From 4eb420903a50b503d9af6834f5fe0fb87b2e5b0a Mon Sep 17 00:00:00 2001
From: freiche <felix.reichel@mpl.mpg.de>
Date: Tue, 22 Feb 2022 17:18:44 +0100
Subject: [PATCH] update figure 2

---
 .../result_summaries/CTRL_1_results_MCFM.tsv  |  928 ++++++++++++
 .../result_summaries/CTRL_2_results_MCFM.tsv  | 1347 +++++++++++++++++
 .../result_summaries/CTRL_3_results_MCFM.tsv  |  897 +++++++++++
 .../plots/fig2/fig2B_growth_rate_baseline.pdf |  Bin 0 -> 22484 bytes
 figure_plots/plots_fig2.ipynb                 |  195 ++-
 5 files changed, 3352 insertions(+), 15 deletions(-)
 create mode 100644 figure_plots/data/shape_analysis/result_summaries/CTRL_1_results_MCFM.tsv
 create mode 100644 figure_plots/data/shape_analysis/result_summaries/CTRL_2_results_MCFM.tsv
 create mode 100644 figure_plots/data/shape_analysis/result_summaries/CTRL_3_results_MCFM.tsv
 create mode 100644 figure_plots/plots/fig2/fig2B_growth_rate_baseline.pdf

diff --git a/figure_plots/data/shape_analysis/result_summaries/CTRL_1_results_MCFM.tsv b/figure_plots/data/shape_analysis/result_summaries/CTRL_1_results_MCFM.tsv
new file mode 100644
index 0000000..1fc3f3e
--- /dev/null
+++ b/figure_plots/data/shape_analysis/result_summaries/CTRL_1_results_MCFM.tsv
@@ -0,0 +1,928 @@
+cell no	shape	velocity	health	date	flow rate	repeat
+0.0	1.0	1.384	0.0	2016-11-02	0.016	0
+1.0	3.0	1.333	0.0	2016-11-02	0.016	0
+2.0	2.0	1.417	0.0	2016-11-02	0.016	0
+3.0	3.0	1.378	0.0	2016-11-02	0.016	0
+4.0	0.0	1.4	0.0	2016-11-02	0.016	0
+5.0	2.0	1.407	0.0	2016-11-02	0.016	0
+6.0	3.0	1.33	0.0	2016-11-02	0.016	0
+7.0	4.0	1.432	0.0	2016-11-02	0.016	0
+8.0	2.0	1.352	0.0	2016-11-02	0.016	0
+9.0	2.0	1.32	0.0	2016-11-02	0.016	0
+10.0	2.0	1.359	0.0	2016-11-02	0.016	0
+11.0	0.0	1.39	0.0	2016-11-02	0.016	0
+12.0	3.0	1.392	0.0	2016-11-02	0.016	0
+13.0	2.0	1.392	0.0	2016-11-02	0.016	0
+14.0	3.0	1.308	0.0	2016-11-02	0.016	0
+15.0	3.0	1.343	0.0	2016-11-02	0.016	0
+16.0	2.0	1.378	0.0	2016-11-02	0.016	0
+17.0	1.0	1.331	0.0	2016-11-02	0.016	0
+18.0	1.0	1.285	0.0	2016-11-02	0.016	0
+19.0	1.0	1.29	0.0	2016-11-02	0.016	0
+20.0	3.0	1.326	0.0	2016-11-02	0.016	0
+21.0	2.0	1.448	0.0	2016-11-02	0.016	0
+22.0	3.0	1.33	0.0	2016-11-02	0.016	0
+23.0	1.0	1.356	0.0	2016-11-02	0.016	0
+24.0	3.0	1.346	0.0	2016-11-02	0.016	0
+25.0	2.0	1.415	0.0	2016-11-02	0.016	0
+26.0	3.0	1.412	0.0	2016-11-02	0.016	0
+27.0	1.0	1.367	0.0	2016-11-02	0.016	0
+28.0	2.0	1.428	0.0	2016-11-02	0.016	0
+0.0	0.0	2.13	0.0	2016-11-02	0.018	0
+1.0	5.0	2.009	0.0	2016-11-02	0.018	0
+2.0	1.0	2.083	0.0	2016-11-02	0.018	0
+3.0	0.0	2.12	0.0	2016-11-02	0.018	0
+4.0	0.0	2.15	0.0	2016-11-02	0.018	0
+5.0	2.0	2.155	0.0	2016-11-02	0.018	0
+6.0	1.0	2.132	0.0	2016-11-02	0.018	0
+7.0	0.0	2.04	0.0	2016-11-02	0.018	0
+8.0	0.0	2.01	0.0	2016-11-02	0.018	0
+9.0	2.0	2.119	0.0	2016-11-02	0.018	0
+10.0	3.0	2.116	0.0	2016-11-02	0.018	0
+11.0	3.0	2.04	0.0	2016-11-02	0.018	0
+12.0	0.0	2.12	0.0	2016-11-02	0.018	0
+13.0	3.0	2.052	0.0	2016-11-02	0.018	0
+14.0	3.0	2.038	0.0	2016-11-02	0.018	0
+15.0	3.0	2.001	0.0	2016-11-02	0.018	0
+16.0	3.0	2.023	0.0	2016-11-02	0.018	0
+17.0	1.0	2.014	0.0	2016-11-02	0.018	0
+18.0	3.0	2.026	0.0	2016-11-02	0.018	0
+19.0	2.0	2.064	0.0	2016-11-02	0.018	0
+20.0	5.0	1.999	0.0	2016-11-02	0.018	0
+21.0	2.0	1.92	0.0	2016-11-02	0.018	0
+22.0	3.0	1.875	0.0	2016-11-02	0.018	0
+23.0	3.0	1.926	0.0	2016-11-02	0.018	0
+24.0	3.0	1.886	0.0	2016-11-02	0.018	0
+25.0	2.0	1.98	0.0	2016-11-02	0.018	0
+26.0	1.0	1.825	0.0	2016-11-02	0.018	0
+27.0	0.0	1.88	0.0	2016-11-02	0.018	0
+28.0	3.0	1.881	0.0	2016-11-02	0.018	0
+29.0	0.0	1.84	0.0	2016-11-02	0.018	0
+30.0	3.0	1.867	0.0	2016-11-02	0.018	0
+31.0	2.0	1.861	0.0	2016-11-02	0.018	0
+32.0	2.0	1.876	0.0	2016-11-02	0.018	0
+33.0	3.0	1.822	0.0	2016-11-02	0.018	0
+34.0	2.0	1.859	0.0	2016-11-02	0.018	0
+35.0	1.0	1.796	0.0	2016-11-02	0.018	0
+36.0	0.0	1.9	0.0	2016-11-02	0.018	0
+37.0	3.0	1.794	0.0	2016-11-02	0.018	0
+38.0	2.0	1.85	0.0	2016-11-02	0.018	0
+39.0	3.0	1.859	0.0	2016-11-02	0.018	0
+40.0	2.0	1.833	0.0	2016-11-02	0.018	0
+41.0	0.0	1.83	0.0	2016-11-02	0.018	0
+42.0	1.0	1.785	0.0	2016-11-02	0.018	0
+43.0	1.0	1.784	0.0	2016-11-02	0.018	0
+44.0	1.0	1.744	0.0	2016-11-02	0.018	0
+45.0	2.0	1.739	0.0	2016-11-02	0.018	0
+46.0	4.0	1.715	0.0	2016-11-02	0.018	0
+47.0	1.0	1.665	0.0	2016-11-02	0.018	0
+48.0	0.0	1.72	0.0	2016-11-02	0.018	0
+49.0	3.0	1.775	0.0	2016-11-02	0.018	0
+50.0	3.0	1.747	0.0	2016-11-02	0.018	0
+0.0	3.0	1.741	0.0	2016-11-02	0.02	0
+1.0	1.0	1.792	0.0	2016-11-02	0.02	0
+2.0	3.0	1.828	0.0	2016-11-02	0.02	0
+3.0	0.0	1.87	0.0	2016-11-02	0.02	0
+4.0	3.0	1.822	0.0	2016-11-02	0.02	0
+5.0	2.0	1.857	0.0	2016-11-02	0.02	0
+6.0	3.0	1.86	0.0	2016-11-02	0.02	0
+7.0	2.0	1.824	0.0	2016-11-02	0.02	0
+8.0	3.0	1.842	0.0	2016-11-02	0.02	0
+9.0	2.0	1.898	0.0	2016-11-02	0.02	0
+10.0	3.0	1.869	0.0	2016-11-02	0.02	0
+11.0	3.0	1.792	0.0	2016-11-02	0.02	0
+12.0	3.0	1.815	0.0	2016-11-02	0.02	0
+13.0	3.0	1.773	0.0	2016-11-02	0.02	0
+14.0	3.0	1.811	0.0	2016-11-02	0.02	0
+15.0	3.0	1.829	0.0	2016-11-02	0.02	0
+16.0	3.0	1.758	0.0	2016-11-02	0.02	0
+17.0	2.0	1.819	0.0	2016-11-02	0.02	0
+18.0	1.0	1.785	0.0	2016-11-02	0.02	0
+19.0	3.0	1.801	0.0	2016-11-02	0.02	0
+20.0	3.0	1.813	0.0	2016-11-02	0.02	0
+21.0	3.0	1.792	0.0	2016-11-02	0.02	0
+22.0	3.0	1.805	0.0	2016-11-02	0.02	0
+23.0	1.0	1.759	0.0	2016-11-02	0.02	0
+24.0	3.0	1.796	0.0	2016-11-02	0.02	0
+25.0	3.0	1.849	0.0	2016-11-02	0.02	0
+26.0	1.0	1.795	0.0	2016-11-02	0.02	0
+27.0	0.0	1.83	0.0	2016-11-02	0.02	0
+28.0	1.0	1.861	0.0	2016-11-02	0.02	0
+29.0	3.0	1.864	0.0	2016-11-02	0.02	0
+30.0	0.0	1.87	0.0	2016-11-02	0.02	0
+31.0	1.0	1.838	0.0	2016-11-02	0.02	0
+32.0	2.0	1.876	0.0	2016-11-02	0.02	0
+33.0	3.0	1.923	0.0	2016-11-02	0.02	0
+34.0	3.0	1.889	0.0	2016-11-02	0.02	0
+35.0	3.0	1.888	0.0	2016-11-02	0.02	0
+36.0	3.0	1.871	0.0	2016-11-02	0.02	0
+37.0	1.0	1.857	0.0	2016-11-02	0.02	0
+38.0	2.0	1.878	0.0	2016-11-02	0.02	0
+39.0	3.0	1.894	0.0	2016-11-02	0.02	0
+40.0	5.0	1.891	0.0	2016-11-02	0.02	0
+41.0	3.0	1.912	0.0	2016-11-02	0.02	0
+42.0	3.0	1.842	0.0	2016-11-02	0.02	0
+43.0	3.0	1.881	0.0	2016-11-02	0.02	0
+44.0	1.0	1.835	0.0	2016-11-02	0.02	0
+45.0	5.0	1.897	0.0	2016-11-02	0.02	0
+46.0	0.0	1.89	0.0	2016-11-02	0.02	0
+0.0	3.0	1.962	0.0	2016-11-02	0.022	0
+1.0	2.0	1.983	0.0	2016-11-02	0.022	0
+2.0	2.0	1.992	0.0	2016-11-02	0.022	0
+3.0	1.0	2.026	0.0	2016-11-02	0.022	0
+4.0	3.0	2.02	0.0	2016-11-02	0.022	0
+5.0	1.0	2.048	0.0	2016-11-02	0.022	0
+6.0	3.0	2.02	0.0	2016-11-02	0.022	0
+7.0	3.0	2.003	0.0	2016-11-02	0.022	0
+8.0	3.0	1.995	0.0	2016-11-02	0.022	0
+9.0	3.0	1.974	0.0	2016-11-02	0.022	0
+10.0	2.0	2.034	0.0	2016-11-02	0.022	0
+11.0	3.0	1.945	0.0	2016-11-02	0.022	0
+12.0	1.0	1.932	0.0	2016-11-02	0.022	0
+13.0	3.0	2.038	0.0	2016-11-02	0.022	0
+14.0	2.0	2.041	0.0	2016-11-02	0.022	0
+15.0	1.0	2.029	0.0	2016-11-02	0.022	0
+16.0	3.0	1.989	0.0	2016-11-02	0.022	0
+17.0	3.0	2.004	0.0	2016-11-02	0.022	0
+18.0	3.0	2.022	0.0	2016-11-02	0.022	0
+19.0	3.0	2.015	0.0	2016-11-02	0.022	0
+20.0	1.0	1.989	0.0	2016-11-02	0.022	0
+21.0	3.0	1.992	0.0	2016-11-02	0.022	0
+22.0	5.0	1.966	0.0	2016-11-02	0.022	0
+23.0	3.0	2.017	0.0	2016-11-02	0.022	0
+24.0	2.0	2.071	0.0	2016-11-02	0.022	0
+25.0	3.0	1.936	0.0	2016-11-02	0.022	0
+26.0	3.0	1.965	0.0	2016-11-02	0.022	0
+27.0	1.0	1.986	0.0	2016-11-02	0.022	0
+28.0	2.0	2.027	0.0	2016-11-02	0.022	0
+29.0	2.0	1.99	0.0	2016-11-02	0.022	0
+30.0	1.0	1.971	0.0	2016-11-02	0.022	0
+31.0	1.0	2.002	0.0	2016-11-02	0.022	0
+32.0	2.0	2.036	0.0	2016-11-02	0.022	0
+33.0	1.0	2.004	0.0	2016-11-02	0.022	0
+34.0	1.0	1.969	0.0	2016-11-02	0.022	0
+35.0	3.0	2.027	0.0	2016-11-02	0.022	0
+36.0	5.0	1.938	0.0	2016-11-02	0.022	0
+37.0	3.0	1.988	0.0	2016-11-02	0.022	0
+38.0	3.0	1.998	0.0	2016-11-02	0.022	0
+39.0	3.0	2.054	0.0	2016-11-02	0.022	0
+40.0	1.0	2.015	0.0	2016-11-02	0.022	0
+41.0	3.0	2.052	0.0	2016-11-02	0.022	0
+42.0	1.0	2.024	0.0	2016-11-02	0.022	0
+43.0	1.0	2.029	0.0	2016-11-02	0.022	0
+44.0	3.0	2.029	0.0	2016-11-02	0.022	0
+45.0	3.0	2.004	0.0	2016-11-02	0.022	0
+46.0	1.0	2.074	0.0	2016-11-02	0.022	0
+47.0	1.0	2.027	0.0	2016-11-02	0.022	0
+48.0	3.0	2.087	0.0	2016-11-02	0.022	0
+49.0	1.0	2.081	0.0	2016-11-02	0.022	0
+50.0	3.0	2.062	0.0	2016-11-02	0.022	0
+51.0	3.0	2.08	0.0	2016-11-02	0.022	0
+52.0	1.0	2.061	0.0	2016-11-02	0.022	0
+53.0	3.0	2.086	0.0	2016-11-02	0.022	0
+54.0	5.0	2.03	0.0	2016-11-02	0.022	0
+0.0	1.0	2.206	0.0	2016-11-02	0.024	0
+1.0	1.0	2.129	0.0	2016-11-02	0.024	0
+2.0	1.0	2.154	0.0	2016-11-02	0.024	0
+3.0	3.0	2.121	0.0	2016-11-02	0.024	0
+4.0	3.0	2.148	0.0	2016-11-02	0.024	0
+5.0	0.0	2.15	0.0	2016-11-02	0.024	0
+6.0	3.0	2.078	0.0	2016-11-02	0.024	0
+7.0	3.0	2.129	0.0	2016-11-02	0.024	0
+8.0	3.0	2.129	0.0	2016-11-02	0.024	0
+9.0	3.0	2.11	0.0	2016-11-02	0.024	0
+10.0	1.0	2.167	0.0	2016-11-02	0.024	0
+11.0	1.0	2.162	0.0	2016-11-02	0.024	0
+12.0	3.0	2.111	0.0	2016-11-02	0.024	0
+13.0	3.0	2.208	0.0	2016-11-02	0.024	0
+14.0	1.0	2.159	0.0	2016-11-02	0.024	0
+15.0	3.0	2.203	0.0	2016-11-02	0.024	0
+16.0	3.0	2.185	0.0	2016-11-02	0.024	0
+17.0	1.0	2.185	0.0	2016-11-02	0.024	0
+18.0	1.0	2.206	0.0	2016-11-02	0.024	0
+19.0	3.0	2.263	0.0	2016-11-02	0.024	0
+20.0	0.0	2.23	0.0	2016-11-02	0.024	0
+21.0	3.0	2.24	0.0	2016-11-02	0.024	0
+22.0	3.0	2.22	0.0	2016-11-02	0.024	0
+23.0	3.0	2.219	0.0	2016-11-02	0.024	0
+24.0	3.0	2.185	0.0	2016-11-02	0.024	0
+25.0	3.0	2.188	0.0	2016-11-02	0.024	0
+26.0	3.0	2.235	0.0	2016-11-02	0.024	0
+27.0	5.0	2.177	0.0	2016-11-02	0.024	0
+28.0	3.0	2.159	0.0	2016-11-02	0.024	0
+29.0	3.0	2.132	0.0	2016-11-02	0.024	0
+30.0	3.0	2.238	0.0	2016-11-02	0.024	0
+31.0	1.0	2.17	0.0	2016-11-02	0.024	0
+32.0	1.0	2.225	0.0	2016-11-02	0.024	0
+33.0	1.0	2.224	0.0	2016-11-02	0.024	0
+34.0	3.0	2.218	0.0	2016-11-02	0.024	0
+35.0	1.0	2.304	0.0	2016-11-02	0.024	0
+36.0	3.0	2.343	0.0	2016-11-02	0.024	0
+37.0	1.0	2.304	0.0	2016-11-02	0.024	0
+38.0	0.0	2.4	0.0	2016-11-02	0.024	0
+39.0	3.0	2.316	0.0	2016-11-02	0.024	0
+40.0	3.0	2.278	0.0	2016-11-02	0.024	0
+41.0	1.0	2.329	0.0	2016-11-02	0.024	0
+42.0	1.0	2.273	0.0	2016-11-02	0.024	0
+43.0	2.0	2.304	0.0	2016-11-02	0.024	0
+44.0	3.0	2.302	0.0	2016-11-02	0.024	0
+45.0	3.0	2.275	0.0	2016-11-02	0.024	0
+46.0	1.0	2.327	0.0	2016-11-02	0.024	0
+47.0	2.0	2.09	0.0	2016-11-02	0.024	0
+48.0	3.0	2.275	0.0	2016-11-02	0.024	0
+49.0	1.0	2.204	0.0	2016-11-02	0.024	0
+50.0	1.0	2.355	0.0	2016-11-02	0.024	0
+51.0	3.0	2.389	0.0	2016-11-02	0.024	0
+52.0	3.0	2.327	0.0	2016-11-02	0.024	0
+53.0	3.0	2.402	0.0	2016-11-02	0.024	0
+54.0	1.0	2.31	0.0	2016-11-02	0.024	0
+55.0	3.0	2.238	0.0	2016-11-02	0.024	0
+56.0	1.0	2.358	0.0	2016-11-02	0.024	0
+0.0	3.0	2.4	0.0	2016-11-02	0.026	0
+1.0	3.0	2.351	0.0	2016-11-02	0.026	0
+2.0	1.0	2.373	0.0	2016-11-02	0.026	0
+3.0	2.0	2.525	0.0	2016-11-02	0.026	0
+4.0	3.0	2.359	0.0	2016-11-02	0.026	0
+5.0	5.0	2.345	0.0	2016-11-02	0.026	0
+6.0	3.0	2.443	0.0	2016-11-02	0.026	0
+7.0	3.0	2.504	0.0	2016-11-02	0.026	0
+8.0	3.0	2.465	0.0	2016-11-02	0.026	0
+9.0	1.0	2.545	0.0	2016-11-02	0.026	0
+10.0	3.0	2.507	0.0	2016-11-02	0.026	0
+11.0	5.0	2.371	0.0	2016-11-02	0.026	0
+12.0	3.0	2.433	0.0	2016-11-02	0.026	0
+13.0	3.0	2.435	0.0	2016-11-02	0.026	0
+14.0	1.0	2.427	0.0	2016-11-02	0.026	0
+15.0	3.0	2.487	0.0	2016-11-02	0.026	0
+16.0	1.0	2.482	0.0	2016-11-02	0.026	0
+17.0	3.0	2.456	0.0	2016-11-02	0.026	0
+18.0	1.0	2.507	0.0	2016-11-02	0.026	0
+19.0	0.0	2.45	0.0	2016-11-02	0.026	0
+20.0	3.0	2.423	0.0	2016-11-02	0.026	0
+21.0	3.0	2.447	0.0	2016-11-02	0.026	0
+22.0	2.0	2.514	0.0	2016-11-02	0.026	0
+23.0	1.0	2.391	0.0	2016-11-02	0.026	0
+24.0	1.0	2.389	0.0	2016-11-02	0.026	0
+25.0	1.0	2.422	0.0	2016-11-02	0.026	0
+26.0	3.0	2.44	0.0	2016-11-02	0.026	0
+27.0	1.0	2.582	0.0	2016-11-02	0.026	0
+28.0	3.0	2.507	0.0	2016-11-02	0.026	0
+29.0	0.0	2.52	0.0	2016-11-02	0.026	0
+30.0	3.0	2.504	0.0	2016-11-02	0.026	0
+31.0	3.0	2.435	0.0	2016-11-02	0.026	0
+32.0	3.0	2.511	0.0	2016-11-02	0.026	0
+33.0	5.0	2.572	0.0	2016-11-02	0.026	0
+34.0	1.0	2.477	0.0	2016-11-02	0.026	0
+35.0	3.0	2.414	0.0	2016-11-02	0.026	0
+36.0	1.0	2.458	0.0	2016-11-02	0.026	0
+37.0	1.0	2.448	0.0	2016-11-02	0.026	0
+38.0	3.0	2.493	0.0	2016-11-02	0.026	0
+39.0	3.0	2.559	0.0	2016-11-02	0.026	0
+40.0	1.0	2.509	0.0	2016-11-02	0.026	0
+41.0	3.0	2.529	0.0	2016-11-02	0.026	0
+42.0	5.0	2.463	0.0	2016-11-02	0.026	0
+43.0	1.0	2.42	0.0	2016-11-02	0.026	0
+44.0	3.0	2.478	0.0	2016-11-02	0.026	0
+45.0	3.0	2.472	0.0	2016-11-02	0.026	0
+46.0	1.0	2.428	0.0	2016-11-02	0.026	0
+47.0	1.0	2.405	0.0	2016-11-02	0.026	0
+48.0	3.0	2.441	0.0	2016-11-02	0.026	0
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+50.0	3.0	2.375	0.0	2016-11-02	0.026	0
+51.0	2.0	2.301	0.0	2016-11-02	0.026	0
+52.0	3.0	2.414	0.0	2016-11-02	0.026	0
+53.0	1.0	2.357	0.0	2016-11-02	0.026	0
+54.0	1.0	2.417	0.0	2016-11-02	0.026	0
+55.0	1.0	2.418	0.0	2016-11-02	0.026	0
+56.0	3.0	2.468	0.0	2016-11-02	0.026	0
+57.0	1.0	2.459	0.0	2016-11-02	0.026	0
+58.0	5.0	2.362	0.0	2016-11-02	0.026	0
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+61.0	3.0	2.496	0.0	2016-11-02	0.026	0
+62.0	1.0	2.412	0.0	2016-11-02	0.026	0
+63.0	3.0	2.463	0.0	2016-11-02	0.026	0
+64.0	3.0	2.479	0.0	2016-11-02	0.026	0
+65.0	1.0	2.508	0.0	2016-11-02	0.026	0
+66.0	3.0	2.491	0.0	2016-11-02	0.026	0
+67.0	0.0	2.55	0.0	2016-11-02	0.026	0
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+3.0	1.0	2.55	0.0	2016-11-02	0.028	0
+4.0	3.0	2.608	0.0	2016-11-02	0.028	0
+5.0	1.0	2.489	0.0	2016-11-02	0.028	0
+6.0	2.0	2.669	0.0	2016-11-02	0.028	0
+7.0	1.0	2.568	0.0	2016-11-02	0.028	0
+8.0	3.0	2.543	0.0	2016-11-02	0.028	0
+9.0	1.0	2.657	0.0	2016-11-02	0.028	0
+10.0	3.0	2.522	0.0	2016-11-02	0.028	0
+11.0	3.0	2.5	0.0	2016-11-02	0.028	0
+12.0	1.0	2.593	0.0	2016-11-02	0.028	0
+13.0	3.0	2.578	0.0	2016-11-02	0.028	0
+14.0	1.0	2.584	0.0	2016-11-02	0.028	0
+15.0	1.0	2.591	0.0	2016-11-02	0.028	0
+16.0	3.0	2.584	0.0	2016-11-02	0.028	0
+17.0	3.0	2.615	0.0	2016-11-02	0.028	0
+18.0	1.0	2.711	0.0	2016-11-02	0.028	0
+19.0	3.0	2.7	0.0	2016-11-02	0.028	0
+20.0	1.0	2.767	0.0	2016-11-02	0.028	0
+21.0	3.0	2.821	0.0	2016-11-02	0.028	0
+22.0	3.0	2.753	0.0	2016-11-02	0.028	0
+23.0	3.0	2.735	0.0	2016-11-02	0.028	0
+24.0	1.0	2.68	0.0	2016-11-02	0.028	0
+25.0	1.0	2.691	0.0	2016-11-02	0.028	0
+26.0	3.0	2.62	0.0	2016-11-02	0.028	0
+27.0	1.0	2.764	0.0	2016-11-02	0.028	0
+28.0	2.0	2.777	0.0	2016-11-02	0.028	0
+29.0	1.0	2.672	0.0	2016-11-02	0.028	0
+30.0	3.0	2.728	0.0	2016-11-02	0.028	0
+31.0	3.0	2.763	0.0	2016-11-02	0.028	0
+32.0	1.0	2.781	0.0	2016-11-02	0.028	0
