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    <link:label id="lab_us-gaap_WeightedAverageNumberOfDilutedSharesOutstanding_26F664C05C57C15F189C50A1777282C6_label_en-US" xlink:label="lab_us-gaap_WeightedAverageNumberOfDilutedSharesOutstanding_26F664C05C57C15F189C50A1777282C6" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Weighted Average Number of Shares Outstanding, Diluted</link:label>
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    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_us-gaap_WeightedAverageNumberOfDilutedSharesOutstanding_26F664C05C57C15F189C50A1777282C6" xlink:to="lab_us-gaap_WeightedAverageNumberOfDilutedSharesOutstanding_26F664C05C57C15F189C50A1777282C6" xlink:type="arc" />
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    <link:label id="lab_us-gaap_EarningsPerShareBasicAbstract_771BD4B79DD072BE25CE50A17773520C_verboseLabel_en-US" xlink:label="lab_us-gaap_EarningsPerShareBasicAbstract_771BD4B79DD072BE25CE50A17773520C" xlink:role="http://www.xbrl.org/2003/role/verboseLabel" xlink:type="resource" xml:lang="en-US">Calculation of basic EPS:</link:label>
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    <link:label id="lab_us-gaap_EarningsPerShareBasic_3A55A033E79932FF9D5B50A177739FF6_label_en-US" xlink:label="lab_us-gaap_EarningsPerShareBasic_3A55A033E79932FF9D5B50A177739FF6" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Earnings Per Share, Basic</link:label>
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    <link:label id="lab_us-gaap_NetIncomeLossAvailableToCommonStockholdersBasic_E004D53208B8FDABB9B850A17774E5B8_verboseLabel_en-US" xlink:label="lab_us-gaap_NetIncomeLossAvailableToCommonStockholdersBasic_E004D53208B8FDABB9B850A17774E5B8" xlink:role="http://www.xbrl.org/2003/role/verboseLabel" xlink:type="resource" xml:lang="en-US">Net income applicable to common stock</link:label>
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    <link:label id="lab_us-gaap_WeightedAverageNumberOfDilutedSharesOutstanding_4B175C8483F6F5603CAE50A177744764_verboseLabel_en-US" xlink:label="lab_us-gaap_WeightedAverageNumberOfDilutedSharesOutstanding_4B175C8483F6F5603CAE50A177744764" xlink:role="http://www.xbrl.org/2003/role/verboseLabel" xlink:type="resource" xml:lang="en-US">Diluted weighted-average common shares outstanding (in shares)</link:label>
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    <link:label id="lab_penn_SouthSegmentMember_B86FD5A508AAEFD93F53E1FAF9862958_documentation_en-US" xlink:label="lab_penn_SouthSegmentMember_B86FD5A508AAEFD93F53E1FAF9862958" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">South Segment [Member]</link:label>
    <link:loc xlink:href="penn-20190630.xsd#penn_SouthSegmentMember" xlink:label="loc_penn_SouthSegmentMember_B86FD5A508AAEFD93F53E1FAF9862958" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_penn_SouthSegmentMember_B86FD5A508AAEFD93F53E1FAF9862958" xlink:to="lab_penn_SouthSegmentMember_B86FD5A508AAEFD93F53E1FAF9862958" xlink:type="arc" />
    <link:label id="lab_penn_WestSegmentMember_3A60266011B11A281628E1FAF9862A8A_terseLabel_en-US" xlink:label="lab_penn_WestSegmentMember_3A60266011B11A281628E1FAF9862A8A" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">West segment</link:label>
    <link:label id="lab_penn_WestSegmentMember_3A60266011B11A281628E1FAF9862A8A_label_en-US" xlink:label="lab_penn_WestSegmentMember_3A60266011B11A281628E1FAF9862A8A" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">West Segment [Member]</link:label>
    <link:label id="lab_penn_WestSegmentMember_3A60266011B11A281628E1FAF9862A8A_documentation_en-US" xlink:label="lab_penn_WestSegmentMember_3A60266011B11A281628E1FAF9862A8A" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">West Segment [Member]</link:label>
    <link:loc xlink:href="penn-20190630.xsd#penn_WestSegmentMember" xlink:label="loc_penn_WestSegmentMember_3A60266011B11A281628E1FAF9862A8A" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_penn_WestSegmentMember_3A60266011B11A281628E1FAF9862A8A" xlink:to="lab_penn_WestSegmentMember_3A60266011B11A281628E1FAF9862A8A" xlink:type="arc" />
    <link:label id="lab_penn_MidwestSegmentMember_CB4C334AA3C1C1A0D510E1FAF986D2E8_terseLabel_en-US" xlink:label="lab_penn_MidwestSegmentMember_CB4C334AA3C1C1A0D510E1FAF986D2E8" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Midwest segment</link:label>
    <link:label id="lab_penn_MidwestSegmentMember_CB4C334AA3C1C1A0D510E1FAF986D2E8_label_en-US" xlink:label="lab_penn_MidwestSegmentMember_CB4C334AA3C1C1A0D510E1FAF986D2E8" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Midwest Segment [Member]</link:label>
    <link:label id="lab_penn_MidwestSegmentMember_CB4C334AA3C1C1A0D510E1FAF986D2E8_documentation_en-US" xlink:label="lab_penn_MidwestSegmentMember_CB4C334AA3C1C1A0D510E1FAF986D2E8" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Midwest Segment [Member]</link:label>
    <link:loc xlink:href="penn-20190630.xsd#penn_MidwestSegmentMember" xlink:label="loc_penn_MidwestSegmentMember_CB4C334AA3C1C1A0D510E1FAF986D2E8" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_penn_MidwestSegmentMember_CB4C334AA3C1C1A0D510E1FAF986D2E8" xlink:to="lab_penn_MidwestSegmentMember_CB4C334AA3C1C1A0D510E1FAF986D2E8" xlink:type="arc" />
    <link:label id="lab_srt_ProductOrServiceAxis_F9FC14FCB8212902495FE1FAF986124D_terseLabel_en-US" xlink:label="lab_srt_ProductOrServiceAxis_F9FC14FCB8212902495FE1FAF986124D" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Product and Service [Axis]</link:label>
    <link:label id="lab_srt_ProductOrServiceAxis_F9FC14FCB8212902495FE1FAF986124D_label_en-US" xlink:label="lab_srt_ProductOrServiceAxis_F9FC14FCB8212902495FE1FAF986124D" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Product and Service [Axis]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/srt/2019/elts/srt-2019-01-31.xsd#srt_ProductOrServiceAxis" xlink:label="loc_srt_ProductOrServiceAxis_F9FC14FCB8212902495FE1FAF986124D" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_srt_ProductOrServiceAxis_F9FC14FCB8212902495FE1FAF986124D" xlink:to="lab_srt_ProductOrServiceAxis_F9FC14FCB8212902495FE1FAF986124D" xlink:type="arc" />
    <link:label id="lab_srt_ProductsAndServicesDomain_C8A258E7721DADC1FD2EE1FAF98665B2_terseLabel_en-US" xlink:label="lab_srt_ProductsAndServicesDomain_C8A258E7721DADC1FD2EE1FAF98665B2" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Product and Service [Domain]</link:label>
    <link:label id="lab_srt_ProductsAndServicesDomain_C8A258E7721DADC1FD2EE1FAF98665B2_label_en-US" xlink:label="lab_srt_ProductsAndServicesDomain_C8A258E7721DADC1FD2EE1FAF98665B2" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Product and Service [Domain]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/srt/2019/elts/srt-2019-01-31.xsd#srt_ProductsAndServicesDomain" xlink:label="loc_srt_ProductsAndServicesDomain_C8A258E7721DADC1FD2EE1FAF98665B2" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_srt_ProductsAndServicesDomain_C8A258E7721DADC1FD2EE1FAF98665B2" xlink:to="lab_srt_ProductsAndServicesDomain_C8A258E7721DADC1FD2EE1FAF98665B2" xlink:type="arc" />
    <link:label id="lab_us-gaap_CasinoMember_510DFA5BCB4EFBC255B8E1FAF987B07F_terseLabel_en-US" xlink:label="lab_us-gaap_CasinoMember_510DFA5BCB4EFBC255B8E1FAF987B07F" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Gaming</link:label>
    <link:label id="lab_us-gaap_CasinoMember_510DFA5BCB4EFBC255B8E1FAF987B07F_label_en-US" xlink:label="lab_us-gaap_CasinoMember_510DFA5BCB4EFBC255B8E1FAF987B07F" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Casino [Member]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_CasinoMember" xlink:label="loc_us-gaap_CasinoMember_510DFA5BCB4EFBC255B8E1FAF987B07F" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_us-gaap_CasinoMember_510DFA5BCB4EFBC255B8E1FAF987B07F" xlink:to="lab_us-gaap_CasinoMember_510DFA5BCB4EFBC255B8E1FAF987B07F" xlink:type="arc" />
    <link:label id="lab_us-gaap_FoodAndBeverageMember_9CC23CDC30CE2A869CF4E1FAF987632C_terseLabel_en-US" xlink:label="lab_us-gaap_FoodAndBeverageMember_9CC23CDC30CE2A869CF4E1FAF987632C" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Food and beverage</link:label>
    <link:label id="lab_us-gaap_FoodAndBeverageMember_9CC23CDC30CE2A869CF4E1FAF987632C_label_en-US" xlink:label="lab_us-gaap_FoodAndBeverageMember_9CC23CDC30CE2A869CF4E1FAF987632C" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Food and Beverage [Member]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_FoodAndBeverageMember" xlink:label="loc_us-gaap_FoodAndBeverageMember_9CC23CDC30CE2A869CF4E1FAF987632C" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_us-gaap_FoodAndBeverageMember_9CC23CDC30CE2A869CF4E1FAF987632C" xlink:to="lab_us-gaap_FoodAndBeverageMember_9CC23CDC30CE2A869CF4E1FAF987632C" xlink:type="arc" />
    <link:label id="lab_us-gaap_OccupancyMember_60EC9C1F9CB8B93A12B0E1FAF9877C24_terseLabel_en-US" xlink:label="lab_us-gaap_OccupancyMember_60EC9C1F9CB8B93A12B0E1FAF9877C24" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Hotel</link:label>
    <link:label id="lab_us-gaap_OccupancyMember_60EC9C1F9CB8B93A12B0E1FAF9877C24_label_en-US" xlink:label="lab_us-gaap_OccupancyMember_60EC9C1F9CB8B93A12B0E1FAF9877C24" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Occupancy [Member]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_OccupancyMember" xlink:label="loc_us-gaap_OccupancyMember_60EC9C1F9CB8B93A12B0E1FAF9877C24" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_us-gaap_OccupancyMember_60EC9C1F9CB8B93A12B0E1FAF9877C24" xlink:to="lab_us-gaap_OccupancyMember_60EC9C1F9CB8B93A12B0E1FAF9877C24" xlink:type="arc" />
    <link:label id="lab_penn_RacingMember_A7AAF1173BB64AE6D005E1FAF987262E_terseLabel_en-US" xlink:label="lab_penn_RacingMember_A7AAF1173BB64AE6D005E1FAF987262E" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Racing</link:label>
    <link:label id="lab_penn_RacingMember_A7AAF1173BB64AE6D005E1FAF987262E_label_en-US" xlink:label="lab_penn_RacingMember_A7AAF1173BB64AE6D005E1FAF987262E" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Racing [Member]</link:label>
    <link:label id="lab_penn_RacingMember_A7AAF1173BB64AE6D005E1FAF987262E_documentation_en-US" xlink:label="lab_penn_RacingMember_A7AAF1173BB64AE6D005E1FAF987262E" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Represents the information pertaining to revenue and expense from racing.</link:label>
    <link:loc xlink:href="penn-20190630.xsd#penn_RacingMember" xlink:label="loc_penn_RacingMember_A7AAF1173BB64AE6D005E1FAF987262E" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_penn_RacingMember_A7AAF1173BB64AE6D005E1FAF987262E" xlink:to="lab_penn_RacingMember_A7AAF1173BB64AE6D005E1FAF987262E" xlink:type="arc" />
    <link:label id="lab_us-gaap_ManagementServiceIncentiveMember_54EAADDD13879F52FACAE1FAF9874754_terseLabel_en-US" xlink:label="lab_us-gaap_ManagementServiceIncentiveMember_54EAADDD13879F52FACAE1FAF9874754" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Reimbursable management costs</link:label>
    <link:label id="lab_us-gaap_ManagementServiceIncentiveMember_54EAADDD13879F52FACAE1FAF9874754_label_en-US" xlink:label="lab_us-gaap_ManagementServiceIncentiveMember_54EAADDD13879F52FACAE1FAF9874754" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Management Service, Incentive [Member]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_ManagementServiceIncentiveMember" xlink:label="loc_us-gaap_ManagementServiceIncentiveMember_54EAADDD13879F52FACAE1FAF9874754" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_us-gaap_ManagementServiceIncentiveMember_54EAADDD13879F52FACAE1FAF9874754" xlink:to="lab_us-gaap_ManagementServiceIncentiveMember_54EAADDD13879F52FACAE1FAF9874754" xlink:type="arc" />
    <link:label id="lab_us-gaap_ProductAndServiceOtherMember_4F9AC1F289BD4CE5BFEFE1FAF9888BA3_terseLabel_en-US" xlink:label="lab_us-gaap_ProductAndServiceOtherMember_4F9AC1F289BD4CE5BFEFE1FAF9888BA3" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Other</link:label>
    <link:label id="lab_us-gaap_ProductAndServiceOtherMember_4F9AC1F289BD4CE5BFEFE1FAF9888BA3_label_en-US" xlink:label="lab_us-gaap_ProductAndServiceOtherMember_4F9AC1F289BD4CE5BFEFE1FAF9888BA3" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Product and Service, Other [Member]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_ProductAndServiceOtherMember" xlink:label="loc_us-gaap_ProductAndServiceOtherMember_4F9AC1F289BD4CE5BFEFE1FAF9888BA3" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_us-gaap_ProductAndServiceOtherMember_4F9AC1F289BD4CE5BFEFE1FAF9888BA3" xlink:to="lab_us-gaap_ProductAndServiceOtherMember_4F9AC1F289BD4CE5BFEFE1FAF9888BA3" xlink:type="arc" />
    <link:label id="lab_penn_ContractWithCustomerLiabilityAxis_B90230A8681E58ABA091E1FAF988590F_terseLabel_en-US" xlink:label="lab_penn_ContractWithCustomerLiabilityAxis_B90230A8681E58ABA091E1FAF988590F" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Contract With Customer Liability [Axis]</link:label>
    <link:label id="lab_penn_ContractWithCustomerLiabilityAxis_B90230A8681E58ABA091E1FAF988590F_label_en-US" xlink:label="lab_penn_ContractWithCustomerLiabilityAxis_B90230A8681E58ABA091E1FAF988590F" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Contract With Customer Liability [Axis]</link:label>
    <link:label id="lab_penn_ContractWithCustomerLiabilityAxis_B90230A8681E58ABA091E1FAF988590F_documentation_en-US" xlink:label="lab_penn_ContractWithCustomerLiabilityAxis_B90230A8681E58ABA091E1FAF988590F" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Information by type of contract with customer liability.</link:label>
    <link:loc xlink:href="penn-20190630.xsd#penn_ContractWithCustomerLiabilityAxis" xlink:label="loc_penn_ContractWithCustomerLiabilityAxis_B90230A8681E58ABA091E1FAF988590F" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_penn_ContractWithCustomerLiabilityAxis_B90230A8681E58ABA091E1FAF988590F" xlink:to="lab_penn_ContractWithCustomerLiabilityAxis_B90230A8681E58ABA091E1FAF988590F" xlink:type="arc" />
    <link:label id="lab_penn_ContractWithCustomerLiabilityDomain_42CF777C161EC6DBAA5EE1FAF9886DF0_terseLabel_en-US" xlink:label="lab_penn_ContractWithCustomerLiabilityDomain_42CF777C161EC6DBAA5EE1FAF9886DF0" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Contract With Customer Liability [Domain]</link:label>
    <link:label id="lab_penn_ContractWithCustomerLiabilityDomain_42CF777C161EC6DBAA5EE1FAF9886DF0_label_en-US" xlink:label="lab_penn_ContractWithCustomerLiabilityDomain_42CF777C161EC6DBAA5EE1FAF9886DF0" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Contract With Customer Liability [Domain]</link:label>
    <link:label id="lab_penn_ContractWithCustomerLiabilityDomain_42CF777C161EC6DBAA5EE1FAF9886DF0_documentation_en-US" xlink:label="lab_penn_ContractWithCustomerLiabilityDomain_42CF777C161EC6DBAA5EE1FAF9886DF0" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Contract with customer liability .</link:label>
    <link:loc xlink:href="penn-20190630.xsd#penn_ContractWithCustomerLiabilityDomain" xlink:label="loc_penn_ContractWithCustomerLiabilityDomain_42CF777C161EC6DBAA5EE1FAF9886DF0" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_penn_ContractWithCustomerLiabilityDomain_42CF777C161EC6DBAA5EE1FAF9886DF0" xlink:to="lab_penn_ContractWithCustomerLiabilityDomain_42CF777C161EC6DBAA5EE1FAF9886DF0" xlink:type="arc" />
    <link:label id="lab_penn_ContractWithCustomerLiabilityLoyaltyCreditMember_069D500FB41EABE4C983E1FAF988EF09_terseLabel_en-US" xlink:label="lab_penn_ContractWithCustomerLiabilityLoyaltyCreditMember_069D500FB41EABE4C983E1FAF988EF09" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Loyalty credit obligation</link:label>
    <link:label id="lab_penn_ContractWithCustomerLiabilityLoyaltyCreditMember_069D500FB41EABE4C983E1FAF988EF09_label_en-US" xlink:label="lab_penn_ContractWithCustomerLiabilityLoyaltyCreditMember_069D500FB41EABE4C983E1FAF988EF09" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Contract With Customer Liability Loyalty Credit [Member]</link:label>
    <link:label id="lab_penn_ContractWithCustomerLiabilityLoyaltyCreditMember_069D500FB41EABE4C983E1FAF988EF09_documentation_en-US" xlink:label="lab_penn_ContractWithCustomerLiabilityLoyaltyCreditMember_069D500FB41EABE4C983E1FAF988EF09" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Amount of obligation to transfer good or service to customer pertaining to loyalty credits.</link:label>
