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❖♥ ▼♦❞❡❧✲❘❡♣r❡s❡♥t❛t✐✈❡♥❡ss

❇❡❛t ❍✉❧❧✐❣❡r ❋❍◆❲ ❙❝❤♦♦❧ ♦❢ ❇✉s✐♥❡ss ◆❚❚❙✲✷✵✶✺✱ ❇r✉ss❡❧s

➞✷✵✶✹ ❋❍◆❲✴❇❡❛t ❍✉❧❧✐❣❡r ✶✴ ✶✷

❚❤❡ ❞✐❧❡♠♠❛ ♦❢ s✉r✈❡② st❛t✐st✐❝s

❘❡♣r❡s❡♥t❛t✐✈❡ s✉r✈❡②

◮ s❝✐❡♥t✐✜❝ ♣❛r❛❞✐❣♠ ❢♦r ❣♦♦❞ s✉r✈❡②s✿ r❛♥❞♦♠ s❛♠♣❧✐♥❣

❡♥s✉r❡s

◮ ✉♥❜✐❛s❡❞ ❡st✐♠❛t♦rs ◮ ♣r❡❞✐❝t❛❜❧❡ ♣r❡❝✐s✐♦♥ ◮ ✈❛r✐❛♥❝❡ ❡st✐♠❛t❡s

◮ ❛❣r❡❡❞✱ ❜✉t ♥♦t r❡❛❧✐st✐❝✦ ◮ ❡rr♦rs ✭❝♦✈❡r❛❣❡✱ ♥♦♥✲r❡s♣♦♥s❡✱ ♠❡❛s✉r❡♠❡♥t✱ ❡rr♦♥❡♦✉s

❞❛t❛✮

◮ ❛ss✉♠❡s ✐❣♥♦r❛❜❧❡ ♦r ❛t ❧❡❛st ✏❝♦rr❡❝t❛❜❧❡✑ ❡rr♦rs ◮ ✏✜t ❢♦r ✉s❡✑❄ ✭P♦❧❧s ✐♥ ❈❍✳✳✳✮ ❝♦st✦

➞✷✵✶✹ ❋❍◆❲✴❇❡❛t ❍✉❧❧✐❣❡r ✷✴ ✶✷

❚❤❡ ❞✐❧❡♠♠❛ ♦❢ s✉r✈❡② st❛t✐st✐❝s

❉✐❧❡♠♠❛

◮ ❘❡s♣♦♥s❡ r❛t❡s ❛r❡ ❢❛❧❧✐♥❣ ❛♥❞ ♣r♦❜❛❜❧② r❡s♣♦♥s❡ ❜❡❝♦♠❡s

♠♦r❡ s❡❧❡❝t✐✈❡

◮ ❆❞♠✐♥✐str❛t✐✈❡ r❡❣✐st❡rs ❤❛✈❡ r❡str✐❝t❡❞ ✐♥❢♦r♠❛t✐♦♥ ◮ ❖♥❧✐♥❡ ♣❛♥❡❧s ❛r❡ ♥♦t s♦ ❜❛❞ ✭❲✐❡❣❛♥❞ ✷✵✶✷✮ ◮ ❈♦♥✈❡♥✐❡♥❝❡ s❛♠♣❧❡s ❢r♦♠ s♦❝✐❛❧ ♠❡❞✐❛❄

