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Commit 8565ff53 authored by markn92's avatar markn92
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with 347 additions and 145 deletions
......@@ -12,33 +12,33 @@ setups:
charging_stations: 1 # Max Number of charging Stations to be inserted.
capacity: 300 # kWh
consumption:
type: gasstation
type: charge
consumption_coefficient: 0.1 # kWh/s
- mu_s: 300 # Start and Target Soc
mu_t: 0
charging_stations: 2 # Max Number of charging Stations to be inserted.
capacity: 300 # kWh
consumption:
type: gasstation
type: charge
consumption_coefficient: 0.1 # kWh/s
- mu_s: 300 # Start and Target Soc
mu_t: 0
charging_stations: 4 # Max Number of charging Stations to be inserted.
capacity: 300 # kWh
consumption:
type: gasstation
type: charge
consumption_coefficient: 0.1 # kWh/s
- mu_s: 300 # Start and Target Soc
mu_t: 0
charging_stations: 8 # Max Number of charging Stations to be inserted.
capacity: 300 # kWh
consumption:
type: gasstation
type: charge
consumption_coefficient: 0.1 # kWh/s
- mu_s: 300 # Start and Target Soc
mu_t: 0
charging_stations: 10 # Max Number of charging Stations to be inserted.
capacity: 300 # kWh
consumption:
type: gasstation
type: charge
consumption_coefficient: 0.1 # kWh/s
......@@ -12,5 +12,5 @@ setups:
charging_stations: 10 # Max Number of charging Stations to be inserted.
capacity: 300 # kWh
consumption:
type: gasstation
type: time
consumption_coefficient: 0.5 # kWh/s
......@@ -12,19 +12,19 @@ setups:
charging_stations: 1 # Max Number of charging Stations to be inserted.
capacity: 300 # kWh
consumption:
type: gasstation
type: time
consumption_coefficient: 0.1 # kWh/s
- mu_s: 300 # Start and Target Soc
mu_t: 0
charging_stations: 2 # Max Number of charging Stations to be inserted.
capacity: 300 # kWh
consumption:
type: gasstation
type: time
consumption_coefficient: 0.1 # kWh/s
- mu_s: 300 # Start and Target Soc
mu_t: 0
charging_stations: 3 # Max Number of charging Stations to be inserted.
capacity: 300 # kWh
consumption:
type: gasstation
type: time
consumption_coefficient: 0.1 # kWh/s
description: >
Compare charge and gasstation problem by assuming for the charge
algorithm also an consumption proportional to driving time.
type: init
charging_stations: charging_stations.json
maps:
- medium_nurnberg.osm
queries_per_setup: 10
setups:
- mu_s: 300 # Start and Target Soc
mu_t: 0
charging_stations: 1 # Max Number of charging Stations to be inserted.
capacity: 300 # kWh
algorithms: [charge]
consumption:
type: time
consumption_coefficient: 0.1 # kWh/s
- mu_s: 300 # Start and Target Soc
mu_t: 0
charging_stations: 2 # Max Number of charging Stations to be inserted.
capacity: 300 # kWh
algorithms: [charge]
consumption:
type: time
consumption_coefficient: 0.1 # kWh/s
\ No newline at end of file
......@@ -10,8 +10,7 @@ ranks: [2, 4]
setups:
- mu_s: 300 # Start and Target Soc
mu_t: 0
charging_stations: 1 # Max Number of charging Stations to be inserted.
capacity: 300 # kWh
consumption:
type: gasstation
type: distance
consumption_coefficient: 0.1 # kWh/s
from collections import namedtuple
from dataclasses import dataclass
__all__ = [
'GasstationQueryRow',
'ClassicQueryRow',
'ChargeQueryRow',
'AStarQueryRow',
'QueryRow',
'Query'
]
@dataclass
class QueryRow:
start_node: str
target_node: str
query_time: float
trip_time: float
nodes: int
edges: int
charging_stations: int
@dataclass
class ChargingStopsQuery(QueryRow):
charging_stops: int
charging_time: float
@dataclass
class GasstationQueryRow(ChargingStopsQuery):
time_contracted_graph: float
time_state_graph: float
nodes_state_graph: int
edges_state_graph: int
@dataclass
class ChargeQueryRow(ChargingStopsQuery):
pass
@dataclass
class ClassicQueryRow(QueryRow):
dijkstra_rank: int
@dataclass
class AStarQueryRow(QueryRow):
pass
Query = namedtuple('Query',
field_names=['query_function', 'filename', 'row_dataclass'])
......@@ -7,28 +7,12 @@ from networkx.algorithms.shortest_paths.weighted import _weight_function
from evrouting.graph_tools import DISTANCE_KEY
from evaluation.lib.T import *
from evaluation.lib.algorithm import _dijkstra_multisource
from evaluation.lib.export import write_head, write_row
from evaluation.lib.queries import (
gasstation_query,
charge_query,
classic_query,
astar_query,
bidirectional_query,
CACHE
)
from evaluation.lib.queries import query_relations, CACHE
logger = logging.getLogger(__name__)
query_relations = {
'classic': Query(classic_query, 'classic.csv', ClassicQueryRow),
'astar': Query(astar_query, 'astar.csv', AStarQueryRow),
'bidirectional': Query(bidirectional_query, 'bidirectional.csv', QueryRow),
'gasstation': Query(gasstation_query, 'gasstation.csv', GasstationQueryRow),
'charge': Query(charge_query, 'charge.csv', ChargeQueryRow)
}
def _insert_charging_stations(graph, charging_stations, number=None):
start = perf_counter()
......@@ -46,13 +30,13 @@ def _init_result_files(result_dir, queries=None):
queries = query_relations.values()
# Remove existing results and write heads
for _, filename, row_class in queries:
with result_dir.joinpath(filename).open('w') as f:
write_head(f, row_class)
for q in queries:
with result_dir.joinpath(q.filename).open('w') as f:
write_head(f, q.row_class)
def _run_queries(graph, start_nodes, target_nodes, setup, queries, result_dir):
for func, filename, row_class in queries:
for func, filename, _ in queries:
logger.info(f'Running {len(start_nodes)} times {func.__name__}')
for i, (s, t) in enumerate(zip(start_nodes, target_nodes)):
......@@ -128,3 +112,37 @@ def rank(graphs, charging_stations, conf, result_dir):
for setup in conf['setups']:
_run_queries(graph, start_nodes, target_nodes,
setup, queries, result_dir)
def init(graphs, charging_stations, conf, result_dir):
queries = [query_relations['charge']]
_init_result_files(result_dir, queries)
for map_name, G in zip(conf['maps'], graphs):
nodes = random.sample(list(G.nodes), k=2 * conf['queries_per_setup'])
for setup in conf['setups']:
# Random start and target nodes
start_nodes = nodes[:int(len(nodes) / 2)]
target_nodes = nodes[int(len(nodes) / 2):]
# Random adding of charging stations
_insert_charging_stations(G, charging_stations, setup['charging_stations'])
logger.info(f"Running queries on map {map_name}")
_run_queries(G, start_nodes, target_nodes, setup, queries, result_dir)
# Create state graph etc
logger.info(f'Running {len(start_nodes)} times {func.__name__}')
func, filename, _ = query_relations['init']
for i, (s, t) in enumerate(zip(start_nodes, target_nodes)):
logger.debug(f'{i + 1}/{len(start_nodes)}')
result_data = func(G, setup, s, t)
with result_dir.joinpath(filename).open('a') as f:
write_row(f, result_data)
# Delete cached graphs
for key in list(CACHE.keys()):
del CACHE[key]
from typing import TextIO
from dataclasses import asdict, fields
from evaluation.lib.T import QueryRow
from evaluation.lib.queries import QueryRow
SEP = ','
......
import logging
import gc
from collections import namedtuple
from dataclasses import dataclass
from time import perf_counter
......@@ -14,21 +16,61 @@ from evrouting.graph_tools import (
from evrouting.osm.profiles import car
from evrouting.osm.routing import GasstationAccessFunctions, a_start_heuristic
from evaluation.lib.T import (
GasstationQueryRow,
ChargeQueryRow,
ClassicQueryRow,
AStarQueryRow,
QueryRow
)
from evaluation.lib.algorithm import ranked_dijkstra
__all__ = [
'gasstation_query',
'charge_query',
'classic_query',
'astar_query'
]
@dataclass
class InitQueryRow:
start_node: str
target_node: str
query_time: float
time_contracted_graph: float
time_state_graph: float
nodes_state_graph: int
edges_state_graph: int
nodes_contracted_graph: int
edges_contracted_graph: int
@dataclass
class QueryRow:
start_node: str
target_node: str
query_time: float
trip_time: float
nodes: int
edges: int
charging_stations: int
@dataclass
class ChargingStopsQuery(QueryRow):
charging_stops: int
charging_time: float
@dataclass
class GasstationQueryRow(ChargingStopsQuery):
time_contracted_graph: float
time_state_graph: float
nodes_state_graph: int
edges_state_graph: int
@dataclass
class ChargeQueryRow(ChargingStopsQuery):
pass
@dataclass
class ClassicQueryRow(QueryRow):
dijkstra_rank: int
@dataclass
class AStarQueryRow(QueryRow):
pass
CACHE = {}
......@@ -100,6 +142,29 @@ def get_state_graph(contracted_graph, conf, f):
return state_graph, state_graph_time
@no_gc
def init_gasstation_queries(graph, conf, s, t):
f = GasstationAccessFunctions(conf['consumption']['consumption_coefficient'])
contracted_graph, contraction_time = get_contracted_graph(graph, conf, f)
state_graph, state_graph_time = get_state_graph(contracted_graph, conf, f)
start = perf_counter()
nx.shortest_path(state_graph, s, t)
runtime = perf_counter() - start
return InitQueryRow(
start_node=s[0],
target_node=t[0],
query_time=runtime,
time_contracted_graph=contraction_time,
time_state_graph=state_graph_time,
nodes_state_graph=len(state_graph.nodes),
edges_state_graph=len(state_graph.edges),
nodes_contracted_graph=len(contracted_graph.nodes),
edges_contracted_graph=len(contracted_graph.edges)
)
@no_gc
def gasstation_query(graph, conf, s, t):
f = GasstationAccessFunctions(conf['consumption']['consumption_coefficient'])
......@@ -142,7 +207,7 @@ def gasstation_query(graph, conf, s, t):
@no_gc
def charge_query(graph, conf, s, t):
start = perf_counter()
if conf['consumption']['type'] == 'gasstation':
if conf['consumption'].get('type', 'distance') == 'time':
c = consumption_function_time_factory(conf['consumption']['consumption_coefficient'])
else:
c = consumption_function_distance_factory(conf['consumption']['consumption_coefficient'])
......@@ -236,3 +301,15 @@ def astar_query(graph, conf, s, t):
edges=len(graph.edges),
charging_stations=len(graph.charging_stations)
)
Query = namedtuple('Query', field_names=['query_function', 'filename', 'row_class'])
query_relations = {
'classic': Query(classic_query, 'classic.csv', ClassicQueryRow),
'astar': Query(astar_query, 'astar.csv', AStarQueryRow),
'bidirectional': Query(bidirectional_query, 'bidirectional.csv', QueryRow),
'gasstation': Query(gasstation_query, 'gasstation.csv', GasstationQueryRow),
'charge': Query(charge_query, 'charge.csv', ChargeQueryRow),
'init': Query(init_gasstation_queries, 'charge.csv', InitQueryRow),
}
start_node,target_node,query_time,trip_time,nodes,edges,charging_stations
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4383156580,687130893,0.026546643999608932,850.1534973588364,2827,5691,3
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360747540,317839543,0.00023680300000705756,None,2827,5691,1
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600852676,317841014,0.00019180799790774472,15.79447577249269,2827,5691,1
2431244615,360747697,7.557899880339392e-05,None,2827,5691,1
321209230,292484328,0.0007444590009981766,None,2827,5691,1
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4383156580,687130893,0.01308444300229894,850.1534973588364,2827,5691,3
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2700898238,5609333817,0.473819877999631,470.98184955100396,2827,5691,1,0,0
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360747540,317839543,0.005301458997564623,None,2827,5691,2,0,0
475912311,474997358,0.3484835259987449,604.3448574846665,2828,5691,2,0,0
288943151,661183953,0.5715702339985,690.6292319112416,2827,5691,2,0,0
4475742630,2600670536,0.4609526240019477,608.5541358696867,2828,5691,2,0,0
600852676,317841014,0.007031798999378225,15.79447577249269,2827,5691,2,0,0
2431244615,360747697,0.7271346319976146,None,2828,5691,2,0,0
321209230,292484328,1.1185276030009845,None,2827,5691,2,0,0
4321209902,469718545,0.7003590410022298,515.0475136686434,2828,5691,2,0,0
4383156580,687130893,1.0292930379982863,850.1534973588364,2827,5691,2,0,0
7257113602,2614920419,0.04167314300138969,234.7336669483648,2828,5691,2,0,0
360747540,317839543,0.004437187002622522,None,2827,5691,2,0,0
475912311,474997358,0.34496584499720484,604.3448574846665,2828,5691,2,0,0
288943151,661183953,0.5729073639995477,690.6292319112416,2827,5691,2,0,0
4475742630,2600670536,0.451093657000456,608.5541358696867,2828,5691,2,0,0
600852676,317841014,0.007082921001710929,15.79447577249269,2827,5691,2,0,0
2431244615,360747697,0.7007734369981335,None,2828,5691,2,0,0
321209230,292484328,1.1660108550022414,None,2827,5691,2,0,0
4321209902,469718545,0.7000758499998483,515.0475136686434,2828,5691,2,0,0
4383156580,687130893,1.0249772860006487,850.1534973588364,2827,5691,2,0,0
7257113602,2614920419,0.04038945399952354,234.7336669483648,2828,5691,3,0,0
360747540,317839543,0.004385509000712773,None,2827,5691,3,0,0
475912311,474997358,0.3832064130001527,604.3448574846665,2828,5691,3,0,0
288943151,661183953,0.6150414959993213,690.6292319112416,2827,5691,3,0,0
4475742630,2600670536,0.4840831729998172,608.5541358696867,2828,5691,3,0,0
600852676,317841014,0.007041312001092592,15.79447577249269,2827,5691,3,0,0
2431244615,360747697,0.7734838469987153,None,2828,5691,3,0,0
321209230,292484328,1.1656792079993465,None,2827,5691,3,0,0
4321209902,469718545,0.7038088709996373,515.0475136686434,2828,5691,3,0,0
4383156580,687130893,1.0459808870000415,850.1534973588364,2827,5691,3,0,0
7257113602,2614920419,0.03892015700330376,234.7336669483648,2828,5691,3,0,0
360747540,317839543,0.004218695998133626,None,2827,5691,3,0,0
475912311,474997358,0.3512326160016528,604.3448574846665,2828,5691,3,0,0
288943151,661183953,0.5784528069998487,690.6292319112416,2827,5691,3,0,0
4475742630,2600670536,0.4557092239992926,608.5541358696867,2828,5691,3,0,0
600852676,317841014,0.007286233998456737,15.79447577249269,2827,5691,3,0,0
2431244615,360747697,0.7106638779987406,None,2828,5691,3,0,0
321209230,292484328,1.1356648719993245,None,2827,5691,3,0,0
4321209902,469718545,0.694794005001313,515.0475136686434,2828,5691,3,0,0
4383156580,687130893,1.059437167001306,850.1534973588364,2827,5691,3,0,0
start_node,target_node,query_time,trip_time,nodes,edges,charging_stations,dijkstra_rank
2598983283,408478759,0.006198499002493918,474.28161566578916,2827,5691,1,None
2700898238,5609333817,0.005541589998756535,470.98184955100396,2827,5691,1,None
2618923396,474997347,0.0021378410019678995,215.81175077372617,2827,5691,1,None
549931437,34053449,0.00549610300004133,408.5252946946664,2827,5691,1,None
549931430,317841011,0.0026378820002719294,238.55382896092655,2827,5691,1,None
4955446066,408478821,0.0061328590018092655,500.6328612976349,2827,5691,1,None
