From cfd02f26f38b9258cb0533db28ec615ad675c53a Mon Sep 17 00:00:00 2001
From: Claudio Maggioni <maggicl@usi.ch>
Date: Tue, 8 Jun 2021 17:30:33 +0200
Subject: [PATCH] report work

---
 report/Claudio_Maggioni_report.pdf | Bin 770564 -> 772889 bytes
 report/Claudio_Maggioni_report.tex |  62 +++-
 table_iii/table_iii_iv.ipynb       | 528 ++++++++++++++++++++++++++++-
 3 files changed, 563 insertions(+), 27 deletions(-)

diff --git a/report/Claudio_Maggioni_report.pdf b/report/Claudio_Maggioni_report.pdf
index bea848b49c791b52b74b889b7e879b14372cdb0d..f029243c455d26966a8b55e0337cebdfcd1341fc 100644
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diff --git a/report/Claudio_Maggioni_report.tex b/report/Claudio_Maggioni_report.tex
index 83b24f45..936246a7 100644
--- a/report/Claudio_Maggioni_report.tex
+++ b/report/Claudio_Maggioni_report.tex
@@ -638,24 +638,58 @@ number of termination events per task, broke down by task termination. In
 addition, the table shows the mean number of \texttt{EVICT}, \texttt{FAIL},
 \texttt{FINISH}, and \texttt{KILL} for each task event termination.
 
-\textbf{Observations}:
+The first observation we make is that the mean number of events per
+\texttt{EVICT}ed and \texttt{FAIL}ed tasks increased more than 5-fold (namely
+from 2.372 to 78.710 and from 3.130 to 24.962 respectively). Also observing the
+95-th percentile we can say that the number of events per task has generally
+increased overall.
 
-\begin{itemize}
-\item
-  The mean number of events per task is an order of magnitude higher
-  than in the 2011 traces
-\item
-  Generally speaking, the event type with higher mean is the termination
-  event for the task
-\item
-  The \# evts mean is higher than the sum of all other event type means,
-  since it appears there are a lot more non-termination events in the
-  2019 traces.
-\end{itemize}
+As observed in 2011, 2019 Borg tasks have all a multitude of events with
+different types, with \texttt{FINISH}ed tasks experiencing almost always
+\texttt{FINISH} events and unsuccessful tasks and the same observation holding
+for \texttt{KILL}ed tasks and their \texttt{KILL} events. Differently from the
+2011 data, \texttt{EVICT}ed tasks seem to experience an high number of
+\texttt{KILL} events as well (25.795 on average per task, over 78.710 overall
+events on average). A similar phenomena can be observed with \texttt{KILL}ed
+jobs and their \texttt{EVICT} events (1.876 on average per task with a 8.763
+event overall average).
 
-\subsubsection{Conditional Probability of Task Success}
+Considering cluster-by-cluster behaviour in the 2019 traces (as reported in
+figure~\ref{fig:tableIII-csts}) the general observations still hold for each
+cluster, albeit with event count averages having different magnitudes. Notably,
+cluster E registers the highest per-event average, with \texttt{FAIL}ed tasks
+experiencing 111.471 \texttt{FAIL} events out of \texttt{112.384}.
+
+\subsection{Conditional Probability of Task Success}
 \input{figures/figure_5}
 
+In this analysis we measure the conditional probability of task success given a
+number of specific unsuccessful (i.e. \texttt{EVICT}, \texttt{FAIL} and
+\texttt{KILL}) events. This analysis was conducted to better understand how a
+given number of unsuccessful events could affect the termination of the task it
+belongs to.
+
+Conditional probabilities of each unsuccessful event type are shown in the form
+of a plot in figure~\ref{fig:figureV}, comparing the 2011 traces with the
+overall data from the 2019 ones, and in figure~\ref{fig:figureV-csts}, as a
+cluster-by-cluster breakdown of the same data for the 2019 traces.
+
+In figure~\ref{fig:figureV} the 2011 and 2019 plots differ in their x-axis:
+for 2011 data conditional probabilities are computed for a maximum event coun
+t of 30, while for 2019 data are computed for up to 50 events of a specific
+kind. Nevertheless, another quite striking difference between the two plots can
+be seen: while 2011 data has relatively smooth decreasing curves for all event
+types, the curves in the 2019 data almost immediately plateau with no
+significant change easily observed after 5 events of any kind.
+
+The presence of even one \texttt{KILL} event almost surely causes the
+corresponding task to terminate in an unsuccessful way: a task with no
+\texttt{KILL} events has 97.16\% probability of success, but tasks with 1 to 5
+\texttt{KILL} events have 0.02\%, 0.20\%, 0.44\%, 0.04\%, and
+0.07\% probabilities of success respectively. The same effect can be observed,
+albeit in a less drastic fashion, for the \texttt{EVICT} and \texttt{FAIL}
+curves. The \texttt{EVICT} curve has for 0 to 5
+
 Refer to figure \ref{fig:figureV}.
 
 \textbf{Observations}:
diff --git a/table_iii/table_iii_iv.ipynb b/table_iii/table_iii_iv.ipynb
index b3001559..d60a7d7c 100644
--- a/table_iii/table_iii_iv.ipynb
+++ b/table_iii/table_iii_iv.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -20,7 +20,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -29,7 +29,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -294,7 +294,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -303,9 +303,501 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Cluster a\n",
+      "           t4         t5         t7\n",
+      "x                                  \n",
+      "0   47.362837  46.554701  97.884036\n",
+      "1   16.332856   5.089623   0.888921\n",
+      "2    6.524053   0.105539   0.129768\n",
+      "3    3.214002   0.030579   0.043725\n",
+      "4    1.922403   0.026895   0.050441\n",
+      "5    1.338548   0.041612   0.028431\n",
+      "6    1.018056   0.005256   0.013225\n",
+      "7    0.722958   0.007037   0.006126\n",
+      "8    0.558332   0.000000   0.002636\n",
+      "9    0.370550   0.000000   0.001270\n",
+      "10   0.292962   0.000000   0.000875\n",
+      "11   0.224133   0.000000   0.000000\n",
+      "12   0.178119   0.000000   0.005838\n",
+      "13   0.149303   0.000000   0.001727\n",
+      "14   0.123257   0.000000   0.000000\n",
+      "15   0.139037   0.000000   0.000000\n",
+      "16   0.167366   0.000000   0.000000\n",
+      "17   0.203744   0.000000   0.000000\n",
+      "18   0.201785   0.000000   0.000000\n",
+      "19   0.272658   0.000000   0.000000\n",
+      "20   0.301028   0.000000   0.000000\n",
+      "21   0.307559   0.000000   0.000000\n",
+      "22   0.365285   0.000000   0.000000\n",
+      "23   0.348940   0.000000   0.000000\n",
+      "24   0.403881   0.000000   0.000000\n",
+      "25   0.433774   0.000000   0.000000\n",
+      "26   0.583566   0.000000   0.000000\n",
+      "27   0.603533   0.000000   0.000000\n",
+      "28   0.508347   0.000000   0.000000\n",
+      "29   0.469310   0.000000   0.000000\n",
+      "30   0.612706   0.000000   0.000000\n",
+      "31   0.501672   0.000000   0.000000\n",
+      "32   0.409605   0.000000   0.000000\n",
+      "33   0.374111   0.000000   0.000000\n",
+      "34   0.398718   0.000000   0.000000\n",
+      "35   0.467942   0.000000   0.000000\n",
+      "36   0.431704   0.000000   0.000000\n",
+      "37   0.412002   0.000000   0.000000\n",
+      "38   0.468911   0.000000   0.000000\n",
+      "39   0.264317   0.000000   0.000000\n",
+      "40   0.276155   0.000000   0.000000\n",
+      "41   0.288184   0.000000   0.000000\n",
+      "42   0.263883   0.000000   0.000000\n",
+      "43   0.290839   0.000000   0.000000\n",
+      "44   0.234163   0.000000   0.000000\n",
+      "45   0.285677   0.000000   0.000000\n",
+      "46   0.299973   0.000000   0.000000\n",
+      "47   0.200602   0.000000   0.000000\n",
+      "48   0.133968   0.000000   0.000000\n",
+      "49   0.231624   0.000000   0.000000\n",
+      "50   0.246427   0.000000   0.000000\n",
+      "Cluster b\n",
+      "           t4         t5         t7\n",
+      "x                                  \n",
+      "0   36.320530  34.309040  98.618346\n",
+      "1   26.594129  10.444409   1.171874\n",
+      "2    5.573492  27.567062   0.299673\n",
+      "3   19.855097   6.627517   6.087220\n",
+      "4    3.256016   1.578588   0.144134\n",
+      "5   14.672686   2.670623   3.251599\n",
+      "6    1.812073   0.068354   0.118964\n",
+      "7    7.969639   8.620690   0.127632\n",
+      "8    0.903039   0.143705   0.072289\n",
+      "9    6.896552   0.000000   0.000000\n",
+      "10   0.439832   0.283714   0.045550\n",
+      "11   6.060606   0.175747   0.000000\n",
+      "12   0.238994   0.303344   0.028309\n",
+      "13   8.695652   5.882353   0.000000\n",
+      "14   0.131841   0.136813   0.027090\n",
+      "15  11.363636  11.428571   0.000000\n",
+      "16   0.086630   0.170514   0.017097\n",
+      "17  19.354839   3.333333   0.000000\n",
+      "18   0.048183   0.229606   0.019054\n",
+      "19  12.500000   4.000000   0.000000\n",
+      "20   0.052340   0.177276   0.021857\n",
+      "21  25.000000   6.060606   0.000000\n",
+      "22   0.040403   0.088594   0.027238\n",
+      "23   5.555556   5.555556   0.000000\n",
+      "24   0.026294   0.095572   0.023853\n",
+      "25  20.000000   6.250000   0.000000\n",
+      "26   0.023747   0.206186   0.021003\n",
+      "27  14.285714   0.000000   0.000000\n",
+      "28   0.052672   0.078818   0.007426\n",
+      "29   0.000000   0.000000   0.000000\n",
+      "30   0.068830   0.098309   0.012387\n",
+      "31   0.000000   0.000000   0.000000\n",
+      "32   0.050386   0.137127   0.009484\n",
+      "33   7.692308   0.000000   0.000000\n",
+      "34   0.068846   0.000000   0.007023\n",
+      "35   0.000000   0.000000   0.000000\n",
+      "36   0.080070   0.053262   0.008368\n",
+      "37  66.666667   0.000000   0.000000\n",
+      "38   0.091681   0.000000   0.014958\n",
+      "39   0.000000   0.000000   0.000000\n",
+      "40   0.097831   0.000000   0.003045\n",
+      "41   0.000000   0.000000   0.000000\n",
+      "42   0.058265   0.000000   0.002896\n",
+      "43   0.000000   0.000000   0.000000\n",
+      "44   0.061367   0.025355   0.005606\n",
+      "45   9.090909   0.000000   0.000000\n",
+      "46   0.048591   0.050942   0.003122\n",
+      "47   0.000000   0.000000   0.000000\n",
+      "48   0.045963   0.192123   0.000000\n",
+      "49   0.000000   0.000000   0.000000\n",
+      "50   0.078819   0.136333   0.000000\n",
+      "Cluster c\n",
+      "           t4         t5         t7\n",
+      "x                                  \n",
+      "0   34.700920  34.244187  99.449071\n",
+      "1   32.133579   2.658985   5.362580\n",
+      "2   11.507749  13.749614   0.127211\n",
+      "3   31.860347  12.113402   1.082349\n",
+      "4    9.508958   2.728234   0.031753\n",
+      "5   29.913754  12.466368   1.580905\n",
+      "6    6.906893   3.103991   0.024434\n",
+      "7   31.560593   3.180862   3.205128\n",
+      "8    4.878342   1.776444   0.017919\n",
+      "9   32.667618  19.892473   0.186567\n",
+      "10   3.235434   2.721451   0.010076\n",
+      "11  31.178707  10.545455   0.234192\n",
+      "12   2.155569   5.704472   0.005586\n",
+      "13  36.528497   3.596288   0.000000\n",
+      "14   1.490700   5.219576   0.009520\n",
+      "15  32.363636  22.033898   2.448980\n",
+      "16   1.053054   8.133270   0.023441\n",
+      "17  36.199095  10.000000   4.750000\n",
+      "18   0.778531  11.835851   0.011607\n",
+      "19  38.636364   2.040816   0.495050\n",
+      "20   0.579882  13.535099   0.007809\n",
+      "21  42.675159   3.125000   0.000000\n",
+      "22   0.476852  19.568463   0.002137\n",
+      "23  39.436620  15.789474   0.529101\n",
+      "24   0.348962  18.518519   0.002317\n",
+      "25  41.964286  11.111111   0.877193\n",
+      "26   0.283916  15.388631   0.006934\n",
+      "27  41.758242   3.846154   0.000000\n",
+      "28   0.298426  15.383536   0.001477\n",
+      "29  42.222222   6.250000   0.000000\n",
+      "30   0.239024  21.026035   0.000000\n",
+      "31  40.000000  27.272727   0.000000\n",
+      "32   0.253931  18.458524   0.003032\n",
+      "33  41.818182  50.000000   1.562500\n",
+      "34   0.223272  15.286715   0.002772\n",
+      "35  50.000000  50.000000   2.525253\n",
+      "36   0.201950  12.893482   0.006265\n",
+      "37  38.461538  20.000000   0.680272\n",
+      "38   0.194737  12.593703   0.003507\n",
+      "39  47.368421   0.000000   0.000000\n",
+      "40   0.217931   9.067358   0.000000\n",
+      "41  50.847458  66.666667   0.000000\n",
+      "42   0.215771   3.875328   0.000000\n",
+      "43  45.652174  11.111111   0.000000\n",
+      "44   0.213527   1.301953   0.000000\n",
+      "45  38.636364  14.285714   0.000000\n",
+      "46   0.274613   0.265803   0.002078\n",
+      "47  33.333333  11.111111   0.000000\n",
+      "48   0.149810   0.102102   0.000000\n",
+      "49  36.111111   0.000000   0.000000\n",
+      "50   0.200553   0.045777   0.000000\n",
+      "Cluster d\n",
+      "           t4         t5         t7\n",
+      "x                                  \n",
+      "0   15.998574  15.744658  98.467699\n",
+      "1   39.241581   4.457610   0.407357\n",
+      "2    9.002476   6.888459   0.101781\n",
+      "3   46.903866   5.417925   0.599774\n",
+      "4    7.426166   4.110437   0.021777\n",
+      "5   46.852425  11.572700   0.386001\n",
+      "6    4.128459   5.157894   0.033838\n",
+      "7   48.850575   2.659574   0.145843\n",
+      "8    2.171374   3.593708   0.018238\n",
+      "9   45.427729   5.194805   0.065746\n",
+      "10   1.210312   9.673319   0.008470\n",
+      "11  32.017544   1.066790   0.000000\n",
+      "12   0.782879   7.090615   0.006522\n",
+      "13  28.089888   8.391608   0.000000\n",
+      "14   0.586503   2.948347   0.010075\n",
+      "15  29.133858   5.228758   0.000000\n",
+      "16   0.503178   3.976640   0.006712\n",
+      "17  26.923077   5.050505   0.000000\n",
+      "18   0.413075   6.716740   0.004206\n",
+      "19  15.957447   0.000000   0.000000\n",
+      "20   0.365594   4.436353   0.004179\n",
+      "21  18.571429  11.428571   0.000000\n",
+      "22   0.327552   1.143489   0.001154\n",
+      "23  14.814815  10.000000   0.000000\n",
+      "24   0.228291   0.517282   0.001413\n",
+      "25  14.035088   8.928571   0.000000\n",
+      "26   0.197619   0.297279   0.000000\n",
+      "27  14.893617   0.000000   0.000000\n",
+      "28   0.142954   0.040409   0.000000\n",
+      "29  11.764706   0.000000   0.000000\n",
+      "30   0.107823   0.070602   0.000000\n",
+      "31  21.428571   0.000000   0.000000\n",
+      "32   0.101385   0.016483   0.000000\n",
+      "33  17.948718   0.000000   0.000000\n",
+      "34   0.055946   0.020825   0.000000\n",
+      "35   8.888889   0.000000   0.000000\n",
+      "36   0.036581   0.000000   0.000000\n",
+      "37  15.384615   0.000000   0.000000\n",
+      "38   0.024701   0.000000   0.000000\n",
+      "39   0.000000   0.000000   0.000000\n",
+      "40   0.026115   0.000000   0.000000\n",
+      "41   5.882353   0.000000   0.000000\n",
+      "42   0.023865   0.000000   0.000000\n",
+      "43   0.000000   0.000000   0.000000\n",
+      "44   0.051188   0.000000   0.000000\n",
+      "45   2.380952  33.333333   0.000000\n",
+      "46   0.013461   0.000000   0.000000\n",
+      "47   3.125000   0.000000   0.000000\n",
+      "48   0.014197   0.000000   0.000000\n",
+      "49   5.555556   0.000000   0.000000\n",
+      "50   0.029987   0.000000   0.000000\n",
+      "Cluster e\n",
+      "           t4         t5         t7\n",
+      "x                                  \n",
+      "0   29.060181  27.568113  98.405342\n",
+      "1   42.092142   1.143201   0.331637\n",
+      "2    4.545281   0.862833   0.143521\n",
+      "3   42.342799  14.806867   1.183835\n",
+      "4    1.779696   1.917233   0.016046\n",
+      "5   39.553753  19.806763   0.792988\n",
+      "6    0.955921   4.733897   0.025259\n",
+      "7   17.818182  10.052910   0.288600\n",
+      "8    0.618527   7.872036   0.010712\n",
+      "9    8.474576   5.084746   0.184332\n",
+      "10   0.387358  26.811898   0.005487\n",
+      "11   2.816901  24.000000   0.080645\n",
+      "12   0.262131  21.145678   0.005748\n",
+      "13   3.092784   7.317073   0.000000\n",
+      "14   0.174203   6.922733   0.001833\n",
+      "15   0.000000   8.333333   0.000000\n",
+      "16   0.094376   9.696811   0.001886\n",
+      "17   0.990099  14.285714   0.000000\n",
+      "18   0.054997  13.310156   0.003360\n",
+      "19   0.000000   5.263158   0.000000\n",
+      "20   0.046538   8.521303   0.001230\n",
+      "21   0.000000   0.000000   0.000000\n",
+      "22   0.017076   3.672408   0.001389\n",
+      "23   0.000000   3.846154   0.000000\n",
+      "24   0.024240   9.278351   0.000000\n",
+      "25   0.000000   0.000000   0.000000\n",
+      "26   0.015338   2.069297   0.000000\n",
+      "27   0.000000   0.000000   0.000000\n",
+      "28   0.004213   1.397516   0.002578\n",
+      "29   0.000000   0.000000   0.000000\n",
+      "30   0.002302   0.338409   0.000000\n",
+      "31   0.000000   0.000000   0.000000\n",
+      "32   0.007490   0.000000   0.000971\n",
+      "33   0.000000   0.000000   0.000000\n",
+      "34   0.000000   0.139082   0.000000\n",
+      "35   0.000000   0.000000   0.000000\n",
+      "36   0.002919   0.115607   0.000000\n",
+      "37   0.000000   0.000000   0.000000\n",
+      "38   0.000000   0.000000   0.000000\n",
+      "39   0.000000   0.000000   0.000000\n",
+      "40   0.000000   0.089127   0.000000\n",
+      "41   0.000000   0.000000   0.000000\n",
+      "42   0.000000   0.000000   0.000000\n",
+      "43   0.000000   0.000000   0.000000\n",
+      "44   0.000000   0.000000   0.001411\n",
+      "45   0.000000   0.000000   0.373134\n",
+      "46   0.000000   0.000000   0.000000\n",
+      "47   0.000000   0.000000   0.000000\n",
+      "48   0.000000   0.000000   0.000000\n",
+      "49   0.000000   0.000000   0.000000\n",
+      "50   0.000000   0.281690   0.003120\n",
+      "Cluster f\n",
+      "           t4         t5         t7\n",
+      "x                                  \n",
+      "0   23.221217  22.949616  98.182529\n",
+      "1   28.964663   7.406842   0.602731\n",
+      "2    8.778786   2.814571   0.920639\n",
+      "3    5.952381   6.164384   1.419332\n",
+      "4    4.603357   0.210631   0.816905\n",
+      "5    2.777778   7.352941   0.488906\n",
+      "6    2.541858   0.163299   1.200103\n",
+      "7    3.546099   6.976744   0.353982\n",
+      "8    0.971659   0.056633   0.895532\n",
+      "9    1.739130  12.280702   0.068446\n",
+      "10   0.383972   0.064602   2.059272\n",
+      "11   1.111111   0.961538   0.160256\n",
+      "12   0.180200   0.129596   1.568797\n",
+      "13   1.388889   9.090909   0.000000\n",
+      "14   0.112934   0.143170   0.622607\n",
+      "15   0.000000   5.882353   0.000000\n",
+      "16   0.057648   0.406147   0.322456\n",
+      "17   0.000000   7.692308   0.000000\n",