= ⇒ ■♥❝r❡❛s✐♥❣ ♣r❡ss✉r❡ t♦ ✉s❡ ✏♥♦♥✲❞❡s✐❣♥❡❞ s❛♠♣❧❡s✑✳

➞✷✵✶✹ ❋❍◆❲✴❇❡❛t ❍✉❧❧✐❣❡r ✸✴ ✶✷

▼♦❞❡❧✲❘❡♣r❡s❡♥t❛t✐✈❡♥❡ss

❙❡t✉♣

◮ ❋✐♥✐t❡ ♣♦♣✉❧❛t✐♦♥ U ✇✐t❤ ✈❛r✐❛❜❧❡ ♦❢ ✐♥t❡r❡st

Yi, i = ✶, . . . , N ✐✳✐✳❞✳ ✇✐t❤ FU,Y

◮ ❚❛r❣❡t ✐s ❛ ♣❛r❛♠❡t❡r θ(FU,Y )✱ ❡✳❣✳ t❤❡ ♠❡❛♥ ¯

YU✳

◮ ◆♦♥✲♣r♦❜❛❜✐❧✐t② s❛♠♣❧❡ S✳

◮ ❈♦♥✈❡♥✐❡♥❝❡ s❛♠♣❧❡ ✭❊♥t❡r♣r✐s❡s ♦r❣❛♥✐s❡❞ ✐♥ ❛♥

❛ss♦❝✐❛t✐♦♥✱ ■♥♠❛t❡s ♦❢ ❛ ♣r✐s♦♥✱ ✏❋r✐❡♥❞s✑ ✐♥ ❛ s♦❝✐❛❧ ♠❡❞✐❛ ♥❡t✇♦r❦✱ ▼❛❧❧ ✐♥t❡r❝❡♣t s✉r✈❡②✱ ❖♣t✲✐♥ ♣❛♥❡❧✱ ❘❡❝r✉✐t❡❞ s❛♠♣❧❡✮✳

◮ ❍✐❣❤ ♥♦♥✲r❡s♣♦♥s❡ r❛♥❞♦♠ s❛♠♣❧❡✳ ◮ ❘❛♥❞♦♠ s❛♠♣❧❡ ❢r♦♠ s❛♠♣❧✐♥❣ ❢r❛♠❡ ✇✐t❤ ❧♦✇ ❝♦✈❡r❛❣❡✳ ➞✷✵✶✹ ❋❍◆❲✴❇❡❛t ❍✉❧❧✐❣❡r ✹✴ ✶✷

▼♦❞❡❧✲❘❡♣r❡s❡♥t❛t✐✈❡♥❡ss

❆♣♣r♦❛❝❤❡s

◮ ❲❡ ♥❡❡❞ ✐♥❢♦r♠❛t✐♦♥ t♦ ❧✐♥❦ ❛♥ ✐♠♣❡r❢❡❝t s❛♠♣❧❡ ✇✐t❤ t❤❡

♣♦♣✉❧❛t✐♦♥✿ ❈♦✈❛r✐❛t❡s Xi, i ∈ U ✐✳✐✳❞✳ ✇✐t❤ FU,X ✇❤✐❝❤ ❝♦rr❡❧❛t❡ ✇✐t❤ Yi ❛♥❞ ✇✐t❤ t❤❡ r❡s♣♦♥s❡ ♣r♦♣❡♥s✐t② ρi ❛♥❞ ✭♣❛rt✐❛❧✮ ❦♥♦✇❧❡❞❣❡ ❛❜♦✉t t❤❡ ❞✐str✐❜✉t✐♦♥ FU,X✳

◮ ❙❛♠♣❧✐♥❣ ❛♣♣r♦❛❝❤✿

✶✳ ▼♦❞❡❧ Ri = ρ(Xi) + Ei ❛♥❞ ♣r♦♣❡♥s✐t② s❝♦r❡s✳ ✷✳ ▼♦❞❡❧ Yi = h(Xi) + Ei ❛♥❞ ❣✲✇❡✐❣❤ts ✭♠♦❞❡❧✲❛ss✐st❡❞✮✳

