", + "PG0Submit 0.1096 \n", + "PG1Submit 0.1137 \n", + "PG2Submit 0.1073 \n", + "PG3Submit 0.1642 \n", + "PG4Dtr0_6 -0.0272 \n", + "PG4Psv7_8 -0.0217 \n", + "PG4Prm9_10 0.0169 \n", + "PG4AllResp -0.0668 \n", + "PG4Submit 0.2360 \n", + "PG5_1Order 0.0238 \n", + "PG5_2Order 0.0469 \n", + "PG5_3Order 0.0538 \n", + "PG5_4Order -0.0211 \n", + "PG5_5Order 0.0085 \n", + "PG5_6Order 0.0539 \n", + "PG5_7Order -0.0617 \n", + "PG5_8Order -0.0182 \n", + "PG5_9Order -0.0280 \n", + "PG5_10Order -0.0092 \n", + "PG5_11Order 0.0275 \n", + "PG5_12Order 0.0167 \n", + "PG5_13Order -0.0614 \n", + "PG5Submit 0.2588 \n", + "PG6Submit 0.2904 \n", + "PG7Submit 0.2523 \n", + "PG8Submit 0.1932 \n", + "PG9Submit 0.2755 \n", + "PG10Submit 0.3131 \n", + "PG11Submit 0.2513 \n", + "PG12Submit 1.0000 " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#get numeric fields only for correlation\n", + "sel = c()\n", + "for (i in 1:dim(data)[2]) if (is.numeric(data[,i])) sel = c(sel, i);\n", + "\n", + "cor(data[,sel],method=\"spearman\",use=\"pairwise.complete.obs\"); #OK for any: uses ranks" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Interpret correlations: onlys start vs End, calculate differene instead\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "### Simple questions\n", + "\n", + "- Time to take entire survey?\n", + " Time to take the entire survey = PGSubmit time of each quetion added together\n", + " = 0.135+.1156+.079.0384+.0817+.0851+.054+0776+.0441+.041+.0474+.0790+.0746\n", + " = 0.9115 hours\n", + "- Question that took the longest to complete?\n", + " Time to complete = stop - start\n", + " Question 1 time = 0.1550 - 0.1156 = 0.0394\n", + "- Question that took the least time?\n", + " Time to complete = stop - start\n", + " Question 11 time = 0.0792 - 0.0790 = 0.0002\n", + "- Top-ranked criteria?\n", + " If we are looking at question 5, the selection that was most often considered a high priority was PG5_5PHR which refers to a packages historic reputation. 252 responses said ths was a high priority. \n", + " \n", + "- Demographic distribution by age?\n", + " 18-24: 34\n", + " 25-34: 338\n", + " 35-44: 258\n", + " 45-54: 89\n", + " 55-64: 36\n", + " 65 and over: 8\n", + " \n", + " The majority of people taking this survey are 25-44. This means that the results of the survey most accurately represents that age group.\n", + " \n", + " Specified Variable: Issue Backlog\n", + " -Hypothesis: That there will be a correlation between age and priority ranking for Issue Backlog\n", + " -According to the survey:\n", + " Essential: 3\n", + " High Priority: 26\n", + " Low Priority: 121\n", + " Medium Priority: 92\n", + " Not a Priority: 188\n", + " NA: 923\n", + " \n", + " -How are the needed measures calculated? Time it takes for a user to answer a question is found by subtracting the start time from the end time. The other stats shown above for Issue Backlog are found in the summary of the data shown above.\n", + " \n", + " -Analysis of measures taken: Based on the results the majority of people taking the survey do not consider issue backlog a priority. No particular age group answers in a specific manner.\n", + " \n", + " Transformation and cleaning statement: Since I am only looking at the Issue Backlog variable I can drop the rest of the data entries to clear up the results. \n", + " \n", + " -Correlation Analysis: Looking into age for each type of response, there is not a noticable grouping of people in an age group for each particular priority level.There is not a correlation.\n", + " \n", + " -Fitting of the statistical model: There is no correlation in the data so it does not fit a statistical model.\n", + " \n", + " -Interpretation of Coefficients: The lack of a statisical model does not allow for coefficients.\n", + " \n", + " -923 NA responses reduces the ability to find a correlation because there is less data.\n", + " -The lack of an age correlation proves my hypothesis wrong. A specific age group does not have a common response for the question about issue backlog.\n", + " \n", + " -There is not a high correlation between a specific demographic and a particular response to the issue backlog priority.\n", + " \n", + " Since there is not a definite correlation it is hard to choose a specific model that would accurately represent the data.\n", + " \n", + " How could the survey be imporved?\n", + " -Focring the users to give one of the provided responses rather than an NA response would increase the amount of data available for analysis. This could help with the generation of correlations and an accurate model." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "R", + "language": "R", + "name": "ir" + }, + "language_info": { + "codemirror_mode": "r", + "file_extension": ".r", + "mimetype": "text/x-r-source", + "name": "R", + "pygments_lexer": "r", + "version": "3.4.4" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +}