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,maggicl,Apple2gs.local,11.05.2021 21:13,file:///Users/maggicl/Library/Application%20Support/LibreOffice/4;

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@ -112,9 +112,9 @@ compute and save intermediate results beforehand.
## Ad-Hoc presentation of some analysis scripts (w diagrams)
# Analysis (w observations)
# Analysis and observations
## machine_configs
## Overview of machine configurations in each cluster
\input{figures/machine_configs}
@ -126,7 +126,7 @@ Refer to figure \ref{fig:machineconfigs}.
traces
- some clusters have more machine variability
## machine_time_waste
## Analysis of execution time per each execution phase
\input{figures/machine_time_waste}
@ -150,7 +150,7 @@ Refer to figures \ref{fig:machinetimewaste-abs} and
re-schedule evicted jobs ("evicted" state)
- Cluster A has unusually high queuing times
## task_slowdown
## Task slowdown
\input{figures/task_slowdown}
@ -168,7 +168,7 @@ Refer to figure \ref{fig:taskslowdown}
successfully. More raw data on those exception is in Jupyter.
- The % of finishing jobs is relatively low comparing with the 2011 traces.
## spatial_resource_waste
## Reserved and actual resource usage of tasks
\input{figures/spatial_resource_waste}
@ -183,7 +183,7 @@ Refer to figures \ref{fig:spatialresourcewaste-actual} and
cluster G where a lot of LOST-terminated tasks acquired 70% of both CPU and
RAM
## figure_7
## Correlation between task events' metadata and task termination
\input{figures/figure_7}
@ -204,8 +204,9 @@ Refer to figures \ref{fig:figureVII-a}, \ref{fig:figureVII-b}, and
- Machine concurrency seems to play little role in the event termination
distribution, as for all concurrency factors the kill rate is at 90%.
## figure_8
## figure_9
## Correlation between task events' resource metadata and task termination
## Correlation between job events' metadata and job termination
\input{figures/figure_9}
@ -225,7 +226,48 @@ Refer to figures \ref{fig:figureIX-a}, \ref{fig:figureIX-b}, and
- Across all clusters, a machine locality factor of 1 seems to lead to the
highest success event rate
## table_iii, table_iv, figure_v
## Mean number of tasks and event distribution per task type
\input{figures/table_iii}
Refer to figure \ref{fig:tableIII}.
**Observations**:
- The mean number of events per task is an order of magnitude higher than in the
2011 traces
- Generally speaking, the event type with higher mean is the termination event
for the task
- 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.
## Mean number of tasks and event distribution per job type
\input{figures/table_iv}
Refer to figure \ref{fig:tableIV}.
**Observations**:
- Again the mean number of tasks is significantly higher than the 2011 traces,
indicating a higher complexity of workloads
- Cluster A has no evicted jobs
- The number of events is however lower than the event means in the 2011 traces
## Probability of task successful termination given its unsuccesful events
\input{figures/figure_5}
Refer to figure \ref{fig:figureV}.
**Observations**:
- Behaviour is very different from cluster to cluster
- There is no easy conclusion, unlike in 2011, on the correlation between
succesful probability and # of events of a specific type.
- Clusters B, C and D in particular have very unsmooth lines that vary a lot for
small # evts differences. This may be due to an uneven distribution of # evts
in the traces.
## Potential causes of unsuccesful executions

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\newcommand{\figureV}[3][0.49\textwidth]{
\begin{subfigure}{#1}
\vspace{0.5cm}
\begin{minipage}[c]{\textwidth}%
\includegraphics[width=1\textwidth]{figures/figure_5/#3}
\end{minipage}
\caption{#2}
\end{subfigure}}
\begin{figure}
\figureV{Cluster A}{output_6_1.png}
\figureV{Cluster B}{output_6_2.png}
\figureV{Cluster C}{output_6_3.png}
\figureV{Cluster D}{output_6_4.png}
\figureV{Cluster E}{output_6_5.png}
\figureV{Cluster F}{output_6_6.png}
\figureV{Cluster G}{output_6_7.png}
\figureV{Cluster H}{output_6_8.png}
\caption{Conditional probability of task success given a number of specific unsuccesful events observed, i.e. eviction, fail, kill or lost.}\label{fig:figureV}
\end{figure}

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report/figures/machine_configs.tex
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@ -166,5 +166,5 @@ Unknown & Unknown & 1720 & 2.933251\% \\
0.591797 & 0.666992 & 500 & 0.852689\% \\
0.958984 & 1.000000 & 200 & 0.341076\% \\
}
\caption{Overwiew of machine configurations in terms of CPU and RAM resources for each cluster}\label{fig:machineconfigs}
\caption{Overview of machine configurations in terms of CPU and RAM resources for each cluster}\label{fig:machineconfigs}
\end{figure}

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\newcommand{\tableIII}[2]{
\begin{subfigure}{\textwidth}
\vspace{0.5cm}
\hspace{.1\textwidth}
\begin{minipage}[c]{.8\textwidth}%
\resizebox{\textwidth}{!}{#2}
\end{minipage}
\hfill
\caption{Cluster #1}
\end{subfigure}}
\begin{figure}
\tableIII{A}{
\begin{tabular}{lrrrrrrr}
\toprule
Task termination & \# Evts. 95\% p.tile & \# Evts. mean & \# EVICT Evts. mean & \# FAIL Evts. mean & \# FINISH Evts. mean & \# KILL Evts. mean & \# LOST Evts. mean \\
\midrule
KILL & 58.0 & 27.395925 & 2.349579 & 0.213859 & 0.003412 & 3.395996 & 0.089576 \\
FINISH & 9.0 & 12.405370 & 0.019321 & 0.003779 & 2.153432 & 0.008150 & 0.008989 \\
FAIL & 108.0 & 50.039556 & 0.287778 & 11.061864 & 0.002098 & 0.467656 & 0.053144 \\
LOST & 7.0 & 8.847145 & 0.083348 & 0.001821 & 0.384190 & 1.329910 & 1.007933 \\
EVICT & 2924.0 & 428.550689 & 73.693595 & 0.768553 & 0.000179 & 28.766164 & 0.845501 \\
No termination & 84.0 & 14.818523 & 0.000000 & 0.000000 & 0.000000 & 0.000000 & 0.000000 \\
\bottomrule
\end{tabular}
}
\tableIII{B}{
\begin{tabular}{lrrrrrrr}
\toprule
Task termination & \# Evts. 95\% p.tile & \# Evts. mean & \# EVICT Evts. mean & \# FAIL Evts. mean & \# FINISH Evts. mean & \# KILL Evts. mean & \# LOST Evts. mean \\
\midrule
KILL & 60.0 & 40.901041 & 3.351496 & 0.276305 & 0.003656 & 5.541079 & 0.033457 \\
FINISH & 20.0 & 17.277596 & 0.020444 & 0.020628 & 2.942579 & 0.011640 & 0.016278 \\
FAIL & 260.0 & 86.772419 & 0.518061 & 19.656798 & 0.000560 & 0.675392 & 0.088523 \\
LOST & 14.0 & 25.690455 & 0.257231 & 0.007420 & 1.928351 & 3.515436 & 2.015153 \\
EVICT & 1578.0 & 345.705559 & 64.816518 & 0.240214 & 0.000000 & 17.961539 & 1.028401 \\
No termination & 32.0 & 13.018130 & 0.000000 & 0.000000 & 0.000000 & 0.000000 & 0.000000 \\
\bottomrule
\end{tabular}
}
\tableIII{C}{
\begin{tabular}{lrrrrrrr}
\toprule
Task termination & \# Evts. 95\% p.tile & \# Evts. mean & \# EVICT Evts. mean & \# FAIL Evts. mean & \# FINISH Evts. mean & \# KILL Evts. mean & \# LOST Evts. mean \\
\midrule
KILL & 32.0 & 24.230887 & 1.533237 & 0.116082 & 0.003994 & 3.799111 & 0.013670 \\
FINISH & 18.0 & 15.242628 & 0.017929 & 0.012701 & 2.470654 & 0.006020 & 0.006414 \\
FAIL & 156.0 & 187.030894 & 0.772823 & 48.445773 & 2.035378 & 0.756015 & 0.133687 \\
LOST & 28.0 & 22.385446 & 0.411365 & 0.007569 & 1.412201 & 2.751353 & 1.998665 \\
EVICT & 1748.0 & 404.108669 & 73.715527 & 1.812816 & 0.000166 & 22.908022 & 0.546198 \\
No termination & 96.0 & 21.315166 & 0.000000 & 0.000000 & 0.000000 & 0.000000 & 0.000000 \\
\bottomrule
\end{tabular}
}
\tableIII{D}{
\begin{tabular}{lrrrrrrr}
\toprule
Task termination & \# Evts. 95\% p.tile & \# Evts. mean & \# EVICT Evts. mean & \# FAIL Evts. mean & \# FINISH Evts. mean & \# KILL Evts. mean & \# LOST Evts. mean \\
\midrule
KILL & 32.0 & 29.953873 & 1.960134 & 0.150521 & 0.002385 & 4.682411 & 0.016156 \\
FINISH & 18.0 & 23.105615 & 0.058651 & 0.019051 & 3.789050 & 0.009785 & 0.018699 \\
FAIL & 269.0 & 228.004975 & 0.496316 & 58.968210 & 0.809520 & 2.040396 & 0.324754 \\
LOST & 20.0 & 17.065721 & 0.014760 & 0.003577 & 0.079289 & 4.636283 & 1.999794 \\
EVICT & 1478.0 & 323.366130 & 62.000510 & 0.700268 & 0.000373 & 14.057514 & 0.627592 \\
No termination & 103.0 & 27.867403 & 0.000000 & 0.000000 & 0.000000 & 0.000000 & 0.000000 \\
\bottomrule
\end{tabular}
}
\tableIII{E}{
\begin{tabular}{lrrrrrrr}
\toprule
Task termination & \# Evts. 95\% p.tile & \# Evts. mean & \# EVICT Evts. mean & \# FAIL Evts. mean & \# FINISH Evts. mean & \# KILL Evts. mean & \# LOST Evts. mean \\
\midrule
KILL & 258.0 & 55.877475 & 1.287917 & 0.056909 & 0.000185 & 12.159880 & 0.054997 \\
FINISH & 14.0 & 11.976806 & 0.013879 & 0.008435 & 1.998677 & 0.008241 & 0.026641 \\
FAIL & 138.0 & 450.526937 & 0.457703 & 111.471047 & 0.000000 & 0.455705 & 0.187991 \\
LOST & 14.0 & 11.899908 & 0.000000 & 0.000000 & 0.033976 & 3.131007 & 1.792164 \\
EVICT & 310.0 & 84.645189 & 11.780754 & 0.106119 & 0.000090 & 5.790960 & 0.654955 \\
No termination & 34.0 & 7.349165 & 0.000000 & 0.000000 & 0.000000 & 0.000000 & 0.000000 \\
\bottomrule
\end{tabular}
}
\tableIII{F}{
\begin{tabular}{lrrrrrrr}
\toprule
Task termination & \# Evts. 95\% p.tile & \# Evts. mean & \# EVICT Evts. mean & \# FAIL Evts. mean & \# FINISH Evts. mean & \# KILL Evts. mean & \# LOST Evts. mean \\
\midrule
KILL & 162.0 & 45.039557 & 0.384065 & 0.098430 & 0.001178 & 9.804287 & 0.037783 \\