◮ Pr❡❞✐❝t✐♦♥ ❛♣♣r♦❛❝❤✿ ▼♦❞❡❧ Yi = h(Xi) + Ei ❛♥❞ ✉s❡ ˆ

Yi ✭♠♦❞❡❧ ❛♥❞ ❞❡s✐❣♥✿ ❘♦②❛❧❧ ✶✾✼✵✱ ❙♠✐t❤ ✶✾✽✸✱ ❙är♥❞❛❧ ✫ ▲✉♥❞q✉✐st ✷✵✶✹✮

◮ ▼♦❞❡❧ ❛❧♦♥❡❄

➞✷✵✶✹ ❋❍◆❲✴❇❡❛t ❍✉❧❧✐❣❡r ✺✴ ✶✷

▼♦❞❡❧✲❘❡♣r❡s❡♥t❛t✐✈❡♥❡ss

▼♦❞❡❧✲r❡♣r❡s❡♥t❛t✐✈❡♥❡ss

❈♦♥❞✐t✐♦♥s ❢♦r ✉♥❜✐❛s❡❞ ❛♥❞ ♠♦❞❡❧✲r♦❜✉st ♣r❡❞✐❝t✐♦♥❄ ✶✳ ◆♦ s❡❧❡❝t✐♦♥ ❜✐❛s✿ ❚❤❡ s❛♠❡ ♠♦❞❡❧ Yi = h(Xi) + Ei ❤♦❧❞s ✐♥ t❤❡ s❛♠♣❧❡ i ∈ S ❛♥ ✐♥ t❤❡ ♣♦♣✉❧❛t✐♦♥ i ∈ U✳ ✷✳ ▼♦❞❡❧✲r♦❜✉st♥❡ss✿ ❙❛♠♣❧❡ ❛♥❞ ♣♦♣✉❧❛t✐♦♥ ❞✐str✐❜✉t✐♦♥ ♦❢ t❤❡ ❝♦✈❛r✐❛t❡s ❝♦✐♥❝✐❞❡✱ ✐✳❡✳ FS,X = FU,X

➞✷✵✶✹ ❋❍◆❲✴❇❡❛t ❍✉❧❧✐❣❡r ✻✴ ✶✷

▼♦❞❡❧✲❘❡♣r❡s❡♥t❛t✐✈❡♥❡ss

❇❛❧❛♥❝✐♥❣✿ dX ≈ ✵

✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳

✗

✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳✻

✲ ✛

✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳

❃ ✲ ✛

✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳

✯

FS,ˆ

h(X)

FU,X FS,X h() ˆ h() dX dY FU,Y FU,h(X) FS,Y

➞✷✵✶✹ ❋❍◆❲✴❇❡❛t ❍✉❧❧✐❣❡r ✼✴ ✶✷

▼♦❞❡❧✲❘❡♣r❡s❡♥t❛t✐✈❡♥❡ss

❲❤❛t ✐s t❤❡ ♣r♦❜❧❡♠❄

◮ ❇❛❧❛♥❝❡❞ s❛♠♣❧❡s ✭FS,X = FU,X✮ ❞✐✣❝✉❧t t♦ ♦❜t❛✐♥✦ ◮ ❲❡✐❣❤t✐♥❣ t♦ ❛❝❤✐❡✈❡ ❜❛❧❛♥❝❡❞ s❛♠♣❧❡ ❡st✐♠❛t❡s✿ ❜❛s❡❞ ♦♥

♠♦❞❡❧✦

◮ ❇✐❛s ✐s ♥♦t ❛❧❧✿ ❱❛r✐❛♥❝❡✦

➞✷✵✶✹ ❋❍◆❲✴❇❡❛t ❍✉❧❧✐❣❡r ✽✴ ✶✷

▼♦❞❡❧✲❘❡♣r❡s❡♥t❛t✐✈❡♥❡ss

❱❛r✐❛♥❝❡ ❛♥❞ ▼❙❊ ❢♦r Yi = β✵ + β✶xi + Ei

◮ s❛♠♣❧❡ ♠❡❛♥ ¯

ys ❛♥❞ ♠❡❛♥ ♣r❡❞✐❝t♦r ˆ ¯ yu = ˆ β✵ + ˆ β✶¯ xu

◮ ❇✐❛s ❡st✐♠❛t❡s✿ B(¯

ys) = (¯ xs − ¯ xu)ˆ β✶ ❛♥❞ B(ˆ ¯ yu) = ✵

◮ ❱❛r✐❛♥❝❡ ❡st✐♠❛t❡s✿

ˆ σ✷

¯ ys = ˆ σ✷

e

n(✶−R✷

a ) ❛♥❞ ˆ

σ✷

ˆ ¯ yu = ˆ

σ✷

e( ✶ n + (¯ xu−¯ xs)✷ (n−✶)ˆ σ✷

x )

◮ ▼❙❊ ❡st✐♠❛t❡s✿

MSE(¯ ys) = ˆ σ✷

e

n

• ✶ + (¯

xs − ¯ xu)✷ ˆ σ✷

x

R✷n

• ✶

✶ − R✷

a

MSE(ˆ ¯ yu) = ˆ σ✷

e

n

• ✶ + (¯

xs − ¯ xu)✷ ˆ σ✷

x

n n − ✶

• ❇❛❧❛♥❝❡ × ▼♦❞❡❧✿ (¯

xs − ¯ xu = ✵, ¯ xs − ¯ xu = ✵)×(R✷ ≈ ✵, R✷ ≈ ✶)