+      "18   0.037331   0.178838   0.115619\n",
+      "19   0.000000   0.000000   0.143678\n",
+      "20   0.028396   0.100806   0.039895\n",
+      "21   3.448276   0.000000   0.000000\n",
+      "22   0.054437   0.074221   0.002923\n",
+      "23   2.173913   0.000000   0.000000\n",
+      "24   0.047396   0.154799   0.002537\n",
+      "25   0.000000   0.000000   0.000000\n",
+      "26   0.080215   0.074322   0.000803\n",
+      "27   3.846154   0.000000   0.000000\n",
+      "28   0.055064   0.097229   0.000000\n",
+      "29   0.000000   0.000000   0.000000\n",
+      "30   0.044152   0.000000   0.000000\n",
+      "31   0.000000   0.000000   0.000000\n",
+      "32   0.039355   0.245851   0.000000\n",
+      "33   0.000000   0.000000   0.000000\n",
+      "34   0.032819   0.247934   0.000000\n",
+      "35   0.000000   0.000000   0.000000\n",
+      "36   0.006266   0.401070   0.000000\n",
+      "37   0.000000   0.000000   0.000000\n",
+      "38   0.000000   0.318979   0.000000\n",
+      "39   0.000000   0.000000   0.000000\n",
+      "40   0.000000   0.907029   0.000000\n",
+      "41   0.000000   0.000000   0.000000\n",
+      "42   0.000000   0.271739   0.000000\n",
+      "43   0.000000   0.000000   0.000000\n",
+      "44   0.000000   0.000000   0.000000\n",
+      "45   0.000000   0.000000   0.000000\n",
+      "46   0.000000   0.000000   0.000000\n",
+      "47   0.000000   0.000000   0.000000\n",
+      "48   0.000000   0.420168   0.000000\n",
+      "49   0.000000   0.000000   0.000000\n",
+      "50   0.000000   0.500000   0.000000\n",
+      "Cluster g\n",
+      "           t4         t5         t7\n",
+      "x                                  \n",
+      "0   27.144219  23.955918  85.297571\n",
+      "1   37.458417   3.664392   0.336521\n",
+      "2    3.962138   1.156336   0.117015\n",
+      "3   39.669421   0.384044   6.434540\n",
+      "4    1.217580   0.389784   0.030781\n",
+      "5   43.333333   7.589286   1.724138\n",
+      "6    0.400887   0.111507   0.043164\n",
+      "7   24.637681  15.517241   0.663350\n",
+      "8    0.129372   0.001327   0.031519\n",
+      "9    3.125000  10.000000   0.569260\n",
+      "10   0.041683   0.166972   0.009957\n",
+      "11   0.000000  59.459459   0.000000\n",
+      "12   0.013887   0.282415   0.000674\n",
+      "13   3.846154  40.625000   0.000000\n",
+      "14   0.005518   0.024504   0.000000\n",
+      "15   0.000000  14.285714   0.000000\n",
+      "16   0.001399   0.090975   0.000000\n",
+      "17   4.761905   0.000000   0.000000\n",
+      "18   0.002394   0.026469   0.000000\n",
+      "19   0.000000   0.000000   0.000000\n",
+      "20   0.000000   0.081766   0.000000\n",
+      "21  10.526316   0.000000   0.000000\n",
+      "22   0.000000   0.000000   0.000000\n",
+      "23   0.000000   0.000000   0.000000\n",
+      "24   0.000000   0.000000   0.000000\n",
+      "25   0.000000  12.500000   0.000000\n",
+      "26   0.000000   0.000000   0.000000\n",
+      "27   0.000000   0.000000   0.000000\n",
+      "28   0.000000   0.000000   0.000000\n",
+      "29   0.000000   0.000000   0.000000\n",
+      "30   0.000000   0.000000   0.000000\n",
+      "31   3.448276   0.000000   0.000000\n",
+      "32   0.000000   0.000000   0.000000\n",
+      "33   0.000000   0.000000   0.000000\n",
+      "34   0.000000   0.000000   0.000000\n",
+      "35   0.000000   0.000000   0.000000\n",
+      "36   0.000000   0.000000   0.000000\n",
+      "37   0.000000   0.000000   0.000000\n",
+      "38   0.000000   0.000000   0.000000\n",
+      "39   0.000000   0.000000   0.000000\n",
+      "40   0.000000   0.000000   0.000000\n",
+      "41   0.000000   0.000000   0.000000\n",
