diff --git a/Survey Improvement b/Survey Improvement
new file mode 100644
index 0000000..defa72a
--- /dev/null
+++ b/Survey Improvement	
@@ -0,0 +1 @@
+SURVEY IMPROVEMENT: It would really help to only allow a survey to be submitted if it is completed. This would make it so incomplete answers do not need to be filtered and would be a much cleaner set of data to work with.
diff --git a/example.ipynb b/example.ipynb
index 310a50d..32cd78f 100644
--- a/example.ipynb
+++ b/example.ipynb
@@ -8,12 +8,30 @@
     "======\n"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "HYPOTHESIS: I think that the priority will be affected by the repuation of the author. I have this stance because the author is generally important to people when answering a survey and trusting that person with their thoughts and opinions. If one does not trust the reputation of the author, they might not answer the questions completely."
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 231,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "library(MASS)\n",
+    "library(dplyr)\n",
+    "library(tidyr)\n",
+    "library(caret)\n",
+    "library(datasets)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 232,
+   "metadata": {},
    "outputs": [],
    "source": [
     "# For nicer printing\n",
@@ -22,7 +40,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 233,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -48,7 +66,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 234,
    "metadata": {},
    "outputs": [
     {
@@ -298,7 +316,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 235,
    "metadata": {},
    "outputs": [
     {
@@ -581,6 +599,1499 @@
     "cor(data[,sel],method=\"spearman\",use=\"pairwise.complete.obs\"); #OK for any: uses ranks"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This function will filter the surveys to get the completed ones, and then will print the max, min, mean, median completion times. Also, I added the quartiles.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 236,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[1] \"Survey time notable values: \"\n",
+      "[1] \"Max time: 87551 seconds\"\n",
+      "[1] \"Min time: 51 seconds\"\n",
+      "[1] \"Average time: 680 seconds\"\n",
+      "[1] \"Median time: 225 seconds\"\n",
+      "\n",
+      "[1] \"Quartiles: 51 seconds\"    \"Quartiles: 178 seconds\"  \n",
+      "[3] \"Quartiles: 225 seconds\"   \"Quartiles: 310 seconds\"  \n",
+      "[5] \"Quartiles: 87551 seconds\"\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Survey times, max time, min time, average survey time, median, qaurtiles of survey time\n",
+    "data_complete = filter(data, Completed == TRUE)\n",
+    "survey_time = data_complete$End - data_complete$Start\n",
+    "print(paste0(\"Survey time notable values: \"))\n",
+    "print(paste0(\"Max time: \", max(survey_time), ' seconds'))\n",
+    "print(paste0(\"Min time: \", min(survey_time), ' seconds'))\n",
+    "print(paste0(\"Average time: \", round(mean(survey_time)), ' seconds'))\n",
+    "print(paste0(\"Median time: \", median(survey_time), ' seconds'))\n",
+    "cat(\"\\n\")\n",
+    "print(paste0(\"Quartiles: \", quantile(survey_time), ' seconds'))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This cell reads in the data and finds the longest and shortest average question times."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 237,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[1] \"The question that took the longest time to complete was PG0 at: 299.35 seconds\"\n",
+      "[1] \"The question that took the least time to complete was PG11 at: 6.37 seconds\"\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Read in data of questions -- Read in the data  of each question into a variable\n",
+    "question0 <- data[,\"PG0Submit\"]\n",
+    "question1 <- data[,\"PG1Submit\"]\n",
+    "question2 <- data[,\"PG2Submit\"]\n",
+    "question3 <- data[,\"PG3Submit\"]\n",
+    "question4 <- data[,\"PG4Submit\"]\n",
+    "question5 <- data[,\"PG5Submit\"]\n",
+    "question6 <- data[,\"PG6Submit\"]\n",
+    "question7 <- data[,\"PG7Submit\"]\n",
+    "question8 <- data[,\"PG8Submit\"]\n",
+    "question9 <- data[,\"PG9Submit\"]\n",
+    "question10 <- data[,\"PG10Submit\"]\n",
+    "question11 <- data[,\"PG11Submit\"]\n",
+    "question12 <- data[,\"PG12Submit\"]\n",
+    "\n",
+    "#get mean for each variable\n",
+    "means <- c()\n",
+    "means <- c(means, mean(question0, na.rm = TRUE))\n",
+    "means <- c(means, mean(question1, na.rm = TRUE))\n",
+    "means <- c(means, mean(question2, na.rm = TRUE))\n",
+    "means <- c(means, mean(question3, na.rm = TRUE))\n",
+    "means <- c(means, mean(question4, na.rm = TRUE))\n",
+    "means <- c(means, mean(question5, na.rm = TRUE))\n",
+    "means <- c(means, mean(question6, na.rm = TRUE))\n",
+    "means <- c(means, mean(question7, na.rm = TRUE))\n",
+    "means <- c(means, mean(question8, na.rm = TRUE))\n",
+    "means <- c(means, mean(question9, na.rm = TRUE))\n",
+    "means <- c(means, mean(question10, na.rm = TRUE))\n",
+    "means <- c(means, mean(question11, na.rm = TRUE))\n",
+    "means <- c(means, mean(question12, na.rm = TRUE))\n",
+    "\n",
+    "#formatting and output\n",
+    "most_time = format(round(max(means), 2), nsmall = 2)\n",
+    "least_time = format(round(min(means), 2), nsmall = 2)\n",
+    "print(paste0(\"The question that took the longest time to complete was PG0 at: \" ,most_time, \" seconds\"))\n",
+    "print(paste0(\"The question that took the least time to complete was PG11 at: \" ,least_time, \" seconds\"))\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Gets the critical responses, filtered with my variable prefix PG5"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 238,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "           PG5_1RRPQ             PG5_2BNUI              PG5_3HDS  \n",
+      "                :335                  :381                  :225  \n",
+      " Essential      : 59   Essential      :  3   Essential      :103  \n",
+      " High Priority  :102   High Priority  : 25   High Priority  :199  \n",
+      " Low Priority   : 85   Low Priority   :120   Low Priority   : 68  \n",
+      " Medium Priority:130   Medium Priority: 91   Medium Priority:161  \n",
+      " Not a Priority : 94   Not a Priority :185   Not a Priority : 49  \n",
+      "            PG5_4VGP              PG5_5PHR             PG5_6SSYOP \n",
+      "                :311                  :213                  :310  \n",
+      " Essential      : 22   Essential      : 79   Essential      : 61  \n",
+      " High Priority  :109   High Priority  :247   High Priority  :136  \n",
+      " Low Priority   : 87   Low Priority   : 63   Low Priority   : 83  \n",
+      " Medium Priority:162   Medium Priority:160   Medium Priority:109  \n",
+      " Not a Priority :114   Not a Priority : 43   Not a Priority :106  \n",
+      "           PG5_7NDYP              PG5_8CP               PG5_9FRP  \n",
+      "                :392                  :174                  :197  \n",
+      " Essential      :  8   Essential      :228   Essential      :165  \n",
+      " High Priority  : 31   High Priority  :195   High Priority  :241  \n",
+      " Low Priority   : 90   Low Priority   : 51   Low Priority   : 40  \n",
+      " Medium Priority: 52   Medium Priority:121   Medium Priority:123  \n",
+      " Not a Priority :232   Not a Priority : 36   Not a Priority : 39  \n",
+      "           PG5_10RPA             PG5_11NSG             PG5_12NWG  \n",
+      "                :239                  :349                  :373  \n",
+      " Essential      : 54   Essential      :  6   High Priority  : 10  \n",
+      " High Priority  :200   High Priority  : 28   Low Priority   : 76  \n",
+      " Low Priority   : 79   Low Priority   : 87   Medium Priority: 25  \n",
+      " Medium Priority:150   Medium Priority: 68   Not a Priority :321  \n",
+      " Not a Priority : 83   Not a Priority :267                        \n",
+      "           PG5_13NFG  \n",
+      "                :377  \n",
+      " High Priority  : 10  \n",
+      " Low Priority   : 75  \n",
+      " Medium Priority: 37  \n",
+      " Not a Priority :306  \n",
+      "                      \n"
+     ]
+    }
+   ],
+   "source": [
+    "#Get the critical responses --- Filter to see questions where my variable is\n",
+    "crit_responses = dplyr::select(data_complete, starts_with('PG5'), -ends_with('Time'), -ends_with('Order'), -ends_with('Submit')) \n",
+    "print(summary(crit_responses))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Age distribution charts -- I used a bar plot and a pie chart"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 239,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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ACBEHYAAIEQdgAAgRB2AACBEHYAAIEQdgAAgRB2AACBEHYAAIEQdgAAgRB2AACB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\nhNgBAEyIHQDAREhRrwb0tjMFAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "Plot with title \"Distribution by Age\""
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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RsMTdPVHyb9rYS9e/dOTU3dsGGDrq5u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\nuXPR0dFFRUXKhOPHj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+      "text/plain": [
+       "Plot with title \"Distribution by Age\""
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Age distributions for my response -- FILTER bad responses\n",
+    "age = dplyr::select(data_complete, PG5_10RPA) %>%\n",
+    "    filter(PG5_10RPA != '')\n",
+    "\n",
+    "age1 = factor(age[,])\n",
+    "#Bar plot\n",
+    "barplot(table(age1), main = 'Distribution by Age', border=\"purple\", col=\"blue\")\n",
+    "#pie chart\n",
+    "pie(table(age1), main = 'Distribution by Age')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Filter the responses by the most common for my question -- I filter N/A's here as well in my summary"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 240,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     Device        Start               End               PG0Dis   \n",
+      "        :  0   Min.   :1.54e+09   Min.   :1.54e+09   Min.   :  0  \n",
+      " Bot    :  0   1st Qu.:1.54e+09   1st Qu.:1.54e+09   1st Qu.:  0  \n",
+      " PC     :323   Median :1.54e+09   Median :1.54e+09   Median :  1  \n",
+      " Phone  : 88   Mean   :1.54e+09   Mean   :1.54e+09   Mean   : 45  \n",
+      " Tablet :  5   3rd Qu.:1.54e+09   3rd Qu.:1.54e+09   3rd Qu.: 24  \n",
+      " Unknown:  0   Max.   :1.54e+09   Max.   :1.54e+09   Max.   :168  \n",
+      "                                                                  \n",
+      "    PG0Shown      PG0Submit                                     PG1PsnUse  \n",
+      " Min.   :   0   Min.   :    2   For personal work and/or research use:290  \n",
+      " 1st Qu.:   0   1st Qu.:    6                                        :120  \n",
+      " Median : 118   Median :   10   Chapter book                         :  1  \n",
+      " Mean   : 266   Mean   :   62   Learning how to create a package     :  1  \n",
+      " 3rd Qu.: 463   3rd Qu.:   16   Teaching                             :  1  \n",
+      " Max.   :1190   Max.   :11060   dissertation research                :  1  \n",
+      "                                (Other)                              :  2  \n",
+      "                                PG1Trn      PG1Submit       PG2Resp   \n",
+      "                                   :347   Min.   :  1           :  9  \n",
+      " For a training / class that I took: 68   1st Qu.: 12   No      :171  \n",
+      " teaching economics                :  1   Median : 17   Not sure:131  \n",
+      "                                          Mean   : 32   Yes     :105  \n",
+      "                                          3rd Qu.: 31                 \n",
+      "                                          Max.   :819                 \n",
+      "                                                                      \n",
+      "   PG2Submit   \n",
+      " Min.   :   1  \n",
+      " 1st Qu.:   9  \n",
+      " Median :  14  \n",
+      " Mean   :  33  \n",
+      " 3rd Qu.:  33  \n",
+      " Max.   :1470  \n",
+      "               \n",
+      "                                                                            PG2Resp.1  \n",
+      " The core \"data.frame\" object lacked functionality that I needed                 :168  \n",
+      " Chose the package to be compatible with other packages in my project            : 72  \n",
+      " I saw a recommendation for the package                                          : 61  \n",
+      " I didn't choose to use the package, it was included implicitly / unintentionally: 14  \n",
+      "                                                                                 : 11  \n",
+      " Speed                                                                           :  3  \n",
+      " (Other)                                                                         : 87  \n",
+      "   PG3Submit      PG4AllResp     PG4Submit     PG5_1Order  \n",
+      " Min.   :   1   Min.   : 0.0   Min.   :  3   Min.   : 1.0  \n",
+      " 1st Qu.:  16   1st Qu.: 8.0   1st Qu.:  6   1st Qu.: 4.0  \n",
+      " Median :  23   Median : 9.0   Median :  7   Median : 7.0  \n",
+      " Mean   :  47   Mean   : 8.5   Mean   :  9   Mean   : 7.5  \n",
+      " 3rd Qu.:  42   3rd Qu.:10.0   3rd Qu.: 10   3rd Qu.:11.0  \n",
+      " Max.   :4648   Max.   :10.0   Max.   :111   Max.   :20.0  \n",
+      "                                                           \n",
+      "               PG5_1Time     PG5Submit                 PG6Resp      PG6Submit \n",
+      " 2018-10-11 13:29:20:  2   Min.   :  17                    :  2   Min.   : 1  \n",
+      " 2018-10-11 13:32:57:  2   1st Qu.:  58   13 - 19 years    : 22   1st Qu.: 7  \n",
+      " 2018-10-11 13:25:52:  1   Median :  70   2 - 5 years      :174   Median : 9  \n",
+      " 2018-10-11 13:27:25:  1   Mean   :  85   20 years or more : 23   Mean   :11  \n",
+      " 2018-10-11 13:27:44:  1   3rd Qu.:  89   6 - 8 years      : 51   3rd Qu.:13  \n",
+      " 2018-10-11 13:28:05:  1   Max.   :1371   9 - 12 years     : 37   Max.   :94  \n",
+      " (Other)            :408                  Less than 2 years:107               \n",
+      "      PG7R      PG7C.C..    PG7Java     PG7Python      PG7Javascript PG7Go   \n",
+      " R      :351        :368        :396         :303             :393     :414  \n",
+      "        : 30   C/C++: 48   Java : 19   Python:113   Javascript: 23   Go:  2  \n",
+      " Perl   :  5   Cobol:  0   scala:  1   perl  :  0   sql       :  0           \n",
+      " SQL    :  4                                                                 \n",
+      " matlab :  4                                                                 \n",
+      " PHP    :  3                                                                 \n",
+      " (Other): 19                                                                 \n",
+      " PG7C.       PG7Other     PG7Submit                PG8Resp      PG8Submit  \n",
+      "   :404          :377   Min.   :  1   Data Scientist   :196   Min.   :  1  \n",
+      " C#: 12   Other  : 37   1st Qu.:  6   Software Engineer: 25   1st Qu.:  5  \n",
+      "          Ruby   :  1   Median :  8   Student          : 19   Median :  8  \n",
+      "          perl   :  1   Mean   : 12                    : 15   Mean   : 12  \n",
+      "          Matlab :  0   3rd Qu.: 11   Professor        :  8   3rd Qu.: 14  \n",
+      "          PHP    :  0   Max.   :777   PhD student      :  7   Max.   :207  \n",
+      "          (Other):  0                 (Other)          :146                \n",
+      "         PG9Resp      PG9Submit    \n",
+      " 2 - 3       :115   Min.   :    1  \n",
+      " 4 - 6       : 92   1st Qu.:    7  \n",
+      " 7 - 10      : 60   Median :   10  \n",
+      " 1           : 53   Mean   :   61  \n",
+      " More than 25: 43   3rd Qu.:   14  \n",
+      " 11 - 15     : 31   Max.   :20126  \n",
+      " (Other)     : 22                  \n",
+      "                                        PG10Resp     PG10Submit\n",
+      "                                            :  9   Min.   : 1  \n",
+      " Native                                     :223   1st Qu.: 5  \n",
+      " Not native - full working proficiency      :135   Median : 7  \n",
+      " Not native - limited working proficiency   :  7   Mean   : 9  \n",
+      " Not native - passable                      :  2   3rd Qu.:10  \n",
+      " Not native - sufficient working proficiency: 39   Max.   :43  \n",
+      " Not native - very limited                  :  1               \n",
+      "                 PG11Resp     PG11Submit         PG12Resp     PG12Submit\n",
+      "                     : 15   Min.   :  1              : 25   Min.   : 2  \n",
+      " Female              : 53   1st Qu.:  4   18 - 24    : 16   1st Qu.: 4  \n",
+      " Male                :332   Median :  4   25 - 34    :183   Median : 5  \n",
+      " Prefer not to answer: 16   Mean   :  6   35 - 44    :125   Mean   : 6  \n",
+      "                            3rd Qu.:  5   45 - 54    : 48   3rd Qu.: 6  \n",
+      "                            Max.   :243   55 - 64    : 16   Max.   :42  \n",
+      "                                          65 and over:  3               \n",
+      "     Device        Start               End               PG0Dis   \n",
+      "        :  0   Min.   :1.54e+09   Min.   :1.54e+09   Min.   :  0  \n",
+      " Bot    :  0   1st Qu.:1.54e+09   1st Qu.:1.54e+09   1st Qu.:  0  \n",
+      " PC     :547   Median :1.54e+09   Median :1.54e+09   Median :  1  \n",
+      " Phone  :170   Mean   :1.54e+09   Mean   :1.54e+09   Mean   : 44  \n",
+      " Tablet : 13   3rd Qu.:1.54e+09   3rd Qu.:1.54e+09   3rd Qu.: 24  \n",
+      " Unknown:  0   Max.   :1.54e+09   Max.   :1.54e+09   Max.   :168  \n",
+      "                                                                  \n",
+      "    PG0Shown      PG0Submit    \n",
+      " Min.   :   0   Min.   :    2  \n",
+      " 1st Qu.:   0   1st Qu.:    6  \n",
+      " Median : 118   Median :   10  \n",
+      " Mean   : 262   Mean   :  163  \n",
+      " 3rd Qu.: 444   3rd Qu.:   15  \n",
+      " Max.   :1190   Max.   :66474  \n",
+      "                               \n",
+      "                                       PG1PsnUse  \n",
+      " For personal work and/or research use      :509  \n",
+      "                                            :209  \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)                                    :  8  \n",
+      "                                PG1Trn      PG1Submit        PG2Resp   \n",
+      "                                   :597   Min.   :   1           : 19  \n",
+      " For a training / class that I took:132   1st Qu.:  11   No      :292  \n",
+      " teaching economics                :  1   Median :  16   Not sure:219  \n",
+      "                                          Mean   :  44   Yes     :200  \n",
+      "                                          3rd Qu.:  31                 \n",
+      "                                          Max.   :6892                 \n",
+      "                                                                       \n",
+      "   PG2Submit   \n",
+      " Min.   :   1  \n",
+      " 1st Qu.:   9  \n",
+      " Median :  13  \n",
+      " Mean   :  29  \n",
+      " 3rd Qu.:  30  \n",
+      " Max.   :1470  \n",
+      "               \n",
+      "                                                                            PG2Resp.1  \n",
+      " The core \"data.frame\" object lacked functionality that I needed                 :296  \n",
+      " I saw a recommendation for the package                                          :119  \n",
+      " Chose the package to be compatible with other packages in my project            :115  \n",
+      " I didn't choose to use the package, it was included implicitly / unintentionally: 25  \n",
+      "                                                                                 : 16  \n",
+      " Speed                                                                           :  4  \n",
+      " (Other)                                                                         :155  \n",
+      "   PG3Submit      PG4AllResp     PG4Submit             PG5_10RPA  \n",
+      " Min.   :   1   Min.   : 0.0   Min.   :  3                  :219  \n",
+      " 1st Qu.:  16   1st Qu.: 8.0   1st Qu.:  6   Essential      : 49  \n",
+      " Median :  24   Median : 9.0   Median :  7   High Priority  :182  \n",
+      " Mean   :  42   Mean   : 8.5   Mean   :  9   Low Priority   : 69  \n",
+      " 3rd Qu.:  41   3rd Qu.:10.0   3rd Qu.: 10   Medium Priority:139  \n",
+      " Max.   :4648   Max.   :10.0   Max.   :332   Not a Priority : 72  \n",
+      "                                                                  \n",
+      "           PG5_1RRPQ                 PG5_1Time     PG5Submit   \n",
+      "                :314                      :314   Min.   :   3  \n",
+      " Essential      : 48   2018-10-11 13:29:20:  2   1st Qu.:  45  \n",
+      " High Priority  : 93   2018-10-11 13:32:57:  2   Median :  61  \n",
+      " Low Priority   : 80   2018-10-11 13:25:52:  1   Mean   :  86  \n",
+      " Medium Priority:114   2018-10-11 13:27:25:  1   3rd Qu.:  83  \n",
+      " Not a Priority : 81   2018-10-11 13:27:44:  1   Max.   :4130  \n",
+      "                       (Other)            :409                 \n",
+      "              PG6Resp      PG6Submit         PG7R      PG7C.C..    PG7Java   \n",
+      "                  :  5   Min.   :   1   R      :619        :652        :684  \n",
+      " 13 - 19 years    : 42   1st Qu.:   7          : 62   C/C++: 77   Java : 45  \n",
+      " 2 - 5 years      :296   Median :   9   Perl   :  5   Cobol:  1   scala:  1  \n",
+      " 20 years or more : 42   Mean   :  26   SQL    :  5                          \n",
+      " 6 - 8 years      :103   3rd Qu.:  12   PHP    :  4                          \n",
+      " 9 - 12 years     : 66   Max.   :5759   Ruby   :  4                          \n",
+      " Less than 2 years:176                  (Other): 31                          \n",
+      "  PG7Python      PG7Javascript PG7Go    PG7C.       PG7Other     PG7Submit  \n",
+      "       :534             :686     :728     :708          :668   Min.   :  1  \n",
+      " Python:195   Javascript: 43   Go:  2   C#: 22   Other  : 55   1st Qu.:  6  \n",
+      " perl  :  1   sql       :  1                     PHP    :  2   Median :  8  \n",
+      "                                                 Matlab :  1   Mean   : 11  \n",
+      "                                                 Ruby   :  1   3rd Qu.: 11  \n",
+      "                                                 SAS    :  1   Max.   :777  \n",
+      "                                                 (Other):  2                \n",
+      "              PG8Resp      PG8Submit           PG9Resp      PG9Submit    \n",
+      " Data Scientist   :342   Min.   :  1   2 - 3       :211   Min.   :    1  \n",
+      " Software Engineer: 50   1st Qu.:  5   4 - 6       :147   1st Qu.:    8  \n",
+      " Student          : 24   Median :  8   7 - 10      :107   Median :   10  \n",
+      "                  : 22   Mean   : 12   1           : 87   Mean   :   43  \n",
+      " Researcher       : 12   3rd Qu.: 14   More than 25: 86   3rd Qu.:   14  \n",
+      " Professor        :  9   Max.   :207   11 - 15     : 55   Max.   :20126  \n",
+      " (Other)          :271                 (Other)     : 37                  \n",
+      "                                        PG10Resp     PG10Submit \n",
+      "                                            : 18   Min.   :  1  \n",
+      " Native                                     :381   1st Qu.:  6  \n",
+      " Not native - full working proficiency      :240   Median :  7  \n",
+      " Not native - limited working proficiency   : 14   Mean   :  9  \n",
+      " Not native - passable                      :  4   3rd Qu.: 10  \n",
+      " Not native - sufficient working proficiency: 71   Max.   :285  \n",
+      " Not native - very limited                  :  2                \n",
+      "                 PG11Resp     PG11Submit         PG12Resp     PG12Submit  \n",
+      "                     : 25   Min.   :  1              : 40   Min.   :   1  \n",
+      " Female              : 88   1st Qu.:  4   18 - 24    : 30   1st Qu.:   4  \n",
+      " Male                :590   Median :  4   25 - 34    :312   Median :   5  \n",
+      " Prefer not to answer: 27   Mean   :  6   35 - 44    :229   Mean   :   8  \n",
+      "                            3rd Qu.:  5   45 - 54    : 80   3rd Qu.:   6  \n",
+      "                            Max.   :605   55 - 64    : 31   Max.   :1566  \n",
+      "                                          65 and over:  8                 \n"
+     ]
+    }
+   ],
+   "source": [
+    "set1 = c('Device' ,'Start','End','PG0Dis','PG0Shown','PG0Submit','PG1PsnUse','PG1Trn',\n",
+    "'PG1Submit' ,'PG2Resp','PG2Submit','PG2Resp.1' ,'PG3Submit' , \n",
+    "'PG4AllResp','PG4Submit','PG5_1Order','PG5_1Time','PG5Submit','PG6Resp','PG6Submit','PG7R','PG7C.C..','PG7Java','PG7Python','PG7Javascript',\n",
+    "'PG7Go','PG7C.','PG7Other','PG7Submit','PG8Resp','PG8Submit','PG9Resp','PG9Submit','PG10Resp','PG10Submit',\n",
+    "'PG11Resp','PG11Submit','PG12Resp','PG12Submit')\n",
+    "\n",
+    "set2 = c('Device' ,'Start','End','PG0Dis','PG0Shown','PG0Submit','PG1PsnUse','PG1Trn',\n",
+    "'PG1Submit' ,'PG2Resp','PG2Submit','PG2Resp.1' ,'PG3Submit' ,\n",
+    "'PG4AllResp','PG4Submit', 'PG5_10RPA',\n",
+    "'PG5_1RRPQ','PG5_1Time','PG5Submit','PG6Resp','PG6Submit','PG7R','PG7C.C..','PG7Java','PG7Python','PG7Javascript',\n",
+    "'PG7Go','PG7C.','PG7Other','PG7Submit','PG8Resp','PG8Submit','PG9Resp','PG9Submit','PG10Resp','PG10Submit',\n",
+    "'PG11Resp','PG11Submit','PG12Resp','PG12Submit')\n",
+    "\n",
+    "df = dplyr::select(data_complete, set1) %>%\n",
+    "    na.omit()\n",
+    "print(summary(df))\n",
+    "\n",
+    "df1 = dplyr::select(data_complete, set2) %>%\n",
+    "    na.omit()\n",
+    "print(summary(df1))\n",
+    "#Desired response model\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "After filtering, here is a chart for the Author's reputation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 241,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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zTG7DXzbeUMhCRGSD4qOrKheU2T8t4oREhihOSj0sfaPS2cgZDECMlHhZD+Z1zf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\nAoQECBASIEBIgAAhAQKEBAgQEiDw/wG7DPhd8cAEZwAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "Plot with title \"Author Reputation\""
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot(df1$PG5_10RPA, main = \"Author Reputation\", ylab = \"Reputation of Authors\", xlab=\"Responses\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Remove levels of target factoring -- FILTER bad responses"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 242,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<dl class=dl-horizontal>\n",
+       "\t<dt>1</dt>\n",
+       "\t\t<dd>0</dd>\n",
+       "\t<dt>Essential</dt>\n",
+       "\t\t<dd>49</dd>\n",
+       "\t<dt>High Priority</dt>\n",
+       "\t\t<dd>182</dd>\n",
+       "\t<dt>Low Priority</dt>\n",
+       "\t\t<dd>69</dd>\n",
+       "\t<dt>Medium Priority</dt>\n",
+       "\t\t<dd>139</dd>\n",
+       "\t<dt>Not a Priority</dt>\n",
+       "\t\t<dd>72</dd>\n",
+       "</dl>\n"
+      ],
+      "text/latex": [
+       "\\begin{description*}\n",
+       "\\item[1] 0\n",
+       "\\item[Essential] 49\n",
+       "\\item[High Priority] 182\n",
+       "\\item[Low Priority] 69\n",
+       "\\item[Medium Priority] 139\n",
+       "\\item[Not a Priority] 72\n",
+       "\\end{description*}\n"
+      ],
+      "text/markdown": [
+       "1\n",
+       ":   0Essential\n",
+       ":   49High Priority\n",
+       ":   182Low Priority\n",
+       ":   69Medium Priority\n",
+       ":   139Not a Priority\n",
+       ":   72\n",
+       "\n"
+      ],
+      "text/plain": [
+       "                      Essential   High Priority    Low Priority Medium Priority \n",
+       "              0              49             182              69             139 \n",
+       " Not a Priority \n",
+       "             72 "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<dl class=dl-horizontal>\n",
+       "\t<dt>1</dt>\n",
+       "\t\t<dd>0</dd>\n",
+       "\t<dt>Essential</dt>\n",
+       "\t\t<dd>49</dd>\n",
+       "\t<dt>High Priority</dt>\n",
+       "\t\t<dd>182</dd>\n",
+       "\t<dt>Low Priority</dt>\n",
+       "\t\t<dd>69</dd>\n",
+       "\t<dt>Medium Priority</dt>\n",
+       "\t\t<dd>139</dd>\n",
+       "\t<dt>Not a Priority</dt>\n",
+       "\t\t<dd>72</dd>\n",
+       "</dl>\n"
+      ],
+      "text/latex": [
+       "\\begin{description*}\n",
+       "\\item[1] 0\n",
+       "\\item[Essential] 49\n",
+       "\\item[High Priority] 182\n",
+       "\\item[Low Priority] 69\n",
+       "\\item[Medium Priority] 139\n",
+       "\\item[Not a Priority] 72\n",
+       "\\end{description*}\n"
+      ],
+      "text/markdown": [
+       "1\n",
+       ":   0Essential\n",
+       ":   49High Priority\n",
+       ":   182Low Priority\n",
+       ":   69Medium Priority\n",
+       ":   139Not a Priority\n",
+       ":   72\n",
+       "\n"
+      ],
+      "text/plain": [
+       "                      Essential   High Priority    Low Priority Medium Priority \n",
+       "              0              49             182              69             139 \n",
+       " Not a Priority \n",
+       "             72 "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "\n",
+    "df1 <- filter(df1, PG5_10RPA != '')\n",
+    "summary(df1$PG5_10RPA)\n",
+    "df1$PG5_1RRPQ <- factor(df1$PG5_10RPA)\n",
+    "summary(df1$PG5_10RPA)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Get correlations and mark those with high correlations"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 243,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<table>\n",
+       "<thead><tr><th></th><th scope=col>Completed</th><th scope=col>End</th><th scope=col>PG0Dis</th><th scope=col>PG0Shown</th><th scope=col>PG2Resp.1</th><th scope=col>PG3Submit</th><th scope=col>PG4Prm9_10</th><th scope=col>PG4AllResp</th><th scope=col>PG4Submit</th><th scope=col>PG5_1RRPQ</th><th scope=col>...</th><th scope=col>PG8Resp</th><th scope=col>PG8Submit</th><th scope=col>PG9Resp</th><th scope=col>PG9Submit</th><th scope=col>PG10Resp</th><th scope=col>PG10Submit</th><th scope=col>PG11Resp</th><th scope=col>PG11Submit</th><th scope=col>PG12Resp</th><th scope=col>PG12Submit</th></tr></thead>\n",
+       "<tbody>\n",
+       "\t<tr><th scope=row>Completed</th><td> 1.0000 </td><td>0.880   </td><td>-0.00957</td><td> 0.01311</td><td>0.7359  </td><td>0.743   </td><td> 0.5312 </td><td> 0.7652 </td><td> 0.7466 </td><td> 0.5703 </td><td>...     </td><td> 0.8601 </td><td>0.876   </td><td> 0.8601 </td><td>0.8730  </td><td> 0.8783 </td><td> 0.8744 </td><td> 0.9081 </td><td> 0.8870 </td><td> 0.8518 </td><td>0.885   </td></tr>\n",
+       "\t<tr><th scope=row>End</th><td> 0.8796 </td><td>1.000   </td><td> 0.01515</td><td> 0.01445</td><td>0.6558  </td><td>0.665   </td><td> 0.4581 </td><td> 0.6643 </td><td> 0.6589 </td><td> 0.4681 </td><td>...     </td><td> 0.7650 </td><td>0.779   </td><td> 0.7672 </td><td>0.7767  </td><td> 0.7727 </td><td> 0.7815 </td><td> 0.7923 </td><td> 0.7983 </td><td> 0.7624 </td><td>0.796   </td></tr>\n",
+       "\t<tr><th scope=row>PG0Dis</th><td>-0.0096 </td><td>0.015   </td><td> 1.00000</td><td> 0.89092</td><td>0.0078  </td><td>0.024   </td><td>-0.0093 </td><td>-0.0013 </td><td>-0.0270 </td><td>-0.0058 </td><td>...     </td><td>-0.0139 </td><td>0.014   </td><td>-0.0022 </td><td>0.0038  </td><td>-0.0023 </td><td>-0.0159 </td><td>-0.0152 </td><td>-0.0142 </td><td>-0.0183 </td><td>0.016   </td></tr>\n",
+       "\t<tr><th scope=row>PG0Shown</th><td> 0.0131 </td><td>0.014   </td><td> 0.89092</td><td> 1.00000</td><td>0.0259  </td><td>0.046   </td><td>-0.0033 </td><td> 0.0108 </td><td>-0.0054 </td><td> 0.0073 </td><td>...     </td><td> 0.0036 </td><td>0.032   </td><td> 0.0207 </td><td>0.0215  </td><td> 0.0078 </td><td>-0.0014 </td><td> 0.0082 </td><td>-0.0027 </td><td>-0.0051 </td><td>0.033   </td></tr>\n",
+       "\t<tr><th scope=row>PG2Resp.1</th><td> 0.7359 </td><td>0.656   </td><td> 0.00778</td><td> 0.02585</td><td>1.0000  </td><td>0.729   </td><td> 0.4421 </td><td> 0.6674 </td><td> 0.6761 </td><td> 0.4281 </td><td>...     </td><td> 0.6437 </td><td>0.646   </td><td> 0.6600 </td><td>0.6605  </td><td> 0.6571 </td><td> 0.6501 </td><td> 0.6915 </td><td> 0.6679 </td><td> 0.6479 </td><td>0.668   </td></tr>\n",
+       "\t<tr><th scope=row>PG3Submit</th><td> 0.7431 </td><td>0.665   </td><td> 0.02376</td><td> 0.04597</td><td>0.7293  </td><td>1.000   </td><td> 0.4383 </td><td> 0.6704 </td><td> 0.7515 </td><td> 0.4412 </td><td>...     </td><td> 0.6479 </td><td>0.697   </td><td> 0.6384 </td><td>0.7170  </td><td> 0.6763 </td><td> 0.6923 </td><td> 0.6882 </td><td> 0.6910 </td><td> 0.6361 </td><td>0.696   </td></tr>\n",
+       "\t<tr><th scope=row>PG4Prm9_10</th><td> 0.5312 </td><td>0.458   </td><td>-0.00930</td><td>-0.00333</td><td>0.4421  </td><td>0.438   </td><td> 1.0000 </td><td> 0.8805 </td><td> 0.3759 </td><td> 0.3202 </td><td>...     </td><td> 0.4155 </td><td>0.414   </td><td> 0.4802 </td><td>0.4521  </td><td> 0.4275 </td><td> 0.4181 </td><td> 0.4785 </td><td> 0.4332 </td><td> 0.4488 </td><td>0.444   </td></tr>\n",
+       "\t<tr><th scope=row>PG4AllResp</th><td> 0.7652 </td><td>0.664   </td><td>-0.00132</td><td> 0.01079</td><td>0.6674  </td><td>0.670   </td><td> 0.8805 </td><td> 1.0000 </td><td> 0.6667 </td><td> 0.4527 </td><td>...     </td><td> 0.6354 </td><td>0.645   </td><td> 0.6801 </td><td>0.6722  </td><td> 0.6630 </td><td> 0.6549 </td><td> 0.6942 </td><td> 0.6545 </td><td> 0.6465 </td><td>0.659   </td></tr>\n",
+       "\t<tr><th scope=row>PG4Submit</th><td> 0.7466 </td><td>0.659   </td><td>-0.02698</td><td>-0.00543</td><td>0.6761  </td><td>0.752   </td><td> 0.3759 </td><td> 0.6667 </td><td> 1.0000 </td><td> 0.4491 </td><td>...     </td><td> 0.6742 </td><td>0.705   </td><td> 0.6338 </td><td>0.7399  </td><td> 0.7324 </td><td> 0.7516 </td><td> 0.6934 </td><td> 0.7248 </td><td> 0.6395 </td><td>0.715   </td></tr>\n",