+33.0	2.0	2.6	0.0	2016-11-02	0.028	0
+34.0	1.0	2.721	0.0	2016-11-02	0.028	0
+35.0	3.0	2.767	0.0	2016-11-02	0.028	0
+36.0	1.0	2.702	0.0	2016-11-02	0.028	0
+37.0	3.0	2.654	0.0	2016-11-02	0.028	0
+38.0	3.0	2.672	0.0	2016-11-02	0.028	0
+39.0	3.0	2.724	0.0	2016-11-02	0.028	0
+40.0	3.0	2.74	0.0	2016-11-02	0.028	0
+41.0	3.0	2.739	0.0	2016-11-02	0.028	0
+42.0	3.0	2.818	0.0	2016-11-02	0.028	0
+43.0	1.0	2.756	0.0	2016-11-02	0.028	0
+44.0	3.0	2.806	0.0	2016-11-02	0.028	0
+45.0	0.0	2.81	0.0	2016-11-02	0.028	0
+46.0	1.0	2.719	0.0	2016-11-02	0.028	0
+47.0	0.0	2.83	0.0	2016-11-02	0.028	0
+48.0	3.0	2.694	0.0	2016-11-02	0.028	0
+49.0	3.0	2.819	0.0	2016-11-02	0.028	0
+50.0	3.0	2.764	0.0	2016-11-02	0.028	0
+51.0	3.0	2.685	0.0	2016-11-02	0.028	0
+52.0	3.0	2.861	0.0	2016-11-02	0.028	0
+53.0	1.0	2.702	0.0	2016-11-02	0.028	0
+54.0	1.0	2.757	0.0	2016-11-02	0.028	0
+55.0	1.0	2.771	0.0	2016-11-02	0.028	0
+56.0	1.0	2.821	0.0	2016-11-02	0.028	0
+57.0	3.0	2.818	0.0	2016-11-02	0.028	0
+0.0	5.0	2.53	0.0	2016-11-02	0.03	0
+1.0	3.0	2.838	0.0	2016-11-02	0.03	0
+2.0	1.0	2.857	0.0	2016-11-02	0.03	0
+3.0	3.0	2.786	0.0	2016-11-02	0.03	0
+4.0	3.0	2.846	0.0	2016-11-02	0.03	0
+5.0	3.0	2.845	0.0	2016-11-02	0.03	0
+6.0	3.0	2.856	0.0	2016-11-02	0.03	0
+7.0	1.0	2.888	0.0	2016-11-02	0.03	0
+8.0	3.0	2.898	0.0	2016-11-02	0.03	0
+9.0	5.0	2.619	0.0	2016-11-02	0.03	0
+10.0	3.0	2.824	0.0	2016-11-02	0.03	0
+11.0	1.0	2.862	0.0	2016-11-02	0.03	0
+12.0	0.0	2.83	0.0	2016-11-02	0.03	0
+13.0	3.0	2.965	0.0	2016-11-02	0.03	0
+14.0	3.0	2.945	0.0	2016-11-02	0.03	0
+15.0	1.0	2.801	0.0	2016-11-02	0.03	0
+16.0	1.0	2.752	0.0	2016-11-02	0.03	0
+17.0	1.0	2.784	0.0	2016-11-02	0.03	0
+18.0	0.0	2.79	0.0	2016-11-02	0.03	0
+19.0	1.0	2.818	0.0	2016-11-02	0.03	0
+20.0	1.0	2.805	0.0	2016-11-02	0.03	0
+21.0	1.0	2.804	0.0	2016-11-02	0.03	0
+22.0	5.0	2.512	0.0	2016-11-02	0.03	0
+23.0	1.0	2.777	0.0	2016-11-02	0.03	0
+24.0	1.0	2.866	0.0	2016-11-02	0.03	0
+25.0	3.0	2.865	0.0	2016-11-02	0.03	0
+26.0	1.0	2.879	0.0	2016-11-02	0.03	0
+27.0	1.0	2.797	0.0	2016-11-02	0.03	0
+28.0	1.0	2.845	0.0	2016-11-02	0.03	0
+29.0	2.0	2.566	0.0	2016-11-02	0.03	0
+30.0	3.0	2.792	0.0	2016-11-02	0.03	0
+31.0	5.0	2.737	0.0	2016-11-02	0.03	0
+32.0	1.0	2.923	0.0	2016-11-02	0.03	0
+33.0	3.0	2.844	0.0	2016-11-02	0.03	0
+34.0	1.0	2.773	0.0	2016-11-02	0.03	0
+35.0	1.0	2.878	0.0	2016-11-02	0.03	0
+36.0	1.0	2.909	0.0	2016-11-02	0.03	0
+37.0	1.0	2.907	0.0	2016-11-02	0.03	0
+38.0	1.0	2.898	0.0	2016-11-02	0.03	0
+39.0	3.0	2.94	0.0	2016-11-02	0.03	0
+40.0	1.0	2.932	0.0	2016-11-02	0.03	0
+41.0	1.0	2.899	0.0	2016-11-02	0.03	0
+42.0	1.0	2.869	0.0	2016-11-02	0.03	0
+43.0	3.0	2.869	0.0	2016-11-02	0.03	0
+44.0	1.0	2.905	0.0	2016-11-02	0.03	0
+45.0	3.0	2.878	0.0	2016-11-02	0.03	0
+46.0	1.0	2.931	0.0	2016-11-02	0.03	0
+47.0	1.0	2.826	0.0	2016-11-02	0.03	0
+48.0	1.0	2.87	0.0	2016-11-02	0.03	0
+49.0	3.0	2.86	0.0	2016-11-02	0.03	0
+50.0	3.0	2.889	0.0	2016-11-02	0.03	0
+51.0	3.0	2.898	0.0	2016-11-02	0.03	0
+0.0	1.0	2.915	0.0	2016-11-02	0.032	0
+1.0	1.0	2.922	0.0	2016-11-02	0.032	0
+2.0	1.0	2.962	0.0	2016-11-02	0.032	0
+3.0	1.0	2.955	0.0	2016-11-02	0.032	0
+4.0	1.0	2.95	0.0	2016-11-02	0.032	0
+5.0	1.0	2.973	0.0	2016-11-02	0.032	0
+6.0	3.0	2.953	0.0	2016-11-02	0.032	0
+7.0	3.0	2.952	0.0	2016-11-02	0.032	0
+8.0	3.0	2.935	0.0	2016-11-02	0.032	0
+9.0	1.0	2.908	0.0	2016-11-02	0.032	0
+10.0	3.0	2.892	0.0	2016-11-02	0.032	0
+11.0	3.0	2.941	0.0	2016-11-02	0.032	0
+12.0	2.0	2.667	0.0	2016-11-02	0.032	0
+13.0	1.0	2.909	0.0	2016-11-02	0.032	0
+14.0	3.0	2.882	0.0	2016-11-02	0.032	0
+15.0	1.0	2.907	0.0	2016-11-02	0.032	0
+16.0	1.0	2.972	0.0	2016-11-02	0.032	0
+17.0	1.0	2.932	0.0	2016-11-02	0.032	0
+18.0	3.0	2.987	0.0	2016-11-02	0.032	0
+19.0	1.0	2.98	0.0	2016-11-02	0.032	0
+20.0	1.0	3.036	0.0	2016-11-02	0.032	0
+21.0	3.0	3.022	0.0	2016-11-02	0.032	0
+22.0	3.0	2.989	0.0	2016-11-02	0.032	0
+23.0	3.0	2.976	0.0	2016-11-02	0.032	0
+24.0	1.0	2.893	0.0	2016-11-02	0.032	0
+25.0	3.0	3.066	0.0	2016-11-02	0.032	0
+26.0	1.0	2.905	0.0	2016-11-02	0.032	0
+27.0	1.0	3.094	0.0	2016-11-02	0.032	0
+28.0	3.0	3.033	0.0	2016-11-02	0.032	0
+29.0	1.0	3.073	0.0	2016-11-02	0.032	0
+30.0	1.0	3.011	0.0	2016-11-02	0.032	0
+31.0	1.0	2.971	0.0	2016-11-02	0.032	0
+32.0	1.0	2.982	0.0	2016-11-02	0.032	0
+33.0	1.0	2.932	0.0	2016-11-02	0.032	0
+34.0	3.0	2.998	0.0	2016-11-02	0.032	0
+35.0	1.0	3.002	0.0	2016-11-02	0.032	0
+36.0	1.0	2.995	0.0	2016-11-02	0.032	0
+37.0	1.0	2.986	0.0	2016-11-02	0.032	0
+38.0	2.0	3.089	0.0	2016-11-02	0.032	0
+39.0	1.0	2.99	0.0	2016-11-02	0.032	0
+40.0	1.0	3.043	0.0	2016-11-02	0.032	0
+41.0	3.0	2.988	0.0	2016-11-02	0.032	0
+42.0	3.0	3.063	0.0	2016-11-02	0.032	0
+43.0	3.0	2.898	0.0	2016-11-02	0.032	0
+44.0	1.0	2.951	0.0	2016-11-02	0.032	0
+45.0	3.0	2.976	0.0	2016-11-02	0.032	0
+46.0	3.0	3.135	0.0	2016-11-02	0.032	0
+47.0	3.0	2.972	0.0	2016-11-02	0.032	0
+48.0	3.0	3.085	0.0	2016-11-02	0.032	0
+49.0	1.0	3.099	0.0	2016-11-02	0.032	0
+50.0	1.0	3.062	0.0	2016-11-02	0.032	0
+51.0	3.0	3.205	0.0	2016-11-02	0.032	0
+52.0	1.0	3.152	0.0	2016-11-02	0.032	0
+0.0	1.0	3.082	0.0	2016-11-02	0.034	0
+1.0	3.0	3.181	0.0	2016-11-02	0.034	0
+2.0	1.0	3.157	0.0	2016-11-02	0.034	0
+3.0	3.0	3.229	0.0	2016-11-02	0.034	0
+4.0	1.0	3.259	0.0	2016-11-02	0.034	0
+5.0	3.0	3.337	0.0	2016-11-02	0.034	0
+6.0	1.0	3.271	0.0	2016-11-02	0.034	0
+7.0	1.0	3.278	0.0	2016-11-02	0.034	0
+8.0	3.0	3.297	0.0	2016-11-02	0.034	0
+9.0	5.0	3.29	0.0	2016-11-02	0.034	0
+10.0	3.0	3.275	0.0	2016-11-02	0.034	0
+11.0	5.0	3.071	0.0	2016-11-02	0.034	0
+12.0	3.0	3.255	0.0	2016-11-02	0.034	0
+13.0	1.0	3.279	0.0	2016-11-02	0.034	0
+14.0	1.0	3.294	0.0	2016-11-02	0.034	0
+0.0	6.0	0.379	0.0	2016-11-02	0.0015	0
+1.0	4.0	0.367	0.0	2016-11-02	0.0015	0
+2.0	4.0	0.335	0.0	2016-11-02	0.0015	0
+3.0	6.0	0.259	0.0	2016-11-02	0.0015	0
+4.0	6.0	0.259	0.0	2016-11-02	0.0015	0
+5.0	6.0	0.25	0.0	2016-11-02	0.0015	0
+6.0	4.0	0.239	0.0	2016-11-02	0.0015	0
+7.0	4.0	0.203	0.0	2016-11-02	0.0015	0
+8.0	6.0	0.185	0.0	2016-11-02	0.0015	0
+9.0	4.0	0.181	0.0	2016-11-02	0.0015	0
+10.0	6.0	0.173	0.0	2016-11-02	0.0015	0
+11.0	6.0	0.217	0.0	2016-11-02	0.0015	0
+12.0	4.0	0.168	0.0	2016-11-02	0.0015	0
+13.0	6.0	0.164	0.0	2016-11-02	0.0015	0
+14.0	5.0	0.186	0.0	2016-11-02	0.0015	0
+15.0	4.0	0.173	0.0	2016-11-02	0.0015	0
+16.0	4.0	0.155	0.0	2016-11-02	0.0015	0
+17.0	4.0	0.153	0.0	2016-11-02	0.0015	0
+18.0	6.0	0.126	0.0	2016-11-02	0.0015	0
+19.0	6.0	0.148	0.0	2016-11-02	0.0015	0
+20.0	6.0	0.15	0.0	2016-11-02	0.0015	0
+21.0	4.0	0.155	0.0	2016-11-02	0.0015	0
+22.0	4.0	0.175	0.0	2016-11-02	0.0015	0
+23.0	6.0	0.145	0.0	2016-11-02	0.0015	0
+24.0	4.0	0.166	0.0	2016-11-02	0.0015	0
+25.0	6.0	0.148	0.0	2016-11-02	0.0015	0
+26.0	4.0	0.153	0.0	2016-11-02	0.0015	0
+27.0	6.0	0.164	0.0	2016-11-02	0.0015	0
+28.0	6.0	0.155	0.0	2016-11-02	0.0015	0
+29.0	6.0	0.156	0.0	2016-11-02	0.0015	0
+30.0	4.0	0.147	0.0	2016-11-02	0.0015	0
+31.0	4.0	0.174	0.0	2016-11-02	0.0015	0
+32.0	4.0	0.182	0.0	2016-11-02	0.0015	0
+33.0	4.0	0.175	0.0	2016-11-02	0.0015	0
+34.0	6.0	0.125	0.0	2016-11-02	0.0015	0
+35.0	6.0	0.133	0.0	2016-11-02	0.0015	0
+36.0	4.0	0.133	0.0	2016-11-02	0.0015	0
+37.0	4.0	0.13	0.0	2016-11-02	0.0015	0
+38.0	6.0	0.148	0.0	2016-11-02	0.0015	0
+39.0	0.0	0.15	0.0	2016-11-02	0.0015	0
+40.0	6.0	0.181	0.0	2016-11-02	0.0015	0
+0.0	1.0	3.458	0.0	2016-11-02	0.036	0
+1.0	0.0	3.47	0.0	2016-11-02	0.036	0
+0.0	6.0	0.176	0.0	2016-11-02	0.002	0
+1.0	4.0	0.262	0.0	2016-11-02	0.002	0
+2.0	4.0	0.234	0.0	2016-11-02	0.002	0
+3.0	4.0	0.219	0.0	2016-11-02	0.002	0
+4.0	4.0	0.237	0.0	2016-11-02	0.002	0
+5.0	4.0	0.224	0.0	2016-11-02	0.002	0
+6.0	5.0	0.229	0.0	2016-11-02	0.002	0
+7.0	6.0	0.228	0.0	2016-11-02	0.002	0
+8.0	4.0	0.237	0.0	2016-11-02	0.002	0
+9.0	6.0	0.228	0.0	2016-11-02	0.002	0
+10.0	4.0	0.225	0.0	2016-11-02	0.002	0
+11.0	4.0	0.232	0.0	2016-11-02	0.002	0
+12.0	4.0	0.223	0.0	2016-11-02	0.002	0
+13.0	5.0	0.231	0.0	2016-11-02	0.002	0
+14.0	4.0	0.255	0.0	2016-11-02	0.002	0
+15.0	4.0	0.231	0.0	2016-11-02	0.002	0
+16.0	4.0	0.24	0.0	2016-11-02	0.002	0
+17.0	4.0	0.21	0.0	2016-11-02	0.002	0
+18.0	4.0	0.175	0.0	2016-11-02	0.002	0
+19.0	4.0	0.218	0.0	2016-11-02	0.002	0
+20.0	4.0	0.252	0.0	2016-11-02	0.002	0
+21.0	6.0	0.244	0.0	2016-11-02	0.002	0
+22.0	6.0	0.202	0.0	2016-11-02	0.002	0
+23.0	4.0	0.249	0.0	2016-11-02	0.002	0
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+1.0	2.0	0.64	0.0	2016-11-02	0.003	0
+2.0	3.0	0.598	0.0	2016-11-02	0.003	0
+3.0	2.0	0.593	0.0	2016-11-02	0.003	0
+4.0	3.0	0.602	0.0	2016-11-02	0.003	0
+5.0	2.0	0.612	0.0	2016-11-02	0.003	0
+6.0	2.0	0.567	0.0	2016-11-02	0.003	0
+7.0	4.0	0.556	0.0	2016-11-02	0.003	0
+8.0	2.0	0.494	0.0	2016-11-02	0.003	0
+9.0	4.0	0.484	0.0	2016-11-02	0.003	0
+10.0	2.0	0.43	0.0	2016-11-02	0.003	0
+11.0	4.0	0.431	0.0	2016-11-02	0.003	0
+12.0	4.0	0.429	0.0	2016-11-02	0.003	0
+13.0	4.0	0.426	0.0	2016-11-02	0.003	0
+14.0	4.0	0.367	0.0	2016-11-02	0.003	0
+15.0	2.0	0.362	0.0	2016-11-02	0.003	0
+16.0	4.0	0.385	0.0	2016-11-02	0.003	0
+17.0	4.0	0.395	0.0	2016-11-02	0.003	0
+18.0	2.0	0.373	0.0	2016-11-02	0.003	0
+19.0	4.0	0.384	0.0	2016-11-02	0.003	0
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+26.0	6.0	0.257	0.0	2016-11-02	0.003	0
+27.0	4.0	0.315	0.0	2016-11-02	0.003	0
+28.0	2.0	0.302	0.0	2016-11-02	0.003	0
+29.0	5.0	0.302	0.0	2016-11-02	0.003	0
+30.0	6.0	0.29	0.0	2016-11-02	0.003	0
+31.0	2.0	0.269	0.0	2016-11-02	0.003	0
+32.0	4.0	0.29	0.0	2016-11-02	0.003	0
+33.0	6.0	0.245	0.0	2016-11-02	0.003	0
+34.0	4.0	0.287	0.0	2016-11-02	0.003	0
+35.0	4.0	0.287	0.0	2016-11-02	0.003	0
+36.0	2.0	0.267	0.0	2016-11-02	0.003	0
+37.0	4.0	0.262	0.0	2016-11-02	0.003	0
+38.0	4.0	0.257	0.0	2016-11-02	0.003	0
+39.0	4.0	0.247	0.0	2016-11-02	0.003	0
+40.0	2.0	0.244	0.0	2016-11-02	0.003	0
+41.0	4.0	0.257	0.0	2016-11-02	0.003	0
+42.0	4.0	0.242	0.0	2016-11-02	0.003	0
+43.0	6.0	0.29	0.0	2016-11-02	0.003	0
+44.0	4.0	0.308	0.0	2016-11-02	0.003	0
+45.0	4.0	0.321	0.0	2016-11-02	0.003	0
+46.0	4.0	0.326	0.0	2016-11-02	0.003	0
+47.0	2.0	0.314	0.0	2016-11-02	0.003	0
+48.0	2.0	0.319	0.0	2016-11-02	0.003	0
+49.0	6.0	0.29	0.0	2016-11-02	0.003	0
+50.0	3.0	0.292	0.0	2016-11-02	0.003	0
+51.0	4.0	0.332	0.0	2016-11-02	0.003	0
+52.0	4.0	0.318	0.0	2016-11-02	0.003	0
+53.0	4.0	0.329	0.0	2016-11-02	0.003	0
+54.0	4.0	0.347	0.0	2016-11-02	0.003	0
+55.0	4.0	0.345	0.0	2016-11-02	0.003	0
+56.0	4.0	0.279	0.0	2016-11-02	0.003	0
+57.0	6.0	0.28	0.0	2016-11-02	0.003	0
+58.0	2.0	0.272	0.0	2016-11-02	0.003	0
+59.0	4.0	0.31	0.0	2016-11-02	0.003	0
+60.0	4.0	0.305	0.0	2016-11-02	0.003	0
+61.0	4.0	0.311	0.0	2016-11-02	0.003	0
+62.0	4.0	0.313	0.0	2016-11-02	0.003	0
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+1.0	4.0	0.316	0.0	2016-11-02	0.004	0
+2.0	4.0	0.335	0.0	2016-11-02	0.004	0
+3.0	4.0	0.348	0.0	2016-11-02	0.004	0
+4.0	4.0	0.372	0.0	2016-11-02	0.004	0
+5.0	4.0	0.353	0.0	2016-11-02	0.004	0
+6.0	4.0	0.375	0.0	2016-11-02	0.004	0
+7.0	2.0	0.368	0.0	2016-11-02	0.004	0
+8.0	2.0	0.352	0.0	2016-11-02	0.004	0
+9.0	4.0	0.378	0.0	2016-11-02	0.004	0
+10.0	2.0	0.352	0.0	2016-11-02	0.004	0
+11.0	4.0	0.349	0.0	2016-11-02	0.004	0
+12.0	2.0	0.352	0.0	2016-11-02	0.004	0
+13.0	4.0	0.371	0.0	2016-11-02	0.004	0
+14.0	4.0	0.373	0.0	2016-11-02	0.004	0
+15.0	2.0	0.352	0.0	2016-11-02	0.004	0
+16.0	4.0	0.353	0.0	2016-11-02	0.004	0
+17.0	2.0	0.364	0.0	2016-11-02	0.004	0
+18.0	4.0	0.353	0.0	2016-11-02	0.004	0
+19.0	2.0	0.366	0.0	2016-11-02	0.004	0
+20.0	6.0	0.34	0.0	2016-11-02	0.004	0
+21.0	4.0	0.399	0.0	2016-11-02	0.004	0
+22.0	3.0	0.389	0.0	2016-11-02	0.004	0
+23.0	4.0	0.405	0.0	2016-11-02	0.004	0
+24.0	4.0	0.415	0.0	2016-11-02	0.004	0
+25.0	0.0	0.38	0.0	2016-11-02	0.004	0
+26.0	4.0	0.376	0.0	2016-11-02	0.004	0
+27.0	4.0	0.388	0.0	2016-11-02	0.004	0
+28.0	0.0	0.35	0.0	2016-11-02	0.004	0
+29.0	4.0	0.418	0.0	2016-11-02	0.004	0
+30.0	4.0	0.411	0.0	2016-11-02	0.004	0
+31.0	2.0	0.401	0.0	2016-11-02	0.004	0
+32.0	2.0	0.414	0.0	2016-11-02	0.004	0
+33.0	2.0	0.432	0.0	2016-11-02	0.004	0
+34.0	4.0	0.436	0.0	2016-11-02	0.004	0
+35.0	2.0	0.414	0.0	2016-11-02	0.004	0
+36.0	4.0	0.386	0.0	2016-11-02	0.004	0
+37.0	4.0	0.423	0.0	2016-11-02	0.004	0
+38.0	2.0	0.396	0.0	2016-11-02	0.004	0
+39.0	2.0	0.404	0.0	2016-11-02	0.004	0
+40.0	4.0	0.406	0.0	2016-11-02	0.004	0
+0.0	4.0	0.423	0.0	2016-11-02	0.006	0
+1.0	2.0	0.428	0.0	2016-11-02	0.006	0
+2.0	2.0	0.437	0.0	2016-11-02	0.006	0
+3.0	4.0	0.471	0.0	2016-11-02	0.006	0
+4.0	2.0	0.466	0.0	2016-11-02	0.006	0
+5.0	4.0	0.468	0.0	2016-11-02	0.006	0
+6.0	6.0	0.444	0.0	2016-11-02	0.006	0
+7.0	4.0	0.455	0.0	2016-11-02	0.006	0
+8.0	4.0	0.449	0.0	2016-11-02	0.006	0
+9.0	2.0	0.476	0.0	2016-11-02	0.006	0
+10.0	2.0	0.5	0.0	2016-11-02	0.006	0
+11.0	3.0	0.479	0.0	2016-11-02	0.006	0
+12.0	3.0	0.501	0.0	2016-11-02	0.006	0
+13.0	3.0	0.516	0.0	2016-11-02	0.006	0
+14.0	3.0	0.509	0.0	2016-11-02	0.006	0
+15.0	2.0	0.524	0.0	2016-11-02	0.006	0
+16.0	0.0	0.58	0.0	2016-11-02	0.006	0
+17.0	1.0	0.554	0.0	2016-11-02	0.006	0
+18.0	2.0	0.579	0.0	2016-11-02	0.006	0
+19.0	3.0	0.532	0.0	2016-11-02	0.006	0
+20.0	4.0	0.564	0.0	2016-11-02	0.006	0
+21.0	2.0	0.502	0.0	2016-11-02	0.006	0
+22.0	2.0	0.515	0.0	2016-11-02	0.006	0
+0.0	0.0	0.99	0.0	2016-11-02	0.008	0
+1.0	2.0	1.001	0.0	2016-11-02	0.008	0
+2.0	4.0	0.959	0.0	2016-11-02	0.008	0
+3.0	0.0	0.97	0.0	2016-11-02	0.008	0
+4.0	4.0	0.99	0.0	2016-11-02	0.008	0
+5.0	0.0	0.94	0.0	2016-11-02	0.008	0
+6.0	0.0	0.89	0.0	2016-11-02	0.008	0
+7.0	2.0	0.858	0.0	2016-11-02	0.008	0
+8.0	0.0	0.84	0.0	2016-11-02	0.008	0
+9.0	4.0	0.82	0.0	2016-11-02	0.008	0
+10.0	2.0	0.861	0.0	2016-11-02	0.008	0
+11.0	0.0	0.83	0.0	2016-11-02	0.008	0
+12.0	3.0	0.831	0.0	2016-11-02	0.008	0
+13.0	2.0	0.867	0.0	2016-11-02	0.008	0
+14.0	0.0	0.8	0.0	2016-11-02	0.008	0
+15.0	2.0	0.858	0.0	2016-11-02	0.008	0
+16.0	2.0	0.863	0.0	2016-11-02	0.008	0
+17.0	2.0	0.853	0.0	2016-11-02	0.008	0
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+19.0	0.0	0.83	0.0	2016-11-02	0.008	0
+20.0	0.0	0.8	0.0	2016-11-02	0.008	0
+21.0	0.0	0.76	0.0	2016-11-02	0.008	0
+22.0	2.0	0.761	0.0	2016-11-02	0.008	0
+23.0	2.0	0.767	0.0	2016-11-02	0.008	0
+24.0	3.0	0.768	0.0	2016-11-02	0.008	0
+25.0	2.0	0.79	0.0	2016-11-02	0.008	0
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+27.0	2.0	0.783	0.0	2016-11-02	0.008	0
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+29.0	2.0	0.772	0.0	2016-11-02	0.008	0
+30.0	3.0	0.735	0.0	2016-11-02	0.008	0
+31.0	4.0	0.781	0.0	2016-11-02	0.008	0
+32.0	3.0	0.739	0.0	2016-11-02	0.008	0
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+34.0	2.0	0.744	0.0	2016-11-02	0.008	0