➞✷✵✶✹ ❋❍◆❲✴❇❡❛t ❍✉❧❧✐❣❡r ✾✴ ✶✷

❆ t♦② ❡①❛♠♣❧❡

❙✇❡❞✐s❤ ♠✉♥✐❝✐♣❛❧✐t✐❡s ✭▼❯✷✽✹✮

N = ✷✽✶ ❛♥❞ n = ✷✽

➞✷✵✶✹ ❋❍◆❲✴❇❡❛t ❍✉❧❧✐❣❡r ✶✵✴ ✶✷

❆ t♦② ❡①❛♠♣❧❡

❘❡s✉❧ts

❊st✐♠❛t♦r ♣❝r♠t✽✺ ♣❝r❡✈✽✹ ss♣ P♦♣✉❧❛t✐♦♥ ♠❡❛♥ ✼✳✶✼✼ ✶✶✽✳✽✾✻ ✵✳✹✻✻ ❙❛♠♣❧❡ ♠❡❛♥ ✻✳✺✾✵ ✶✶✻✳✻✶✾ ✵✳✷✼✽ ❙❊▼ ✵✳✶✽✵ ✹✳✺✺✹ ✵✳✵✵✼ Pr❡❞✐❝t✐♦♥ ✼✳✺✻✶ ✶✶✼✳✹✺✶ ✵✳✷✻✶ ❙❊✭Pr❡❞✐❝t✐♦♥✮ ✵✳✶✻✸ ✼✳✹✶✽ ✵✳✵✶✶ ❛❞❥✉st❡❞ ❘✲sq✉❛r❡❞ ✵✳✻✽✵ ✲✵✳✵✸✽ ✵✳✶✵✵ ♣✈✐♥❢❂❙❊✭Pr❡❞✮✯✯✷✴❙❊▼✯✯✷ ✵✳✽✶✻ ✷✳✻✺✸ ✷✳✸✵✵ ♣♠✐❢❂▼❙❊✭Pr❡❞✮✴▼❙❊✭♠❡❛♥✮ ✵✳✹✻✷ ✷✳✷✵✸ ✶✳✶✾✶

➞✷✵✶✹ ❋❍◆❲✴❇❡❛t ❍✉❧❧✐❣❡r ✶✶✴ ✶✷

❘❡♠❛r❦s

❘❡♠❛r❦s

◮ ❲✐t❤ ❛ ❝♦rr❡❝t ❣♦♦❞ ♠♦❞❡❧ ✭❤✐❣❤ R✷✮ ②♦✉ ♠❛② r❡❞✉❝❡ ❜✐❛s

✇✐t❤ ❛ ♣r❡❞✐❝t♦r ✐♥st❡❛❞ ♦❢ t❤❡ s❛♠♣❧❡ ♠❡❛♥✳

◮ ❚❤❡ ♣r✐❝❡ ✐s ❛♥ ✐♥❝r❡❛s❡ ✐♥ ✈❛r✐❛♥❝❡✳ ◮ ❲✐t❤ ❛ ❝♦rr❡❝t ❜❛❞ ♠♦❞❡❧ ✭❧♦✇ R✷✮ ②♦✉ ♠❛② ❧♦♦s❡ ✐♥ ▼❙❊

✉s✐♥❣ ❛ ♣r❡❞✐❝t♦r✳

◮ ❲✐t❤ ❛♥ ✐♥❝♦rr❡❝t ♠♦❞❡❧ ✇❡ ❞♦ ♥♦t ❦♥♦✇✳ ◮ ❆ ❜❛❧❛♥❝❡❞ s❛♠♣❧❡ ❣✐✈❡s ♠♦❞❡❧✲r♦❜✉st♥❡ss ❢♦r ♠♦❞❡❧s ✇✐t❤

t❤❡ ❜❛❧❛♥❝✐♥❣ ✈❛r✐❛❜❧❡s✳

➞✷✵✶✹ ❋❍◆❲✴❇❡❛t ❍✉❧❧✐❣❡r ✶✷✴ ✶✷