diff --git a/evaluation/configs/bigger_gasstation.yaml b/evaluation/configs/bigger_gasstation.yaml
index 3cb96fae72fbedbf444b01bc18cb555298a5b407..37c210a39fcf5b77e578385aac72554a377b4dbc 100644
--- a/evaluation/configs/bigger_gasstation.yaml
+++ b/evaluation/configs/bigger_gasstation.yaml
@@ -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
diff --git a/evaluation/configs/debug_charge.yaml b/evaluation/configs/debug_charge.yaml
index 32621733ba7d6cf9b9c3e89dbe6f4cadc91c3d9b..2caeec93fbcc3f50edaa670d3123e474a9c3012d 100644
--- a/evaluation/configs/debug_charge.yaml
+++ b/evaluation/configs/debug_charge.yaml
@@ -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
diff --git a/evaluation/configs/example.yaml b/evaluation/configs/example.yaml
index e3c9ef9153533ca0800f6b83043af577a17f376a..723efe1690814eaf3f85c6172e49e07929a7de17 100644
--- a/evaluation/configs/example.yaml
+++ b/evaluation/configs/example.yaml
@@ -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
diff --git a/evaluation/configs/example_init.yaml b/evaluation/configs/example_init.yaml
index e69de29bb2d1d6434b8b29ae775ad8c2e48c5391..c94a53ee548a02450110b239d28eba75205389ba 100644
--- a/evaluation/configs/example_init.yaml
+++ b/evaluation/configs/example_init.yaml
@@ -0,0 +1,25 @@
+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
diff --git a/evaluation/configs/example_rank.yaml b/evaluation/configs/example_rank.yaml
index 46d5d21ae539ad447486a51c7c833337a5f65c13..0fc2b4ba978756a1a9b70fd2b84e2501163deb80 100644
--- a/evaluation/configs/example_rank.yaml
+++ b/evaluation/configs/example_rank.yaml
@@ -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
diff --git a/evaluation/lib/T.py b/evaluation/lib/T.py
deleted file mode 100644
index a7cac2ae91a7681429683c73df903987c64c748a..0000000000000000000000000000000000000000
--- a/evaluation/lib/T.py
+++ /dev/null
@@ -1,55 +0,0 @@
-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'])
diff --git a/evaluation/lib/benchmarks.py b/evaluation/lib/benchmarks.py
index cde33844aa159e6f13b8754647f45f77165b9a1f..3ef6fd46183a4fe59eb4059365e5a63588e4aae7 100644
--- a/evaluation/lib/benchmarks.py
+++ b/evaluation/lib/benchmarks.py
@@ -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]
diff --git a/evaluation/lib/export.py b/evaluation/lib/export.py
index ccf4ba908227af6b49e6199aac6e0ea7be3528a8..bcc012ae5844d9240b1e0befa90a7e738c01bff2 100644
--- a/evaluation/lib/export.py
+++ b/evaluation/lib/export.py
@@ -1,7 +1,7 @@
 from typing import TextIO
 from dataclasses import asdict, fields
 
-from evaluation.lib.T import QueryRow
+from evaluation.lib.queries import QueryRow
 
 SEP = ','
 