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+36.0	4.0	0.743	0.0	2016-11-02	0.008	0
+37.0	2.0	0.764	0.0	2016-11-02	0.008	0
+38.0	0.0	0.74	0.0	2016-11-02	0.008	0
+39.0	4.0	0.73	0.0	2016-11-02	0.008	0
+40.0	5.0	0.694	0.0	2016-11-02	0.008	0
+41.0	4.0	0.745	0.0	2016-11-02	0.008	0
+42.0	4.0	0.734	0.0	2016-11-02	0.008	0
+43.0	2.0	0.761	0.0	2016-11-02	0.008	0
+44.0	2.0	0.776	0.0	2016-11-02	0.008	0
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+46.0	2.0	0.783	0.0	2016-11-02	0.008	0
+47.0	2.0	0.771	0.0	2016-11-02	0.008	0
+48.0	2.0	0.744	0.0	2016-11-02	0.008	0
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+53.0	2.0	0.728	0.0	2016-11-02	0.008	0
+54.0	2.0	0.731	0.0	2016-11-02	0.008	0
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+3.0	2.0	0.798	0.0	2016-11-02	0.01	0
+4.0	2.0	0.8	0.0	2016-11-02	0.01	0
+5.0	0.0	0.8	0.0	2016-11-02	0.01	0
+6.0	0.0	0.81	0.0	2016-11-02	0.01	0
+7.0	2.0	0.834	0.0	2016-11-02	0.01	0
+8.0	3.0	0.812	0.0	2016-11-02	0.01	0
+9.0	1.0	0.795	0.0	2016-11-02	0.01	0
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+12.0	2.0	0.895	0.0	2016-11-02	0.01	0
+13.0	2.0	0.89	0.0	2016-11-02	0.01	0
+14.0	2.0	0.892	0.0	2016-11-02	0.01	0
+15.0	4.0	0.899	0.0	2016-11-02	0.01	0
+16.0	2.0	0.941	0.0	2016-11-02	0.01	0
+17.0	4.0	0.919	0.0	2016-11-02	0.01	0
+18.0	3.0	0.903	0.0	2016-11-02	0.01	0
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+20.0	4.0	0.879	0.0	2016-11-02	0.01	0
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+23.0	2.0	0.937	0.0	2016-11-02	0.01	0
+24.0	0.0	0.92	0.0	2016-11-02	0.01	0
+25.0	4.0	0.925	0.0	2016-11-02	0.01	0
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+27.0	2.0	0.873	0.0	2016-11-02	0.01	0
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+31.0	2.0	0.884	0.0	2016-11-02	0.01	0
+32.0	3.0	0.858	0.0	2016-11-02	0.01	0
+33.0	2.0	0.887	0.0	2016-11-02	0.01	0
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+35.0	2.0	0.878	0.0	2016-11-02	0.01	0
+36.0	1.0	0.868	0.0	2016-11-02	0.01	0
+37.0	2.0	0.887	0.0	2016-11-02	0.01	0
+38.0	3.0	0.901	0.0	2016-11-02	0.01	0
+39.0	3.0	0.89	0.0	2016-11-02	0.01	0
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+42.0	2.0	0.947	0.0	2016-11-02	0.01	0
+43.0	2.0	0.945	0.0	2016-11-02	0.01	0
+44.0	2.0	0.917	0.0	2016-11-02	0.01	0
+45.0	3.0	0.95	0.0	2016-11-02	0.01	0
+46.0	2.0	0.892	0.0	2016-11-02	0.01	0
+47.0	2.0	0.966	0.0	2016-11-02	0.01	0
+48.0	2.0	0.946	0.0	2016-11-02	0.01	0
+49.0	0.0	0.96	0.0	2016-11-02	0.01	0
+50.0	2.0	0.933	0.0	2016-11-02	0.01	0
+51.0	0.0	0.97	0.0	2016-11-02	0.01	0
+0.0	1.0	0.972	0.0	2016-11-02	0.012	0
+1.0	2.0	0.994	0.0	2016-11-02	0.012	0
+2.0	0.0	0.95	0.0	2016-11-02	0.012	0
+3.0	0.0	1.0	0.0	2016-11-02	0.012	0
+4.0	3.0	0.996	0.0	2016-11-02	0.012	0
+5.0	2.0	1.009	0.0	2016-11-02	0.012	0
+6.0	2.0	1.045	0.0	2016-11-02	0.012	0
+7.0	0.0	1.04	0.0	2016-11-02	0.012	0
+8.0	2.0	1.067	0.0	2016-11-02	0.012	0
+9.0	2.0	1.025	0.0	2016-11-02	0.012	0
+10.0	2.0	1.041	0.0	2016-11-02	0.012	0
+11.0	5.0	1.076	0.0	2016-11-02	0.012	0
+12.0	0.0	1.13	0.0	2016-11-02	0.012	0
+13.0	1.0	1.089	0.0	2016-11-02	0.012	0
+14.0	2.0	1.083	0.0	2016-11-02	0.012	0
+15.0	5.0	1.137	0.0	2016-11-02	0.012	0
+16.0	0.0	1.14	0.0	2016-11-02	0.012	0
+17.0	0.0	1.2	0.0	2016-11-02	0.012	0
+18.0	4.0	1.164	0.0	2016-11-02	0.012	0
+19.0	2.0	1.185	0.0	2016-11-02	0.012	0
+20.0	2.0	1.133	0.0	2016-11-02	0.012	0
+21.0	0.0	1.17	0.0	2016-11-02	0.012	0
+22.0	0.0	1.19	0.0	2016-11-02	0.012	0
+23.0	3.0	1.182	0.0	2016-11-02	0.012	0
+24.0	2.0	1.132	0.0	2016-11-02	0.012	0
+25.0	0.0	1.15	0.0	2016-11-02	0.012	0
+26.0	0.0	1.17	0.0	2016-11-02	0.012	0
+27.0	3.0	1.162	0.0	2016-11-02	0.012	0
+28.0	0.0	1.18	0.0	2016-11-02	0.012	0
+29.0	3.0	1.151	0.0	2016-11-02	0.012	0
+30.0	0.0	1.09	0.0	2016-11-02	0.012	0
+31.0	1.0	1.133	0.0	2016-11-02	0.012	0
+32.0	5.0	1.128	0.0	2016-11-02	0.012	0
+33.0	2.0	1.145	0.0	2016-11-02	0.012	0
+34.0	2.0	1.231	0.0	2016-11-02	0.012	0
+35.0	2.0	1.223	0.0	2016-11-02	0.012	0
+36.0	2.0	1.238	0.0	2016-11-02	0.012	0
+37.0	1.0	1.207	0.0	2016-11-02	0.012	0
+38.0	5.0	1.245	0.0	2016-11-02	0.012	0
+39.0	2.0	1.238	0.0	2016-11-02	0.012	0
+40.0	1.0	1.198	0.0	2016-11-02	0.012	0
+41.0	2.0	1.17	0.0	2016-11-02	0.012	0
+42.0	5.0	1.227	0.0	2016-11-02	0.012	0
+43.0	2.0	1.165	0.0	2016-11-02	0.012	0
+44.0	3.0	1.14	0.0	2016-11-02	0.012	0
+45.0	0.0	1.22	0.0	2016-11-02	0.012	0
+46.0	3.0	1.135	0.0	2016-11-02	0.012	0
+47.0	2.0	1.161	0.0	2016-11-02	0.012	0
+48.0	3.0	1.115	0.0	2016-11-02	0.012	0
+49.0	3.0	1.105	0.0	2016-11-02	0.012	0
+50.0	0.0	1.13	0.0	2016-11-02	0.012	0
+0.0	3.0	1.149	0.0	2016-11-02	0.014	0
+1.0	0.0	1.17	0.0	2016-11-02	0.014	0
+2.0	3.0	1.194	0.0	2016-11-02	0.014	0
+3.0	3.0	1.218	0.0	2016-11-02	0.014	0
+4.0	0.0	1.18	0.0	2016-11-02	0.014	0
+5.0	1.0	1.227	0.0	2016-11-02	0.014	0
+6.0	3.0	1.157	0.0	2016-11-02	0.014	0
+7.0	3.0	1.198	0.0	2016-11-02	0.014	0
+8.0	3.0	1.221	0.0	2016-11-02	0.014	0
+9.0	5.0	1.204	0.0	2016-11-02	0.014	0
+10.0	3.0	1.218	0.0	2016-11-02	0.014	0
+11.0	0.0	1.25	0.0	2016-11-02	0.014	0
+12.0	2.0	1.249	0.0	2016-11-02	0.014	0
+13.0	2.0	1.242	0.0	2016-11-02	0.014	0
+14.0	2.0	1.273	0.0	2016-11-02	0.014	0
+15.0	1.0	1.253	0.0	2016-11-02	0.014	0
+16.0	0.0	1.29	0.0	2016-11-02	0.014	0
+17.0	5.0	1.21	0.0	2016-11-02	0.014	0
+18.0	0.0	1.31	0.0	2016-11-02	0.014	0
+19.0	3.0	1.272	0.0	2016-11-02	0.014	0
+20.0	0.0	1.33	0.0	2016-11-02	0.014	0
+21.0	0.0	1.3	0.0	2016-11-02	0.014	0
+22.0	2.0	1.357	0.0	2016-11-02	0.014	0
+23.0	0.0	1.34	0.0	2016-11-02	0.014	0
+24.0	4.0	1.299	0.0	2016-11-02	0.014	0
+25.0	0.0	1.34	0.0	2016-11-02	0.014	0
+26.0	2.0	1.327	0.0	2016-11-02	0.014	0
+27.0	0.0	1.35	0.0	2016-11-02	0.014	0
+28.0	2.0	1.203	0.0	2016-11-02	0.014	0
+29.0	2.0	1.296	0.0	2016-11-02	0.014	0
+30.0	3.0	1.335	0.0	2016-11-02	0.014	0
+31.0	3.0	1.271	0.0	2016-11-02	0.014	0
+32.0	3.0	1.331	0.0	2016-11-02	0.014	0
+33.0	0.0	1.33	0.0	2016-11-02	0.014	0
+34.0	0.0	1.39	0.0	2016-11-02	0.014	0
+35.0	1.0	1.317	0.0	2016-11-02	0.014	0
+36.0	2.0	1.338	0.0	2016-11-02	0.014	0
+37.0	5.0	1.334	0.0	2016-11-02	0.014	0
+38.0	0.0	1.34	0.0	2016-11-02	0.014	0
+39.0	3.0	1.287	0.0	2016-11-02	0.014	0
+40.0	3.0	1.3	0.0	2016-11-02	0.014	0
+41.0	3.0	1.292	0.0	2016-11-02	0.014	0
+42.0	0.0	1.35	0.0	2016-11-02	0.014	0
+43.0	3.0	1.312	0.0	2016-11-02	0.014	0
+44.0	2.0	1.351	0.0	2016-11-02	0.014	0
+45.0	3.0	1.316	0.0	2016-11-02	0.014	0
+46.0	1.0	1.289	0.0	2016-11-02	0.014	0
+47.0	2.0	1.272	0.0	2016-11-02	0.014	0
+48.0	3.0	1.274	0.0	2016-11-02	0.014	0
+49.0	3.0	1.27	0.0	2016-11-02	0.014	0
+50.0	0.0	1.32	0.0	2016-11-02	0.014	0
+51.0	3.0	1.286	0.0	2016-11-02	0.014	0
+52.0	2.0	1.329	0.0	2016-11-02	0.014	0
+53.0	3.0	1.288	0.0	2016-11-02	0.014	0
+54.0	2.0	1.287	0.0	2016-11-02	0.014	0
+55.0	3.0	1.306	0.0	2016-11-02	0.014	0
+56.0	2.0	1.289	0.0	2016-11-02	0.014	0
+57.0	3.0	1.322	0.0	2016-11-02	0.014	0
+58.0	0.0	1.33	0.0	2016-11-02	0.014	0
+59.0	3.0	1.342	0.0	2016-11-02	0.014	0
+60.0	2.0	1.344	0.0	2016-11-02	0.014	0
+61.0	1.0	1.356	0.0	2016-11-02	0.014	0
+62.0	1.0	1.341	0.0	2016-11-02	0.014	0
+63.0	5.0	1.365	0.0	2016-11-02	0.014	0
+64.0	0.0	1.37	0.0	2016-11-02	0.014	0
+65.0	0.0	1.34	0.0	2016-11-02	0.014	0
+66.0	3.0	1.364	0.0	2016-11-02	0.014	0
+67.0	3.0	1.319	0.0	2016-11-02	0.014	0
+68.0	3.0	1.332	0.0	2016-11-02	0.014	0
+69.0	3.0	1.428	0.0	2016-11-02	0.014	0
+70.0	3.0	1.437	0.0	2016-11-02	0.014	0
+71.0	0.0	1.42	0.0	2016-11-02	0.014	0
+72.0	3.0	1.411	0.0	2016-11-02	0.014	0
+73.0	3.0	1.362	0.0	2016-11-02	0.014	0
+74.0	3.0	1.373	0.0	2016-11-02	0.014	0
+75.0	3.0	1.347	0.0	2016-11-02	0.014	0
+76.0	2.0	1.369	0.0	2016-11-02	0.014	0
+77.0	3.0	1.352	0.0	2016-11-02	0.014	0
+78.0	2.0	1.372	0.0	2016-11-02	0.014	0
+79.0	2.0	1.396	0.0	2016-11-02	0.014	0
+80.0	3.0	1.318	0.0	2016-11-02	0.014	0
+81.0	2.0	1.341	0.0	2016-11-02	0.014	0
+82.0	0.0	1.37	0.0	2016-11-02	0.014	0
+83.0	4.0	1.383	0.0	2016-11-02	0.014	0
+84.0	2.0	1.381	0.0	2016-11-02	0.014	0
+85.0	3.0	1.338	0.0	2016-11-02	0.014	0
+86.0	3.0	1.316	0.0	2016-11-02	0.014	0
+87.0	2.0	1.442	0.0	2016-11-02	0.014	0
+88.0	0.0	1.34	0.0	2016-11-02	0.014	0
+89.0	4.0	1.425	0.0	2016-11-02	0.014	0
diff --git a/figure_plots/data/shape_analysis/result_summaries/CTRL_2_results_MCFM.tsv b/figure_plots/data/shape_analysis/result_summaries/CTRL_2_results_MCFM.tsv
new file mode 100644
index 0000000..b0a1ed9
--- /dev/null
+++ b/figure_plots/data/shape_analysis/result_summaries/CTRL_2_results_MCFM.tsv
@@ -0,0 +1,1347 @@
+cell no	shape	velocity	health	date	flow rate	repeat
+0.0	0.0	2.66	0.0	2016-11-04	0.016	1
+1.0	0.0	2.65	0.0	2016-11-04	0.016	1
+2.0	0.0	2.67	0.0	2016-11-04	0.016	1
+3.0	0.0	2.71	0.0	2016-11-04	0.016	1
+4.0	0.0	2.67	0.0	2016-11-04	0.016	1
+5.0	0.0	2.44	0.0	2016-11-04	0.016	1
+6.0	0.0	2.53	0.0	2016-11-04	0.016	1
+7.0	0.0	2.44	0.0	2016-11-04	0.016	1
+8.0	0.0	2.47	0.0	2016-11-04	0.016	1
+9.0	0.0	2.35	0.0	2016-11-04	0.016	1
+10.0	0.0	2.47	0.0	2016-11-04	0.016	1
+11.0	0.0	2.46	0.0	2016-11-04	0.016	1
+12.0	0.0	2.47	0.0	2016-11-04	0.016	1
+13.0	0.0	2.42	0.0	2016-11-04	0.016	1
+14.0	0.0	2.35	0.0	2016-11-04	0.016	1
+15.0	0.0	2.38	0.0	2016-11-04	0.016	1
+16.0	0.0	2.27	0.0	2016-11-04	0.016	1
+17.0	0.0	2.33	0.0	2016-11-04	0.016	1
+18.0	2.0	2.301	0.0	2016-11-04	0.016	1
+19.0	3.0	2.35	0.0	2016-11-04	0.016	1
+20.0	0.0	2.34	0.0	2016-11-04	0.016	1
+21.0	3.0	2.268	0.0	2016-11-04	0.016	1
+22.0	0.0	2.3	0.0	2016-11-04	0.016	1
+23.0	0.0	2.16	0.0	2016-11-04	0.016	1
+24.0	0.0	2.24	0.0	2016-11-04	0.016	1
+25.0	0.0	2.25	0.0	2016-11-04	0.016	1
+26.0	0.0	2.25	0.0	2016-11-04	0.016	1
+27.0	0.0	2.22	0.0	2016-11-04	0.016	1
+28.0	0.0	2.14	0.0	2016-11-04	0.016	1
+29.0	0.0	2.26	0.0	2016-11-04	0.016	1
+30.0	3.0	2.151	0.0	2016-11-04	0.016	1
+31.0	0.0	2.2	0.0	2016-11-04	0.016	1
+32.0	0.0	2.17	0.0	2016-11-04	0.016	1
+33.0	3.0	2.123	0.0	2016-11-04	0.016	1
+34.0	4.0	2.106	0.0	2016-11-04	0.016	1
+35.0	0.0	2.14	0.0	2016-11-04	0.016	1
+36.0	4.0	2.194	0.0	2016-11-04	0.016	1
+37.0	0.0	2.2	0.0	2016-11-04	0.016	1
+38.0	0.0	2.1	0.0	2016-11-04	0.016	1
+39.0	0.0	1.94	0.0	2016-11-04	0.016	1
+40.0	0.0	2.03	0.0	2016-11-04	0.016	1
+41.0	2.0	2.07	0.0	2016-11-04	0.016	1
+42.0	0.0	2.02	0.0	2016-11-04	0.016	1
+43.0	0.0	2.03	0.0	2016-11-04	0.016	1
+44.0	3.0	1.995	0.0	2016-11-04	0.016	1
+45.0	3.0	2.064	0.0	2016-11-04	0.016	1
+46.0	0.0	2.02	0.0	2016-11-04	0.016	1
+47.0	0.0	2.1	0.0	2016-11-04	0.016	1
+48.0	3.0	2.043	0.0	2016-11-04	0.016	1
+49.0	2.0	2.024	0.0	2016-11-04	0.016	1
+50.0	0.0	2.04	0.0	2016-11-04	0.016	1
+51.0	0.0	2.03	0.0	2016-11-04	0.016	1
+52.0	0.0	1.99	0.0	2016-11-04	0.016	1
+53.0	1.0	1.946	0.0	2016-11-04	0.016	1
+54.0	2.0	2.086	0.0	2016-11-04	0.016	1
+55.0	3.0	2.034	0.0	2016-11-04	0.016	1
+56.0	0.0	2.06	0.0	2016-11-04	0.016	1
+57.0	0.0	2.0	0.0	2016-11-04	0.016	1
+58.0	0.0	2.02	0.0	2016-11-04	0.016	1
+59.0	4.0	1.973	0.0	2016-11-04	0.016	1
+60.0	0.0	2.02	0.0	2016-11-04	0.016	1
+61.0	0.0	1.95	0.0	2016-11-04	0.016	1
+62.0	0.0	1.95	0.0	2016-11-04	0.016	1
+63.0	0.0	1.99	0.0	2016-11-04	0.016	1
+64.0	1.0	1.826	0.0	2016-11-04	0.016	1
+65.0	0.0	1.96	0.0	2016-11-04	0.016	1
+66.0	0.0	1.93	0.0	2016-11-04	0.016	1
+67.0	0.0	1.87	0.0	2016-11-04	0.016	1
+68.0	3.0	1.864	0.0	2016-11-04	0.016	1
+69.0	2.0	1.924	0.0	2016-11-04	0.016	1
+70.0	0.0	1.9	0.0	2016-11-04	0.016	1
+71.0	2.0	1.959	0.0	2016-11-04	0.016	1
+72.0	0.0	1.94	0.0	2016-11-04	0.016	1
+73.0	0.0	1.96	0.0	2016-11-04	0.016	1
+74.0	3.0	1.851	0.0	2016-11-04	0.016	1
+75.0	0.0	1.93	0.0	2016-11-04	0.016	1
+0.0	1.0	1.848	0.0	2016-11-04	0.018	1
+1.0	1.0	1.821	0.0	2016-11-04	0.018	1
+2.0	1.0	1.893	0.0	2016-11-04	0.018	1
+3.0	1.0	1.913	0.0	2016-11-04	0.018	1
+4.0	1.0	1.911	0.0	2016-11-04	0.018	1
+5.0	2.0	1.957	0.0	2016-11-04	0.018	1
+6.0	1.0	1.908	0.0	2016-11-04	0.018	1
+7.0	5.0	1.928	0.0	2016-11-04	0.018	1
+8.0	0.0	1.92	0.0	2016-11-04	0.018	1
+9.0	5.0	1.948	0.0	2016-11-04	0.018	1
+10.0	3.0	1.854	0.0	2016-11-04	0.018	1
+11.0	2.0	1.894	0.0	2016-11-04	0.018	1
+12.0	2.0	1.919	0.0	2016-11-04	0.018	1
+13.0	0.0	1.8	0.0	2016-11-04	0.018	1
+14.0	1.0	1.926	0.0	2016-11-04	0.018	1
+15.0	1.0	1.862	0.0	2016-11-04	0.018	1
+16.0	1.0	1.856	0.0	2016-11-04	0.018	1
+17.0	3.0	1.927	0.0	2016-11-04	0.018	1
+18.0	5.0	1.833	0.0	2016-11-04	0.018	1
+19.0	3.0	1.901	0.0	2016-11-04	0.018	1
+20.0	3.0	1.939	0.0	2016-11-04	0.018	1
+21.0	2.0	1.936	0.0	2016-11-04	0.018	1
+22.0	2.0	1.94	0.0	2016-11-04	0.018	1
+23.0	5.0	1.693	0.0	2016-11-04	0.018	1
+24.0	0.0	1.88	0.0	2016-11-04	0.018	1
+25.0	5.0	1.788	0.0	2016-11-04	0.018	1
+26.0	3.0	1.855	0.0	2016-11-04	0.018	1
+27.0	2.0	1.855	0.0	2016-11-04	0.018	1
+28.0	3.0	1.819	0.0	2016-11-04	0.018	1
+29.0	2.0	1.815	0.0	2016-11-04	0.018	1
+30.0	3.0	1.775	0.0	2016-11-04	0.018	1
+31.0	0.0	1.83	0.0	2016-11-04	0.018	1
+32.0	0.0	1.8	0.0	2016-11-04	0.018	1
+33.0	3.0	1.823	0.0	2016-11-04	0.018	1
+34.0	3.0	1.853	0.0	2016-11-04	0.018	1
+35.0	3.0	1.837	0.0	2016-11-04	0.018	1
+36.0	2.0	1.884	0.0	2016-11-04	0.018	1
+37.0	0.0	1.88	0.0	2016-11-04	0.018	1
+38.0	0.0	1.91	0.0	2016-11-04	0.018	1
+39.0	1.0	1.858	0.0	2016-11-04	0.018	1
+40.0	0.0	1.9	0.0	2016-11-04	0.018	1
+41.0	3.0	1.896	0.0	2016-11-04	0.018	1
+42.0	0.0	1.89	0.0	2016-11-04	0.018	1
+43.0	2.0	1.916	0.0	2016-11-04	0.018	1
+44.0	3.0	1.854	0.0	2016-11-04	0.018	1
+45.0	3.0	1.838	0.0	2016-11-04	0.018	1
+46.0	4.0	1.907	0.0	2016-11-04	0.018	1
+47.0	3.0	1.919	0.0	2016-11-04	0.018	1
+48.0	4.0	1.934	0.0	2016-11-04	0.018	1
+49.0	1.0	1.896	0.0	2016-11-04	0.018	1
+50.0	2.0	1.921	0.0	2016-11-04	0.018	1
+51.0	0.0	1.85	0.0	2016-11-04	0.018	1
+52.0	0.0	1.91	0.0	2016-11-04	0.018	1
+53.0	3.0	1.855	0.0	2016-11-04	0.018	1
+54.0	0.0	1.93	0.0	2016-11-04	0.018	1
+55.0	3.0	1.92	0.0	2016-11-04	0.018	1
+56.0	2.0	1.955	0.0	2016-11-04	0.018	1
+57.0	1.0	1.914	0.0	2016-11-04	0.018	1
+58.0	2.0	2.009	0.0	2016-11-04	0.018	1
+59.0	3.0	1.966	0.0	2016-11-04	0.018	1
+60.0	2.0	2.013	0.0	2016-11-04	0.018	1
+61.0	0.0	1.94	0.0	2016-11-04	0.018	1
+62.0	2.0	2.01	0.0	2016-11-04	0.018	1
+63.0	3.0	1.958	0.0	2016-11-04	0.018	1
+64.0	1.0	1.938	0.0	2016-11-04	0.018	1
+65.0	3.0	1.982	0.0	2016-11-04	0.018	1
+66.0	3.0	1.965	0.0	2016-11-04	0.018	1
+67.0	3.0	1.927	0.0	2016-11-04	0.018	1
+68.0	0.0	1.91	0.0	2016-11-04	0.018	1
+69.0	2.0	1.951	0.0	2016-11-04	0.018	1
+70.0	0.0	1.95	0.0	2016-11-04	0.018	1
+71.0	0.0	1.91	0.0	2016-11-04	0.018	1
+0.0	3.0	2.221	0.0	2016-11-04	0.02	1
+1.0	1.0	2.231	0.0	2016-11-04	0.02	1
+2.0	3.0	2.16	0.0	2016-11-04	0.02	1
+3.0	5.0	2.273	0.0	2016-11-04	0.02	1
+4.0	3.0	2.265	0.0	2016-11-04	0.02	1
+5.0	3.0	2.231	0.0	2016-11-04	0.02	1
+6.0	3.0	2.219	0.0	2016-11-04	0.02	1
+7.0	3.0	2.27	0.0	2016-11-04	0.02	1