+       "\t<tr><th scope=row>PG5_1RRPQ</th><td> 0.5703 </td><td>0.468   </td><td>-0.00579</td><td> 0.00730</td><td>0.4281  </td><td>0.441   </td><td> 0.3202 </td><td> 0.4527 </td><td> 0.4491 </td><td> 1.0000 </td><td>...     </td><td> 0.4874 </td><td>0.498   </td><td> 0.4910 </td><td>0.5072  </td><td> 0.4857 </td><td> 0.4869 </td><td> 0.5148 </td><td> 0.4964 </td><td> 0.4683 </td><td>0.505   </td></tr>\n",
+       "\t<tr><th scope=row>PG5_1Order</th><td> 0.5726 </td><td>0.477   </td><td>-0.00539</td><td> 0.00618</td><td>0.4341  </td><td>0.442   </td><td> 0.3310 </td><td> 0.4602 </td><td> 0.4481 </td><td> 0.9606 </td><td>...     </td><td> 0.4940 </td><td>0.499   </td><td> 0.4943 </td><td>0.5089  </td><td> 0.4938 </td><td> 0.4968 </td><td> 0.5195 </td><td> 0.5013 </td><td> 0.4682 </td><td>0.514   </td></tr>\n",
+       "\t<tr><th scope=row>PG5_1Time</th><td> 0.5711 </td><td>0.562   </td><td> 0.01075</td><td> 0.01932</td><td>0.4261  </td><td>0.441   </td><td> 0.3064 </td><td> 0.4454 </td><td> 0.4466 </td><td> 0.9383 </td><td>...     </td><td> 0.4970 </td><td>0.502   </td><td> 0.5000 </td><td>0.5064  </td><td> 0.4944 </td><td> 0.5065 </td><td> 0.5065 </td><td> 0.5045 </td><td> 0.4689 </td><td>0.517   </td></tr>\n",
+       "\t<tr><th scope=row>PG5_2BNUI</th><td> 0.5319 </td><td>0.444   </td><td>-0.00974</td><td>-0.00337</td><td>0.4028  </td><td>0.403   </td><td> 0.3205 </td><td> 0.4415 </td><td> 0.4027 </td><td> 0.8605 </td><td>...     </td><td> 0.4590 </td><td>0.451   </td><td> 0.4512 </td><td>0.4506  </td><td> 0.4503 </td><td> 0.4387 </td><td> 0.4907 </td><td> 0.4578 </td><td> 0.4401 </td><td>0.465   </td></tr>\n",
+       "\t<tr><th scope=row>PG5_2Order</th><td> 0.5332 </td><td>0.448   </td><td>-0.01260</td><td>-0.00836</td><td>0.4103  </td><td>0.398   </td><td> 0.3170 </td><td> 0.4428 </td><td> 0.4048 </td><td> 0.8438 </td><td>...     </td><td> 0.4535 </td><td>0.449   </td><td> 0.4618 </td><td>0.4527  </td><td> 0.4603 </td><td> 0.4520 </td><td> 0.4851 </td><td> 0.4646 </td><td> 0.4399 </td><td>0.472   </td></tr>\n",
+       "\t<tr><th scope=row>PG5_2Time</th><td> 0.5305 </td><td>0.522   </td><td> 0.00687</td><td> 0.00680</td><td>0.4024  </td><td>0.400   </td><td> 0.3070 </td><td> 0.4326 </td><td> 0.4079 </td><td> 0.8328 </td><td>...     </td><td> 0.4576 </td><td>0.453   </td><td> 0.4637 </td><td>0.4529  </td><td> 0.4548 </td><td> 0.4502 </td><td> 0.4808 </td><td> 0.4633 </td><td> 0.4413 </td><td>0.473   </td></tr>\n",
+       "\t<tr><th scope=row>PG5_3HDS</th><td> 0.6683 </td><td>0.602   </td><td>-0.00140</td><td>-0.00348</td><td>0.5056  </td><td>0.494   </td><td> 0.3944 </td><td> 0.5420 </td><td> 0.5209 </td><td> 0.7069 </td><td>...     </td><td> 0.5557 </td><td>0.594   </td><td> 0.5821 </td><td>0.6015  </td><td> 0.5809 </td><td> 0.5824 </td><td> 0.6211 </td><td> 0.5894 </td><td> 0.5785 </td><td>0.615   </td></tr>\n",
+       "\t<tr><th scope=row>PG5_3Order</th><td> 0.6659 </td><td>0.594   </td><td>-0.00207</td><td>-0.00814</td><td>0.5077  </td><td>0.488   </td><td> 0.4139 </td><td> 0.5561 </td><td> 0.5071 </td><td> 0.7466 </td><td>...     </td><td> 0.5663 </td><td>0.588   </td><td> 0.5778 </td><td>0.5909  </td><td> 0.5794 </td><td> 0.5760 </td><td> 0.6200 </td><td> 0.5777 </td><td> 0.5611 </td><td>0.607   </td></tr>\n",
+       "\t<tr><th scope=row>PG5_3Time</th><td> 0.6687 </td><td>0.727   </td><td> 0.00653</td><td>-0.00870</td><td>0.5025  </td><td>0.492   </td><td> 0.4017 </td><td> 0.5444 </td><td> 0.4969 </td><td> 0.6566 </td><td>...     </td><td> 0.5640 </td><td>0.593   </td><td> 0.5924 </td><td>0.5926  </td><td> 0.5705 </td><td> 0.5743 </td><td> 0.6051 </td><td> 0.5799 </td><td> 0.5772 </td><td>0.613   </td></tr>\n",
+       "\t<tr><th scope=row>PG5_4VGP</th><td> 0.5905 </td><td>0.510   </td><td> 0.00088</td><td>-0.00099</td><td>0.4401  </td><td>0.451   </td><td> 0.3470 </td><td> 0.4852 </td><td> 0.4581 </td><td> 0.7797 </td><td>...     </td><td> 0.5078 </td><td>0.510   </td><td> 0.5119 </td><td>0.5007  </td><td> 0.5044 </td><td> 0.4973 </td><td> 0.5311 </td><td> 0.5150 </td><td> 0.4802 </td><td>0.517   </td></tr>\n",
+       "\t<tr><th scope=row>PG5_4Order</th><td> 0.5915 </td><td>0.521   </td><td>-0.00245</td><td>-0.00085</td><td>0.4462  </td><td>0.454   </td><td> 0.3666 </td><td> 0.4987 </td><td> 0.4552 </td><td> 0.7957 </td><td>...     </td><td> 0.5009 </td><td>0.511   </td><td> 0.5124 </td><td>0.5054  </td><td> 0.5112 </td><td> 0.5019 </td><td> 0.5261 </td><td> 0.5071 </td><td> 0.4793 </td><td>0.511   </td></tr>\n",
+       "\t<tr><th scope=row>PG5_4Time</th><td> 0.5890 </td><td>0.607   </td><td> 0.01836</td><td> 0.01406</td><td>0.4374  </td><td>0.464   </td><td> 0.3594 </td><td> 0.4928 </td><td> 0.4586 </td><td> 0.7344 </td><td>...     </td><td> 0.5090 </td><td>0.511   </td><td> 0.5185 </td><td>0.5084  </td><td> 0.5126 </td><td> 0.5089 </td><td> 0.5242 </td><td> 0.5139 </td><td> 0.4787 </td><td>0.518   </td></tr>\n",
+       "\t<tr><th scope=row>PG5_5PHR</th><td> 0.6762 </td><td>0.588   </td><td> 0.00662</td><td> 0.00579</td><td>0.5284  </td><td>0.525   </td><td> 0.4106 </td><td> 0.5690 </td><td> 0.5131 </td><td> 0.6925 </td><td>...     </td><td> 0.6099 </td><td>0.612   </td><td> 0.5900 </td><td>0.5986  </td><td> 0.5613 </td><td> 0.5722 </td><td> 0.6245 </td><td> 0.5864 </td><td> 0.5598 </td><td>0.597   </td></tr>\n",
+       "\t<tr><th scope=row>PG5_5Order</th><td> 0.6760 </td><td>0.585   </td><td> 0.00980</td><td> 0.01466</td><td>0.5160  </td><td>0.524   </td><td> 0.4167 </td><td> 0.5696 </td><td> 0.5051 </td><td> 0.7464 </td><td>...     </td><td> 0.5958 </td><td>0.597   </td><td> 0.5921 </td><td>0.5779  </td><td> 0.5584 </td><td> 0.5643 </td><td> 0.6191 </td><td> 0.5799 </td><td> 0.5731 </td><td>0.599   </td></tr>\n",
+       "\t<tr><th scope=row>PG5_5Time</th><td> 0.6740 </td><td>0.721   </td><td> 0.03829</td><td> 0.03404</td><td>0.5032  </td><td>0.530   </td><td> 0.4265 </td><td> 0.5745 </td><td> 0.4891 </td><td> 0.6412 </td><td>...     </td><td> 0.5909 </td><td>0.597   </td><td> 0.5999 </td><td>0.5818  </td><td> 0.5416 </td><td> 0.5561 </td><td> 0.6117 </td><td> 0.5761 </td><td> 0.5707 </td><td>0.609   </td></tr>\n",
+       "\t<tr><th scope=row>PG5_6SSYOP</th><td> 0.5948 </td><td>0.522   </td><td> 0.00642</td><td> 0.01283</td><td>0.4455  </td><td>0.465   </td><td> 0.3479 </td><td> 0.4872 </td><td> 0.4686 </td><td> 0.7809 </td><td>...     </td><td> 0.5267 </td><td>0.514   </td><td> 0.5176 </td><td>0.5183  </td><td> 0.5131 </td><td> 0.5078 </td><td> 0.5297 </td><td> 0.5159 </td><td> 0.4957 </td><td>0.521   </td></tr>\n",
+       "\t<tr><th scope=row>PG5_6Order</th><td> 0.5940 </td><td>0.525   </td><td> 0.00242</td><td> 0.00979</td><td>0.4424  </td><td>0.461   </td><td> 0.3368 </td><td> 0.4791 </td><td> 0.4763 </td><td> 0.7919 </td><td>...     </td><td> 0.5200 </td><td>0.515   </td><td> 0.5060 </td><td>0.5149  </td><td> 0.5221 </td><td> 0.5166 </td><td> 0.5257 </td><td> 0.5170 </td><td> 0.4994 </td><td>0.527   </td></tr>\n",
+       "\t<tr><th scope=row>PG5_6Time</th><td> 0.5932 </td><td>0.620   </td><td> 0.02438</td><td> 0.02523</td><td>0.4421  </td><td>0.461   </td><td> 0.3333 </td><td> 0.4778 </td><td> 0.4719 </td><td> 0.7304 </td><td>...     </td><td> 0.5256 </td><td>0.511   </td><td> 0.5219 </td><td>0.5200  </td><td> 0.5184 </td><td> 0.5190 </td><td> 0.5210 </td><td> 0.5184 </td><td> 0.5007 </td><td>0.529   </td></tr>\n",
+       "\t<tr><th scope=row>PG5_7NDYP</th><td> 0.5236 </td><td>0.443   </td><td> 0.00459</td><td> 0.00386</td><td>0.4132  </td><td>0.396   </td><td> 0.3146 </td><td> 0.4358 </td><td> 0.3919 </td><td> 0.8322 </td><td>...     </td><td> 0.4619 </td><td>0.447   </td><td> 0.4515 </td><td>0.4419  </td><td> 0.4268 </td><td> 0.4305 </td><td> 0.4682 </td><td> 0.4468 </td><td> 0.4164 </td><td>0.456   </td></tr>\n",
+       "\t<tr><th scope=row>PG5_7Order</th><td> 0.5221 </td><td>0.447   </td><td> 0.00261</td><td> 0.00232</td><td>0.4066  </td><td>0.394   </td><td> 0.3107 </td><td> 0.4332 </td><td> 0.3940 </td><td> 0.8261 </td><td>...     </td><td> 0.4545 </td><td>0.441   </td><td> 0.4464 </td><td>0.4441  </td><td> 0.4421 </td><td> 0.4395 </td><td> 0.4717 </td><td> 0.4470 </td><td> 0.4107 </td><td>0.448   </td></tr>\n",
+       "\t<tr><th scope=row>PG5_7Time</th><td> 0.5213 </td><td>0.519   </td><td> 0.01437</td><td> 0.01468</td><td>0.4058  </td><td>0.394   </td><td> 0.3044 </td><td> 0.4293 </td><td> 0.3876 </td><td> 0.8121 </td><td>...     </td><td> 0.4637 </td><td>0.447   </td><td> 0.4596 </td><td>0.4436  </td><td> 0.4331 </td><td> 0.4397 </td><td> 0.4635 </td><td> 0.4487 </td><td> 0.4171 </td><td>0.459   </td></tr>\n",
+       "\t<tr><th scope=row>...</th><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>   </td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
+       "\t<tr><th scope=row>PG5_9FRP</th><td>0.69    </td><td>0.61    </td><td> 0.0076 </td><td> 0.01624</td><td>0.52    </td><td>0.52    </td><td>0.38    </td><td>0.56    </td><td>0.52    </td><td>0.69    </td><td>...     </td><td>0.60    </td><td>0.60    </td><td>0.61    </td><td>0.60    </td><td>0.60    </td><td>0.59    </td><td>0.64    </td><td>0.60    </td><td>0.57    </td><td>0.61    </td></tr>\n",
+       "\t<tr><th scope=row>PG5_9Order</th><td>0.69    </td><td>0.61    </td><td>-0.0052 </td><td>-0.00201</td><td>0.51    </td><td>0.51    </td><td>0.41    </td><td>0.57    </td><td>0.52    </td><td>0.73    </td><td>...     </td><td>0.60    </td><td>0.59    </td><td>0.61    </td><td>0.59    </td><td>0.59    </td><td>0.58    </td><td>0.63    </td><td>0.60    </td><td>0.57    </td><td>0.60    </td></tr>\n",
+       "\t<tr><th scope=row>PG5_9Time</th><td>0.69    </td><td>0.74    </td><td> 0.0358 </td><td> 0.03373</td><td>0.49    </td><td>0.53    </td><td>0.41    </td><td>0.57    </td><td>0.51    </td><td>0.63    </td><td>...     </td><td>0.60    </td><td>0.61    </td><td>0.61    </td><td>0.59    </td><td>0.59    </td><td>0.60    </td><td>0.62    </td><td>0.60    </td><td>0.58    </td><td>0.62    </td></tr>\n",
+       "\t<tr><th scope=row>PG5_10RPA</th><td>0.65    </td><td>0.59    </td><td>-0.0010 </td><td>-0.00692</td><td>0.49    </td><td>0.50    </td><td>0.40    </td><td>0.54    </td><td>0.49    </td><td>0.70    </td><td>...     </td><td>0.58    </td><td>0.58    </td><td>0.58    </td><td>0.56    </td><td>0.56    </td><td>0.55    </td><td>0.59    </td><td>0.57    </td><td>0.56    </td><td>0.58    </td></tr>\n",
+       "\t<tr><th scope=row>PG5_10Order</th><td>0.65    </td><td>0.58    </td><td> 0.0015 </td><td>-0.00048</td><td>0.48    </td><td>0.51    </td><td>0.42    </td><td>0.56    </td><td>0.49    </td><td>0.75    </td><td>...     </td><td>0.57    </td><td>0.58    </td><td>0.57    </td><td>0.56    </td><td>0.56    </td><td>0.55    </td><td>0.59    </td><td>0.56    </td><td>0.55    </td><td>0.57    </td></tr>\n",
+       "\t<tr><th scope=row>PG5_10Time</th><td>0.65    </td><td>0.70    </td><td> 0.0128 </td><td>-0.00336</td><td>0.47    </td><td>0.51    </td><td>0.43    </td><td>0.56    </td><td>0.48    </td><td>0.64    </td><td>...     </td><td>0.57    </td><td>0.58    </td><td>0.58    </td><td>0.56    </td><td>0.54    </td><td>0.54    </td><td>0.58    </td><td>0.56    </td><td>0.56    </td><td>0.58    </td></tr>\n",
+       "\t<tr><th scope=row>PG5_11NSG</th><td>0.56    </td><td>0.49    </td><td>-0.0145 </td><td>-0.00783</td><td>0.43    </td><td>0.43    </td><td>0.34    </td><td>0.46    </td><td>0.43    </td><td>0.82    </td><td>...     </td><td>0.48    </td><td>0.49    </td><td>0.49    </td><td>0.48    </td><td>0.48    </td><td>0.48    </td><td>0.49    </td><td>0.48    </td><td>0.47    </td><td>0.49    </td></tr>\n",
+       "\t<tr><th scope=row>PG5_11Order</th><td>0.56    </td><td>0.48    </td><td>-0.0158 </td><td>-0.00657</td><td>0.42    </td><td>0.42    </td><td>0.32    </td><td>0.45    </td><td>0.44    </td><td>0.81    </td><td>...     </td><td>0.48    </td><td>0.48    </td><td>0.48    </td><td>0.48    </td><td>0.50    </td><td>0.49    </td><td>0.50    </td><td>0.49    </td><td>0.46    </td><td>0.49    </td></tr>\n",
+       "\t<tr><th scope=row>PG5_11Time</th><td>0.56    </td><td>0.56    </td><td>-0.0044 </td><td>-0.00080</td><td>0.42    </td><td>0.42    </td><td>0.32    </td><td>0.45    </td><td>0.43    </td><td>0.78    </td><td>...     </td><td>0.48    </td><td>0.48    </td><td>0.49    </td><td>0.47    </td><td>0.49    </td><td>0.49    </td><td>0.49    </td><td>0.49    </td><td>0.46    </td><td>0.50    </td></tr>\n",
+       "\t<tr><th scope=row>PG5_12NWG</th><td>0.55    </td><td>0.47    </td><td>-0.0060 </td><td> 0.00142</td><td>0.41    </td><td>0.41    </td><td>0.33    </td><td>0.45    </td><td>0.41    </td><td>0.83    </td><td>...     </td><td>0.47    </td><td>0.47    </td><td>0.47    </td><td>0.47    </td><td>0.47    </td><td>0.47    </td><td>0.49    </td><td>0.47    </td><td>0.45    </td><td>0.48    </td></tr>\n",
+       "\t<tr><th scope=row>PG5_12Order</th><td>0.54    </td><td>0.46    </td><td>-0.0105 </td><td>-0.00222</td><td>0.42    </td><td>0.41    </td><td>0.31    </td><td>0.44    </td><td>0.42    </td><td>0.83    </td><td>...     </td><td>0.46    </td><td>0.47    </td><td>0.47    </td><td>0.47    </td><td>0.48    </td><td>0.47    </td><td>0.49    </td><td>0.47    </td><td>0.45    </td><td>0.48    </td></tr>\n",
+       "\t<tr><th scope=row>PG5_12Time</th><td>0.54    </td><td>0.54    </td><td> 0.0074 </td><td> 0.01123</td><td>0.41    </td><td>0.41    </td><td>0.31    </td><td>0.44    </td><td>0.41    </td><td>0.81    </td><td>...     </td><td>0.47    </td><td>0.47    </td><td>0.48    </td><td>0.46    </td><td>0.47    </td><td>0.47    </td><td>0.48    </td><td>0.47    </td><td>0.44    </td><td>0.48    </td></tr>\n",
+       "\t<tr><th scope=row>PG5_13NFG</th><td>0.54    </td><td>0.46    </td><td>-0.0148 </td><td>-0.01006</td><td>0.40    </td><td>0.41    </td><td>0.34    </td><td>0.45    </td><td>0.42    </td><td>0.84    </td><td>...     </td><td>0.47    </td><td>0.47    </td><td>0.46    </td><td>0.45    </td><td>0.46    </td><td>0.45    </td><td>0.49    </td><td>0.47    </td><td>0.45    </td><td>0.48    </td></tr>\n",
+       "\t<tr><th scope=row>PG5_13Order</th><td>0.54    </td><td>0.46    </td><td>-0.0072 </td><td> 0.00100</td><td>0.40    </td><td>0.40    </td><td>0.32    </td><td>0.44    </td><td>0.41    </td><td>0.83    </td><td>...     </td><td>0.46    </td><td>0.47    </td><td>0.46    </td><td>0.45    </td><td>0.47    </td><td>0.46    </td><td>0.48    </td><td>0.47    </td><td>0.44    </td><td>0.47    </td></tr>\n",
+       "\t<tr><th scope=row>PG5_13Time</th><td>0.54    </td><td>0.53    </td><td> 0.0019 </td><td> 0.00513</td><td>0.39    </td><td>0.41    </td><td>0.32    </td><td>0.44    </td><td>0.41    </td><td>0.82    </td><td>...     </td><td>0.46    </td><td>0.46    </td><td>0.47    </td><td>0.44    </td><td>0.46    </td><td>0.46    </td><td>0.48    </td><td>0.47    </td><td>0.45    </td><td>0.48    </td></tr>\n",
+       "\t<tr><th scope=row>PG5Submit</th><td>0.87    </td><td>0.78    </td><td>-0.0059 </td><td> 0.01061</td><td>0.66    </td><td>0.72    </td><td>0.46    </td><td>0.68    </td><td>0.73    </td><td>0.66    </td><td>...     </td><td>0.77    </td><td>0.82    </td><td>0.74    </td><td>0.84    </td><td>0.80    </td><td>0.82    </td><td>0.79    </td><td>0.82    </td><td>0.76    </td><td>0.82    </td></tr>\n",
+       "\t<tr><th scope=row>PG6Resp</th><td>0.88    </td><td>0.78    </td><td> 0.0211 </td><td> 0.02630</td><td>0.65    </td><td>0.67    </td><td>0.44    </td><td>0.66    </td><td>0.68    </td><td>0.51    </td><td>...     </td><td>0.78    </td><td>0.80    </td><td>0.73    </td><td>0.78    </td><td>0.78    </td><td>0.79    </td><td>0.79    </td><td>0.77    </td><td>0.74    </td><td>0.79    </td></tr>\n",
+       "\t<tr><th scope=row>PG6Submit</th><td>0.87    </td><td>0.77    </td><td>-0.0014 </td><td> 0.02439</td><td>0.67    </td><td>0.72    </td><td>0.47    </td><td>0.68    </td><td>0.74    </td><td>0.51    </td><td>...     </td><td>0.77    </td><td>0.81    </td><td>0.76    </td><td>0.87    </td><td>0.81    </td><td>0.85    </td><td>0.80    </td><td>0.83    </td><td>0.77    </td><td>0.83    </td></tr>\n",
+       "\t<tr><th scope=row>PG7R</th><td>0.87    </td><td>0.77    </td><td>-0.0123 </td><td> 0.00710</td><td>0.65    </td><td>0.65    </td><td>0.48    </td><td>0.69    </td><td>0.66    </td><td>0.52    </td><td>...     </td><td>0.75    </td><td>0.76    </td><td>0.76    </td><td>0.76    </td><td>0.77    </td><td>0.76    </td><td>0.80    </td><td>0.76    </td><td>0.74    </td><td>0.77    </td></tr>\n",
+       "\t<tr><th scope=row>PG7Submit</th><td>0.87    </td><td>0.79    </td><td>-0.0023 </td><td> 0.01892</td><td>0.66    </td><td>0.69    </td><td>0.43    </td><td>0.66    </td><td>0.73    </td><td>0.51    </td><td>...     </td><td>0.78    </td><td>0.81    </td><td>0.78    </td><td>0.83    </td><td>0.82    </td><td>0.84    </td><td>0.82    </td><td>0.84    </td><td>0.77    </td><td>0.83    </td></tr>\n",
+       "\t<tr><th scope=row>PG8Resp</th><td>0.86    </td><td>0.77    </td><td>-0.0139 </td><td> 0.00357</td><td>0.64    </td><td>0.65    </td><td>0.42    </td><td>0.64    </td><td>0.67    </td><td>0.49    </td><td>...     </td><td>1.00    </td><td>0.87    </td><td>0.74    </td><td>0.77    </td><td>0.77    </td><td>0.77    </td><td>0.80    </td><td>0.79    </td><td>0.74    </td><td>0.78    </td></tr>\n",
+       "\t<tr><th scope=row>PG8Submit</th><td>0.88    </td><td>0.78    </td><td> 0.0139 </td><td> 0.03195</td><td>0.65    </td><td>0.70    </td><td>0.41    </td><td>0.64    </td><td>0.71    </td><td>0.50    </td><td>...     </td><td>0.87    </td><td>1.00    </td><td>0.73    </td><td>0.83    </td><td>0.80    </td><td>0.82    </td><td>0.81    </td><td>0.82    </td><td>0.76    </td><td>0.82    </td></tr>\n",
+       "\t<tr><th scope=row>PG9Resp</th><td>0.86    </td><td>0.77    </td><td>-0.0022 </td><td> 0.02070</td><td>0.66    </td><td>0.64    </td><td>0.48    </td><td>0.68    </td><td>0.63    </td><td>0.49    </td><td>...     </td><td>0.74    </td><td>0.73    </td><td>1.00    </td><td>0.76    </td><td>0.74    </td><td>0.74    </td><td>0.81    </td><td>0.76    </td><td>0.77    </td><td>0.77    </td></tr>\n",
+       "\t<tr><th scope=row>PG9Submit</th><td>0.87    </td><td>0.78    </td><td> 0.0038 </td><td> 0.02154</td><td>0.66    </td><td>0.72    </td><td>0.45    </td><td>0.67    </td><td>0.74    </td><td>0.51    </td><td>...     </td><td>0.77    </td><td>0.83    </td><td>0.76    </td><td>1.00    </td><td>0.81    </td><td>0.84    </td><td>0.79    </td><td>0.83    </td><td>0.74    </td><td>0.83    </td></tr>\n",
+       "\t<tr><th scope=row>PG10Resp</th><td>0.88    </td><td>0.77    </td><td>-0.0023 </td><td> 0.00782</td><td>0.66    </td><td>0.68    </td><td>0.43    </td><td>0.66    </td><td>0.73    </td><td>0.49    </td><td>...     </td><td>0.77    </td><td>0.80    </td><td>0.74    </td><td>0.81    </td><td>1.00    </td><td>0.94    </td><td>0.81    </td><td>0.82    </td><td>0.73    </td><td>0.81    </td></tr>\n",
+       "\t<tr><th scope=row>PG10Submit</th><td>0.87    </td><td>0.78    </td><td>-0.0159 </td><td>-0.00141</td><td>0.65    </td><td>0.69    </td><td>0.42    </td><td>0.65    </td><td>0.75    </td><td>0.49    </td><td>...     </td><td>0.77    </td><td>0.82    </td><td>0.74    </td><td>0.84    </td><td>0.94    </td><td>1.00    </td><td>0.81    </td><td>0.85    </td><td>0.75    </td><td>0.84    </td></tr>\n",
+       "\t<tr><th scope=row>PG11Resp</th><td>0.91    </td><td>0.79    </td><td>-0.0152 </td><td> 0.00818</td><td>0.69    </td><td>0.69    </td><td>0.48    </td><td>0.69    </td><td>0.69    </td><td>0.51    </td><td>...     </td><td>0.80    </td><td>0.81    </td><td>0.81    </td><td>0.79    </td><td>0.81    </td><td>0.81    </td><td>1.00    </td><td>0.85    </td><td>0.80    </td><td>0.82    </td></tr>\n",
+       "\t<tr><th scope=row>PG11Submit</th><td>0.89    </td><td>0.80    </td><td>-0.0142 </td><td>-0.00265</td><td>0.67    </td><td>0.69    </td><td>0.43    </td><td>0.65    </td><td>0.72    </td><td>0.50    </td><td>...     </td><td>0.79    </td><td>0.82    </td><td>0.76    </td><td>0.83    </td><td>0.82    </td><td>0.85    </td><td>0.85    </td><td>1.00    </td><td>0.78    </td><td>0.84    </td></tr>\n",
+       "\t<tr><th scope=row>PG12Resp</th><td>0.85    </td><td>0.76    </td><td>-0.0183 </td><td>-0.00509</td><td>0.65    </td><td>0.64    </td><td>0.45    </td><td>0.65    </td><td>0.64    </td><td>0.47    </td><td>...     </td><td>0.74    </td><td>0.76    </td><td>0.77    </td><td>0.74    </td><td>0.73    </td><td>0.75    </td><td>0.80    </td><td>0.78    </td><td>1.00    </td><td>0.80    </td></tr>\n",
+       "\t<tr><th scope=row>PG12Submit</th><td>0.88    </td><td>0.80    </td><td> 0.0164 </td><td> 0.03279</td><td>0.67    </td><td>0.70    </td><td>0.44    </td><td>0.66    </td><td>0.71    </td><td>0.50    </td><td>...     </td><td>0.78    </td><td>0.82    </td><td>0.77    </td><td>0.83    </td><td>0.81    </td><td>0.84    </td><td>0.82    </td><td>0.84    </td><td>0.80    </td><td>1.00    </td></tr>\n",
+       "</tbody>\n",
+       "</table>\n"
+      ],
+      "text/latex": [
+       "\\begin{tabular}{r|lllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllll}\n",
+       "  & Completed & End & PG0Dis & PG0Shown & PG2Resp.1 & PG3Submit & PG4Prm9\\_10 & PG4AllResp & PG4Submit & PG5\\_1RRPQ & ... & PG8Resp & PG8Submit & PG9Resp & PG9Submit & PG10Resp & PG10Submit & PG11Resp & PG11Submit & PG12Resp & PG12Submit\\\\\n",
+       "\\hline\n",
+       "\tCompleted &  1.0000  & 0.880    & -0.00957 &  0.01311 & 0.7359   & 0.743    &  0.5312  &  0.7652  &  0.7466  &  0.5703  & ...      &  0.8601  & 0.876    &  0.8601  & 0.8730   &  0.8783  &  0.8744  &  0.9081  &  0.8870  &  0.8518  & 0.885   \\\\\n",
+       "\tEnd &  0.8796  & 1.000    &  0.01515 &  0.01445 & 0.6558   & 0.665    &  0.4581  &  0.6643  &  0.6589  &  0.4681  & ...      &  0.7650  & 0.779    &  0.7672  & 0.7767   &  0.7727  &  0.7815  &  0.7923  &  0.7983  &  0.7624  & 0.796   \\\\\n",
+       "\tPG0Dis & -0.0096  & 0.015    &  1.00000 &  0.89092 & 0.0078   & 0.024    & -0.0093  & -0.0013  & -0.0270  & -0.0058  & ...      & -0.0139  & 0.014    & -0.0022  & 0.0038   & -0.0023  & -0.0159  & -0.0152  & -0.0142  & -0.0183  & 0.016   \\\\\n",
+       "\tPG0Shown &  0.0131  & 0.014    &  0.89092 &  1.00000 & 0.0259   & 0.046    & -0.0033  &  0.0108  & -0.0054  &  0.0073  & ...      &  0.0036  & 0.032    &  0.0207  & 0.0215   &  0.0078  & -0.0014  &  0.0082  & -0.0027  & -0.0051  & 0.033   \\\\\n",
+       "\tPG2Resp.1 &  0.7359  & 0.656    &  0.00778 &  0.02585 & 1.0000   & 0.729    &  0.4421  &  0.6674  &  0.6761  &  0.4281  & ...      &  0.6437  & 0.646    &  0.6600  & 0.6605   &  0.6571  &  0.6501  &  0.6915  &  0.6679  &  0.6479  & 0.668   \\\\\n",
+       "\tPG3Submit &  0.7431  & 0.665    &  0.02376 &  0.04597 & 0.7293   & 1.000    &  0.4383  &  0.6704  &  0.7515  &  0.4412  & ...      &  0.6479  & 0.697    &  0.6384  & 0.7170   &  0.6763  &  0.6923  &  0.6882  &  0.6910  &  0.6361  & 0.696   \\\\\n",
+       "\tPG4Prm9\\_10 &  0.5312  & 0.458    & -0.00930 & -0.00333 & 0.4421   & 0.438    &  1.0000  &  0.8805  &  0.3759  &  0.3202  & ...      &  0.4155  & 0.414    &  0.4802  & 0.4521   &  0.4275  &  0.4181  &  0.4785  &  0.4332  &  0.4488  & 0.444   \\\\\n",
+       "\tPG4AllResp &  0.7652  & 0.664    & -0.00132 &  0.01079 & 0.6674   & 0.670    &  0.8805  &  1.0000  &  0.6667  &  0.4527  & ...      &  0.6354  & 0.645    &  0.6801  & 0.6722   &  0.6630  &  0.6549  &  0.6942  &  0.6545  &  0.6465  & 0.659   \\\\\n",
+       "\tPG4Submit &  0.7466  & 0.659    & -0.02698 & -0.00543 & 0.6761   & 0.752    &  0.3759  &  0.6667  &  1.0000  &  0.4491  & ...      &  0.6742  & 0.705    &  0.6338  & 0.7399   &  0.7324  &  0.7516  &  0.6934  &  0.7248  &  0.6395  & 0.715   \\\\\n",
+       "\tPG5\\_1RRPQ &  0.5703  & 0.468    & -0.00579 &  0.00730 & 0.4281   & 0.441    &  0.3202  &  0.4527  &  0.4491  &  1.0000  & ...      &  0.4874  & 0.498    &  0.4910  & 0.5072   &  0.4857  &  0.4869  &  0.5148  &  0.4964  &  0.4683  & 0.505   \\\\\n",
+       "\tPG5\\_1Order &  0.5726  & 0.477    & -0.00539 &  0.00618 & 0.4341   & 0.442    &  0.3310  &  0.4602  &  0.4481  &  0.9606  & ...      &  0.4940  & 0.499    &  0.4943  & 0.5089   &  0.4938  &  0.4968  &  0.5195  &  0.5013  &  0.4682  & 0.514   \\\\\n",
+       "\tPG5\\_1Time &  0.5711  & 0.562    &  0.01075 &  0.01932 & 0.4261   & 0.441    &  0.3064  &  0.4454  &  0.4466  &  0.9383  & ...      &  0.4970  & 0.502    &  0.5000  & 0.5064   &  0.4944  &  0.5065  &  0.5065  &  0.5045  &  0.4689  & 0.517   \\\\\n",
+       "\tPG5\\_2BNUI &  0.5319  & 0.444    & -0.00974 & -0.00337 & 0.4028   & 0.403    &  0.3205  &  0.4415  &  0.4027  &  0.8605  & ...      &  0.4590  & 0.451    &  0.4512  & 0.4506   &  0.4503  &  0.4387  &  0.4907  &  0.4578  &  0.4401  & 0.465   \\\\\n",
+       "\tPG5\\_2Order &  0.5332  & 0.448    & -0.01260 & -0.00836 & 0.4103   & 0.398    &  0.3170  &  0.4428  &  0.4048  &  0.8438  & ...      &  0.4535  & 0.449    &  0.4618  & 0.4527   &  0.4603  &  0.4520  &  0.4851  &  0.4646  &  0.4399  & 0.472   \\\\\n",
+       "\tPG5\\_2Time &  0.5305  & 0.522    &  0.00687 &  0.00680 & 0.4024   & 0.400    &  0.3070  &  0.4326  &  0.4079  &  0.8328  & ...      &  0.4576  & 0.453    &  0.4637  & 0.4529   &  0.4548  &  0.4502  &  0.4808  &  0.4633  &  0.4413  & 0.473   \\\\\n",
+       "\tPG5\\_3HDS &  0.6683  & 0.602    & -0.00140 & -0.00348 & 0.5056   & 0.494    &  0.3944  &  0.5420  &  0.5209  &  0.7069  & ...      &  0.5557  & 0.594    &  0.5821  & 0.6015   &  0.5809  &  0.5824  &  0.6211  &  0.5894  &  0.5785  & 0.615   \\\\\n",
+       "\tPG5\\_3Order &  0.6659  & 0.594    & -0.00207 & -0.00814 & 0.5077   & 0.488    &  0.4139  &  0.5561  &  0.5071  &  0.7466  & ...      &  0.5663  & 0.588    &  0.5778  & 0.5909   &  0.5794  &  0.5760  &  0.6200  &  0.5777  &  0.5611  & 0.607   \\\\\n",
+       "\tPG5\\_3Time &  0.6687  & 0.727    &  0.00653 & -0.00870 & 0.5025   & 0.492    &  0.4017  &  0.5444  &  0.4969  &  0.6566  & ...      &  0.5640  & 0.593    &  0.5924  & 0.5926   &  0.5705  &  0.5743  &  0.6051  &  0.5799  &  0.5772  & 0.613   \\\\\n",
+       "\tPG5\\_4VGP &  0.5905  & 0.510    &  0.00088 & -0.00099 & 0.4401   & 0.451    &  0.3470  &  0.4852  &  0.4581  &  0.7797  & ...      &  0.5078  & 0.510    &  0.5119  & 0.5007   &  0.5044  &  0.4973  &  0.5311  &  0.5150  &  0.4802  & 0.517   \\\\\n",
+       "\tPG5\\_4Order &  0.5915  & 0.521    & -0.00245 & -0.00085 & 0.4462   & 0.454    &  0.3666  &  0.4987  &  0.4552  &  0.7957  & ...      &  0.5009  & 0.511    &  0.5124  & 0.5054   &  0.5112  &  0.5019  &  0.5261  &  0.5071  &  0.4793  & 0.511   \\\\\n",
+       "\tPG5\\_4Time &  0.5890  & 0.607    &  0.01836 &  0.01406 & 0.4374   & 0.464    &  0.3594  &  0.4928  &  0.4586  &  0.7344  & ...      &  0.5090  & 0.511    &  0.5185  & 0.5084   &  0.5126  &  0.5089  &  0.5242  &  0.5139  &  0.4787  & 0.518   \\\\\n",
+       "\tPG5\\_5PHR &  0.6762  & 0.588    &  0.00662 &  0.00579 & 0.5284   & 0.525    &  0.4106  &  0.5690  &  0.5131  &  0.6925  & ...      &  0.6099  & 0.612    &  0.5900  & 0.5986   &  0.5613  &  0.5722  &  0.6245  &  0.5864  &  0.5598  & 0.597   \\\\\n",
+       "\tPG5\\_5Order &  0.6760  & 0.585    &  0.00980 &  0.01466 & 0.5160   & 0.524    &  0.4167  &  0.5696  &  0.5051  &  0.7464  & ...      &  0.5958  & 0.597    &  0.5921  & 0.5779   &  0.5584  &  0.5643  &  0.6191  &  0.5799  &  0.5731  & 0.599   \\\\\n",
+       "\tPG5\\_5Time &  0.6740  & 0.721    &  0.03829 &  0.03404 & 0.5032   & 0.530    &  0.4265  &  0.5745  &  0.4891  &  0.6412  & ...      &  0.5909  & 0.597    &  0.5999  & 0.5818   &  0.5416  &  0.5561  &  0.6117  &  0.5761  &  0.5707  & 0.609   \\\\\n",
+       "\tPG5\\_6SSYOP &  0.5948  & 0.522    &  0.00642 &  0.01283 & 0.4455   & 0.465    &  0.3479  &  0.4872  &  0.4686  &  0.7809  & ...      &  0.5267  & 0.514    &  0.5176  & 0.5183   &  0.5131  &  0.5078  &  0.5297  &  0.5159  &  0.4957  & 0.521   \\\\\n",
+       "\tPG5\\_6Order &  0.5940  & 0.525    &  0.00242 &  0.00979 & 0.4424   & 0.461    &  0.3368  &  0.4791  &  0.4763  &  0.7919  & ...      &  0.5200  & 0.515    &  0.5060  & 0.5149   &  0.5221  &  0.5166  &  0.5257  &  0.5170  &  0.4994  & 0.527   \\\\\n",
+       "\tPG5\\_6Time &  0.5932  & 0.620    &  0.02438 &  0.02523 & 0.4421   & 0.461    &  0.3333  &  0.4778  &  0.4719  &  0.7304  & ...      &  0.5256  & 0.511    &  0.5219  & 0.5200   &  0.5184  &  0.5190  &  0.5210  &  0.5184  &  0.5007  & 0.529   \\\\\n",
+       "\tPG5\\_7NDYP &  0.5236  & 0.443    &  0.00459 &  0.00386 & 0.4132   & 0.396    &  0.3146  &  0.4358  &  0.3919  &  0.8322  & ...      &  0.4619  & 0.447    &  0.4515  & 0.4419   &  0.4268  &  0.4305  &  0.4682  &  0.4468  &  0.4164  & 0.456   \\\\\n",
+       "\tPG5\\_7Order &  0.5221  & 0.447    &  0.00261 &  0.00232 & 0.4066   & 0.394    &  0.3107  &  0.4332  &  0.3940  &  0.8261  & ...      &  0.4545  & 0.441    &  0.4464  & 0.4441   &  0.4421  &  0.4395  &  0.4717  &  0.4470  &  0.4107  & 0.448   \\\\\n",
+       "\tPG5\\_7Time &  0.5213  & 0.519    &  0.01437 &  0.01468 & 0.4058   & 0.394    &  0.3044  &  0.4293  &  0.3876  &  0.8121  & ...      &  0.4637  & 0.447    &  0.4596  & 0.4436   &  0.4331  &  0.4397  &  0.4635  &  0.4487  &  0.4171  & 0.459   \\\\\n",
+       "\t... & ... & ... & ... & ... & ... & ... & ... & ... & ... & ... &     & ... & ... & ... & ... & ... & ... & ... & ... & ... & ...\\\\\n",
+       "\tPG5\\_9FRP & 0.69     & 0.61     &  0.0076  &  0.01624 & 0.52     & 0.52     & 0.38     & 0.56     & 0.52     & 0.69     & ...      & 0.60     & 0.60     & 0.61     & 0.60     & 0.60     & 0.59     & 0.64     & 0.60     & 0.57     & 0.61    \\\\\n",
+       "\tPG5\\_9Order & 0.69     & 0.61     & -0.0052  & -0.00201 & 0.51     & 0.51     & 0.41     & 0.57     & 0.52     & 0.73     & ...      & 0.60     & 0.59     & 0.61     & 0.59     & 0.59     & 0.58     & 0.63     & 0.60     & 0.57     & 0.60    \\\\\n",
+       "\tPG5\\_9Time & 0.69     & 0.74     &  0.0358  &  0.03373 & 0.49     & 0.53     & 0.41     & 0.57     & 0.51     & 0.63     & ...      & 0.60     & 0.61     & 0.61     & 0.59     & 0.59     & 0.60     & 0.62     & 0.60     & 0.58     & 0.62    \\\\\n",
+       "\tPG5\\_10RPA & 0.65     & 0.59     & -0.0010  & -0.00692 & 0.49     & 0.50     & 0.40     & 0.54     & 0.49     & 0.70     & ...      & 0.58     & 0.58     & 0.58     & 0.56     & 0.56     & 0.55     & 0.59     & 0.57     & 0.56     & 0.58    \\\\\n",
+       "\tPG5\\_10Order & 0.65     & 0.58     &  0.0015  & -0.00048 & 0.48     & 0.51     & 0.42     & 0.56     & 0.49     & 0.75     & ...      & 0.57     & 0.58     & 0.57     & 0.56     & 0.56     & 0.55     & 0.59     & 0.56     & 0.55     & 0.57    \\\\\n",
+       "\tPG5\\_10Time & 0.65     & 0.70     &  0.0128  & -0.00336 & 0.47     & 0.51     & 0.43     & 0.56     & 0.48     & 0.64     & ...      & 0.57     & 0.58     & 0.58     & 0.56     & 0.54     & 0.54     & 0.58     & 0.56     & 0.56     & 0.58    \\\\\n",
+       "\tPG5\\_11NSG & 0.56     & 0.49     & -0.0145  & -0.00783 & 0.43     & 0.43     & 0.34     & 0.46     & 0.43     & 0.82     & ...      & 0.48     & 0.49     & 0.49     & 0.48     & 0.48     & 0.48     & 0.49     & 0.48     & 0.47     & 0.49    \\\\\n",
+       "\tPG5\\_11Order & 0.56     & 0.48     & -0.0158  & -0.00657 & 0.42     & 0.42     & 0.32     & 0.45     & 0.44     & 0.81     & ...      & 0.48     & 0.48     & 0.48     & 0.48     & 0.50     & 0.49     & 0.50     & 0.49     & 0.46     & 0.49    \\\\\n",
+       "\tPG5\\_11Time & 0.56     & 0.56     & -0.0044  & -0.00080 & 0.42     & 0.42     & 0.32     & 0.45     & 0.43     & 0.78     & ...      & 0.48     & 0.48     & 0.49     & 0.47     & 0.49     & 0.49     & 0.49     & 0.49     & 0.46     & 0.50    \\\\\n",
+       "\tPG5\\_12NWG & 0.55     & 0.47     & -0.0060  &  0.00142 & 0.41     & 0.41     & 0.33     & 0.45     & 0.41     & 0.83     & ...      & 0.47     & 0.47     & 0.47     & 0.47     & 0.47     & 0.47     & 0.49     & 0.47     & 0.45     & 0.48    \\\\\n",
+       "\tPG5\\_12Order & 0.54     & 0.46     & -0.0105  & -0.00222 & 0.42     & 0.41     & 0.31     & 0.44     & 0.42     & 0.83     & ...      & 0.46     & 0.47     & 0.47     & 0.47     & 0.48     & 0.47     & 0.49     & 0.47     & 0.45     & 0.48    \\\\\n",
+       "\tPG5\\_12Time & 0.54     & 0.54     &  0.0074  &  0.01123 & 0.41     & 0.41     & 0.31     & 0.44     & 0.41     & 0.81     & ...      & 0.47     & 0.47     & 0.48     & 0.46     & 0.47     & 0.47     & 0.48     & 0.47     & 0.44     & 0.48    \\\\\n",
+       "\tPG5\\_13NFG & 0.54     & 0.46     & -0.0148  & -0.01006 & 0.40     & 0.41     & 0.34     & 0.45     & 0.42     & 0.84     & ...      & 0.47     & 0.47     & 0.46     & 0.45     & 0.46     & 0.45     & 0.49     & 0.47     & 0.45     & 0.48    \\\\\n",
+       "\tPG5\\_13Order & 0.54     & 0.46     & -0.0072  &  0.00100 & 0.40     & 0.40     & 0.32     & 0.44     & 0.41     & 0.83     & ...      & 0.46     & 0.47     & 0.46     & 0.45     & 0.47     & 0.46     & 0.48     & 0.47     & 0.44     & 0.47    \\\\\n",
+       "\tPG5\\_13Time & 0.54     & 0.53     &  0.0019  &  0.00513 & 0.39     & 0.41     & 0.32     & 0.44     & 0.41     & 0.82     & ...      & 0.46     & 0.46     & 0.47     & 0.44     & 0.46     & 0.46     & 0.48     & 0.47     & 0.45     & 0.48    \\\\\n",
+       "\tPG5Submit & 0.87     & 0.78     & -0.0059  &  0.01061 & 0.66     & 0.72     & 0.46     & 0.68     & 0.73     & 0.66     & ...      & 0.77     & 0.82     & 0.74     & 0.84     & 0.80     & 0.82     & 0.79     & 0.82     & 0.76     & 0.82    \\\\\n",
+       "\tPG6Resp & 0.88     & 0.78     &  0.0211  &  0.02630 & 0.65     & 0.67     & 0.44     & 0.66     & 0.68     & 0.51     & ...      & 0.78     & 0.80     & 0.73     & 0.78     & 0.78     & 0.79     & 0.79     & 0.77     & 0.74     & 0.79    \\\\\n",
+       "\tPG6Submit & 0.87     & 0.77     & -0.0014  &  0.02439 & 0.67     & 0.72     & 0.47     & 0.68     & 0.74     & 0.51     & ...      & 0.77     & 0.81     & 0.76     & 0.87     & 0.81     & 0.85     & 0.80     & 0.83     & 0.77     & 0.83    \\\\\n",
+       "\tPG7R & 0.87     & 0.77     & -0.0123  &  0.00710 & 0.65     & 0.65     & 0.48     & 0.69     & 0.66     & 0.52     & ...      & 0.75     & 0.76     & 0.76     & 0.76     & 0.77     & 0.76     & 0.80     & 0.76     & 0.74     & 0.77    \\\\\n",
+       "\tPG7Submit & 0.87     & 0.79     & -0.0023  &  0.01892 & 0.66     & 0.69     & 0.43     & 0.66     & 0.73     & 0.51     & ...      & 0.78     & 0.81     & 0.78     & 0.83     & 0.82     & 0.84     & 0.82     & 0.84     & 0.77     & 0.83    \\\\\n",
+       "\tPG8Resp & 0.86     & 0.77     & -0.0139  &  0.00357 & 0.64     & 0.65     & 0.42     & 0.64     & 0.67     & 0.49     & ...      & 1.00     & 0.87     & 0.74     & 0.77     & 0.77     & 0.77     & 0.80     & 0.79     & 0.74     & 0.78    \\\\\n",
+       "\tPG8Submit & 0.88     & 0.78     &  0.0139  &  0.03195 & 0.65     & 0.70     & 0.41     & 0.64     & 0.71     & 0.50     & ...      & 0.87     & 1.00     & 0.73     & 0.83     & 0.80     & 0.82     & 0.81     & 0.82     & 0.76     & 0.82    \\\\\n",
+       "\tPG9Resp & 0.86     & 0.77     & -0.0022  &  0.02070 & 0.66     & 0.64     & 0.48     & 0.68     & 0.63     & 0.49     & ...      & 0.74     & 0.73     & 1.00     & 0.76     & 0.74     & 0.74     & 0.81     & 0.76     & 0.77     & 0.77    \\\\\n",
+       "\tPG9Submit & 0.87     & 0.78     &  0.0038  &  0.02154 & 0.66     & 0.72     & 0.45     & 0.67     & 0.74     & 0.51     & ...      & 0.77     & 0.83     & 0.76     & 1.00     & 0.81     & 0.84     & 0.79     & 0.83     & 0.74     & 0.83    \\\\\n",
+       "\tPG10Resp & 0.88     & 0.77     & -0.0023  &  0.00782 & 0.66     & 0.68     & 0.43     & 0.66     & 0.73     & 0.49     & ...      & 0.77     & 0.80     & 0.74     & 0.81     & 1.00     & 0.94     & 0.81     & 0.82     & 0.73     & 0.81    \\\\\n",
+       "\tPG10Submit & 0.87     & 0.78     & -0.0159  & -0.00141 & 0.65     & 0.69     & 0.42     & 0.65     & 0.75     & 0.49     & ...      & 0.77     & 0.82     & 0.74     & 0.84     & 0.94     & 1.00     & 0.81     & 0.85     & 0.75     & 0.84    \\\\\n",
+       "\tPG11Resp & 0.91     & 0.79     & -0.0152  &  0.00818 & 0.69     & 0.69     & 0.48     & 0.69     & 0.69     & 0.51     & ...      & 0.80     & 0.81     & 0.81     & 0.79     & 0.81     & 0.81     & 1.00     & 0.85     & 0.80     & 0.82    \\\\\n",
+       "\tPG11Submit & 0.89     & 0.80     & -0.0142  & -0.00265 & 0.67     & 0.69     & 0.43     & 0.65     & 0.72     & 0.50     & ...      & 0.79     & 0.82     & 0.76     & 0.83     & 0.82     & 0.85     & 0.85     & 1.00     & 0.78     & 0.84    \\\\\n",
+       "\tPG12Resp & 0.85     & 0.76     & -0.0183  & -0.00509 & 0.65     & 0.64     & 0.45     & 0.65     & 0.64     & 0.47     & ...      & 0.74     & 0.76     & 0.77     & 0.74     & 0.73     & 0.75     & 0.80     & 0.78     & 1.00     & 0.80    \\\\\n",
+       "\tPG12Submit & 0.88     & 0.80     &  0.0164  &  0.03279 & 0.67     & 0.70     & 0.44     & 0.66     & 0.71     & 0.50     & ...      & 0.78     & 0.82     & 0.77     & 0.83     & 0.81     & 0.84     & 0.82     & 0.84     & 0.80     & 1.00    \\\\\n",
+       "\\end{tabular}\n"
+      ],
+      "text/markdown": [
+       "\n",
+       "| <!--/--> | Completed | End | PG0Dis | PG0Shown | PG2Resp.1 | PG3Submit | PG4Prm9_10 | PG4AllResp | PG4Submit | PG5_1RRPQ | ... | PG8Resp | PG8Submit | PG9Resp | PG9Submit | PG10Resp | PG10Submit | PG11Resp | PG11Submit | PG12Resp | PG12Submit | \n",
+       "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
+       "| Completed |  1.0000  | 0.880    | -0.00957 |  0.01311 | 0.7359   | 0.743    |  0.5312  |  0.7652  |  0.7466  |  0.5703  | ...      |  0.8601  | 0.876    |  0.8601  | 0.8730   |  0.8783  |  0.8744  |  0.9081  |  0.8870  |  0.8518  | 0.885    | \n",
+       "| End |  0.8796  | 1.000    |  0.01515 |  0.01445 | 0.6558   | 0.665    |  0.4581  |  0.6643  |  0.6589  |  0.4681  | ...      |  0.7650  | 0.779    |  0.7672  | 0.7767   |  0.7727  |  0.7815  |  0.7923  |  0.7983  |  0.7624  | 0.796    | \n",
+       "| PG0Dis | -0.0096  | 0.015    |  1.00000 |  0.89092 | 0.0078   | 0.024    | -0.0093  | -0.0013  | -0.0270  | -0.0058  | ...      | -0.0139  | 0.014    | -0.0022  | 0.0038   | -0.0023  | -0.0159  | -0.0152  | -0.0142  | -0.0183  | 0.016    | \n",
+       "| PG0Shown |  0.0131  | 0.014    |  0.89092 |  1.00000 | 0.0259   | 0.046    | -0.0033  |  0.0108  | -0.0054  |  0.0073  | ...      |  0.0036  | 0.032    |  0.0207  | 0.0215   |  0.0078  | -0.0014  |  0.0082  | -0.0027  | -0.0051  | 0.033    | \n",
+       "| PG2Resp.1 |  0.7359  | 0.656    |  0.00778 |  0.02585 | 1.0000   | 0.729    |  0.4421  |  0.6674  |  0.6761  |  0.4281  | ...      |  0.6437  | 0.646    |  0.6600  | 0.6605   |  0.6571  |  0.6501  |  0.6915  |  0.6679  |  0.6479  | 0.668    | \n",
+       "| PG3Submit |  0.7431  | 0.665    |  0.02376 |  0.04597 | 0.7293   | 1.000    |  0.4383  |  0.6704  |  0.7515  |  0.4412  | ...      |  0.6479  | 0.697    |  0.6384  | 0.7170   |  0.6763  |  0.6923  |  0.6882  |  0.6910  |  0.6361  | 0.696    | \n",
+       "| PG4Prm9_10 |  0.5312  | 0.458    | -0.00930 | -0.00333 | 0.4421   | 0.438    |  1.0000  |  0.8805  |  0.3759  |  0.3202  | ...      |  0.4155  | 0.414    |  0.4802  | 0.4521   |  0.4275  |  0.4181  |  0.4785  |  0.4332  |  0.4488  | 0.444    | \n",
+       "| PG4AllResp |  0.7652  | 0.664    | -0.00132 |  0.01079 | 0.6674   | 0.670    |  0.8805  |  1.0000  |  0.6667  |  0.4527  | ...      |  0.6354  | 0.645    |  0.6801  | 0.6722   |  0.6630  |  0.6549  |  0.6942  |  0.6545  |  0.6465  | 0.659    | \n",
+       "| PG4Submit |  0.7466  | 0.659    | -0.02698 | -0.00543 | 0.6761   | 0.752    |  0.3759  |  0.6667  |  1.0000  |  0.4491  | ...      |  0.6742  | 0.705    |  0.6338  | 0.7399   |  0.7324  |  0.7516  |  0.6934  |  0.7248  |  0.6395  | 0.715    | \n",
+       "| PG5_1RRPQ |  0.5703  | 0.468    | -0.00579 |  0.00730 | 0.4281   | 0.441    |  0.3202  |  0.4527  |  0.4491  |  1.0000  | ...      |  0.4874  | 0.498    |  0.4910  | 0.5072   |  0.4857  |  0.4869  |  0.5148  |  0.4964  |  0.4683  | 0.505    | \n",
+       "| PG5_1Order |  0.5726  | 0.477    | -0.00539 |  0.00618 | 0.4341   | 0.442    |  0.3310  |  0.4602  |  0.4481  |  0.9606  | ...      |  0.4940  | 0.499    |  0.4943  | 0.5089   |  0.4938  |  0.4968  |  0.5195  |  0.5013  |  0.4682  | 0.514    | \n",
+       "| PG5_1Time |  0.5711  | 0.562    |  0.01075 |  0.01932 | 0.4261   | 0.441    |  0.3064  |  0.4454  |  0.4466  |  0.9383  | ...      |  0.4970  | 0.502    |  0.5000  | 0.5064   |  0.4944  |  0.5065  |  0.5065  |  0.5045  |  0.4689  | 0.517    | \n",
+       "| PG5_2BNUI |  0.5319  | 0.444    | -0.00974 | -0.00337 | 0.4028   | 0.403    |  0.3205  |  0.4415  |  0.4027  |  0.8605  | ...      |  0.4590  | 0.451    |  0.4512  | 0.4506   |  0.4503  |  0.4387  |  0.4907  |  0.4578  |  0.4401  | 0.465    | \n",
+       "| PG5_2Order |  0.5332  | 0.448    | -0.01260 | -0.00836 | 0.4103   | 0.398    |  0.3170  |  0.4428  |  0.4048  |  0.8438  | ...      |  0.4535  | 0.449    |  0.4618  | 0.4527   |  0.4603  |  0.4520  |  0.4851  |  0.4646  |  0.4399  | 0.472    | \n",
+       "| PG5_2Time |  0.5305  | 0.522    |  0.00687 |  0.00680 | 0.4024   | 0.400    |  0.3070  |  0.4326  |  0.4079  |  0.8328  | ...      |  0.4576  | 0.453    |  0.4637  | 0.4529   |  0.4548  |  0.4502  |  0.4808  |  0.4633  |  0.4413  | 0.473    | \n",
+       "| PG5_3HDS |  0.6683  | 0.602    | -0.00140 | -0.00348 | 0.5056   | 0.494    |  0.3944  |  0.5420  |  0.5209  |  0.7069  | ...      |  0.5557  | 0.594    |  0.5821  | 0.6015   |  0.5809  |  0.5824  |  0.6211  |  0.5894  |  0.5785  | 0.615    | \n",
+       "| PG5_3Order |  0.6659  | 0.594    | -0.00207 | -0.00814 | 0.5077   | 0.488    |  0.4139  |  0.5561  |  0.5071  |  0.7466  | ...      |  0.5663  | 0.588    |  0.5778  | 0.5909   |  0.5794  |  0.5760  |  0.6200  |  0.5777  |  0.5611  | 0.607    | \n",
+       "| PG5_3Time |  0.6687  | 0.727    |  0.00653 | -0.00870 | 0.5025   | 0.492    |  0.4017  |  0.5444  |  0.4969  |  0.6566  | ...      |  0.5640  | 0.593    |  0.5924  | 0.5926   |  0.5705  |  0.5743  |  0.6051  |  0.5799  |  0.5772  | 0.613    | \n",
+       "| PG5_4VGP |  0.5905  | 0.510    |  0.00088 | -0.00099 | 0.4401   | 0.451    |  0.3470  |  0.4852  |  0.4581  |  0.7797  | ...      |  0.5078  | 0.510    |  0.5119  | 0.5007   |  0.5044  |  0.4973  |  0.5311  |  0.5150  |  0.4802  | 0.517    | \n",
+       "| PG5_4Order |  0.5915  | 0.521    | -0.00245 | -0.00085 | 0.4462   | 0.454    |  0.3666  |  0.4987  |  0.4552  |  0.7957  | ...      |  0.5009  | 0.511    |  0.5124  | 0.5054   |  0.5112  |  0.5019  |  0.5261  |  0.5071  |  0.4793  | 0.511    | \n",
+       "| PG5_4Time |  0.5890  | 0.607    |  0.01836 |  0.01406 | 0.4374   | 0.464    |  0.3594  |  0.4928  |  0.4586  |  0.7344  | ...      |  0.5090  | 0.511    |  0.5185  | 0.5084   |  0.5126  |  0.5089  |  0.5242  |  0.5139  |  0.4787  | 0.518    | \n",
+       "| PG5_5PHR |  0.6762  | 0.588    |  0.00662 |  0.00579 | 0.5284   | 0.525    |  0.4106  |  0.5690  |  0.5131  |  0.6925  | ...      |  0.6099  | 0.612    |  0.5900  | 0.5986   |  0.5613  |  0.5722  |  0.6245  |  0.5864  |  0.5598  | 0.597    | \n",
+       "| PG5_5Order |  0.6760  | 0.585    |  0.00980 |  0.01466 | 0.5160   | 0.524    |  0.4167  |  0.5696  |  0.5051  |  0.7464  | ...      |  0.5958  | 0.597    |  0.5921  | 0.5779   |  0.5584  |  0.5643  |  0.6191  |  0.5799  |  0.5731  | 0.599    | \n",
+       "| PG5_5Time |  0.6740  | 0.721    |  0.03829 |  0.03404 | 0.5032   | 0.530    |  0.4265  |  0.5745  |  0.4891  |  0.6412  | ...      |  0.5909  | 0.597    |  0.5999  | 0.5818   |  0.5416  |  0.5561  |  0.6117  |  0.5761  |  0.5707  | 0.609    | \n",
+       "| PG5_6SSYOP |  0.5948  | 0.522    |  0.00642 |  0.01283 | 0.4455   | 0.465    |  0.3479  |  0.4872  |  0.4686  |  0.7809  | ...      |  0.5267  | 0.514    |  0.5176  | 0.5183   |  0.5131  |  0.5078  |  0.5297  |  0.5159  |  0.4957  | 0.521    | \n",
+       "| PG5_6Order |  0.5940  | 0.525    |  0.00242 |  0.00979 | 0.4424   | 0.461    |  0.3368  |  0.4791  |  0.4763  |  0.7919  | ...      |  0.5200  | 0.515    |  0.5060  | 0.5149   |  0.5221  |  0.5166  |  0.5257  |  0.5170  |  0.4994  | 0.527    | \n",
+       "| PG5_6Time |  0.5932  | 0.620    |  0.02438 |  0.02523 | 0.4421   | 0.461    |  0.3333  |  0.4778  |  0.4719  |  0.7304  | ...      |  0.5256  | 0.511    |  0.5219  | 0.5200   |  0.5184  |  0.5190  |  0.5210  |  0.5184  |  0.5007  | 0.529    | \n",
+       "| PG5_7NDYP |  0.5236  | 0.443    |  0.00459 |  0.00386 | 0.4132   | 0.396    |  0.3146  |  0.4358  |  0.3919  |  0.8322  | ...      |  0.4619  | 0.447    |  0.4515  | 0.4419   |  0.4268  |  0.4305  |  0.4682  |  0.4468  |  0.4164  | 0.456    | \n",
+       "| PG5_7Order |  0.5221  | 0.447    |  0.00261 |  0.00232 | 0.4066   | 0.394    |  0.3107  |  0.4332  |  0.3940  |  0.8261  | ...      |  0.4545  | 0.441    |  0.4464  | 0.4441   |  0.4421  |  0.4395  |  0.4717  |  0.4470  |  0.4107  | 0.448    | \n",
+       "| PG5_7Time |  0.5213  | 0.519    |  0.01437 |  0.01468 | 0.4058   | 0.394    |  0.3044  |  0.4293  |  0.3876  |  0.8121  | ...      |  0.4637  | 0.447    |  0.4596  | 0.4436   |  0.4331  |  0.4397  |  0.4635  |  0.4487  |  0.4171  | 0.459    | \n",
+       "| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |     | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | \n",
+       "| PG5_9FRP | 0.69     | 0.61     |  0.0076  |  0.01624 | 0.52     | 0.52     | 0.38     | 0.56     | 0.52     | 0.69     | ...      | 0.60     | 0.60     | 0.61     | 0.60     | 0.60     | 0.59     | 0.64     | 0.60     | 0.57     | 0.61     | \n",
+       "| PG5_9Order | 0.69     | 0.61     | -0.0052  | -0.00201 | 0.51     | 0.51     | 0.41     | 0.57     | 0.52     | 0.73     | ...      | 0.60     | 0.59     | 0.61     | 0.59     | 0.59     | 0.58     | 0.63     | 0.60     | 0.57     | 0.60     | \n",
+       "| PG5_9Time | 0.69     | 0.74     |  0.0358  |  0.03373 | 0.49     | 0.53     | 0.41     | 0.57     | 0.51     | 0.63     | ...      | 0.60     | 0.61     | 0.61     | 0.59     | 0.59     | 0.60     | 0.62     | 0.60     | 0.58     | 0.62     | \n",
+       "| PG5_10RPA | 0.65     | 0.59     | -0.0010  | -0.00692 | 0.49     | 0.50     | 0.40     | 0.54     | 0.49     | 0.70     | ...      | 0.58     | 0.58     | 0.58     | 0.56     | 0.56     | 0.55     | 0.59     | 0.57     | 0.56     | 0.58     | \n",
+       "| PG5_10Order | 0.65     | 0.58     |  0.0015  | -0.00048 | 0.48     | 0.51     | 0.42     | 0.56     | 0.49     | 0.75     | ...      | 0.57     | 0.58     | 0.57     | 0.56     | 0.56     | 0.55     | 0.59     | 0.56     | 0.55     | 0.57     | \n",
+       "| PG5_10Time | 0.65     | 0.70     |  0.0128  | -0.00336 | 0.47     | 0.51     | 0.43     | 0.56     | 0.48     | 0.64     | ...      | 0.57     | 0.58     | 0.58     | 0.56     | 0.54     | 0.54     | 0.58     | 0.56     | 0.56     | 0.58     | \n",
+       "| PG5_11NSG | 0.56     | 0.49     | -0.0145  | -0.00783 | 0.43     | 0.43     | 0.34     | 0.46     | 0.43     | 0.82     | ...      | 0.48     | 0.49     | 0.49     | 0.48     | 0.48     | 0.48     | 0.49     | 0.48     | 0.47     | 0.49     | \n",
+       "| PG5_11Order | 0.56     | 0.48     | -0.0158  | -0.00657 | 0.42     | 0.42     | 0.32     | 0.45     | 0.44     | 0.81     | ...      | 0.48     | 0.48     | 0.48     | 0.48     | 0.50     | 0.49     | 0.50     | 0.49     | 0.46     | 0.49     | \n",
+       "| PG5_11Time | 0.56     | 0.56     | -0.0044  | -0.00080 | 0.42     | 0.42     | 0.32     | 0.45     | 0.43     | 0.78     | ...      | 0.48     | 0.48     | 0.49     | 0.47     | 0.49     | 0.49     | 0.49     | 0.49     | 0.46     | 0.50     | \n",
+       "| PG5_12NWG | 0.55     | 0.47     | -0.0060  |  0.00142 | 0.41     | 0.41     | 0.33     | 0.45     | 0.41     | 0.83     | ...      | 0.47     | 0.47     | 0.47     | 0.47     | 0.47     | 0.47     | 0.49     | 0.47     | 0.45     | 0.48     | \n",
+       "| PG5_12Order | 0.54     | 0.46     | -0.0105  | -0.00222 | 0.42     | 0.41     | 0.31     | 0.44     | 0.42     | 0.83     | ...      | 0.46     | 0.47     | 0.47     | 0.47     | 0.48     | 0.47     | 0.49     | 0.47     | 0.45     | 0.48     | \n",
+       "| PG5_12Time | 0.54     | 0.54     |  0.0074  |  0.01123 | 0.41     | 0.41     | 0.31     | 0.44     | 0.41     | 0.81     | ...      | 0.47     | 0.47     | 0.48     | 0.46     | 0.47     | 0.47     | 0.48     | 0.47     | 0.44     | 0.48     | \n",
+       "| PG5_13NFG | 0.54     | 0.46     | -0.0148  | -0.01006 | 0.40     | 0.41     | 0.34     | 0.45     | 0.42     | 0.84     | ...      | 0.47     | 0.47     | 0.46     | 0.45     | 0.46     | 0.45     | 0.49     | 0.47     | 0.45     | 0.48     | \n",
+       "| PG5_13Order | 0.54     | 0.46     | -0.0072  |  0.00100 | 0.40     | 0.40     | 0.32     | 0.44     | 0.41     | 0.83     | ...      | 0.46     | 0.47     | 0.46     | 0.45     | 0.47     | 0.46     | 0.48     | 0.47     | 0.44     | 0.47     | \n",
+       "| PG5_13Time | 0.54     | 0.53     |  0.0019  |  0.00513 | 0.39     | 0.41     | 0.32     | 0.44     | 0.41     | 0.82     | ...      | 0.46     | 0.46     | 0.47     | 0.44     | 0.46     | 0.46     | 0.48     | 0.47     | 0.45     | 0.48     | \n",
+       "| PG5Submit | 0.87     | 0.78     | -0.0059  |  0.01061 | 0.66     | 0.72     | 0.46     | 0.68     | 0.73     | 0.66     | ...      | 0.77     | 0.82     | 0.74     | 0.84     | 0.80     | 0.82     | 0.79     | 0.82     | 0.76     | 0.82     | \n",
+       "| PG6Resp | 0.88     | 0.78     |  0.0211  |  0.02630 | 0.65     | 0.67     | 0.44     | 0.66     | 0.68     | 0.51     | ...      | 0.78     | 0.80     | 0.73     | 0.78     | 0.78     | 0.79     | 0.79     | 0.77     | 0.74     | 0.79     | \n",
+       "| PG6Submit | 0.87     | 0.77     | -0.0014  |  0.02439 | 0.67     | 0.72     | 0.47     | 0.68     | 0.74     | 0.51     | ...      | 0.77     | 0.81     | 0.76     | 0.87     | 0.81     | 0.85     | 0.80     | 0.83     | 0.77     | 0.83     | \n",
+       "| PG7R | 0.87     | 0.77     | -0.0123  |  0.00710 | 0.65     | 0.65     | 0.48     | 0.69     | 0.66     | 0.52     | ...      | 0.75     | 0.76     | 0.76     | 0.76     | 0.77     | 0.76     | 0.80     | 0.76     | 0.74     | 0.77     | \n",
+       "| PG7Submit | 0.87     | 0.79     | -0.0023  |  0.01892 | 0.66     | 0.69     | 0.43     | 0.66     | 0.73     | 0.51     | ...      | 0.78     | 0.81     | 0.78     | 0.83     | 0.82     | 0.84     | 0.82     | 0.84     | 0.77     | 0.83     | \n",
+       "| PG8Resp | 0.86     | 0.77     | -0.0139  |  0.00357 | 0.64     | 0.65     | 0.42     | 0.64     | 0.67     | 0.49     | ...      | 1.00     | 0.87     | 0.74     | 0.77     | 0.77     | 0.77     | 0.80     | 0.79     | 0.74     | 0.78     | \n",
+       "| PG8Submit | 0.88     | 0.78     |  0.0139  |  0.03195 | 0.65     | 0.70     | 0.41     | 0.64     | 0.71     | 0.50     | ...      | 0.87     | 1.00     | 0.73     | 0.83     | 0.80     | 0.82     | 0.81     | 0.82     | 0.76     | 0.82     | \n",
+       "| PG9Resp | 0.86     | 0.77     | -0.0022  |  0.02070 | 0.66     | 0.64     | 0.48     | 0.68     | 0.63     | 0.49     | ...      | 0.74     | 0.73     | 1.00     | 0.76     | 0.74     | 0.74     | 0.81     | 0.76     | 0.77     | 0.77     | \n",
+       "| PG9Submit | 0.87     | 0.78     |  0.0038  |  0.02154 | 0.66     | 0.72     | 0.45     | 0.67     | 0.74     | 0.51     | ...      | 0.77     | 0.83     | 0.76     | 1.00     | 0.81     | 0.84     | 0.79     | 0.83     | 0.74     | 0.83     | \n",
+       "| PG10Resp | 0.88     | 0.77     | -0.0023  |  0.00782 | 0.66     | 0.68     | 0.43     | 0.66     | 0.73     | 0.49     | ...      | 0.77     | 0.80     | 0.74     | 0.81     | 1.00     | 0.94     | 0.81     | 0.82     | 0.73     | 0.81     | \n",
+       "| PG10Submit | 0.87     | 0.78     | -0.0159  | -0.00141 | 0.65     | 0.69     | 0.42     | 0.65     | 0.75     | 0.49     | ...      | 0.77     | 0.82     | 0.74     | 0.84     | 0.94     | 1.00     | 0.81     | 0.85     | 0.75     | 0.84     | \n",
+       "| PG11Resp | 0.91     | 0.79     | -0.0152  |  0.00818 | 0.69     | 0.69     | 0.48     | 0.69     | 0.69     | 0.51     | ...      | 0.80     | 0.81     | 0.81     | 0.79     | 0.81     | 0.81     | 1.00     | 0.85     | 0.80     | 0.82     | \n",
+       "| PG11Submit | 0.89     | 0.80     | -0.0142  | -0.00265 | 0.67     | 0.69     | 0.43     | 0.65     | 0.72     | 0.50     | ...      | 0.79     | 0.82     | 0.76     | 0.83     | 0.82     | 0.85     | 0.85     | 1.00     | 0.78     | 0.84     | \n",
+       "| PG12Resp | 0.85     | 0.76     | -0.0183  | -0.00509 | 0.65     | 0.64     | 0.45     | 0.65     | 0.64     | 0.47     | ...      | 0.74     | 0.76     | 0.77     | 0.74     | 0.73     | 0.75     | 0.80     | 0.78     | 1.00     | 0.80     | \n",
+       "| PG12Submit | 0.88     | 0.80     |  0.0164  |  0.03279 | 0.67     | 0.70     | 0.44     | 0.66     | 0.71     | 0.50     | ...      | 0.78     | 0.82     | 0.77     | 0.83     | 0.81     | 0.84     | 0.82     | 0.84     | 0.80     | 1.00     | \n",
+       "\n",
+       "\n"
+      ],
+      "text/plain": [
+       "            Completed End   PG0Dis   PG0Shown PG2Resp.1 PG3Submit PG4Prm9_10\n",
+       "Completed    1.0000   0.880 -0.00957  0.01311 0.7359    0.743      0.5312   \n",
+       "End          0.8796   1.000  0.01515  0.01445 0.6558    0.665      0.4581   \n",
+       "PG0Dis      -0.0096   0.015  1.00000  0.89092 0.0078    0.024     -0.0093   \n",
+       "PG0Shown     0.0131   0.014  0.89092  1.00000 0.0259    0.046     -0.0033   \n",
+       "PG2Resp.1    0.7359   0.656  0.00778  0.02585 1.0000    0.729      0.4421   \n",
+       "PG3Submit    0.7431   0.665  0.02376  0.04597 0.7293    1.000      0.4383   \n",
+       "PG4Prm9_10   0.5312   0.458 -0.00930 -0.00333 0.4421    0.438      1.0000   \n",
+       "PG4AllResp   0.7652   0.664 -0.00132  0.01079 0.6674    0.670      0.8805   \n",
+       "PG4Submit    0.7466   0.659 -0.02698 -0.00543 0.6761    0.752      0.3759   \n",
+       "PG5_1RRPQ    0.5703   0.468 -0.00579  0.00730 0.4281    0.441      0.3202   \n",
+       "PG5_1Order   0.5726   0.477 -0.00539  0.00618 0.4341    0.442      0.3310   \n",
+       "PG5_1Time    0.5711   0.562  0.01075  0.01932 0.4261    0.441      0.3064   \n",
+       "PG5_2BNUI    0.5319   0.444 -0.00974 -0.00337 0.4028    0.403      0.3205   \n",
+       "PG5_2Order   0.5332   0.448 -0.01260 -0.00836 0.4103    0.398      0.3170   \n",
+       "PG5_2Time    0.5305   0.522  0.00687  0.00680 0.4024    0.400      0.3070   \n",
+       "PG5_3HDS     0.6683   0.602 -0.00140 -0.00348 0.5056    0.494      0.3944   \n",
+       "PG5_3Order   0.6659   0.594 -0.00207 -0.00814 0.5077    0.488      0.4139   \n",
+       "PG5_3Time    0.6687   0.727  0.00653 -0.00870 0.5025    0.492      0.4017   \n",
+       "PG5_4VGP     0.5905   0.510  0.00088 -0.00099 0.4401    0.451      0.3470   \n",
+       "PG5_4Order   0.5915   0.521 -0.00245 -0.00085 0.4462    0.454      0.3666   \n",
+       "PG5_4Time    0.5890   0.607  0.01836  0.01406 0.4374    0.464      0.3594   \n",
+       "PG5_5PHR     0.6762   0.588  0.00662  0.00579 0.5284    0.525      0.4106   \n",
+       "PG5_5Order   0.6760   0.585  0.00980  0.01466 0.5160    0.524      0.4167   \n",
+       "PG5_5Time    0.6740   0.721  0.03829  0.03404 0.5032    0.530      0.4265   \n",
+       "PG5_6SSYOP   0.5948   0.522  0.00642  0.01283 0.4455    0.465      0.3479   \n",
+       "PG5_6Order   0.5940   0.525  0.00242  0.00979 0.4424    0.461      0.3368   \n",
+       "PG5_6Time    0.5932   0.620  0.02438  0.02523 0.4421    0.461      0.3333   \n",
+       "PG5_7NDYP    0.5236   0.443  0.00459  0.00386 0.4132    0.396      0.3146   \n",
+       "PG5_7Order   0.5221   0.447  0.00261  0.00232 0.4066    0.394      0.3107   \n",
+       "PG5_7Time    0.5213   0.519  0.01437  0.01468 0.4058    0.394      0.3044   \n",
+       "...         ...       ...   ...      ...      ...       ...       ...       \n",
+       "PG5_9FRP    0.69      0.61   0.0076   0.01624 0.52      0.52      0.38      \n",
+       "PG5_9Order  0.69      0.61  -0.0052  -0.00201 0.51      0.51      0.41      \n",
+       "PG5_9Time   0.69      0.74   0.0358   0.03373 0.49      0.53      0.41      \n",
+       "PG5_10RPA   0.65      0.59  -0.0010  -0.00692 0.49      0.50      0.40      \n",
+       "PG5_10Order 0.65      0.58   0.0015  -0.00048 0.48      0.51      0.42      \n",
+       "PG5_10Time  0.65      0.70   0.0128  -0.00336 0.47      0.51      0.43      \n",
+       "PG5_11NSG   0.56      0.49  -0.0145  -0.00783 0.43      0.43      0.34      \n",
+       "PG5_11Order 0.56      0.48  -0.0158  -0.00657 0.42      0.42      0.32      \n",
+       "PG5_11Time  0.56      0.56  -0.0044  -0.00080 0.42      0.42      0.32      \n",
+       "PG5_12NWG   0.55      0.47  -0.0060   0.00142 0.41      0.41      0.33      \n",
+       "PG5_12Order 0.54      0.46  -0.0105  -0.00222 0.42      0.41      0.31      \n",
+       "PG5_12Time  0.54      0.54   0.0074   0.01123 0.41      0.41      0.31      \n",
+       "PG5_13NFG   0.54      0.46  -0.0148  -0.01006 0.40      0.41      0.34      \n",
+       "PG5_13Order 0.54      0.46  -0.0072   0.00100 0.40      0.40      0.32      \n",
+       "PG5_13Time  0.54      0.53   0.0019   0.00513 0.39      0.41      0.32      \n",
+       "PG5Submit   0.87      0.78  -0.0059   0.01061 0.66      0.72      0.46      \n",
+       "PG6Resp     0.88      0.78   0.0211   0.02630 0.65      0.67      0.44      \n",
+       "PG6Submit   0.87      0.77  -0.0014   0.02439 0.67      0.72      0.47      \n",
+       "PG7R        0.87      0.77  -0.0123   0.00710 0.65      0.65      0.48      \n",
+       "PG7Submit   0.87      0.79  -0.0023   0.01892 0.66      0.69      0.43      \n",
+       "PG8Resp     0.86      0.77  -0.0139   0.00357 0.64      0.65      0.42      \n",
+       "PG8Submit   0.88      0.78   0.0139   0.03195 0.65      0.70      0.41      \n",
+       "PG9Resp     0.86      0.77  -0.0022   0.02070 0.66      0.64      0.48      \n",
+       "PG9Submit   0.87      0.78   0.0038   0.02154 0.66      0.72      0.45      \n",
+       "PG10Resp    0.88      0.77  -0.0023   0.00782 0.66      0.68      0.43      \n",
+       "PG10Submit  0.87      0.78  -0.0159  -0.00141 0.65      0.69      0.42      \n",
+       "PG11Resp    0.91      0.79  -0.0152   0.00818 0.69      0.69      0.48      \n",
+       "PG11Submit  0.89      0.80  -0.0142  -0.00265 0.67      0.69      0.43      \n",
+       "PG12Resp    0.85      0.76  -0.0183  -0.00509 0.65      0.64      0.45      \n",
+       "PG12Submit  0.88      0.80   0.0164   0.03279 0.67      0.70      0.44      \n",
+       "            PG4AllResp PG4Submit PG5_1RRPQ ... PG8Resp PG8Submit PG9Resp\n",
+       "Completed    0.7652     0.7466    0.5703   ...  0.8601 0.876      0.8601\n",
+       "End          0.6643     0.6589    0.4681   ...  0.7650 0.779      0.7672\n",
+       "PG0Dis      -0.0013    -0.0270   -0.0058   ... -0.0139 0.014     -0.0022\n",
+       "PG0Shown     0.0108    -0.0054    0.0073   ...  0.0036 0.032      0.0207\n",
+       "PG2Resp.1    0.6674     0.6761    0.4281   ...  0.6437 0.646      0.6600\n",
+       "PG3Submit    0.6704     0.7515    0.4412   ...  0.6479 0.697      0.6384\n",
+       "PG4Prm9_10   0.8805     0.3759    0.3202   ...  0.4155 0.414      0.4802\n",
+       "PG4AllResp   1.0000     0.6667    0.4527   ...  0.6354 0.645      0.6801\n",
+       "PG4Submit    0.6667     1.0000    0.4491   ...  0.6742 0.705      0.6338\n",
+       "PG5_1RRPQ    0.4527     0.4491    1.0000   ...  0.4874 0.498      0.4910\n",
+       "PG5_1Order   0.4602     0.4481    0.9606   ...  0.4940 0.499      0.4943\n",
+       "PG5_1Time    0.4454     0.4466    0.9383   ...  0.4970 0.502      0.5000\n",
+       "PG5_2BNUI    0.4415     0.4027    0.8605   ...  0.4590 0.451      0.4512\n",
+       "PG5_2Order   0.4428     0.4048    0.8438   ...  0.4535 0.449      0.4618\n",
+       "PG5_2Time    0.4326     0.4079    0.8328   ...  0.4576 0.453      0.4637\n",
+       "PG5_3HDS     0.5420     0.5209    0.7069   ...  0.5557 0.594      0.5821\n",
+       "PG5_3Order   0.5561     0.5071    0.7466   ...  0.5663 0.588      0.5778\n",
+       "PG5_3Time    0.5444     0.4969    0.6566   ...  0.5640 0.593      0.5924\n",
+       "PG5_4VGP     0.4852     0.4581    0.7797   ...  0.5078 0.510      0.5119\n",
+       "PG5_4Order   0.4987     0.4552    0.7957   ...  0.5009 0.511      0.5124\n",
+       "PG5_4Time    0.4928     0.4586    0.7344   ...  0.5090 0.511      0.5185\n",
+       "PG5_5PHR     0.5690     0.5131    0.6925   ...  0.6099 0.612      0.5900\n",
+       "PG5_5Order   0.5696     0.5051    0.7464   ...  0.5958 0.597      0.5921\n",
+       "PG5_5Time    0.5745     0.4891    0.6412   ...  0.5909 0.597      0.5999\n",
+       "PG5_6SSYOP   0.4872     0.4686    0.7809   ...  0.5267 0.514      0.5176\n",
+       "PG5_6Order   0.4791     0.4763    0.7919   ...  0.5200 0.515      0.5060\n",
+       "PG5_6Time    0.4778     0.4719    0.7304   ...  0.5256 0.511      0.5219\n",
+       "PG5_7NDYP    0.4358     0.3919    0.8322   ...  0.4619 0.447      0.4515\n",
+       "PG5_7Order   0.4332     0.3940    0.8261   ...  0.4545 0.441      0.4464\n",
+       "PG5_7Time    0.4293     0.3876    0.8121   ...  0.4637 0.447      0.4596\n",
+       "...         ...        ...       ...           ...     ...       ...    \n",
+       "PG5_9FRP    0.56       0.52      0.69      ... 0.60    0.60      0.61   \n",
+       "PG5_9Order  0.57       0.52      0.73      ... 0.60    0.59      0.61   \n",
+       "PG5_9Time   0.57       0.51      0.63      ... 0.60    0.61      0.61   \n",
+       "PG5_10RPA   0.54       0.49      0.70      ... 0.58    0.58      0.58   \n",
+       "PG5_10Order 0.56       0.49      0.75      ... 0.57    0.58      0.57   \n",
+       "PG5_10Time  0.56       0.48      0.64      ... 0.57    0.58      0.58   \n",
+       "PG5_11NSG   0.46       0.43      0.82      ... 0.48    0.49      0.49   \n",
+       "PG5_11Order 0.45       0.44      0.81      ... 0.48    0.48      0.48   \n",
+       "PG5_11Time  0.45       0.43      0.78      ... 0.48    0.48      0.49   \n",
+       "PG5_12NWG   0.45       0.41      0.83      ... 0.47    0.47      0.47   \n",
+       "PG5_12Order 0.44       0.42      0.83      ... 0.46    0.47      0.47   \n",
+       "PG5_12Time  0.44       0.41      0.81      ... 0.47    0.47      0.48   \n",
+       "PG5_13NFG   0.45       0.42      0.84      ... 0.47    0.47      0.46   \n",
+       "PG5_13Order 0.44       0.41      0.83      ... 0.46    0.47      0.46   \n",
+       "PG5_13Time  0.44       0.41      0.82      ... 0.46    0.46      0.47   \n",
+       "PG5Submit   0.68       0.73      0.66      ... 0.77    0.82      0.74   \n",
+       "PG6Resp     0.66       0.68      0.51      ... 0.78    0.80      0.73   \n",
+       "PG6Submit   0.68       0.74      0.51      ... 0.77    0.81      0.76   \n",
+       "PG7R        0.69       0.66      0.52      ... 0.75    0.76      0.76   \n",
+       "PG7Submit   0.66       0.73      0.51      ... 0.78    0.81      0.78   \n",
+       "PG8Resp     0.64       0.67      0.49      ... 1.00    0.87      0.74   \n",
+       "PG8Submit   0.64       0.71      0.50      ... 0.87    1.00      0.73   \n",
+       "PG9Resp     0.68       0.63      0.49      ... 0.74    0.73      1.00   \n",
+       "PG9Submit   0.67       0.74      0.51      ... 0.77    0.83      0.76   \n",
+       "PG10Resp    0.66       0.73      0.49      ... 0.77    0.80      0.74   \n",
+       "PG10Submit  0.65       0.75      0.49      ... 0.77    0.82      0.74   \n",
+       "PG11Resp    0.69       0.69      0.51      ... 0.80    0.81      0.81   \n",
+       "PG11Submit  0.65       0.72      0.50      ... 0.79    0.82      0.76   \n",
+       "PG12Resp    0.65       0.64      0.47      ... 0.74    0.76      0.77   \n",
+       "PG12Submit  0.66       0.71      0.50      ... 0.78    0.82      0.77   \n",
+       "            PG9Submit PG10Resp PG10Submit PG11Resp PG11Submit PG12Resp\n",
+       "Completed   0.8730     0.8783   0.8744     0.9081   0.8870     0.8518 \n",
+       "End         0.7767     0.7727   0.7815     0.7923   0.7983     0.7624 \n",
+       "PG0Dis      0.0038    -0.0023  -0.0159    -0.0152  -0.0142    -0.0183 \n",
+       "PG0Shown    0.0215     0.0078  -0.0014     0.0082  -0.0027    -0.0051 \n",
+       "PG2Resp.1   0.6605     0.6571   0.6501     0.6915   0.6679     0.6479 \n",
+       "PG3Submit   0.7170     0.6763   0.6923     0.6882   0.6910     0.6361 \n",
+       "PG4Prm9_10  0.4521     0.4275   0.4181     0.4785   0.4332     0.4488 \n",
+       "PG4AllResp  0.6722     0.6630   0.6549     0.6942   0.6545     0.6465 \n",
+       "PG4Submit   0.7399     0.7324   0.7516     0.6934   0.7248     0.6395 \n",
+       "PG5_1RRPQ   0.5072     0.4857   0.4869     0.5148   0.4964     0.4683 \n",
+       "PG5_1Order  0.5089     0.4938   0.4968     0.5195   0.5013     0.4682 \n",
+       "PG5_1Time   0.5064     0.4944   0.5065     0.5065   0.5045     0.4689 \n",
+       "PG5_2BNUI   0.4506     0.4503   0.4387     0.4907   0.4578     0.4401 \n",
+       "PG5_2Order  0.4527     0.4603   0.4520     0.4851   0.4646     0.4399 \n",
+       "PG5_2Time   0.4529     0.4548   0.4502     0.4808   0.4633     0.4413 \n",
+       "PG5_3HDS    0.6015     0.5809   0.5824     0.6211   0.5894     0.5785 \n",
+       "PG5_3Order  0.5909     0.5794   0.5760     0.6200   0.5777     0.5611 \n",
+       "PG5_3Time   0.5926     0.5705   0.5743     0.6051   0.5799     0.5772 \n",
+       "PG5_4VGP    0.5007     0.5044   0.4973     0.5311   0.5150     0.4802 \n",
+       "PG5_4Order  0.5054     0.5112   0.5019     0.5261   0.5071     0.4793 \n",
+       "PG5_4Time   0.5084     0.5126   0.5089     0.5242   0.5139     0.4787 \n",
+       "PG5_5PHR    0.5986     0.5613   0.5722     0.6245   0.5864     0.5598 \n",
+       "PG5_5Order  0.5779     0.5584   0.5643     0.6191   0.5799     0.5731 \n",
+       "PG5_5Time   0.5818     0.5416   0.5561     0.6117   0.5761     0.5707 \n",
+       "PG5_6SSYOP  0.5183     0.5131   0.5078     0.5297   0.5159     0.4957 \n",
+       "PG5_6Order  0.5149     0.5221   0.5166     0.5257   0.5170     0.4994 \n",
+       "PG5_6Time   0.5200     0.5184   0.5190     0.5210   0.5184     0.5007 \n",
+       "PG5_7NDYP   0.4419     0.4268   0.4305     0.4682   0.4468     0.4164 \n",
+       "PG5_7Order  0.4441     0.4421   0.4395     0.4717   0.4470     0.4107 \n",
+       "PG5_7Time   0.4436     0.4331   0.4397     0.4635   0.4487     0.4171 \n",
+       "...         ...       ...      ...        ...      ...        ...     \n",
+       "PG5_9FRP    0.60      0.60     0.59       0.64     0.60       0.57    \n",
+       "PG5_9Order  0.59      0.59     0.58       0.63     0.60       0.57    \n",
+       "PG5_9Time   0.59      0.59     0.60       0.62     0.60       0.58    \n",
+       "PG5_10RPA   0.56      0.56     0.55       0.59     0.57       0.56    \n",
+       "PG5_10Order 0.56      0.56     0.55       0.59     0.56       0.55    \n",
+       "PG5_10Time  0.56      0.54     0.54       0.58     0.56       0.56    \n",
+       "PG5_11NSG   0.48      0.48     0.48       0.49     0.48       0.47    \n",
+       "PG5_11Order 0.48      0.50     0.49       0.50     0.49       0.46    \n",
+       "PG5_11Time  0.47      0.49     0.49       0.49     0.49       0.46    \n",
+       "PG5_12NWG   0.47      0.47     0.47       0.49     0.47       0.45    \n",
+       "PG5_12Order 0.47      0.48     0.47       0.49     0.47       0.45    \n",
+       "PG5_12Time  0.46      0.47     0.47       0.48     0.47       0.44    \n",
+       "PG5_13NFG   0.45      0.46     0.45       0.49     0.47       0.45    \n",
+       "PG5_13Order 0.45      0.47     0.46       0.48     0.47       0.44    \n",
+       "PG5_13Time  0.44      0.46     0.46       0.48     0.47       0.45    \n",
+       "PG5Submit   0.84      0.80     0.82       0.79     0.82       0.76    \n",
+       "PG6Resp     0.78      0.78     0.79       0.79     0.77       0.74    \n",
+       "PG6Submit   0.87      0.81     0.85       0.80     0.83       0.77    \n",
+       "PG7R        0.76      0.77     0.76       0.80     0.76       0.74    \n",
+       "PG7Submit   0.83      0.82     0.84       0.82     0.84       0.77    \n",
+       "PG8Resp     0.77      0.77     0.77       0.80     0.79       0.74    \n",
+       "PG8Submit   0.83      0.80     0.82       0.81     0.82       0.76    \n",
+       "PG9Resp     0.76      0.74     0.74       0.81     0.76       0.77    \n",
+       "PG9Submit   1.00      0.81     0.84       0.79     0.83       0.74    \n",
+       "PG10Resp    0.81      1.00     0.94       0.81     0.82       0.73    \n",
+       "PG10Submit  0.84      0.94     1.00       0.81     0.85       0.75    \n",
+       "PG11Resp    0.79      0.81     0.81       1.00     0.85       0.80    \n",
+       "PG11Submit  0.83      0.82     0.85       0.85     1.00       0.78    \n",
+       "PG12Resp    0.74      0.73     0.75       0.80     0.78       1.00    \n",
+       "PG12Submit  0.83      0.81     0.84       0.82     0.84       0.80    \n",
+       "            PG12Submit\n",
+       "Completed   0.885     \n",
+       "End         0.796     \n",
+       "PG0Dis      0.016     \n",
+       "PG0Shown    0.033     \n",
+       "PG2Resp.1   0.668     \n",