    <link:loc xlink:href="penn-20190630.xsd#penn_ContractWithCustomerLiabilityLoyaltyCreditMember" xlink:label="loc_penn_ContractWithCustomerLiabilityLoyaltyCreditMember_069D500FB41EABE4C983E1FAF988EF09" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_penn_ContractWithCustomerLiabilityLoyaltyCreditMember_069D500FB41EABE4C983E1FAF988EF09" xlink:to="lab_penn_ContractWithCustomerLiabilityLoyaltyCreditMember_069D500FB41EABE4C983E1FAF988EF09" xlink:type="arc" />
    <link:label id="lab_penn_ContractWithCustomerLiabilityAdvancePaymentsOnGoodsAndServicesYetToBeProvidedAndUnpaidWagersMember_8C9D37707DDDEE2B2575E1FAF988DF63_terseLabel_en-US" xlink:label="lab_penn_ContractWithCustomerLiabilityAdvancePaymentsOnGoodsAndServicesYetToBeProvidedAndUnpaidWagersMember_8C9D37707DDDEE2B2575E1FAF988DF63" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Advance payments on goods and services yet to be provided and unpaid wagers</link:label>
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    <link:label id="lab_us-gaap_LongTermDebtAndCapitalLeaseObligationsIncludingCurrentMaturities_2E753B96B2E330E64B6E52AC40C0FCBA_label_en-US" xlink:label="lab_us-gaap_LongTermDebtAndCapitalLeaseObligationsIncludingCurrentMaturities_2E753B96B2E330E64B6E52AC40C0FCBA" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Long-term Debt and Lease Obligation, Including Current Maturities</link:label>
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    <link:label id="lab_penn_DebtInstrumentAmountPayableUponOpeningOfFacility_498FE9A008D1B75DA57D52AC40C09A6C_terseLabel_en-US" xlink:label="lab_penn_DebtInstrumentAmountPayableUponOpeningOfFacility_498FE9A008D1B75DA57D52AC40C09A6C" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Amount payable upon opening of the facility</link:label>
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    <link:label id="lab_penn_DebtInstrumentNumberofSemiannualPayments_EB7710C2269397AB6F0F52AC40C0966C_terseLabel_en-US" xlink:label="lab_penn_DebtInstrumentNumberofSemiannualPayments_EB7710C2269397AB6F0F52AC40C0966C" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Number of semi-annual payments</link:label>
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    <link:label id="lab_penn_DebtInstrumentNumberofSemiannualPayments_EB7710C2269397AB6F0F52AC40C0966C_documentation_en-US" xlink:label="lab_penn_DebtInstrumentNumberofSemiannualPayments_EB7710C2269397AB6F0F52AC40C0966C" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Represents the number of semi annual payments.</link:label>
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    <link:label id="lab_penn_DebtInstrumentSemiannualPaymentAmountBeginningOneYearFromCommencementOfOperations_8CE5AC9D3D8AFC969D5152AC40C063A3_terseLabel_en-US" xlink:label="lab_penn_DebtInstrumentSemiannualPaymentAmountBeginningOneYearFromCommencementOfOperations_8CE5AC9D3D8AFC969D5152AC40C063A3" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Amount of semi-annual payments due beginning one year from commencement of operations</link:label>
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    <link:loc xlink:href="penn-20190630.xsd#penn_DebtInstrumentSemiannualPaymentAmountBeginningOneYearFromCommencementOfOperations" xlink:label="loc_penn_DebtInstrumentSemiannualPaymentAmountBeginningOneYearFromCommencementOfOperations_8CE5AC9D3D8AFC969D5152AC40C063A3" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_penn_DebtInstrumentSemiannualPaymentAmountBeginningOneYearFromCommencementOfOperations_8CE5AC9D3D8AFC969D5152AC40C063A3" xlink:to="lab_penn_DebtInstrumentSemiannualPaymentAmountBeginningOneYearFromCommencementOfOperations_8CE5AC9D3D8AFC969D5152AC40C063A3" xlink:type="arc" />
    <link:label id="lab_us-gaap_DebtInstrumentInterestRateEffectivePercentage_46D4E16EB9413A5CF7FE52AC40C1BD18_terseLabel_en-US" xlink:label="lab_us-gaap_DebtInstrumentInterestRateEffectivePercentage_46D4E16EB9413A5CF7FE52AC40C1BD18" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Effective yield</link:label>
    <link:label id="lab_us-gaap_DebtInstrumentInterestRateEffectivePercentage_46D4E16EB9413A5CF7FE52AC40C1BD18_label_en-US" xlink:label="lab_us-gaap_DebtInstrumentInterestRateEffectivePercentage_46D4E16EB9413A5CF7FE52AC40C1BD18" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Debt Instrument, Interest Rate, Effective Percentage</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_DebtInstrumentInterestRateEffectivePercentage" xlink:label="loc_us-gaap_DebtInstrumentInterestRateEffectivePercentage_46D4E16EB9413A5CF7FE52AC40C1BD18" xlink:type="locator" />
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    <link:label id="lab_us-gaap_InterestExpenseDebt_57716F888FD6B2E508B552AC40C1A566_terseLabel_en-US" xlink:label="lab_us-gaap_InterestExpenseDebt_57716F888FD6B2E508B552AC40C1A566" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Interest expense</link:label>
    <link:label id="lab_us-gaap_InterestExpenseDebt_57716F888FD6B2E508B552AC40C1A566_label_en-US" xlink:label="lab_us-gaap_InterestExpenseDebt_57716F888FD6B2E508B552AC40C1A566" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Interest Expense, Debt</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_InterestExpenseDebt" xlink:label="loc_us-gaap_InterestExpenseDebt_57716F888FD6B2E508B552AC40C1A566" xlink:type="locator" />
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    <link:label id="lab_us-gaap_DebtInstrumentPeriodicPayment_8F8AA83134CDE3CABFD952AC40C10DDB_terseLabel_en-US" xlink:label="lab_us-gaap_DebtInstrumentPeriodicPayment_8F8AA83134CDE3CABFD952AC40C10DDB" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Periodic payment amount</link:label>