+8.0	3.0	2.231	0.0	2016-11-04	0.02	1
+9.0	0.0	2.17	0.0	2016-11-04	0.02	1
+10.0	2.0	2.206	0.0	2016-11-04	0.02	1
+11.0	3.0	2.217	0.0	2016-11-04	0.02	1
+12.0	2.0	2.234	0.0	2016-11-04	0.02	1
+13.0	3.0	2.253	0.0	2016-11-04	0.02	1
+14.0	1.0	2.257	0.0	2016-11-04	0.02	1
+15.0	3.0	2.179	0.0	2016-11-04	0.02	1
+16.0	5.0	2.239	0.0	2016-11-04	0.02	1
+17.0	5.0	2.279	0.0	2016-11-04	0.02	1
+18.0	3.0	2.257	0.0	2016-11-04	0.02	1
+19.0	3.0	2.198	0.0	2016-11-04	0.02	1
+20.0	3.0	2.258	0.0	2016-11-04	0.02	1
+21.0	5.0	2.208	0.0	2016-11-04	0.02	1
+22.0	3.0	2.249	0.0	2016-11-04	0.02	1
+23.0	1.0	2.248	0.0	2016-11-04	0.02	1
+24.0	3.0	2.24	0.0	2016-11-04	0.02	1
+25.0	3.0	2.236	0.0	2016-11-04	0.02	1
+26.0	3.0	2.226	0.0	2016-11-04	0.02	1
+27.0	0.0	2.32	0.0	2016-11-04	0.02	1
+28.0	3.0	2.166	0.0	2016-11-04	0.02	1
+29.0	3.0	2.155	0.0	2016-11-04	0.02	1
+30.0	1.0	2.181	0.0	2016-11-04	0.02	1
+31.0	3.0	2.237	0.0	2016-11-04	0.02	1
+32.0	3.0	2.211	0.0	2016-11-04	0.02	1
+33.0	1.0	2.236	0.0	2016-11-04	0.02	1
+34.0	5.0	1.968	0.0	2016-11-04	0.02	1
+35.0	3.0	2.187	0.0	2016-11-04	0.02	1
+36.0	3.0	2.253	0.0	2016-11-04	0.02	1
+37.0	1.0	2.167	0.0	2016-11-04	0.02	1
+38.0	1.0	2.258	0.0	2016-11-04	0.02	1
+39.0	3.0	2.165	0.0	2016-11-04	0.02	1
+40.0	5.0	2.173	0.0	2016-11-04	0.02	1
+41.0	0.0	2.25	0.0	2016-11-04	0.02	1
+42.0	3.0	2.263	0.0	2016-11-04	0.02	1
+43.0	0.0	2.26	0.0	2016-11-04	0.02	1
+44.0	3.0	2.211	0.0	2016-11-04	0.02	1
+45.0	3.0	2.238	0.0	2016-11-04	0.02	1
+46.0	1.0	2.253	0.0	2016-11-04	0.02	1
+47.0	1.0	2.213	0.0	2016-11-04	0.02	1
+48.0	3.0	2.247	0.0	2016-11-04	0.02	1
+49.0	3.0	2.193	0.0	2016-11-04	0.02	1
+50.0	1.0	2.252	0.0	2016-11-04	0.02	1
+51.0	1.0	2.189	0.0	2016-11-04	0.02	1
+52.0	3.0	2.283	0.0	2016-11-04	0.02	1
+53.0	2.0	2.264	0.0	2016-11-04	0.02	1
+54.0	1.0	2.232	0.0	2016-11-04	0.02	1
+55.0	3.0	2.205	0.0	2016-11-04	0.02	1
+56.0	1.0	2.256	0.0	2016-11-04	0.02	1
+57.0	3.0	2.205	0.0	2016-11-04	0.02	1
+0.0	2.0	2.254	0.0	2016-11-04	0.022	1
+1.0	1.0	2.216	0.0	2016-11-04	0.022	1
+2.0	2.0	2.261	0.0	2016-11-04	0.022	1
+3.0	3.0	2.256	0.0	2016-11-04	0.022	1
+4.0	1.0	2.224	0.0	2016-11-04	0.022	1
+5.0	0.0	2.23	0.0	2016-11-04	0.022	1
+6.0	3.0	2.224	0.0	2016-11-04	0.022	1
+7.0	3.0	2.219	0.0	2016-11-04	0.022	1
+8.0	3.0	2.211	0.0	2016-11-04	0.022	1
+9.0	0.0	2.21	0.0	2016-11-04	0.022	1
+10.0	3.0	2.228	0.0	2016-11-04	0.022	1
+11.0	5.0	2.253	0.0	2016-11-04	0.022	1
+12.0	3.0	2.286	0.0	2016-11-04	0.022	1
+13.0	3.0	2.307	0.0	2016-11-04	0.022	1
+14.0	3.0	2.295	0.0	2016-11-04	0.022	1
+15.0	2.0	2.458	0.0	2016-11-04	0.022	1
+16.0	0.0	2.3	0.0	2016-11-04	0.022	1
+17.0	3.0	2.296	0.0	2016-11-04	0.022	1
+18.0	3.0	2.299	0.0	2016-11-04	0.022	1
+19.0	1.0	2.279	0.0	2016-11-04	0.022	1
+20.0	3.0	2.316	0.0	2016-11-04	0.022	1
+21.0	1.0	2.293	0.0	2016-11-04	0.022	1
+22.0	1.0	2.345	0.0	2016-11-04	0.022	1
+23.0	1.0	2.273	0.0	2016-11-04	0.022	1
+24.0	1.0	2.267	0.0	2016-11-04	0.022	1
+25.0	3.0	2.244	0.0	2016-11-04	0.022	1
+26.0	1.0	2.219	0.0	2016-11-04	0.022	1
+27.0	3.0	2.224	0.0	2016-11-04	0.022	1
+28.0	1.0	2.21	0.0	2016-11-04	0.022	1
+29.0	5.0	2.27	0.0	2016-11-04	0.022	1
+30.0	3.0	2.282	0.0	2016-11-04	0.022	1
+31.0	1.0	2.266	0.0	2016-11-04	0.022	1
+32.0	1.0	2.231	0.0	2016-11-04	0.022	1
+33.0	1.0	2.252	0.0	2016-11-04	0.022	1
+34.0	2.0	2.264	0.0	2016-11-04	0.022	1
+35.0	3.0	2.208	0.0	2016-11-04	0.022	1
+36.0	1.0	2.186	0.0	2016-11-04	0.022	1
+37.0	3.0	2.178	0.0	2016-11-04	0.022	1
+38.0	2.0	2.223	0.0	2016-11-04	0.022	1
+39.0	1.0	2.168	0.0	2016-11-04	0.022	1
+40.0	3.0	2.261	0.0	2016-11-04	0.022	1
+41.0	0.0	2.23	0.0	2016-11-04	0.022	1
+42.0	0.0	2.24	0.0	2016-11-04	0.022	1
+43.0	5.0	2.171	0.0	2016-11-04	0.022	1
+44.0	0.0	2.29	0.0	2016-11-04	0.022	1
+45.0	3.0	2.276	0.0	2016-11-04	0.022	1
+46.0	2.0	2.321	0.0	2016-11-04	0.022	1
+47.0	3.0	2.246	0.0	2016-11-04	0.022	1
+48.0	3.0	2.241	0.0	2016-11-04	0.022	1
+49.0	0.0	2.15	0.0	2016-11-04	0.022	1
+50.0	1.0	2.225	0.0	2016-11-04	0.022	1
+51.0	3.0	2.263	0.0	2016-11-04	0.022	1
+52.0	3.0	2.226	0.0	2016-11-04	0.022	1
+53.0	3.0	2.235	0.0	2016-11-04	0.022	1
+54.0	0.0	2.31	0.0	2016-11-04	0.022	1
+55.0	1.0	2.236	0.0	2016-11-04	0.022	1
+56.0	2.0	2.333	0.0	2016-11-04	0.022	1
+57.0	3.0	2.291	0.0	2016-11-04	0.022	1
+58.0	2.0	2.287	0.0	2016-11-04	0.022	1
+59.0	3.0	2.279	0.0	2016-11-04	0.022	1
+60.0	4.0	2.307	0.0	2016-11-04	0.022	1
+61.0	3.0	2.286	0.0	2016-11-04	0.022	1
+62.0	3.0	2.318	0.0	2016-11-04	0.022	1
+63.0	2.0	2.273	0.0	2016-11-04	0.022	1
+64.0	3.0	2.215	0.0	2016-11-04	0.022	1
+65.0	3.0	2.224	0.0	2016-11-04	0.022	1
+66.0	3.0	2.214	0.0	2016-11-04	0.022	1
+67.0	2.0	2.284	0.0	2016-11-04	0.022	1
+68.0	3.0	2.289	0.0	2016-11-04	0.022	1
+69.0	3.0	2.321	0.0	2016-11-04	0.022	1
+70.0	0.0	2.34	0.0	2016-11-04	0.022	1
+71.0	3.0	2.29	0.0	2016-11-04	0.022	1
+0.0	3.0	2.439	0.0	2016-11-04	0.024	1
+1.0	3.0	2.483	0.0	2016-11-04	0.024	1
+2.0	3.0	2.446	0.0	2016-11-04	0.024	1
+3.0	1.0	2.474	0.0	2016-11-04	0.024	1
+4.0	3.0	2.359	0.0	2016-11-04	0.024	1
+5.0	1.0	2.399	0.0	2016-11-04	0.024	1
+6.0	1.0	2.45	0.0	2016-11-04	0.024	1
+7.0	1.0	2.415	0.0	2016-11-04	0.024	1
+8.0	3.0	2.463	0.0	2016-11-04	0.024	1
+9.0	3.0	2.486	0.0	2016-11-04	0.024	1
+10.0	1.0	2.361	0.0	2016-11-04	0.024	1
+11.0	3.0	2.48	0.0	2016-11-04	0.024	1
+12.0	3.0	2.456	0.0	2016-11-04	0.024	1
+13.0	1.0	2.347	0.0	2016-11-04	0.024	1
+14.0	0.0	2.34	0.0	2016-11-04	0.024	1
+15.0	1.0	2.392	0.0	2016-11-04	0.024	1
+16.0	5.0	2.326	0.0	2016-11-04	0.024	1
+17.0	1.0	2.443	0.0	2016-11-04	0.024	1
+18.0	3.0	2.458	0.0	2016-11-04	0.024	1
+19.0	3.0	2.498	0.0	2016-11-04	0.024	1
+20.0	3.0	2.443	0.0	2016-11-04	0.024	1
+21.0	3.0	2.388	0.0	2016-11-04	0.024	1
+22.0	2.0	2.469	0.0	2016-11-04	0.024	1
+23.0	1.0	2.521	0.0	2016-11-04	0.024	1
+24.0	5.0	2.382	0.0	2016-11-04	0.024	1
+25.0	3.0	2.496	0.0	2016-11-04	0.024	1
+26.0	3.0	2.468	0.0	2016-11-04	0.024	1
+27.0	5.0	2.417	0.0	2016-11-04	0.024	1
+28.0	3.0	2.508	0.0	2016-11-04	0.024	1
+29.0	1.0	2.487	0.0	2016-11-04	0.024	1
+30.0	1.0	2.523	0.0	2016-11-04	0.024	1
+31.0	1.0	2.547	0.0	2016-11-04	0.024	1
+32.0	1.0	2.497	0.0	2016-11-04	0.024	1
+33.0	3.0	2.539	0.0	2016-11-04	0.024	1
+34.0	1.0	2.457	0.0	2016-11-04	0.024	1
+35.0	3.0	2.606	0.0	2016-11-04	0.024	1
+36.0	3.0	2.503	0.0	2016-11-04	0.024	1
+37.0	3.0	2.497	0.0	2016-11-04	0.024	1
+38.0	1.0	2.568	0.0	2016-11-04	0.024	1
+39.0	1.0	2.532	0.0	2016-11-04	0.024	1
+40.0	3.0	2.507	0.0	2016-11-04	0.024	1
+41.0	3.0	2.591	0.0	2016-11-04	0.024	1
+42.0	3.0	2.585	0.0	2016-11-04	0.024	1
+43.0	1.0	2.597	0.0	2016-11-04	0.024	1
+44.0	5.0	2.649	0.0	2016-11-04	0.024	1
+45.0	3.0	2.585	0.0	2016-11-04	0.024	1
+46.0	1.0	2.518	0.0	2016-11-04	0.024	1
+47.0	3.0	2.503	0.0	2016-11-04	0.024	1
+48.0	1.0	2.536	0.0	2016-11-04	0.024	1
+49.0	2.0	2.57	0.0	2016-11-04	0.024	1
+50.0	3.0	2.595	0.0	2016-11-04	0.024	1
+51.0	3.0	2.611	0.0	2016-11-04	0.024	1
+52.0	3.0	2.638	0.0	2016-11-04	0.024	1
+53.0	1.0	2.519	0.0	2016-11-04	0.024	1
+54.0	3.0	2.626	0.0	2016-11-04	0.024	1
+55.0	3.0	2.579	0.0	2016-11-04	0.024	1
+56.0	5.0	2.527	0.0	2016-11-04	0.024	1
+57.0	1.0	2.496	0.0	2016-11-04	0.024	1
+58.0	3.0	2.64	0.0	2016-11-04	0.024	1
+0.0	3.0	2.616	0.0	2016-11-04	0.026	1
+1.0	1.0	2.581	0.0	2016-11-04	0.026	1
+2.0	1.0	2.606	0.0	2016-11-04	0.026	1
+3.0	1.0	2.638	0.0	2016-11-04	0.026	1
+4.0	3.0	2.639	0.0	2016-11-04	0.026	1
+5.0	3.0	2.568	0.0	2016-11-04	0.026	1
+6.0	1.0	2.623	0.0	2016-11-04	0.026	1
+7.0	3.0	2.729	0.0	2016-11-04	0.026	1
+8.0	3.0	2.694	0.0	2016-11-04	0.026	1
+9.0	1.0	2.646	0.0	2016-11-04	0.026	1
+10.0	1.0	2.581	0.0	2016-11-04	0.026	1
+11.0	1.0	2.621	0.0	2016-11-04	0.026	1
+12.0	3.0	2.637	0.0	2016-11-04	0.026	1
+13.0	3.0	2.582	0.0	2016-11-04	0.026	1
+14.0	1.0	2.603	0.0	2016-11-04	0.026	1
+15.0	1.0	2.599	0.0	2016-11-04	0.026	1
+16.0	3.0	2.587	0.0	2016-11-04	0.026	1
+17.0	1.0	2.574	0.0	2016-11-04	0.026	1
+18.0	1.0	2.518	0.0	2016-11-04	0.026	1
+19.0	1.0	2.507	0.0	2016-11-04	0.026	1
+20.0	3.0	2.633	0.0	2016-11-04	0.026	1
+21.0	3.0	2.544	0.0	2016-11-04	0.026	1
+22.0	1.0	2.595	0.0	2016-11-04	0.026	1
+23.0	5.0	2.648	0.0	2016-11-04	0.026	1
+24.0	3.0	2.642	0.0	2016-11-04	0.026	1
+25.0	1.0	2.532	0.0	2016-11-04	0.026	1
+26.0	3.0	2.674	0.0	2016-11-04	0.026	1
+27.0	2.0	2.671	0.0	2016-11-04	0.026	1
+28.0	3.0	2.599	0.0	2016-11-04	0.026	1
+29.0	5.0	2.634	0.0	2016-11-04	0.026	1
+30.0	3.0	2.696	0.0	2016-11-04	0.026	1
+31.0	1.0	2.63	0.0	2016-11-04	0.026	1
+32.0	1.0	2.679	0.0	2016-11-04	0.026	1
+33.0	3.0	2.657	0.0	2016-11-04	0.026	1
+34.0	1.0	2.718	0.0	2016-11-04	0.026	1
+35.0	3.0	2.736	0.0	2016-11-04	0.026	1
+36.0	3.0	2.789	0.0	2016-11-04	0.026	1
+37.0	1.0	2.731	0.0	2016-11-04	0.026	1
+38.0	1.0	2.691	0.0	2016-11-04	0.026	1
+39.0	5.0	2.747	0.0	2016-11-04	0.026	1
+40.0	1.0	2.724	0.0	2016-11-04	0.026	1
+41.0	3.0	2.82	0.0	2016-11-04	0.026	1
+42.0	1.0	2.743	0.0	2016-11-04	0.026	1
+43.0	1.0	2.712	0.0	2016-11-04	0.026	1
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+45.0	3.0	2.757	0.0	2016-11-04	0.026	1
+46.0	1.0	2.749	0.0	2016-11-04	0.026	1
+47.0	0.0	2.76	0.0	2016-11-04	0.026	1
+48.0	3.0	2.798	0.0	2016-11-04	0.026	1
+49.0	3.0	2.695	0.0	2016-11-04	0.026	1
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+51.0	1.0	2.658	0.0	2016-11-04	0.026	1
+52.0	1.0	2.742	0.0	2016-11-04	0.026	1
+53.0	2.0	2.834	0.0	2016-11-04	0.026	1
+54.0	3.0	2.806	0.0	2016-11-04	0.026	1
+55.0	1.0	2.703	0.0	2016-11-04	0.026	1
+56.0	3.0	2.719	0.0	2016-11-04	0.026	1
+57.0	1.0	2.72	0.0	2016-11-04	0.026	1
+0.0	3.0	2.833	0.0	2016-11-04	0.028	1
+1.0	3.0	2.849	0.0	2016-11-04	0.028	1
+2.0	3.0	2.906	0.0	2016-11-04	0.028	1
+3.0	1.0	2.882	0.0	2016-11-04	0.028	1
+4.0	1.0	2.794	0.0	2016-11-04	0.028	1
+5.0	3.0	2.82	0.0	2016-11-04	0.028	1
+6.0	3.0	2.822	0.0	2016-11-04	0.028	1
+7.0	3.0	2.864	0.0	2016-11-04	0.028	1
+8.0	3.0	2.829	0.0	2016-11-04	0.028	1
+9.0	3.0	2.89	0.0	2016-11-04	0.028	1
+10.0	0.0	2.88	0.0	2016-11-04	0.028	1
+11.0	1.0	2.848	0.0	2016-11-04	0.028	1
+12.0	1.0	2.874	0.0	2016-11-04	0.028	1
+13.0	3.0	2.885	0.0	2016-11-04	0.028	1
+14.0	0.0	2.86	0.0	2016-11-04	0.028	1
+15.0	0.0	2.83	0.0	2016-11-04	0.028	1
+16.0	3.0	2.814	0.0	2016-11-04	0.028	1
+17.0	5.0	2.846	0.0	2016-11-04	0.028	1
+18.0	1.0	2.862	0.0	2016-11-04	0.028	1
+19.0	5.0	2.759	0.0	2016-11-04	0.028	1
+20.0	1.0	2.864	0.0	2016-11-04	0.028	1
+21.0	1.0	2.892	0.0	2016-11-04	0.028	1
+22.0	3.0	2.92	0.0	2016-11-04	0.028	1
+23.0	3.0	2.827	0.0	2016-11-04	0.028	1
+24.0	1.0	2.922	0.0	2016-11-04	0.028	1
+25.0	1.0	2.955	0.0	2016-11-04	0.028	1
+26.0	3.0	2.89	0.0	2016-11-04	0.028	1
+27.0	1.0	2.875	0.0	2016-11-04	0.028	1
+28.0	3.0	2.894	0.0	2016-11-04	0.028	1
+29.0	3.0	2.924	0.0	2016-11-04	0.028	1
+30.0	1.0	2.871	0.0	2016-11-04	0.028	1
+31.0	3.0	2.839	0.0	2016-11-04	0.028	1
+32.0	1.0	2.822	0.0	2016-11-04	0.028	1
+33.0	3.0	2.856	0.0	2016-11-04	0.028	1
+34.0	1.0	2.915	0.0	2016-11-04	0.028	1
+35.0	1.0	2.842	0.0	2016-11-04	0.028	1
+36.0	3.0	2.912	0.0	2016-11-04	0.028	1
+37.0	3.0	2.85	0.0	2016-11-04	0.028	1
+38.0	1.0	2.895	0.0	2016-11-04	0.028	1
+39.0	1.0	2.867	0.0	2016-11-04	0.028	1
+40.0	3.0	2.907	0.0	2016-11-04	0.028	1
+41.0	3.0	2.902	0.0	2016-11-04	0.028	1
+42.0	3.0	2.962	0.0	2016-11-04	0.028	1
+43.0	1.0	2.93	0.0	2016-11-04	0.028	1
+44.0	5.0	2.816	0.0	2016-11-04	0.028	1
+45.0	1.0	2.951	0.0	2016-11-04	0.028	1
+46.0	1.0	2.963	0.0	2016-11-04	0.028	1
+47.0	1.0	2.953	0.0	2016-11-04	0.028	1
+48.0	1.0	2.927	0.0	2016-11-04	0.028	1
+49.0	5.0	2.931	0.0	2016-11-04	0.028	1
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+51.0	0.0	2.95	0.0	2016-11-04	0.028	1
+52.0	1.0	2.922	0.0	2016-11-04	0.028	1
+53.0	1.0	2.975	0.0	2016-11-04	0.028	1
+54.0	1.0	2.996	0.0	2016-11-04	0.028	1
+55.0	1.0	2.951	0.0	2016-11-04	0.028	1
+56.0	1.0	2.993	0.0	2016-11-04	0.028	1
+57.0	3.0	2.924	0.0	2016-11-04	0.028	1
+58.0	1.0	2.997	0.0	2016-11-04	0.028	1
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+60.0	1.0	2.96	0.0	2016-11-04	0.028	1
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+63.0	1.0	2.995	0.0	2016-11-04	0.028	1
+64.0	5.0	2.913	0.0	2016-11-04	0.028	1
+65.0	1.0	3.016	0.0	2016-11-04	0.028	1
+66.0	3.0	3.011	0.0	2016-11-04	0.028	1
+67.0	3.0	3.134	0.0	2016-11-04	0.028	1
+68.0	1.0	3.017	0.0	2016-11-04	0.028	1
+0.0	3.0	2.97	0.0	2016-11-04	0.03	1
+1.0	1.0	2.967	0.0	2016-11-04	0.03	1
+2.0	1.0	2.984	0.0	2016-11-04	0.03	1
+3.0	1.0	3.025	0.0	2016-11-04	0.03	1
+4.0	1.0	3.052	0.0	2016-11-04	0.03	1
+5.0	3.0	3.089	0.0	2016-11-04	0.03	1
+6.0	1.0	2.973	0.0	2016-11-04	0.03	1
+7.0	3.0	3.011	0.0	2016-11-04	0.03	1
+8.0	3.0	3.041	0.0	2016-11-04	0.03	1
+9.0	1.0	3.003	0.0	2016-11-04	0.03	1
+10.0	3.0	3.043	0.0	2016-11-04	0.03	1
+11.0	1.0	3.012	0.0	2016-11-04	0.03	1
+12.0	1.0	3.058	0.0	2016-11-04	0.03	1
+13.0	3.0	2.997	0.0	2016-11-04	0.03	1
+14.0	3.0	2.954	0.0	2016-11-04	0.03	1
+15.0	1.0	2.977	0.0	2016-11-04	0.03	1
+16.0	0.0	2.86	0.0	2016-11-04	0.03	1
+17.0	1.0	2.992	0.0	2016-11-04	0.03	1
+18.0	1.0	3.118	0.0	2016-11-04	0.03	1
+19.0	3.0	3.033	0.0	2016-11-04	0.03	1
+20.0	1.0	2.963	0.0	2016-11-04	0.03	1
+21.0	1.0	3.04	0.0	2016-11-04	0.03	1
+22.0	3.0	3.131	0.0	2016-11-04	0.03	1
+23.0	3.0	3.058	0.0	2016-11-04	0.03	1
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+26.0	1.0	3.096	0.0	2016-11-04	0.03	1
+27.0	1.0	3.055	0.0	2016-11-04	0.03	1
+28.0	5.0	2.991	0.0	2016-11-04	0.03	1
+29.0	3.0	3.047	0.0	2016-11-04	0.03	1
+30.0	1.0	3.083	0.0	2016-11-04	0.03	1
+31.0	1.0	3.036	0.0	2016-11-04	0.03	1
+32.0	1.0	3.049	0.0	2016-11-04	0.03	1
+33.0	1.0	3.063	0.0	2016-11-04	0.03	1
+34.0	3.0	3.03	0.0	2016-11-04	0.03	1
+35.0	5.0	2.912	0.0	2016-11-04	0.03	1
+36.0	5.0	3.11	0.0	2016-11-04	0.03	1
+37.0	1.0	3.091	0.0	2016-11-04	0.03	1
+38.0	1.0	3.111	0.0	2016-11-04	0.03	1
+39.0	1.0	3.025	0.0	2016-11-04	0.03	1
+40.0	1.0	3.115	0.0	2016-11-04	0.03	1
+41.0	3.0	3.055	0.0	2016-11-04	0.03	1
+42.0	1.0	3.092	0.0	2016-11-04	0.03	1
+43.0	1.0	3.026	0.0	2016-11-04	0.03	1
+44.0	1.0	3.021	0.0	2016-11-04	0.03	1
+45.0	1.0	3.116	0.0	2016-11-04	0.03	1
+46.0	1.0	3.064	0.0	2016-11-04	0.03	1
+47.0	1.0	3.118	0.0	2016-11-04	0.03	1
+48.0	3.0	3.022	0.0	2016-11-04	0.03	1
+49.0	3.0	3.083	0.0	2016-11-04	0.03	1
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+51.0	3.0	3.044	0.0	2016-11-04	0.03	1
+52.0	3.0	3.081	0.0	2016-11-04	0.03	1
+53.0	1.0	3.089	0.0	2016-11-04	0.03	1
+54.0	3.0	3.099	0.0	2016-11-04	0.03	1
+55.0	3.0	3.141	0.0	2016-11-04	0.03	1
+56.0	3.0	3.112	0.0	2016-11-04	0.03	1
+57.0	3.0	3.08	0.0	2016-11-04	0.03	1
+58.0	3.0	3.085	0.0	2016-11-04	0.03	1
+59.0	1.0	3.074	0.0	2016-11-04	0.03	1
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+61.0	1.0	3.058	0.0	2016-11-04	0.03	1
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+63.0	1.0	3.058	0.0	2016-11-04	0.03	1