FINISH & 20.0 & 19.899709 & 0.019381 & 0.003510 & 3.007839 & 0.097934 & 0.023707 \\
FAIL & 220.0 & 164.043073 & 0.279352 & 39.257407 & 0.000023 & 1.549795 & 0.203997 \\
LOST & 36.0 & 25.002219 & 0.011815 & 0.000909 & 0.149586 & 7.283534 & 2.000428 \\
EVICT & 510.0 & 302.262347 & 23.973621 & 0.192394 & 0.000094 & 45.979997 & 0.374789 \\
No termination & 24.0 & 7.784905 & 0.000000 & 0.000000 & 0.000000 & 0.000000 & 0.000000 \\
\bottomrule
\end{tabular}
}
\tableIII{G}{
\begin{tabular}{lrrrrrrr}
\toprule
Task termination & \# Evts. 95\% p.tile & \# Evts. mean & \# EVICT Evts. mean & \# FAIL Evts. mean & \# FINISH Evts. mean & \# KILL Evts. mean & \# LOST Evts. mean \\
\midrule
KILL & 641.00 & 130.054143 & 6.909204 & 0.135073 & 0.000033 & 25.275769 & 0.131106 \\
FINISH & 18.00 & 105.240418 & 0.015228 & 0.001655 & 14.153775 & 0.004879 & 0.158300 \\
FAIL & 40.00 & 40.121553 & 0.016111 & 8.592728 & 0.000000 & 0.338883 & 0.011310 \\
LOST & 4602.25 & 576.384120 & 1.931330 & 0.360515 & 48.094421 & 35.596567 & 3.534335 \\
EVICT & 2015.00 & 555.574743 & 77.429054 & 0.303127 & 0.000000 & 58.299330 & 0.653819 \\
No termination & 30.00 & 9.503553 & 0.000000 & 0.000000 & 0.000000 & 0.000000 & 0.000000 \\
\bottomrule
\end{tabular}
}
\tableIII{H}{
\begin{tabular}{lrrrrrrr}
\toprule
Task termination & \# Evts. 95\% p.tile & \# Evts. mean & \# EVICT Evts. mean & \# FAIL Evts. mean & \# FINISH Evts. mean & \# KILL Evts. mean & \# LOST Evts. mean \\
\midrule
KILL & 388.0 & 74.425542 & 0.633338 & 0.169666 & 0.000231 & 17.172624 & 0.062799 \\
FINISH & 22.0 & 23.978294 & 0.023700 & 0.014129 & 3.632529 & 0.011111 & 0.028482 \\
FAIL & 487.0 & 170.153701 & 0.600483 & 37.599942 & 0.000000 & 2.866647 & 0.343806 \\
LOST & 386.4 & 94.666667 & 1.493333 & 2.400000 & 0.573333 & 14.040000 & 3.480000 \\
EVICT & 206.0 & 75.658064 & 6.732544 & 0.837154 & 0.000000 & 7.164722 & 0.421745 \\
No termination & 18.0 & 8.123506 & 0.000000 & 0.000000 & 0.000000 & 0.000000 & 0.000000 \\
\bottomrule
\end{tabular}
}
\caption{Mean number of tasks and event distribution per task type}\label{fig:tableIII}
\end{figure}

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\newcommand{\tableIV}[2]{
\begin{subfigure}{\textwidth}
\vspace{0.5cm}
\hspace{.1\textwidth}
\begin{minipage}[c]{.8\textwidth}%
\resizebox{\textwidth}{!}{#2}
\end{minipage}
\hfill
\caption{Cluster #1}
\end{subfigure}}
\begin{figure}
\tableIV{A}{
\begin{tabular}{lrrrrrrr}
\toprule
Job termination & \# Tasks mean & \# Tasks 95\% p.tile & \# EVICT Evts. mean & \# FAIL Evts. mean & \# FINISH Evts. mean & \# KILL Evts. mean & \# LOST Evts. mean \\
\midrule
No termination & 92.359436 & 174.3 & 23.263951 & 3.454474 & 23.047597 & 34.565608 & 0.707709 \\
EVICT & -1.000000 & -1.0 & NaN & NaN & NaN & NaN & NaN \\
FAIL & 90.792728 & 499.0 & 0.694942 & 0.683556 & 0.085957 & 1.849587 & 0.009730 \\
FINISH & 1.187092 & 1.0 & 0.004696 & 0.001341 & 1.072623 & 0.024396 & 0.000952 \\