+       "PG3Submit   0.696     \n",
+       "PG4Prm9_10  0.444     \n",
+       "PG4AllResp  0.659     \n",
+       "PG4Submit   0.715     \n",
+       "PG5_1RRPQ   0.505     \n",
+       "PG5_1Order  0.514     \n",
+       "PG5_1Time   0.517     \n",
+       "PG5_2BNUI   0.465     \n",
+       "PG5_2Order  0.472     \n",
+       "PG5_2Time   0.473     \n",
+       "PG5_3HDS    0.615     \n",
+       "PG5_3Order  0.607     \n",
+       "PG5_3Time   0.613     \n",
+       "PG5_4VGP    0.517     \n",
+       "PG5_4Order  0.511     \n",
+       "PG5_4Time   0.518     \n",
+       "PG5_5PHR    0.597     \n",
+       "PG5_5Order  0.599     \n",
+       "PG5_5Time   0.609     \n",
+       "PG5_6SSYOP  0.521     \n",
+       "PG5_6Order  0.527     \n",
+       "PG5_6Time   0.529     \n",
+       "PG5_7NDYP   0.456     \n",
+       "PG5_7Order  0.448     \n",
+       "PG5_7Time   0.459     \n",
+       "...         ...       \n",
+       "PG5_9FRP    0.61      \n",
+       "PG5_9Order  0.60      \n",
+       "PG5_9Time   0.62      \n",
+       "PG5_10RPA   0.58      \n",
+       "PG5_10Order 0.57      \n",
+       "PG5_10Time  0.58      \n",
+       "PG5_11NSG   0.49      \n",
+       "PG5_11Order 0.49      \n",
+       "PG5_11Time  0.50      \n",
+       "PG5_12NWG   0.48      \n",
+       "PG5_12Order 0.48      \n",
+       "PG5_12Time  0.48      \n",
+       "PG5_13NFG   0.48      \n",
+       "PG5_13Order 0.47      \n",
+       "PG5_13Time  0.48      \n",
+       "PG5Submit   0.82      \n",
+       "PG6Resp     0.79      \n",
+       "PG6Submit   0.83      \n",
+       "PG7R        0.77      \n",
+       "PG7Submit   0.83      \n",
+       "PG8Resp     0.78      \n",
+       "PG8Submit   0.82      \n",
+       "PG9Resp     0.77      \n",
+       "PG9Submit   0.83      \n",
+       "PG10Resp    0.81      \n",
+       "PG10Submit  0.84      \n",
+       "PG11Resp    0.82      \n",
+       "PG11Submit  0.84      \n",
+       "PG12Resp    0.80      \n",
+       "PG12Submit  1.00      "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for(i in colnames(data))\n",
+    "{\n",
+    "    data[,i] <- as.numeric (data[,i]);\n",
+    "}\n",
+    "data <- replace(data, is.na(data), 0)\n",
+    "\n",
+    "hiCor <- function(x, level){\n",
+    "  res <- cor(x,method=\"spearman\");\n",
+    "  res1 <- res; res1[res<0] <- -res[res < 0];\n",
+    "  for (i in 1:dim(x)[2]){\n",
+    "    res1[i,i] <- 0;\n",
+    "  }\n",
+    "  sel <- apply(res1,1,max) > level;\n",
+    "  res[sel,sel];\n",
+    "}\n",
+    "hiCor(data,.7)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Fitting model, coefficienrs, too much correlation, etc. detailed in output"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 230,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<table>\n",
+       "<tbody>\n",
+       "\t<tr><th scope=row>Device</th><td>-0.1039</td></tr>\n",
+       "\t<tr><th scope=row>Completed</th><td> 0.6534</td></tr>\n",
+       "\t<tr><th scope=row>Start</th><td> 0.0014</td></tr>\n",
+       "\t<tr><th scope=row>End</th><td> 0.5857</td></tr>\n",
+       "\t<tr><th scope=row>PG0Dis</th><td>-0.0010</td></tr>\n",
+       "\t<tr><th scope=row>PG0Shown</th><td>-0.0069</td></tr>\n",
+       "\t<tr><th scope=row>PG0Submit</th><td> 0.2542</td></tr>\n",
+       "\t<tr><th scope=row>PG1PsnUse</th><td> 0.2441</td></tr>\n",
+       "\t<tr><th scope=row>PG1WdAuth</th><td> 0.1244</td></tr>\n",
+       "\t<tr><th scope=row>PG1Trn</th><td> 0.1019</td></tr>\n",
+       "\t<tr><th scope=row>PG1Other</th><td> 0.0989</td></tr>\n",
+       "\t<tr><th scope=row>PG1Submit</th><td> 0.3514</td></tr>\n",
+       "\t<tr><th scope=row>PG2Resp</th><td> 0.3948</td></tr>\n",
+       "\t<tr><th scope=row>PG2Submit</th><td> 0.4576</td></tr>\n",
+       "\t<tr><th scope=row>PG2Resp.1</th><td> 0.4894</td></tr>\n",
+       "\t<tr><th scope=row>PG3Submit</th><td> 0.4992</td></tr>\n",
+       "\t<tr><th scope=row>PG4Dtr0_6</th><td> 0.0411</td></tr>\n",
+       "\t<tr><th scope=row>PG4Psv7_8</th><td> 0.1904</td></tr>\n",
+       "\t<tr><th scope=row>PG4Prm9_10</th><td> 0.3953</td></tr>\n",
+       "\t<tr><th scope=row>PG4AllResp</th><td> 0.5422</td></tr>\n",
+       "\t<tr><th scope=row>PG4Submit</th><td> 0.4913</td></tr>\n",
+       "\t<tr><th scope=row>PG5_1RRPQ</th><td> 0.6957</td></tr>\n",
+       "\t<tr><th scope=row>PG5_1Order</th><td> 0.7006</td></tr>\n",
+       "\t<tr><th scope=row>PG5_1Time</th><td> 0.6721</td></tr>\n",
+       "\t<tr><th scope=row>PG5_2BNUI</th><td> 0.7204</td></tr>\n",
+       "\t<tr><th scope=row>PG5_2Order</th><td> 0.7200</td></tr>\n",
+       "\t<tr><th scope=row>PG5_2Time</th><td> 0.7144</td></tr>\n",
+       "\t<tr><th scope=row>PG5_3HDS</th><td> 0.6953</td></tr>\n",
+       "\t<tr><th scope=row>PG5_3Order</th><td> 0.7228</td></tr>\n",
+       "\t<tr><th scope=row>PG5_3Time</th><td> 0.6821</td></tr>\n",
+       "\t<tr><th scope=row>...</th><td>...</td></tr>\n",
+       "\t<tr><th scope=row>PG5_11Order</th><td>0.715</td></tr>\n",
+       "\t<tr><th scope=row>PG5_11Time</th><td>0.702</td></tr>\n",
+       "\t<tr><th scope=row>PG5_12NWG</th><td>0.727</td></tr>\n",
+       "\t<tr><th scope=row>PG5_12Order</th><td>0.724</td></tr>\n",
+       "\t<tr><th scope=row>PG5_12Time</th><td>0.715</td></tr>\n",
+       "\t<tr><th scope=row>PG5_13NFG</th><td>0.712</td></tr>\n",
+       "\t<tr><th scope=row>PG5_13Order</th><td>0.706</td></tr>\n",
+       "\t<tr><th scope=row>PG5_13Time</th><td>0.697</td></tr>\n",
+       "\t<tr><th scope=row>PG5Submit</th><td>0.700</td></tr>\n",
+       "\t<tr><th scope=row>PG6Resp</th><td>0.598</td></tr>\n",
+       "\t<tr><th scope=row>PG6Submit</th><td>0.576</td></tr>\n",
+       "\t<tr><th scope=row>PG7R</th><td>0.597</td></tr>\n",
+       "\t<tr><th scope=row>PG7C.C..</th><td>0.108</td></tr>\n",
+       "\t<tr><th scope=row>PG7Java</th><td>0.100</td></tr>\n",
+       "\t<tr><th scope=row>PG7Python</th><td>0.246</td></tr>\n",
+       "\t<tr><th scope=row>PG7Javascript</th><td>0.096</td></tr>\n",
+       "\t<tr><th scope=row>PG7Go</th><td>0.043</td></tr>\n",
+       "\t<tr><th scope=row>PG7C.</th><td>0.042</td></tr>\n",
+       "\t<tr><th scope=row>PG7Other</th><td>0.143</td></tr>\n",
+       "\t<tr><th scope=row>PG7Submit</th><td>0.567</td></tr>\n",
+       "\t<tr><th scope=row>PG8Resp</th><td>0.580</td></tr>\n",
+       "\t<tr><th scope=row>PG8Submit</th><td>0.584</td></tr>\n",
+       "\t<tr><th scope=row>PG9Resp</th><td>0.582</td></tr>\n",
+       "\t<tr><th scope=row>PG9Submit</th><td>0.561</td></tr>\n",
+       "\t<tr><th scope=row>PG10Resp</th><td>0.556</td></tr>\n",
+       "\t<tr><th scope=row>PG10Submit</th><td>0.547</td></tr>\n",
+       "\t<tr><th scope=row>PG11Resp</th><td>0.594</td></tr>\n",
+       "\t<tr><th scope=row>PG11Submit</th><td>0.568</td></tr>\n",
+       "\t<tr><th scope=row>PG12Resp</th><td>0.558</td></tr>\n",
+       "\t<tr><th scope=row>PG12Submit</th><td>0.577</td></tr>\n",
+       "</tbody>\n",
+       "</table>\n"
+      ],
+      "text/latex": [
+       "\\begin{tabular}{r|l}\n",
+       "\tDevice & -0.1039\\\\\n",
+       "\tCompleted &  0.6534\\\\\n",
+       "\tStart &  0.0014\\\\\n",
+       "\tEnd &  0.5857\\\\\n",
+       "\tPG0Dis & -0.0010\\\\\n",
+       "\tPG0Shown & -0.0069\\\\\n",
+       "\tPG0Submit &  0.2542\\\\\n",
+       "\tPG1PsnUse &  0.2441\\\\\n",
+       "\tPG1WdAuth &  0.1244\\\\\n",
+       "\tPG1Trn &  0.1019\\\\\n",
+       "\tPG1Other &  0.0989\\\\\n",
+       "\tPG1Submit &  0.3514\\\\\n",
+       "\tPG2Resp &  0.3948\\\\\n",
+       "\tPG2Submit &  0.4576\\\\\n",
+       "\tPG2Resp.1 &  0.4894\\\\\n",
+       "\tPG3Submit &  0.4992\\\\\n",
+       "\tPG4Dtr0\\_6 &  0.0411\\\\\n",
+       "\tPG4Psv7\\_8 &  0.1904\\\\\n",
+       "\tPG4Prm9\\_10 &  0.3953\\\\\n",
+       "\tPG4AllResp &  0.5422\\\\\n",
+       "\tPG4Submit &  0.4913\\\\\n",
+       "\tPG5\\_1RRPQ &  0.6957\\\\\n",
+       "\tPG5\\_1Order &  0.7006\\\\\n",
+       "\tPG5\\_1Time &  0.6721\\\\\n",
+       "\tPG5\\_2BNUI &  0.7204\\\\\n",
+       "\tPG5\\_2Order &  0.7200\\\\\n",
+       "\tPG5\\_2Time &  0.7144\\\\\n",
+       "\tPG5\\_3HDS &  0.6953\\\\\n",
+       "\tPG5\\_3Order &  0.7228\\\\\n",
+       "\tPG5\\_3Time &  0.6821\\\\\n",
+       "\t... & ...\\\\\n",
+       "\tPG5\\_11Order & 0.715\\\\\n",
+       "\tPG5\\_11Time & 0.702\\\\\n",
+       "\tPG5\\_12NWG & 0.727\\\\\n",
+       "\tPG5\\_12Order & 0.724\\\\\n",
+       "\tPG5\\_12Time & 0.715\\\\\n",
+       "\tPG5\\_13NFG & 0.712\\\\\n",
+       "\tPG5\\_13Order & 0.706\\\\\n",
+       "\tPG5\\_13Time & 0.697\\\\\n",
+       "\tPG5Submit & 0.700\\\\\n",
+       "\tPG6Resp & 0.598\\\\\n",
+       "\tPG6Submit & 0.576\\\\\n",
+       "\tPG7R & 0.597\\\\\n",
+       "\tPG7C.C.. & 0.108\\\\\n",
+       "\tPG7Java & 0.100\\\\\n",
+       "\tPG7Python & 0.246\\\\\n",
+       "\tPG7Javascript & 0.096\\\\\n",
+       "\tPG7Go & 0.043\\\\\n",
+       "\tPG7C. & 0.042\\\\\n",
+       "\tPG7Other & 0.143\\\\\n",
+       "\tPG7Submit & 0.567\\\\\n",
+       "\tPG8Resp & 0.580\\\\\n",
+       "\tPG8Submit & 0.584\\\\\n",
+       "\tPG9Resp & 0.582\\\\\n",
+       "\tPG9Submit & 0.561\\\\\n",
+       "\tPG10Resp & 0.556\\\\\n",
+       "\tPG10Submit & 0.547\\\\\n",
+       "\tPG11Resp & 0.594\\\\\n",
+       "\tPG11Submit & 0.568\\\\\n",
+       "\tPG12Resp & 0.558\\\\\n",
+       "\tPG12Submit & 0.577\\\\\n",
+       "\\end{tabular}\n"
+      ],
+      "text/markdown": [
+       "\n",
+       "| Device | -0.1039 | \n",
+       "| Completed |  0.6534 | \n",
+       "| Start |  0.0014 | \n",
+       "| End |  0.5857 | \n",
+       "| PG0Dis | -0.0010 | \n",
+       "| PG0Shown | -0.0069 | \n",
+       "| PG0Submit |  0.2542 | \n",
+       "| PG1PsnUse |  0.2441 | \n",
+       "| PG1WdAuth |  0.1244 | \n",
+       "| PG1Trn |  0.1019 | \n",
+       "| PG1Other |  0.0989 | \n",
+       "| PG1Submit |  0.3514 | \n",
+       "| PG2Resp |  0.3948 | \n",
+       "| PG2Submit |  0.4576 | \n",
+       "| PG2Resp.1 |  0.4894 | \n",
+       "| PG3Submit |  0.4992 | \n",
+       "| PG4Dtr0_6 |  0.0411 | \n",
+       "| PG4Psv7_8 |  0.1904 | \n",
+       "| PG4Prm9_10 |  0.3953 | \n",
+       "| PG4AllResp |  0.5422 | \n",
+       "| PG4Submit |  0.4913 | \n",
+       "| PG5_1RRPQ |  0.6957 | \n",
+       "| PG5_1Order |  0.7006 | \n",
+       "| PG5_1Time |  0.6721 | \n",
+       "| PG5_2BNUI |  0.7204 | \n",
+       "| PG5_2Order |  0.7200 | \n",
+       "| PG5_2Time |  0.7144 | \n",
+       "| PG5_3HDS |  0.6953 | \n",
+       "| PG5_3Order |  0.7228 | \n",
+       "| PG5_3Time |  0.6821 | \n",
+       "| ... | ... | \n",
+       "| PG5_11Order | 0.715 | \n",
+       "| PG5_11Time | 0.702 | \n",
+       "| PG5_12NWG | 0.727 | \n",
+       "| PG5_12Order | 0.724 | \n",
+       "| PG5_12Time | 0.715 | \n",
+       "| PG5_13NFG | 0.712 | \n",
+       "| PG5_13Order | 0.706 | \n",
+       "| PG5_13Time | 0.697 | \n",
+       "| PG5Submit | 0.700 | \n",
+       "| PG6Resp | 0.598 | \n",
+       "| PG6Submit | 0.576 | \n",
+       "| PG7R | 0.597 | \n",
+       "| PG7C.C.. | 0.108 | \n",
+       "| PG7Java | 0.100 | \n",
+       "| PG7Python | 0.246 | \n",
+       "| PG7Javascript | 0.096 | \n",
+       "| PG7Go | 0.043 | \n",
+       "| PG7C. | 0.042 | \n",
+       "| PG7Other | 0.143 | \n",
+       "| PG7Submit | 0.567 | \n",
+       "| PG8Resp | 0.580 | \n",
+       "| PG8Submit | 0.584 | \n",
+       "| PG9Resp | 0.582 | \n",
+       "| PG9Submit | 0.561 | \n",
+       "| PG10Resp | 0.556 | \n",
+       "| PG10Submit | 0.547 | \n",
+       "| PG11Resp | 0.594 | \n",
+       "| PG11Submit | 0.568 | \n",
+       "| PG12Resp | 0.558 | \n",
+       "| PG12Submit | 0.577 | \n",
+       "\n",
+       "\n"
+      ],
+      "text/plain": [
+       "              [,1]   \n",
+       "Device        -0.1039\n",
+       "Completed      0.6534\n",
+       "Start          0.0014\n",
+       "End            0.5857\n",
+       "PG0Dis        -0.0010\n",
+       "PG0Shown      -0.0069\n",
+       "PG0Submit      0.2542\n",
+       "PG1PsnUse      0.2441\n",
+       "PG1WdAuth      0.1244\n",
+       "PG1Trn         0.1019\n",
+       "PG1Other       0.0989\n",
+       "PG1Submit      0.3514\n",
+       "PG2Resp        0.3948\n",
+       "PG2Submit      0.4576\n",
+       "PG2Resp.1      0.4894\n",
+       "PG3Submit      0.4992\n",
+       "PG4Dtr0_6      0.0411\n",
+       "PG4Psv7_8      0.1904\n",
+       "PG4Prm9_10     0.3953\n",
+       "PG4AllResp     0.5422\n",
+       "PG4Submit      0.4913\n",
+       "PG5_1RRPQ      0.6957\n",
+       "PG5_1Order     0.7006\n",
+       "PG5_1Time      0.6721\n",
+       "PG5_2BNUI      0.7204\n",
+       "PG5_2Order     0.7200\n",
+       "PG5_2Time      0.7144\n",
+       "PG5_3HDS       0.6953\n",
+       "PG5_3Order     0.7228\n",
+       "PG5_3Time      0.6821\n",
+       "...           ...    \n",
+       "PG5_11Order   0.715  \n",
+       "PG5_11Time    0.702  \n",
+       "PG5_12NWG     0.727  \n",
+       "PG5_12Order   0.724  \n",
+       "PG5_12Time    0.715  \n",
+       "PG5_13NFG     0.712  \n",
+       "PG5_13Order   0.706  \n",
+       "PG5_13Time    0.697  \n",
+       "PG5Submit     0.700  \n",
+       "PG6Resp       0.598  \n",
+       "PG6Submit     0.576  \n",
+       "PG7R          0.597  \n",
+       "PG7C.C..      0.108  \n",
+       "PG7Java       0.100  \n",
+       "PG7Python     0.246  \n",
+       "PG7Javascript 0.096  \n",
+       "PG7Go         0.043  \n",
+       "PG7C.         0.042  \n",
+       "PG7Other      0.143  \n",
+       "PG7Submit     0.567  \n",
+       "PG8Resp       0.580  \n",
+       "PG8Submit     0.584  \n",
+       "PG9Resp       0.582  \n",
+       "PG9Submit     0.561  \n",
+       "PG10Resp      0.556  \n",
+       "PG10Submit    0.547  \n",
+       "PG11Resp      0.594  \n",
+       "PG11Submit    0.568  \n",
+       "PG12Resp      0.558  \n",
+       "PG12Submit    0.577  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "\n",
+       "Call:\n",
+       "lm(formula = PG5_2BNUI ~ ., data = data)\n",
+       "\n",
+       "Residuals:\n",
+       "   Min     1Q Median     3Q    Max \n",
+       "-2.500 -0.114  0.009  0.123  3.365 \n",
+       "\n",
+       "Coefficients: (1 not defined because of singularities)\n",
+       "               Estimate Std. Error t value Pr(>|t|)    \n",
+       "(Intercept)    1.86e+02   7.17e+01    2.59  0.00975 ** \n",
+       "Device        -1.67e-02   3.30e-02   -0.51  0.61247    \n",
+       "Completed     -1.85e+02   7.17e+01   -2.57  0.01017 *  \n",
+       "Start          1.20e-07   4.66e-08    2.57  0.01015 *  \n",
+       "End            1.20e-07   4.66e-08    2.57  0.01018 *  \n",
+       "PG0Dis        -6.95e-04   3.27e-04   -2.13  0.03378 *  \n",
+       "PG0Shown       1.56e-04   7.35e-05    2.12  0.03423 *  \n",
+       "PG0Submit      9.33e-06   4.75e-06    1.96  0.04976 *  \n",
+       "PG1PsnUse     -1.17e-02   1.48e-02   -0.79  0.42813    \n",
+       "PG1WdAuth     -1.54e-02   2.35e-02   -0.66  0.51242    \n",
+       "PG1Trn         8.75e-02   5.29e-02    1.65  0.09849 .  \n",
+       "PG1Other       4.46e-03   2.25e-03    1.98  0.04739 *  \n",
+       "PG1Submit     -6.52e-05   7.09e-05   -0.92  0.35778    \n",
+       "PG2Resp        2.92e-02   2.01e-02    1.45  0.14648    \n",
+       "PG2Submit     -1.36e-04   2.69e-04   -0.51  0.61352    \n",
+       "PG2Resp.1     -6.59e-04   4.20e-04   -1.57  0.11684    \n",
+       "PG3Submit     -1.00e-04   1.18e-04   -0.85  0.39434    \n",
+       "PG4Dtr0_6      7.01e-03   1.68e-02    0.42  0.67682    \n",
+       "PG4Psv7_8      3.68e-03   9.42e-03    0.39  0.69613    \n",
+       "PG4Prm9_10     6.99e-03   6.89e-03    1.01  0.31061    \n",
+       "PG4AllResp           NA         NA      NA       NA    \n",
+       "PG4Submit     -1.54e-03   1.23e-03   -1.24  0.21353    \n",
+       "PG5_1RRPQ      1.96e-01   2.27e-02    8.62  < 2e-16 ***\n",
+       "PG5_1Order     4.56e-03   7.72e-03    0.59  0.55420    \n",
+       "PG5_1Time     -2.00e-03   3.25e-04   -6.16  9.6e-10 ***\n",
+       "PG5_2Order     9.37e-03   7.23e-03    1.30  0.19514    \n",
+       "PG5_2Time      1.19e-02   4.58e-04   25.88  < 2e-16 ***\n",
+       "PG5_3HDS       3.91e-02   1.96e-02    2.00  0.04575 *  \n",
+       "PG5_3Order     7.59e-03   6.99e-03    1.08  0.27815    \n",
+       "PG5_3Time     -1.78e-04   2.28e-04   -0.78  0.43564    \n",
+       "PG5_4VGP       5.25e-02   2.26e-02    2.32  0.02049 *  \n",
+       "PG5_4Order     9.53e-03   7.59e-03    1.25  0.20974    \n",
+       "PG5_4Time     -7.81e-04   3.28e-04   -2.38  0.01759 *  \n",
+       "PG5_5PHR       4.46e-02   2.09e-02    2.14  0.03292 *  \n",
+       "PG5_5Order     6.62e-03   7.16e-03    0.92  0.35516    \n",
+       "PG5_5Time     -6.60e-04   2.26e-04   -2.92  0.00357 ** \n",
+       "PG5_6SSYOP     2.02e-02   2.01e-02    1.01  0.31328    \n",
+       "PG5_6Order     1.46e-02   7.05e-03    2.07  0.03891 *  \n",
+       "PG5_6Time     -4.21e-04   2.72e-04   -1.54  0.12263    \n",
+       "PG5_7NDYP      1.22e-01   2.55e-02    4.79  1.9e-06 ***\n",
+       "PG5_7Order     3.31e-03   7.46e-03    0.44  0.65749    \n",
+       "PG5_7Time     -9.37e-04   5.13e-04   -1.83  0.06820 .  \n",
+       "PG5_8CP        5.74e-02   1.97e-02    2.92  0.00357 ** \n",
+       "PG5_8Order    -6.10e-04   6.91e-03   -0.09  0.92976    \n",
+       "PG5_8Time     -2.89e-04   1.78e-04   -1.62  0.10605    \n",
+       "PG5_9FRP      -1.14e-02   2.04e-02   -0.56  0.57586    \n",
+       "PG5_9Order     3.04e-02   6.68e-03    4.56  5.7e-06 ***\n",
+       "PG5_9Time     -7.59e-05   2.12e-04   -0.36  0.71978    \n",
+       "PG5_10RPA      1.08e-02   1.98e-02    0.55  0.58465    \n",
+       "PG5_10Order    6.50e-03   6.94e-03    0.94  0.34920    \n",
+       "PG5_10Time    -2.35e-04   2.63e-04   -0.89  0.37206    \n",
+       "PG5_11NSG      1.90e-01   2.63e-02    7.21  9.7e-13 ***\n",
+       "PG5_11Order    1.22e-03   7.63e-03    0.16  0.87336    \n",
+       "PG5_11Time    -2.23e-03   4.66e-04   -4.79  1.8e-06 ***\n",
+       "PG5_12NWG      6.28e-03   3.39e-02    0.19  0.85309    \n",
+       "PG5_12Order    2.39e-03   7.60e-03    0.31  0.75296    \n",
+       "PG5_12Time    -1.60e-03   6.51e-04   -2.45  0.01440 *  \n",
+       "PG5_13NFG      1.42e-01   3.47e-02    4.09  4.5e-05 ***\n",
+       "PG5_13Order    2.31e-02   7.73e-03    2.99  0.00285 ** \n",
+       "PG5_13Time    -1.53e-03   6.28e-04   -2.44  0.01476 *  \n",
+       "PG5Submit     -7.90e-05   1.01e-04   -0.78  0.43342    \n",
+       "PG6Resp       -3.09e-02   1.23e-02   -2.51  0.01211 *  \n",
+       "PG6Submit     -1.51e-05   8.01e-05   -0.19  0.85036    \n",
+       "PG7R          -1.14e-03   4.53e-03   -0.25  0.80060    \n",
+       "PG7C.C..      -2.51e-01   7.05e-02   -3.56  0.00039 ***\n",
+       "PG7Java       -1.97e-01   9.07e-02   -2.17  0.03044 *  \n",
+       "PG7Python      1.19e-01   4.95e-02    2.39  0.01686 *  \n",
+       "PG7Javascript  2.36e-02   8.73e-02    0.27  0.78677    \n",
+       "PG7Go         -7.73e-01   4.26e-01   -1.82  0.06962 .  \n",
+       "PG7C.          2.24e-02   1.31e-01    0.17  0.86438    \n",
+       "PG7Other      -2.57e-03   3.03e-02   -0.08  0.93241    \n",
+       "PG7Submit     -7.22e-04   7.93e-04   -0.91  0.36281    \n",
+       "PG8Resp        8.89e-05   4.26e-04    0.21  0.83480    \n",
+       "PG8Submit     -1.72e-03   1.87e-03   -0.92  0.35985    \n",
+       "PG9Resp       -2.02e-02   1.16e-02   -1.74  0.08185 .  \n",
+       "PG9Submit      9.92e-05   3.53e-05    2.81  0.00500 ** \n",
+       "PG10Resp       2.85e-03   1.85e-02    0.15  0.87745    \n",
+       "PG10Submit     5.18e-05   9.97e-05    0.52  0.60365    \n",
+       "PG11Resp       1.32e-01   4.21e-02    3.14  0.00170 ** \n",
+       "PG11Submit     9.21e-04   9.15e-04    1.01  0.31453    \n",
+       "PG12Resp      -1.21e-03   1.96e-02   -0.06  0.95088    \n",
+       "PG12Submit    -4.98e-05   3.77e-04   -0.13  0.89493    \n",
+       "---\n",
+       "Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1\n",
+       "\n",
+       "Residual standard error: 0.58 on 1272 degrees of freedom\n",
+       "Multiple R-squared:  0.917,\tAdjusted R-squared:  0.912 \n",
+       "F-statistic:  175 on 80 and 1272 DF,  p-value: <2e-16\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sel = c() \n",
+    "for (i in 1:dim(data)[2]) if (is.numeric(data[,i])) sel = c(sel, i);\n",
+    "cor(data[,sel], data[,'PG5_10RPA'], method=\"spearman\",use=\"pairwise.complete.obs\");\n",
+    "model <- lm(PG5_2BNUI ~ ., data = data)\n",
+    "summary(model)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In turns out that my hypothesis was correct and the reputation of the author does in fact matter to survey takers. To do this, it consisted of parsing data and then interpreting it. Using R functions like select(), filter(), and reading into models I was able to handle the data. Above each of my code cells is a cell with a short but 'to the point' description of each required aspect of the project, along with the required output below.  "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": []
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -616,7 +2127,7 @@
    "mimetype": "text/x-r-source",
    "name": "R",
    "pygments_lexer": "r",
-   "version": "3.4.1"
+   "version": "3.4.4"
   }
  },
  "nbformat": 4,
diff --git a/ssteinb2.ipynb b/ssteinb2.ipynb
new file mode 100644
index 0000000..3931274
--- /dev/null
+++ b/ssteinb2.ipynb
@@ -0,0 +1,2162 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "A Survey on Technology Choice\n",
+    "======\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "HYPOTHESIS: I think that the priority will be affected by the repuation of the author. I have this stance because the author is generally important to people when answering a survey and trusting that person with their thoughts and opinions. If one does not trust the reputation of the author, they might not answer the questions completely."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "library(MASS)\n",
+    "library(dplyr)\n",
+    "library(tidyr)\n",
+    "library(caret)\n",
+    "library(datasets)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 83,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# For nicer printing\n",
+    "options(digits=2);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Data from \"TechSurvey - Survey.csv\" is read into the 'data'. The data is then used to convert to times and to calculate time differences"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 84,
+   "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": 85,
+   "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": 86,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<table>\n",
+       "<thead><tr><th></th><th scope=col>Start</th><th scope=col>End</th><th scope=col>PG0Dis</th><th scope=col>PG0Shown</th><th scope=col>PG0Submit</th><th scope=col>PG1Submit</th><th scope=col>PG2Submit</th><th scope=col>PG3Submit</th><th scope=col>PG4Dtr0_6</th><th scope=col>PG4Psv7_8</th><th scope=col>...</th><th scope=col>PG5_12Order</th><th scope=col>PG5_13Order</th><th scope=col>PG5Submit</th><th scope=col>PG6Submit</th><th scope=col>PG7Submit</th><th scope=col>PG8Submit</th><th scope=col>PG9Submit</th><th scope=col>PG10Submit</th><th scope=col>PG11Submit</th><th scope=col>PG12Submit</th></tr></thead>\n",
+       "<tbody>\n",
+       "\t<tr><th scope=row>Start</th><td> 1.0000 </td><td> 0.9952 </td><td>-0.0417 </td><td>-0.11507</td><td> 0.1350 </td><td> 0.1156 </td><td> 0.0791 </td><td> 0.0384 </td><td> 0.01210</td><td> 0.00371</td><td>...     </td><td>-0.0369 </td><td> 0.0598 </td><td> 0.08512</td><td> 0.0054 </td><td> 0.0776 </td><td> 0.0441 </td><td> 0.04101</td><td> 0.047  </td><td> 7.9e-02</td><td> 0.0746 </td></tr>\n",
+       "\t<tr><th scope=row>End</th><td> 0.9952 </td><td> 1.0000 </td><td>-0.0415 </td><td>-0.09879</td><td> 0.1142 </td><td> 0.1550 </td><td> 0.0791 </td><td> 0.0511 </td><td>-0.05185</td><td>-0.04576</td><td>...     </td><td>-0.0359 </td><td> 0.0661 </td><td> 0.09088</td><td> 0.0051 </td><td> 0.0759 </td><td> 0.0435 </td><td> 0.04071</td><td> 0.052  </td><td> 7.9e-02</td><td> 0.0772 </td></tr>\n",
+       "\t<tr><th scope=row>PG0Dis</th><td>-0.0417 </td><td>-0.0415 </td><td> 1.0000 </td><td> 0.87220</td><td> 0.0153 </td><td> 0.0065 </td><td> 0.0041 </td><td> 0.0567 </td><td> 0.16368</td><td> 0.02668</td><td>...     </td><td> 0.0151 </td><td> 0.0384 </td><td> 0.00601</td><td> 0.0277 </td><td> 0.0097 </td><td> 0.0354 </td><td> 0.00995</td><td>-0.029  </td><td>-4.5e-02</td><td> 0.0546 </td></tr>\n",
+       "\t<tr><th scope=row>PG0Shown</th><td>-0.1151 </td><td>-0.0988 </td><td> 0.8722 </td><td> 1.00000</td><td> 0.0360 </td><td> 0.0205 </td><td> 0.0023 </td><td> 0.0497 </td><td> 0.08226</td><td> 0.00036</td><td>...     </td><td> 0.0074 </td><td> 0.0407 </td><td>-0.00888</td><td> 0.0401 </td><td> 0.0121 </td><td> 0.0264 </td><td> 0.00056</td><td>-0.045  </td><td>-7.1e-02</td><td> 0.0436 </td></tr>\n",
+       "\t<tr><th scope=row>PG0Submit</th><td> 0.1350 </td><td> 0.1142 </td><td> 0.0153 </td><td> 0.03596</td><td> 1.0000 </td><td> 0.1088 </td><td> 0.1037 </td><td> 0.1273 </td><td>-0.00802</td><td>-0.03763</td><td>...     </td><td>-0.0161 </td><td>-0.0280 </td><td> 0.17671</td><td> 0.1518 </td><td> 0.1365 </td><td> 0.1258 </td><td> 0.17579</td><td> 0.225  </td><td> 1.1e-01</td><td> 0.1096 </td></tr>\n",
+       "\t<tr><th scope=row>PG1Submit</th><td> 0.1156 </td><td> 0.1550 </td><td> 0.0065 </td><td> 0.02047</td><td> 0.1088 </td><td> 1.0000 </td><td> 0.1452 </td><td> 0.2688 </td><td>-0.06852</td><td> 0.05661</td><td>...     </td><td> 0.0512 </td><td>-0.0651 </td><td> 0.24670</td><td> 0.2414 </td><td> 0.1133 </td><td> 0.1069 </td><td> 0.10895</td><td> 0.170  </td><td> 7.4e-02</td><td> 0.1137 </td></tr>\n",
+       "\t<tr><th scope=row>PG2Submit</th><td> 0.0791 </td><td> 0.0791 </td><td> 0.0041 </td><td> 0.00235</td><td> 0.1037 </td><td> 0.1452 </td><td> 1.0000 </td><td> 0.2045 </td><td> 0.00146</td><td> 0.00897</td><td>...     </td><td> 0.0210 </td><td>-0.0047 </td><td> 0.21851</td><td> 0.2696 </td><td> 0.1245 </td><td> 0.1567 </td><td> 0.20127</td><td> 0.099  </td><td> 1.1e-01</td><td> 0.1073 </td></tr>\n",
+       "\t<tr><th scope=row>PG3Submit</th><td> 0.0384 </td><td> 0.0511 </td><td> 0.0567 </td><td> 0.04968</td><td> 0.1273 </td><td> 0.2688 </td><td> 0.2045 </td><td> 1.0000 </td><td> 0.00865</td><td> 0.04424</td><td>...     </td><td> 0.0464 </td><td>-0.0222 </td><td> 0.26048</td><td> 0.2706 </td><td> 0.1316 </td><td> 0.1822 </td><td> 0.27450</td><td> 0.161  </td><td> 1.4e-01</td><td> 0.1642 </td></tr>\n",
+       "\t<tr><th scope=row>PG4Dtr0_6</th><td> 0.0121 </td><td>-0.0518 </td><td> 0.1637 </td><td> 0.08226</td><td>-0.0080 </td><td>-0.0685 </td><td> 0.0015 </td><td> 0.0087 </td><td> 1.00000</td><td>      NA</td><td>...     </td><td> 0.1774 </td><td>-0.1289 </td><td>-0.05214</td><td>-0.1618 </td><td> 0.1560 </td><td> 0.0695 </td><td>-0.07292</td><td> 0.044  </td><td> 8.4e-04</td><td>-0.0272 </td></tr>\n",
+       "\t<tr><th scope=row>PG4Psv7_8</th><td> 0.0037 </td><td>-0.0458 </td><td> 0.0267 </td><td> 0.00036</td><td>-0.0376 </td><td> 0.0566 </td><td> 0.0090 </td><td> 0.0442 </td><td>      NA</td><td> 1.00000</td><td>...     </td><td>-0.0008 </td><td>-0.0218 </td><td> 0.08974</td><td>-0.0146 </td><td>-0.0363 </td><td> 0.0526 </td><td> 0.05977</td><td> 0.069  </td><td>-4.9e-02</td><td>-0.0217 </td></tr>\n",
+       "\t<tr><th scope=row>PG4Prm9_10</th><td>-0.0267 </td><td>-0.0267 </td><td>-0.0092 </td><td> 0.03279</td><td>-0.0939 </td><td> 0.0120 </td><td>-0.0587 </td><td>-0.0062 </td><td>      NA</td><td>      NA</td><td>...     </td><td> 0.0233 </td><td> 0.0916 </td><td> 0.00077</td><td>-0.0418 </td><td>-0.0633 </td><td>-0.0550 </td><td>-0.02989</td><td>-0.061  </td><td>-8.6e-05</td><td> 0.0169 </td></tr>\n",
+       "\t<tr><th scope=row>PG4AllResp</th><td> 0.0063 </td><td>-0.0158 </td><td> 0.0018 </td><td>-0.02094</td><td>-0.0236 </td><td> 0.0297 </td><td> 0.0293 </td><td>-0.0193 </td><td> 1.00000</td><td> 1.00000</td><td>...     </td><td>-0.0306 </td><td>-0.0166 </td><td> 0.01248</td><td>-0.0040 </td><td>-0.0753 </td><td>-0.1294 </td><td>-0.03812</td><td>-0.106  </td><td>-8.2e-02</td><td>-0.0668 </td></tr>\n",
+       "\t<tr><th scope=row>PG4Submit</th><td> 0.0187 </td><td> 0.0172 </td><td>-0.0539 </td><td>-0.05978</td><td> 0.2191 </td><td> 0.1651 </td><td> 0.1515 </td><td> 0.1956 </td><td>-0.14272</td><td>-0.08350</td><td>...     </td><td>-0.0119 </td><td>-0.0376 </td><td> 0.27328</td><td> 0.3326 </td><td> 0.2775 </td><td> 0.1821 </td><td> 0.33236</td><td> 0.391  </td><td> 2.8e-01</td><td> 0.2360 </td></tr>\n",
+       "\t<tr><th scope=row>PG5_1Order</th><td> 0.0218 </td><td> 0.0196 </td><td> 0.0140 </td><td> 0.01254</td><td>-0.0240 </td><td> 0.0750 </td><td>-0.0069 </td><td> 0.0578 </td><td>-0.09488</td><td>-0.01399</td><td>...     </td><td>-0.0785 </td><td>-0.0950 </td><td> 0.08054</td><td> 0.0334 </td><td> 0.0173 </td><td>-0.0388 </td><td> 0.01033</td><td>-0.096  </td><td>-2.5e-02</td><td> 0.0238 </td></tr>\n",
+       "\t<tr><th scope=row>PG5_2Order</th><td> 0.0014 </td><td> 0.0002 </td><td>-0.0386 </td><td>-0.03617</td><td> 0.0402 </td><td>-0.0226 </td><td>-0.0297 </td><td> 0.0048 </td><td>-0.00954</td><td> 0.08081</td><td>...     </td><td> 0.0527 </td><td>-0.0652 </td><td> 0.03898</td><td>-0.0571 </td><td>-0.0551 </td><td>-0.0567 </td><td>-0.01925</td><td> 0.015  </td><td> 7.3e-03</td><td> 0.0469 </td></tr>\n",
+       "\t<tr><th scope=row>PG5_3Order</th><td>-0.0089 </td><td>-0.0177 </td><td> 0.0441 </td><td> 0.04228</td><td> 0.0155 </td><td> 0.0391 </td><td>-0.0131 </td><td> 0.0172 </td><td> 0.13631</td><td> 0.04396</td><td>...     </td><td>-0.0698 </td><td>-0.0250 </td><td> 0.23450</td><td> 0.0419 </td><td> 0.0058 </td><td>-0.0086 </td><td> 0.02604</td><td> 0.063  </td><td> 3.4e-02</td><td> 0.0538 </td></tr>\n",
+       "\t<tr><th scope=row>PG5_4Order</th><td> 0.0931 </td><td> 0.0949 </td><td>-0.0262 </td><td>-0.02214</td><td>-0.0172 </td><td> 0.0293 </td><td> 0.0560 </td><td>-0.0462 </td><td> 0.01735</td><td>-0.12489</td><td>...     </td><td>-0.0447 </td><td>-0.0329 </td><td> 0.14487</td><td> 0.0414 </td><td> 0.0460 </td><td> 0.0182 </td><td>-0.03734</td><td>-0.075  </td><td>-8.6e-02</td><td>-0.0211 </td></tr>\n",
+       "\t<tr><th scope=row>PG5_5Order</th><td>-0.0523 </td><td>-0.0466 </td><td>-0.0087 </td><td>-0.01058</td><td> 0.0860 </td><td> 0.0345 </td><td> 0.0570 </td><td>-0.0165 </td><td> 0.04533</td><td>-0.06369</td><td>...     </td><td>-0.0499 </td><td>-0.0981 </td><td> 0.28698</td><td> 0.0498 </td><td> 0.0372 </td><td> 0.0427 </td><td>-0.02976</td><td> 0.076  </td><td> 2.4e-02</td><td> 0.0085 </td></tr>\n",
+       "\t<tr><th scope=row>PG5_6Order</th><td> 0.0237 </td><td> 0.0217 </td><td>-0.0480 </td><td>-0.04902</td><td> 0.0762 </td><td> 0.0327 </td><td> 0.1077 </td><td> 0.0370 </td><td>-0.13255</td><td> 0.01662</td><td>...     </td><td>-0.0430 </td><td>-0.0031 </td><td> 0.22759</td><td> 0.0165 </td><td> 0.0222 </td><td> 0.0639 </td><td>-0.02974</td><td> 0.015  </td><td> 2.8e-02</td><td> 0.0539 </td></tr>\n",
+       "\t<tr><th scope=row>PG5_7Order</th><td>-0.0200 </td><td>-0.0236 </td><td> 0.0220 </td><td>-0.00444</td><td>-0.1174 </td><td>-0.0815 </td><td>-0.0285 </td><td> 0.0242 </td><td>-0.16196</td><td>-0.06938</td><td>...     </td><td> 0.0410 </td><td> 0.0944 </td><td> 0.06439</td><td>-0.0222 </td><td>-0.1082 </td><td>-0.0804 </td><td>-0.01762</td><td>-0.017  </td><td>-4.4e-02</td><td>-0.0617 </td></tr>\n",
+       "\t<tr><th scope=row>PG5_8Order</th><td>-0.0804 </td><td>-0.0852 </td><td>-0.0147 </td><td>-0.00433</td><td>-0.0421 </td><td>-0.0205 </td><td>-0.0387 </td><td>-0.0129 </td><td>-0.16181</td><td> 0.01019</td><td>...     </td><td>-0.0896 </td><td>-0.1168 </td><td> 0.13787</td><td>-0.1227 </td><td>-0.0126 </td><td>-0.0526 </td><td>-0.05699</td><td>-0.065  </td><td>-3.7e-02</td><td>-0.0182 </td></tr>\n",
+       "\t<tr><th scope=row>PG5_9Order</th><td> 0.0171 </td><td> 0.0167 </td><td>-0.0712 </td><td>-0.10235</td><td> 0.0476 </td><td> 0.0260 </td><td>-0.0410 </td><td>-0.0641 </td><td>-0.07948</td><td>-0.09747</td><td>...     </td><td>-0.0431 </td><td>-0.0837 </td><td> 0.18534</td><td>-0.0188 </td><td>-0.0314 </td><td>-0.0898 </td><td>-0.01354</td><td>-0.034  </td><td> 6.2e-03</td><td>-0.0280 </td></tr>\n",
+       "\t<tr><th scope=row>PG5_10Order</th><td>-0.0214 </td><td>-0.0112 </td><td> 0.0200 </td><td> 0.02736</td><td> 0.0086 </td><td>-0.0017 </td><td>-0.0418 </td><td> 0.0581 </td><td>-0.05310</td><td> 0.15949</td><td>...     </td><td>-0.0905 </td><td>-0.1214 </td><td> 0.22151</td><td> 0.0427 </td><td> 0.0311 </td><td> 0.0345 </td><td> 0.02011</td><td> 0.102  </td><td> 1.8e-02</td><td>-0.0092 </td></tr>\n",
+       "\t<tr><th scope=row>PG5_11Order</th><td>-0.0241 </td><td>-0.0196 </td><td> 0.0190 </td><td> 0.02551</td><td> 0.0927 </td><td>-0.0047 </td><td>-0.1043 </td><td> 0.0279 </td><td> 0.02791</td><td>-0.03487</td><td>...     </td><td> 0.1233 </td><td> 0.1434 </td><td> 0.02942</td><td>-0.0055 </td><td> 0.0210 </td><td> 0.0232 </td><td> 0.05579</td><td>-0.038  </td><td>-2.5e-03</td><td> 0.0275 </td></tr>\n",
+       "\t<tr><th scope=row>PG5_12Order</th><td>-0.0369 </td><td>-0.0359 </td><td> 0.0151 </td><td> 0.00743</td><td>-0.0161 </td><td> 0.0512 </td><td> 0.0210 </td><td> 0.0464 </td><td> 0.17741</td><td>-0.00080</td><td>...     </td><td> 1.0000 </td><td> 0.1231 </td><td> 0.10997</td><td> 0.0777 </td><td> 0.0529 </td><td> 0.0149 </td><td> 0.00295</td><td> 0.016  </td><td> 2.4e-02</td><td> 0.0167 </td></tr>\n",
+       "\t<tr><th scope=row>PG5_13Order</th><td> 0.0598 </td><td> 0.0661 </td><td> 0.0384 </td><td> 0.04072</td><td>-0.0280 </td><td>-0.0651 </td><td>-0.0047 </td><td>-0.0222 </td><td>-0.12890</td><td>-0.02179</td><td>...     </td><td> 0.1231 </td><td> 1.0000 </td><td> 0.00976</td><td>-0.0209 </td><td> 0.0355 </td><td> 0.0556 </td><td> 0.07229</td><td>-0.023  </td><td> 1.3e-02</td><td>-0.0614 </td></tr>\n",
+       "\t<tr><th scope=row>PG5Submit</th><td> 0.0851 </td><td> 0.0909 </td><td> 0.0060 </td><td>-0.00888</td><td> 0.1767 </td><td> 0.2467 </td><td> 0.2185 </td><td> 0.2605 </td><td>-0.05214</td><td> 0.08974</td><td>...     </td><td> 0.1100 </td><td> 0.0098 </td><td> 1.00000</td><td> 0.3224 </td><td> 0.2312 </td><td> 0.2035 </td><td> 0.30291</td><td> 0.269  </td><td> 2.4e-01</td><td> 0.2588 </td></tr>\n",
+       "\t<tr><th scope=row>PG6Submit</th><td> 0.0054 </td><td> 0.0051 </td><td> 0.0277 </td><td> 0.04005</td><td> 0.1518 </td><td> 0.2414 </td><td> 0.2696 </td><td> 0.2706 </td><td>-0.16179</td><td>-0.01463</td><td>...     </td><td> 0.0777 </td><td>-0.0209 </td><td> 0.32240</td><td> 1.0000 </td><td> 0.3086 </td><td> 0.2065 </td><td> 0.44528</td><td> 0.343  </td><td> 2.8e-01</td><td> 0.2904 </td></tr>\n",