+64.0	1.0	3.109	0.0	2016-11-04	0.03	1
+65.0	1.0	3.054	0.0	2016-11-04	0.03	1
+66.0	1.0	3.128	0.0	2016-11-04	0.03	1
+67.0	1.0	3.005	0.0	2016-11-04	0.03	1
+68.0	3.0	3.021	0.0	2016-11-04	0.03	1
+69.0	3.0	3.1	0.0	2016-11-04	0.03	1
+70.0	1.0	3.009	0.0	2016-11-04	0.03	1
+71.0	0.0	3.03	0.0	2016-11-04	0.03	1
+72.0	3.0	2.968	0.0	2016-11-04	0.03	1
+73.0	3.0	3.04	0.0	2016-11-04	0.03	1
+0.0	1.0	3.068	0.0	2016-11-04	0.032	1
+1.0	3.0	3.095	0.0	2016-11-04	0.032	1
+2.0	5.0	3.156	0.0	2016-11-04	0.032	1
+3.0	3.0	3.192	0.0	2016-11-04	0.032	1
+4.0	3.0	3.195	0.0	2016-11-04	0.032	1
+5.0	1.0	3.164	0.0	2016-11-04	0.032	1
+6.0	2.0	3.249	0.0	2016-11-04	0.032	1
+7.0	0.0	3.17	0.0	2016-11-04	0.032	1
+8.0	1.0	3.173	0.0	2016-11-04	0.032	1
+9.0	3.0	3.131	0.0	2016-11-04	0.032	1
+10.0	1.0	3.186	0.0	2016-11-04	0.032	1
+11.0	1.0	3.204	0.0	2016-11-04	0.032	1
+12.0	1.0	3.146	0.0	2016-11-04	0.032	1
+13.0	2.0	2.8	0.0	2016-11-04	0.032	1
+14.0	3.0	3.205	0.0	2016-11-04	0.032	1
+15.0	1.0	3.14	0.0	2016-11-04	0.032	1
+16.0	3.0	3.276	0.0	2016-11-04	0.032	1
+17.0	1.0	3.186	0.0	2016-11-04	0.032	1
+18.0	3.0	3.266	0.0	2016-11-04	0.032	1
+19.0	2.0	2.99	0.0	2016-11-04	0.032	1
+20.0	1.0	3.155	0.0	2016-11-04	0.032	1
+21.0	5.0	3.342	0.0	2016-11-04	0.032	1
+22.0	3.0	3.305	0.0	2016-11-04	0.032	1
+23.0	1.0	3.217	0.0	2016-11-04	0.032	1
+24.0	1.0	3.244	0.0	2016-11-04	0.032	1
+25.0	1.0	3.261	0.0	2016-11-04	0.032	1
+26.0	5.0	3.162	0.0	2016-11-04	0.032	1
+27.0	3.0	3.326	0.0	2016-11-04	0.032	1
+28.0	3.0	3.249	0.0	2016-11-04	0.032	1
+29.0	3.0	3.305	0.0	2016-11-04	0.032	1
+30.0	1.0	3.367	0.0	2016-11-04	0.032	1
+31.0	1.0	3.352	0.0	2016-11-04	0.032	1
+32.0	1.0	3.349	0.0	2016-11-04	0.032	1
+33.0	1.0	3.329	0.0	2016-11-04	0.032	1
+34.0	1.0	3.142	0.0	2016-11-04	0.032	1
+35.0	1.0	3.253	0.0	2016-11-04	0.032	1
+36.0	1.0	3.337	0.0	2016-11-04	0.032	1
+37.0	3.0	3.313	0.0	2016-11-04	0.032	1
+38.0	1.0	3.285	0.0	2016-11-04	0.032	1
+39.0	1.0	3.255	0.0	2016-11-04	0.032	1
+40.0	1.0	3.247	0.0	2016-11-04	0.032	1
+41.0	3.0	3.206	0.0	2016-11-04	0.032	1
+42.0	1.0	3.209	0.0	2016-11-04	0.032	1
+43.0	1.0	3.26	0.0	2016-11-04	0.032	1
+44.0	1.0	3.305	0.0	2016-11-04	0.032	1
+45.0	3.0	3.375	0.0	2016-11-04	0.032	1
+46.0	3.0	3.356	0.0	2016-11-04	0.032	1
+47.0	3.0	3.302	0.0	2016-11-04	0.032	1
+48.0	3.0	3.289	0.0	2016-11-04	0.032	1
+49.0	1.0	3.344	0.0	2016-11-04	0.032	1
+50.0	3.0	3.388	0.0	2016-11-04	0.032	1
+51.0	1.0	3.302	0.0	2016-11-04	0.032	1
+52.0	1.0	3.247	0.0	2016-11-04	0.032	1
+53.0	3.0	3.373	0.0	2016-11-04	0.032	1
+54.0	1.0	3.326	0.0	2016-11-04	0.032	1
+55.0	5.0	3.345	0.0	2016-11-04	0.032	1
+56.0	1.0	3.244	0.0	2016-11-04	0.032	1
+57.0	5.0	3.328	0.0	2016-11-04	0.032	1
+58.0	1.0	3.36	0.0	2016-11-04	0.032	1
+59.0	1.0	3.409	0.0	2016-11-04	0.032	1
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+61.0	1.0	3.269	0.0	2016-11-04	0.032	1
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+63.0	1.0	3.325	0.0	2016-11-04	0.032	1
+64.0	2.0	3.354	0.0	2016-11-04	0.032	1
+65.0	1.0	3.315	0.0	2016-11-04	0.032	1
+66.0	1.0	3.36	0.0	2016-11-04	0.032	1
+67.0	3.0	3.319	0.0	2016-11-04	0.032	1
+68.0	1.0	3.366	0.0	2016-11-04	0.032	1
+69.0	5.0	3.323	0.0	2016-11-04	0.032	1
+70.0	1.0	3.387	0.0	2016-11-04	0.032	1
+71.0	1.0	3.256	0.0	2016-11-04	0.032	1
+72.0	3.0	3.26	0.0	2016-11-04	0.032	1
+73.0	1.0	3.317	0.0	2016-11-04	0.032	1
+74.0	3.0	3.305	0.0	2016-11-04	0.032	1
+75.0	1.0	3.267	0.0	2016-11-04	0.032	1
+76.0	2.0	2.928	0.0	2016-11-04	0.032	1
+77.0	0.0	3.22	0.0	2016-11-04	0.032	1
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+79.0	3.0	3.236	0.0	2016-11-04	0.032	1
+80.0	3.0	3.37	0.0	2016-11-04	0.032	1
+81.0	3.0	3.249	0.0	2016-11-04	0.032	1
+82.0	1.0	3.266	0.0	2016-11-04	0.032	1
+0.0	1.0	3.46	0.0	2016-11-04	0.034	1
+1.0	2.0	3.443	0.0	2016-11-04	0.034	1
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+3.0	1.0	3.37	0.0	2016-11-04	0.034	1
+4.0	1.0	3.427	0.0	2016-11-04	0.034	1
+5.0	5.0	3.108	0.0	2016-11-04	0.034	1
+6.0	2.0	3.343	0.0	2016-11-04	0.034	1
+7.0	1.0	3.391	0.0	2016-11-04	0.034	1
+8.0	3.0	3.338	0.0	2016-11-04	0.034	1
+9.0	5.0	3.424	0.0	2016-11-04	0.034	1
+10.0	3.0	3.374	0.0	2016-11-04	0.034	1
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+12.0	1.0	3.324	0.0	2016-11-04	0.034	1
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+14.0	1.0	3.333	0.0	2016-11-04	0.034	1
+15.0	1.0	3.308	0.0	2016-11-04	0.034	1
+16.0	1.0	3.485	0.0	2016-11-04	0.034	1
+17.0	3.0	3.45	0.0	2016-11-04	0.034	1
+18.0	1.0	3.447	0.0	2016-11-04	0.034	1
+19.0	1.0	3.408	0.0	2016-11-04	0.034	1
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+27.0	1.0	3.539	0.0	2016-11-04	0.034	1
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+30.0	1.0	3.458	0.0	2016-11-04	0.034	1
+31.0	1.0	3.547	0.0	2016-11-04	0.034	1
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+33.0	1.0	3.488	0.0	2016-11-04	0.034	1
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+35.0	1.0	3.509	0.0	2016-11-04	0.034	1
+36.0	2.0	3.125	0.0	2016-11-04	0.034	1
+37.0	3.0	3.509	0.0	2016-11-04	0.034	1
+38.0	2.0	3.673	0.0	2016-11-04	0.034	1
+39.0	0.0	3.59	0.0	2016-11-04	0.034	1
+40.0	1.0	3.541	0.0	2016-11-04	0.034	1
+41.0	5.0	3.316	0.0	2016-11-04	0.034	1
+42.0	1.0	3.542	0.0	2016-11-04	0.034	1
+43.0	3.0	3.526	0.0	2016-11-04	0.034	1
+44.0	1.0	3.531	0.0	2016-11-04	0.034	1
+45.0	5.0	3.447	0.0	2016-11-04	0.034	1
+46.0	3.0	3.474	0.0	2016-11-04	0.034	1
+47.0	1.0	3.4	0.0	2016-11-04	0.034	1
+48.0	1.0	3.544	0.0	2016-11-04	0.034	1
+49.0	3.0	3.486	0.0	2016-11-04	0.034	1
+50.0	3.0	3.483	0.0	2016-11-04	0.034	1
+51.0	1.0	3.54	0.0	2016-11-04	0.034	1
+52.0	1.0	3.491	0.0	2016-11-04	0.034	1
+53.0	2.0	3.527	0.0	2016-11-04	0.034	1
+54.0	3.0	3.558	0.0	2016-11-04	0.034	1
+55.0	1.0	3.641	0.0	2016-11-04	0.034	1
+56.0	3.0	3.689	0.0	2016-11-04	0.034	1
+57.0	1.0	3.471	0.0	2016-11-04	0.034	1
+58.0	3.0	3.602	0.0	2016-11-04	0.034	1
+59.0	1.0	3.624	0.0	2016-11-04	0.034	1
+60.0	1.0	3.681	0.0	2016-11-04	0.034	1
+61.0	1.0	3.576	0.0	2016-11-04	0.034	1
+62.0	1.0	3.625	0.0	2016-11-04	0.034	1
+63.0	1.0	3.514	0.0	2016-11-04	0.034	1
+64.0	3.0	3.592	0.0	2016-11-04	0.034	1
+65.0	1.0	3.643	0.0	2016-11-04	0.034	1
+66.0	3.0	3.562	0.0	2016-11-04	0.034	1
+67.0	1.0	3.533	0.0	2016-11-04	0.034	1
+68.0	1.0	3.579	0.0	2016-11-04	0.034	1
+0.0	3.0	1.069	0.0	2016-11-04	0.0015	1
+1.0	4.0	1.094	0.0	2016-11-04	0.0015	1
+2.0	3.0	0.991	0.0	2016-11-04	0.0015	1
+3.0	2.0	0.922	0.0	2016-11-04	0.0015	1
+4.0	1.0	0.912	0.0	2016-11-04	0.0015	1
+5.0	3.0	0.88	0.0	2016-11-04	0.0015	1
+6.0	4.0	0.848	0.0	2016-11-04	0.0015	1
+7.0	1.0	0.78	0.0	2016-11-04	0.0015	1
+8.0	3.0	0.644	0.0	2016-11-04	0.0015	1
+9.0	2.0	0.604	0.0	2016-11-04	0.0015	1
+10.0	2.0	0.577	0.0	2016-11-04	0.0015	1
+11.0	2.0	0.468	0.0	2016-11-04	0.0015	1
+12.0	2.0	0.53	0.0	2016-11-04	0.0015	1
+13.0	2.0	0.511	0.0	2016-11-04	0.0015	1
+14.0	2.0	0.462	0.0	2016-11-04	0.0015	1
+15.0	3.0	0.296	0.0	2016-11-04	0.0015	1
+16.0	4.0	0.318	0.0	2016-11-04	0.0015	1
+17.0	4.0	0.302	0.0	2016-11-04	0.0015	1
+18.0	4.0	0.281	0.0	2016-11-04	0.0015	1
+19.0	4.0	0.257	0.0	2016-11-04	0.0015	1
+20.0	6.0	0.163	0.0	2016-11-04	0.0015	1
+21.0	4.0	0.133	0.0	2016-11-04	0.0015	1
+22.0	0.0	0.12	0.0	2016-11-04	0.0015	1
+23.0	4.0	0.13	0.0	2016-11-04	0.0015	1
+24.0	4.0	0.124	0.0	2016-11-04	0.0015	1
+25.0	6.0	0.114	0.0	2016-11-04	0.0015	1
+26.0	6.0	0.116	0.0	2016-11-04	0.0015	1
+27.0	6.0	0.115	0.0	2016-11-04	0.0015	1
+28.0	6.0	0.112	0.0	2016-11-04	0.0015	1
+29.0	6.0	0.116	0.0	2016-11-04	0.0015	1
+30.0	6.0	0.126	0.0	2016-11-04	0.0015	1
+31.0	6.0	0.116	0.0	2016-11-04	0.0015	1
+32.0	6.0	0.105	0.0	2016-11-04	0.0015	1
+33.0	6.0	0.105	0.0	2016-11-04	0.0015	1
+34.0	6.0	0.112	0.0	2016-11-04	0.0015	1
+35.0	4.0	0.115	0.0	2016-11-04	0.0015	1
+36.0	6.0	0.105	0.0	2016-11-04	0.0015	1
+37.0	4.0	0.109	0.0	2016-11-04	0.0015	1
+38.0	4.0	0.113	0.0	2016-11-04	0.0015	1
+39.0	6.0	0.096	0.0	2016-11-04	0.0015	1
+40.0	6.0	0.089	0.0	2016-11-04	0.0015	1
+41.0	6.0	0.088	0.0	2016-11-04	0.0015	1
+42.0	4.0	0.097	0.0	2016-11-04	0.0015	1
+43.0	4.0	0.11	0.0	2016-11-04	0.0015	1
+44.0	6.0	0.08	0.0	2016-11-04	0.0015	1
+45.0	6.0	0.07	0.0	2016-11-04	0.0015	1
+46.0	6.0	0.057	0.0	2016-11-04	0.0015	1
+47.0	6.0	0.061	0.0	2016-11-04	0.0015	1
+0.0	0.0	3.7	0.0	2016-11-04	0.036	1
+1.0	1.0	3.588	0.0	2016-11-04	0.036	1
+2.0	1.0	3.563	0.0	2016-11-04	0.036	1
+3.0	1.0	3.686	0.0	2016-11-04	0.036	1
+4.0	1.0	3.651	0.0	2016-11-04	0.036	1
+5.0	3.0	3.755	0.0	2016-11-04	0.036	1
+6.0	1.0	3.653	0.0	2016-11-04	0.036	1
+7.0	1.0	3.651	0.0	2016-11-04	0.036	1
+8.0	1.0	3.657	0.0	2016-11-04	0.036	1
+9.0	2.0	3.918	0.0	2016-11-04	0.036	1
+10.0	3.0	3.664	0.0	2016-11-04	0.036	1
+11.0	3.0	3.649	0.0	2016-11-04	0.036	1
+12.0	1.0	3.723	0.0	2016-11-04	0.036	1
+13.0	1.0	3.725	0.0	2016-11-04	0.036	1
+14.0	3.0	3.723	0.0	2016-11-04	0.036	1
+15.0	3.0	3.704	0.0	2016-11-04	0.036	1
+16.0	3.0	3.735	0.0	2016-11-04	0.036	1
+17.0	3.0	3.605	0.0	2016-11-04	0.036	1
+18.0	1.0	3.711	0.0	2016-11-04	0.036	1
+19.0	1.0	3.699	0.0	2016-11-04	0.036	1
+20.0	3.0	3.77	0.0	2016-11-04	0.036	1
+21.0	1.0	3.704	0.0	2016-11-04	0.036	1
+22.0	1.0	3.723	0.0	2016-11-04	0.036	1
+23.0	1.0	3.73	0.0	2016-11-04	0.036	1
+24.0	1.0	3.549	0.0	2016-11-04	0.036	1
+25.0	1.0	3.721	0.0	2016-11-04	0.036	1
+26.0	1.0	3.625	0.0	2016-11-04	0.036	1
+27.0	3.0	3.711	0.0	2016-11-04	0.036	1
+28.0	1.0	3.648	0.0	2016-11-04	0.036	1
+29.0	1.0	3.642	0.0	2016-11-04	0.036	1
+30.0	3.0	3.747	0.0	2016-11-04	0.036	1
+31.0	1.0	3.608	0.0	2016-11-04	0.036	1
+32.0	1.0	3.652	0.0	2016-11-04	0.036	1
+33.0	1.0	3.526	0.0	2016-11-04	0.036	1
+34.0	3.0	3.65	0.0	2016-11-04	0.036	1
+35.0	3.0	3.601	0.0	2016-11-04	0.036	1
+36.0	1.0	3.575	0.0	2016-11-04	0.036	1
+37.0	3.0	3.534	0.0	2016-11-04	0.036	1
+38.0	1.0	3.568	0.0	2016-11-04	0.036	1
+39.0	1.0	3.606	0.0	2016-11-04	0.036	1
+40.0	3.0	3.514	0.0	2016-11-04	0.036	1
+41.0	1.0	3.75	0.0	2016-11-04	0.036	1
+42.0	3.0	3.618	0.0	2016-11-04	0.036	1
+43.0	3.0	3.662	0.0	2016-11-04	0.036	1
+44.0	1.0	3.646	0.0	2016-11-04	0.036	1
+45.0	1.0	3.664	0.0	2016-11-04	0.036	1
+46.0	3.0	3.629	0.0	2016-11-04	0.036	1
+47.0	1.0	3.61	0.0	2016-11-04	0.036	1
+48.0	5.0	3.6	0.0	2016-11-04	0.036	1
+49.0	1.0	3.655	0.0	2016-11-04	0.036	1
+50.0	3.0	3.75	0.0	2016-11-04	0.036	1
+51.0	1.0	3.659	0.0	2016-11-04	0.036	1
+52.0	3.0	3.723	0.0	2016-11-04	0.036	1
+53.0	3.0	3.702	0.0	2016-11-04	0.036	1
+54.0	1.0	3.674	0.0	2016-11-04	0.036	1
+55.0	1.0	3.673	0.0	2016-11-04	0.036	1
+56.0	1.0	3.752	0.0	2016-11-04	0.036	1
+57.0	1.0	3.677	0.0	2016-11-04	0.036	1
+58.0	3.0	3.784	0.0	2016-11-04	0.036	1
+59.0	1.0	3.809	0.0	2016-11-04	0.036	1
+60.0	0.0	3.72	0.0	2016-11-04	0.036	1
+61.0	1.0	3.747	0.0	2016-11-04	0.036	1
+62.0	1.0	3.73	0.0	2016-11-04	0.036	1
+63.0	1.0	3.642	0.0	2016-11-04	0.036	1
+64.0	1.0	3.853	0.0	2016-11-04	0.036	1
+65.0	3.0	3.738	0.0	2016-11-04	0.036	1
+66.0	1.0	3.736	0.0	2016-11-04	0.036	1
+67.0	5.0	3.345	0.0	2016-11-04	0.036	1
+68.0	5.0	3.844	0.0	2016-11-04	0.036	1
+0.0	1.0	3.809	0.0	2016-11-04	0.038	1
+1.0	1.0	3.902	0.0	2016-11-04	0.038	1
+2.0	1.0	3.764	0.0	2016-11-04	0.038	1
+3.0	1.0	3.771	0.0	2016-11-04	0.038	1
+4.0	1.0	3.823	0.0	2016-11-04	0.038	1
+5.0	3.0	3.888	0.0	2016-11-04	0.038	1
+6.0	1.0	3.935	0.0	2016-11-04	0.038	1
+7.0	1.0	3.912	0.0	2016-11-04	0.038	1
+8.0	1.0	3.99	0.0	2016-11-04	0.038	1
+9.0	1.0	3.949	0.0	2016-11-04	0.038	1
+10.0	2.0	3.397	0.0	2016-11-04	0.038	1
+11.0	0.0	4.12	0.0	2016-11-04	0.038	1
+12.0	1.0	3.863	0.0	2016-11-04	0.038	1
+13.0	2.0	3.508	0.0	2016-11-04	0.038	1
+14.0	1.0	3.881	0.0	2016-11-04	0.038	1
+15.0	3.0	3.94	0.0	2016-11-04	0.038	1
+16.0	2.0	3.898	0.0	2016-11-04	0.038	1
+17.0	1.0	3.886	0.0	2016-11-04	0.038	1
+18.0	1.0	3.855	0.0	2016-11-04	0.038	1
+19.0	5.0	3.958	0.0	2016-11-04	0.038	1
+20.0	3.0	3.976	0.0	2016-11-04	0.038	1
+21.0	1.0	3.95	0.0	2016-11-04	0.038	1
+22.0	1.0	3.937	0.0	2016-11-04	0.038	1
+23.0	5.0	3.667	0.0	2016-11-04	0.038	1
+24.0	3.0	4.093	0.0	2016-11-04	0.038	1
+25.0	3.0	3.953	0.0	2016-11-04	0.038	1
+26.0	2.0	4.075	0.0	2016-11-04	0.038	1
+27.0	1.0	3.954	0.0	2016-11-04	0.038	1
+28.0	1.0	3.95	0.0	2016-11-04	0.038	1
+29.0	1.0	4.014	0.0	2016-11-04	0.038	1
+30.0	1.0	4.069	0.0	2016-11-04	0.038	1
+31.0	1.0	3.867	0.0	2016-11-04	0.038	1
+32.0	1.0	3.887	0.0	2016-11-04	0.038	1
+33.0	1.0	3.855	0.0	2016-11-04	0.038	1
+34.0	5.0	3.784	0.0	2016-11-04	0.038	1
+35.0	1.0	3.947	0.0	2016-11-04	0.038	1
+36.0	1.0	3.875	0.0	2016-11-04	0.038	1
+37.0	3.0	4.016	0.0	2016-11-04	0.038	1
+38.0	1.0	3.981	0.0	2016-11-04	0.038	1
+39.0	3.0	3.99	0.0	2016-11-04	0.038	1
+40.0	1.0	4.042	0.0	2016-11-04	0.038	1
+41.0	3.0	4.194	0.0	2016-11-04	0.038	1
+42.0	1.0	4.131	0.0	2016-11-04	0.038	1
+43.0	3.0	4.138	0.0	2016-11-04	0.038	1
+44.0	1.0	4.057	0.0	2016-11-04	0.038	1
+45.0	5.0	3.946	0.0	2016-11-04	0.038	1
+46.0	1.0	4.045	0.0	2016-11-04	0.038	1
+47.0	1.0	4.009	0.0	2016-11-04	0.038	1
+48.0	1.0	3.973	0.0	2016-11-04	0.038	1
+49.0	1.0	4.067	0.0	2016-11-04	0.038	1
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+51.0	1.0	4.033	0.0	2016-11-04	0.038	1
+52.0	3.0	3.799	0.0	2016-11-04	0.038	1
+53.0	5.0	3.892	0.0	2016-11-04	0.038	1
+54.0	1.0	4.036	0.0	2016-11-04	0.038	1
+55.0	3.0	4.109	0.0	2016-11-04	0.038	1
+56.0	1.0	4.136	0.0	2016-11-04	0.038	1
+57.0	1.0	4.076	0.0	2016-11-04	0.038	1
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+59.0	3.0	4.204	0.0	2016-11-04	0.038	1
+60.0	1.0	4.054	0.0	2016-11-04	0.038	1
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+1.0	2.0	3.706	0.0	2016-11-04	0.04	1
+2.0	1.0	4.052	0.0	2016-11-04	0.04	1
+3.0	1.0	4.195	0.0	2016-11-04	0.04	1
+4.0	5.0	4.09	0.0	2016-11-04	0.04	1
+5.0	1.0	4.078	0.0	2016-11-04	0.04	1
+6.0	3.0	4.12	0.0	2016-11-04	0.04	1
+7.0	2.0	3.709	0.0	2016-11-04	0.04	1
+8.0	3.0	4.112	0.0	2016-11-04	0.04	1
+9.0	1.0	4.199	0.0	2016-11-04	0.04	1
+10.0	1.0	4.182	0.0	2016-11-04	0.04	1
+11.0	1.0	4.189	0.0	2016-11-04	0.04	1
+12.0	0.0	4.03	0.0	2016-11-04	0.04	1
+13.0	1.0	4.133	0.0	2016-11-04	0.04	1
+14.0	1.0	4.22	0.0	2016-11-04	0.04	1
+15.0	1.0	4.134	0.0	2016-11-04	0.04	1
+16.0	1.0	4.135	0.0	2016-11-04	0.04	1
+17.0	1.0	4.169	0.0	2016-11-04	0.04	1
+18.0	1.0	4.055	0.0	2016-11-04	0.04	1
+19.0	1.0	4.205	0.0	2016-11-04	0.04	1
+20.0	3.0	4.197	0.0	2016-11-04	0.04	1
+21.0	1.0	4.147	0.0	2016-11-04	0.04	1
+22.0	3.0	4.311	0.0	2016-11-04	0.04	1
+23.0	1.0	4.189	0.0	2016-11-04	0.04	1
+24.0	1.0	4.168	0.0	2016-11-04	0.04	1
+25.0	1.0	4.106	0.0	2016-11-04	0.04	1
+26.0	5.0	4.044	0.0	2016-11-04	0.04	1
+27.0	1.0	4.12	0.0	2016-11-04	0.04	1
+28.0	1.0	4.198	0.0	2016-11-04	0.04	1
+29.0	3.0	4.174	0.0	2016-11-04	0.04	1
+30.0	3.0	4.297	0.0	2016-11-04	0.04	1
+31.0	1.0	4.216	0.0	2016-11-04	0.04	1
