From 592f95c3e6d448eb2f4e35d83495a6d39f9b542e Mon Sep 17 00:00:00 2001 From: kcgallagher Date: Mon, 5 Aug 2024 01:20:38 +0200 Subject: [PATCH 01/18] Regenerate output from basic simulation (#269) --- python_examples/README.md | 2 +- .../basic_simulation/simulation_flow.py | 2 +- .../simulation_outputs/output.csv | 124 +++++++++--------- .../simulation_flow_SIR_plot.png | Bin 32766 -> 30863 bytes 4 files changed, 64 insertions(+), 64 deletions(-) diff --git a/python_examples/README.md b/python_examples/README.md index b6ad61740..780be7d7a 100644 --- a/python_examples/README.md +++ b/python_examples/README.md @@ -8,7 +8,7 @@ This script outlines all commands necessary to run a basic simulation. It models It subsequently saves the results to a .csv file, and plots a basic SIR plot of the simulation output, depicted below: -![SIR plot from simulation_flow.pt](./basic_example/simulation_outputs/simulation_flow_SIR_plot.png) +![SIR plot from simulation_flow.pt](./basic_simulation/simulation_outputs/simulation_flow_SIR_plot.png) ## Basic Infection History Simulation diff --git a/python_examples/basic_simulation/simulation_flow.py b/python_examples/basic_simulation/simulation_flow.py index 109294507..a2e65bf63 100644 --- a/python_examples/basic_simulation/simulation_flow.py +++ b/python_examples/basic_simulation/simulation_flow.py @@ -25,7 +25,7 @@ # Pop_params are used to configure the population structure being used in this # simulation. -pop_params = {"population_size": 100, "cell_number": 1, +pop_params = {"population_size": 1000, "cell_number": 1, "microcell_number": 1, "household_number": 5, "place_number": 2} diff --git a/python_examples/basic_simulation/simulation_outputs/output.csv b/python_examples/basic_simulation/simulation_outputs/output.csv index baa0fd36a..ee7676d8d 100644 --- a/python_examples/basic_simulation/simulation_outputs/output.csv +++ b/python_examples/basic_simulation/simulation_outputs/output.csv @@ -1,62 +1,62 @@ -time,InfectionStatus.Susceptible,InfectionStatus.Exposed,InfectionStatus.InfectASympt,InfectionStatus.InfectMild,InfectionStatus.InfectGP,InfectionStatus.InfectHosp,InfectionStatus.InfectICU,InfectionStatus.InfectICURecov,InfectionStatus.Recovered,InfectionStatus.Dead -0,99990,0,0,10,0,0,0,0,0,0 -1.0,99990,0,0,8,0,0,0,0,2,0 -2.0,34202,62177,1181,1562,827,2,0,0,49,0 -3.0,20011,65343,4892,6020,3496,6,1,0,231,0 -4.0,20011,53108,8878,11035,6304,27,2,0,635,0 -5.0,20011,42189,12382,15241,8593,80,5,0,1498,1 -6.0,20011,33132,15166,18215,10146,177,18,0,3132,3 -7.0,20011,25815,17378,19832,11051,285,30,0,5592,6 -8.0,20011,20071,19013,20353,11299,444,40,2,8752,15 -9.0,20011,15557,19987,19834,10884,575,74,7,13047,24 -10.0,20011,12064,20330,18608,10109,693,96,8,18044,37 -11.0,20011,9275,20210,17055,9137,786,117,9,23342,58 -12.0,20011,7320,19739,15053,8064,891,137,9,28692,84 -13.0,20011,5790,19114,13070,7017,897,167,9,33813,112 -14.0,20011,4243,18399,11260,5963,904,178,11,38882,149 -15.0,20011,3386,17332,9404,4969,887,197,13,43616,185 -16.0,20011,2678,16257,7818,4113,844,196,16,47841,226 -17.0,20011,1983,15199,6481,3412,818,188,21,51636,251 -18.0,20011,1276,14144,5431,2789,777,176,25,55077,294 -19.0,20011,623,13148,4573,2305,725,165,33,58096,321 -20.0,20011,88,12143,3769,1931,662,150,29,60858,359 -21.0,20011,0,11073,2931,1516,603,144,31,63301,390 -22.0,20011,0,10092,2230,1167,531,120,30,65393,426 -23.0,20011,0,9146,1676,892,485,105,28,67201,456 -24.0,20011,0,8256,1244,631,443,97,26,68815,477 -25.0,20011,0,7449,872,475,396,82,25,70188,502 -26.0,20011,0,6684,609,340,358,74,20,71378,526 -27.0,20011,0,6048,414,237,328,65,17,72336,544 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-52.0,20011,0,10,0,0,7,0,0,79346,626 -53.0,20011,0,8,0,0,5,0,0,79350,626 -54.0,20011,0,3,0,0,3,0,0,79357,626 -55.0,20011,0,0,0,0,1,0,0,79362,626 -56.0,20011,0,0,0,0,1,0,0,79362,626 -57.0,20011,0,0,0,0,0,0,0,79363,626 -58.0,20011,0,0,0,0,0,0,0,79363,626 -59.0,20011,0,0,0,0,0,0,0,79363,626 -60.0,20011,0,0,0,0,0,0,0,79363,626 +time,InfectionStatus.Susceptible,InfectionStatus.Exposed,InfectionStatus.InfectASympt,InfectionStatus.InfectMild,InfectionStatus.InfectGP,InfectionStatus.InfectHosp,InfectionStatus.InfectICU,InfectionStatus.InfectICURecov,InfectionStatus.Recovered,InfectionStatus.Dead,InfectionStatus.Vaccinated +0,990,0,0,10,0,0,0,0,0,0,0 +1.0,990,0,0,10,0,0,0,0,0,0,0 +2.0,355,603,10,22,9,0,0,0,1,0,0 +3.0,241,597,45,71,43,0,0,0,3,0,0 +4.0,207,522,85,114,65,0,0,0,7,0,0 +5.0,207,411,124,150,89,2,0,0,17,0,0 +6.0,207,313,151,185,108,1,0,0,35,0,0 +7.0,207,239,173,199,113,2,0,0,67,0,0 +8.0,207,183,186,207,110,6,0,0,101,0,0 +9.0,207,139,196,196,108,6,0,0,148,0,0 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zH1hd0z3dGPD-^a5u&cGop_HV^?+yZ`w-8*i5c=-`l&4{4_5|20Y`{fT zqp{AW<~{DFo@p$O_I2ImzXIF^?S~MsHp-F3u=6qQq%fYX4a|Y+P|Obo;yk(-0sH1J z@ZD${#tr&1_iilE(1FIJYImetyT?FbovI)UIv8MBYk7vTu;@2$gsei82O zEdINX-@I`Ei@?4x&9O^D2jw_;Xr6}ZSVKD<0OpVbKbsXnTQfr+5F&Ku1rg35DKzv- z5_G0MnDXnT=`I@4ixYB>fC@M$cLQyR0hss04qcMa8wmb@n5Borz5or>P)HZ-sSfh< zBcOlr9#8aol$aO+9dn34a0IJeU4h-Zq|Te^?&E-J1)ek7h0xK-=?hpIq1&GJa|JEX ztD>lJVJDE!qP#@3s0%?I1_2}C#@TY{LyU^1(LS57FrnS8QsF%Sk7FH3b6sJPLf_HQ z^#*(8$|1xS+NuHH?;T8bbj5{-D+NR|ivH_Iq5ECavOmjS6%c%>Uug$4F_gH`2{Z6p z1-HE^I0~JBWWmdd_WMH?(8hePAQ&!}3|=)W;6P1yzAV|8t*6MAm2NI@-_} z-i39rXf@5Bhi?&tZ&62}1e`X)gf@W%5I;R2V1t}s`XVTP_B8b18X6iRodDH7G<_6% zkpw-oSrx*ydw>~ zg5aeIeFR?_e?G5n+|>hQBAw^?`7(e_3kN;GFz9<8Tl};R{zrE*X!UXmx)P%8J>j`V z5ufSI$3T|>RS0!q6uu4O1yl$=49%axI&64+9-P~N%jB~KGBhv~p`1ejg8VS}(wL?- wNa@gBBZHJP?DtT7(4T$Zf1IHI?;mffuHr13%WP=*5cuz$hOT;^n(f{H0t9`K$N&HU From 921e148c2b366bb36e6696a881a7ddf6cb929d29 Mon Sep 17 00:00:00 2001 From: kcgallagher Date: Mon, 5 Aug 2024 01:35:40 +0200 Subject: [PATCH 02/18] Add waning immunity params to workflows (#268) --- .../NZ_example/NewZealand_noInt_parameters.json | 9 +++++++++ .../NZ_example/NewZealand_parameters.json | 9 +++++++++ .../NZ_example/NewZealand_parameters_relaxed.json | 9 +++++++++ .../basic_simulation/simple_parameters.json | 9 +++++++++ .../cEpiabm_example/python_parameters.json | 9 +++++++++ .../case_isolation_parameters.json | 9 +++++++++ .../disease_testing_parameters.json | 9 +++++++++ .../household_quarantine_parameters.json | 9 +++++++++ .../place_closure_parameters.json | 11 +++++++++-- .../social_distancing_parameters.json | 13 ++++++++++--- .../travel_isolation_parameters.json | 9 +++++++++ .../vaccination_parameters.json | 9 +++++++++ .../luxembourg_intervention_parameters.json | 9 +++++++++ python_examples/sim_speeds/simple_parameters.json | 9 +++++++++ python_examples/sim_speeds/spatial_parameters.json | 9 +++++++++ .../spatial_example/spatial_parameters.json | 9 +++++++++ .../travel_example/travelling_parameters.json | 9 +++++++++ 17 files changed, 154 insertions(+), 5 deletions(-) diff --git a/python_examples/NZ_example/NewZealand_noInt_parameters.json b/python_examples/NZ_example/NewZealand_noInt_parameters.json index 6cd6308d9..7782155a1 100644 --- a/python_examples/NZ_example/NewZealand_noInt_parameters.json +++ b/python_examples/NZ_example/NewZealand_noInt_parameters.json @@ -448,5 +448,14 @@ "constant_introduce_cases": [0], "duration_travel_stay": [2, 14], "prob_existing_household": 0.8 + }, + "use_waning_immunity": 0, + "rate_multiplier_params": { + "gp_to_hosp": [0, 1], + "gp_to_death": [0, 1], + "exposed_to_infect": [0, 1], + "hosp_to_death": [0, 1], + "hosp_to_icu": [0, 1], + "icu_to_death": [0, 1] } } diff --git a/python_examples/NZ_example/NewZealand_parameters.json b/python_examples/NZ_example/NewZealand_parameters.json index ca5e451bf..225fd415c 100644 --- a/python_examples/NZ_example/NewZealand_parameters.json +++ b/python_examples/NZ_example/NewZealand_parameters.json @@ -511,5 +511,14 @@ "isolation_effectiveness": 0.1, "isolation_house_effectiveness": 0.5 } + }, + "use_waning_immunity": 0, + "rate_multiplier_params": { + "gp_to_hosp": [0, 1], + "gp_to_death": [0, 1], + "exposed_to_infect": [0, 1], + "hosp_to_death": [0, 1], + "hosp_to_icu": [0, 1], + "icu_to_death": [0, 1] } } diff --git a/python_examples/NZ_example/NewZealand_parameters_relaxed.json b/python_examples/NZ_example/NewZealand_parameters_relaxed.json index 10f74fc17..69ba86bdf 100644 --- a/python_examples/NZ_example/NewZealand_parameters_relaxed.json +++ b/python_examples/NZ_example/NewZealand_parameters_relaxed.json @@ -511,5 +511,14 @@ "isolation_effectiveness": 0.1, "isolation_house_effectiveness": 0.5 } + }, + "use_waning_immunity": 0, + "rate_multiplier_params": { + "gp_to_hosp": [0, 1], + "gp_to_death": [0, 1], + "exposed_to_infect": [0, 1], + "hosp_to_death": [0, 1], + "hosp_to_icu": [0, 1], + "icu_to_death": [0, 1] } } diff --git a/python_examples/basic_simulation/simple_parameters.json b/python_examples/basic_simulation/simple_parameters.json index 6935132f5..7ee801756 100644 --- a/python_examples/basic_simulation/simple_parameters.json +++ b/python_examples/basic_simulation/simple_parameters.json @@ -21,6 +21,7 @@ "false_positive_rate": 0, "place_transmission": 0.1, "use_ages": 0, + "use_waning_immunity": 0, "note1": "Mainly change values above this", "age_contact": [0.6, 0.7, 0.75, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0.75, 0.5], @@ -403,5 +404,13 @@ 0.47651, 0.47651, 0.47651, 0.47651, 0.47651, 0.47651, 0.47651, 0.47651, 0.47651] + }, + "rate_multiplier_params": { + "gp_to_hosp": [0, 1], + "gp_to_death": [0, 1], + "exposed_to_infect": [0, 1], + "hosp_to_death": [0, 1], + "hosp_to_icu": [0, 1], + "icu_to_death": [0, 1] } } diff --git a/python_examples/cEpiabm_example/python_parameters.json b/python_examples/cEpiabm_example/python_parameters.json index 3d59bb94b..74c569615 100644 --- a/python_examples/cEpiabm_example/python_parameters.json +++ b/python_examples/cEpiabm_example/python_parameters.json @@ -369,5 +369,14 @@ 0.47651, 0.47651, 0.47651, 0.47651, 0.47651, 0.47651, 0.47651, 0.47651, 0.47651] + }, + "use_waning_immunity": 0, + "rate_multiplier_params": { + "gp_to_hosp": [0, 1], + "gp_to_death": [0, 1], + "exposed_to_infect": [0, 1], + "hosp_to_death": [0, 1], + "hosp_to_icu": [0, 1], + "icu_to_death": [0, 1] } } diff --git a/python_examples/intervention_example/case_isolation_parameters.json b/python_examples/intervention_example/case_isolation_parameters.json index 490970fde..1a40d758b 100644 --- a/python_examples/intervention_example/case_isolation_parameters.json +++ b/python_examples/intervention_example/case_isolation_parameters.json @@ -507,5 +507,14 @@ "isolation_effectiveness": 0.25, "isolation_house_effectiveness": 0.5 } + }, + "use_waning_immunity": 0, + "rate_multiplier_params": { + "gp_to_hosp": [0, 1], + "gp_to_death": [0, 1], + "exposed_to_infect": [0, 1], + "hosp_to_death": [0, 1], + "hosp_to_icu": [0, 1], + "icu_to_death": [0, 1] } } diff --git a/python_examples/intervention_example/disease_testing_parameters.json b/python_examples/intervention_example/disease_testing_parameters.json index ce3abd3e1..8a83c1249 100644 --- a/python_examples/intervention_example/disease_testing_parameters.json +++ b/python_examples/intervention_example/disease_testing_parameters.json @@ -519,5 +519,14 @@ "isolation_effectiveness": 0.1, "isolation_house_effectiveness": 0.2 } + }, + "use_waning_immunity": 0, + "rate_multiplier_params": { + "gp_to_hosp": [0, 1], + "gp_to_death": [0, 1], + "exposed_to_infect": [0, 1], + "hosp_to_death": [0, 1], + "hosp_to_icu": [0, 1], + "icu_to_death": [0, 1] } } diff --git a/python_examples/intervention_example/household_quarantine_parameters.json b/python_examples/intervention_example/household_quarantine_parameters.json index 470af06dc..3f7ffaad4 100644 --- a/python_examples/intervention_example/household_quarantine_parameters.json +++ b/python_examples/intervention_example/household_quarantine_parameters.json @@ -520,5 +520,14 @@ "quarantine_spatial_effectiveness": 0.25, "quarantine_place_effectiveness": [0.25, 0.25, 0.25, 0.25, 0.25, 0.25] } + }, + "use_waning_immunity": 0, + "rate_multiplier_params": { + "gp_to_hosp": [0, 1], + "gp_to_death": [0, 1], + "exposed_to_infect": [0, 1], + "hosp_to_death": [0, 1], + "hosp_to_icu": [0, 1], + "icu_to_death": [0, 1] } } diff --git a/python_examples/intervention_example/place_closure_parameters.json b/python_examples/intervention_example/place_closure_parameters.json index 970006a07..526ec0f57 100644 --- a/python_examples/intervention_example/place_closure_parameters.json +++ b/python_examples/intervention_example/place_closure_parameters.json @@ -506,7 +506,14 @@ "closure_spatial_params": 1.25, "case_microcell_threshold": 0 } + }, + "use_waning_immunity": 0, + "rate_multiplier_params": { + "gp_to_hosp": [0, 1], + "gp_to_death": [0, 1], + "exposed_to_infect": [0, 1], + "hosp_to_death": [0, 1], + "hosp_to_icu": [0, 1], + "icu_to_death": [0, 1] } - - } diff --git a/python_examples/intervention_example/social_distancing_parameters.json b/python_examples/intervention_example/social_distancing_parameters.json index 0127e5220..655c4601b 100644 --- a/python_examples/intervention_example/social_distancing_parameters.json +++ b/python_examples/intervention_example/social_distancing_parameters.json @@ -511,7 +511,14 @@ "distancing_place_susc": [1.0, 1.0, 1.0, 1.0, 1.0, 1.0], "distancing_spatial_susc": 1.0 } - } - - + }, + "use_waning_immunity": 0, + "rate_multiplier_params": { + "gp_to_hosp": [0, 1], + "gp_to_death": [0, 1], + "exposed_to_infect": [0, 1], + "hosp_to_death": [0, 1], + "hosp_to_icu": [0, 1], + "icu_to_death": [0, 1] + } } \ No newline at end of file diff --git a/python_examples/intervention_example/travel_isolation_parameters.json b/python_examples/intervention_example/travel_isolation_parameters.json index 9b2d54d32..a1842e8af 100644 --- a/python_examples/intervention_example/travel_isolation_parameters.json +++ b/python_examples/intervention_example/travel_isolation_parameters.json @@ -514,5 +514,14 @@ "constant_introduce_cases": [100], "duration_travel_stay": [14, 21], "prob_existing_household": 1.0 + }, + "use_waning_immunity": 0, + "rate_multiplier_params": { + "gp_to_hosp": [0, 1], + "gp_to_death": [0, 1], + "exposed_to_infect": [0, 1], + "hosp_to_death": [0, 1], + "hosp_to_icu": [0, 1], + "icu_to_death": [0, 1] } } diff --git a/python_examples/intervention_example/vaccination_parameters.json b/python_examples/intervention_example/vaccination_parameters.json index e066ba1c1..b36ef6eb1 100644 --- a/python_examples/intervention_example/vaccination_parameters.json +++ b/python_examples/intervention_example/vaccination_parameters.json @@ -507,5 +507,14 @@ "prob_vaccinated": [0.9, 0.9, 0.9, 0.9], "daily_doses": 5000 } + }, + "use_waning_immunity": 0, + "rate_multiplier_params": { + "gp_to_hosp": [0, 1], + "gp_to_death": [0, 1], + "exposed_to_infect": [0, 1], + "hosp_to_death": [0, 1], + "hosp_to_icu": [0, 1], + "icu_to_death": [0, 1] } } \ No newline at end of file diff --git a/python_examples/luxembourg_example/luxembourg_intervention_parameters.json b/python_examples/luxembourg_example/luxembourg_intervention_parameters.json index 568f2f555..ea313466c 100644 --- a/python_examples/luxembourg_example/luxembourg_intervention_parameters.json +++ b/python_examples/luxembourg_example/luxembourg_intervention_parameters.json @@ -475,5 +475,14 @@ "distancing_place_susc": [0.5, 0.5, 0.5, 0.5, 0.75, 0.75], "distancing_spatial_susc": 0.25 } + }, + "use_waning_immunity": 0, + "rate_multiplier_params": { + "gp_to_hosp": [0, 1], + "gp_to_death": [0, 1], + "exposed_to_infect": [0, 1], + "hosp_to_death": [0, 1], + "hosp_to_icu": [0, 1], + "icu_to_death": [0, 1] } } diff --git a/python_examples/sim_speeds/simple_parameters.json b/python_examples/sim_speeds/simple_parameters.json index aa0929047..cc8376964 100644 --- a/python_examples/sim_speeds/simple_parameters.json +++ b/python_examples/sim_speeds/simple_parameters.json @@ -403,5 +403,14 @@ 0.47651, 0.47651, 0.47651, 0.47651, 0.47651, 0.47651, 0.47651, 0.47651, 0.47651] + }, + "use_waning_immunity": 0, + "rate_multiplier_params": { + "gp_to_hosp": [0, 1], + "gp_to_death": [0, 1], + "exposed_to_infect": [0, 1], + "hosp_to_death": [0, 1], + "hosp_to_icu": [0, 1], + "icu_to_death": [0, 1] } } diff --git a/python_examples/sim_speeds/spatial_parameters.json b/python_examples/sim_speeds/spatial_parameters.json index 2e7f984ec..707b11871 100644 --- a/python_examples/sim_speeds/spatial_parameters.json +++ b/python_examples/sim_speeds/spatial_parameters.json @@ -495,5 +495,14 @@ "three_child_five_pers_prob": 0.5, "older_gen_gap": 19, "prop_other_parent_away": 0.0 + }, + "use_waning_immunity": 0, + "rate_multiplier_params": { + "gp_to_hosp": [0, 1], + "gp_to_death": [0, 1], + "exposed_to_infect": [0, 1], + "hosp_to_death": [0, 1], + "hosp_to_icu": [0, 1], + "icu_to_death": [0, 1] } } diff --git a/python_examples/spatial_example/spatial_parameters.json b/python_examples/spatial_example/spatial_parameters.json index 2e7f984ec..707b11871 100644 --- a/python_examples/spatial_example/spatial_parameters.json +++ b/python_examples/spatial_example/spatial_parameters.json @@ -495,5 +495,14 @@ "three_child_five_pers_prob": 0.5, "older_gen_gap": 19, "prop_other_parent_away": 0.0 + }, + "use_waning_immunity": 0, + "rate_multiplier_params": { + "gp_to_hosp": [0, 1], + "gp_to_death": [0, 1], + "exposed_to_infect": [0, 1], + "hosp_to_death": [0, 1], + "hosp_to_icu": [0, 1], + "icu_to_death": [0, 1] } } diff --git a/python_examples/travel_example/travelling_parameters.json b/python_examples/travel_example/travelling_parameters.json index cb5f60c5b..ffff68ecf 100644 --- a/python_examples/travel_example/travelling_parameters.json +++ b/python_examples/travel_example/travelling_parameters.json @@ -500,5 +500,14 @@ "constant_introduce_cases": [0], "duration_travel_stay": [2, 14], "prob_existing_household": 0.8 + }, + "use_waning_immunity": 0, + "rate_multiplier_params": { + "gp_to_hosp": [0, 1], + "gp_to_death": [0, 1], + "exposed_to_infect": [0, 1], + "hosp_to_death": [0, 1], + "hosp_to_icu": [0, 1], + "icu_to_death": [0, 1] } } From eedb61a48b0dd5f479b97a76e9a67fb6a7d98e77 Mon Sep 17 00:00:00 2001 From: kcgallagher Date: Tue, 6 Aug 2024 01:48:45 +0200 Subject: [PATCH 03/18] Updated spatial simulation notes (#269) --- python_examples/spatial_example/input.csv | 3650 +- .../spatial_outputs/output.csv | 43027 +++++++--------- .../spatial_flow_Icurve_plot.png | Bin 189395 -> 204904 bytes .../spatial_outputs/voronoi_animation.gif | Bin 1039095 -> 1669453 bytes .../spatial_outputs/voronoi_grid_img.png | Bin 78643 -> 52907 bytes 5 files changed, 18676 insertions(+), 28001 deletions(-) diff --git a/python_examples/spatial_example/input.csv b/python_examples/spatial_example/input.csv index 898d52fce..978d63836 100644 --- a/python_examples/spatial_example/input.csv +++ b/python_examples/spatial_example/input.csv @@ -1,3201 +1,451 @@ cell,microcell,location_x,location_y,household_number,place_number,Susceptible -0,8754308605187,0.0,0.0,5,1,17 -0,8754308605199,0.0,0.0,4,1,14 -0,8754308605208,0.0,0.0,5,1,17 -0,8754308605220,0.0,0.0,4,1,12 -1,8754308605193,0.03571428571428571,0.0,5,1,23 -1,8754308605439,0.03571428571428571,0.0,5,1,14 -1,8754308605247,0.03571428571428571,0.0,5,1,26 -1,8754308605256,0.03571428571428571,0.0,5,1,13 -2,8754308605400,0.07142857142857142,0.0,5,1,16 -2,8754308605703,0.07142857142857142,0.0,5,1,15 -2,8754308605463,0.07142857142857142,0.0,4,1,11 -2,8754308605472,0.07142857142857142,0.0,5,1,16 -3,8754308605658,0.10714285714285714,0.0,5,1,16 -3,8754308605913,0.10714285714285714,0.0,5,1,18 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