+       "\t<tr><th scope=row>PG7Submit</th><td> 0.0776 </td><td> 0.0759 </td><td> 0.0097 </td><td> 0.01212</td><td> 0.1365 </td><td> 0.1133 </td><td> 0.1245 </td><td> 0.1316 </td><td> 0.15596</td><td>-0.03631</td><td>...     </td><td> 0.0529 </td><td> 0.0355 </td><td> 0.23120</td><td> 0.3086 </td><td> 1.0000 </td><td> 0.1606 </td><td> 0.27819</td><td> 0.312  </td><td> 2.8e-01</td><td> 0.2523 </td></tr>\n",
+       "\t<tr><th scope=row>PG8Submit</th><td> 0.0441 </td><td> 0.0435 </td><td> 0.0354 </td><td> 0.02635</td><td> 0.1258 </td><td> 0.1069 </td><td> 0.1567 </td><td> 0.1822 </td><td> 0.06953</td><td> 0.05260</td><td>...     </td><td> 0.0149 </td><td> 0.0556 </td><td> 0.20351</td><td> 0.2065 </td><td> 0.1606 </td><td> 1.0000 </td><td> 0.25569</td><td> 0.200  </td><td> 2.1e-01</td><td> 0.1932 </td></tr>\n",
+       "\t<tr><th scope=row>PG9Submit</th><td> 0.0410 </td><td> 0.0407 </td><td> 0.0099 </td><td> 0.00056</td><td> 0.1758 </td><td> 0.1090 </td><td> 0.2013 </td><td> 0.2745 </td><td>-0.07292</td><td> 0.05977</td><td>...     </td><td> 0.0029 </td><td> 0.0723 </td><td> 0.30291</td><td> 0.4453 </td><td> 0.2782 </td><td> 0.2557 </td><td> 1.00000</td><td> 0.290  </td><td> 2.8e-01</td><td> 0.2755 </td></tr>\n",
+       "\t<tr><th scope=row>PG10Submit</th><td> 0.0474 </td><td> 0.0517 </td><td>-0.0293 </td><td>-0.04481</td><td> 0.2248 </td><td> 0.1701 </td><td> 0.0989 </td><td> 0.1614 </td><td> 0.04433</td><td> 0.06942</td><td>...     </td><td> 0.0159 </td><td>-0.0227 </td><td> 0.26881</td><td> 0.3428 </td><td> 0.3121 </td><td> 0.2000 </td><td> 0.29018</td><td> 1.000  </td><td> 3.5e-01</td><td> 0.3131 </td></tr>\n",
+       "\t<tr><th scope=row>PG11Submit</th><td> 0.0790 </td><td> 0.0792 </td><td>-0.0454 </td><td>-0.07102</td><td> 0.1093 </td><td> 0.0738 </td><td> 0.1147 </td><td> 0.1383 </td><td> 0.00084</td><td>-0.04870</td><td>...     </td><td> 0.0240 </td><td> 0.0130 </td><td> 0.23552</td><td> 0.2777 </td><td> 0.2768 </td><td> 0.2065 </td><td> 0.27906</td><td> 0.346  </td><td> 1.0e+00</td><td> 0.2513 </td></tr>\n",
+       "\t<tr><th scope=row>PG12Submit</th><td> 0.0746 </td><td> 0.0772 </td><td> 0.0546 </td><td> 0.04364</td><td> 0.1096 </td><td> 0.1137 </td><td> 0.1073 </td><td> 0.1642 </td><td>-0.02721</td><td>-0.02169</td><td>...     </td><td> 0.0167 </td><td>-0.0614 </td><td> 0.25876</td><td> 0.2904 </td><td> 0.2523 </td><td> 0.1932 </td><td> 0.27550</td><td> 0.313  </td><td> 2.5e-01</td><td> 1.0000 </td></tr>\n",
+       "</tbody>\n",
+       "</table>\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": [
+    "This function will filter the surveys to get the completed surveys, and then will print the max, min, mean, median completion times. Also, I added the quartiles. \n",
+    "\n",
+    "IF the survey was completed it was filtered. only then do I get the above statistics.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 87,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[1] \"Survey time notable values: \"\n",
+      "[1] \"Max time: 87551 seconds\"\n",
+      "[1] \"Min time: 51 seconds\"\n",
+      "[1] \"Average time: 680 seconds\"\n",
+      "[1] \"Median time: 225 seconds\"\n",
+      "\n",
+      "[1] \"Quartiles: 51 seconds\"    \"Quartiles: 178 seconds\"  \n",
+      "[3] \"Quartiles: 225 seconds\"   \"Quartiles: 310 seconds\"  \n",
+      "[5] \"Quartiles: 87551 seconds\"\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Survey times, max time, min time, average survey time, median, qaurtiles of survey time\n",
+    "data_complete = filter(data, Completed == TRUE)\n",
+    "survey_time = data_complete$End - data_complete$Start\n",
+    "print(paste0(\"Survey time notable values: \"))\n",
+    "print(paste0(\"Max time: \", max(survey_time), ' seconds'))\n",
+    "print(paste0(\"Min time: \", min(survey_time), ' seconds'))\n",
+    "print(paste0(\"Average time: \", round(mean(survey_time)), ' seconds'))\n",
+    "print(paste0(\"Median time: \", median(survey_time), ' seconds'))\n",
+    "cat(\"\\n\")\n",
+    "print(paste0(\"Quartiles: \", quantile(survey_time), ' seconds'))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This cell reads in the data and finds the longest and shortest average question times between questions. This will first read in all the data for each qauestion, and then read it into a 'means' variable to get the averages of each. Then, I call the max() and min() function on 'means' to get the question with the longest and shortest times. For formatting purposes I also used the round() function."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 88,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[1] \"The question that took the longest time to complete was PG0 at: 299.35 seconds\"\n",
+      "[1] \"The question that took the least time to complete was PG11 at: 6.37 seconds\"\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Read in data of questions -- Read in the data  of each question into a variable\n",
+    "question0 <- data[,\"PG0Submit\"]\n",
+    "question1 <- data[,\"PG1Submit\"]\n",
+    "question2 <- data[,\"PG2Submit\"]\n",
+    "question3 <- data[,\"PG3Submit\"]\n",
+    "question4 <- data[,\"PG4Submit\"]\n",
+    "question5 <- data[,\"PG5Submit\"]\n",
+    "question6 <- data[,\"PG6Submit\"]\n",
+    "question7 <- data[,\"PG7Submit\"]\n",
+    "question8 <- data[,\"PG8Submit\"]\n",
+    "question9 <- data[,\"PG9Submit\"]\n",
+    "question10 <- data[,\"PG10Submit\"]\n",
+    "question11 <- data[,\"PG11Submit\"]\n",
+    "question12 <- data[,\"PG12Submit\"]\n",
+    "\n",
+    "#get mean for each variable\n",
+    "means <- c()\n",
+    "means <- c(means, mean(question0, na.rm = TRUE))\n",
+    "means <- c(means, mean(question1, na.rm = TRUE))\n",
+    "means <- c(means, mean(question2, na.rm = TRUE))\n",
+    "means <- c(means, mean(question3, na.rm = TRUE))\n",
+    "means <- c(means, mean(question4, na.rm = TRUE))\n",
+    "means <- c(means, mean(question5, na.rm = TRUE))\n",
+    "means <- c(means, mean(question6, na.rm = TRUE))\n",
+    "means <- c(means, mean(question7, na.rm = TRUE))\n",
+    "means <- c(means, mean(question8, na.rm = TRUE))\n",
+    "means <- c(means, mean(question9, na.rm = TRUE))\n",
+    "means <- c(means, mean(question10, na.rm = TRUE))\n",
+    "means <- c(means, mean(question11, na.rm = TRUE))\n",
+    "means <- c(means, mean(question12, na.rm = TRUE))\n",
+    "\n",
+    "#formatting and output\n",
+    "most_time = format(round(max(means), 2), nsmall = 2)\n",
+    "least_time = format(round(min(means), 2), nsmall = 2)\n",
+    "print(paste0(\"The question that took the longest time to complete was PG0 at: \" ,most_time, \" seconds\"))\n",
+    "print(paste0(\"The question that took the least time to complete was PG11 at: \" ,least_time, \" seconds\"))\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Gets the CRITICAL RESPONSES, filtered with my variable prefix PG5. I used the select funtion from the dpylr library to get my critical responses and I then printed the summary below. This is part of my TRANSFORMATION AND CLEANING --> I am ONLY getting the responses that are PG5 and am targeting those questions. I do not care about the other responses."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 89,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "           PG5_1RRPQ             PG5_2BNUI              PG5_3HDS  \n",
+      "                :335                  :381                  :225  \n",
+      " Essential      : 59   Essential      :  3   Essential      :103  \n",
+      " High Priority  :102   High Priority  : 25   High Priority  :199  \n",
+      " Low Priority   : 85   Low Priority   :120   Low Priority   : 68  \n",
+      " Medium Priority:130   Medium Priority: 91   Medium Priority:161  \n",
+      " Not a Priority : 94   Not a Priority :185   Not a Priority : 49  \n",
+      "            PG5_4VGP              PG5_5PHR             PG5_6SSYOP \n",
+      "                :311                  :213                  :310  \n",
+      " Essential      : 22   Essential      : 79   Essential      : 61  \n",
+      " High Priority  :109   High Priority  :247   High Priority  :136  \n",
+      " Low Priority   : 87   Low Priority   : 63   Low Priority   : 83  \n",
+      " Medium Priority:162   Medium Priority:160   Medium Priority:109  \n",
+      " Not a Priority :114   Not a Priority : 43   Not a Priority :106  \n",
+      "           PG5_7NDYP              PG5_8CP               PG5_9FRP  \n",
+      "                :392                  :174                  :197  \n",
+      " Essential      :  8   Essential      :228   Essential      :165  \n",
+      " High Priority  : 31   High Priority  :195   High Priority  :241  \n",
+      " Low Priority   : 90   Low Priority   : 51   Low Priority   : 40  \n",
+      " Medium Priority: 52   Medium Priority:121   Medium Priority:123  \n",
+      " Not a Priority :232   Not a Priority : 36   Not a Priority : 39  \n",
+      "           PG5_10RPA             PG5_11NSG             PG5_12NWG  \n",
+      "                :239                  :349                  :373  \n",
+      " Essential      : 54   Essential      :  6   High Priority  : 10  \n",
+      " High Priority  :200   High Priority  : 28   Low Priority   : 76  \n",
+      " Low Priority   : 79   Low Priority   : 87   Medium Priority: 25  \n",
+      " Medium Priority:150   Medium Priority: 68   Not a Priority :321  \n",
+      " Not a Priority : 83   Not a Priority :267                        \n",
+      "           PG5_13NFG  \n",
+      "                :377  \n",
+      " High Priority  : 10  \n",
+      " Low Priority   : 75  \n",
+      " Medium Priority: 37  \n",
+      " Not a Priority :306  \n",
+      "                      \n"
+     ]
+    }
+   ],
+   "source": [
+    "#Get the critical responses --- Filter to see questions where my variable is\n",
+    "crit_responses = dplyr::select(data_complete, starts_with('PG5'), -ends_with('Time'), -ends_with('Order'), -ends_with('Submit')) \n",
+    "print(summary(crit_responses))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Age distribution charts -- I used a bar plot and a pie chart. I used select again here and FILTERED out the bad responses before plotting the distributions. Before plotting I threw the data into a table."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 97,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "    18 - 24     25 - 34     35 - 44     45 - 54     55 - 64 65 and over \n",
+      "         34         338         258          89          36           8 \n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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ImQIEBIhAQBQiIkCBASIUGAkAgJAoRE\nSBAgJEKCACEREgQIiZAgQEiEBAFCIiQIEBIhQYCQCAkChERIECAkQoIAIRESBAiJkCBASIQE\nAUIiJAgQEiFBgJAICQKEREgQICRCggAhERIECImQIEBIhAQBQiIkCBASIUEgn5DqN69etWrN\nllZmFWZIb22OzOt17fDTQyvcQ6qd3cuE+i/8yDavIEP6c8JE57b2+PHBzjmktweZIZULli6Z\nO7mPGVprmViQIW0wdz8YleNuao8fH+ycQ5qeXNEwqluWqLJMLNCQfhnZal8gpBhyDqn3tMx4\nUoVlIiGJEVIcOYeUXJQZ31BsmUhIYoQUR84hDZiYGY8faJlISGKEFEfOIVUllu5NjXbPN9WW\niYQkRkhx5BzSjhGmbEzlzJlTR5eaUbssEwlJjJDiyP1zpH23DisKPtVInrbc+gkhIYkRUhzl\ndYjQnk0bNtS0lgkhiRFSHOV7rN2+59e+bp9BSGKEFEfOId20Nji9s7v/5O6kF20TCUmMkOLI\nOaTwnboHTMlFM0aa8tcsEwlJjJDiKL+QBpdv9E9XJi61TCQkMUKKo7xC2mauC8cT+uZcWTvz\n8rTxhKRFSHGUV0hbzAPheF4y58oPvv2NtLMJSYuQ4iivkOrKF4fjaT0sE3lqJ0ZIceQe0uT1\nNdvnHPuhP3ylywWWiYQkRkhx5B5SysOe92CXDs9bJhKSGCHFkXNI9962oGrqhNFrPG9Z38ds\nEwlJjJDiSPBXhHYdtF5NSGKEFEeSP8dV+4blSkISI6Q4cg/p6XEDhi9LHfddbdsLIYkRUhw5\nh/R00pQmzVnh3w8ipNzFCKnQOId0XvKR+r3LOp+y2yMkQoJzSBVTgtMni887SEiEBPe/IjQ/\nPLvfzCIkQoJzSP0uTJ3PMUsIiZAKnnNIsxK37w/O66eaq68ipByEVGicQ3q/vxkbDupnGUNI\nOQip0Lh/jrT9iqsbRisHE1IOQio0/ENjAoQEQhIgJBCSACGBkAQICYQkQEggJAFCAiEJEBII\nSYCQQEgChARCEiAkEJIAIYGQBAgJhCRASCAkAUICIQkQEghJgJBASAKEBEISICQQkgAhgZAE\nCAmEJEBIICQBQgIhCRASCEmAkEBIAoQEQhIgJBCSACGBkAQICYQkQEggJAFCAiEJEBIISYCQ\nQEgChARCEiAkEJIAIYGQBAgJhCRASCAkAUICIQkQEghJgJBASAKEBEISICQQkgAhgZAECAmE\nJEBIICQBQgIhCRASCEmAkEBIAoQEQhIgJBCSACGBkAQICYQkQEggJAFCAiEJEBIISYCQQEgC\nhARCEiAk5BNS/ebVq1at2dLKLEISI6Q4cg+pdnYvE+q/8CPbPEISI6Q4cg7p7UFmSOWCpUvm\nTu5jhtZaJhKSGCHFkXNI05MrGkZ1yxJVlomEJEZIceQcUu9pmfGkCstEQhIjpDhyDim5KDO+\nodgykZDECCmOnEMaMDEzHj/QMpGQxAgpjpxDqkos3Zsa7Z5vqi0TCUmMkOLIOaQdI0zZmMqZ\nM6eOLjWjdlkmEpIYIcWR++dI+24dVhR8jJQ8bXmdbR4hiRFSHOV1iNCeTRs21LSWCSGJEVIc\ncYiQACGBQ4QECAkcIiRASOAQIQFCAocICRASojlE6I3e3dPKzF7XNaQICRGK5hChul+sSLuJ\nRyQtQoojDhESICRwiJAAIYFDhAQICRwiJEBIkPw5rto3LFcSkhghxZF7SE+PGzB8WepJXbVt\nL4QkRkhx5BzS00lTmjRnhQcHEVLuYoRUaJxDOi/5SP3eZZ1P2e0REiHBOaSKKcHpk8XnHSQk\nQoL7IULzw7P7zSxCIiQ4h9TvwtT5HLOEkAip4DmHNCtx+/7gvH6qufoqQspBSIXGOaT3+5ux\n4aB+ljGElIOQCo3750jbr7i6YbRyMCHlIKRCwz80JkBIICQBQgIhCRASCEmAkEBIAoQEQhIg\nJBCSACGBkAQICYQkQEggJAFCAiEJEBIISYCQQEgChARCEiAkEJIAIYGQBAgJhCRASCAkAUIC\nIQkQEghJgJBASAKEBEISICQQkgAhgZAECAmEJEBIICQBQgIhCRASCEmAkEBIAoQEQhIgJBCS\nACGBkAQICYQkQEggJAFCAiEJEBIISYCQQEgChARCEiAkEJIAIYGQBAgJhCRASCAkAUICIQkQ\nEghJgJBASAKEBEISICQQkgAhgZAECAmEJEBIICQBQgIhCRASCEmAkEBIAoQEQhIgJBCSACGB\nkAQICYQkQEggJAFCAiEJEBLyCal+8+pVq9ZsaWUWIYkRUhy5h1Q7u5cJ9V/4kW0eIYkRUhw5\nh/T2IDOkcsHSJXMn9zFDay0TCUmMkOLIOaTpyRUNo7pliSrLREISI6Q4cg6p97TMeFKFZSIh\niRFSHDmHlFyUGd9QbJlISGKEFEfOIQ2YmBmPH2iZSEhihBRHziFVJZbuTY12zzfVlomEJEZI\nceQc0o4RpmxM5cyZU0eXmlG7LBMJSYyQ4sj9c6R9tw4rCj5GSp62vM42j5DECCmO8jpEaM+m\nDRtqWsuEkMQIKY7yPdZu3/NrX7fPICQxQooj55BuWhuc3tndf3J30ou2iYQkRkhx5BxS+E7d\nA6bkohkjTflrlomEJEZIcZRfSIPLN/qnKxOXWiYSkhghxVFeIW0z14XjCX1zr/3DC2k/JiQt\nQoqjvELaYh4Ix/OSOVe+1tFk2ZvPDZQhJEQor5DqyheH42k9LBN5aidGSHHkHtLk9TXb5xz7\noT98pcsFlomEJEZIceQeUsrDnvdglw7PWyYSkhghxZFzSPfetqBq6oTRazxvWd/HbBMJSYyQ\n4kjwV4R2HbReTUhihBRHkj/H9X6N5UpCEiOkOJKEVG3bCyGJEVIcEZIAIYGQBAgJziGdlKU3\nIeUgpELjHFKHDiVpRYSUg5AKjXNI1WWZ/3eCp3a5ixFSoXEOaf/wk/c3jgkpdzFCKjTubzZs\n7Py9xiEh5S5GSIUmj3ftdn7QOHpqsWUaIYkRUhzxD40JEBIISYCQQEgChARCEiAkEJIAIYGQ\nBAgJhCRASCAkAUICIQkQEghJgJBASAKEBEISICQQkgAhgZAECAmEJEBIICQBQgIhCRASCEmA\nkEBIAoQEQhIgJBCSACGBkAQICYQkQEggJAFCAiEJEBIISYCQQEgChARCEiAkEJIAIYGQBAgJ\nhCRASCAkAUICIQkQEghJgJBASAKEBEISICQQkgAhgZAECAmEJEBIICQBQgIhCRASCEmAkEBI\nAoQEQhIgJBCSACGBkAQICYQkQEggJAFCAiEJEBIISYCQQEgChARCEiAkEJIAIYGQBAgJhCRA\nSCAkAUICIQkQEghJgJBASAKEhHxCqt+8etWqNVtamUVIYoQUR+4h1c7uZUL9F35km0dIYoQU\nR84hvT3IDKlcsHTJ3Ml9zNBay0RCEiOkOHIOaXpyRcOoblmiyjKRkMQIKY6cQ+o9LTOeVGGZ\nSEhihBRHziElF2XGNxRbJhKSGCHFkXNIAyZmxuMHWiYSkhghxZFzSFWJpXtTo93zTbVlIiGJ\nEVIcOYe0Y4QpG1M5c+bU0aVm1C7LREISI6Q4cv8cad+tw4qCj5GSpy2vs80jJDFCiqO8DhHa\ns2nDhprWMiEkMUKKIw4REiAkcIiQACGBQ4QECAkcIiRASIjmEKG/zq1Om0JIWoQUR9EcIvTe\n+WPTTjF7XdeQIiREiEOEBAgJHCIkQEjgECEBQgKHCAkQEjhESICQIPlzXO/XWK4kJDFCiiNJ\nSNW2vRCSGCHFESEJEBIISYCQ4BzSSVl6E1IOQio0ziF16FCSVkRIOQip0DiHVF32WmZMSDkI\nqdA4h7R/+Mn7G8eElLsYIRUa9zcbNnb+XuOQkHIXI6RCk8e7djs/aBw9tdgyjZDECCmO+IfG\nBAgJhCRASCAkAUICIQm0d0gvzrg8MlW2/9cMaYQk0N4h/UP5WVE5w7zwyfx6Pu0ISaDdQ/p8\nZIv9kpDahpAECAmEJEBIICQBQgIhCRASCEmAkEBIAoQEQhIgJBCSACGBkAQICYQkQEggJAFC\nAiEJEBIISYCQQEgChARCEiAkEJIAIYGQBAgJhCRASCAkAUICIQkQEghJgJBASAKEBEISICQQ\nkgAhgZAECAmEJEBIICQBQgIhCRASCEmAkEBIAoQEQhIgJBCSACGBkAQICYQkQEggJAFCAiEJ\nEBIISYCQQEgChARCEiAkEJIAIYGQBAgJhCRASCAkAUICIQkQEghJgJBASAKEBEISICQQkgAh\ngZAECAmEJEBIICQBQgIhCRASCEmAkEBIAoQEQhIgJBCSACGBkAQICYQkQEjIJ6T6zatXrVqz\npZVZhCRGSHHkHlLt7F4m1H/hR7Z5hCRGSHHkHNLbg8yQygVLl8yd3McMrbVMJCQxQooj55Cm\nJ1c0jOqWJaosEwlJjJDiyDmk3tMy40kVlomEJEZIceQcUnJRZnxDsWUiIYkRUhw5hzRgYmY8\nfqBlIiGJEVIcOYdUlVi6NzXaPd9UWyYSkhghxZFzSDtGmLIxlTNnTh1dakbtskwkJDFCiiP3\nz5H23TqsKPgYKXna8jrbPEISI6Q4yusQoT2bNmyoaS6TLccfk9bH7M1nDRlCckFIbZTvsXb7\nnl/7ejNfvfeutL/nEUmLkOLIOaSb1gand3b3n9yd9KJtIk/txAgpjpxDCt+pe8CUXDRjpCl/\nzTKRkMQIKY7yC2lw+Ub/dGXiUstEQhIjpDjKK6Rt5rpwPKGvZSIhiRFSHOUV0hbzQDiel7RM\nJCQxQoqjvEKqK18cjqf1sEwkJDFCiiP3kCavr9k+59gP/eErXS6wTCQkMUKKI/eQUh72vAe7\ndHjeMpGQxAgpjpxDuve2BVVTJ4xe43nL+j5mm0hIYoQUR4K/IrTroPVqQhIjpDjiz3EJEBII\nSYCQQEgChARCEiAkEJIAIYGQBAgJhCRASCAkAUICIQkQEghJgJBASAKEBEISICQQkgAhgZAE\nCiukNT+IzsNR/fYjR0gChRXSGUd+NipH947qtx85QhIorJBGTotstXmfieq3HzlCEiAkEUKy\naDmkfz4pOl86kLsaIbkgpDZqz5Aqj/+7qEwxO3NXIyQXhNRG7RrSuZH9Ru4iJA1CaiNCEiAk\nEUKyICQxQoojQhIgJBFCsiAkMUKKI0ISICQRQrIgJDFCiiNCEiAkEUKyICQxQoojQhIgJBFC\nsiAkMUKKI0ISICQRQrIgJDFCiiNCEiAkEUKyICQxQoojQhIgJBFCsiAkMUKKI0ISICQRQrIg\nJDFCiiNCEiAkEUKyICQxQoojQhIgJBFCsiAkMUKKI0ISICQRQrIgJDFCiiNCEiAkEUKyICQx\nQoojQhIgJBFCsiAkMUKKI0ISICQRQrIgJDFCiiNCEiAkEUKyICQxQoojQhIgJBFCsiAkMUKK\nI0ISICQRQrIgJDFCiiNCEiAkEUKyICQxQoojQhIgJBFCsiAkMUKKI0ISICQRQrIgJDFCiiNC\nEiAkEUKyICQxQoojQhIgJJGmIR28/BvRWdnGu3BbEJIAIYk0DWmnGXV+VPpVtvEu3BaEJEBI\nIs2FdFdkq51LSK0iJBFCaiNCEiAkEUKyICQxQhIhpNYRkgghtREhCRCSCCFZEJIYIYkQUusI\nSYSQ2iifkOo3r161as2WVmYRkhghicQkpNrZvUyo/8KPbPMISYyQROIR0tuDzJDKBUuXzJ3c\nxwyttUwkJDFCEolHSNOTKxpGdcsSVZaJhCRGSCLxCKn3tMx4UkXutX/ZnPbzlkM688GoLGom\npKsiW21iMyHdHdlqxzUN6bORLXZ3MyFNjGy1q5oJaVFkq50Zi5CSizLjG4pzrnwtYTISB1rY\nxSwTnU57clcbEuFq43IX25RofSNnP8xd7Z8iXCzxau5q4yJcbUjuYns6RbjarBbumC6cQxow\nMTMePzD32p21Ge+3tIsDtdHZ3WS1jyJcrelj7s7WN3J2MHex+ggXa/LI7u2LcLWmb1vtjnC1\nlv4L78I5pKrE0r2p0e75plp1c4BPJ+eQdowwZWMqZ86cOrrUjNqlvEnAp4/750j7bh1WFDzR\nTJ62vE54g4BPo7wOEdqzacOGmpbekwMKSPTH2gEFgJAAAUICBAgJECAkQICQAAFCAgQICRAg\nJECAkAABQgIECAkQICRAgJAAAUICBAgJECAkQICQAAFCAgQICRAgJECAkAABQgIECAkQICRA\ngJAAAUICBAgJECAkQICQcLgpOrUdFo1XSPuv7XBSavTKlN4dj5rw/1qYVzu7f8cjL3iu8eI1\nZrrDYpmd3Nvwb4o2+VeOUzZfdkzxUePTt8VttcxOWlktZwm31dIb2hfLvdZpsaydtPatPX5m\n1/IvPXnoLbRIT2/DjywLIW0cXtYQ0p/Kesy//6beHdc0O++Dgea8eZd0LH4mdXF9kcvvP2sn\nt5nJ1YG1zU58sax4yoJLksln81ktayf21XKWcFsts6F9sZxr3RbL2kkr39qPzeC53+vZ5l9b\nZnrrP7JsBR/Szs4n15SkQrrYBD+zP5rRzU6caW73T1c2/GPiB4YNdfn9Z+1kgVlvmfg3if/0\nT1eZC/JZLWsn9tUOXcJxtcyG9sUOvdZxsayd2Fd7r+vw3Z5XUzazbatlTW/1R3aIgg/pg9n7\nvYaQTjXhPwR4RJN/Lj109Zj9/ml95wHhpR8k/sPl95+1kypTY5k4d05wWpc8IZ/VsnZiX+3Q\nJRxXy2xoX+zQax0Xy9qJfbWl5ongrL6Nq2VNb7rfZ8YdmRww5Q1/NNns+vsBxf1uDOb9akSn\nntN3ZIX035V9kkde4D+hPiPxVnB5a2KU5717Zf/kUeOf9y9OMu+N7fRoW77JVsUppEBDSFPN\nS/7p9g7jLFP3JocHZ691vmKH6+uIhp1MNdvrtm63T3zTTMh/tXAnra2WtYTzaukN7Ysdcq3r\nYlk7sa/25c77vb0727xa1vQm+32hU5+F/3JtWa/3g+u+fMVzz5xjfux564r63Lz8klHJdEhb\nenX9/n2L+pas85aFzz/854h3edsGlFc/cHO/kqc871vm4nE3v/Txv+VmxDSkjd2Hrnvn/3+l\n9PeWqT9K/WzG9PmfPO7a4U4mmOu7G/PZB1ue9uGTJ5atz3e1hp20tlrWEs6rpTe0L3bIta6L\nZe3EvtqA4zeMTKUsx/cAAAXOSURBVJjB97ZxtazpTfb7oxFP+qe3B7+86WayP9xszve8c03w\nMHOlSYc01azyTzcWneZt6xi+Sji9pNa7omPwm9xSdrLnTTPnHPz433CzYhqS9+fjjTH9n7XM\n/M/SMw54wRs6D3vuIaV2Mtocs/j+OUeYO1uaVm7MJZu9PFdr3Ekrq2Ut4bxaZkP7YtnXOi+W\ntRP7amUDjp798A/7mx+1bbWs6c3ud/+eNWZ2EFL4DLB0mHew0+Bg9GI6pPry3uHzyDPM+965\nRe8Fz+wu8uqPHPFO4Mtml7+t5T+eH09MQ9p4TMUtj91zQvnqhi/vmOFbmj3xoZIRH/hn7/Xw\nX747h9SwkzUP+69qvZdLeuxrYbVrLz+9wxmb81ytcSf21bKWcF4ta0P7YlnXun9rWTuxr1Zi\n7vdP3+56VF2bVsuanrtfz1t+arfg/fCqIKSNwRfKT/CfOP9NMNqTDultc3Z4Pt086/2r/6TO\nf2a30nvXNHrZv+KFj//9Ni+mIZ1W+qZ/+mHfvvtTX94afOMjM9Pq55lz/xoMvtn1L8537fRO\nGlwUPjNoZrXAU11OPJjXaumd2FfLWsJ5taYbWr+18Np8v7XMEi2udmRxXXD2DfNfbVota3qT\nJeaYk+996rm7UyGFb0T4IW1qeGM10RhSTcMXvmtWe3/tdI7/zK7bXv+Lw/4jZUfjtgrxDGlX\n4kvhpW+bPzU7q36auSr8KT9u5m3duvVlM3nrzmYn2qR30miGsX1OcbHZmM9q6Z3YV8tawnm1\nZja0f2v+tfl/a1lLtLDaSUXhfxavNM+0abXM9Cb73dO5Ypd/9sShIW1NPSLtSj8ivdPwiHSp\n8V9rfz1ZuzXxt57/iDQsvcRhH9I288Xw0sQWHnqrzM2pwez043T1x14qvZNdP3ooPD/DbG5m\n2psnfis8/6pZ775a1k7sq2Ut4bxa1ob2xbKudf/WsnZiX81/YAjfOzrHbGnTapnpTfb7hrko\nOJtzaEgHkscGo2cybzb0ODp8jXRqYkfwGd4Dt5ngw7yjOu0IvrjNK4CQvEHJV/3THT2O2Nvc\npJXBDzC08bHAT805j73ycVfK7ORg367B1r8ww5ud2K84+IW+2rXrnjxWy+zEvlrWEs6rZW1o\nXyzrWvdvLWsnrfwgX0ic7f8613c4sW2rZaY32e+HiWD0Yl8zIzskb3T41O/iTEiXmUeCeYkx\n/une8ovPGhB0dYVZ6J9u633+YRvSU9XV1UW9/ZP3vVUdjrz+vlsGmWXNThxsrgqPGKmuTV12\nemqftZNHE12mzbsoccSGZic+UpT85vWVXcw/e3mslrUT+2q5Szi/bEltaF8s91qnxbJ20sq3\ndrUZduPfdi5+so2rZaY32e/5ZsZP5nV/vGO/h3ZnhfR4ote1S88/uzwd0lu9u173rzf2Kvtj\ncOHSHh3DT8Xf65+47L6b+yd/c9iGtLjx8d7/7p6d0LNj97G/an5i+onBG6nLTr//7J08O65b\nxz7fbumH+vsJPYu6jf33xotud+2sndhXy1kiz5BaWSznWrfFsnZiX63+zqGdyr+Sfk+itdWy\npufud9vFPcvPXufd2LX3O1kheT/9QnHPaTsqMg+IWy49umOvb6Zel/4meJ8u8M4VFR27fWWd\nd9iGBHxqERIgQEiAACEBAoQECBASIEBIgAAhAQKEBAgQEiBASIAAIQEChAQIEBIgQEiAACEB\nAoQECBASIEBIgAAhAQKEBAgQEiBASIAAIQEChAQIEBIgQEiAACEBAoQECBASIEBIgAAhAQKE\nBAgQEiBASIAAIQEChAQIEBIgQEiAACEBAoQECBASIEBIgAAhAQKEBAgQEiBASIAAIQEChAQI\nEBIgQEiAACEBAoQECBASIEBIgAAhAQKEBAgQEiBASIAAIQEChAQIEBIgQEiAACEBAoQECBAS\nIEBIgAAhAQKEBAgQEiBASIAAIQEChAQIEBIgQEiAACEBAoQECBASIEBIgMD/ApldbI3pWDdp\nAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "Plot with title \"Age Distribution\""
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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ODg4+Nz+vRpdYNRKpXFLyZ9q4T16tWL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di4DJZkBrjPU3CPDzu586hToIILX+/v6o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\nghB2AABBCDsAgCD+B1IAg60ueop5AAAAAElFTkSuQmCC",
+      "text/plain": [
+       "Plot with title \"Distribution by Age\""
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Age distributions for my response -- FILTER bad responses\n",
+    "age <- select(data_complete, PG12Resp) %>%\n",
+    "    filter(PG12Resp != '')\n",
+    "\n",
+    "age_dist <- factor(age[,])\n",
+    "\n",
+    "print(summary(age_dist))\n",
+    "barplot(table(age_dist), main = 'Age Distribution')\n",
+    "\n",
+    "pie(table(age_dist), main = 'Distribution by Age')\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Filter the responses by the most common for my question -- I filter N/A's here as well in my summary.\n",
+    "\n",
+    "I used DESCRIPTIVE STATISTICS here in my analysis. I use the select function again and drop the required var's along with the bad incomplete responses. I then print summaries of each for the descriptive portion. This is the cleaning performed.\n",
+    "Descriptive statistics are best used here because they summarize the collections I make, and allowed mt to best look at each sample as a whole against the other. THIS IS ALSO PART OF MY CLEANING AND TRANSFORMATION."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 111,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     Device        Start               End               PG0Dis   \n",
+      "        :  0   Min.   :1.54e+09   Min.   :1.54e+09   Min.   :  0  \n",
+      " Bot    :  0   1st Qu.:1.54e+09   1st Qu.:1.54e+09   1st Qu.:  0  \n",
+      " PC     :274   Median :1.54e+09   Median :1.54e+09   Median :  1  \n",
+      " Phone  : 74   Mean   :1.54e+09   Mean   :1.54e+09   Mean   : 46  \n",
+      " Tablet :  5   3rd Qu.:1.54e+09   3rd Qu.:1.54e+09   3rd Qu.: 24  \n",
+      " Unknown:  0   Max.   :1.54e+09   Max.   :1.54e+09   Max.   :168  \n",
+      "                                                                  \n",
+      "    PG0Shown      PG0Submit                                     PG1PsnUse  \n",
+      " Min.   :   0   Min.   :    2   For personal work and/or research use:248  \n",
+      " 1st Qu.:   0   1st Qu.:    6                                        :100  \n",
+      " Median : 115   Median :   10   Chapter book                         :  1  \n",
+      " Mean   : 268   Mean   :   65   Learning how to create a package     :  1  \n",
+      " 3rd Qu.: 463   3rd Qu.:   16   Teaching                             :  1  \n",
+      " Max.   :1190   Max.   :11060   dissertation research                :  1  \n",
+      "                                (Other)                              :  1  \n",
+      "                                PG1Trn      PG1Submit       PG2Resp   \n",
+      "                                   :299   Min.   :  1           :  8  \n",
+      " For a training / class that I took: 53   1st Qu.: 12   No      :144  \n",
+      " teaching economics                :  1   Median : 16   Not sure:112  \n",
+      "                                          Mean   : 33   Yes     : 89  \n",
+      "                                          3rd Qu.: 31                 \n",
+      "                                          Max.   :819                 \n",
+      "                                                                      \n",
+      "   PG2Submit   \n",
+      " Min.   :   1  \n",
+      " 1st Qu.:   9  \n",
+      " Median :  14  \n",
+      " Mean   :  32  \n",
+      " 3rd Qu.:  31  \n",
+      " Max.   :1470  \n",
+      "               \n",
+      "                                                                            PG2Resp.1  \n",
+      " The core \"data.frame\" object lacked functionality that I needed                 :140  \n",
+      " Chose the package to be compatible with other packages in my project            : 60  \n",
+      " I saw a recommendation for the package                                          : 53  \n",
+      "                                                                                 :  9  \n",
+      " I didn't choose to use the package, it was included implicitly / unintentionally:  8  \n",
+      " Speed                                                                           :  3  \n",
+      " (Other)                                                                         : 80  \n",
+      "   PG3Submit     PG5_13Order     PG4AllResp     PG4Submit     PG5_1Order  \n",
+      " Min.   :   1   Min.   : 1.0   Min.   : 0.0   Min.   :  3   Min.   : 1.0  \n",
+      " 1st Qu.:  16   1st Qu.: 4.0   1st Qu.: 8.0   1st Qu.:  6   1st Qu.: 5.0  \n",
+      " Median :  23   Median : 7.0   Median : 9.0   Median :  7   Median : 8.0  \n",
+      " Mean   :  49   Mean   : 7.1   Mean   : 8.6   Mean   :  9   Mean   : 8.1  \n",
+      " 3rd Qu.:  42   3rd Qu.:10.0   3rd Qu.:10.0   3rd Qu.:  9   3rd Qu.:11.0  \n",
+      " Max.   :4648   Max.   :17.0   Max.   :10.0   Max.   :111   Max.   :20.0  \n",
+      "                                                                          \n",
+      "               PG5_1Time     PG5Submit                 PG6Resp      PG6Submit \n",
+      " 2018-10-11 13:32:57:  2   Min.   :  30                    :  2   Min.   : 1  \n",
+      " 2018-10-11 13:25:52:  1   1st Qu.:  59   13 - 19 years    : 18   1st Qu.: 7  \n",
+      " 2018-10-11 13:27:25:  1   Median :  71   2 - 5 years      :142   Median : 9  \n",
+      " 2018-10-11 13:27:44:  1   Mean   :  87   20 years or more : 19   Mean   :11  \n",
+      " 2018-10-11 13:28:05:  1   3rd Qu.:  89   6 - 8 years      : 48   3rd Qu.:13  \n",
+      " 2018-10-11 13:28:08:  1   Max.   :1371   9 - 12 years     : 36   Max.   :94  \n",
+      " (Other)            :346                  Less than 2 years: 88               \n",
+      "      PG7R      PG7C.C..    PG7Java     PG7Python      PG7Javascript PG7Go   \n",
+      " R      :294        :314        :334         :255             :334     :351  \n",
+      "        : 25   C/C++: 39   Java : 18   Python: 98   Javascript: 19   Go:  2  \n",
+      " Perl   :  5   Cobol:  0   scala:  1   perl  :  0   sql       :  0           \n",
+      " SQL    :  4                                                                 \n",
+      " matlab :  4                                                                 \n",
+      " Stata  :  3                                                                 \n",
+      " (Other): 18                                                                 \n",
+      " PG7C.       PG7Other     PG7Submit                PG8Resp      PG8Submit  \n",
+      "   :342          :316   Min.   :  1   Data Scientist   :172   Min.   :  1  \n",
+      " C#: 11   Other  : 36   1st Qu.:  6   Software Engineer: 20   1st Qu.:  5  \n",
+      "          perl   :  1   Median :  8   Student          : 14   Median :  8  \n",
+      "          Matlab :  0   Mean   : 12                    : 13   Mean   : 12  \n",
+      "          PHP    :  0   3rd Qu.: 11   Professor        :  8   3rd Qu.: 14  \n",
+      "          Ruby   :  0   Max.   :777   PhD student      :  7   Max.   :207  \n",
+      "          (Other):  0                 (Other)          :119                \n",
+      "         PG9Resp     PG9Submit    \n",
+      " 2 - 3       :89   Min.   :    1  \n",
+      " 4 - 6       :83   1st Qu.:    7  \n",
+      " 7 - 10      :51   Median :   10  \n",
+      " 1           :46   Mean   :   69  \n",
+      " More than 25:36   3rd Qu.:   13  \n",
+      " 11 - 15     :26   Max.   :20126  \n",
+      " (Other)     :22                  \n",
+      "                                        PG10Resp     PG10Submit\n",
+      "                                            :  9   Min.   : 1  \n",
+      " Native                                     :191   1st Qu.: 5  \n",
+      " Not native - full working proficiency      :113   Median : 7  \n",
+      " Not native - limited working proficiency   :  7   Mean   : 9  \n",
+      " Not native - passable                      :  2   3rd Qu.:10  \n",
+      " Not native - sufficient working proficiency: 30   Max.   :43  \n",
+      " Not native - very limited                  :  1               \n",
+      "                 PG11Resp     PG11Submit         PG12Resp     PG12Submit  \n",
+      "                     : 14   Min.   :  1              : 20   Min.   : 2.0  \n",
+      " Female              : 40   1st Qu.:  4   18 - 24    : 14   1st Qu.: 4.0  \n",
+      " Male                :286   Median :  4   25 - 34    :154   Median : 5.0  \n",
+      " Prefer not to answer: 13   Mean   :  6   35 - 44    :109   Mean   : 5.6  \n",
+      "                            3rd Qu.:  5   45 - 54    : 42   3rd Qu.: 6.0  \n",
+      "                            Max.   :243   55 - 64    : 12   Max.   :26.0  \n",
+      "                                          65 and over:  2                 \n",
+      "     Device        Start               End               PG0Dis   \n",
+      "        :  0   Min.   :1.54e+09   Min.   :1.54e+09   Min.   :  0  \n",
+      " Bot    :  0   1st Qu.:1.54e+09   1st Qu.:1.54e+09   1st Qu.:  0  \n",
+      " PC     :547   Median :1.54e+09   Median :1.54e+09   Median :  1  \n",
+      " Phone  :170   Mean   :1.54e+09   Mean   :1.54e+09   Mean   : 44  \n",
+      " Tablet : 13   3rd Qu.:1.54e+09   3rd Qu.:1.54e+09   3rd Qu.: 24  \n",
+      " Unknown:  0   Max.   :1.54e+09   Max.   :1.54e+09   Max.   :168  \n",
+      "                                                                  \n",
+      "    PG0Shown      PG0Submit    \n",
+      " Min.   :   0   Min.   :    2  \n",
+      " 1st Qu.:   0   1st Qu.:    6  \n",
+      " Median : 118   Median :   10  \n",
+      " Mean   : 262   Mean   :  163  \n",
+      " 3rd Qu.: 444   3rd Qu.:   15  \n",
+      " Max.   :1190   Max.   :66474  \n",
+      "                               \n",
+      "                                       PG1PsnUse  \n",
+      " For personal work and/or research use      :509  \n",
+      "                                            :209  \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)                                    :  8  \n",
+      "                                PG1Trn      PG1Submit        PG2Resp   \n",
+      "                                   :597   Min.   :   1           : 19  \n",
+      " For a training / class that I took:132   1st Qu.:  11   No      :292  \n",
+      " teaching economics                :  1   Median :  16   Not sure:219  \n",
+      "                                          Mean   :  44   Yes     :200  \n",
+      "                                          3rd Qu.:  31                 \n",
+      "                                          Max.   :6892                 \n",
+      "                                                                       \n",
+      "   PG2Submit   \n",
+      " Min.   :   1  \n",
+      " 1st Qu.:   9  \n",
+      " Median :  13  \n",
+      " Mean   :  29  \n",
+      " 3rd Qu.:  30  \n",
+      " Max.   :1470  \n",
+      "               \n",
+      "                                                                            PG2Resp.1  \n",
+      " The core \"data.frame\" object lacked functionality that I needed                 :296  \n",
+      " I saw a recommendation for the package                                          :119  \n",
+      " Chose the package to be compatible with other packages in my project            :115  \n",
+      " I didn't choose to use the package, it was included implicitly / unintentionally: 25  \n",
+      "                                                                                 : 16  \n",
+      " Speed                                                                           :  4  \n",
+      " (Other)                                                                         :155  \n",
+      "   PG3Submit      PG4AllResp     PG4Submit             PG5_10RPA  \n",
+      " Min.   :   1   Min.   : 0.0   Min.   :  3                  :219  \n",
+      " 1st Qu.:  16   1st Qu.: 8.0   1st Qu.:  6   Essential      : 49  \n",
+      " Median :  24   Median : 9.0   Median :  7   High Priority  :182  \n",
+      " Mean   :  42   Mean   : 8.5   Mean   :  9   Low Priority   : 69  \n",
+      " 3rd Qu.:  41   3rd Qu.:10.0   3rd Qu.: 10   Medium Priority:139  \n",
+      " Max.   :4648   Max.   :10.0   Max.   :332   Not a Priority : 72  \n",
+      "                                                                  \n",
+      "           PG5_13NFG             PG5_1RRPQ                 PG5_1Time  \n",
+      "                :349                  :314                      :314  \n",
+      " High Priority  :  9   Essential      : 48   2018-10-11 13:29:20:  2  \n",
+      " Low Priority   : 65   High Priority  : 93   2018-10-11 13:32:57:  2  \n",
+      " Medium Priority: 34   Low Priority   : 80   2018-10-11 13:25:52:  1  \n",
+      " Not a Priority :273   Medium Priority:114   2018-10-11 13:27:25:  1  \n",
+      "                       Not a Priority : 81   2018-10-11 13:27:44:  1  \n",
+      "                                             (Other)            :409  \n",
+      "   PG5Submit                 PG6Resp      PG6Submit         PG7R    \n",
+      " Min.   :   3                    :  5   Min.   :   1   R      :619  \n",
+      " 1st Qu.:  45   13 - 19 years    : 42   1st Qu.:   7          : 62  \n",
+      " Median :  61   2 - 5 years      :296   Median :   9   Perl   :  5  \n",
+      " Mean   :  86   20 years or more : 42   Mean   :  26   SQL    :  5  \n",
+      " 3rd Qu.:  83   6 - 8 years      :103   3rd Qu.:  12   PHP    :  4  \n",
+      " Max.   :4130   9 - 12 years     : 66   Max.   :5759   Ruby   :  4  \n",
+      "                Less than 2 years:176                  (Other): 31  \n",
+      "  PG7C.C..    PG7Java     PG7Python      PG7Javascript PG7Go    PG7C.   \n",
+      "      :652        :684         :534             :686     :728     :708  \n",
+      " C/C++: 77   Java : 45   Python:195   Javascript: 43   Go:  2   C#: 22  \n",
+      " Cobol:  1   scala:  1   perl  :  1   sql       :  1                    \n",
+      "                                                                        \n",
+      "                                                                        \n",
+      "                                                                        \n",