    <link:label id="lab_us-gaap_DebtInstrumentPeriodicPayment_8F8AA83134CDE3CABFD952AC40C10DDB_label_en-US" xlink:label="lab_us-gaap_DebtInstrumentPeriodicPayment_8F8AA83134CDE3CABFD952AC40C10DDB" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Debt Instrument, Periodic Payment</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_DebtInstrumentPeriodicPayment" xlink:label="loc_us-gaap_DebtInstrumentPeriodicPayment_8F8AA83134CDE3CABFD952AC40C10DDB" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_us-gaap_DebtInstrumentPeriodicPayment_8F8AA83134CDE3CABFD952AC40C10DDB" xlink:to="lab_us-gaap_DebtInstrumentPeriodicPayment_8F8AA83134CDE3CABFD952AC40C10DDB" xlink:type="arc" />
    <link:label id="lab_us-gaap_DebtInstrumentTerm_6B7CCD8AFD2F79025B9752AC40C17EAF_terseLabel_en-US" xlink:label="lab_us-gaap_DebtInstrumentTerm_6B7CCD8AFD2F79025B9752AC40C17EAF" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Debt term</link:label>
    <link:label id="lab_us-gaap_DebtInstrumentTerm_6B7CCD8AFD2F79025B9752AC40C17EAF_label_en-US" xlink:label="lab_us-gaap_DebtInstrumentTerm_6B7CCD8AFD2F79025B9752AC40C17EAF" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Debt Instrument, Term</link:label>
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    <link:label id="lab_us-gaap_StatementOfCashFlowsAbstract_141EAA7DE355E466332857DCC74A648C_label_en-US" xlink:label="lab_us-gaap_StatementOfCashFlowsAbstract_141EAA7DE355E466332857DCC74A648C" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Statement of Cash Flows [Abstract]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_StatementOfCashFlowsAbstract" xlink:label="loc_us-gaap_StatementOfCashFlowsAbstract_141EAA7DE355E466332857DCC74A648C" xlink:type="locator" />
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    <link:label id="lab_us-gaap_CashAndCashEquivalentsPeriodIncreaseDecreaseAbstract_54E89EA54EB7A3122F5957DCC74B5F88_terseLabel_en-US" xlink:label="lab_us-gaap_CashAndCashEquivalentsPeriodIncreaseDecreaseAbstract_54E89EA54EB7A3122F5957DCC74B5F88" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Consolidated Statements of Cash Flows</link:label>
    <link:label id="lab_us-gaap_CashAndCashEquivalentsPeriodIncreaseDecreaseAbstract_54E89EA54EB7A3122F5957DCC74B5F88_label_en-US" xlink:label="lab_us-gaap_CashAndCashEquivalentsPeriodIncreaseDecreaseAbstract_54E89EA54EB7A3122F5957DCC74B5F88" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Cash and Cash Equivalents, Period Increase (Decrease) [Abstract]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_CashAndCashEquivalentsPeriodIncreaseDecreaseAbstract" xlink:label="loc_us-gaap_CashAndCashEquivalentsPeriodIncreaseDecreaseAbstract_54E89EA54EB7A3122F5957DCC74B5F88" xlink:type="locator" />
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    <link:label id="lab_us-gaap_NetCashProvidedByUsedInOperatingActivitiesAbstract_5704D11B1C9D958A3F8B57DCC74B3A35_terseLabel_en-US" xlink:label="lab_us-gaap_NetCashProvidedByUsedInOperatingActivitiesAbstract_5704D11B1C9D958A3F8B57DCC74B3A35" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Operating activities</link:label>
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    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_IncreaseDecreaseInOtherAccruedLiabilities" xlink:label="loc_us-gaap_IncreaseDecreaseInOtherAccruedLiabilities_4571578A5D41166BC6E857DCC74F4968" xlink:type="locator" />
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    <link:label id="lab_penn_IncreaseDecreaseinOperatingLeaseLiabilities_BE8779FFFF03EC7DC02757DCC74FDDBB_terseLabel_en-US" xlink:label="lab_penn_IncreaseDecreaseinOperatingLeaseLiabilities_BE8779FFFF03EC7DC02757DCC74FDDBB" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Operating lease liabilities</link:label>
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    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_IncreaseDecreaseInOtherOperatingLiabilities" xlink:label="loc_us-gaap_IncreaseDecreaseInOtherOperatingLiabilities_834EE5142613C60D916557DCC74F6FCD" xlink:type="locator" />
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    <link:label id="lab_us-gaap_NetCashProvidedByUsedInOperatingActivities_08AD751A0786465FE07057DCC74FFAD3_totalLabel_en-US" xlink:label="lab_us-gaap_NetCashProvidedByUsedInOperatingActivities_08AD751A0786465FE07057DCC74FFAD3" xlink:role="http://www.xbrl.org/2003/role/totalLabel" xlink:type="resource" xml:lang="en-US">Net cash provided by operating activities</link:label>
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    <link:label id="lab_us-gaap_PaymentsForProceedsFromOtherInvestingActivities_6AA3F4D1D5BDE3A02D2C57DCC751EEE7_negatedLabel_en-US" xlink:label="lab_us-gaap_PaymentsForProceedsFromOtherInvestingActivities_6AA3F4D1D5BDE3A02D2C57DCC751EEE7" xlink:role="http://www.xbrl.org/2009/role/negatedLabel" xlink:type="resource" xml:lang="en-US">Other</link:label>
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    <link:label id="lab_us-gaap_NetCashProvidedByUsedInInvestingActivities_744AC68727D9A0FE5D2A57DCC7510BE7_label_en-US" xlink:label="lab_us-gaap_NetCashProvidedByUsedInInvestingActivities_744AC68727D9A0FE5D2A57DCC7510BE7" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Net Cash Provided by (Used in) Investing Activities</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_NetCashProvidedByUsedInInvestingActivities" xlink:label="loc_us-gaap_NetCashProvidedByUsedInInvestingActivities_744AC68727D9A0FE5D2A57DCC7510BE7" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_us-gaap_NetCashProvidedByUsedInInvestingActivities_744AC68727D9A0FE5D2A57DCC7510BE7" xlink:to="lab_us-gaap_NetCashProvidedByUsedInInvestingActivities_744AC68727D9A0FE5D2A57DCC7510BE7" xlink:type="arc" />