KILL & 16.533171 & 10.0 & 1.045419 & 0.073867 & 0.461387 & 1.188720 & 0.044610 \\
LOST & 223.206593 & 1689.6 & 0.000000 & 0.000000 & 0.000000 & 1.034082 & 0.974598 \\
\bottomrule
\end{tabular}
}
\tableIV{B}{
\begin{tabular}{lrrrrrrr}
\toprule
Job termination & \# Tasks mean & \# Tasks 95\% p.tile & \# EVICT Evts. mean & \# FAIL Evts. mean & \# FINISH Evts. mean & \# KILL Evts. mean & \# LOST Evts. mean \\
\midrule
No termination & 112.422759 & 169.8 & 34.681161 & 0.711242 & 13.379533 & 38.794188 & 0.780483 \\
EVICT & 1.000000 & 1.0 & 1.000000 & 0.000000 & 0.000000 & 0.000000 & 0.000000 \\
FAIL & 74.367804 & 374.0 & 2.003355 & 1.993765 & 0.266584 & 4.944145 & 0.034526 \\
FINISH & 6.304299 & 10.0 & 0.022380 & 0.008476 & 2.349304 & 0.012729 & 0.006484 \\
KILL & 69.853370 & 234.0 & 1.696449 & 0.157833 & 0.613748 & 3.008678 & 0.012092 \\
LOST & 320.020202 & 459.8 & 0.000000 & 0.000000 & 0.000000 & 2.959946 & 1.996875 \\
\bottomrule
\end{tabular}
}
\tableIV{C}{
\begin{tabular}{lrrrrrrr}
\toprule
Job termination & \# Tasks mean & \# Tasks 95\% p.tile & \# EVICT Evts. mean & \# FAIL Evts. mean & \# FINISH Evts. mean & \# KILL Evts. mean & \# LOST Evts. mean \\
\midrule
No termination & 96.399561 & 100.0 & 55.276973 & 7.552906 & 23.848867 & 41.578669 & 0.664107 \\
EVICT & 1.000000 & 1.0 & 1.000829 & 0.000000 & 0.000000 & 0.000415 & 0.000000 \\
FAIL & 41.982301 & 200.0 & 3.483606 & 0.997592 & 0.376438 & 3.998369 & 0.046439 \\
FINISH & 1.991485 & 1.0 & 0.021806 & 0.016914 & 1.565034 & 0.017401 & 0.001803 \\
KILL & 110.680808 & 652.0 & 0.627334 & 0.059076 & 0.656426 & 2.266794 & 0.006258 \\
LOST & 38.870091 & 48.6 & 0.000031 & 0.000311 & 0.000000 & 2.620721 & 1.833872 \\
\bottomrule
\end{tabular}
}
\tableIV{D}{
\begin{tabular}{lrrrrrrr}
\toprule
Job termination & \# Tasks mean & \# Tasks 95\% p.tile & \# EVICT Evts. mean & \# FAIL Evts. mean & \# FINISH Evts. mean & \# KILL Evts. mean & \# LOST Evts. mean \\
\midrule
No termination & 103.889987 & 120.00 & 41.421532 & 7.604808 & 18.179476 & 47.603502 & 0.661826 \\
EVICT & 1.000000 & 1.00 & 1.000000 & 0.000000 & 0.000000 & 0.000000 & 0.000000 \\
FAIL & 43.355682 & 250.00 & 6.111993 & 0.948602 & 0.531390 & 6.497784 & 0.041077 \\
FINISH & 2.109260 & 2.00 & 0.268375 & 0.012614 & 1.723392 & 0.018567 & 0.005052 \\
KILL & 89.647948 & 283.00 & 1.013114 & 0.054374 & 0.283313 & 3.255675 & 0.006664 \\
LOST & 271.441748 & 2620.75 & 0.000000 & 0.000000 & 0.000000 & 5.938069 & 1.647084 \\
\bottomrule
\end{tabular}
}
\tableIV{E}{
\begin{tabular}{lrrrrrrr}
\toprule
Job termination & \# Tasks mean & \# Tasks 95\% p.tile & \# EVICT Evts. mean & \# FAIL Evts. mean & \# FINISH Evts. mean & \# KILL Evts. mean & \# LOST Evts. mean \\
\midrule
No termination & 350.929407 & 596.0 & 7.204391 & 2.074423 & 0.126290 & 46.646065 & 0.378274 \\
EVICT & 1.000000 & 1.0 & 1.000000 & 0.000000 & 0.000000 & 0.000000 & 0.000000 \\