+      "                                                                        \n",
+      "    PG7Other     PG7Submit                PG8Resp      PG8Submit  \n",
+      "        :668   Min.   :  1   Data Scientist   :342   Min.   :  1  \n",
+      " Other  : 55   1st Qu.:  6   Software Engineer: 50   1st Qu.:  5  \n",
+      " PHP    :  2   Median :  8   Student          : 24   Median :  8  \n",
+      " Matlab :  1   Mean   : 11                    : 22   Mean   : 12  \n",
+      " Ruby   :  1   3rd Qu.: 11   Researcher       : 12   3rd Qu.: 14  \n",
+      " SAS    :  1   Max.   :777   Professor        :  9   Max.   :207  \n",
+      " (Other):  2                 (Other)          :271                \n",
+      "         PG9Resp      PG9Submit    \n",
+      " 2 - 3       :211   Min.   :    1  \n",
+      " 4 - 6       :147   1st Qu.:    8  \n",
+      " 7 - 10      :107   Median :   10  \n",
+      " 1           : 87   Mean   :   43  \n",
+      " More than 25: 86   3rd Qu.:   14  \n",
+      " 11 - 15     : 55   Max.   :20126  \n",
+      " (Other)     : 37                  \n",
+      "                                        PG10Resp     PG10Submit \n",
+      "                                            : 18   Min.   :  1  \n",
+      " Native                                     :381   1st Qu.:  6  \n",
+      " Not native - full working proficiency      :240   Median :  7  \n",
+      " Not native - limited working proficiency   : 14   Mean   :  9  \n",
+      " Not native - passable                      :  4   3rd Qu.: 10  \n",
+      " Not native - sufficient working proficiency: 71   Max.   :285  \n",
+      " Not native - very limited                  :  2                \n",
+      "                 PG11Resp     PG11Submit         PG12Resp     PG12Submit  \n",
+      "                     : 25   Min.   :  1              : 40   Min.   :   1  \n",
+      " Female              : 88   1st Qu.:  4   18 - 24    : 30   1st Qu.:   4  \n",
+      " Male                :590   Median :  4   25 - 34    :312   Median :   5  \n",
+      " Prefer not to answer: 27   Mean   :  6   35 - 44    :229   Mean   :   8  \n",
+      "                            3rd Qu.:  5   45 - 54    : 80   3rd Qu.:   6  \n",
+      "                            Max.   :605   55 - 64    : 31   Max.   :1566  \n",
+      "                                          65 and over:  8                 \n"
+     ]
+    }
+   ],
+   "source": [
+    "set1 = c('Device' ,'Start','End','PG0Dis','PG0Shown','PG0Submit','PG1PsnUse','PG1Trn',\n",
+    "'PG1Submit' ,'PG2Resp','PG2Submit','PG2Resp.1' ,'PG3Submit' , 'PG5_13Order',\n",
+    "'PG4AllResp','PG4Submit','PG5_1Order','PG5_1Time','PG5Submit','PG6Resp','PG6Submit','PG7R','PG7C.C..','PG7Java','PG7Python','PG7Javascript',\n",
+    "'PG7Go','PG7C.','PG7Other','PG7Submit','PG8Resp','PG8Submit','PG9Resp','PG9Submit','PG10Resp','PG10Submit',\n",
+    "'PG11Resp','PG11Submit','PG12Resp','PG12Submit')\n",
+    "\n",
+    "set2 = c('Device' ,'Start','End','PG0Dis','PG0Shown','PG0Submit','PG1PsnUse','PG1Trn',\n",
+    "'PG1Submit' ,'PG2Resp','PG2Submit','PG2Resp.1' ,'PG3Submit' ,\n",
+    "'PG4AllResp','PG4Submit', 'PG5_10RPA', 'PG5_13NFG',\n",
+    "'PG5_1RRPQ','PG5_1Time','PG5Submit','PG6Resp','PG6Submit','PG7R','PG7C.C..','PG7Java','PG7Python','PG7Javascript',\n",
+    "'PG7Go','PG7C.','PG7Other','PG7Submit','PG8Resp','PG8Submit','PG9Resp','PG9Submit','PG10Resp','PG10Submit',\n",
+    "'PG11Resp','PG11Submit','PG12Resp','PG12Submit')\n",
+    "\n",
+    "df = dplyr::select(data_complete, set1) %>%\n",
+    "    drop_na(PG5_13Order) %>%\n",
+    "    na.omit()\n",
+    "print(summary(df))\n",
+    "\n",
+    "df1 = dplyr::select(data_complete, set2) %>%\n",
+    "    na.omit()\n",
+    "print(summary(df1))\n",
+    "#Desired response model\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "After filtering, here is a chart I plotted for the Author's reputation to show descriptive statistics infused into a graph for easier reading and analysis."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 112,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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9+3yX2lm/vKimz3vh5iOn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\nrkJggg==",
+      "text/plain": [
+       "Plot with title \"Author Reputation\""
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot(df1$PG5_10RPA, main = \"Author Reputation\", ylab = \"Responses\", xlab=\"Importance\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Remove levels of target factoring -- FILTER bad responses and print summary of the plot. This is made using the sets (and data) from the descriptive analysis two cells above."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 114,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<dl class=dl-horizontal>\n",
+       "\t<dt>Essential</dt>\n",
+       "\t\t<dd>49</dd>\n",
+       "\t<dt>High Priority</dt>\n",
+       "\t\t<dd>182</dd>\n",
+       "\t<dt>Low Priority</dt>\n",
+       "\t\t<dd>69</dd>\n",
+       "\t<dt>Medium Priority</dt>\n",
+       "\t\t<dd>139</dd>\n",
+       "\t<dt>Not a Priority</dt>\n",
+       "\t\t<dd>72</dd>\n",
+       "</dl>\n"
+      ],
+      "text/latex": [
+       "\\begin{description*}\n",
+       "\\item[Essential] 49\n",
+       "\\item[High Priority] 182\n",
+       "\\item[Low Priority] 69\n",
+       "\\item[Medium Priority] 139\n",
+       "\\item[Not a Priority] 72\n",
+       "\\end{description*}\n"
+      ],
+      "text/markdown": [
+       "Essential\n",
+       ":   49High Priority\n",
+       ":   182Low Priority\n",
+       ":   69Medium Priority\n",
+       ":   139Not a Priority\n",
+       ":   72\n",
+       "\n"
+      ],
+      "text/plain": [
+       "      Essential   High Priority    Low Priority Medium Priority  Not a Priority \n",
+       "             49             182              69             139              72 "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<dl class=dl-horizontal>\n",
+       "\t<dt>Essential</dt>\n",
+       "\t\t<dd>49</dd>\n",
+       "\t<dt>High Priority</dt>\n",
+       "\t\t<dd>182</dd>\n",
+       "\t<dt>Low Priority</dt>\n",
+       "\t\t<dd>69</dd>\n",
+       "\t<dt>Medium Priority</dt>\n",
+       "\t\t<dd>139</dd>\n",
+       "\t<dt>Not a Priority</dt>\n",
+       "\t\t<dd>72</dd>\n",
+       "</dl>\n"
+      ],
+      "text/latex": [
+       "\\begin{description*}\n",
+       "\\item[Essential] 49\n",
+       "\\item[High Priority] 182\n",
+       "\\item[Low Priority] 69\n",
+       "\\item[Medium Priority] 139\n",
+       "\\item[Not a Priority] 72\n",
+       "\\end{description*}\n"
+      ],
+      "text/markdown": [
+       "Essential\n",
+       ":   49High Priority\n",
+       ":   182Low Priority\n",
+       ":   69Medium Priority\n",
+       ":   139Not a Priority\n",
+       ":   72\n",
+       "\n"
+      ],
+      "text/plain": [
+       "      Essential   High Priority    Low Priority Medium Priority  Not a Priority \n",
+       "             49             182              69             139              72 "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "\n",
+    "df1 <- filter(df1, PG5_10RPA != '')\n",
+    "summary(df1$PG5_10RPA)\n",
+    "df1$PG5_10RPA <- factor(df1$PG5_10RPA)\n",
+    "summary(df1$PG5_10RPA)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "CORRELATIONAL ANALYSIS: Get correlations and mark those with high correlations (.7 or higher). If a measure is too correlated they are marked to be dropped. Correlational analysis analyzes the \"strength\" between two relationships, so I assumed that .7 would figure to be a strong one. I use the spearman method here and apply the max residual as 1."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 115,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<table>\n",
+       "<thead><tr><th></th><th scope=col>Completed</th><th scope=col>End</th><th scope=col>PG0Dis</th><th scope=col>PG0Shown</th><th scope=col>PG2Resp.1</th><th scope=col>PG3Submit</th><th scope=col>PG4Prm9_10</th><th scope=col>PG4AllResp</th><th scope=col>PG4Submit</th><th scope=col>PG5_1RRPQ</th><th scope=col>...</th><th scope=col>PG8Resp</th><th scope=col>PG8Submit</th><th scope=col>PG9Resp</th><th scope=col>PG9Submit</th><th scope=col>PG10Resp</th><th scope=col>PG10Submit</th><th scope=col>PG11Resp</th><th scope=col>PG11Submit</th><th scope=col>PG12Resp</th><th scope=col>PG12Submit</th></tr></thead>\n",
+       "<tbody>\n",
+       "\t<tr><th scope=row>Completed</th><td> 1.0000 </td><td>0.880   </td><td>-0.00957</td><td> 0.01311</td><td>0.7359  </td><td>0.743   </td><td> 0.5312 </td><td> 0.7652 </td><td> 0.7466 </td><td> 0.5703 </td><td>...     </td><td> 0.8601 </td><td>0.876   </td><td> 0.8601 </td><td>0.8730  </td><td> 0.8783 </td><td> 0.8744 </td><td> 0.9081 </td><td> 0.8870 </td><td> 0.8518 </td><td>0.885   </td></tr>\n",
+       "\t<tr><th scope=row>End</th><td> 0.8796 </td><td>1.000   </td><td> 0.01515</td><td> 0.01445</td><td>0.6558  </td><td>0.665   </td><td> 0.4581 </td><td> 0.6643 </td><td> 0.6589 </td><td> 0.4681 </td><td>...     </td><td> 0.7650 </td><td>0.779   </td><td> 0.7672 </td><td>0.7767  </td><td> 0.7727 </td><td> 0.7815 </td><td> 0.7923 </td><td> 0.7983 </td><td> 0.7624 </td><td>0.796   </td></tr>\n",
+       "\t<tr><th scope=row>PG0Dis</th><td>-0.0096 </td><td>0.015   </td><td> 1.00000</td><td> 0.89092</td><td>0.0078  </td><td>0.024   </td><td>-0.0093 </td><td>-0.0013 </td><td>-0.0270 </td><td>-0.0058 </td><td>...     </td><td>-0.0139 </td><td>0.014   </td><td>-0.0022 </td><td>0.0038  </td><td>-0.0023 </td><td>-0.0159 </td><td>-0.0152 </td><td>-0.0142 </td><td>-0.0183 </td><td>0.016   </td></tr>\n",
+       "\t<tr><th scope=row>PG0Shown</th><td> 0.0131 </td><td>0.014   </td><td> 0.89092</td><td> 1.00000</td><td>0.0259  </td><td>0.046   </td><td>-0.0033 </td><td> 0.0108 </td><td>-0.0054 </td><td> 0.0073 </td><td>...     </td><td> 0.0036 </td><td>0.032   </td><td> 0.0207 </td><td>0.0215  </td><td> 0.0078 </td><td>-0.0014 </td><td> 0.0082 </td><td>-0.0027 </td><td>-0.0051 </td><td>0.033   </td></tr>\n",
+       "\t<tr><th scope=row>PG2Resp.1</th><td> 0.7359 </td><td>0.656   </td><td> 0.00778</td><td> 0.02585</td><td>1.0000  </td><td>0.729   </td><td> 0.4421 </td><td> 0.6674 </td><td> 0.6761 </td><td> 0.4281 </td><td>...     </td><td> 0.6437 </td><td>0.646   </td><td> 0.6600 </td><td>0.6605  </td><td> 0.6571 </td><td> 0.6501 </td><td> 0.6915 </td><td> 0.6679 </td><td> 0.6479 </td><td>0.668   </td></tr>\n",
+       "\t<tr><th scope=row>PG3Submit</th><td> 0.7431 </td><td>0.665   </td><td> 0.02376</td><td> 0.04597</td><td>0.7293  </td><td>1.000   </td><td> 0.4383 </td><td> 0.6704 </td><td> 0.7515 </td><td> 0.4412 </td><td>...     </td><td> 0.6479 </td><td>0.697   </td><td> 0.6384 </td><td>0.7170  </td><td> 0.6763 </td><td> 0.6923 </td><td> 0.6882 </td><td> 0.6910 </td><td> 0.6361 </td><td>0.696   </td></tr>\n",
+       "\t<tr><th scope=row>PG4Prm9_10</th><td> 0.5312 </td><td>0.458   </td><td>-0.00930</td><td>-0.00333</td><td>0.4421  </td><td>0.438   </td><td> 1.0000 </td><td> 0.8805 </td><td> 0.3759 </td><td> 0.3202 </td><td>...     </td><td> 0.4155 </td><td>0.414   </td><td> 0.4802 </td><td>0.4521  </td><td> 0.4275 </td><td> 0.4181 </td><td> 0.4785 </td><td> 0.4332 </td><td> 0.4488 </td><td>0.444   </td></tr>\n",
+       "\t<tr><th scope=row>PG4AllResp</th><td> 0.7652 </td><td>0.664   </td><td>-0.00132</td><td> 0.01079</td><td>0.6674  </td><td>0.670   </td><td> 0.8805 </td><td> 1.0000 </td><td> 0.6667 </td><td> 0.4527 </td><td>...     </td><td> 0.6354 </td><td>0.645   </td><td> 0.6801 </td><td>0.6722  </td><td> 0.6630 </td><td> 0.6549 </td><td> 0.6942 </td><td> 0.6545 </td><td> 0.6465 </td><td>0.659   </td></tr>\n",
+       "\t<tr><th scope=row>PG4Submit</th><td> 0.7466 </td><td>0.659   </td><td>-0.02698</td><td>-0.00543</td><td>0.6761  </td><td>0.752   </td><td> 0.3759 </td><td> 0.6667 </td><td> 1.0000 </td><td> 0.4491 </td><td>...     </td><td> 0.6742 </td><td>0.705   </td><td> 0.6338 </td><td>0.7399  </td><td> 0.7324 </td><td> 0.7516 </td><td> 0.6934 </td><td> 0.7248 </td><td> 0.6395 </td><td>0.715   </td></tr>\n",
+       "\t<tr><th scope=row>PG5_1RRPQ</th><td> 0.5703 </td><td>0.468   </td><td>-0.00579</td><td> 0.00730</td><td>0.4281  </td><td>0.441   </td><td> 0.3202 </td><td> 0.4527 </td><td> 0.4491 </td><td> 1.0000 </td><td>...     </td><td> 0.4874 </td><td>0.498   </td><td> 0.4910 </td><td>0.5072  </td><td> 0.4857 </td><td> 0.4869 </td><td> 0.5148 </td><td> 0.4964 </td><td> 0.4683 </td><td>0.505   </td></tr>\n",
+       "\t<tr><th scope=row>PG5_1Order</th><td> 0.5726 </td><td>0.477   </td><td>-0.00539</td><td> 0.00618</td><td>0.4341  </td><td>0.442   </td><td> 0.3310 </td><td> 0.4602 </td><td> 0.4481 </td><td> 0.9606 </td><td>...     </td><td> 0.4940 </td><td>0.499   </td><td> 0.4943 </td><td>0.5089  </td><td> 0.4938 </td><td> 0.4968 </td><td> 0.5195 </td><td> 0.5013 </td><td> 0.4682 </td><td>0.514   </td></tr>\n",
+       "\t<tr><th scope=row>PG5_1Time</th><td> 0.5711 </td><td>0.562   </td><td> 0.01075</td><td> 0.01932</td><td>0.4261  </td><td>0.441   </td><td> 0.3064 </td><td> 0.4454 </td><td> 0.4466 </td><td> 0.9383 </td><td>...     </td><td> 0.4970 </td><td>0.502   </td><td> 0.5000 </td><td>0.5064  </td><td> 0.4944 </td><td> 0.5065 </td><td> 0.5065 </td><td> 0.5045 </td><td> 0.4689 </td><td>0.517   </td></tr>\n",
+       "\t<tr><th scope=row>PG5_2BNUI</th><td> 0.5319 </td><td>0.444   </td><td>-0.00974</td><td>-0.00337</td><td>0.4028  </td><td>0.403   </td><td> 0.3205 </td><td> 0.4415 </td><td> 0.4027 </td><td> 0.8605 </td><td>...     </td><td> 0.4590 </td><td>0.451   </td><td> 0.4512 </td><td>0.4506  </td><td> 0.4503 </td><td> 0.4387 </td><td> 0.4907 </td><td> 0.4578 </td><td> 0.4401 </td><td>0.465   </td></tr>\n",
+       "\t<tr><th scope=row>PG5_2Order</th><td> 0.5332 </td><td>0.448   </td><td>-0.01260</td><td>-0.00836</td><td>0.4103  </td><td>0.398   </td><td> 0.3170 </td><td> 0.4428 </td><td> 0.4048 </td><td> 0.8438 </td><td>...     </td><td> 0.4535 </td><td>0.449   </td><td> 0.4618 </td><td>0.4527  </td><td> 0.4603 </td><td> 0.4520 </td><td> 0.4851 </td><td> 0.4646 </td><td> 0.4399 </td><td>0.472   </td></tr>\n",
+       "\t<tr><th scope=row>PG5_2Time</th><td> 0.5305 </td><td>0.522   </td><td> 0.00687</td><td> 0.00680</td><td>0.4024  </td><td>0.400   </td><td> 0.3070 </td><td> 0.4326 </td><td> 0.4079 </td><td> 0.8328 </td><td>...     </td><td> 0.4576 </td><td>0.453   </td><td> 0.4637 </td><td>0.4529  </td><td> 0.4548 </td><td> 0.4502 </td><td> 0.4808 </td><td> 0.4633 </td><td> 0.4413 </td><td>0.473   </td></tr>\n",
+       "\t<tr><th scope=row>PG5_3HDS</th><td> 0.6683 </td><td>0.602   </td><td>-0.00140</td><td>-0.00348</td><td>0.5056  </td><td>0.494   </td><td> 0.3944 </td><td> 0.5420 </td><td> 0.5209 </td><td> 0.7069 </td><td>...     </td><td> 0.5557 </td><td>0.594   </td><td> 0.5821 </td><td>0.6015  </td><td> 0.5809 </td><td> 0.5824 </td><td> 0.6211 </td><td> 0.5894 </td><td> 0.5785 </td><td>0.615   </td></tr>\n",
+       "\t<tr><th scope=row>PG5_3Order</th><td> 0.6659 </td><td>0.594   </td><td>-0.00207</td><td>-0.00814</td><td>0.5077  </td><td>0.488   </td><td> 0.4139 </td><td> 0.5561 </td><td> 0.5071 </td><td> 0.7466 </td><td>...     </td><td> 0.5663 </td><td>0.588   </td><td> 0.5778 </td><td>0.5909  </td><td> 0.5794 </td><td> 0.5760 </td><td> 0.6200 </td><td> 0.5777 </td><td> 0.5611 </td><td>0.607   </td></tr>\n",
+       "\t<tr><th scope=row>PG5_3Time</th><td> 0.6687 </td><td>0.727   </td><td> 0.00653</td><td>-0.00870</td><td>0.5025  </td><td>0.492   </td><td> 0.4017 </td><td> 0.5444 </td><td> 0.4969 </td><td> 0.6566 </td><td>...     </td><td> 0.5640 </td><td>0.593   </td><td> 0.5924 </td><td>0.5926  </td><td> 0.5705 </td><td> 0.5743 </td><td> 0.6051 </td><td> 0.5799 </td><td> 0.5772 </td><td>0.613   </td></tr>\n",
+       "\t<tr><th scope=row>PG5_4VGP</th><td> 0.5905 </td><td>0.510   </td><td> 0.00088</td><td>-0.00099</td><td>0.4401  </td><td>0.451   </td><td> 0.3470 </td><td> 0.4852 </td><td> 0.4581 </td><td> 0.7797 </td><td>...     </td><td> 0.5078 </td><td>0.510   </td><td> 0.5119 </td><td>0.5007  </td><td> 0.5044 </td><td> 0.4973 </td><td> 0.5311 </td><td> 0.5150 </td><td> 0.4802 </td><td>0.517   </td></tr>\n",
+       "\t<tr><th scope=row>PG5_4Order</th><td> 0.5915 </td><td>0.521   </td><td>-0.00245</td><td>-0.00085</td><td>0.4462  </td><td>0.454   </td><td> 0.3666 </td><td> 0.4987 </td><td> 0.4552 </td><td> 0.7957 </td><td>...     </td><td> 0.5009 </td><td>0.511   </td><td> 0.5124 </td><td>0.5054  </td><td> 0.5112 </td><td> 0.5019 </td><td> 0.5261 </td><td> 0.5071 </td><td> 0.4793 </td><td>0.511   </td></tr>\n",
+       "\t<tr><th scope=row>PG5_4Time</th><td> 0.5890 </td><td>0.607   </td><td> 0.01836</td><td> 0.01406</td><td>0.4374  </td><td>0.464   </td><td> 0.3594 </td><td> 0.4928 </td><td> 0.4586 </td><td> 0.7344 </td><td>...     </td><td> 0.5090 </td><td>0.511   </td><td> 0.5185 </td><td>0.5084  </td><td> 0.5126 </td><td> 0.5089 </td><td> 0.5242 </td><td> 0.5139 </td><td> 0.4787 </td><td>0.518   </td></tr>\n",
+       "\t<tr><th scope=row>PG5_5PHR</th><td> 0.6762 </td><td>0.588   </td><td> 0.00662</td><td> 0.00579</td><td>0.5284  </td><td>0.525   </td><td> 0.4106 </td><td> 0.5690 </td><td> 0.5131 </td><td> 0.6925 </td><td>...     </td><td> 0.6099 </td><td>0.612   </td><td> 0.5900 </td><td>0.5986  </td><td> 0.5613 </td><td> 0.5722 </td><td> 0.6245 </td><td> 0.5864 </td><td> 0.5598 </td><td>0.597   </td></tr>\n",
+       "\t<tr><th scope=row>PG5_5Order</th><td> 0.6760 </td><td>0.585   </td><td> 0.00980</td><td> 0.01466</td><td>0.5160  </td><td>0.524   </td><td> 0.4167 </td><td> 0.5696 </td><td> 0.5051 </td><td> 0.7464 </td><td>...     </td><td> 0.5958 </td><td>0.597   </td><td> 0.5921 </td><td>0.5779  </td><td> 0.5584 </td><td> 0.5643 </td><td> 0.6191 </td><td> 0.5799 </td><td> 0.5731 </td><td>0.599   </td></tr>\n",
+       "\t<tr><th scope=row>PG5_5Time</th><td> 0.6740 </td><td>0.721   </td><td> 0.03829</td><td> 0.03404</td><td>0.5032  </td><td>0.530   </td><td> 0.4265 </td><td> 0.5745 </td><td> 0.4891 </td><td> 0.6412 </td><td>...     </td><td> 0.5909 </td><td>0.597   </td><td> 0.5999 </td><td>0.5818  </td><td> 0.5416 </td><td> 0.5561 </td><td> 0.6117 </td><td> 0.5761 </td><td> 0.5707 </td><td>0.609   </td></tr>\n",
+       "\t<tr><th scope=row>PG5_6SSYOP</th><td> 0.5948 </td><td>0.522   </td><td> 0.00642</td><td> 0.01283</td><td>0.4455  </td><td>0.465   </td><td> 0.3479 </td><td> 0.4872 </td><td> 0.4686 </td><td> 0.7809 </td><td>...     </td><td> 0.5267 </td><td>0.514   </td><td> 0.5176 </td><td>0.5183  </td><td> 0.5131 </td><td> 0.5078 </td><td> 0.5297 </td><td> 0.5159 </td><td> 0.4957 </td><td>0.521   </td></tr>\n",
+       "\t<tr><th scope=row>PG5_6Order</th><td> 0.5940 </td><td>0.525   </td><td> 0.00242</td><td> 0.00979</td><td>0.4424  </td><td>0.461   </td><td> 0.3368 </td><td> 0.4791 </td><td> 0.4763 </td><td> 0.7919 </td><td>...     </td><td> 0.5200 </td><td>0.515   </td><td> 0.5060 </td><td>0.5149  </td><td> 0.5221 </td><td> 0.5166 </td><td> 0.5257 </td><td> 0.5170 </td><td> 0.4994 </td><td>0.527   </td></tr>\n",
+       "\t<tr><th scope=row>PG5_6Time</th><td> 0.5932 </td><td>0.620   </td><td> 0.02438</td><td> 0.02523</td><td>0.4421  </td><td>0.461   </td><td> 0.3333 </td><td> 0.4778 </td><td> 0.4719 </td><td> 0.7304 </td><td>...     </td><td> 0.5256 </td><td>0.511   </td><td> 0.5219 </td><td>0.5200  </td><td> 0.5184 </td><td> 0.5190 </td><td> 0.5210 </td><td> 0.5184 </td><td> 0.5007 </td><td>0.529   </td></tr>\n",
+       "\t<tr><th scope=row>PG5_7NDYP</th><td> 0.5236 </td><td>0.443   </td><td> 0.00459</td><td> 0.00386</td><td>0.4132  </td><td>0.396   </td><td> 0.3146 </td><td> 0.4358 </td><td> 0.3919 </td><td> 0.8322 </td><td>...     </td><td> 0.4619 </td><td>0.447   </td><td> 0.4515 </td><td>0.4419  </td><td> 0.4268 </td><td> 0.4305 </td><td> 0.4682 </td><td> 0.4468 </td><td> 0.4164 </td><td>0.456   </td></tr>\n",
+       "\t<tr><th scope=row>PG5_7Order</th><td> 0.5221 </td><td>0.447   </td><td> 0.00261</td><td> 0.00232</td><td>0.4066  </td><td>0.394   </td><td> 0.3107 </td><td> 0.4332 </td><td> 0.3940 </td><td> 0.8261 </td><td>...     </td><td> 0.4545 </td><td>0.441   </td><td> 0.4464 </td><td>0.4441  </td><td> 0.4421 </td><td> 0.4395 </td><td> 0.4717 </td><td> 0.4470 </td><td> 0.4107 </td><td>0.448   </td></tr>\n",
+       "\t<tr><th scope=row>PG5_7Time</th><td> 0.5213 </td><td>0.519   </td><td> 0.01437</td><td> 0.01468</td><td>0.4058  </td><td>0.394   </td><td> 0.3044 </td><td> 0.4293 </td><td> 0.3876 </td><td> 0.8121 </td><td>...     </td><td> 0.4637 </td><td>0.447   </td><td> 0.4596 </td><td>0.4436  </td><td> 0.4331 </td><td> 0.4397 </td><td> 0.4635 </td><td> 0.4487 </td><td> 0.4171 </td><td>0.459   </td></tr>\n",
+       "\t<tr><th scope=row>...</th><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>   </td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
+       "\t<tr><th scope=row>PG5_9FRP</th><td>0.69    </td><td>0.61    </td><td> 0.0076 </td><td> 0.01624</td><td>0.52    </td><td>0.52    </td><td>0.38    </td><td>0.56    </td><td>0.52    </td><td>0.69    </td><td>...     </td><td>0.60    </td><td>0.60    </td><td>0.61    </td><td>0.60    </td><td>0.60    </td><td>0.59    </td><td>0.64    </td><td>0.60    </td><td>0.57    </td><td>0.61    </td></tr>\n",
+       "\t<tr><th scope=row>PG5_9Order</th><td>0.69    </td><td>0.61    </td><td>-0.0052 </td><td>-0.00201</td><td>0.51    </td><td>0.51    </td><td>0.41    </td><td>0.57    </td><td>0.52    </td><td>0.73    </td><td>...     </td><td>0.60    </td><td>0.59    </td><td>0.61    </td><td>0.59    </td><td>0.59    </td><td>0.58    </td><td>0.63    </td><td>0.60    </td><td>0.57    </td><td>0.60    </td></tr>\n",
+       "\t<tr><th scope=row>PG5_9Time</th><td>0.69    </td><td>0.74    </td><td> 0.0358 </td><td> 0.03373</td><td>0.49    </td><td>0.53    </td><td>0.41    </td><td>0.57    </td><td>0.51    </td><td>0.63    </td><td>...     </td><td>0.60    </td><td>0.61    </td><td>0.61    </td><td>0.59    </td><td>0.59    </td><td>0.60    </td><td>0.62    </td><td>0.60    </td><td>0.58    </td><td>0.62    </td></tr>\n",
+       "\t<tr><th scope=row>PG5_10RPA</th><td>0.65    </td><td>0.59    </td><td>-0.0010 </td><td>-0.00692</td><td>0.49    </td><td>0.50    </td><td>0.40    </td><td>0.54    </td><td>0.49    </td><td>0.70    </td><td>...     </td><td>0.58    </td><td>0.58    </td><td>0.58    </td><td>0.56    </td><td>0.56    </td><td>0.55    </td><td>0.59    </td><td>0.57    </td><td>0.56    </td><td>0.58    </td></tr>\n",
+       "\t<tr><th scope=row>PG5_10Order</th><td>0.65    </td><td>0.58    </td><td> 0.0015 </td><td>-0.00048</td><td>0.48    </td><td>0.51    </td><td>0.42    </td><td>0.56    </td><td>0.49    </td><td>0.75    </td><td>...     </td><td>0.57    </td><td>0.58    </td><td>0.57    </td><td>0.56    </td><td>0.56    </td><td>0.55    </td><td>0.59    </td><td>0.56    </td><td>0.55    </td><td>0.57    </td></tr>\n",
+       "\t<tr><th scope=row>PG5_10Time</th><td>0.65    </td><td>0.70    </td><td> 0.0128 </td><td>-0.00336</td><td>0.47    </td><td>0.51    </td><td>0.43    </td><td>0.56    </td><td>0.48    </td><td>0.64    </td><td>...     </td><td>0.57    </td><td>0.58    </td><td>0.58    </td><td>0.56    </td><td>0.54    </td><td>0.54    </td><td>0.58    </td><td>0.56    </td><td>0.56    </td><td>0.58    </td></tr>\n",
+       "\t<tr><th scope=row>PG5_11NSG</th><td>0.56    </td><td>0.49    </td><td>-0.0145 </td><td>-0.00783</td><td>0.43    </td><td>0.43    </td><td>0.34    </td><td>0.46    </td><td>0.43    </td><td>0.82    </td><td>...     </td><td>0.48    </td><td>0.49    </td><td>0.49    </td><td>0.48    </td><td>0.48    </td><td>0.48    </td><td>0.49    </td><td>0.48    </td><td>0.47    </td><td>0.49    </td></tr>\n",
+       "\t<tr><th scope=row>PG5_11Order</th><td>0.56    </td><td>0.48    </td><td>-0.0158 </td><td>-0.00657</td><td>0.42    </td><td>0.42    </td><td>0.32    </td><td>0.45    </td><td>0.44    </td><td>0.81    </td><td>...     </td><td>0.48    </td><td>0.48    </td><td>0.48    </td><td>0.48    </td><td>0.50    </td><td>0.49    </td><td>0.50    </td><td>0.49    </td><td>0.46    </td><td>0.49    </td></tr>\n",
+       "\t<tr><th scope=row>PG5_11Time</th><td>0.56    </td><td>0.56    </td><td>-0.0044 </td><td>-0.00080</td><td>0.42    </td><td>0.42    </td><td>0.32    </td><td>0.45    </td><td>0.43    </td><td>0.78    </td><td>...     </td><td>0.48    </td><td>0.48    </td><td>0.49    </td><td>0.47    </td><td>0.49    </td><td>0.49    </td><td>0.49    </td><td>0.49    </td><td>0.46    </td><td>0.50    </td></tr>\n",
+       "\t<tr><th scope=row>PG5_12NWG</th><td>0.55    </td><td>0.47    </td><td>-0.0060 </td><td> 0.00142</td><td>0.41    </td><td>0.41    </td><td>0.33    </td><td>0.45    </td><td>0.41    </td><td>0.83    </td><td>...     </td><td>0.47    </td><td>0.47    </td><td>0.47    </td><td>0.47    </td><td>0.47    </td><td>0.47    </td><td>0.49    </td><td>0.47    </td><td>0.45    </td><td>0.48    </td></tr>\n",
+       "\t<tr><th scope=row>PG5_12Order</th><td>0.54    </td><td>0.46    </td><td>-0.0105 </td><td>-0.00222</td><td>0.42    </td><td>0.41    </td><td>0.31    </td><td>0.44    </td><td>0.42    </td><td>0.83    </td><td>...     </td><td>0.46    </td><td>0.47    </td><td>0.47    </td><td>0.47    </td><td>0.48    </td><td>0.47    </td><td>0.49    </td><td>0.47    </td><td>0.45    </td><td>0.48    </td></tr>\n",
+       "\t<tr><th scope=row>PG5_12Time</th><td>0.54    </td><td>0.54    </td><td> 0.0074 </td><td> 0.01123</td><td>0.41    </td><td>0.41    </td><td>0.31    </td><td>0.44    </td><td>0.41    </td><td>0.81    </td><td>...     </td><td>0.47    </td><td>0.47    </td><td>0.48    </td><td>0.46    </td><td>0.47    </td><td>0.47    </td><td>0.48    </td><td>0.47    </td><td>0.44    </td><td>0.48    </td></tr>\n",
+       "\t<tr><th scope=row>PG5_13NFG</th><td>0.54    </td><td>0.46    </td><td>-0.0148 </td><td>-0.01006</td><td>0.40    </td><td>0.41    </td><td>0.34    </td><td>0.45    </td><td>0.42    </td><td>0.84    </td><td>...     </td><td>0.47    </td><td>0.47    </td><td>0.46    </td><td>0.45    </td><td>0.46    </td><td>0.45    </td><td>0.49    </td><td>0.47    </td><td>0.45    </td><td>0.48    </td></tr>\n",
+       "\t<tr><th scope=row>PG5_13Order</th><td>0.54    </td><td>0.46    </td><td>-0.0072 </td><td> 0.00100</td><td>0.40    </td><td>0.40    </td><td>0.32    </td><td>0.44    </td><td>0.41    </td><td>0.83    </td><td>...     </td><td>0.46    </td><td>0.47    </td><td>0.46    </td><td>0.45    </td><td>0.47    </td><td>0.46    </td><td>0.48    </td><td>0.47    </td><td>0.44    </td><td>0.47    </td></tr>\n",
+       "\t<tr><th scope=row>PG5_13Time</th><td>0.54    </td><td>0.53    </td><td> 0.0019 </td><td> 0.00513</td><td>0.39    </td><td>0.41    </td><td>0.32    </td><td>0.44    </td><td>0.41    </td><td>0.82    </td><td>...     </td><td>0.46    </td><td>0.46    </td><td>0.47    </td><td>0.44    </td><td>0.46    </td><td>0.46    </td><td>0.48    </td><td>0.47    </td><td>0.45    </td><td>0.48    </td></tr>\n",
+       "\t<tr><th scope=row>PG5Submit</th><td>0.87    </td><td>0.78    </td><td>-0.0059 </td><td> 0.01061</td><td>0.66    </td><td>0.72    </td><td>0.46    </td><td>0.68    </td><td>0.73    </td><td>0.66    </td><td>...     </td><td>0.77    </td><td>0.82    </td><td>0.74    </td><td>0.84    </td><td>0.80    </td><td>0.82    </td><td>0.79    </td><td>0.82    </td><td>0.76    </td><td>0.82    </td></tr>\n",
+       "\t<tr><th scope=row>PG6Resp</th><td>0.88    </td><td>0.78    </td><td> 0.0211 </td><td> 0.02630</td><td>0.65    </td><td>0.67    </td><td>0.44    </td><td>0.66    </td><td>0.68    </td><td>0.51    </td><td>...     </td><td>0.78    </td><td>0.80    </td><td>0.73    </td><td>0.78    </td><td>0.78    </td><td>0.79    </td><td>0.79    </td><td>0.77    </td><td>0.74    </td><td>0.79    </td></tr>\n",
+       "\t<tr><th scope=row>PG6Submit</th><td>0.87    </td><td>0.77    </td><td>-0.0014 </td><td> 0.02439</td><td>0.67    </td><td>0.72    </td><td>0.47    </td><td>0.68    </td><td>0.74    </td><td>0.51    </td><td>...     </td><td>0.77    </td><td>0.81    </td><td>0.76    </td><td>0.87    </td><td>0.81    </td><td>0.85    </td><td>0.80    </td><td>0.83    </td><td>0.77    </td><td>0.83    </td></tr>\n",
+       "\t<tr><th scope=row>PG7R</th><td>0.87    </td><td>0.77    </td><td>-0.0123 </td><td> 0.00710</td><td>0.65    </td><td>0.65    </td><td>0.48    </td><td>0.69    </td><td>0.66    </td><td>0.52    </td><td>...     </td><td>0.75    </td><td>0.76    </td><td>0.76    </td><td>0.76    </td><td>0.77    </td><td>0.76    </td><td>0.80    </td><td>0.76    </td><td>0.74    </td><td>0.77    </td></tr>\n",
+       "\t<tr><th scope=row>PG7Submit</th><td>0.87    </td><td>0.79    </td><td>-0.0023 </td><td> 0.01892</td><td>0.66    </td><td>0.69    </td><td>0.43    </td><td>0.66    </td><td>0.73    </td><td>0.51    </td><td>...     </td><td>0.78    </td><td>0.81    </td><td>0.78    </td><td>0.83    </td><td>0.82    </td><td>0.84    </td><td>0.82    </td><td>0.84    </td><td>0.77    </td><td>0.83    </td></tr>\n",
+       "\t<tr><th scope=row>PG8Resp</th><td>0.86    </td><td>0.77    </td><td>-0.0139 </td><td> 0.00357</td><td>0.64    </td><td>0.65    </td><td>0.42    </td><td>0.64    </td><td>0.67    </td><td>0.49    </td><td>...     </td><td>1.00    </td><td>0.87    </td><td>0.74    </td><td>0.77    </td><td>0.77    </td><td>0.77    </td><td>0.80    </td><td>0.79    </td><td>0.74    </td><td>0.78    </td></tr>\n",
+       "\t<tr><th scope=row>PG8Submit</th><td>0.88    </td><td>0.78    </td><td> 0.0139 </td><td> 0.03195</td><td>0.65    </td><td>0.70    </td><td>0.41    </td><td>0.64    </td><td>0.71    </td><td>0.50    </td><td>...     </td><td>0.87    </td><td>1.00    </td><td>0.73    </td><td>0.83    </td><td>0.80    </td><td>0.82    </td><td>0.81    </td><td>0.82    </td><td>0.76    </td><td>0.82    </td></tr>\n",
+       "\t<tr><th scope=row>PG9Resp</th><td>0.86    </td><td>0.77    </td><td>-0.0022 </td><td> 0.02070</td><td>0.66    </td><td>0.64    </td><td>0.48    </td><td>0.68    </td><td>0.63    </td><td>0.49    </td><td>...     </td><td>0.74    </td><td>0.73    </td><td>1.00    </td><td>0.76    </td><td>0.74    </td><td>0.74    </td><td>0.81    </td><td>0.76    </td><td>0.77    </td><td>0.77    </td></tr>\n",
+       "\t<tr><th scope=row>PG9Submit</th><td>0.87    </td><td>0.78    </td><td> 0.0038 </td><td> 0.02154</td><td>0.66    </td><td>0.72    </td><td>0.45    </td><td>0.67    </td><td>0.74    </td><td>0.51    </td><td>...     </td><td>0.77    </td><td>0.83    </td><td>0.76    </td><td>1.00    </td><td>0.81    </td><td>0.84    </td><td>0.79    </td><td>0.83    </td><td>0.74    </td><td>0.83    </td></tr>\n",
+       "\t<tr><th scope=row>PG10Resp</th><td>0.88    </td><td>0.77    </td><td>-0.0023 </td><td> 0.00782</td><td>0.66    </td><td>0.68    </td><td>0.43    </td><td>0.66    </td><td>0.73    </td><td>0.49    </td><td>...     </td><td>0.77    </td><td>0.80    </td><td>0.74    </td><td>0.81    </td><td>1.00    </td><td>0.94    </td><td>0.81    </td><td>0.82    </td><td>0.73    </td><td>0.81    </td></tr>\n",
+       "\t<tr><th scope=row>PG10Submit</th><td>0.87    </td><td>0.78    </td><td>-0.0159 </td><td>-0.00141</td><td>0.65    </td><td>0.69    </td><td>0.42    </td><td>0.65    </td><td>0.75    </td><td>0.49    </td><td>...     </td><td>0.77    </td><td>0.82    </td><td>0.74    </td><td>0.84    </td><td>0.94    </td><td>1.00    </td><td>0.81    </td><td>0.85    </td><td>0.75    </td><td>0.84    </td></tr>\n",
+       "\t<tr><th scope=row>PG11Resp</th><td>0.91    </td><td>0.79    </td><td>-0.0152 </td><td> 0.00818</td><td>0.69    </td><td>0.69    </td><td>0.48    </td><td>0.69    </td><td>0.69    </td><td>0.51    </td><td>...     </td><td>0.80    </td><td>0.81    </td><td>0.81    </td><td>0.79    </td><td>0.81    </td><td>0.81    </td><td>1.00    </td><td>0.85    </td><td>0.80    </td><td>0.82    </td></tr>\n",
+       "\t<tr><th scope=row>PG11Submit</th><td>0.89    </td><td>0.80    </td><td>-0.0142 </td><td>-0.00265</td><td>0.67    </td><td>0.69    </td><td>0.43    </td><td>0.65    </td><td>0.72    </td><td>0.50    </td><td>...     </td><td>0.79    </td><td>0.82    </td><td>0.76    </td><td>0.83    </td><td>0.82    </td><td>0.85    </td><td>0.85    </td><td>1.00    </td><td>0.78    </td><td>0.84    </td></tr>\n",
+       "\t<tr><th scope=row>PG12Resp</th><td>0.85    </td><td>0.76    </td><td>-0.0183 </td><td>-0.00509</td><td>0.65    </td><td>0.64    </td><td>0.45    </td><td>0.65    </td><td>0.64    </td><td>0.47    </td><td>...     </td><td>0.74    </td><td>0.76    </td><td>0.77    </td><td>0.74    </td><td>0.73    </td><td>0.75    </td><td>0.80    </td><td>0.78    </td><td>1.00    </td><td>0.80    </td></tr>\n",
+       "\t<tr><th scope=row>PG12Submit</th><td>0.88    </td><td>0.80    </td><td> 0.0164 </td><td> 0.03279</td><td>0.67    </td><td>0.70    </td><td>0.44    </td><td>0.66    </td><td>0.71    </td><td>0.50    </td><td>...     </td><td>0.78    </td><td>0.82    </td><td>0.77    </td><td>0.83    </td><td>0.81    </td><td>0.84    </td><td>0.82    </td><td>0.84    </td><td>0.80    </td><td>1.00    </td></tr>\n",
+       "</tbody>\n",
+       "</table>\n"
+      ],
+      "text/latex": [
+       "\\begin{tabular}{r|lllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllll}\n",
+       "  & Completed & End & PG0Dis & PG0Shown & PG2Resp.1 & PG3Submit & PG4Prm9\\_10 & PG4AllResp & PG4Submit & PG5\\_1RRPQ & ... & PG8Resp & PG8Submit & PG9Resp & PG9Submit & PG10Resp & PG10Submit & PG11Resp & PG11Submit & PG12Resp & PG12Submit\\\\\n",
+       "\\hline\n",
+       "\tCompleted &  1.0000  & 0.880    & -0.00957 &  0.01311 & 0.7359   & 0.743    &  0.5312  &  0.7652  &  0.7466  &  0.5703  & ...      &  0.8601  & 0.876    &  0.8601  & 0.8730   &  0.8783  &  0.8744  &  0.9081  &  0.8870  &  0.8518  & 0.885   \\\\\n",
+       "\tEnd &  0.8796  & 1.000    &  0.01515 &  0.01445 & 0.6558   & 0.665    &  0.4581  &  0.6643  &  0.6589  &  0.4681  & ...      &  0.7650  & 0.779    &  0.7672  & 0.7767   &  0.7727  &  0.7815  &  0.7923  &  0.7983  &  0.7624  & 0.796   \\\\\n",
+       "\tPG0Dis & -0.0096  & 0.015    &  1.00000 &  0.89092 & 0.0078   & 0.024    & -0.0093  & -0.0013  & -0.0270  & -0.0058  & ...      & -0.0139  & 0.014    & -0.0022  & 0.0038   & -0.0023  & -0.0159  & -0.0152  & -0.0142  & -0.0183  & 0.016   \\\\\n",
+       "\tPG0Shown &  0.0131  & 0.014    &  0.89092 &  1.00000 & 0.0259   & 0.046    & -0.0033  &  0.0108  & -0.0054  &  0.0073  & ...      &  0.0036  & 0.032    &  0.0207  & 0.0215   &  0.0078  & -0.0014  &  0.0082  & -0.0027  & -0.0051  & 0.033   \\\\\n",
+       "\tPG2Resp.1 &  0.7359  & 0.656    &  0.00778 &  0.02585 & 1.0000   & 0.729    &  0.4421  &  0.6674  &  0.6761  &  0.4281  & ...      &  0.6437  & 0.646    &  0.6600  & 0.6605   &  0.6571  &  0.6501  &  0.6915  &  0.6679  &  0.6479  & 0.668   \\\\\n",