    <link:label id="lab_us-gaap_NetCashProvidedByUsedInFinancingActivitiesAbstract_7FB087274200EBEAECB257DCC75295C7_terseLabel_en-US" xlink:label="lab_us-gaap_NetCashProvidedByUsedInFinancingActivitiesAbstract_7FB087274200EBEAECB257DCC75295C7" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Financing activities</link:label>
    <link:label id="lab_us-gaap_NetCashProvidedByUsedInFinancingActivitiesAbstract_7FB087274200EBEAECB257DCC75295C7_label_en-US" xlink:label="lab_us-gaap_NetCashProvidedByUsedInFinancingActivitiesAbstract_7FB087274200EBEAECB257DCC75295C7" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Net Cash Provided by (Used in) Financing Activities [Abstract]</link:label>
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    <link:label id="lab_us-gaap_ProceedsFromLinesOfCredit_8626EE75B78F283916E257DCC752B31F_terseLabel_en-US" xlink:label="lab_us-gaap_ProceedsFromLinesOfCredit_8626EE75B78F283916E257DCC752B31F" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Proceeds from revolving credit facility</link:label>
    <link:label id="lab_us-gaap_ProceedsFromLinesOfCredit_8626EE75B78F283916E257DCC752B31F_label_en-US" xlink:label="lab_us-gaap_ProceedsFromLinesOfCredit_8626EE75B78F283916E257DCC752B31F" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Proceeds from Lines of Credit</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_ProceedsFromLinesOfCredit" xlink:label="loc_us-gaap_ProceedsFromLinesOfCredit_8626EE75B78F283916E257DCC752B31F" xlink:type="locator" />
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    <link:label id="lab_us-gaap_RepaymentsOfLongTermDebt_0B479F9049C0908E71CB57DCC7522961_negatedTerseLabel_en-US" xlink:label="lab_us-gaap_RepaymentsOfLongTermDebt_0B479F9049C0908E71CB57DCC7522961" xlink:role="http://www.xbrl.org/2009/role/negatedTerseLabel" xlink:type="resource" xml:lang="en-US">Principal payments on long-term debt</link:label>
    <link:label id="lab_us-gaap_RepaymentsOfLongTermDebt_0B479F9049C0908E71CB57DCC7522961_label_en-US" xlink:label="lab_us-gaap_RepaymentsOfLongTermDebt_0B479F9049C0908E71CB57DCC7522961" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Repayments of Long-term Debt</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_RepaymentsOfLongTermDebt" xlink:label="loc_us-gaap_RepaymentsOfLongTermDebt_0B479F9049C0908E71CB57DCC7522961" xlink:type="locator" />
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    <link:label id="lab_us-gaap_RepaymentsOfLinesOfCredit_246F775C723F2428EF0057DCC752B792_negatedLabel_en-US" xlink:label="lab_us-gaap_RepaymentsOfLinesOfCredit_246F775C723F2428EF0057DCC752B792" xlink:role="http://www.xbrl.org/2009/role/negatedLabel" xlink:type="resource" xml:lang="en-US">Repayments on revolving credit facility</link:label>
    <link:label id="lab_us-gaap_RepaymentsOfLinesOfCredit_246F775C723F2428EF0057DCC752B792_label_en-US" xlink:label="lab_us-gaap_RepaymentsOfLinesOfCredit_246F775C723F2428EF0057DCC752B792" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Repayments of Lines of Credit</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_RepaymentsOfLinesOfCredit" xlink:label="loc_us-gaap_RepaymentsOfLinesOfCredit_246F775C723F2428EF0057DCC752B792" xlink:type="locator" />
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    <link:label id="lab_us-gaap_RepaymentsOfOtherLongTermDebt_8229CE2531033AE082FB57DCC7521261_negatedTerseLabel_en-US" xlink:label="lab_us-gaap_RepaymentsOfOtherLongTermDebt_8229CE2531033AE082FB57DCC7521261" xlink:role="http://www.xbrl.org/2009/role/negatedTerseLabel" xlink:type="resource" xml:lang="en-US">Payments of other long-term obligations</link:label>
    <link:label id="lab_us-gaap_RepaymentsOfOtherLongTermDebt_8229CE2531033AE082FB57DCC7521261_label_en-US" xlink:label="lab_us-gaap_RepaymentsOfOtherLongTermDebt_8229CE2531033AE082FB57DCC7521261" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Repayments of Other Long-term Debt</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_RepaymentsOfOtherLongTermDebt" xlink:label="loc_us-gaap_RepaymentsOfOtherLongTermDebt_8229CE2531033AE082FB57DCC7521261" xlink:type="locator" />
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    <link:label id="lab_penn_FinancingObligationPrincipalPayments_5A57F7BB78D57D93F7FC57DCC752B791_negatedTerseLabel_en-US" xlink:label="lab_penn_FinancingObligationPrincipalPayments_5A57F7BB78D57D93F7FC57DCC752B791" xlink:role="http://www.xbrl.org/2009/role/negatedTerseLabel" xlink:type="resource" xml:lang="en-US">Principal payments on financing obligations</link:label>
    <link:label id="lab_penn_FinancingObligationPrincipalPayments_5A57F7BB78D57D93F7FC57DCC752B791_label_en-US" xlink:label="lab_penn_FinancingObligationPrincipalPayments_5A57F7BB78D57D93F7FC57DCC752B791" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Financing Obligation, Principal Payments</link:label>
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    <link:loc xlink:href="penn-20190630.xsd#penn_FinancingObligationPrincipalPayments" xlink:label="loc_penn_FinancingObligationPrincipalPayments_5A57F7BB78D57D93F7FC57DCC752B791" xlink:type="locator" />
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    <link:label id="lab_us-gaap_FinanceLeasePrincipalPayments_29FE9172E433E943167457DCC7537A3D_negatedTerseLabel_en-US" xlink:label="lab_us-gaap_FinanceLeasePrincipalPayments_29FE9172E433E943167457DCC7537A3D" xlink:role="http://www.xbrl.org/2009/role/negatedTerseLabel" xlink:type="resource" xml:lang="en-US">Principal payments on finance leases</link:label>