+32.0	3.0	4.211	0.0	2016-11-04	0.04	1
+33.0	1.0	4.122	0.0	2016-11-04	0.04	1
+34.0	0.0	4.28	0.0	2016-11-04	0.04	1
+35.0	5.0	3.763	0.0	2016-11-04	0.04	1
+36.0	1.0	4.118	0.0	2016-11-04	0.04	1
+37.0	5.0	4.137	0.0	2016-11-04	0.04	1
+38.0	1.0	4.245	0.0	2016-11-04	0.04	1
+39.0	1.0	4.054	0.0	2016-11-04	0.04	1
+40.0	3.0	4.326	0.0	2016-11-04	0.04	1
+41.0	1.0	4.181	0.0	2016-11-04	0.04	1
+42.0	1.0	4.187	0.0	2016-11-04	0.04	1
+43.0	1.0	4.166	0.0	2016-11-04	0.04	1
+44.0	1.0	4.21	0.0	2016-11-04	0.04	1
+45.0	1.0	4.293	0.0	2016-11-04	0.04	1
+46.0	5.0	4.134	0.0	2016-11-04	0.04	1
+47.0	1.0	4.181	0.0	2016-11-04	0.04	1
+48.0	1.0	4.227	0.0	2016-11-04	0.04	1
+49.0	1.0	4.135	0.0	2016-11-04	0.04	1
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+51.0	1.0	4.148	0.0	2016-11-04	0.04	1
+52.0	1.0	4.231	0.0	2016-11-04	0.04	1
+53.0	1.0	4.137	0.0	2016-11-04	0.04	1
+54.0	1.0	4.103	0.0	2016-11-04	0.04	1
+55.0	1.0	4.241	0.0	2016-11-04	0.04	1
+56.0	1.0	4.195	0.0	2016-11-04	0.04	1
+57.0	3.0	4.182	0.0	2016-11-04	0.04	1
+58.0	1.0	4.221	0.0	2016-11-04	0.04	1
+59.0	1.0	4.16	0.0	2016-11-04	0.04	1
+0.0	3.0	1.113	0.0	2016-11-04	0.002	1
+1.0	2.0	1.088	0.0	2016-11-04	0.002	1
+2.0	3.0	1.063	0.0	2016-11-04	0.002	1
+3.0	3.0	0.982	0.0	2016-11-04	0.002	1
+4.0	3.0	1.038	0.0	2016-11-04	0.002	1
+5.0	3.0	0.993	0.0	2016-11-04	0.002	1
+6.0	3.0	0.924	0.0	2016-11-04	0.002	1
+7.0	4.0	0.919	0.0	2016-11-04	0.002	1
+8.0	2.0	0.876	0.0	2016-11-04	0.002	1
+9.0	2.0	0.873	0.0	2016-11-04	0.002	1
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+37.0	6.0	0.486	0.0	2016-11-04	0.004	1
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+19.0	3.0	0.918	0.0	2016-11-04	0.01	1
+20.0	3.0	0.909	0.0	2016-11-04	0.01	1
+21.0	2.0	0.94	0.0	2016-11-04	0.01	1
+22.0	3.0	0.914	0.0	2016-11-04	0.01	1
+23.0	3.0	0.897	0.0	2016-11-04	0.01	1
+24.0	4.0	0.935	0.0	2016-11-04	0.01	1
+25.0	3.0	0.913	0.0	2016-11-04	0.01	1
+26.0	3.0	0.904	0.0	2016-11-04	0.01	1
+27.0	2.0	0.934	0.0	2016-11-04	0.01	1
+28.0	3.0	0.947	0.0	2016-11-04	0.01	1
+29.0	6.0	0.899	0.0	2016-11-04	0.01	1
+30.0	1.0	0.982	0.0	2016-11-04	0.01	1
+31.0	1.0	0.948	0.0	2016-11-04	0.01	1
+32.0	2.0	1.015	0.0	2016-11-04	0.01	1
+33.0	3.0	0.975	0.0	2016-11-04	0.01	1
+34.0	1.0	0.968	0.0	2016-11-04	0.01	1
+35.0	2.0	1.015	0.0	2016-11-04	0.01	1
+36.0	3.0	1.036	0.0	2016-11-04	0.01	1
+37.0	3.0	1.065	0.0	2016-11-04	0.01	1
+38.0	3.0	1.034	0.0	2016-11-04	0.01	1
+39.0	3.0	1.019	0.0	2016-11-04	0.01	1
+40.0	3.0	0.995	0.0	2016-11-04	0.01	1
+41.0	3.0	1.036	0.0	2016-11-04	0.01	1
+42.0	1.0	1.046	0.0	2016-11-04	0.01	1
+43.0	1.0	1.008	0.0	2016-11-04	0.01	1
+44.0	1.0	1.008	0.0	2016-11-04	0.01	1
+45.0	1.0	0.986	0.0	2016-11-04	0.01	1
+46.0	2.0	1.028	0.0	2016-11-04	0.01	1
+47.0	2.0	1.034	0.0	2016-11-04	0.01	1
+48.0	3.0	0.998	0.0	2016-11-04	0.01	1
+49.0	4.0	0.994	0.0	2016-11-04	0.01	1
+50.0	0.0	0.93	0.0	2016-11-04	0.01	1
+0.0	3.0	1.098	0.0	2016-11-04	0.012	1
+1.0	3.0	1.111	0.0	2016-11-04	0.012	1
+2.0	1.0	1.117	0.0	2016-11-04	0.012	1
+3.0	3.0	1.142	0.0	2016-11-04	0.012	1
+4.0	5.0	1.171	0.0	2016-11-04	0.012	1
+5.0	3.0	1.145	0.0	2016-11-04	0.012	1
+6.0	3.0	1.14	0.0	2016-11-04	0.012	1
+7.0	3.0	1.149	0.0	2016-11-04	0.012	1
+8.0	3.0	1.165	0.0	2016-11-04	0.012	1
+9.0	1.0	1.118	0.0	2016-11-04	0.012	1
+10.0	3.0	1.153	0.0	2016-11-04	0.012	1
+11.0	1.0	1.146	0.0	2016-11-04	0.012	1
+12.0	3.0	1.155	0.0	2016-11-04	0.012	1
+13.0	3.0	1.135	0.0	2016-11-04	0.012	1
+14.0	3.0	1.145	0.0	2016-11-04	0.012	1
+15.0	3.0	1.121	0.0	2016-11-04	0.012	1
+16.0	4.0	1.172	0.0	2016-11-04	0.012	1
+17.0	3.0	1.158	0.0	2016-11-04	0.012	1
+18.0	3.0	1.179	0.0	2016-11-04	0.012	1
+19.0	3.0	1.184	0.0	2016-11-04	0.012	1
+20.0	3.0	1.184	0.0	2016-11-04	0.012	1
+21.0	0.0	1.32	0.0	2016-11-04	0.012	1
+22.0	1.0	1.311	0.0	2016-11-04	0.012	1
+23.0	3.0	1.326	0.0	2016-11-04	0.012	1
+24.0	3.0	1.331	0.0	2016-11-04	0.012	1
+25.0	1.0	1.271	0.0	2016-11-04	0.012	1
+26.0	1.0	1.281	0.0	2016-11-04	0.012	1
+27.0	3.0	1.268	0.0	2016-11-04	0.012	1
+28.0	3.0	1.252	0.0	2016-11-04	0.012	1
+29.0	4.0	1.378	0.0	2016-11-04	0.012	1
+30.0	2.0	1.303	0.0	2016-11-04	0.012	1
+31.0	3.0	1.299	0.0	2016-11-04	0.012	1
+32.0	3.0	1.272	0.0	2016-11-04	0.012	1
+33.0	3.0	1.278	0.0	2016-11-04	0.012	1
+34.0	3.0	1.235	0.0	2016-11-04	0.012	1
+35.0	3.0	1.279	0.0	2016-11-04	0.012	1
+36.0	3.0	1.31	0.0	2016-11-04	0.012	1
+37.0	3.0	1.248	0.0	2016-11-04	0.012	1
+38.0	3.0	1.255	0.0	2016-11-04	0.012	1
+39.0	1.0	1.213	0.0	2016-11-04	0.012	1
+40.0	1.0	1.194	0.0	2016-11-04	0.012	1
+41.0	2.0	1.24	0.0	2016-11-04	0.012	1
+42.0	1.0	1.202	0.0	2016-11-04	0.012	1
+43.0	1.0	1.245	0.0	2016-11-04	0.012	1
+44.0	2.0	1.249	0.0	2016-11-04	0.012	1
+45.0	2.0	1.265	0.0	2016-11-04	0.012	1
+46.0	3.0	1.224	0.0	2016-11-04	0.012	1
+47.0	1.0	1.233	0.0	2016-11-04	0.012	1
+48.0	3.0	1.25	0.0	2016-11-04	0.012	1
+49.0	3.0	1.219	0.0	2016-11-04	0.012	1
+50.0	3.0	1.23	0.0	2016-11-04	0.012	1
+51.0	3.0	1.233	0.0	2016-11-04	0.012	1
+52.0	3.0	1.251	0.0	2016-11-04	0.012	1
+53.0	3.0	1.23	0.0	2016-11-04	0.012	1
+54.0	1.0	1.254	0.0	2016-11-04	0.012	1
+55.0	3.0	1.213	0.0	2016-11-04	0.012	1
+56.0	1.0	1.218	0.0	2016-11-04	0.012	1
+57.0	2.0	1.205	0.0	2016-11-04	0.012	1
+0.0	3.0	1.189	0.0	2016-11-04	0.014	1
+1.0	3.0	1.2	0.0	2016-11-04	0.014	1
+2.0	2.0	1.187	0.0	2016-11-04	0.014	1
+3.0	3.0	1.225	0.0	2016-11-04	0.014	1
+4.0	2.0	1.231	0.0	2016-11-04	0.014	1
+5.0	1.0	1.209	0.0	2016-11-04	0.014	1
+6.0	2.0	1.24	0.0	2016-11-04	0.014	1
+7.0	3.0	1.285	0.0	2016-11-04	0.014	1
+8.0	1.0	1.283	0.0	2016-11-04	0.014	1
+9.0	1.0	1.245	0.0	2016-11-04	0.014	1
+10.0	3.0	1.275	0.0	2016-11-04	0.014	1
+11.0	1.0	1.308	0.0	2016-11-04	0.014	1
+12.0	3.0	1.335	0.0	2016-11-04	0.014	1
+13.0	1.0	1.381	0.0	2016-11-04	0.014	1
+14.0	1.0	1.34	0.0	2016-11-04	0.014	1
+15.0	3.0	1.351	0.0	2016-11-04	0.014	1
+16.0	3.0	1.344	0.0	2016-11-04	0.014	1
+17.0	1.0	1.382	0.0	2016-11-04	0.014	1
+18.0	4.0	1.314	0.0	2016-11-04	0.014	1
+19.0	3.0	1.419	0.0	2016-11-04	0.014	1
+20.0	3.0	1.415	0.0	2016-11-04	0.014	1
+21.0	3.0	1.452	0.0	2016-11-04	0.014	1
+22.0	3.0	1.415	0.0	2016-11-04	0.014	1
+23.0	5.0	1.399	0.0	2016-11-04	0.014	1
+24.0	1.0	1.397	0.0	2016-11-04	0.014	1
+25.0	1.0	1.395	0.0	2016-11-04	0.014	1
+26.0	3.0	1.418	0.0	2016-11-04	0.014	1
+27.0	3.0	1.459	0.0	2016-11-04	0.014	1
+28.0	1.0	1.429	0.0	2016-11-04	0.014	1
+29.0	3.0	1.488	0.0	2016-11-04	0.014	1
+30.0	3.0	1.462	0.0	2016-11-04	0.014	1
+31.0	1.0	1.481	0.0	2016-11-04	0.014	1
+32.0	3.0	1.472	0.0	2016-11-04	0.014	1
+33.0	3.0	1.471	0.0	2016-11-04	0.014	1
+34.0	1.0	1.461	0.0	2016-11-04	0.014	1
+35.0	1.0	1.486	0.0	2016-11-04	0.014	1
+36.0	1.0	1.528	0.0	2016-11-04	0.014	1
+37.0	2.0	1.527	0.0	2016-11-04	0.014	1
+38.0	3.0	1.525	0.0	2016-11-04	0.014	1
+39.0	4.0	1.497	0.0	2016-11-04	0.014	1
+40.0	3.0	1.431	0.0	2016-11-04	0.014	1
+41.0	5.0	1.48	0.0	2016-11-04	0.014	1
+42.0	3.0	1.501	0.0	2016-11-04	0.014	1
+43.0	1.0	1.5	0.0	2016-11-04	0.014	1
+44.0	3.0	1.491	0.0	2016-11-04	0.014	1
+45.0	2.0	1.455	0.0	2016-11-04	0.014	1
+46.0	3.0	1.442	0.0	2016-11-04	0.014	1
+47.0	2.0	1.522	0.0	2016-11-04	0.014	1
+48.0	1.0	1.412	0.0	2016-11-04	0.014	1
+49.0	3.0	1.453	0.0	2016-11-04	0.014	1
diff --git a/figure_plots/data/shape_analysis/result_summaries/CTRL_3_results_MCFM.tsv b/figure_plots/data/shape_analysis/result_summaries/CTRL_3_results_MCFM.tsv
new file mode 100644
index 0000000..8772803
--- /dev/null
+++ b/figure_plots/data/shape_analysis/result_summaries/CTRL_3_results_MCFM.tsv
@@ -0,0 +1,897 @@
+cell no	shape	velocity	health	date	flow rate	repeat
+0.0	4.0	0.71	0.0	2016-11-04	0.01	2
+1.0	2.0	0.773	0.0	2016-11-04	0.01	2
+2.0	0.0	0.74	0.0	2016-11-04	0.01	2
+3.0	2.0	0.804	0.0	2016-11-04	0.01	2
+4.0	2.0	0.826	0.0	2016-11-04	0.01	2
+5.0	0.0	0.84	0.0	2016-11-04	0.01	2
+6.0	4.0	0.95	0.0	2016-11-04	0.01	2
+7.0	3.0	0.956	0.0	2016-11-04	0.01	2
+8.0	4.0	0.928	0.0	2016-11-04	0.01	2
+9.0	3.0	0.938	0.0	2016-11-04	0.01	2
+10.0	4.0	0.993	0.0	2016-11-04	0.01	2
+11.0	0.0	0.99	0.0	2016-11-04	0.01	2
+12.0	2.0	0.994	0.0	2016-11-04	0.01	2
+13.0	0.0	1.03	0.0	2016-11-04	0.01	2
+14.0	3.0	1.013	0.0	2016-11-04	0.01	2
+15.0	2.0	0.999	0.0	2016-11-04	0.01	2
+16.0	2.0	0.977	0.0	2016-11-04	0.01	2
+17.0	3.0	0.912	0.0	2016-11-04	0.01	2
+18.0	5.0	0.879	0.0	2016-11-04	0.01	2
+19.0	0.0	0.94	0.0	2016-11-04	0.01	2
+20.0	2.0	0.983	0.0	2016-11-04	0.01	2
+21.0	2.0	0.949	0.0	2016-11-04	0.01	2
+22.0	0.0	0.98	0.0	2016-11-04	0.01	2
+23.0	0.0	1.02	0.0	2016-11-04	0.01	2
+24.0	2.0	0.999	0.0	2016-11-04	0.01	2
+25.0	3.0	0.985	0.0	2016-11-04	0.01	2
+26.0	3.0	1.0	0.0	2016-11-04	0.01	2
+27.0	0.0	1.04	0.0	2016-11-04	0.01	2
+28.0	2.0	1.057	0.0	2016-11-04	0.01	2
+29.0	2.0	1.055	0.0	2016-11-04	0.01	2
+30.0	2.0	1.033	0.0	2016-11-04	0.01	2
+31.0	3.0	0.979	0.0	2016-11-04	0.01	2
+32.0	0.0	0.94	0.0	2016-11-04	0.01	2
+33.0	0.0	0.94	0.0	2016-11-04	0.01	2
+34.0	3.0	0.949	0.0	2016-11-04	0.01	2
+35.0	2.0	1.003	0.0	2016-11-04	0.01	2
+36.0	4.0	0.956	0.0	2016-11-04	0.01	2
+37.0	3.0	0.912	0.0	2016-11-04	0.01	2
+38.0	3.0	0.903	0.0	2016-11-04	0.01	2
+39.0	0.0	0.95	0.0	2016-11-04	0.01	2
+40.0	3.0	0.91	0.0	2016-11-04	0.01	2
+41.0	2.0	0.946	0.0	2016-11-04	0.01	2
+42.0	0.0	0.94	0.0	2016-11-04	0.01	2
+43.0	2.0	0.967	0.0	2016-11-04	0.01	2
+44.0	2.0	0.932	0.0	2016-11-04	0.01	2
+45.0	2.0	0.938	0.0	2016-11-04	0.01	2
+46.0	2.0	0.943	0.0	2016-11-04	0.01	2
+47.0	2.0	0.943	0.0	2016-11-04	0.01	2
+48.0	2.0	0.936	0.0	2016-11-04	0.01	2
+49.0	1.0	0.926	0.0	2016-11-04	0.01	2
+50.0	2.0	0.962	0.0	2016-11-04	0.01	2
+51.0	3.0	0.955	0.0	2016-11-04	0.01	2
+0.0	3.0	1.199	0.0	2016-11-04	0.018	2
+1.0	3.0	1.235	0.0	2016-11-04	0.018	2
+2.0	3.0	1.311	0.0	2016-11-04	0.018	2
+3.0	3.0	1.365	0.0	2016-11-04	0.018	2
+4.0	3.0	1.413	0.0	2016-11-04	0.018	2
+5.0	3.0	1.352	0.0	2016-11-04	0.018	2
+6.0	0.0	1.46	0.0	2016-11-04	0.018	2
+7.0	3.0	1.522	0.0	2016-11-04	0.018	2
+8.0	2.0	1.589	0.0	2016-11-04	0.018	2
+9.0	3.0	1.561	0.0	2016-11-04	0.018	2
+10.0	1.0	1.612	0.0	2016-11-04	0.018	2
+11.0	2.0	1.597	0.0	2016-11-04	0.018	2
+12.0	3.0	1.611	0.0	2016-11-04	0.018	2
+13.0	2.0	1.512	0.0	2016-11-04	0.018	2
+14.0	3.0	1.649	0.0	2016-11-04	0.018	2
+15.0	3.0	1.651	0.0	2016-11-04	0.018	2
+16.0	3.0	1.687	0.0	2016-11-04	0.018	2
+17.0	5.0	1.657	0.0	2016-11-04	0.018	2
+18.0	2.0	1.724	0.0	2016-11-04	0.018	2
+19.0	2.0	1.788	0.0	2016-11-04	0.018	2
+20.0	1.0	1.714	0.0	2016-11-04	0.018	2
+21.0	3.0	1.684	0.0	2016-11-04	0.018	2
+22.0	0.0	1.7	0.0	2016-11-04	0.018	2
+23.0	2.0	1.728	0.0	2016-11-04	0.018	2
+24.0	3.0	1.745	0.0	2016-11-04	0.018	2
+25.0	3.0	1.791	0.0	2016-11-04	0.018	2
+26.0	3.0	1.732	0.0	2016-11-04	0.018	2
+27.0	3.0	1.79	0.0	2016-11-04	0.018	2
+28.0	3.0	1.779	0.0	2016-11-04	0.018	2
+29.0	1.0	1.784	0.0	2016-11-04	0.018	2
+30.0	3.0	1.757	0.0	2016-11-04	0.018	2
+31.0	3.0	1.807	0.0	2016-11-04	0.018	2
+32.0	3.0	1.82	0.0	2016-11-04	0.018	2
+33.0	3.0	1.821	0.0	2016-11-04	0.018	2
+34.0	2.0	1.883	0.0	2016-11-04	0.018	2
+35.0	1.0	1.801	0.0	2016-11-04	0.018	2
+36.0	1.0	1.836	0.0	2016-11-04	0.018	2
+37.0	3.0	1.865	0.0	2016-11-04	0.018	2
+38.0	2.0	1.893	0.0	2016-11-04	0.018	2
+39.0	2.0	1.916	0.0	2016-11-04	0.018	2
+40.0	0.0	1.87	0.0	2016-11-04	0.018	2
+41.0	3.0	1.836	0.0	2016-11-04	0.018	2
+42.0	2.0	1.887	0.0	2016-11-04	0.018	2
+43.0	0.0	1.86	0.0	2016-11-04	0.018	2
+44.0	2.0	1.857	0.0	2016-11-04	0.018	2
+45.0	3.0	1.787	0.0	2016-11-04	0.018	2
+46.0	3.0	1.791	0.0	2016-11-04	0.018	2
+47.0	0.0	1.86	0.0	2016-11-04	0.018	2
+48.0	3.0	1.818	0.0	2016-11-04	0.018	2
+49.0	3.0	1.857	0.0	2016-11-04	0.018	2
+50.0	3.0	1.829	0.0	2016-11-04	0.018	2
+51.0	3.0	1.768	0.0	2016-11-04	0.018	2
+52.0	3.0	1.861	0.0	2016-11-04	0.018	2
+53.0	1.0	1.818	0.0	2016-11-04	0.018	2
+54.0	3.0	1.812	0.0	2016-11-04	0.018	2
+55.0	0.0	1.83	0.0	2016-11-04	0.018	2
+56.0	1.0	1.809	0.0	2016-11-04	0.018	2
+57.0	3.0	1.837	0.0	2016-11-04	0.018	2
+58.0	3.0	1.846	0.0	2016-11-04	0.018	2
+59.0	0.0	1.9	0.0	2016-11-04	0.018	2
+60.0	3.0	1.871	0.0	2016-11-04	0.018	2
+61.0	1.0	1.856	0.0	2016-11-04	0.018	2
+62.0	0.0	1.89	0.0	2016-11-04	0.018	2
+63.0	1.0	1.9	0.0	2016-11-04	0.018	2
+0.0	1.0	2.023	0.0	2016-11-04	0.02	2
+1.0	1.0	2.08	0.0	2016-11-04	0.02	2
+2.0	3.0	2.128	0.0	2016-11-04	0.02	2
+3.0	1.0	2.068	0.0	2016-11-04	0.02	2
+4.0	3.0	2.096	0.0	2016-11-04	0.02	2
+5.0	3.0	2.077	0.0	2016-11-04	0.02	2
+6.0	3.0	2.131	0.0	2016-11-04	0.02	2
+7.0	3.0	2.062	0.0	2016-11-04	0.02	2
+8.0	3.0	2.039	0.0	2016-11-04	0.02	2
+9.0	1.0	2.072	0.0	2016-11-04	0.02	2
+10.0	3.0	2.08	0.0	2016-11-04	0.02	2
+11.0	3.0	2.212	0.0	2016-11-04	0.02	2
+12.0	3.0	2.085	0.0	2016-11-04	0.02	2
+13.0	1.0	2.078	0.0	2016-11-04	0.02	2
+14.0	3.0	2.15	0.0	2016-11-04	0.02	2
+15.0	1.0	2.12	0.0	2016-11-04	0.02	2
+16.0	3.0	2.09	0.0	2016-11-04	0.02	2
+17.0	3.0	2.18	0.0	2016-11-04	0.02	2
+18.0	1.0	2.161	0.0	2016-11-04	0.02	2
+19.0	3.0	2.115	0.0	2016-11-04	0.02	2
+20.0	1.0	2.105	0.0	2016-11-04	0.02	2
+21.0	3.0	2.168	0.0	2016-11-04	0.02	2
+22.0	1.0	2.138	0.0	2016-11-04	0.02	2
+23.0	2.0	2.183	0.0	2016-11-04	0.02	2
+24.0	3.0	2.194	0.0	2016-11-04	0.02	2
+25.0	0.0	2.14	0.0	2016-11-04	0.02	2
+26.0	1.0	2.144	0.0	2016-11-04	0.02	2
+27.0	5.0	2.105	0.0	2016-11-04	0.02	2
+28.0	3.0	2.097	0.0	2016-11-04	0.02	2
+29.0	3.0	2.123	0.0	2016-11-04	0.02	2
+30.0	3.0	2.113	0.0	2016-11-04	0.02	2
+31.0	0.0	2.14	0.0	2016-11-04	0.02	2
+32.0	3.0	2.159	0.0	2016-11-04	0.02	2
+33.0	0.0	2.19	0.0	2016-11-04	0.02	2
+34.0	3.0	2.209	0.0	2016-11-04	0.02	2
+35.0	3.0	2.209	0.0	2016-11-04	0.02	2
+36.0	1.0	2.204	0.0	2016-11-04	0.02	2
+37.0	1.0	2.236	0.0	2016-11-04	0.02	2
+38.0	1.0	2.239	0.0	2016-11-04	0.02	2
+39.0	3.0	2.248	0.0	2016-11-04	0.02	2
+40.0	0.0	2.28	0.0	2016-11-04	0.02	2
+41.0	3.0	2.266	0.0	2016-11-04	0.02	2
+42.0	1.0	2.283	0.0	2016-11-04	0.02	2
+43.0	1.0	2.214	0.0	2016-11-04	0.02	2
+44.0	1.0	2.229	0.0	2016-11-04	0.02	2
+45.0	2.0	2.318	0.0	2016-11-04	0.02	2
+46.0	3.0	2.213	0.0	2016-11-04	0.02	2
+47.0	3.0	2.226	0.0	2016-11-04	0.02	2
+48.0	3.0	2.264	0.0	2016-11-04	0.02	2
+49.0	1.0	2.246	0.0	2016-11-04	0.02	2
+50.0	2.0	2.337	0.0	2016-11-04	0.02	2
+51.0	3.0	2.225	0.0	2016-11-04	0.02	2
+52.0	4.0	2.295	0.0	2016-11-04	0.02	2
+53.0	3.0	2.35	0.0	2016-11-04	0.02	2
+54.0	3.0	2.188	0.0	2016-11-04	0.02	2
+55.0	3.0	2.18	0.0	2016-11-04	0.02	2
+56.0	2.0	2.267	0.0	2016-11-04	0.02	2
+0.0	3.0	2.193	0.0	2016-11-04	0.022	2
+1.0	3.0	2.197	0.0	2016-11-04	0.022	2
+2.0	1.0	2.214	0.0	2016-11-04	0.022	2
+3.0	3.0	2.259	0.0	2016-11-04	0.022	2
+4.0	3.0	2.27	0.0	2016-11-04	0.022	2
+5.0	3.0	2.306	0.0	2016-11-04	0.022	2
+6.0	1.0	2.291	0.0	2016-11-04	0.022	2
+7.0	2.0	2.363	0.0	2016-11-04	0.022	2
+8.0	2.0	2.318	0.0	2016-11-04	0.022	2
+9.0	2.0	2.368	0.0	2016-11-04	0.022	2