+      "42   0.000000   0.000000   0.000000\n",
+      "43   0.000000   0.000000   0.000000\n",
+      "44   0.000000   0.000000   0.000000\n",
+      "45   0.000000   0.000000   0.000000\n",
+      "46   0.000000   0.000000   0.000000\n",
+      "47   0.000000   0.000000   0.000000\n",
+      "48   0.000000   0.000000   0.000000\n",
+      "49   0.000000   0.000000   0.000000\n",
+      "50   0.000000   0.000000   0.000000\n",
+      "Cluster h\n",
+      "           t4         t5         t7\n",
+      "x                                  \n",
+      "0   19.700148  18.546258  97.156117\n",
+      "1   15.942300   1.793886   0.020084\n",
+      "2    1.935968  14.486904   0.203083\n",
+      "3    1.666667   2.083333   0.443047\n",
+      "4    0.345462   2.401347   0.044810\n",
+      "5    0.000000   1.298701   0.167317\n",
+      "6    0.240148   0.446334   0.039865\n",
+      "7    0.000000   0.884956   0.000000\n",
+      "8    0.302454   0.041514   0.018718\n",
+      "9    0.000000   0.000000   0.000000\n",
+      "10   0.438648   0.009005   0.006319\n",
+      "11   0.000000   1.558074   0.121951\n",
+      "12   0.510128   0.059876   0.005273\n",
+      "13   0.000000   0.000000   0.000000\n",
+      "14   0.550489   0.088731   0.001569\n",
+      "15   0.000000   0.000000   0.300300\n",
+      "16   0.591507   0.009006   0.000884\n",
+      "17   0.000000   0.000000   0.000000\n",
+      "18   0.685781   0.000000   0.000472\n",
+      "19   0.000000   0.000000   0.416667\n",
+      "20   0.780825   0.000000   0.000000\n",
+      "21   0.000000   0.000000   0.000000\n",
+      "22   0.767510   0.000000   0.000000\n",
+      "23   0.000000   0.000000   0.000000\n",
+      "24   0.870496   0.000000   0.000000\n",
+      "25   0.000000   0.000000   0.000000\n",
+      "26   0.767858   0.000000   0.000000\n",
+      "27   0.000000   0.000000   0.751880\n",
+      "28   0.689920   0.000000   0.000000\n",
+      "29   0.000000   0.000000   0.000000\n",
+      "30   0.665122   0.000000   0.000000\n",
+      "31   0.000000   0.000000   0.000000\n",
+      "32   0.689776   0.000000   0.000000\n",
+      "33   0.000000   0.000000   0.000000\n",
+      "34   0.938967   0.000000   0.000000\n",
+      "35   0.000000   0.000000   0.000000\n",
+      "36   0.745282   0.000000   0.000000\n",
+      "37   0.000000   0.000000   0.000000\n",
+      "38   0.847693   0.000000   0.000000\n",
+      "39   0.000000   0.000000   0.000000\n",
+      "40   0.768979   0.000000   0.000000\n",
+      "41   0.000000   0.000000   0.000000\n",
+      "42   0.866218   0.000000   0.001087\n",
+      "43   0.000000   0.000000   0.000000\n",
+      "44   0.956106   0.000000   0.000000\n",
+      "45   0.000000   0.000000   0.000000\n",
+      "46   0.927086   0.000000   0.000000\n",
+      "47   0.000000   0.000000   0.000000\n",
+      "48   1.061634   0.000000   0.000000\n",
+      "49   0.000000   0.000000   0.000000\n",
+      "50   1.080351   0.000000   0.000000\n",
+      "Cluster all\n",
+      "           t4         t5         t7\n",
+      "x                                  \n",
+      "0   19.700148  18.546258  97.156117\n",
+      "1   15.942300   1.793886   0.020084\n",
+      "2    1.935968  14.486904   0.203083\n",
+      "3    1.666667   2.083333   0.443047\n",
+      "4    0.345462   2.401347   0.044810\n",
+      "5    0.000000   1.298701   0.167317\n",
+      "6    0.240148   0.446334   0.039865\n",
+      "7    0.000000   0.884956   0.000000\n",
+      "8    0.302454   0.041514   0.018718\n",
+      "9    0.000000   0.000000   0.000000\n",
+      "10   0.438648   0.009005   0.006319\n",
+      "11   0.000000   1.558074   0.121951\n",