+       "\tPG3Submit &  0.7431  & 0.665    &  0.02376 &  0.04597 & 0.7293   & 1.000    &  0.4383  &  0.6704  &  0.7515  &  0.4412  & ...      &  0.6479  & 0.697    &  0.6384  & 0.7170   &  0.6763  &  0.6923  &  0.6882  &  0.6910  &  0.6361  & 0.696   \\\\\n",
+       "\tPG4Prm9\\_10 &  0.5312  & 0.458    & -0.00930 & -0.00333 & 0.4421   & 0.438    &  1.0000  &  0.8805  &  0.3759  &  0.3202  & ...      &  0.4155  & 0.414    &  0.4802  & 0.4521   &  0.4275  &  0.4181  &  0.4785  &  0.4332  &  0.4488  & 0.444   \\\\\n",
+       "\tPG4AllResp &  0.7652  & 0.664    & -0.00132 &  0.01079 & 0.6674   & 0.670    &  0.8805  &  1.0000  &  0.6667  &  0.4527  & ...      &  0.6354  & 0.645    &  0.6801  & 0.6722   &  0.6630  &  0.6549  &  0.6942  &  0.6545  &  0.6465  & 0.659   \\\\\n",
+       "\tPG4Submit &  0.7466  & 0.659    & -0.02698 & -0.00543 & 0.6761   & 0.752    &  0.3759  &  0.6667  &  1.0000  &  0.4491  & ...      &  0.6742  & 0.705    &  0.6338  & 0.7399   &  0.7324  &  0.7516  &  0.6934  &  0.7248  &  0.6395  & 0.715   \\\\\n",
+       "\tPG5\\_1RRPQ &  0.5703  & 0.468    & -0.00579 &  0.00730 & 0.4281   & 0.441    &  0.3202  &  0.4527  &  0.4491  &  1.0000  & ...      &  0.4874  & 0.498    &  0.4910  & 0.5072   &  0.4857  &  0.4869  &  0.5148  &  0.4964  &  0.4683  & 0.505   \\\\\n",
+       "\tPG5\\_1Order &  0.5726  & 0.477    & -0.00539 &  0.00618 & 0.4341   & 0.442    &  0.3310  &  0.4602  &  0.4481  &  0.9606  & ...      &  0.4940  & 0.499    &  0.4943  & 0.5089   &  0.4938  &  0.4968  &  0.5195  &  0.5013  &  0.4682  & 0.514   \\\\\n",
+       "\tPG5\\_1Time &  0.5711  & 0.562    &  0.01075 &  0.01932 & 0.4261   & 0.441    &  0.3064  &  0.4454  &  0.4466  &  0.9383  & ...      &  0.4970  & 0.502    &  0.5000  & 0.5064   &  0.4944  &  0.5065  &  0.5065  &  0.5045  &  0.4689  & 0.517   \\\\\n",
+       "\tPG5\\_2BNUI &  0.5319  & 0.444    & -0.00974 & -0.00337 & 0.4028   & 0.403    &  0.3205  &  0.4415  &  0.4027  &  0.8605  & ...      &  0.4590  & 0.451    &  0.4512  & 0.4506   &  0.4503  &  0.4387  &  0.4907  &  0.4578  &  0.4401  & 0.465   \\\\\n",
+       "\tPG5\\_2Order &  0.5332  & 0.448    & -0.01260 & -0.00836 & 0.4103   & 0.398    &  0.3170  &  0.4428  &  0.4048  &  0.8438  & ...      &  0.4535  & 0.449    &  0.4618  & 0.4527   &  0.4603  &  0.4520  &  0.4851  &  0.4646  &  0.4399  & 0.472   \\\\\n",
+       "\tPG5\\_2Time &  0.5305  & 0.522    &  0.00687 &  0.00680 & 0.4024   & 0.400    &  0.3070  &  0.4326  &  0.4079  &  0.8328  & ...      &  0.4576  & 0.453    &  0.4637  & 0.4529   &  0.4548  &  0.4502  &  0.4808  &  0.4633  &  0.4413  & 0.473   \\\\\n",
+       "\tPG5\\_3HDS &  0.6683  & 0.602    & -0.00140 & -0.00348 & 0.5056   & 0.494    &  0.3944  &  0.5420  &  0.5209  &  0.7069  & ...      &  0.5557  & 0.594    &  0.5821  & 0.6015   &  0.5809  &  0.5824  &  0.6211  &  0.5894  &  0.5785  & 0.615   \\\\\n",
+       "\tPG5\\_3Order &  0.6659  & 0.594    & -0.00207 & -0.00814 & 0.5077   & 0.488    &  0.4139  &  0.5561  &  0.5071  &  0.7466  & ...      &  0.5663  & 0.588    &  0.5778  & 0.5909   &  0.5794  &  0.5760  &  0.6200  &  0.5777  &  0.5611  & 0.607   \\\\\n",
+       "\tPG5\\_3Time &  0.6687  & 0.727    &  0.00653 & -0.00870 & 0.5025   & 0.492    &  0.4017  &  0.5444  &  0.4969  &  0.6566  & ...      &  0.5640  & 0.593    &  0.5924  & 0.5926   &  0.5705  &  0.5743  &  0.6051  &  0.5799  &  0.5772  & 0.613   \\\\\n",
+       "\tPG5\\_4VGP &  0.5905  & 0.510    &  0.00088 & -0.00099 & 0.4401   & 0.451    &  0.3470  &  0.4852  &  0.4581  &  0.7797  & ...      &  0.5078  & 0.510    &  0.5119  & 0.5007   &  0.5044  &  0.4973  &  0.5311  &  0.5150  &  0.4802  & 0.517   \\\\\n",
+       "\tPG5\\_4Order &  0.5915  & 0.521    & -0.00245 & -0.00085 & 0.4462   & 0.454    &  0.3666  &  0.4987  &  0.4552  &  0.7957  & ...      &  0.5009  & 0.511    &  0.5124  & 0.5054   &  0.5112  &  0.5019  &  0.5261  &  0.5071  &  0.4793  & 0.511   \\\\\n",
+       "\tPG5\\_4Time &  0.5890  & 0.607    &  0.01836 &  0.01406 & 0.4374   & 0.464    &  0.3594  &  0.4928  &  0.4586  &  0.7344  & ...      &  0.5090  & 0.511    &  0.5185  & 0.5084   &  0.5126  &  0.5089  &  0.5242  &  0.5139  &  0.4787  & 0.518   \\\\\n",
+       "\tPG5\\_5PHR &  0.6762  & 0.588    &  0.00662 &  0.00579 & 0.5284   & 0.525    &  0.4106  &  0.5690  &  0.5131  &  0.6925  & ...      &  0.6099  & 0.612    &  0.5900  & 0.5986   &  0.5613  &  0.5722  &  0.6245  &  0.5864  &  0.5598  & 0.597   \\\\\n",
+       "\tPG5\\_5Order &  0.6760  & 0.585    &  0.00980 &  0.01466 & 0.5160   & 0.524    &  0.4167  &  0.5696  &  0.5051  &  0.7464  & ...      &  0.5958  & 0.597    &  0.5921  & 0.5779   &  0.5584  &  0.5643  &  0.6191  &  0.5799  &  0.5731  & 0.599   \\\\\n",
+       "\tPG5\\_5Time &  0.6740  & 0.721    &  0.03829 &  0.03404 & 0.5032   & 0.530    &  0.4265  &  0.5745  &  0.4891  &  0.6412  & ...      &  0.5909  & 0.597    &  0.5999  & 0.5818   &  0.5416  &  0.5561  &  0.6117  &  0.5761  &  0.5707  & 0.609   \\\\\n",
+       "\tPG5\\_6SSYOP &  0.5948  & 0.522    &  0.00642 &  0.01283 & 0.4455   & 0.465    &  0.3479  &  0.4872  &  0.4686  &  0.7809  & ...      &  0.5267  & 0.514    &  0.5176  & 0.5183   &  0.5131  &  0.5078  &  0.5297  &  0.5159  &  0.4957  & 0.521   \\\\\n",
+       "\tPG5\\_6Order &  0.5940  & 0.525    &  0.00242 &  0.00979 & 0.4424   & 0.461    &  0.3368  &  0.4791  &  0.4763  &  0.7919  & ...      &  0.5200  & 0.515    &  0.5060  & 0.5149   &  0.5221  &  0.5166  &  0.5257  &  0.5170  &  0.4994  & 0.527   \\\\\n",
+       "\tPG5\\_6Time &  0.5932  & 0.620    &  0.02438 &  0.02523 & 0.4421   & 0.461    &  0.3333  &  0.4778  &  0.4719  &  0.7304  & ...      &  0.5256  & 0.511    &  0.5219  & 0.5200   &  0.5184  &  0.5190  &  0.5210  &  0.5184  &  0.5007  & 0.529   \\\\\n",
+       "\tPG5\\_7NDYP &  0.5236  & 0.443    &  0.00459 &  0.00386 & 0.4132   & 0.396    &  0.3146  &  0.4358  &  0.3919  &  0.8322  & ...      &  0.4619  & 0.447    &  0.4515  & 0.4419   &  0.4268  &  0.4305  &  0.4682  &  0.4468  &  0.4164  & 0.456   \\\\\n",
+       "\tPG5\\_7Order &  0.5221  & 0.447    &  0.00261 &  0.00232 & 0.4066   & 0.394    &  0.3107  &  0.4332  &  0.3940  &  0.8261  & ...      &  0.4545  & 0.441    &  0.4464  & 0.4441   &  0.4421  &  0.4395  &  0.4717  &  0.4470  &  0.4107  & 0.448   \\\\\n",
+       "\tPG5\\_7Time &  0.5213  & 0.519    &  0.01437 &  0.01468 & 0.4058   & 0.394    &  0.3044  &  0.4293  &  0.3876  &  0.8121  & ...      &  0.4637  & 0.447    &  0.4596  & 0.4436   &  0.4331  &  0.4397  &  0.4635  &  0.4487  &  0.4171  & 0.459   \\\\\n",
+       "\t... & ... & ... & ... & ... & ... & ... & ... & ... & ... & ... &     & ... & ... & ... & ... & ... & ... & ... & ... & ... & ...\\\\\n",
+       "\tPG5\\_9FRP & 0.69     & 0.61     &  0.0076  &  0.01624 & 0.52     & 0.52     & 0.38     & 0.56     & 0.52     & 0.69     & ...      & 0.60     & 0.60     & 0.61     & 0.60     & 0.60     & 0.59     & 0.64     & 0.60     & 0.57     & 0.61    \\\\\n",
+       "\tPG5\\_9Order & 0.69     & 0.61     & -0.0052  & -0.00201 & 0.51     & 0.51     & 0.41     & 0.57     & 0.52     & 0.73     & ...      & 0.60     & 0.59     & 0.61     & 0.59     & 0.59     & 0.58     & 0.63     & 0.60     & 0.57     & 0.60    \\\\\n",
+       "\tPG5\\_9Time & 0.69     & 0.74     &  0.0358  &  0.03373 & 0.49     & 0.53     & 0.41     & 0.57     & 0.51     & 0.63     & ...      & 0.60     & 0.61     & 0.61     & 0.59     & 0.59     & 0.60     & 0.62     & 0.60     & 0.58     & 0.62    \\\\\n",
+       "\tPG5\\_10RPA & 0.65     & 0.59     & -0.0010  & -0.00692 & 0.49     & 0.50     & 0.40     & 0.54     & 0.49     & 0.70     & ...      & 0.58     & 0.58     & 0.58     & 0.56     & 0.56     & 0.55     & 0.59     & 0.57     & 0.56     & 0.58    \\\\\n",
+       "\tPG5\\_10Order & 0.65     & 0.58     &  0.0015  & -0.00048 & 0.48     & 0.51     & 0.42     & 0.56     & 0.49     & 0.75     & ...      & 0.57     & 0.58     & 0.57     & 0.56     & 0.56     & 0.55     & 0.59     & 0.56     & 0.55     & 0.57    \\\\\n",
+       "\tPG5\\_10Time & 0.65     & 0.70     &  0.0128  & -0.00336 & 0.47     & 0.51     & 0.43     & 0.56     & 0.48     & 0.64     & ...      & 0.57     & 0.58     & 0.58     & 0.56     & 0.54     & 0.54     & 0.58     & 0.56     & 0.56     & 0.58    \\\\\n",
+       "\tPG5\\_11NSG & 0.56     & 0.49     & -0.0145  & -0.00783 & 0.43     & 0.43     & 0.34     & 0.46     & 0.43     & 0.82     & ...      & 0.48     & 0.49     & 0.49     & 0.48     & 0.48     & 0.48     & 0.49     & 0.48     & 0.47     & 0.49    \\\\\n",
+       "\tPG5\\_11Order & 0.56     & 0.48     & -0.0158  & -0.00657 & 0.42     & 0.42     & 0.32     & 0.45     & 0.44     & 0.81     & ...      & 0.48     & 0.48     & 0.48     & 0.48     & 0.50     & 0.49     & 0.50     & 0.49     & 0.46     & 0.49    \\\\\n",
+       "\tPG5\\_11Time & 0.56     & 0.56     & -0.0044  & -0.00080 & 0.42     & 0.42     & 0.32     & 0.45     & 0.43     & 0.78     & ...      & 0.48     & 0.48     & 0.49     & 0.47     & 0.49     & 0.49     & 0.49     & 0.49     & 0.46     & 0.50    \\\\\n",
+       "\tPG5\\_12NWG & 0.55     & 0.47     & -0.0060  &  0.00142 & 0.41     & 0.41     & 0.33     & 0.45     & 0.41     & 0.83     & ...      & 0.47     & 0.47     & 0.47     & 0.47     & 0.47     & 0.47     & 0.49     & 0.47     & 0.45     & 0.48    \\\\\n",
+       "\tPG5\\_12Order & 0.54     & 0.46     & -0.0105  & -0.00222 & 0.42     & 0.41     & 0.31     & 0.44     & 0.42     & 0.83     & ...      & 0.46     & 0.47     & 0.47     & 0.47     & 0.48     & 0.47     & 0.49     & 0.47     & 0.45     & 0.48    \\\\\n",
+       "\tPG5\\_12Time & 0.54     & 0.54     &  0.0074  &  0.01123 & 0.41     & 0.41     & 0.31     & 0.44     & 0.41     & 0.81     & ...      & 0.47     & 0.47     & 0.48     & 0.46     & 0.47     & 0.47     & 0.48     & 0.47     & 0.44     & 0.48    \\\\\n",
+       "\tPG5\\_13NFG & 0.54     & 0.46     & -0.0148  & -0.01006 & 0.40     & 0.41     & 0.34     & 0.45     & 0.42     & 0.84     & ...      & 0.47     & 0.47     & 0.46     & 0.45     & 0.46     & 0.45     & 0.49     & 0.47     & 0.45     & 0.48    \\\\\n",
+       "\tPG5\\_13Order & 0.54     & 0.46     & -0.0072  &  0.00100 & 0.40     & 0.40     & 0.32     & 0.44     & 0.41     & 0.83     & ...      & 0.46     & 0.47     & 0.46     & 0.45     & 0.47     & 0.46     & 0.48     & 0.47     & 0.44     & 0.47    \\\\\n",
+       "\tPG5\\_13Time & 0.54     & 0.53     &  0.0019  &  0.00513 & 0.39     & 0.41     & 0.32     & 0.44     & 0.41     & 0.82     & ...      & 0.46     & 0.46     & 0.47     & 0.44     & 0.46     & 0.46     & 0.48     & 0.47     & 0.45     & 0.48    \\\\\n",
+       "\tPG5Submit & 0.87     & 0.78     & -0.0059  &  0.01061 & 0.66     & 0.72     & 0.46     & 0.68     & 0.73     & 0.66     & ...      & 0.77     & 0.82     & 0.74     & 0.84     & 0.80     & 0.82     & 0.79     & 0.82     & 0.76     & 0.82    \\\\\n",
+       "\tPG6Resp & 0.88     & 0.78     &  0.0211  &  0.02630 & 0.65     & 0.67     & 0.44     & 0.66     & 0.68     & 0.51     & ...      & 0.78     & 0.80     & 0.73     & 0.78     & 0.78     & 0.79     & 0.79     & 0.77     & 0.74     & 0.79    \\\\\n",
+       "\tPG6Submit & 0.87     & 0.77     & -0.0014  &  0.02439 & 0.67     & 0.72     & 0.47     & 0.68     & 0.74     & 0.51     & ...      & 0.77     & 0.81     & 0.76     & 0.87     & 0.81     & 0.85     & 0.80     & 0.83     & 0.77     & 0.83    \\\\\n",
+       "\tPG7R & 0.87     & 0.77     & -0.0123  &  0.00710 & 0.65     & 0.65     & 0.48     & 0.69     & 0.66     & 0.52     & ...      & 0.75     & 0.76     & 0.76     & 0.76     & 0.77     & 0.76     & 0.80     & 0.76     & 0.74     & 0.77    \\\\\n",
+       "\tPG7Submit & 0.87     & 0.79     & -0.0023  &  0.01892 & 0.66     & 0.69     & 0.43     & 0.66     & 0.73     & 0.51     & ...      & 0.78     & 0.81     & 0.78     & 0.83     & 0.82     & 0.84     & 0.82     & 0.84     & 0.77     & 0.83    \\\\\n",
+       "\tPG8Resp & 0.86     & 0.77     & -0.0139  &  0.00357 & 0.64     & 0.65     & 0.42     & 0.64     & 0.67     & 0.49     & ...      & 1.00     & 0.87     & 0.74     & 0.77     & 0.77     & 0.77     & 0.80     & 0.79     & 0.74     & 0.78    \\\\\n",
+       "\tPG8Submit & 0.88     & 0.78     &  0.0139  &  0.03195 & 0.65     & 0.70     & 0.41     & 0.64     & 0.71     & 0.50     & ...      & 0.87     & 1.00     & 0.73     & 0.83     & 0.80     & 0.82     & 0.81     & 0.82     & 0.76     & 0.82    \\\\\n",
+       "\tPG9Resp & 0.86     & 0.77     & -0.0022  &  0.02070 & 0.66     & 0.64     & 0.48     & 0.68     & 0.63     & 0.49     & ...      & 0.74     & 0.73     & 1.00     & 0.76     & 0.74     & 0.74     & 0.81     & 0.76     & 0.77     & 0.77    \\\\\n",
+       "\tPG9Submit & 0.87     & 0.78     &  0.0038  &  0.02154 & 0.66     & 0.72     & 0.45     & 0.67     & 0.74     & 0.51     & ...      & 0.77     & 0.83     & 0.76     & 1.00     & 0.81     & 0.84     & 0.79     & 0.83     & 0.74     & 0.83    \\\\\n",
+       "\tPG10Resp & 0.88     & 0.77     & -0.0023  &  0.00782 & 0.66     & 0.68     & 0.43     & 0.66     & 0.73     & 0.49     & ...      & 0.77     & 0.80     & 0.74     & 0.81     & 1.00     & 0.94     & 0.81     & 0.82     & 0.73     & 0.81    \\\\\n",
+       "\tPG10Submit & 0.87     & 0.78     & -0.0159  & -0.00141 & 0.65     & 0.69     & 0.42     & 0.65     & 0.75     & 0.49     & ...      & 0.77     & 0.82     & 0.74     & 0.84     & 0.94     & 1.00     & 0.81     & 0.85     & 0.75     & 0.84    \\\\\n",
+       "\tPG11Resp & 0.91     & 0.79     & -0.0152  &  0.00818 & 0.69     & 0.69     & 0.48     & 0.69     & 0.69     & 0.51     & ...      & 0.80     & 0.81     & 0.81     & 0.79     & 0.81     & 0.81     & 1.00     & 0.85     & 0.80     & 0.82    \\\\\n",
+       "\tPG11Submit & 0.89     & 0.80     & -0.0142  & -0.00265 & 0.67     & 0.69     & 0.43     & 0.65     & 0.72     & 0.50     & ...      & 0.79     & 0.82     & 0.76     & 0.83     & 0.82     & 0.85     & 0.85     & 1.00     & 0.78     & 0.84    \\\\\n",
+       "\tPG12Resp & 0.85     & 0.76     & -0.0183  & -0.00509 & 0.65     & 0.64     & 0.45     & 0.65     & 0.64     & 0.47     & ...      & 0.74     & 0.76     & 0.77     & 0.74     & 0.73     & 0.75     & 0.80     & 0.78     & 1.00     & 0.80    \\\\\n",
+       "\tPG12Submit & 0.88     & 0.80     &  0.0164  &  0.03279 & 0.67     & 0.70     & 0.44     & 0.66     & 0.71     & 0.50     & ...      & 0.78     & 0.82     & 0.77     & 0.83     & 0.81     & 0.84     & 0.82     & 0.84     & 0.80     & 1.00    \\\\\n",
+       "\\end{tabular}\n"
+      ],
+      "text/markdown": [
+       "\n",
+       "| <!--/--> | Completed | End | PG0Dis | PG0Shown | PG2Resp.1 | PG3Submit | PG4Prm9_10 | PG4AllResp | PG4Submit | PG5_1RRPQ | ... | PG8Resp | PG8Submit | PG9Resp | PG9Submit | PG10Resp | PG10Submit | PG11Resp | PG11Submit | PG12Resp | PG12Submit | \n",
+       "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
+       "| Completed |  1.0000  | 0.880    | -0.00957 |  0.01311 | 0.7359   | 0.743    |  0.5312  |  0.7652  |  0.7466  |  0.5703  | ...      |  0.8601  | 0.876    |  0.8601  | 0.8730   |  0.8783  |  0.8744  |  0.9081  |  0.8870  |  0.8518  | 0.885    | \n",
+       "| End |  0.8796  | 1.000    |  0.01515 |  0.01445 | 0.6558   | 0.665    |  0.4581  |  0.6643  |  0.6589  |  0.4681  | ...      |  0.7650  | 0.779    |  0.7672  | 0.7767   |  0.7727  |  0.7815  |  0.7923  |  0.7983  |  0.7624  | 0.796    | \n",
+       "| PG0Dis | -0.0096  | 0.015    |  1.00000 |  0.89092 | 0.0078   | 0.024    | -0.0093  | -0.0013  | -0.0270  | -0.0058  | ...      | -0.0139  | 0.014    | -0.0022  | 0.0038   | -0.0023  | -0.0159  | -0.0152  | -0.0142  | -0.0183  | 0.016    | \n",
+       "| PG0Shown |  0.0131  | 0.014    |  0.89092 |  1.00000 | 0.0259   | 0.046    | -0.0033  |  0.0108  | -0.0054  |  0.0073  | ...      |  0.0036  | 0.032    |  0.0207  | 0.0215   |  0.0078  | -0.0014  |  0.0082  | -0.0027  | -0.0051  | 0.033    | \n",
+       "| PG2Resp.1 |  0.7359  | 0.656    |  0.00778 |  0.02585 | 1.0000   | 0.729    |  0.4421  |  0.6674  |  0.6761  |  0.4281  | ...      |  0.6437  | 0.646    |  0.6600  | 0.6605   |  0.6571  |  0.6501  |  0.6915  |  0.6679  |  0.6479  | 0.668    | \n",
+       "| PG3Submit |  0.7431  | 0.665    |  0.02376 |  0.04597 | 0.7293   | 1.000    |  0.4383  |  0.6704  |  0.7515  |  0.4412  | ...      |  0.6479  | 0.697    |  0.6384  | 0.7170   |  0.6763  |  0.6923  |  0.6882  |  0.6910  |  0.6361  | 0.696    | \n",
+       "| PG4Prm9_10 |  0.5312  | 0.458    | -0.00930 | -0.00333 | 0.4421   | 0.438    |  1.0000  |  0.8805  |  0.3759  |  0.3202  | ...      |  0.4155  | 0.414    |  0.4802  | 0.4521   |  0.4275  |  0.4181  |  0.4785  |  0.4332  |  0.4488  | 0.444    | \n",
+       "| PG4AllResp |  0.7652  | 0.664    | -0.00132 |  0.01079 | 0.6674   | 0.670    |  0.8805  |  1.0000  |  0.6667  |  0.4527  | ...      |  0.6354  | 0.645    |  0.6801  | 0.6722   |  0.6630  |  0.6549  |  0.6942  |  0.6545  |  0.6465  | 0.659    | \n",
+       "| PG4Submit |  0.7466  | 0.659    | -0.02698 | -0.00543 | 0.6761   | 0.752    |  0.3759  |  0.6667  |  1.0000  |  0.4491  | ...      |  0.6742  | 0.705    |  0.6338  | 0.7399   |  0.7324  |  0.7516  |  0.6934  |  0.7248  |  0.6395  | 0.715    | \n",
+       "| PG5_1RRPQ |  0.5703  | 0.468    | -0.00579 |  0.00730 | 0.4281   | 0.441    |  0.3202  |  0.4527  |  0.4491  |  1.0000  | ...      |  0.4874  | 0.498    |  0.4910  | 0.5072   |  0.4857  |  0.4869  |  0.5148  |  0.4964  |  0.4683  | 0.505    | \n",
+       "| PG5_1Order |  0.5726  | 0.477    | -0.00539 |  0.00618 | 0.4341   | 0.442    |  0.3310  |  0.4602  |  0.4481  |  0.9606  | ...      |  0.4940  | 0.499    |  0.4943  | 0.5089   |  0.4938  |  0.4968  |  0.5195  |  0.5013  |  0.4682  | 0.514    | \n",
+       "| PG5_1Time |  0.5711  | 0.562    |  0.01075 |  0.01932 | 0.4261   | 0.441    |  0.3064  |  0.4454  |  0.4466  |  0.9383  | ...      |  0.4970  | 0.502    |  0.5000  | 0.5064   |  0.4944  |  0.5065  |  0.5065  |  0.5045  |  0.4689  | 0.517    | \n",
+       "| PG5_2BNUI |  0.5319  | 0.444    | -0.00974 | -0.00337 | 0.4028   | 0.403    |  0.3205  |  0.4415  |  0.4027  |  0.8605  | ...      |  0.4590  | 0.451    |  0.4512  | 0.4506   |  0.4503  |  0.4387  |  0.4907  |  0.4578  |  0.4401  | 0.465    | \n",
+       "| PG5_2Order |  0.5332  | 0.448    | -0.01260 | -0.00836 | 0.4103   | 0.398    |  0.3170  |  0.4428  |  0.4048  |  0.8438  | ...      |  0.4535  | 0.449    |  0.4618  | 0.4527   |  0.4603  |  0.4520  |  0.4851  |  0.4646  |  0.4399  | 0.472    | \n",
+       "| PG5_2Time |  0.5305  | 0.522    |  0.00687 |  0.00680 | 0.4024   | 0.400    |  0.3070  |  0.4326  |  0.4079  |  0.8328  | ...      |  0.4576  | 0.453    |  0.4637  | 0.4529   |  0.4548  |  0.4502  |  0.4808  |  0.4633  |  0.4413  | 0.473    | \n",
+       "| PG5_3HDS |  0.6683  | 0.602    | -0.00140 | -0.00348 | 0.5056   | 0.494    |  0.3944  |  0.5420  |  0.5209  |  0.7069  | ...      |  0.5557  | 0.594    |  0.5821  | 0.6015   |  0.5809  |  0.5824  |  0.6211  |  0.5894  |  0.5785  | 0.615    | \n",
+       "| PG5_3Order |  0.6659  | 0.594    | -0.00207 | -0.00814 | 0.5077   | 0.488    |  0.4139  |  0.5561  |  0.5071  |  0.7466  | ...      |  0.5663  | 0.588    |  0.5778  | 0.5909   |  0.5794  |  0.5760  |  0.6200  |  0.5777  |  0.5611  | 0.607    | \n",
+       "| PG5_3Time |  0.6687  | 0.727    |  0.00653 | -0.00870 | 0.5025   | 0.492    |  0.4017  |  0.5444  |  0.4969  |  0.6566  | ...      |  0.5640  | 0.593    |  0.5924  | 0.5926   |  0.5705  |  0.5743  |  0.6051  |  0.5799  |  0.5772  | 0.613    | \n",
+       "| PG5_4VGP |  0.5905  | 0.510    |  0.00088 | -0.00099 | 0.4401   | 0.451    |  0.3470  |  0.4852  |  0.4581  |  0.7797  | ...      |  0.5078  | 0.510    |  0.5119  | 0.5007   |  0.5044  |  0.4973  |  0.5311  |  0.5150  |  0.4802  | 0.517    | \n",
+       "| PG5_4Order |  0.5915  | 0.521    | -0.00245 | -0.00085 | 0.4462   | 0.454    |  0.3666  |  0.4987  |  0.4552  |  0.7957  | ...      |  0.5009  | 0.511    |  0.5124  | 0.5054   |  0.5112  |  0.5019  |  0.5261  |  0.5071  |  0.4793  | 0.511    | \n",
+       "| PG5_4Time |  0.5890  | 0.607    |  0.01836 |  0.01406 | 0.4374   | 0.464    |  0.3594  |  0.4928  |  0.4586  |  0.7344  | ...      |  0.5090  | 0.511    |  0.5185  | 0.5084   |  0.5126  |  0.5089  |  0.5242  |  0.5139  |  0.4787  | 0.518    | \n",
+       "| PG5_5PHR |  0.6762  | 0.588    |  0.00662 |  0.00579 | 0.5284   | 0.525    |  0.4106  |  0.5690  |  0.5131  |  0.6925  | ...      |  0.6099  | 0.612    |  0.5900  | 0.5986   |  0.5613  |  0.5722  |  0.6245  |  0.5864  |  0.5598  | 0.597    | \n",
+       "| PG5_5Order |  0.6760  | 0.585    |  0.00980 |  0.01466 | 0.5160   | 0.524    |  0.4167  |  0.5696  |  0.5051  |  0.7464  | ...      |  0.5958  | 0.597    |  0.5921  | 0.5779   |  0.5584  |  0.5643  |  0.6191  |  0.5799  |  0.5731  | 0.599    | \n",
+       "| PG5_5Time |  0.6740  | 0.721    |  0.03829 |  0.03404 | 0.5032   | 0.530    |  0.4265  |  0.5745  |  0.4891  |  0.6412  | ...      |  0.5909  | 0.597    |  0.5999  | 0.5818   |  0.5416  |  0.5561  |  0.6117  |  0.5761  |  0.5707  | 0.609    | \n",
+       "| PG5_6SSYOP |  0.5948  | 0.522    |  0.00642 |  0.01283 | 0.4455   | 0.465    |  0.3479  |  0.4872  |  0.4686  |  0.7809  | ...      |  0.5267  | 0.514    |  0.5176  | 0.5183   |  0.5131  |  0.5078  |  0.5297  |  0.5159  |  0.4957  | 0.521    | \n",
+       "| PG5_6Order |  0.5940  | 0.525    |  0.00242 |  0.00979 | 0.4424   | 0.461    |  0.3368  |  0.4791  |  0.4763  |  0.7919  | ...      |  0.5200  | 0.515    |  0.5060  | 0.5149   |  0.5221  |  0.5166  |  0.5257  |  0.5170  |  0.4994  | 0.527    | \n",
+       "| PG5_6Time |  0.5932  | 0.620    |  0.02438 |  0.02523 | 0.4421   | 0.461    |  0.3333  |  0.4778  |  0.4719  |  0.7304  | ...      |  0.5256  | 0.511    |  0.5219  | 0.5200   |  0.5184  |  0.5190  |  0.5210  |  0.5184  |  0.5007  | 0.529    | \n",
+       "| PG5_7NDYP |  0.5236  | 0.443    |  0.00459 |  0.00386 | 0.4132   | 0.396    |  0.3146  |  0.4358  |  0.3919  |  0.8322  | ...      |  0.4619  | 0.447    |  0.4515  | 0.4419   |  0.4268  |  0.4305  |  0.4682  |  0.4468  |  0.4164  | 0.456    | \n",
+       "| PG5_7Order |  0.5221  | 0.447    |  0.00261 |  0.00232 | 0.4066   | 0.394    |  0.3107  |  0.4332  |  0.3940  |  0.8261  | ...      |  0.4545  | 0.441    |  0.4464  | 0.4441   |  0.4421  |  0.4395  |  0.4717  |  0.4470  |  0.4107  | 0.448    | \n",
+       "| PG5_7Time |  0.5213  | 0.519    |  0.01437 |  0.01468 | 0.4058   | 0.394    |  0.3044  |  0.4293  |  0.3876  |  0.8121  | ...      |  0.4637  | 0.447    |  0.4596  | 0.4436   |  0.4331  |  0.4397  |  0.4635  |  0.4487  |  0.4171  | 0.459    | \n",
+       "| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |     | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | \n",
+       "| PG5_9FRP | 0.69     | 0.61     |  0.0076  |  0.01624 | 0.52     | 0.52     | 0.38     | 0.56     | 0.52     | 0.69     | ...      | 0.60     | 0.60     | 0.61     | 0.60     | 0.60     | 0.59     | 0.64     | 0.60     | 0.57     | 0.61     | \n",
+       "| PG5_9Order | 0.69     | 0.61     | -0.0052  | -0.00201 | 0.51     | 0.51     | 0.41     | 0.57     | 0.52     | 0.73     | ...      | 0.60     | 0.59     | 0.61     | 0.59     | 0.59     | 0.58     | 0.63     | 0.60     | 0.57     | 0.60     | \n",
+       "| PG5_9Time | 0.69     | 0.74     |  0.0358  |  0.03373 | 0.49     | 0.53     | 0.41     | 0.57     | 0.51     | 0.63     | ...      | 0.60     | 0.61     | 0.61     | 0.59     | 0.59     | 0.60     | 0.62     | 0.60     | 0.58     | 0.62     | \n",
+       "| PG5_10RPA | 0.65     | 0.59     | -0.0010  | -0.00692 | 0.49     | 0.50     | 0.40     | 0.54     | 0.49     | 0.70     | ...      | 0.58     | 0.58     | 0.58     | 0.56     | 0.56     | 0.55     | 0.59     | 0.57     | 0.56     | 0.58     | \n",
+       "| PG5_10Order | 0.65     | 0.58     |  0.0015  | -0.00048 | 0.48     | 0.51     | 0.42     | 0.56     | 0.49     | 0.75     | ...      | 0.57     | 0.58     | 0.57     | 0.56     | 0.56     | 0.55     | 0.59     | 0.56     | 0.55     | 0.57     | \n",
+       "| PG5_10Time | 0.65     | 0.70     |  0.0128  | -0.00336 | 0.47     | 0.51     | 0.43     | 0.56     | 0.48     | 0.64     | ...      | 0.57     | 0.58     | 0.58     | 0.56     | 0.54     | 0.54     | 0.58     | 0.56     | 0.56     | 0.58     | \n",
+       "| PG5_11NSG | 0.56     | 0.49     | -0.0145  | -0.00783 | 0.43     | 0.43     | 0.34     | 0.46     | 0.43     | 0.82     | ...      | 0.48     | 0.49     | 0.49     | 0.48     | 0.48     | 0.48     | 0.49     | 0.48     | 0.47     | 0.49     | \n",
+       "| PG5_11Order | 0.56     | 0.48     | -0.0158  | -0.00657 | 0.42     | 0.42     | 0.32     | 0.45     | 0.44     | 0.81     | ...      | 0.48     | 0.48     | 0.48     | 0.48     | 0.50     | 0.49     | 0.50     | 0.49     | 0.46     | 0.49     | \n",
+       "| PG5_11Time | 0.56     | 0.56     | -0.0044  | -0.00080 | 0.42     | 0.42     | 0.32     | 0.45     | 0.43     | 0.78     | ...      | 0.48     | 0.48     | 0.49     | 0.47     | 0.49     | 0.49     | 0.49     | 0.49     | 0.46     | 0.50     | \n",
+       "| PG5_12NWG | 0.55     | 0.47     | -0.0060  |  0.00142 | 0.41     | 0.41     | 0.33     | 0.45     | 0.41     | 0.83     | ...      | 0.47     | 0.47     | 0.47     | 0.47     | 0.47     | 0.47     | 0.49     | 0.47     | 0.45     | 0.48     | \n",
+       "| PG5_12Order | 0.54     | 0.46     | -0.0105  | -0.00222 | 0.42     | 0.41     | 0.31     | 0.44     | 0.42     | 0.83     | ...      | 0.46     | 0.47     | 0.47     | 0.47     | 0.48     | 0.47     | 0.49     | 0.47     | 0.45     | 0.48     | \n",
+       "| PG5_12Time | 0.54     | 0.54     |  0.0074  |  0.01123 | 0.41     | 0.41     | 0.31     | 0.44     | 0.41     | 0.81     | ...      | 0.47     | 0.47     | 0.48     | 0.46     | 0.47     | 0.47     | 0.48     | 0.47     | 0.44     | 0.48     | \n",
+       "| PG5_13NFG | 0.54     | 0.46     | -0.0148  | -0.01006 | 0.40     | 0.41     | 0.34     | 0.45     | 0.42     | 0.84     | ...      | 0.47     | 0.47     | 0.46     | 0.45     | 0.46     | 0.45     | 0.49     | 0.47     | 0.45     | 0.48     | \n",
+       "| PG5_13Order | 0.54     | 0.46     | -0.0072  |  0.00100 | 0.40     | 0.40     | 0.32     | 0.44     | 0.41     | 0.83     | ...      | 0.46     | 0.47     | 0.46     | 0.45     | 0.47     | 0.46     | 0.48     | 0.47     | 0.44     | 0.47     | \n",
+       "| PG5_13Time | 0.54     | 0.53     |  0.0019  |  0.00513 | 0.39     | 0.41     | 0.32     | 0.44     | 0.41     | 0.82     | ...      | 0.46     | 0.46     | 0.47     | 0.44     | 0.46     | 0.46     | 0.48     | 0.47     | 0.45     | 0.48     | \n",
+       "| PG5Submit | 0.87     | 0.78     | -0.0059  |  0.01061 | 0.66     | 0.72     | 0.46     | 0.68     | 0.73     | 0.66     | ...      | 0.77     | 0.82     | 0.74     | 0.84     | 0.80     | 0.82     | 0.79     | 0.82     | 0.76     | 0.82     | \n",
+       "| PG6Resp | 0.88     | 0.78     |  0.0211  |  0.02630 | 0.65     | 0.67     | 0.44     | 0.66     | 0.68     | 0.51     | ...      | 0.78     | 0.80     | 0.73     | 0.78     | 0.78     | 0.79     | 0.79     | 0.77     | 0.74     | 0.79     | \n",
+       "| PG6Submit | 0.87     | 0.77     | -0.0014  |  0.02439 | 0.67     | 0.72     | 0.47     | 0.68     | 0.74     | 0.51     | ...      | 0.77     | 0.81     | 0.76     | 0.87     | 0.81     | 0.85     | 0.80     | 0.83     | 0.77     | 0.83     | \n",
+       "| PG7R | 0.87     | 0.77     | -0.0123  |  0.00710 | 0.65     | 0.65     | 0.48     | 0.69     | 0.66     | 0.52     | ...      | 0.75     | 0.76     | 0.76     | 0.76     | 0.77     | 0.76     | 0.80     | 0.76     | 0.74     | 0.77     | \n",
+       "| PG7Submit | 0.87     | 0.79     | -0.0023  |  0.01892 | 0.66     | 0.69     | 0.43     | 0.66     | 0.73     | 0.51     | ...      | 0.78     | 0.81     | 0.78     | 0.83     | 0.82     | 0.84     | 0.82     | 0.84     | 0.77     | 0.83     | \n",
+       "| PG8Resp | 0.86     | 0.77     | -0.0139  |  0.00357 | 0.64     | 0.65     | 0.42     | 0.64     | 0.67     | 0.49     | ...      | 1.00     | 0.87     | 0.74     | 0.77     | 0.77     | 0.77     | 0.80     | 0.79     | 0.74     | 0.78     | \n",
+       "| PG8Submit | 0.88     | 0.78     |  0.0139  |  0.03195 | 0.65     | 0.70     | 0.41     | 0.64     | 0.71     | 0.50     | ...      | 0.87     | 1.00     | 0.73     | 0.83     | 0.80     | 0.82     | 0.81     | 0.82     | 0.76     | 0.82     | \n",
+       "| PG9Resp | 0.86     | 0.77     | -0.0022  |  0.02070 | 0.66     | 0.64     | 0.48     | 0.68     | 0.63     | 0.49     | ...      | 0.74     | 0.73     | 1.00     | 0.76     | 0.74     | 0.74     | 0.81     | 0.76     | 0.77     | 0.77     | \n",
+       "| PG9Submit | 0.87     | 0.78     |  0.0038  |  0.02154 | 0.66     | 0.72     | 0.45     | 0.67     | 0.74     | 0.51     | ...      | 0.77     | 0.83     | 0.76     | 1.00     | 0.81     | 0.84     | 0.79     | 0.83     | 0.74     | 0.83     | \n",
+       "| PG10Resp | 0.88     | 0.77     | -0.0023  |  0.00782 | 0.66     | 0.68     | 0.43     | 0.66     | 0.73     | 0.49     | ...      | 0.77     | 0.80     | 0.74     | 0.81     | 1.00     | 0.94     | 0.81     | 0.82     | 0.73     | 0.81     | \n",
+       "| PG10Submit | 0.87     | 0.78     | -0.0159  | -0.00141 | 0.65     | 0.69     | 0.42     | 0.65     | 0.75     | 0.49     | ...      | 0.77     | 0.82     | 0.74     | 0.84     | 0.94     | 1.00     | 0.81     | 0.85     | 0.75     | 0.84     | \n",
+       "| PG11Resp | 0.91     | 0.79     | -0.0152  |  0.00818 | 0.69     | 0.69     | 0.48     | 0.69     | 0.69     | 0.51     | ...      | 0.80     | 0.81     | 0.81     | 0.79     | 0.81     | 0.81     | 1.00     | 0.85     | 0.80     | 0.82     | \n",
+       "| PG11Submit | 0.89     | 0.80     | -0.0142  | -0.00265 | 0.67     | 0.69     | 0.43     | 0.65     | 0.72     | 0.50     | ...      | 0.79     | 0.82     | 0.76     | 0.83     | 0.82     | 0.85     | 0.85     | 1.00     | 0.78     | 0.84     | \n",
+       "| PG12Resp | 0.85     | 0.76     | -0.0183  | -0.00509 | 0.65     | 0.64     | 0.45     | 0.65     | 0.64     | 0.47     | ...      | 0.74     | 0.76     | 0.77     | 0.74     | 0.73     | 0.75     | 0.80     | 0.78     | 1.00     | 0.80     | \n",
+       "| PG12Submit | 0.88     | 0.80     |  0.0164  |  0.03279 | 0.67     | 0.70     | 0.44     | 0.66     | 0.71     | 0.50     | ...      | 0.78     | 0.82     | 0.77     | 0.83     | 0.81     | 0.84     | 0.82     | 0.84     | 0.80     | 1.00     | \n",
+       "\n",
+       "\n"
+      ],
+      "text/plain": [
+       "            Completed End   PG0Dis   PG0Shown PG2Resp.1 PG3Submit PG4Prm9_10\n",
+       "Completed    1.0000   0.880 -0.00957  0.01311 0.7359    0.743      0.5312   \n",
+       "End          0.8796   1.000  0.01515  0.01445 0.6558    0.665      0.4581   \n",
+       "PG0Dis      -0.0096   0.015  1.00000  0.89092 0.0078    0.024     -0.0093   \n",
+       "PG0Shown     0.0131   0.014  0.89092  1.00000 0.0259    0.046     -0.0033   \n",
+       "PG2Resp.1    0.7359   0.656  0.00778  0.02585 1.0000    0.729      0.4421   \n",
+       "PG3Submit    0.7431   0.665  0.02376  0.04597 0.7293    1.000      0.4383   \n",
+       "PG4Prm9_10   0.5312   0.458 -0.00930 -0.00333 0.4421    0.438      1.0000   \n",
+       "PG4AllResp   0.7652   0.664 -0.00132  0.01079 0.6674    0.670      0.8805   \n",
+       "PG4Submit    0.7466   0.659 -0.02698 -0.00543 0.6761    0.752      0.3759   \n",
+       "PG5_1RRPQ    0.5703   0.468 -0.00579  0.00730 0.4281    0.441      0.3202   \n",
+       "PG5_1Order   0.5726   0.477 -0.00539  0.00618 0.4341    0.442      0.3310   \n",
+       "PG5_1Time    0.5711   0.562  0.01075  0.01932 0.4261    0.441      0.3064   \n",
+       "PG5_2BNUI    0.5319   0.444 -0.00974 -0.00337 0.4028    0.403      0.3205   \n",
+       "PG5_2Order   0.5332   0.448 -0.01260 -0.00836 0.4103    0.398      0.3170   \n",
+       "PG5_2Time    0.5305   0.522  0.00687  0.00680 0.4024    0.400      0.3070   \n",
+       "PG5_3HDS     0.6683   0.602 -0.00140 -0.00348 0.5056    0.494      0.3944   \n",
+       "PG5_3Order   0.6659   0.594 -0.00207 -0.00814 0.5077    0.488      0.4139   \n",
+       "PG5_3Time    0.6687   0.727  0.00653 -0.00870 0.5025    0.492      0.4017   \n",
+       "PG5_4VGP     0.5905   0.510  0.00088 -0.00099 0.4401    0.451      0.3470   \n",
+       "PG5_4Order   0.5915   0.521 -0.00245 -0.00085 0.4462    0.454      0.3666   \n",
+       "PG5_4Time    0.5890   0.607  0.01836  0.01406 0.4374    0.464      0.3594   \n",
+       "PG5_5PHR     0.6762   0.588  0.00662  0.00579 0.5284    0.525      0.4106   \n",
+       "PG5_5Order   0.6760   0.585  0.00980  0.01466 0.5160    0.524      0.4167   \n",
+       "PG5_5Time    0.6740   0.721  0.03829  0.03404 0.5032    0.530      0.4265   \n",
+       "PG5_6SSYOP   0.5948   0.522  0.00642  0.01283 0.4455    0.465      0.3479   \n",
+       "PG5_6Order   0.5940   0.525  0.00242  0.00979 0.4424    0.461      0.3368   \n",
+       "PG5_6Time    0.5932   0.620  0.02438  0.02523 0.4421    0.461      0.3333   \n",
+       "PG5_7NDYP    0.5236   0.443  0.00459  0.00386 0.4132    0.396      0.3146   \n",
+       "PG5_7Order   0.5221   0.447  0.00261  0.00232 0.4066    0.394      0.3107   \n",
+       "PG5_7Time    0.5213   0.519  0.01437  0.01468 0.4058    0.394      0.3044   \n",
+       "...         ...       ...   ...      ...      ...       ...       ...       \n",
+       "PG5_9FRP    0.69      0.61   0.0076   0.01624 0.52      0.52      0.38      \n",
+       "PG5_9Order  0.69      0.61  -0.0052  -0.00201 0.51      0.51      0.41      \n",
+       "PG5_9Time   0.69      0.74   0.0358   0.03373 0.49      0.53      0.41      \n",
+       "PG5_10RPA   0.65      0.59  -0.0010  -0.00692 0.49      0.50      0.40      \n",
+       "PG5_10Order 0.65      0.58   0.0015  -0.00048 0.48      0.51      0.42      \n",
+       "PG5_10Time  0.65      0.70   0.0128  -0.00336 0.47      0.51      0.43      \n",
+       "PG5_11NSG   0.56      0.49  -0.0145  -0.00783 0.43      0.43      0.34      \n",
+       "PG5_11Order 0.56      0.48  -0.0158  -0.00657 0.42      0.42      0.32      \n",
+       "PG5_11Time  0.56      0.56  -0.0044  -0.00080 0.42      0.42      0.32      \n",
+       "PG5_12NWG   0.55      0.47  -0.0060   0.00142 0.41      0.41      0.33      \n",
+       "PG5_12Order 0.54      0.46  -0.0105  -0.00222 0.42      0.41      0.31      \n",
+       "PG5_12Time  0.54      0.54   0.0074   0.01123 0.41      0.41      0.31      \n",
+       "PG5_13NFG   0.54      0.46  -0.0148  -0.01006 0.40      0.41      0.34      \n",
