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Fig 1.

Optimization process of the bus stop layout.

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Fig 2.

Node set hypernetwork.

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Table 1.

Division of hyperedges.

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Table 2.

Hyperedge weights.

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Fig 3.

Division of travel directions in traffic districts.

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Table 3.

Symbols definition.

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Fig 4.

Distribution of source districts by level.

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Fig 5.

Initial node set.

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Fig 6.

Distribution of hyperedge nodes.

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Fig 7.

Distribution of alternative bus stops.

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Fig 8.

Distribution of bus stops before and after optimization.

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Fig 9.

Distribution of newly built, removed, and moved bus stops.

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Fig 10.

Travel direction matching degree and non-linear coefficient of passenger flow.

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Fig 11.

Passenger flow travel time saving and bus network travel speed.

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Table 4.

Travel direction matching degree and non-linear coefficient of passenger flow.

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Table 5.

Passenger flow travel time saving and bus network travel speed.

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Fig 12.

Passenger travel paths of bus stops in District 357.

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Table 6.

Passenger diversion of bus stops in District 357.

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