diff --git a/evaluation/lib/queries.py b/evaluation/lib/queries.py
index 1a7836d433c4424f354e018a2595b62df9b3ae64..a624dcd4c743ad188a01b8c34b15e227e524d5f2 100644
--- a/evaluation/lib/queries.py
+++ b/evaluation/lib/queries.py
@@ -1,5 +1,7 @@
 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),
+}
diff --git a/evaluation/results/example/queries/astar.csv b/evaluation/results/example/queries/astar.csv
index e6010cd52686cb7bc3a1fc571ec293280fceecff..2ae67970212495a7d5f515a4d3516fbbfa12dcbe 100644
--- a/evaluation/results/example/queries/astar.csv
+++ b/evaluation/results/example/queries/astar.csv
@@ -1,11 +1,31 @@
 start_node,target_node,query_time,trip_time,nodes,edges,charging_stations
-2598983283,408478759,0.013125125999067677,474.28161566578916,2827,5691,1
-2700898238,5609333817,0.016497372998856008,470.98184955100396,2827,5691,1
-2618923396,474997347,0.006164742000692058,215.81175077372617,2827,5691,1
-549931437,34053449,0.017117833998781862,408.5252946946664,2827,5691,1
-549931430,317841011,0.00442360599845415,238.55382896092655,2827,5691,1
-4955446066,408478821,0.021316337002645014,500.6328612976349,2827,5691,1
-4304042853,7115183087,0.009966515000996878,333.6356004801343,2827,5691,1
-7286135579,4321209903,0.012021296999591868,380.2172229283969,2827,5691,1
-2604949288,288944222,0.011947100996621884,355.89937200596574,2827,5691,1
-1829401915,1253880618,0.01816958400013391,574.1116106198256,2827,5691,1
+7257113602,2614920419,0.003425089998927433,234.7336669483648,2827,5691,1
+360747540,317839543,0.0001752520001900848,None,2827,5691,1
+475912311,474997358,0.014303740001196275,604.3448574846665,2827,5691,1
+288943151,661183953,0.02107892499770969,690.6292319112416,2827,5691,1
+4475742630,2600670536,0.016499384000780992,608.5541358696867,2827,5691,1
+600852676,317841014,0.0003728039991983678,15.79447577249269,2827,5691,1
+2431244615,360747697,0.025924133999069454,None,2827,5691,1
+321209230,292484328,0.02586445300039486,None,2827,5691,1
+4321209902,469718545,0.020031713000207674,515.0475136686434,2827,5691,1
+4383156580,687130893,0.02593540200177813,850.1534973588364,2827,5691,1
+7257113602,2614920419,0.0034453539992682636,234.7336669483648,2827,5691,2
+360747540,317839543,0.0001817699994717259,None,2827,5691,2
+475912311,474997358,0.014159638998535229,604.3448574846665,2827,5691,2
+288943151,661183953,0.021552178001002176,690.6292319112416,2827,5691,2
+4475742630,2600670536,0.016843181001604535,608.5541358696867,2827,5691,2
+600852676,317841014,0.0003893689972755965,15.79447577249269,2827,5691,2
+2431244615,360747697,0.025895298000250477,None,2827,5691,2
+321209230,292484328,0.025502017000690103,None,2827,5691,2
+4321209902,469718545,0.02000323700121953,515.0475136686434,2827,5691,2
+4383156580,687130893,0.02703422199920169,850.1534973588364,2827,5691,2
+7257113602,2614920419,0.0035775120013568085,234.7336669483648,2827,5691,3
+360747540,317839543,0.00023692499962635338,None,2827,5691,3
+475912311,474997358,0.016566453999985242,604.3448574846665,2827,5691,3
+288943151,661183953,0.024229221999121364,690.6292319112416,2827,5691,3
+4475742630,2600670536,0.018492909999622498,608.5541358696867,2827,5691,3
+600852676,317841014,0.0004649639995477628,15.79447577249269,2827,5691,3
+2431244615,360747697,0.029205666000052588,None,2827,5691,3
+321209230,292484328,0.027609084001596784,None,2827,5691,3
+4321209902,469718545,0.02324765899902559,515.0475136686434,2827,5691,3
+4383156580,687130893,0.026546643999608932,850.1534973588364,2827,5691,3
diff --git a/evaluation/results/example/queries/bidirectional.csv b/evaluation/results/example/queries/bidirectional.csv
index 1640e2c6e0b26f2ffd6912bb2ec4e33ba303543e..4e3184c5fe0493e941b2feedb985bf07e6d607b9 100644
--- a/evaluation/results/example/queries/bidirectional.csv
+++ b/evaluation/results/example/queries/bidirectional.csv
@@ -1,11 +1,31 @@
 start_node,target_node,query_time,trip_time,nodes,edges,charging_stations
-2598983283,408478759,0.004632356998627074,474.2816156657892,2827,5691,1
-2700898238,5609333817,0.010622931997204432,470.9818495510041,2827,5691,1
-2618923396,474997347,0.0016780660007498227,215.8117507737262,2827,5691,1
-549931437,34053449,0.010984134001773782,408.5252946946663,2827,5691,1
-549931430,317841011,0.008399117999942973,238.55382896092655,2827,5691,1
-4955446066,408478821,0.013294715001393342,500.6328612976349,2827,5691,1
-4304042853,7115183087,0.012315859999944223,333.63560048013414,2827,5691,1
-7286135579,4321209903,0.012433054998837179,380.21722292839695,2827,5691,1
-2604949288,288944222,0.006432009999116417,355.8993720059657,2827,5691,1
-1829401915,1253880618,0.004495074001169996,574.1116106198256,2827,5691,1
+7257113602,2614920419,0.0024938649985415395,234.73366694836477,2827,5691,1
+360747540,317839543,0.00023680300000705756,None,2827,5691,1
+475912311,474997358,0.002441155000269646,604.3448574846666,2827,5691,1
+288943151,661183953,0.014152913998259464,690.6292319112414,2827,5691,1
+4475742630,2600670536,0.005746017999626929,608.5541358696867,2827,5691,1
+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
+4321209902,469718545,0.011361551001755288,515.0475136686433,2827,5691,1
+4383156580,687130893,0.01430811300087953,850.1534973588364,2827,5691,1
+7257113602,2614920419,0.002172327000153018,234.73366694836477,2827,5691,2
+360747540,317839543,0.0003706520001287572,None,2827,5691,2
+475912311,474997358,0.0022838080003566574,604.3448574846666,2827,5691,2
+288943151,661183953,0.015897211000265088,690.6292319112414,2827,5691,2
+4475742630,2600670536,0.007147289001295576,608.5541358696867,2827,5691,2
+600852676,317841014,0.0001917690024129115,15.79447577249269,2827,5691,2
+2431244615,360747697,7.704100062255748e-05,None,2827,5691,2
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diff --git a/evaluation/results/example/queries/charge.csv b/evaluation/results/example/queries/charge.csv
index b01d0f48b639436a5da04f68e9141495db05a268..1e47cf3fd8d264c9cfc7ed64a7d66a7947ffc815 100644
--- a/evaluation/results/example/queries/charge.csv
+++ b/evaluation/results/example/queries/charge.csv
@@ -1,3 +1,61 @@
-start_node,target_node,query_time,trip_time,nodes,edges,charging_stations,charging_stops,charging_time
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diff --git a/evaluation/results/example/queries/classic.csv b/evaluation/results/example/queries/classic.csv
index 46f65699342aff790e8b5d946bafce2184b9610c..7d4f7e0451217bbe837b13af0b78bba985a03887 100644
--- a/evaluation/results/example/queries/classic.csv
+++ b/evaluation/results/example/queries/classic.csv
@@ -1,11 +1,31 @@
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diff --git a/evaluation/results/example/queries/gasstation.csv b/evaluation/results/example/queries/gasstation.csv
index 543672b2257a60b5c99d2d666d5a8f2aae705f88..095144ca6abe22bbb113afa013f53aabf829ff7c 100644
--- a/evaluation/results/example/queries/gasstation.csv
+++ b/evaluation/results/example/queries/gasstation.csv
@@ -1,11 +1,31 @@
 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
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