    <link:label id="lab_us-gaap_FinanceLeasePrincipalPayments_29FE9172E433E943167457DCC7537A3D_label_en-US" xlink:label="lab_us-gaap_FinanceLeasePrincipalPayments_29FE9172E433E943167457DCC7537A3D" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Finance Lease, Principal Payments</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_FinanceLeasePrincipalPayments" xlink:label="loc_us-gaap_FinanceLeasePrincipalPayments_29FE9172E433E943167457DCC7537A3D" xlink:type="locator" />
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    <link:label id="lab_us-gaap_ProceedsFromStockOptionsExercised_1974C9E7E8E4D591649E57DCC7532D86_verboseLabel_en-US" xlink:label="lab_us-gaap_ProceedsFromStockOptionsExercised_1974C9E7E8E4D591649E57DCC7532D86" xlink:role="http://www.xbrl.org/2003/role/verboseLabel" xlink:type="resource" xml:lang="en-US">Proceeds from exercise of options</link:label>
    <link:label id="lab_us-gaap_ProceedsFromStockOptionsExercised_1974C9E7E8E4D591649E57DCC7532D86_label_en-US" xlink:label="lab_us-gaap_ProceedsFromStockOptionsExercised_1974C9E7E8E4D591649E57DCC7532D86" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Proceeds from Stock Options Exercised</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_ProceedsFromStockOptionsExercised" xlink:label="loc_us-gaap_ProceedsFromStockOptionsExercised_1974C9E7E8E4D591649E57DCC7532D86" xlink:type="locator" />
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    <link:label id="lab_us-gaap_PaymentForContingentConsiderationLiabilityFinancingActivities_8E661AED61BC1AB6919957DCC753F96B_negatedTerseLabel_en-US" xlink:label="lab_us-gaap_PaymentForContingentConsiderationLiabilityFinancingActivities_8E661AED61BC1AB6919957DCC753F96B" xlink:role="http://www.xbrl.org/2009/role/negatedTerseLabel" xlink:type="resource" xml:lang="en-US">Payments of contingent purchase price</link:label>
    <link:label id="lab_us-gaap_PaymentForContingentConsiderationLiabilityFinancingActivities_8E661AED61BC1AB6919957DCC753F96B_label_en-US" xlink:label="lab_us-gaap_PaymentForContingentConsiderationLiabilityFinancingActivities_8E661AED61BC1AB6919957DCC753F96B" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Payment for Contingent Consideration Liability, Financing Activities</link:label>
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    <link:label id="lab_penn_ProceedsFromInsuranceFinancing_6566810ACFDB6BF2524557DCC753C3D5_terseLabel_en-US" xlink:label="lab_penn_ProceedsFromInsuranceFinancing_6566810ACFDB6BF2524557DCC753C3D5" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Proceeds from insurance financing</link:label>
    <link:label id="lab_penn_ProceedsFromInsuranceFinancing_6566810ACFDB6BF2524557DCC753C3D5_label_en-US" xlink:label="lab_penn_ProceedsFromInsuranceFinancing_6566810ACFDB6BF2524557DCC753C3D5" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Proceeds from Insurance Financing</link:label>
    <link:label id="lab_penn_ProceedsFromInsuranceFinancing_6566810ACFDB6BF2524557DCC753C3D5_documentation_en-US" xlink:label="lab_penn_ProceedsFromInsuranceFinancing_6566810ACFDB6BF2524557DCC753C3D5" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">The cash inflow from the borrowings related to payments of Insurance premium.</link:label>
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    <link:label id="lab_penn_PaymentsForInsuranceFinancing_83A06B45EB7B12CED84457DCC7548369_label_en-US" xlink:label="lab_penn_PaymentsForInsuranceFinancing_83A06B45EB7B12CED84457DCC7548369" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Payments for Insurance Financing</link:label>
    <link:label id="lab_penn_PaymentsForInsuranceFinancing_83A06B45EB7B12CED84457DCC7548369_documentation_en-US" xlink:label="lab_penn_PaymentsForInsuranceFinancing_83A06B45EB7B12CED84457DCC7548369" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">The cash outflow for the repayment of amounts borrowed for insurance premium.</link:label>
    <link:loc xlink:href="penn-20190630.xsd#penn_PaymentsForInsuranceFinancing" xlink:label="loc_penn_PaymentsForInsuranceFinancing_83A06B45EB7B12CED84457DCC7548369" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_penn_PaymentsForInsuranceFinancing_83A06B45EB7B12CED84457DCC7548369" xlink:to="lab_penn_PaymentsForInsuranceFinancing_83A06B45EB7B12CED84457DCC7548369" xlink:type="arc" />
    <link:label id="lab_us-gaap_ProceedsFromPaymentsForOtherFinancingActivities_C1D2E2EFCA6D420AFC7057DCC7549CC6_terseLabel_en-US" xlink:label="lab_us-gaap_ProceedsFromPaymentsForOtherFinancingActivities_C1D2E2EFCA6D420AFC7057DCC7549CC6" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Other</link:label>
    <link:label id="lab_us-gaap_ProceedsFromPaymentsForOtherFinancingActivities_C1D2E2EFCA6D420AFC7057DCC7549CC6_label_en-US" xlink:label="lab_us-gaap_ProceedsFromPaymentsForOtherFinancingActivities_C1D2E2EFCA6D420AFC7057DCC7549CC6" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Proceeds from (Payments for) Other Financing Activities</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_ProceedsFromPaymentsForOtherFinancingActivities" xlink:label="loc_us-gaap_ProceedsFromPaymentsForOtherFinancingActivities_C1D2E2EFCA6D420AFC7057DCC7549CC6" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_us-gaap_ProceedsFromPaymentsForOtherFinancingActivities_C1D2E2EFCA6D420AFC7057DCC7549CC6" xlink:to="lab_us-gaap_ProceedsFromPaymentsForOtherFinancingActivities_C1D2E2EFCA6D420AFC7057DCC7549CC6" xlink:type="arc" />