+      "12   0.510128   0.059876   0.005273\n",
+      "13   0.000000   0.000000   0.000000\n",
+      "14   0.550489   0.088731   0.001569\n",
+      "15   0.000000   0.000000   0.300300\n",
+      "16   0.591507   0.009006   0.000884\n",
+      "17   0.000000   0.000000   0.000000\n",
+      "18   0.685781   0.000000   0.000472\n",
+      "19   0.000000   0.000000   0.416667\n",
+      "20   0.780825   0.000000   0.000000\n",
+      "21   0.000000   0.000000   0.000000\n",
+      "22   0.767510   0.000000   0.000000\n",
+      "23   0.000000   0.000000   0.000000\n",
+      "24   0.870496   0.000000   0.000000\n",
+      "25   0.000000   0.000000   0.000000\n",
+      "26   0.767858   0.000000   0.000000\n",
+      "27   0.000000   0.000000   0.751880\n",
+      "28   0.689920   0.000000   0.000000\n",
+      "29   0.000000   0.000000   0.000000\n",
+      "30   0.665122   0.000000   0.000000\n",
+      "31   0.000000   0.000000   0.000000\n",
+      "32   0.689776   0.000000   0.000000\n",
+      "33   0.000000   0.000000   0.000000\n",
+      "34   0.938967   0.000000   0.000000\n",
+      "35   0.000000   0.000000   0.000000\n",
+      "36   0.745282   0.000000   0.000000\n",
+      "37   0.000000   0.000000   0.000000\n",
+      "38   0.847693   0.000000   0.000000\n",
+      "39   0.000000   0.000000   0.000000\n",
+      "40   0.768979   0.000000   0.000000\n",
+      "41   0.000000   0.000000   0.000000\n",
+      "42   0.866218   0.000000   0.001087\n",
+      "43   0.000000   0.000000   0.000000\n",
+      "44   0.956106   0.000000   0.000000\n",
+      "45   0.000000   0.000000   0.000000\n",
+      "46   0.927086   0.000000   0.000000\n",
+      "47   0.000000   0.000000   0.000000\n",
+      "48   1.061634   0.000000   0.000000\n",
+      "49   0.000000   0.000000   0.000000\n",
+      "50   1.080351   0.000000   0.000000\n"
+     ]
+    },
     {
      "data": {
       "image/png": 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\n",
@@ -420,6 +912,9 @@
     "    dft = {}\n",
     "    _, ax = plt.subplots(figsize=(5,4))\n",
     "    colors = plt.cm.Spectral([0.9, 0.3, 0.8, 0.1])\n",
+    "    \n",
+    "    pds = {}\n",
+    "\n",
     "    for i in [4,5,7]:\n",
     "        dft[i] = df[[\"count_\" + str(i), \"succ\", \"non\"]].copy()\n",
     "        dft[i] = dft[i].groupby(\"count_\" + str(i)).sum().reset_index()\n",
@@ -446,15 +941,22 @@
     "        for j in range(0, max_count + 2):\n",
     "            a = dft[i][dft[i][\"count_\" + str(i)] == j]\n",
     "            ys.append(0 if a.empty else a[\"perc\"].squeeze() * 100)\n",
-    "        \n",
-    "     \n",
+    "            \n",
+    "        pds[\"t\" + str(i)] = ys[:-1]\n",
+    "    \n",
     "        plt.plot([x for x in range(0,51)], ys[:-1], color=colors[i-4])\n",
-    "        if cluster == \"all\":\n",
-    "            plt.title(\"2019 data\")\n",
-    "        elif cluster == \"2011\":\n",
-    "            plt.title(\"2011 data\")\n",
-    "        else:\n",
-    "            plt.title(\"Cluster \" + cluster.upper())\n",
+    "        \n",
+    "    if cluster == \"all\":\n",
+    "        plt.title(\"2019 data\")\n",
+    "    elif cluster == \"2011\":\n",
+    "        plt.title(\"2011 data\")\n",
+    "    else:\n",
+    "        plt.title(\"Cluster \" + cluster.upper())\n",
+    "            \n",
+    "    print(\"Cluster \" + cluster)\n",
+    "            \n",
+    "    print(pd.DataFrame({\"x\": [x for x in range(0,51)], \"t4\": pds[\"t4\"], \"t5\": pds[\"t5\"], \"t7\": pds[\"t7\"]}).set_index(\"x\"))\n",
+    "    \n",
     "    lgd = plt.legend([\"EVICT\", \"FAIL\", \"KILL\"])\n",
     "    plt.xlabel(\"Event count\")\n",
     "    plt.xlim([-2,52])\n",