+       "PG5_13Order 0.54      0.46  -0.0072   0.00100 0.40      0.40      0.32      \n",
+       "PG5_13Time  0.54      0.53   0.0019   0.00513 0.39      0.41      0.32      \n",
+       "PG5Submit   0.87      0.78  -0.0059   0.01061 0.66      0.72      0.46      \n",
+       "PG6Resp     0.88      0.78   0.0211   0.02630 0.65      0.67      0.44      \n",
+       "PG6Submit   0.87      0.77  -0.0014   0.02439 0.67      0.72      0.47      \n",
+       "PG7R        0.87      0.77  -0.0123   0.00710 0.65      0.65      0.48      \n",
+       "PG7Submit   0.87      0.79  -0.0023   0.01892 0.66      0.69      0.43      \n",
+       "PG8Resp     0.86      0.77  -0.0139   0.00357 0.64      0.65      0.42      \n",
+       "PG8Submit   0.88      0.78   0.0139   0.03195 0.65      0.70      0.41      \n",
+       "PG9Resp     0.86      0.77  -0.0022   0.02070 0.66      0.64      0.48      \n",
+       "PG9Submit   0.87      0.78   0.0038   0.02154 0.66      0.72      0.45      \n",
+       "PG10Resp    0.88      0.77  -0.0023   0.00782 0.66      0.68      0.43      \n",
+       "PG10Submit  0.87      0.78  -0.0159  -0.00141 0.65      0.69      0.42      \n",
+       "PG11Resp    0.91      0.79  -0.0152   0.00818 0.69      0.69      0.48      \n",
+       "PG11Submit  0.89      0.80  -0.0142  -0.00265 0.67      0.69      0.43      \n",
+       "PG12Resp    0.85      0.76  -0.0183  -0.00509 0.65      0.64      0.45      \n",
+       "PG12Submit  0.88      0.80   0.0164   0.03279 0.67      0.70      0.44      \n",
+       "            PG4AllResp PG4Submit PG5_1RRPQ ... PG8Resp PG8Submit PG9Resp\n",
+       "Completed    0.7652     0.7466    0.5703   ...  0.8601 0.876      0.8601\n",
+       "End          0.6643     0.6589    0.4681   ...  0.7650 0.779      0.7672\n",
+       "PG0Dis      -0.0013    -0.0270   -0.0058   ... -0.0139 0.014     -0.0022\n",
+       "PG0Shown     0.0108    -0.0054    0.0073   ...  0.0036 0.032      0.0207\n",
+       "PG2Resp.1    0.6674     0.6761    0.4281   ...  0.6437 0.646      0.6600\n",
+       "PG3Submit    0.6704     0.7515    0.4412   ...  0.6479 0.697      0.6384\n",
+       "PG4Prm9_10   0.8805     0.3759    0.3202   ...  0.4155 0.414      0.4802\n",
+       "PG4AllResp   1.0000     0.6667    0.4527   ...  0.6354 0.645      0.6801\n",
+       "PG4Submit    0.6667     1.0000    0.4491   ...  0.6742 0.705      0.6338\n",
+       "PG5_1RRPQ    0.4527     0.4491    1.0000   ...  0.4874 0.498      0.4910\n",
+       "PG5_1Order   0.4602     0.4481    0.9606   ...  0.4940 0.499      0.4943\n",
+       "PG5_1Time    0.4454     0.4466    0.9383   ...  0.4970 0.502      0.5000\n",
+       "PG5_2BNUI    0.4415     0.4027    0.8605   ...  0.4590 0.451      0.4512\n",
+       "PG5_2Order   0.4428     0.4048    0.8438   ...  0.4535 0.449      0.4618\n",
+       "PG5_2Time    0.4326     0.4079    0.8328   ...  0.4576 0.453      0.4637\n",
+       "PG5_3HDS     0.5420     0.5209    0.7069   ...  0.5557 0.594      0.5821\n",
+       "PG5_3Order   0.5561     0.5071    0.7466   ...  0.5663 0.588      0.5778\n",
+       "PG5_3Time    0.5444     0.4969    0.6566   ...  0.5640 0.593      0.5924\n",
+       "PG5_4VGP     0.4852     0.4581    0.7797   ...  0.5078 0.510      0.5119\n",
+       "PG5_4Order   0.4987     0.4552    0.7957   ...  0.5009 0.511      0.5124\n",
+       "PG5_4Time    0.4928     0.4586    0.7344   ...  0.5090 0.511      0.5185\n",
+       "PG5_5PHR     0.5690     0.5131    0.6925   ...  0.6099 0.612      0.5900\n",
+       "PG5_5Order   0.5696     0.5051    0.7464   ...  0.5958 0.597      0.5921\n",
+       "PG5_5Time    0.5745     0.4891    0.6412   ...  0.5909 0.597      0.5999\n",
+       "PG5_6SSYOP   0.4872     0.4686    0.7809   ...  0.5267 0.514      0.5176\n",
+       "PG5_6Order   0.4791     0.4763    0.7919   ...  0.5200 0.515      0.5060\n",
+       "PG5_6Time    0.4778     0.4719    0.7304   ...  0.5256 0.511      0.5219\n",
+       "PG5_7NDYP    0.4358     0.3919    0.8322   ...  0.4619 0.447      0.4515\n",
+       "PG5_7Order   0.4332     0.3940    0.8261   ...  0.4545 0.441      0.4464\n",
+       "PG5_7Time    0.4293     0.3876    0.8121   ...  0.4637 0.447      0.4596\n",
+       "...         ...        ...       ...           ...     ...       ...    \n",
+       "PG5_9FRP    0.56       0.52      0.69      ... 0.60    0.60      0.61   \n",
+       "PG5_9Order  0.57       0.52      0.73      ... 0.60    0.59      0.61   \n",
+       "PG5_9Time   0.57       0.51      0.63      ... 0.60    0.61      0.61   \n",
+       "PG5_10RPA   0.54       0.49      0.70      ... 0.58    0.58      0.58   \n",
+       "PG5_10Order 0.56       0.49      0.75      ... 0.57    0.58      0.57   \n",
+       "PG5_10Time  0.56       0.48      0.64      ... 0.57    0.58      0.58   \n",
+       "PG5_11NSG   0.46       0.43      0.82      ... 0.48    0.49      0.49   \n",
+       "PG5_11Order 0.45       0.44      0.81      ... 0.48    0.48      0.48   \n",
+       "PG5_11Time  0.45       0.43      0.78      ... 0.48    0.48      0.49   \n",
+       "PG5_12NWG   0.45       0.41      0.83      ... 0.47    0.47      0.47   \n",
+       "PG5_12Order 0.44       0.42      0.83      ... 0.46    0.47      0.47   \n",
+       "PG5_12Time  0.44       0.41      0.81      ... 0.47    0.47      0.48   \n",
+       "PG5_13NFG   0.45       0.42      0.84      ... 0.47    0.47      0.46   \n",
+       "PG5_13Order 0.44       0.41      0.83      ... 0.46    0.47      0.46   \n",
+       "PG5_13Time  0.44       0.41      0.82      ... 0.46    0.46      0.47   \n",
+       "PG5Submit   0.68       0.73      0.66      ... 0.77    0.82      0.74   \n",
+       "PG6Resp     0.66       0.68      0.51      ... 0.78    0.80      0.73   \n",
+       "PG6Submit   0.68       0.74      0.51      ... 0.77    0.81      0.76   \n",
+       "PG7R        0.69       0.66      0.52      ... 0.75    0.76      0.76   \n",
+       "PG7Submit   0.66       0.73      0.51      ... 0.78    0.81      0.78   \n",
+       "PG8Resp     0.64       0.67      0.49      ... 1.00    0.87      0.74   \n",
+       "PG8Submit   0.64       0.71      0.50      ... 0.87    1.00      0.73   \n",
+       "PG9Resp     0.68       0.63      0.49      ... 0.74    0.73      1.00   \n",
+       "PG9Submit   0.67       0.74      0.51      ... 0.77    0.83      0.76   \n",
+       "PG10Resp    0.66       0.73      0.49      ... 0.77    0.80      0.74   \n",
+       "PG10Submit  0.65       0.75      0.49      ... 0.77    0.82      0.74   \n",
+       "PG11Resp    0.69       0.69      0.51      ... 0.80    0.81      0.81   \n",
+       "PG11Submit  0.65       0.72      0.50      ... 0.79    0.82      0.76   \n",
+       "PG12Resp    0.65       0.64      0.47      ... 0.74    0.76      0.77   \n",
+       "PG12Submit  0.66       0.71      0.50      ... 0.78    0.82      0.77   \n",
+       "            PG9Submit PG10Resp PG10Submit PG11Resp PG11Submit PG12Resp\n",
+       "Completed   0.8730     0.8783   0.8744     0.9081   0.8870     0.8518 \n",
+       "End         0.7767     0.7727   0.7815     0.7923   0.7983     0.7624 \n",
+       "PG0Dis      0.0038    -0.0023  -0.0159    -0.0152  -0.0142    -0.0183 \n",
+       "PG0Shown    0.0215     0.0078  -0.0014     0.0082  -0.0027    -0.0051 \n",
+       "PG2Resp.1   0.6605     0.6571   0.6501     0.6915   0.6679     0.6479 \n",
+       "PG3Submit   0.7170     0.6763   0.6923     0.6882   0.6910     0.6361 \n",
+       "PG4Prm9_10  0.4521     0.4275   0.4181     0.4785   0.4332     0.4488 \n",
+       "PG4AllResp  0.6722     0.6630   0.6549     0.6942   0.6545     0.6465 \n",
+       "PG4Submit   0.7399     0.7324   0.7516     0.6934   0.7248     0.6395 \n",
+       "PG5_1RRPQ   0.5072     0.4857   0.4869     0.5148   0.4964     0.4683 \n",
+       "PG5_1Order  0.5089     0.4938   0.4968     0.5195   0.5013     0.4682 \n",
+       "PG5_1Time   0.5064     0.4944   0.5065     0.5065   0.5045     0.4689 \n",
+       "PG5_2BNUI   0.4506     0.4503   0.4387     0.4907   0.4578     0.4401 \n",
+       "PG5_2Order  0.4527     0.4603   0.4520     0.4851   0.4646     0.4399 \n",
+       "PG5_2Time   0.4529     0.4548   0.4502     0.4808   0.4633     0.4413 \n",
+       "PG5_3HDS    0.6015     0.5809   0.5824     0.6211   0.5894     0.5785 \n",
+       "PG5_3Order  0.5909     0.5794   0.5760     0.6200   0.5777     0.5611 \n",
+       "PG5_3Time   0.5926     0.5705   0.5743     0.6051   0.5799     0.5772 \n",
+       "PG5_4VGP    0.5007     0.5044   0.4973     0.5311   0.5150     0.4802 \n",
+       "PG5_4Order  0.5054     0.5112   0.5019     0.5261   0.5071     0.4793 \n",
+       "PG5_4Time   0.5084     0.5126   0.5089     0.5242   0.5139     0.4787 \n",
+       "PG5_5PHR    0.5986     0.5613   0.5722     0.6245   0.5864     0.5598 \n",
+       "PG5_5Order  0.5779     0.5584   0.5643     0.6191   0.5799     0.5731 \n",
+       "PG5_5Time   0.5818     0.5416   0.5561     0.6117   0.5761     0.5707 \n",
+       "PG5_6SSYOP  0.5183     0.5131   0.5078     0.5297   0.5159     0.4957 \n",
+       "PG5_6Order  0.5149     0.5221   0.5166     0.5257   0.5170     0.4994 \n",
+       "PG5_6Time   0.5200     0.5184   0.5190     0.5210   0.5184     0.5007 \n",
+       "PG5_7NDYP   0.4419     0.4268   0.4305     0.4682   0.4468     0.4164 \n",
+       "PG5_7Order  0.4441     0.4421   0.4395     0.4717   0.4470     0.4107 \n",
+       "PG5_7Time   0.4436     0.4331   0.4397     0.4635   0.4487     0.4171 \n",
+       "...         ...       ...      ...        ...      ...        ...     \n",
+       "PG5_9FRP    0.60      0.60     0.59       0.64     0.60       0.57    \n",
+       "PG5_9Order  0.59      0.59     0.58       0.63     0.60       0.57    \n",
+       "PG5_9Time   0.59      0.59     0.60       0.62     0.60       0.58    \n",
+       "PG5_10RPA   0.56      0.56     0.55       0.59     0.57       0.56    \n",
+       "PG5_10Order 0.56      0.56     0.55       0.59     0.56       0.55    \n",
+       "PG5_10Time  0.56      0.54     0.54       0.58     0.56       0.56    \n",
+       "PG5_11NSG   0.48      0.48     0.48       0.49     0.48       0.47    \n",
+       "PG5_11Order 0.48      0.50     0.49       0.50     0.49       0.46    \n",
+       "PG5_11Time  0.47      0.49     0.49       0.49     0.49       0.46    \n",
+       "PG5_12NWG   0.47      0.47     0.47       0.49     0.47       0.45    \n",
+       "PG5_12Order 0.47      0.48     0.47       0.49     0.47       0.45    \n",
+       "PG5_12Time  0.46      0.47     0.47       0.48     0.47       0.44    \n",
+       "PG5_13NFG   0.45      0.46     0.45       0.49     0.47       0.45    \n",
+       "PG5_13Order 0.45      0.47     0.46       0.48     0.47       0.44    \n",
+       "PG5_13Time  0.44      0.46     0.46       0.48     0.47       0.45    \n",
+       "PG5Submit   0.84      0.80     0.82       0.79     0.82       0.76    \n",
+       "PG6Resp     0.78      0.78     0.79       0.79     0.77       0.74    \n",
+       "PG6Submit   0.87      0.81     0.85       0.80     0.83       0.77    \n",
+       "PG7R        0.76      0.77     0.76       0.80     0.76       0.74    \n",
+       "PG7Submit   0.83      0.82     0.84       0.82     0.84       0.77    \n",
+       "PG8Resp     0.77      0.77     0.77       0.80     0.79       0.74    \n",
+       "PG8Submit   0.83      0.80     0.82       0.81     0.82       0.76    \n",
+       "PG9Resp     0.76      0.74     0.74       0.81     0.76       0.77    \n",
+       "PG9Submit   1.00      0.81     0.84       0.79     0.83       0.74    \n",
+       "PG10Resp    0.81      1.00     0.94       0.81     0.82       0.73    \n",
+       "PG10Submit  0.84      0.94     1.00       0.81     0.85       0.75    \n",
+       "PG11Resp    0.79      0.81     0.81       1.00     0.85       0.80    \n",
+       "PG11Submit  0.83      0.82     0.85       0.85     1.00       0.78    \n",
+       "PG12Resp    0.74      0.73     0.75       0.80     0.78       1.00    \n",
+       "PG12Submit  0.83      0.81     0.84       0.82     0.84       0.80    \n",
+       "            PG12Submit\n",
+       "Completed   0.885     \n",
+       "End         0.796     \n",
+       "PG0Dis      0.016     \n",
+       "PG0Shown    0.033     \n",
+       "PG2Resp.1   0.668     \n",
+       "PG3Submit   0.696     \n",
+       "PG4Prm9_10  0.444     \n",
+       "PG4AllResp  0.659     \n",
+       "PG4Submit   0.715     \n",
+       "PG5_1RRPQ   0.505     \n",
+       "PG5_1Order  0.514     \n",
+       "PG5_1Time   0.517     \n",
+       "PG5_2BNUI   0.465     \n",
+       "PG5_2Order  0.472     \n",
+       "PG5_2Time   0.473     \n",
+       "PG5_3HDS    0.615     \n",
+       "PG5_3Order  0.607     \n",
+       "PG5_3Time   0.613     \n",
+       "PG5_4VGP    0.517     \n",
+       "PG5_4Order  0.511     \n",
+       "PG5_4Time   0.518     \n",
+       "PG5_5PHR    0.597     \n",
+       "PG5_5Order  0.599     \n",
+       "PG5_5Time   0.609     \n",
+       "PG5_6SSYOP  0.521     \n",
+       "PG5_6Order  0.527     \n",
+       "PG5_6Time   0.529     \n",
+       "PG5_7NDYP   0.456     \n",
+       "PG5_7Order  0.448     \n",
+       "PG5_7Time   0.459     \n",
+       "...         ...       \n",
+       "PG5_9FRP    0.61      \n",
+       "PG5_9Order  0.60      \n",
+       "PG5_9Time   0.62      \n",
+       "PG5_10RPA   0.58      \n",
+       "PG5_10Order 0.57      \n",
+       "PG5_10Time  0.58      \n",
+       "PG5_11NSG   0.49      \n",
+       "PG5_11Order 0.49      \n",
+       "PG5_11Time  0.50      \n",
+       "PG5_12NWG   0.48      \n",
+       "PG5_12Order 0.48      \n",
+       "PG5_12Time  0.48      \n",
+       "PG5_13NFG   0.48      \n",
+       "PG5_13Order 0.47      \n",
+       "PG5_13Time  0.48      \n",
+       "PG5Submit   0.82      \n",
+       "PG6Resp     0.79      \n",
+       "PG6Submit   0.83      \n",
+       "PG7R        0.77      \n",
+       "PG7Submit   0.83      \n",
+       "PG8Resp     0.78      \n",
+       "PG8Submit   0.82      \n",
+       "PG9Resp     0.77      \n",
+       "PG9Submit   0.83      \n",
+       "PG10Resp    0.81      \n",
+       "PG10Submit  0.84      \n",
+       "PG11Resp    0.82      \n",
+       "PG11Submit  0.84      \n",
+       "PG12Resp    0.80      \n",
+       "PG12Submit  1.00      "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for(i in colnames(data))\n",
+    "{\n",
+    "    data[,i] <- as.numeric (data[,i]);\n",
+    "}\n",
+    "data <- replace(data, is.na(data), 0)\n",
+    "\n",
+    "hiCor <- function(x, level){\n",
+    "  res <- cor(x,method=\"spearman\");\n",
+    "  res1 <- res; res1[res<0] <- -res[res < 0];\n",
+    "  for (i in 1:dim(x)[2]){\n",
+    "    res1[i,i] <- 0;\n",
+    "  }\n",
+    "  sel <- apply(res1,1,max) > level;\n",
+    "  res[sel,sel];\n",
+    "}\n",
+    "hiCor(data,.7)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "FITTING OF THE STATISTICAL MODEL with linear regression, coefficients, too much correlation, etc. I then put this data in a model. I used the cor function and spearman method toget set up before the modeling. This will get all the correlations between responses and my variable. Those that are correlated above a .7 will need to be dropped.\n",
+    "Interpretation of coefficients below."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 116,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<table>\n",
+       "<tbody>\n",
+       "\t<tr><th scope=row>Device</th><td>-0.1039</td></tr>\n",
+       "\t<tr><th scope=row>Completed</th><td> 0.6534</td></tr>\n",
+       "\t<tr><th scope=row>Start</th><td> 0.0014</td></tr>\n",
+       "\t<tr><th scope=row>End</th><td> 0.5857</td></tr>\n",
+       "\t<tr><th scope=row>PG0Dis</th><td>-0.0010</td></tr>\n",
+       "\t<tr><th scope=row>PG0Shown</th><td>-0.0069</td></tr>\n",
+       "\t<tr><th scope=row>PG0Submit</th><td> 0.2542</td></tr>\n",
+       "\t<tr><th scope=row>PG1PsnUse</th><td> 0.2441</td></tr>\n",
+       "\t<tr><th scope=row>PG1WdAuth</th><td> 0.1244</td></tr>\n",
+       "\t<tr><th scope=row>PG1Trn</th><td> 0.1019</td></tr>\n",
+       "\t<tr><th scope=row>PG1Other</th><td> 0.0989</td></tr>\n",
+       "\t<tr><th scope=row>PG1Submit</th><td> 0.3514</td></tr>\n",
+       "\t<tr><th scope=row>PG2Resp</th><td> 0.3948</td></tr>\n",
+       "\t<tr><th scope=row>PG2Submit</th><td> 0.4576</td></tr>\n",
+       "\t<tr><th scope=row>PG2Resp.1</th><td> 0.4894</td></tr>\n",
+       "\t<tr><th scope=row>PG3Submit</th><td> 0.4992</td></tr>\n",
+       "\t<tr><th scope=row>PG4Dtr0_6</th><td> 0.0411</td></tr>\n",
+       "\t<tr><th scope=row>PG4Psv7_8</th><td> 0.1904</td></tr>\n",
+       "\t<tr><th scope=row>PG4Prm9_10</th><td> 0.3953</td></tr>\n",
+       "\t<tr><th scope=row>PG4AllResp</th><td> 0.5422</td></tr>\n",
+       "\t<tr><th scope=row>PG4Submit</th><td> 0.4913</td></tr>\n",
+       "\t<tr><th scope=row>PG5_1RRPQ</th><td> 0.6957</td></tr>\n",
+       "\t<tr><th scope=row>PG5_1Order</th><td> 0.7006</td></tr>\n",
+       "\t<tr><th scope=row>PG5_1Time</th><td> 0.6721</td></tr>\n",
+       "\t<tr><th scope=row>PG5_2BNUI</th><td> 0.7204</td></tr>\n",
+       "\t<tr><th scope=row>PG5_2Order</th><td> 0.7200</td></tr>\n",
+       "\t<tr><th scope=row>PG5_2Time</th><td> 0.7144</td></tr>\n",
+       "\t<tr><th scope=row>PG5_3HDS</th><td> 0.6953</td></tr>\n",
+       "\t<tr><th scope=row>PG5_3Order</th><td> 0.7228</td></tr>\n",
+       "\t<tr><th scope=row>PG5_3Time</th><td> 0.6821</td></tr>\n",
+       "\t<tr><th scope=row>...</th><td>...</td></tr>\n",
+       "\t<tr><th scope=row>PG5_11Order</th><td>0.715</td></tr>\n",
+       "\t<tr><th scope=row>PG5_11Time</th><td>0.702</td></tr>\n",
+       "\t<tr><th scope=row>PG5_12NWG</th><td>0.727</td></tr>\n",
+       "\t<tr><th scope=row>PG5_12Order</th><td>0.724</td></tr>\n",
+       "\t<tr><th scope=row>PG5_12Time</th><td>0.715</td></tr>\n",
+       "\t<tr><th scope=row>PG5_13NFG</th><td>0.712</td></tr>\n",
+       "\t<tr><th scope=row>PG5_13Order</th><td>0.706</td></tr>\n",
+       "\t<tr><th scope=row>PG5_13Time</th><td>0.697</td></tr>\n",
+       "\t<tr><th scope=row>PG5Submit</th><td>0.700</td></tr>\n",
+       "\t<tr><th scope=row>PG6Resp</th><td>0.598</td></tr>\n",
+       "\t<tr><th scope=row>PG6Submit</th><td>0.576</td></tr>\n",
+       "\t<tr><th scope=row>PG7R</th><td>0.597</td></tr>\n",
+       "\t<tr><th scope=row>PG7C.C..</th><td>0.108</td></tr>\n",
+       "\t<tr><th scope=row>PG7Java</th><td>0.100</td></tr>\n",
+       "\t<tr><th scope=row>PG7Python</th><td>0.246</td></tr>\n",
+       "\t<tr><th scope=row>PG7Javascript</th><td>0.096</td></tr>\n",
+       "\t<tr><th scope=row>PG7Go</th><td>0.043</td></tr>\n",
+       "\t<tr><th scope=row>PG7C.</th><td>0.042</td></tr>\n",
+       "\t<tr><th scope=row>PG7Other</th><td>0.143</td></tr>\n",
+       "\t<tr><th scope=row>PG7Submit</th><td>0.567</td></tr>\n",
+       "\t<tr><th scope=row>PG8Resp</th><td>0.580</td></tr>\n",
+       "\t<tr><th scope=row>PG8Submit</th><td>0.584</td></tr>\n",
+       "\t<tr><th scope=row>PG9Resp</th><td>0.582</td></tr>\n",
+       "\t<tr><th scope=row>PG9Submit</th><td>0.561</td></tr>\n",
+       "\t<tr><th scope=row>PG10Resp</th><td>0.556</td></tr>\n",
+       "\t<tr><th scope=row>PG10Submit</th><td>0.547</td></tr>\n",
+       "\t<tr><th scope=row>PG11Resp</th><td>0.594</td></tr>\n",
+       "\t<tr><th scope=row>PG11Submit</th><td>0.568</td></tr>\n",
+       "\t<tr><th scope=row>PG12Resp</th><td>0.558</td></tr>\n",
+       "\t<tr><th scope=row>PG12Submit</th><td>0.577</td></tr>\n",
+       "</tbody>\n",
+       "</table>\n"
+      ],
+      "text/latex": [
+       "\\begin{tabular}{r|l}\n",
+       "\tDevice & -0.1039\\\\\n",
+       "\tCompleted &  0.6534\\\\\n",
+       "\tStart &  0.0014\\\\\n",
+       "\tEnd &  0.5857\\\\\n",
+       "\tPG0Dis & -0.0010\\\\\n",
+       "\tPG0Shown & -0.0069\\\\\n",
+       "\tPG0Submit &  0.2542\\\\\n",
+       "\tPG1PsnUse &  0.2441\\\\\n",
+       "\tPG1WdAuth &  0.1244\\\\\n",
+       "\tPG1Trn &  0.1019\\\\\n",
+       "\tPG1Other &  0.0989\\\\\n",
+       "\tPG1Submit &  0.3514\\\\\n",
+       "\tPG2Resp &  0.3948\\\\\n",
+       "\tPG2Submit &  0.4576\\\\\n",
+       "\tPG2Resp.1 &  0.4894\\\\\n",
+       "\tPG3Submit &  0.4992\\\\\n",
+       "\tPG4Dtr0\\_6 &  0.0411\\\\\n",
+       "\tPG4Psv7\\_8 &  0.1904\\\\\n",
+       "\tPG4Prm9\\_10 &  0.3953\\\\\n",
+       "\tPG4AllResp &  0.5422\\\\\n",
+       "\tPG4Submit &  0.4913\\\\\n",
+       "\tPG5\\_1RRPQ &  0.6957\\\\\n",
+       "\tPG5\\_1Order &  0.7006\\\\\n",
+       "\tPG5\\_1Time &  0.6721\\\\\n",
+       "\tPG5\\_2BNUI &  0.7204\\\\\n",
+       "\tPG5\\_2Order &  0.7200\\\\\n",
+       "\tPG5\\_2Time &  0.7144\\\\\n",
+       "\tPG5\\_3HDS &  0.6953\\\\\n",
+       "\tPG5\\_3Order &  0.7228\\\\\n",
+       "\tPG5\\_3Time &  0.6821\\\\\n",
+       "\t... & ...\\\\\n",
+       "\tPG5\\_11Order & 0.715\\\\\n",
+       "\tPG5\\_11Time & 0.702\\\\\n",
+       "\tPG5\\_12NWG & 0.727\\\\\n",
+       "\tPG5\\_12Order & 0.724\\\\\n",
+       "\tPG5\\_12Time & 0.715\\\\\n",
+       "\tPG5\\_13NFG & 0.712\\\\\n",
+       "\tPG5\\_13Order & 0.706\\\\\n",
+       "\tPG5\\_13Time & 0.697\\\\\n",
+       "\tPG5Submit & 0.700\\\\\n",
+       "\tPG6Resp & 0.598\\\\\n",
+       "\tPG6Submit & 0.576\\\\\n",
+       "\tPG7R & 0.597\\\\\n",
+       "\tPG7C.C.. & 0.108\\\\\n",
+       "\tPG7Java & 0.100\\\\\n",
+       "\tPG7Python & 0.246\\\\\n",
+       "\tPG7Javascript & 0.096\\\\\n",
+       "\tPG7Go & 0.043\\\\\n",
+       "\tPG7C. & 0.042\\\\\n",
+       "\tPG7Other & 0.143\\\\\n",
+       "\tPG7Submit & 0.567\\\\\n",
+       "\tPG8Resp & 0.580\\\\\n",
+       "\tPG8Submit & 0.584\\\\\n",
+       "\tPG9Resp & 0.582\\\\\n",
+       "\tPG9Submit & 0.561\\\\\n",
+       "\tPG10Resp & 0.556\\\\\n",
+       "\tPG10Submit & 0.547\\\\\n",
+       "\tPG11Resp & 0.594\\\\\n",
+       "\tPG11Submit & 0.568\\\\\n",
+       "\tPG12Resp & 0.558\\\\\n",
+       "\tPG12Submit & 0.577\\\\\n",
+       "\\end{tabular}\n"
+      ],
+      "text/markdown": [
+       "\n",
+       "| Device | -0.1039 | \n",
+       "| Completed |  0.6534 | \n",
+       "| Start |  0.0014 | \n",
+       "| End |  0.5857 | \n",
+       "| PG0Dis | -0.0010 | \n",
+       "| PG0Shown | -0.0069 | \n",
+       "| PG0Submit |  0.2542 | \n",
+       "| PG1PsnUse |  0.2441 | \n",
+       "| PG1WdAuth |  0.1244 | \n",
+       "| PG1Trn |  0.1019 | \n",
+       "| PG1Other |  0.0989 | \n",
+       "| PG1Submit |  0.3514 | \n",
+       "| PG2Resp |  0.3948 | \n",
+       "| PG2Submit |  0.4576 | \n",
+       "| PG2Resp.1 |  0.4894 | \n",
+       "| PG3Submit |  0.4992 | \n",
+       "| PG4Dtr0_6 |  0.0411 | \n",
+       "| PG4Psv7_8 |  0.1904 | \n",
+       "| PG4Prm9_10 |  0.3953 | \n",
+       "| PG4AllResp |  0.5422 | \n",
+       "| PG4Submit |  0.4913 | \n",
+       "| PG5_1RRPQ |  0.6957 | \n",
+       "| PG5_1Order |  0.7006 | \n",
+       "| PG5_1Time |  0.6721 | \n",
+       "| PG5_2BNUI |  0.7204 | \n",
+       "| PG5_2Order |  0.7200 | \n",
+       "| PG5_2Time |  0.7144 | \n",
+       "| PG5_3HDS |  0.6953 | \n",
+       "| PG5_3Order |  0.7228 | \n",
+       "| PG5_3Time |  0.6821 | \n",
+       "| ... | ... | \n",
+       "| PG5_11Order | 0.715 | \n",
+       "| PG5_11Time | 0.702 | \n",
+       "| PG5_12NWG | 0.727 | \n",
+       "| PG5_12Order | 0.724 | \n",
+       "| PG5_12Time | 0.715 | \n",
+       "| PG5_13NFG | 0.712 | \n",
+       "| PG5_13Order | 0.706 | \n",
+       "| PG5_13Time | 0.697 | \n",
+       "| PG5Submit | 0.700 | \n",
+       "| PG6Resp | 0.598 | \n",
+       "| PG6Submit | 0.576 | \n",
+       "| PG7R | 0.597 | \n",
+       "| PG7C.C.. | 0.108 | \n",
+       "| PG7Java | 0.100 | \n",
+       "| PG7Python | 0.246 | \n",
+       "| PG7Javascript | 0.096 | \n",
+       "| PG7Go | 0.043 | \n",
+       "| PG7C. | 0.042 | \n",
+       "| PG7Other | 0.143 | \n",
+       "| PG7Submit | 0.567 | \n",
+       "| PG8Resp | 0.580 | \n",
+       "| PG8Submit | 0.584 | \n",
+       "| PG9Resp | 0.582 | \n",
+       "| PG9Submit | 0.561 | \n",
+       "| PG10Resp | 0.556 | \n",
+       "| PG10Submit | 0.547 | \n",
+       "| PG11Resp | 0.594 | \n",
+       "| PG11Submit | 0.568 | \n",
+       "| PG12Resp | 0.558 | \n",
+       "| PG12Submit | 0.577 | \n",
+       "\n",
+       "\n"
+      ],
+      "text/plain": [
+       "              [,1]   \n",
+       "Device        -0.1039\n",
+       "Completed      0.6534\n",
+       "Start          0.0014\n",
+       "End            0.5857\n",
+       "PG0Dis        -0.0010\n",
+       "PG0Shown      -0.0069\n",
+       "PG0Submit      0.2542\n",
+       "PG1PsnUse      0.2441\n",
+       "PG1WdAuth      0.1244\n",
+       "PG1Trn         0.1019\n",
+       "PG1Other       0.0989\n",
+       "PG1Submit      0.3514\n",
+       "PG2Resp        0.3948\n",
+       "PG2Submit      0.4576\n",
+       "PG2Resp.1      0.4894\n",
+       "PG3Submit      0.4992\n",
+       "PG4Dtr0_6      0.0411\n",
+       "PG4Psv7_8      0.1904\n",
+       "PG4Prm9_10     0.3953\n",
+       "PG4AllResp     0.5422\n",
+       "PG4Submit      0.4913\n",
+       "PG5_1RRPQ      0.6957\n",
+       "PG5_1Order     0.7006\n",
+       "PG5_1Time      0.6721\n",
+       "PG5_2BNUI      0.7204\n",
+       "PG5_2Order     0.7200\n",
+       "PG5_2Time      0.7144\n",
+       "PG5_3HDS       0.6953\n",
+       "PG5_3Order     0.7228\n",
+       "PG5_3Time      0.6821\n",
+       "...           ...    \n",
+       "PG5_11Order   0.715  \n",
+       "PG5_11Time    0.702  \n",
+       "PG5_12NWG     0.727  \n",
+       "PG5_12Order   0.724  \n",
+       "PG5_12Time    0.715  \n",
+       "PG5_13NFG     0.712  \n",
+       "PG5_13Order   0.706  \n",
+       "PG5_13Time    0.697  \n",
+       "PG5Submit     0.700  \n",
+       "PG6Resp       0.598  \n",
+       "PG6Submit     0.576  \n",
+       "PG7R          0.597  \n",
+       "PG7C.C..      0.108  \n",
+       "PG7Java       0.100  \n",
+       "PG7Python     0.246  \n",
+       "PG7Javascript 0.096  \n",
+       "PG7Go         0.043  \n",
+       "PG7C.         0.042  \n",
+       "PG7Other      0.143  \n",
+       "PG7Submit     0.567  \n",
+       "PG8Resp       0.580  \n",
+       "PG8Submit     0.584  \n",
+       "PG9Resp       0.582  \n",
+       "PG9Submit     0.561  \n",
+       "PG10Resp      0.556  \n",
+       "PG10Submit    0.547  \n",
+       "PG11Resp      0.594  \n",
+       "PG11Submit    0.568  \n",
+       "PG12Resp      0.558  \n",
+       "PG12Submit    0.577  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "\n",
+       "Call:\n",
+       "lm(formula = PG5_10RPA ~ ., data = data)\n",
+       "\n",
+       "Residuals:\n",
+       "   Min     1Q Median     3Q    Max \n",
+       "-2.702 -0.300 -0.016  0.143  3.419 \n",
+       "\n",
+       "Coefficients: (1 not defined because of singularities)\n",
+       "               Estimate Std. Error t value Pr(>|t|)    \n",
+       "(Intercept)   -2.35e+02   1.02e+02   -2.31  0.02124 *  \n",
+       "Device        -1.02e-01   4.68e-02   -2.18  0.02920 *  \n",
+       "Completed      2.35e+02   1.02e+02    2.31  0.02084 *  \n",
+       "Start         -1.53e-07   6.61e-08   -2.31  0.02096 *  \n",
+       "End           -1.53e-07   6.61e-08   -2.31  0.02092 *  \n",
+       "PG0Dis        -1.53e-04   4.64e-04   -0.33  0.74193    \n",
+       "PG0Shown      -3.34e-05   1.04e-04   -0.32  0.74916    \n",
+       "PG0Submit     -4.03e-06   6.74e-06   -0.60  0.55054    \n",
+       "PG1PsnUse      2.03e-02   2.10e-02    0.97  0.33296    \n",
+       "PG1WdAuth     -4.94e-02   3.33e-02   -1.48  0.13860    \n",
+       "PG1Trn        -4.96e-02   7.51e-02   -0.66  0.50867    \n",
+       "PG1Other       1.21e-03   3.19e-03    0.38  0.70380    \n",
+       "PG1Submit     -9.22e-05   1.01e-04   -0.92  0.35920    \n",
+       "PG2Resp       -5.12e-03   2.86e-02   -0.18  0.85762    \n",
+       "PG2Submit     -5.07e-04   3.81e-04   -1.33  0.18371    \n",
+       "PG2Resp.1      2.75e-04   5.96e-04    0.46  0.64396    \n",
+       "PG3Submit      1.46e-05   1.67e-04    0.09  0.93040    \n",
+       "PG4Dtr0_6      2.82e-03   2.38e-02    0.12  0.90592    \n",
+       "PG4Psv7_8      4.05e-03   1.34e-02    0.30  0.76202    \n",
+       "PG4Prm9_10    -1.82e-02   9.76e-03   -1.87  0.06180 .  \n",
+       "PG4AllResp           NA         NA      NA       NA    \n",
+       "PG4Submit     -7.14e-04   1.75e-03   -0.41  0.68339    \n",
+       "PG5_1RRPQ      2.00e-04   3.31e-02    0.01  0.99518    \n",
+       "PG5_1Order     2.28e-02   1.09e-02    2.08  0.03729 *  \n",
+       "PG5_1Time     -9.56e-04   4.66e-04   -2.05  0.04056 *  \n",
+       "PG5_2BNUI      2.17e-02   3.98e-02    0.55  0.58465    \n",
+       "PG5_2Order     9.64e-03   1.02e-02    0.94  0.34710    \n",
+       "PG5_2Time     -1.03e-03   8.02e-04   -1.28  0.19948    \n",
+       "PG5_3HDS       2.80e-04   2.78e-02    0.01  0.99196    \n",
+       "PG5_3Order    -4.97e-03   9.92e-03   -0.50  0.61633    \n",
+       "PG5_3Time      3.35e-04   3.23e-04    1.03  0.30095    \n",
+       "PG5_4VGP       9.57e-02   3.20e-02    2.99  0.00286 ** \n",
+       "PG5_4Order     1.19e-02   1.08e-02    1.11  0.26886    \n",
+       "PG5_4Time     -1.68e-03   4.64e-04   -3.61  0.00031 ***\n",
+       "PG5_5PHR       2.20e-01   2.90e-02    7.56  7.7e-14 ***\n",
+       "PG5_5Order    -1.81e-02   1.01e-02   -1.79  0.07416 .  \n",
+       "PG5_5Time     -1.73e-03   3.18e-04   -5.44  6.4e-08 ***\n",
+       "PG5_6SSYOP     1.61e-02   2.84e-02    0.57  0.57121    \n",
+       "PG5_6Order     1.11e-02   1.00e-02    1.10  0.26947    \n",
+       "PG5_6Time      3.67e-05   3.87e-04    0.09  0.92440    \n",
+       "PG5_7NDYP     -1.96e-02   3.64e-02   -0.54  0.59015    \n",
+       "PG5_7Order     2.34e-02   1.06e-02    2.21  0.02703 *  \n",
+       "PG5_7Time      1.03e-04   7.28e-04    0.14  0.88767    \n",
+       "PG5_8CP       -3.20e-02   2.80e-02   -1.14  0.25245    \n",
+       "PG5_8Order     1.23e-02   9.80e-03    1.26  0.20873    \n",
+       "PG5_8Time     -5.08e-05   2.53e-04   -0.20  0.84105    \n",
+       "PG5_9FRP       1.97e-01   2.84e-02    6.95  6.0e-12 ***\n",
+       "PG5_9Order    -2.21e-02   9.52e-03   -2.33  0.02018 *  \n",
+       "PG5_9Time     -1.27e-03   2.98e-04   -4.25  2.3e-05 ***\n",
+       "PG5_10Order    5.51e-02   9.72e-03    5.67  1.8e-08 ***\n",
+       "PG5_10Time     7.64e-03   3.05e-04   25.04  < 2e-16 ***\n",
+       "PG5_11NSG      7.43e-02   3.81e-02    1.95  0.05111 .  \n",
+       "PG5_11Order    9.46e-03   1.08e-02    0.87  0.38205    \n",
+       "PG5_11Time    -2.45e-03   6.63e-04   -3.69  0.00024 ***\n",
+       "PG5_12NWG     -2.88e-02   4.81e-02   -0.60  0.54952    \n",
+       "PG5_12Order    2.40e-02   1.08e-02    2.23  0.02561 *  \n",
+       "PG5_12Time    -1.96e-04   9.25e-04   -0.21  0.83195    \n",
+       "PG5_13NFG      4.94e-02   4.95e-02    1.00  0.31826    \n",
+       "PG5_13Order    1.05e-02   1.10e-02    0.96  0.33901    \n",
+       "PG5_13Time     8.64e-04   8.92e-04    0.97  0.33329    \n",
+       "PG5Submit     -3.69e-05   1.43e-04   -0.26  0.79635    \n",
+       "PG6Resp        1.17e-02   1.75e-02    0.67  0.50272    \n",
+       "PG6Submit      1.18e-04   1.13e-04    1.04  0.29969    \n",
+       "PG7R          -6.69e-03   6.42e-03   -1.04  0.29763    \n",
+       "PG7C.C..      -8.17e-02   1.00e-01   -0.81  0.41633    \n",
+       "PG7Java        1.29e-01   1.29e-01    1.00  0.31627    \n",
+       "PG7Python      2.01e-01   7.02e-02    2.87  0.00418 ** \n",
+       "PG7Javascript  6.07e-02   1.24e-01    0.49  0.62377    \n",
+       "PG7Go         -5.98e-01   6.04e-01   -0.99  0.32251    \n",
+       "PG7C.          9.29e-02   1.86e-01    0.50  0.61810    \n",
+       "PG7Other       2.94e-02   4.29e-02    0.68  0.49371    \n",
+       "PG7Submit      7.15e-04   1.12e-03    0.64  0.52509    \n",
+       "PG8Resp        6.39e-04   6.04e-04    1.06  0.29043    \n",
+       "PG8Submit     -1.50e-03   2.66e-03   -0.56  0.57309    \n",
+       "PG9Resp        4.63e-02   1.64e-02    2.82  0.00485 ** \n",
+       "PG9Submit     -8.27e-05   5.01e-05   -1.65  0.09931 .  \n",
+       "PG10Resp       1.73e-02   2.62e-02    0.66  0.50991    \n",
+       "PG10Submit    -7.71e-05   1.41e-04   -0.55  0.58548    \n",
+       "PG11Resp      -1.59e-02   5.99e-02   -0.27  0.79082    \n",
+       "PG11Submit    -1.50e-03   1.30e-03   -1.15  0.24947    \n",
+       "PG12Resp      -4.80e-02   2.77e-02   -1.73  0.08367 .  \n",
+       "PG12Submit     6.24e-04   5.34e-04    1.17  0.24316    \n",
+       "---\n",
+       "Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1\n",
+       "\n",
+       "Residual standard error: 0.82 on 1272 degrees of freedom\n",
+       "Multiple R-squared:  0.779,\tAdjusted R-squared:  0.766 \n",
+       "F-statistic: 56.2 on 80 and 1272 DF,  p-value: <2e-16\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sel = c() \n",
+    "for (i in 1:dim(data)[2]) if (is.numeric(data[,i])) sel = c(sel, i);\n",
+    "cor(data[,sel], data[,'PG5_10RPA'], method=\"spearman\",use=\"pairwise.complete.obs\");\n",
+    "model <- lm(PG5_10RPA ~ ., data = data)\n",
+    "summary(model)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "INTERPRETATION AND CONCLUSION:\n",
+    "The model has a 76.6% degree of variability, and a residual error of 0.82. Additionally, it is worth noting that the predictors coefficients are small and that the distribution between negative and positive values is pretty even. The very small p-value (statistical significance), suggests that my data is unlikely to be correlated with a true NULL hypothesis and that the random sampling error was very small. Correaltion is about two variables 'moving together' in a direction or path. The higher the correlation, the stronger the bond.\n",
+    "\n",
+    "In turns out that my hypothesis was correct and the reputation of the author does in fact matter to survey takers. To do this, it consisted of parsing data and then interpreting it. Using R functions like select(), filter(), and reading into models I was able to handle the data. Above each of my code cells is a cell with a short but 'to the point' description of each required aspect of the project, along with the required output below.  \n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "SURVEY IMPROVEMENT: It would really help to only allow a survey to be submitted if it is completed. This would make it so incomplete answers do not need to be filtered and would be a much cleaner set of data to work with. Additionally, there are some survey takers that take a disproportionate amount of time to answer. Perhaps the survey could time-out after a set time and the answers be omitted."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "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",
+    "- 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
+}