4304042853,7115183087,0.0038453830020444,333.6356004801343,2827,5691,1,None
7286135579,4321209903,0.004218541998852743,380.2172229283969,2827,5691,1,None
2604949288,288944222,0.004922629999782657,355.89937200596574,2827,5691,1,None
1829401915,1253880618,0.006157183997856919,574.1116106198256,2827,5691,1,None
7257113602,2614920419,0.0011558799997146707,234.7336669483648,2827,5691,1,419
360747540,317839543,4.3545001972233877e-05,None,2827,5691,1,None
475912311,474997358,0.004979000001185341,604.3448574846665,2827,5691,1,1925
288943151,661183953,0.006015088998537976,690.6292319112416,2827,5691,1,2454
4475742630,2600670536,0.005340313997294288,608.5541358696867,2827,5691,1,2125
600852676,317841014,0.00012513399997260422,15.79447577249269,2827,5691,1,43
2431244615,360747697,0.006709844001306919,None,2827,5691,1,None
321209230,292484328,0.006763671997759957,None,2827,5691,1,None
4321209902,469718545,0.005814049000036903,515.0475136686434,2827,5691,1,2364
4383156580,687130893,0.006802560998039553,850.1534973588364,2827,5691,1,2693
7257113602,2614920419,0.0011122520008939318,234.7336669483648,2827,5691,2,419
360747540,317839543,4.43459975940641e-05,None,2827,5691,2,None
475912311,474997358,0.004983306000212906,604.3448574846665,2827,5691,2,1925
288943151,661183953,0.006096760000218637,690.6292319112416,2827,5691,2,2454
4475742630,2600670536,0.0053229869990900625,608.5541358696867,2827,5691,2,2125
600852676,317841014,0.00012281499948585406,15.79447577249269,2827,5691,2,43
2431244615,360747697,0.008665500001370674,None,2827,5691,2,None
321209230,292484328,0.007027558000118006,None,2827,5691,2,None
4321209902,469718545,0.00606389200038393,515.0475136686434,2827,5691,2,2364
4383156580,687130893,0.006716875999700278,850.1534973588364,2827,5691,2,2693
7257113602,2614920419,0.001425022001058096,234.7336669483648,2827,5691,3,419
360747540,317839543,4.8619996960042045e-05,None,2827,5691,3,None
475912311,474997358,0.006033845998899778,604.3448574846665,2827,5691,3,1925
288943151,661183953,0.007887597999797435,690.6292319112416,2827,5691,3,2454
4475742630,2600670536,0.006198561000928748,608.5541358696867,2827,5691,3,2125
600852676,317841014,0.00013953099914942868,15.79447577249269,2827,5691,3,43
2431244615,360747697,0.0084671119984705,None,2827,5691,3,None
321209230,292484328,0.007889581000199541,None,2827,5691,3,None
4321209902,469718545,0.007892913999967277,515.0475136686434,2827,5691,3,2364
4383156580,687130893,0.009008050998090766,850.1534973588364,2827,5691,3,2693
start_node,target_node,query_time,trip_time,nodes,edges,charging_stations,charging_stops,charging_time,time_contracted_graph,time_state_graph,nodes_state_graph,edges_state_graph
2598983283,408478759,0.014160153001284925,474.28161566578916,2827,5691,1,0,0,7.763900066493079e-05,2.6272002287441865e-05,0,0
2700898238,5609333817,0.017143711000244366,470.98184955100396,2827,5691,1,0,0,7.763900066493079e-05,2.6272002287441865e-05,0,0
2618923396,474997347,0.006243143998290179,215.81175077372617,2827,5691,1,0,0,7.763900066493079e-05,2.6272002287441865e-05,0,0
549931437,34053449,0.01724633399862796,408.5252946946664,2827,5691,1,0,0,7.763900066493079e-05,2.6272002287441865e-05,0,0
549931430,317841011,0.00438061699969694,238.55382896092655,2827,5691,1,0,0,7.763900066493079e-05,2.6272002287441865e-05,0,0
4955446066,408478821,0.021376029999373714,500.6328612976349,2827,5691,1,0,0,7.763900066493079e-05,2.6272002287441865e-05,0,0
4304042853,7115183087,0.009972768002626253,333.6356004801343,2827,5691,1,0,0,7.763900066493079e-05,2.6272002287441865e-05,0,0
7286135579,4321209903,0.012199271001009038,380.2172229283969,2827,5691,1,0,0,7.763900066493079e-05,2.6272002287441865e-05,0,0
2604949288,288944222,0.012062140001944499,355.89937200596574,2827,5691,1,0,0,7.763900066493079e-05,2.6272002287441865e-05,0,0