+10.0	3.0	2.311	0.0	2016-11-04	0.022	2
+11.0	3.0	2.331	0.0	2016-11-04	0.022	2
+12.0	1.0	2.341	0.0	2016-11-04	0.022	2
+13.0	1.0	2.308	0.0	2016-11-04	0.022	2
+14.0	3.0	2.27	0.0	2016-11-04	0.022	2
+15.0	1.0	2.268	0.0	2016-11-04	0.022	2
+16.0	1.0	2.34	0.0	2016-11-04	0.022	2
+17.0	1.0	2.294	0.0	2016-11-04	0.022	2
+18.0	5.0	2.249	0.0	2016-11-04	0.022	2
+19.0	1.0	2.308	0.0	2016-11-04	0.022	2
+20.0	1.0	2.332	0.0	2016-11-04	0.022	2
+21.0	3.0	2.291	0.0	2016-11-04	0.022	2
+22.0	2.0	2.401	0.0	2016-11-04	0.022	2
+23.0	1.0	2.364	0.0	2016-11-04	0.022	2
+24.0	3.0	2.294	0.0	2016-11-04	0.022	2
+25.0	3.0	2.335	0.0	2016-11-04	0.022	2
+26.0	0.0	2.27	0.0	2016-11-04	0.022	2
+27.0	0.0	2.42	0.0	2016-11-04	0.022	2
+28.0	3.0	2.341	0.0	2016-11-04	0.022	2
+29.0	3.0	2.329	0.0	2016-11-04	0.022	2
+30.0	1.0	2.299	0.0	2016-11-04	0.022	2
+31.0	2.0	2.371	0.0	2016-11-04	0.022	2
+32.0	1.0	2.393	0.0	2016-11-04	0.022	2
+33.0	1.0	2.401	0.0	2016-11-04	0.022	2
+34.0	3.0	2.359	0.0	2016-11-04	0.022	2
+35.0	1.0	2.362	0.0	2016-11-04	0.022	2
+36.0	3.0	2.44	0.0	2016-11-04	0.022	2
+37.0	1.0	2.344	0.0	2016-11-04	0.022	2
+38.0	2.0	2.442	0.0	2016-11-04	0.022	2
+39.0	1.0	2.376	0.0	2016-11-04	0.022	2
+40.0	0.0	2.44	0.0	2016-11-04	0.022	2
+41.0	3.0	2.406	0.0	2016-11-04	0.022	2
+42.0	0.0	2.38	0.0	2016-11-04	0.022	2
+43.0	3.0	2.388	0.0	2016-11-04	0.022	2
+44.0	3.0	2.387	0.0	2016-11-04	0.022	2
+45.0	1.0	2.38	0.0	2016-11-04	0.022	2
+46.0	1.0	2.388	0.0	2016-11-04	0.022	2
+47.0	3.0	2.348	0.0	2016-11-04	0.022	2
+48.0	3.0	2.336	0.0	2016-11-04	0.022	2
+49.0	3.0	2.291	0.0	2016-11-04	0.022	2
+50.0	1.0	2.352	0.0	2016-11-04	0.022	2
+51.0	1.0	2.382	0.0	2016-11-04	0.022	2
+52.0	1.0	2.32	0.0	2016-11-04	0.022	2
+53.0	2.0	2.222	0.0	2016-11-04	0.022	2
+54.0	1.0	2.249	0.0	2016-11-04	0.022	2
+55.0	3.0	2.406	0.0	2016-11-04	0.022	2
+56.0	3.0	2.386	0.0	2016-11-04	0.022	2
+57.0	3.0	2.347	0.0	2016-11-04	0.022	2
+58.0	3.0	2.322	0.0	2016-11-04	0.022	2
+59.0	3.0	2.392	0.0	2016-11-04	0.022	2
+60.0	4.0	2.348	0.0	2016-11-04	0.022	2
+61.0	1.0	2.355	0.0	2016-11-04	0.022	2
+0.0	3.0	2.326	0.0	2016-11-04	0.024	2
+1.0	1.0	2.343	0.0	2016-11-04	0.024	2
+2.0	3.0	2.337	0.0	2016-11-04	0.024	2
+3.0	5.0	2.325	0.0	2016-11-04	0.024	2
+4.0	3.0	2.354	0.0	2016-11-04	0.024	2
+5.0	3.0	2.313	0.0	2016-11-04	0.024	2
+6.0	1.0	2.388	0.0	2016-11-04	0.024	2
+7.0	3.0	2.385	0.0	2016-11-04	0.024	2
+8.0	1.0	2.302	0.0	2016-11-04	0.024	2
+9.0	3.0	2.436	0.0	2016-11-04	0.024	2
+10.0	3.0	2.522	0.0	2016-11-04	0.024	2
+11.0	3.0	2.4	0.0	2016-11-04	0.024	2
+12.0	0.0	2.47	0.0	2016-11-04	0.024	2
+13.0	3.0	2.411	0.0	2016-11-04	0.024	2
+14.0	1.0	2.386	0.0	2016-11-04	0.024	2
+15.0	4.0	2.44	0.0	2016-11-04	0.024	2
+16.0	3.0	2.47	0.0	2016-11-04	0.024	2
+17.0	1.0	2.392	0.0	2016-11-04	0.024	2
+18.0	1.0	2.503	0.0	2016-11-04	0.024	2
+19.0	3.0	2.49	0.0	2016-11-04	0.024	2
+20.0	3.0	2.492	0.0	2016-11-04	0.024	2
+21.0	1.0	2.497	0.0	2016-11-04	0.024	2
+22.0	3.0	2.523	0.0	2016-11-04	0.024	2
+23.0	1.0	2.42	0.0	2016-11-04	0.024	2
+24.0	3.0	2.481	0.0	2016-11-04	0.024	2
+25.0	3.0	2.541	0.0	2016-11-04	0.024	2
+26.0	1.0	2.555	0.0	2016-11-04	0.024	2
+27.0	3.0	2.517	0.0	2016-11-04	0.024	2
+28.0	5.0	2.45	0.0	2016-11-04	0.024	2
+29.0	5.0	2.519	0.0	2016-11-04	0.024	2
+30.0	1.0	2.505	0.0	2016-11-04	0.024	2
+31.0	3.0	2.479	0.0	2016-11-04	0.024	2
+32.0	1.0	2.458	0.0	2016-11-04	0.024	2
+33.0	1.0	2.56	0.0	2016-11-04	0.024	2
+34.0	3.0	2.55	0.0	2016-11-04	0.024	2
+35.0	3.0	2.555	0.0	2016-11-04	0.024	2
+36.0	0.0	2.55	0.0	2016-11-04	0.024	2
+37.0	3.0	2.449	0.0	2016-11-04	0.024	2
+38.0	3.0	2.531	0.0	2016-11-04	0.024	2
+39.0	3.0	2.471	0.0	2016-11-04	0.024	2
+40.0	3.0	2.511	0.0	2016-11-04	0.024	2
+41.0	3.0	2.486	0.0	2016-11-04	0.024	2
+42.0	5.0	2.489	0.0	2016-11-04	0.024	2
+43.0	1.0	2.47	0.0	2016-11-04	0.024	2
+44.0	3.0	2.544	0.0	2016-11-04	0.024	2
+45.0	3.0	2.457	0.0	2016-11-04	0.024	2
+46.0	3.0	2.562	0.0	2016-11-04	0.024	2
+47.0	3.0	2.529	0.0	2016-11-04	0.024	2
+48.0	5.0	2.501	0.0	2016-11-04	0.024	2
+49.0	3.0	2.588	0.0	2016-11-04	0.024	2
+50.0	1.0	2.463	0.0	2016-11-04	0.024	2
+51.0	5.0	2.513	0.0	2016-11-04	0.024	2
+52.0	3.0	2.544	0.0	2016-11-04	0.024	2
+53.0	1.0	2.444	0.0	2016-11-04	0.024	2
+54.0	1.0	2.534	0.0	2016-11-04	0.024	2
+55.0	1.0	2.503	0.0	2016-11-04	0.024	2
+0.0	2.0	2.665	0.0	2016-11-04	0.026	2
+1.0	3.0	2.613	0.0	2016-11-04	0.026	2
+2.0	5.0	2.446	0.0	2016-11-04	0.026	2
+3.0	1.0	2.56	0.0	2016-11-04	0.026	2
+4.0	1.0	2.717	0.0	2016-11-04	0.026	2
+5.0	1.0	2.583	0.0	2016-11-04	0.026	2
+6.0	3.0	2.551	0.0	2016-11-04	0.026	2
+7.0	3.0	2.586	0.0	2016-11-04	0.026	2
+8.0	1.0	2.636	0.0	2016-11-04	0.026	2
+9.0	1.0	2.567	0.0	2016-11-04	0.026	2
+10.0	3.0	2.672	0.0	2016-11-04	0.026	2
+11.0	1.0	2.595	0.0	2016-11-04	0.026	2
+12.0	3.0	2.576	0.0	2016-11-04	0.026	2
+13.0	5.0	2.644	0.0	2016-11-04	0.026	2
+14.0	3.0	2.651	0.0	2016-11-04	0.026	2
+15.0	2.0	2.684	0.0	2016-11-04	0.026	2
+16.0	3.0	2.603	0.0	2016-11-04	0.026	2
+17.0	3.0	2.632	0.0	2016-11-04	0.026	2
+18.0	1.0	2.575	0.0	2016-11-04	0.026	2
+19.0	1.0	2.59	0.0	2016-11-04	0.026	2
+20.0	1.0	2.681	0.0	2016-11-04	0.026	2
+21.0	3.0	2.655	0.0	2016-11-04	0.026	2
+22.0	0.0	2.64	0.0	2016-11-04	0.026	2
+23.0	5.0	2.652	0.0	2016-11-04	0.026	2
+24.0	3.0	2.748	0.0	2016-11-04	0.026	2
+25.0	3.0	2.732	0.0	2016-11-04	0.026	2
+26.0	1.0	2.643	0.0	2016-11-04	0.026	2
+27.0	3.0	2.802	0.0	2016-11-04	0.026	2
+28.0	1.0	2.717	0.0	2016-11-04	0.026	2
+29.0	1.0	2.817	0.0	2016-11-04	0.026	2
+30.0	1.0	2.755	0.0	2016-11-04	0.026	2
+31.0	3.0	2.803	0.0	2016-11-04	0.026	2
+32.0	3.0	2.772	0.0	2016-11-04	0.026	2
+33.0	5.0	2.495	0.0	2016-11-04	0.026	2
+34.0	1.0	2.795	0.0	2016-11-04	0.026	2
+35.0	3.0	2.847	0.0	2016-11-04	0.026	2
+36.0	3.0	2.775	0.0	2016-11-04	0.026	2
+37.0	3.0	2.693	0.0	2016-11-04	0.026	2
+38.0	3.0	2.722	0.0	2016-11-04	0.026	2
+39.0	1.0	2.733	0.0	2016-11-04	0.026	2
+40.0	3.0	2.798	0.0	2016-11-04	0.026	2
+41.0	3.0	2.694	0.0	2016-11-04	0.026	2
+42.0	3.0	2.751	0.0	2016-11-04	0.026	2
+43.0	3.0	2.715	0.0	2016-11-04	0.026	2
+44.0	1.0	2.764	0.0	2016-11-04	0.026	2
+45.0	3.0	2.729	0.0	2016-11-04	0.026	2
+46.0	2.0	2.879	0.0	2016-11-04	0.026	2
+47.0	3.0	2.852	0.0	2016-11-04	0.026	2
+48.0	3.0	2.756	0.0	2016-11-04	0.026	2
+49.0	1.0	2.785	0.0	2016-11-04	0.026	2
+50.0	3.0	2.82	0.0	2016-11-04	0.026	2
+51.0	1.0	2.727	0.0	2016-11-04	0.026	2
+52.0	5.0	2.658	0.0	2016-11-04	0.026	2
+53.0	3.0	2.8	0.0	2016-11-04	0.026	2
+54.0	1.0	2.692	0.0	2016-11-04	0.026	2
+55.0	1.0	2.781	0.0	2016-11-04	0.026	2
+56.0	0.0	2.89	0.0	2016-11-04	0.026	2
+57.0	3.0	2.845	0.0	2016-11-04	0.026	2
+58.0	1.0	2.792	0.0	2016-11-04	0.026	2
+59.0	1.0	2.757	0.0	2016-11-04	0.026	2
+60.0	5.0	2.818	0.0	2016-11-04	0.026	2
+61.0	3.0	2.728	0.0	2016-11-04	0.026	2
+0.0	3.0	2.923	0.0	2016-11-04	0.028	2
+1.0	5.0	2.8	0.0	2016-11-04	0.028	2
+2.0	3.0	2.882	0.0	2016-11-04	0.028	2
+3.0	1.0	2.827	0.0	2016-11-04	0.028	2
+4.0	1.0	2.9	0.0	2016-11-04	0.028	2
+5.0	3.0	2.808	0.0	2016-11-04	0.028	2
+6.0	1.0	2.917	0.0	2016-11-04	0.028	2
+7.0	3.0	2.859	0.0	2016-11-04	0.028	2
+8.0	3.0	2.849	0.0	2016-11-04	0.028	2
+9.0	1.0	2.866	0.0	2016-11-04	0.028	2
+10.0	3.0	2.882	0.0	2016-11-04	0.028	2
+11.0	1.0	2.875	0.0	2016-11-04	0.028	2
+12.0	3.0	2.884	0.0	2016-11-04	0.028	2
+13.0	1.0	2.844	0.0	2016-11-04	0.028	2
+14.0	3.0	2.876	0.0	2016-11-04	0.028	2
+15.0	3.0	2.859	0.0	2016-11-04	0.028	2
+16.0	1.0	2.879	0.0	2016-11-04	0.028	2
+17.0	1.0	2.813	0.0	2016-11-04	0.028	2
+18.0	3.0	2.852	0.0	2016-11-04	0.028	2
+19.0	3.0	2.788	0.0	2016-11-04	0.028	2
+20.0	3.0	2.925	0.0	2016-11-04	0.028	2
+21.0	3.0	2.888	0.0	2016-11-04	0.028	2
+22.0	3.0	2.814	0.0	2016-11-04	0.028	2
+23.0	1.0	2.805	0.0	2016-11-04	0.028	2
+24.0	1.0	2.87	0.0	2016-11-04	0.028	2
+25.0	1.0	2.9	0.0	2016-11-04	0.028	2
+26.0	3.0	2.833	0.0	2016-11-04	0.028	2
+27.0	1.0	2.932	0.0	2016-11-04	0.028	2
+28.0	1.0	2.904	0.0	2016-11-04	0.028	2
+29.0	1.0	2.804	0.0	2016-11-04	0.028	2
+30.0	5.0	2.928	0.0	2016-11-04	0.028	2
+31.0	3.0	2.846	0.0	2016-11-04	0.028	2
+32.0	1.0	2.839	0.0	2016-11-04	0.028	2
+33.0	3.0	2.741	0.0	2016-11-04	0.028	2
+34.0	1.0	2.85	0.0	2016-11-04	0.028	2
+35.0	1.0	2.886	0.0	2016-11-04	0.028	2
+36.0	3.0	2.931	0.0	2016-11-04	0.028	2
+37.0	3.0	2.897	0.0	2016-11-04	0.028	2
+38.0	3.0	2.91	0.0	2016-11-04	0.028	2
+39.0	0.0	2.97	0.0	2016-11-04	0.028	2
+40.0	2.0	2.96	0.0	2016-11-04	0.028	2
+41.0	3.0	2.949	0.0	2016-11-04	0.028	2
+42.0	3.0	2.957	0.0	2016-11-04	0.028	2
+43.0	1.0	2.965	0.0	2016-11-04	0.028	2
+44.0	1.0	3.026	0.0	2016-11-04	0.028	2
+45.0	1.0	2.954	0.0	2016-11-04	0.028	2
+46.0	3.0	2.926	0.0	2016-11-04	0.028	2
+47.0	1.0	3.043	0.0	2016-11-04	0.028	2
+48.0	3.0	2.896	0.0	2016-11-04	0.028	2
+49.0	3.0	2.963	0.0	2016-11-04	0.028	2
+50.0	1.0	2.87	0.0	2016-11-04	0.028	2
+51.0	3.0	2.925	0.0	2016-11-04	0.028	2
+52.0	3.0	2.838	0.0	2016-11-04	0.028	2
+53.0	5.0	2.95	0.0	2016-11-04	0.028	2
+54.0	3.0	2.888	0.0	2016-11-04	0.028	2
+55.0	1.0	2.9	0.0	2016-11-04	0.028	2
+56.0	5.0	2.837	0.0	2016-11-04	0.028	2
+57.0	1.0	2.939	0.0	2016-11-04	0.028	2
+58.0	1.0	2.938	0.0	2016-11-04	0.028	2
+59.0	1.0	2.953	0.0	2016-11-04	0.028	2
+60.0	1.0	2.975	0.0	2016-11-04	0.028	2
+61.0	1.0	2.913	0.0	2016-11-04	0.028	2
+62.0	1.0	2.905	0.0	2016-11-04	0.028	2
+63.0	3.0	2.873	0.0	2016-11-04	0.028	2
+64.0	5.0	2.814	0.0	2016-11-04	0.028	2
+0.0	3.0	3.021	0.0	2016-11-04	0.03	2
+1.0	1.0	2.975	0.0	2016-11-04	0.03	2
+2.0	1.0	3.006	0.0	2016-11-04	0.03	2
+3.0	5.0	3.031	0.0	2016-11-04	0.03	2
+4.0	1.0	3.028	0.0	2016-11-04	0.03	2
+5.0	1.0	2.976	0.0	2016-11-04	0.03	2
+6.0	1.0	2.988	0.0	2016-11-04	0.03	2
+7.0	3.0	2.959	0.0	2016-11-04	0.03	2
+8.0	3.0	3.017	0.0	2016-11-04	0.03	2
+9.0	3.0	3.13	0.0	2016-11-04	0.03	2
+10.0	1.0	3.045	0.0	2016-11-04	0.03	2
+11.0	3.0	3.028	0.0	2016-11-04	0.03	2
+12.0	5.0	3.064	0.0	2016-11-04	0.03	2
+13.0	0.0	2.99	0.0	2016-11-04	0.03	2
+14.0	1.0	3.037	0.0	2016-11-04	0.03	2
+15.0	5.0	3.163	0.0	2016-11-04	0.03	2
+16.0	3.0	3.12	0.0	2016-11-04	0.03	2
+17.0	3.0	3.118	0.0	2016-11-04	0.03	2
+18.0	5.0	3.013	0.0	2016-11-04	0.03	2
+19.0	3.0	3.077	0.0	2016-11-04	0.03	2
+20.0	3.0	3.074	0.0	2016-11-04	0.03	2
+21.0	3.0	3.083	0.0	2016-11-04	0.03	2
+22.0	1.0	3.121	0.0	2016-11-04	0.03	2
+23.0	1.0	3.101	0.0	2016-11-04	0.03	2
+24.0	1.0	3.057	0.0	2016-11-04	0.03	2
+25.0	1.0	3.132	0.0	2016-11-04	0.03	2
+26.0	1.0	3.067	0.0	2016-11-04	0.03	2
+27.0	1.0	3.092	0.0	2016-11-04	0.03	2
+28.0	3.0	3.129	0.0	2016-11-04	0.03	2
+29.0	1.0	3.149	0.0	2016-11-04	0.03	2
+30.0	1.0	3.119	0.0	2016-11-04	0.03	2
+31.0	1.0	3.104	0.0	2016-11-04	0.03	2
+32.0	1.0	3.057	0.0	2016-11-04	0.03	2
+33.0	3.0	3.037	0.0	2016-11-04	0.03	2
+34.0	1.0	3.126	0.0	2016-11-04	0.03	2
+35.0	3.0	3.106	0.0	2016-11-04	0.03	2
+36.0	3.0	3.138	0.0	2016-11-04	0.03	2
+37.0	1.0	3.116	0.0	2016-11-04	0.03	2
+38.0	1.0	3.049	0.0	2016-11-04	0.03	2
+39.0	1.0	3.073	0.0	2016-11-04	0.03	2
+40.0	1.0	3.156	0.0	2016-11-04	0.03	2
+41.0	3.0	3.198	0.0	2016-11-04	0.03	2
+42.0	5.0	2.885	0.0	2016-11-04	0.03	2
+43.0	1.0	3.105	0.0	2016-11-04	0.03	2
+44.0	1.0	3.128	0.0	2016-11-04	0.03	2
+45.0	3.0	3.19	0.0	2016-11-04	0.03	2
+46.0	3.0	3.164	0.0	2016-11-04	0.03	2
+47.0	1.0	3.18	0.0	2016-11-04	0.03	2
+48.0	1.0	3.159	0.0	2016-11-04	0.03	2
+49.0	5.0	3.123	0.0	2016-11-04	0.03	2
+50.0	3.0	2.996	0.0	2016-11-04	0.03	2
+51.0	1.0	3.101	0.0	2016-11-04	0.03	2
+52.0	3.0	3.179	0.0	2016-11-04	0.03	2
+53.0	5.0	3.198	0.0	2016-11-04	0.03	2
+54.0	1.0	3.118	0.0	2016-11-04	0.03	2
+55.0	1.0	3.178	0.0	2016-11-04	0.03	2
+56.0	3.0	3.152	0.0	2016-11-04	0.03	2
+57.0	3.0	3.18	0.0	2016-11-04	0.03	2
+58.0	1.0	3.162	0.0	2016-11-04	0.03	2
+59.0	1.0	3.135	0.0	2016-11-04	0.03	2
+60.0	3.0	3.119	0.0	2016-11-04	0.03	2
+61.0	0.0	3.21	0.0	2016-11-04	0.03	2
+62.0	3.0	3.185	0.0	2016-11-04	0.03	2
+63.0	1.0	3.166	0.0	2016-11-04	0.03	2
+64.0	1.0	3.121	0.0	2016-11-04	0.03	2
+65.0	1.0	3.173	0.0	2016-11-04	0.03	2
+66.0	3.0	3.116	0.0	2016-11-04	0.03	2
+0.0	1.0	3.305	0.0	2016-11-04	0.032	2
+1.0	3.0	3.176	0.0	2016-11-04	0.032	2
+2.0	1.0	3.254	0.0	2016-11-04	0.032	2
+3.0	1.0	3.249	0.0	2016-11-04	0.032	2
+4.0	1.0	3.269	0.0	2016-11-04	0.032	2
+5.0	2.0	3.292	0.0	2016-11-04	0.032	2
+6.0	1.0	3.36	0.0	2016-11-04	0.032	2
+7.0	3.0	3.309	0.0	2016-11-04	0.032	2
+8.0	3.0	3.361	0.0	2016-11-04	0.032	2
+9.0	1.0	3.377	0.0	2016-11-04	0.032	2
+10.0	1.0	3.372	0.0	2016-11-04	0.032	2
+11.0	3.0	3.285	0.0	2016-11-04	0.032	2
+12.0	1.0	3.332	0.0	2016-11-04	0.032	2
+13.0	4.0	3.423	0.0	2016-11-04	0.032	2
+14.0	1.0	3.385	0.0	2016-11-04	0.032	2
+15.0	1.0	3.247	0.0	2016-11-04	0.032	2
+16.0	1.0	3.314	0.0	2016-11-04	0.032	2
+17.0	1.0	3.434	0.0	2016-11-04	0.032	2
+18.0	1.0	3.292	0.0	2016-11-04	0.032	2
+19.0	3.0	3.343	0.0	2016-11-04	0.032	2
+20.0	3.0	3.294	0.0	2016-11-04	0.032	2
+21.0	1.0	3.338	0.0	2016-11-04	0.032	2
+22.0	3.0	3.349	0.0	2016-11-04	0.032	2
+23.0	1.0	3.312	0.0	2016-11-04	0.032	2
+24.0	1.0	3.26	0.0	2016-11-04	0.032	2
+25.0	1.0	3.303	0.0	2016-11-04	0.032	2
+26.0	1.0	3.368	0.0	2016-11-04	0.032	2
+27.0	5.0	3.307	0.0	2016-11-04	0.032	2
+28.0	1.0	3.364	0.0	2016-11-04	0.032	2
+29.0	1.0	3.302	0.0	2016-11-04	0.032	2
+30.0	1.0	3.371	0.0	2016-11-04	0.032	2
+31.0	0.0	3.35	0.0	2016-11-04	0.032	2
+32.0	3.0	3.404	0.0	2016-11-04	0.032	2
+33.0	1.0	3.399	0.0	2016-11-04	0.032	2
+34.0	1.0	3.374	0.0	2016-11-04	0.032	2
+35.0	2.0	3.48	0.0	2016-11-04	0.032	2
+36.0	1.0	3.408	0.0	2016-11-04	0.032	2
+37.0	1.0	3.352	0.0	2016-11-04	0.032	2
+38.0	3.0	3.303	0.0	2016-11-04	0.032	2
+39.0	1.0	3.431	0.0	2016-11-04	0.032	2
+40.0	5.0	3.349	0.0	2016-11-04	0.032	2
+41.0	5.0	3.371	0.0	2016-11-04	0.032	2
+42.0	1.0	3.456	0.0	2016-11-04	0.032	2
+43.0	1.0	3.359	0.0	2016-11-04	0.032	2
+44.0	3.0	3.537	0.0	2016-11-04	0.032	2
+45.0	3.0	3.573	0.0	2016-11-04	0.032	2
+46.0	3.0	3.331	0.0	2016-11-04	0.032	2
+47.0	1.0	3.359	0.0	2016-11-04	0.032	2
+48.0	1.0	3.465	0.0	2016-11-04	0.032	2
+49.0	3.0	3.547	0.0	2016-11-04	0.032	2
+50.0	3.0	3.406	0.0	2016-11-04	0.032	2
+51.0	1.0	3.45	0.0	2016-11-04	0.032	2
+52.0	3.0	3.433	0.0	2016-11-04	0.032	2
+53.0	3.0	3.433	0.0	2016-11-04	0.032	2
+54.0	1.0	3.462	0.0	2016-11-04	0.032	2
+55.0	3.0	3.326	0.0	2016-11-04	0.032	2
+56.0	1.0	3.458	0.0	2016-11-04	0.032	2
+57.0	1.0	3.324	0.0	2016-11-04	0.032	2
+58.0	1.0	3.349	0.0	2016-11-04	0.032	2
+59.0	1.0	3.485	0.0	2016-11-04	0.032	2
+60.0	1.0	3.432	0.0	2016-11-04	0.032	2
+61.0	1.0	3.33	0.0	2016-11-04	0.032	2
+62.0	1.0	3.4	0.0	2016-11-04	0.032	2
+63.0	1.0	3.326	0.0	2016-11-04	0.032	2
+64.0	3.0	3.443	0.0	2016-11-04	0.032	2
+65.0	3.0	3.514	0.0	2016-11-04	0.032	2
+66.0	5.0	3.343	0.0	2016-11-04	0.032	2
+67.0	2.0	3.07	0.0	2016-11-04	0.032	2
+68.0	5.0	3.447	0.0	2016-11-04	0.032	2