FAIL & 23.081125 & 25.0 & 0.246529 & 0.665546 & 0.716720 & 1.588119 & 0.066467 \\
FINISH & 7.776085 & 2.0 & 0.018677 & 0.029073 & 1.934488 & 0.020929 & 0.064920 \\
KILL & 88.790215 & 309.0 & 0.706293 & 0.028618 & 0.461084 & 7.572301 & 0.029122 \\
LOST & 5.374150 & 5.0 & 0.000000 & 0.000000 & 0.000000 & 3.234494 & 1.813924 \\
\bottomrule
\end{tabular}
}
\tableIV{F}{
\begin{tabular}{lrrrrrrr}
\toprule
Job termination & \# Tasks mean & \# Tasks 95\% p.tile & \# EVICT Evts. mean & \# FAIL Evts. mean & \# FINISH Evts. mean & \# KILL Evts. mean & \# LOST Evts. mean \\
\midrule
No termination & 217.718640 & 379.4 & 4.304676 & 1.315021 & 4.971122 & 48.118465 & 0.464429 \\
EVICT & 1.000000 & 1.0 & 1.000000 & 0.000000 & 0.000000 & 0.000000 & 0.000000 \\
FAIL & 17.161251 & 8.0 & 0.621327 & 0.546356 & 0.426265 & 7.559244 & 0.034773 \\
FINISH & 2.940843 & 2.0 & 0.014704 & 0.051014 & 1.669860 & 0.162042 & 0.002623 \\
KILL & 103.888843 & 361.0 & 0.182630 & 0.063914 & 0.416684 & 5.824311 & 0.014161 \\
LOST & 3736.500000 & 18823.4 & 0.001491 & 0.000038 & 0.000000 & 6.298140 & 1.429604 \\
\bottomrule
\end{tabular}
}
\tableIV{G}{
\begin{tabular}{lrrrrrrr}
\toprule
Job termination & \# Tasks mean & \# Tasks 95\% p.tile & \# EVICT Evts. mean & \# FAIL Evts. mean & \# FINISH Evts. mean & \# KILL Evts. mean & \# LOST Evts. mean \\
\midrule
No termination & 342.090034 & 599.10 & 14.184405 & 0.626186 & 23.836017 & 46.002917 & 0.735801 \\
EVICT & 1.000000 & 1.00 & 1.000000 & 0.000000 & 0.000000 & 0.000000 & 0.000000 \\
FAIL & 51.834803 & 250.00 & 0.555532 & 3.334848 & 0.607560 & 20.351992 & 0.176242 \\
FINISH & 8.519166 & 36.00 & 0.001733 & 0.629809 & 1.759677 & 0.005452 & 0.004575 \\
KILL & 37.054914 & 100.00 & 5.687172 & 0.064640 & 0.080370 & 19.166260 & 0.059132 \\
LOST & 190.500000 & 358.35 & 0.000000 & 0.000000 & 0.000000 & 1.994751 & 1.994751 \\
\bottomrule
\end{tabular}
}
\tableIV{H}{
\begin{tabular}{lrrrrrrr}
\toprule
Job termination & \# Tasks mean & \# Tasks 95\% p.tile & \# EVICT Evts. mean & \# FAIL Evts. mean & \# FINISH Evts. mean & \# KILL Evts. mean & \# LOST Evts. mean \\
\midrule
No termination & 321.133053 & 546.9 & 3.470078 & 0.907801 & 3.316902 & 44.535824 & 0.315120 \\
EVICT & 1.000000 & 1.0 & 1.000000 & 0.000000 & 0.000000 & 0.000000 & 0.000000 \\
FAIL & 20.504293 & 1.0 & 0.114090 & 2.300036 & 0.980635 & 12.833466 & 0.046833 \\
FINISH & 4.278193 & 14.0 & 0.005406 & 0.152814 & 1.778038 & 0.013567 & 0.012663 \\
KILL & 11.022705 & 3.0 & 0.235500 & 0.102899 & 0.287701 & 11.336956 & 0.031148 \\
LOST & 3.400000 & 10.6 & 0.000000 & 0.000000 & 0.000000 & 0.235294 & 1.705882 \\
\bottomrule
\end{tabular}
}
\caption{Mean number of tasks and event distribution per job type}\label{fig:tableIV}
\end{figure}

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table_iii/table_iii_iv.ipynb
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