1829401915,1253880618,0.021040518000518205,574.1116106198256,2827,5691,1,0,0,7.763900066493079e-05,2.6272002287441865e-05,0,0
7257113602,2614920419,0.00366084800043609,234.7336669483648,2827,5691,1,0,0,7.73779975133948e-05,2.7985999622615054e-05,0,0
360747540,317839543,0.00018435500169289298,None,2827,5691,1,0,0,7.73779975133948e-05,2.7985999622615054e-05,0,0
475912311,474997358,0.01416455500293523,604.3448574846665,2827,5691,1,0,0,7.73779975133948e-05,2.7985999622615054e-05,0,0
288943151,661183953,0.02157536300001084,690.6292319112416,2827,5691,1,0,0,7.73779975133948e-05,2.7985999622615054e-05,0,0
4475742630,2600670536,0.016644380000798265,608.5541358696867,2827,5691,1,0,0,7.73779975133948e-05,2.7985999622615054e-05,0,0
600852676,317841014,0.00037730500116595067,15.79447577249269,2827,5691,1,0,0,7.73779975133948e-05,2.7985999622615054e-05,0,0
2431244615,360747697,0.02574609099974623,None,2827,5691,1,0,0,7.73779975133948e-05,2.7985999622615054e-05,0,0
321209230,292484328,0.025969820002501365,None,2827,5691,1,0,0,7.73779975133948e-05,2.7985999622615054e-05,0,0
4321209902,469718545,0.02065769999899203,515.0475136686434,2827,5691,1,0,0,7.73779975133948e-05,2.7985999622615054e-05,0,0
4383156580,687130893,0.02732778499921551,850.1534973588364,2827,5691,1,0,0,7.73779975133948e-05,2.7985999622615054e-05,0,0
7257113602,2614920419,0.004108856999664567,234.7336669483648,2827,5691,2,0,0,0.013347836000320967,6.441799996537156e-05,2,2
360747540,317839543,0.0002651780014275573,None,2827,5691,2,0,0,0.013347836000320967,6.441799996537156e-05,2,2
475912311,474997358,0.01514115700047114,604.3448574846665,2827,5691,2,0,0,0.013347836000320967,6.441799996537156e-05,2,2
288943151,661183953,0.023305662001803285,690.6292319112416,2827,5691,2,0,0,0.013347836000320967,6.441799996537156e-05,2,2
4475742630,2600670536,0.017676034000032814,608.5541358696867,2827,5691,2,0,0,0.013347836000320967,6.441799996537156e-05,2,2
600852676,317841014,0.00041101500028162263,15.79447577249269,2827,5691,2,0,0,0.013347836000320967,6.441799996537156e-05,2,2
2431244615,360747697,0.025700120997498743,None,2827,5691,2,0,0,0.013347836000320967,6.441799996537156e-05,2,2
321209230,292484328,0.025627312999858987,None,2827,5691,2,0,0,0.013347836000320967,6.441799996537156e-05,2,2
4321209902,469718545,0.022171615000843303,515.0475136686434,2827,5691,2,0,0,0.013347836000320967,6.441799996537156e-05,2,2
4383156580,687130893,0.027555010001378832,850.1534973588364,2827,5691,2,0,0,0.013347836000320967,6.441799996537156e-05,2,2
7257113602,2614920419,0.0033716799989633728,234.7336669483648,2827,5691,3,0,0,0.029607708998810267,0.00015924499894026667,7,10
360747540,317839543,0.0001833160022215452,None,2827,5691,3,0,0,0.029607708998810267,0.00015924499894026667,7,10
475912311,474997358,0.014127130001725163,604.3448574846665,2827,5691,3,0,0,0.029607708998810267,0.00015924499894026667,7,10
288943151,661183953,0.02109723700050381,690.6292319112416,2827,5691,3,0,0,0.029607708998810267,0.00015924499894026667,7,10
4475742630,2600670536,0.01875708900115569,608.5541358696867,2827,5691,3,0,0,0.029607708998810267,0.00015924499894026667,7,10
600852676,317841014,0.0004193280001345556,15.79447577249269,2827,5691,3,0,0,0.029607708998810267,0.00015924499894026667,7,10
2431244615,360747697,0.026239938000799157,None,2827,5691,3,0,0,0.029607708998810267,0.00015924499894026667,7,10
321209230,292484328,0.029253147000417812,None,2827,5691,3,0,0,0.029607708998810267,0.00015924499894026667,7,10
4321209902,469718545,0.021028413000749424,515.0475136686434,2827,5691,3,0,0,0.029607708998810267,0.00015924499894026667,7,10
4383156580,687130893,0.025430024998058798,850.1534973588364,2827,5691,3,0,0,0.029607708998810267,0.00015924499894026667,7,10
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