+69.0	1.0	3.335	0.0	2016-11-04	0.032	2
+70.0	1.0	3.479	0.0	2016-11-04	0.032	2
+0.0	1.0	3.695	0.0	2016-11-04	0.034	2
+1.0	3.0	3.576	0.0	2016-11-04	0.034	2
+2.0	1.0	3.698	0.0	2016-11-04	0.034	2
+3.0	1.0	3.539	0.0	2016-11-04	0.034	2
+4.0	3.0	3.616	0.0	2016-11-04	0.034	2
+5.0	1.0	3.599	0.0	2016-11-04	0.034	2
+6.0	3.0	3.584	0.0	2016-11-04	0.034	2
+7.0	3.0	3.631	0.0	2016-11-04	0.034	2
+8.0	1.0	3.636	0.0	2016-11-04	0.034	2
+9.0	1.0	3.708	0.0	2016-11-04	0.034	2
+10.0	3.0	3.699	0.0	2016-11-04	0.034	2
+11.0	3.0	3.563	0.0	2016-11-04	0.034	2
+12.0	5.0	3.396	0.0	2016-11-04	0.034	2
+13.0	1.0	3.737	0.0	2016-11-04	0.034	2
+14.0	1.0	3.739	0.0	2016-11-04	0.034	2
+15.0	3.0	3.714	0.0	2016-11-04	0.034	2
+16.0	3.0	3.725	0.0	2016-11-04	0.034	2
+17.0	1.0	3.582	0.0	2016-11-04	0.034	2
+18.0	1.0	3.648	0.0	2016-11-04	0.034	2
+19.0	3.0	3.823	0.0	2016-11-04	0.034	2
+20.0	1.0	3.7	0.0	2016-11-04	0.034	2
+21.0	1.0	3.767	0.0	2016-11-04	0.034	2
+22.0	3.0	3.813	0.0	2016-11-04	0.034	2
+23.0	1.0	3.682	0.0	2016-11-04	0.034	2
+24.0	1.0	3.849	0.0	2016-11-04	0.034	2
+25.0	3.0	3.829	0.0	2016-11-04	0.034	2
+26.0	3.0	3.787	0.0	2016-11-04	0.034	2
+27.0	3.0	3.787	0.0	2016-11-04	0.034	2
+28.0	1.0	3.808	0.0	2016-11-04	0.034	2
+29.0	1.0	3.717	0.0	2016-11-04	0.034	2
+30.0	5.0	3.653	0.0	2016-11-04	0.034	2
+31.0	1.0	3.746	0.0	2016-11-04	0.034	2
+32.0	1.0	3.67	0.0	2016-11-04	0.034	2
+33.0	3.0	3.604	0.0	2016-11-04	0.034	2
+34.0	5.0	3.644	0.0	2016-11-04	0.034	2
+35.0	3.0	3.707	0.0	2016-11-04	0.034	2
+36.0	5.0	3.342	0.0	2016-11-04	0.034	2
+37.0	5.0	3.621	0.0	2016-11-04	0.034	2
+38.0	1.0	3.627	0.0	2016-11-04	0.034	2
+39.0	1.0	3.566	0.0	2016-11-04	0.034	2
+40.0	3.0	3.583	0.0	2016-11-04	0.034	2
+41.0	0.0	3.59	0.0	2016-11-04	0.034	2
+42.0	3.0	3.651	0.0	2016-11-04	0.034	2
+43.0	1.0	3.736	0.0	2016-11-04	0.034	2
+44.0	3.0	3.559	0.0	2016-11-04	0.034	2
+45.0	3.0	3.704	0.0	2016-11-04	0.034	2
+46.0	1.0	3.588	0.0	2016-11-04	0.034	2
+47.0	1.0	3.574	0.0	2016-11-04	0.034	2
+48.0	3.0	3.522	0.0	2016-11-04	0.034	2
+49.0	1.0	3.513	0.0	2016-11-04	0.034	2
+50.0	1.0	3.616	0.0	2016-11-04	0.034	2
+51.0	1.0	3.675	0.0	2016-11-04	0.034	2
+52.0	3.0	3.61	0.0	2016-11-04	0.034	2
+53.0	0.0	3.758	0.0	2016-11-04	0.034	2
+54.0	1.0	3.587	0.0	2016-11-04	0.034	2
+55.0	1.0	3.622	0.0	2016-11-04	0.034	2
+56.0	1.0	3.711	0.0	2016-11-04	0.034	2
+57.0	0.0	3.42	0.0	2016-11-04	0.034	2
+58.0	1.0	3.703	0.0	2016-11-04	0.034	2
+0.0	4.0	0.142	0.0	2016-11-04	0.0015	2
+1.0	6.0	0.091	0.0	2016-11-04	0.0015	2
+2.0	4.0	0.128	0.0	2016-11-04	0.0015	2
+3.0	4.0	0.144	0.0	2016-11-04	0.0015	2
+4.0	4.0	0.168	0.0	2016-11-04	0.0015	2
+5.0	6.0	0.149	0.0	2016-11-04	0.0015	2
+6.0	4.0	0.151	0.0	2016-11-04	0.0015	2
+7.0	6.0	0.169	0.0	2016-11-04	0.0015	2
+8.0	4.0	0.191	0.0	2016-11-04	0.0015	2
+9.0	4.0	0.351	0.0	2016-11-04	0.0015	2
+10.0	2.0	0.372	0.0	2016-11-04	0.0015	2
+11.0	4.0	0.367	0.0	2016-11-04	0.0015	2
+12.0	4.0	0.422	0.0	2016-11-04	0.0015	2
+13.0	2.0	0.381	0.0	2016-11-04	0.0015	2
+14.0	4.0	0.175	0.0	2016-11-04	0.0015	2
+15.0	4.0	0.16	0.0	2016-11-04	0.0015	2
+0.0	1.0	3.852	0.0	2016-11-04	0.036	2
+1.0	5.0	3.307	0.0	2016-11-04	0.036	2
+0.0	4.0	0.367	0.0	2016-11-04	0.002	2
+1.0	4.0	0.329	0.0	2016-11-04	0.002	2
+0.0	4.0	0.258	0.0	2016-11-04	0.002	2
+1.0	0.0	0.21	0.0	2016-11-04	0.002	2
+2.0	0.0	0.27	0.0	2016-11-04	0.002	2
+3.0	0.0	0.25	0.0	2016-11-04	0.002	2
+4.0	0.0	0.22	0.0	2016-11-04	0.002	2
+5.0	4.0	0.306	0.0	2016-11-04	0.002	2
+6.0	4.0	0.298	0.0	2016-11-04	0.002	2
+7.0	0.0	0.31	0.0	2016-11-04	0.002	2
+8.0	0.0	0.34	0.0	2016-11-04	0.002	2
+0.0	0.0	2.17	0.0	2016-11-04	0.003	2
+1.0	0.0	3.52	0.0	2016-11-04	0.003	2
+2.0	4.0	0.294	0.0	2016-11-04	0.003	2
+3.0	0.0	0.3	0.0	2016-11-04	0.003	2
+4.0	0.0	0.3	0.0	2016-11-04	0.003	2
+5.0	2.0	0.332	0.0	2016-11-04	0.003	2
+6.0	4.0	0.342	0.0	2016-11-04	0.003	2
+7.0	6.0	0.331	0.0	2016-11-04	0.003	2
+8.0	2.0	0.357	0.0	2016-11-04	0.003	2
+9.0	2.0	0.346	0.0	2016-11-04	0.003	2
+10.0	4.0	0.364	0.0	2016-11-04	0.003	2
+11.0	4.0	0.347	0.0	2016-11-04	0.003	2
+12.0	4.0	0.31	0.0	2016-11-04	0.003	2
+13.0	4.0	0.325	0.0	2016-11-04	0.003	2
+14.0	2.0	0.346	0.0	2016-11-04	0.003	2
+15.0	4.0	0.346	0.0	2016-11-04	0.003	2
+16.0	2.0	0.355	0.0	2016-11-04	0.003	2
+17.0	2.0	0.357	0.0	2016-11-04	0.003	2
+18.0	2.0	0.352	0.0	2016-11-04	0.003	2
+19.0	4.0	0.343	0.0	2016-11-04	0.003	2
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+21.0	4.0	0.362	0.0	2016-11-04	0.003	2
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+8.0	1.0	1.162	0.0	2016-11-04	0.012	2
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+12.0	5.0	1.049	0.0	2016-11-04	0.012	2
+13.0	3.0	1.207	0.0	2016-11-04	0.012	2
+14.0	1.0	1.201	0.0	2016-11-04	0.012	2
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+33.0	4.0	0.615	0.0	2016-11-04	0.006	2
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+41.0	4.0	0.594	0.0	2016-11-04	0.006	2
diff --git a/figure_plots/plots/fig2/fig2B_growth_rate_baseline.pdf b/figure_plots/plots/fig2/fig2B_growth_rate_baseline.pdf
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HcmV?d00001

diff --git a/figure_plots/plots_fig2.ipynb b/figure_plots/plots_fig2.ipynb
index 40f2ce0..8cb8f94 100644
--- a/figure_plots/plots_fig2.ipynb
+++ b/figure_plots/plots_fig2.ipynb
@@ -11,7 +11,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 222,
    "outputs": [],
    "source": [
     "import os\n",
@@ -21,6 +21,7 @@
     "import matplotlib.patches as patches\n",
     "import seaborn as sns\n",
     "from scipy.optimize import curve_fit\n",
+    "from scipy.stats import ttest_ind\n",
     "\n",
     "import warnings\n",
     "warnings.filterwarnings('ignore')"
@@ -235,7 +236,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 92,
    "outputs": [],
    "source": [
     "#define dict to store fit values\n",
@@ -304,10 +305,12 @@
     "                                                       x_healthy, y_healthy,\n",
     "                                                       bounds=fit_bounds\n",
     "                                                       )\n",
-    "        popt_unhealthy_exp, pcov_unhealthy_exp = curve_fit(asymptotic_exponential_growth,\n",
-    "                                                           x_unhealthy, y_unhealthy,\n",
-    "                                                           bounds=fit_bounds\n",
-    "                                                           )\n",
+    "\n",
+    "        if 'CTRL' not in patient:\n",
+    "            popt_unhealthy_exp, pcov_unhealthy_exp = curve_fit(asymptotic_exponential_growth,\n",
+    "                                                               x_unhealthy, y_unhealthy,\n",
+    "                                                               bounds=fit_bounds\n",
+    "                                                               )\n",
     "        #days since treatment start\n",
     "        treatment_days = (pd.to_datetime(date) - day0).days\n",
     "\n",
@@ -320,12 +323,15 @@
     "                                                'days': treatment_days\n",
     "                                                },\n",
     "                                               ignore_index=True)\n",
-    "        df_fit_unhealthy = df_fit_unhealthy.append({'lambda': popt_unhealthy_exp[0], 'lambda_err': np.sqrt(pcov_unhealthy_exp[0,0]),\n",
-    "                                                    'days': treatment_days\n",
-    "                                                    },\n",
-    "                                                   ignore_index=True)\n",
-    "\n",
-    "    dict_fitvalues[patient] = {'all': df_fit_all, 'healthy': df_fit_healthy, 'unhealthy': df_fit_unhealthy}\n",
+    "        if 'CTRL' not in patient:\n",
+    "            df_fit_unhealthy = df_fit_unhealthy.append({'lambda': popt_unhealthy_exp[0], 'lambda_err': np.sqrt(pcov_unhealthy_exp[0,0]),\n",
+    "                                                        'days': treatment_days\n",
+    "                                                        },\n",
+    "                                                       ignore_index=True)\n",
+    "    if 'CTRL' in patient:\n",
+    "        dict_fitvalues[patient] = {'all': df_fit_all, 'healthy': df_fit_healthy}\n",
+    "    else:\n",
+    "        dict_fitvalues[patient] = {'all': df_fit_all, 'healthy': df_fit_healthy, 'unhealthy': df_fit_unhealthy}\n",
     "\n",
     "    return dict_fitvalues"
    ],
@@ -350,11 +356,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 101,
    "outputs": [],
    "source": [
-    "patients = ['VS', 'VL', 'RS', 'LM', 'KM']\n",
-    "labels = [\"P1\", \"P2\", \"P3\", \"P4\", \"P5\"]\n",
+    "patients = ['CTRL_1', 'CTRL_2','CTRL_3','VS', 'VL', 'RS', 'LM', 'KM']\n",
+    "labels = [\"CTRL 1\", \"CTRL 2\",\"CTRL 3\", \"P1\", \"P2\", \"P3\", \"P4\", \"P5\"]\n",
     "\n",
     "for patient in patients:\n",
     "    dict_fitvalues = dict_fit_values_patient(patient, dict_fitvalues)"
@@ -366,6 +372,165 @@
     }
    }
   },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "### B: $\\lambda$ for baseline normocytes"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "pycharm": {
+     "name": "#%% md\n"
+    }
+   }
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 123,
+   "outputs": [],
+   "source": [
+    "patients = ['CTRL_1', 'CTRL_2','CTRL_3','VS', 'VL', 'RS', 'LM', 'KM']\n",
+    "labels = [\"CTRL 1\", \"CTRL 2\",\"CTRL 3\", \"P1\", \"P2\", \"P3\", \"P4\", \"P5\"]\n",
+    "\n",
+    "df_baseline_normocytes_all = pd.DataFrame()\n",
+    "\n",
+    "for ii, patient in enumerate(patients):\n",
+    "    df_normocytes_patient = dict_fitvalues[patient]['healthy']\n",
+    "    baseline_idx = df_normocytes_patient['days']==0\n",
+    "    df_normocytes_patient_baseline = df_normocytes_patient[baseline_idx]\n",
+    "    df_normocytes_patient_baseline['patient'] = labels[ii]\n",
+    "\n",
+    "    if 'CTRL' in patient:\n",
+    "        df_normocytes_patient_baseline['patient type'] = 'CTRL'\n",
+    "        df_normocytes_patient_baseline['hue'] = 'CTRL'\n",
+    "    else:\n",
+    "        df_normocytes_patient_baseline['patient type'] = 'ChAc'\n",
+    "        df_normocytes_patient_baseline['hue'] = labels[ii]\n",
+    "\n",
+    "    df_baseline_normocytes_all = df_baseline_normocytes_all.append(df_normocytes_patient_baseline)"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "pycharm": {
+     "name": "#%%\n"
+    }
+   }
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 225,
+   "outputs": [
+    {
+     "data": {
+      "text/plain": "<Figure size 504x432 with 1 Axes>",
+      "image/png": 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\n"
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fontsize_labels = 24\n",
+    "\n",
+    "# adapt new color palette, so that P4 is purple and P5 is red\n",
+    "color_ctrl = sns.color_palette('Set2')[7] #color for the control sample\n",
+    "pal_custom = sns.color_palette('tab10', 5)\n",
+    "palette = pal_custom.copy()\n",
+    "palette[3] = pal_custom[4]\n",
+    "palette[4] = pal_custom[3]\n",
+    "palette.insert(0, color_ctrl)\n",
+    "\n",
+    "with sns.axes_style('darkgrid'):\n",
+    "    f, ax = plt.subplots(figsize=(7,6))\n",
+    "\n",
+    "    # plot the mean line\n",
+    "    sns.boxplot(data=df_baseline_normocytes_all, x='patient type', y='lambda',\n",
+    "                width=.3,\n",
+    "                showmeans=True,\n",
+    "                meanline=True,\n",
+    "                meanprops={'color': 'k', 'ls': '--', 'lw': 2.5, 'label': 'Means'},\n",
+    "                medianprops={'visible': False},\n",
+    "                whiskerprops={'visible': False},\n",
+    "                zorder=10,\n",
+    "                showfliers=False,\n",
+    "                showbox=False,\n",
+    "                showcaps=False,\n",
+    "                ax=ax)\n",
+    "    sns.stripplot(data=df_baseline_normocytes_all, x='patient type', y='lambda',\n",
+    "                  hue='hue', palette=palette, jitter=.01,\n",
+    "                  marker='o', edgecolor='w', linewidth=2, size=20, alpha=.95,\n",
+    "                  zorder=0,\n",
+    "                  ax=ax)\n",
+    "\n",
+    "    ax.set_xlabel(\"\", fontsize = fontsize_labels)\n",
+    "    ax.set_ylabel(r\"Growth rate [(mm/s)$^{-1}$]\", fontsize = fontsize_labels)\n",
+    "    ax.tick_params(axis='both', which='major', labelsize=fontsize_labels-2)\n",
+    "    ax.tick_params(axis='both', which='minor', labelsize=fontsize_labels-2)\n",
+    "\n",
+    "    handles, labels = ax.get_legend_handles_labels()\n",
+    "    handles = np.roll(handles[1:], -1)\n",
+    "    labels = np.roll(labels[1:], -1)\n",
+    "    ax.legend(handles, labels,\n",
+    "              loc='lower left', title=\"\", fontsize=16)\n",
+    "\n",
+    "    ax.set_title(r\"$\\lambda$ - Normocytes before treatment\", fontsize=fontsize_labels, pad=25)\n",
+    "\n",
+    "    plt.tight_layout()\n",
+    "\n",
+    "    savename = \"fig2B_growth_rate_baseline\"\n",
+    "    savepath = os.path.join(savefolder,savename)\n",
+    "    plt.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "pycharm": {
+     "name": "#%%\n"
+    }
+   }
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 223,
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "p-value =  0.009323080468727069\n"
+     ]
+    }
+   ],
+   "source": [
+    "y_para = 'lambda'\n",
+    "\n",
+    "df_ctrl = df_baseline_normocytes_all[df_baseline_normocytes_all['patient type'] == 'CTRL']\n",
+    "df_chac = df_baseline_normocytes_all[df_baseline_normocytes_all['patient type'] == 'ChAc']\n",
+    "\n",
+    "t_statistic_welch, p_value_welch = ttest_ind(df_ctrl[y_para], df_chac[y_para],\n",
+    "                                             equal_var=False  # set false, if variance differs\n",
+    "                                             )\n",
+    "\n",
+    "print(\"p-value = \", p_value_welch)"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "pycharm": {
+     "name": "#%%\n"
+    }
+   }
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "### C-D: $\\lambda$ during dasatinib treatment for normocytes and acanthocytes"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "pycharm": {
+     "name": "#%% md\n"
+    }
+   }
+  },
   {
    "cell_type": "markdown",
    "source": [
-- 
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