    <link:label id="lab_us-gaap_NetCashProvidedByUsedInFinancingActivities_CB7D86B6B8AA2C2C451057DCC754E64A_totalLabel_en-US" xlink:label="lab_us-gaap_NetCashProvidedByUsedInFinancingActivities_CB7D86B6B8AA2C2C451057DCC754E64A" xlink:role="http://www.xbrl.org/2003/role/totalLabel" xlink:type="resource" xml:lang="en-US">Net cash provided by (used in) financing activities</link:label>
    <link:label id="lab_us-gaap_NetCashProvidedByUsedInFinancingActivities_CB7D86B6B8AA2C2C451057DCC754E64A_label_en-US" xlink:label="lab_us-gaap_NetCashProvidedByUsedInFinancingActivities_CB7D86B6B8AA2C2C451057DCC754E64A" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Net Cash Provided by (Used in) Financing Activities</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_NetCashProvidedByUsedInFinancingActivities" xlink:label="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_CB7D86B6B8AA2C2C451057DCC754E64A" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_CB7D86B6B8AA2C2C451057DCC754E64A" xlink:to="lab_us-gaap_NetCashProvidedByUsedInFinancingActivities_CB7D86B6B8AA2C2C451057DCC754E64A" xlink:type="arc" />
    <link:label id="lab_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsPeriodIncreaseDecreaseIncludingExchangeRateEffect_3FF1505140B598FDE2EC57DCC754138C_totalLabel_en-US" xlink:label="lab_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsPeriodIncreaseDecreaseIncludingExchangeRateEffect_3FF1505140B598FDE2EC57DCC754138C" xlink:role="http://www.xbrl.org/2003/role/totalLabel" xlink:type="resource" xml:lang="en-US">Change in cash, cash equivalents, and restricted cash</link:label>
    <link:label id="lab_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsPeriodIncreaseDecreaseIncludingExchangeRateEffect_3FF1505140B598FDE2EC57DCC754138C_label_en-US" xlink:label="lab_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsPeriodIncreaseDecreaseIncludingExchangeRateEffect_3FF1505140B598FDE2EC57DCC754138C" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Cash, Cash Equivalents, Restricted Cash and Restricted Cash Equivalents, Period Increase (Decrease), Including Exchange Rate Effect</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsPeriodIncreaseDecreaseIncludingExchangeRateEffect" xlink:label="loc_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsPeriodIncreaseDecreaseIncludingExchangeRateEffect_3FF1505140B598FDE2EC57DCC754138C" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsPeriodIncreaseDecreaseIncludingExchangeRateEffect_3FF1505140B598FDE2EC57DCC754138C" xlink:to="lab_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsPeriodIncreaseDecreaseIncludingExchangeRateEffect_3FF1505140B598FDE2EC57DCC754138C" xlink:type="arc" />
    <link:label id="lab_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalents_0BDA6B4277AF84C9DC7557DCC7547ED3_periodStartLabel_en-US" xlink:label="lab_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalents_0BDA6B4277AF84C9DC7557DCC7547ED3" xlink:role="http://www.xbrl.org/2003/role/periodStartLabel" xlink:type="resource" xml:lang="en-US">Cash, cash equivalents and restricted cash at the beginning of the year</link:label>
    <link:label id="lab_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalents_0BDA6B4277AF84C9DC7557DCC7547ED3_label_en-US" xlink:label="lab_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalents_0BDA6B4277AF84C9DC7557DCC7547ED3" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Cash, Cash Equivalents, Restricted Cash and Restricted Cash Equivalents</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalents" xlink:label="loc_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalents_0BDA6B4277AF84C9DC7557DCC7547ED3" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalents_0BDA6B4277AF84C9DC7557DCC7547ED3" xlink:to="lab_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalents_0BDA6B4277AF84C9DC7557DCC7547ED3" xlink:type="arc" />
    <link:label id="lab_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalents_5EE64D3CAA48FD97134557DCC75467F8_periodEndLabel_en-US" xlink:label="lab_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalents_5EE64D3CAA48FD97134557DCC75467F8" xlink:role="http://www.xbrl.org/2003/role/periodEndLabel" xlink:type="resource" xml:lang="en-US">Cash, cash equivalents and restricted cash at the end of the period</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalents" xlink:label="loc_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalents_5EE64D3CAA48FD97134557DCC75467F8" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalents_5EE64D3CAA48FD97134557DCC75467F8" xlink:to="lab_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalents_5EE64D3CAA48FD97134557DCC75467F8" xlink:type="arc" />
    <link:label id="lab_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsAbstract_E006DCB3841BA089F50857DCC755D197_terseLabel_en-US" xlink:label="lab_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsAbstract_E006DCB3841BA089F50857DCC755D197" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Reconciliation of cash, cash equivalents and restricted cash:</link:label>
    <link:label id="lab_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsAbstract_E006DCB3841BA089F50857DCC755D197_label_en-US" xlink:label="lab_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsAbstract_E006DCB3841BA089F50857DCC755D197" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Cash, Cash Equivalents, Restricted Cash and Restricted Cash Equivalents [Abstract]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsAbstract" xlink:label="loc_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsAbstract_E006DCB3841BA089F50857DCC755D197" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsAbstract_E006DCB3841BA089F50857DCC755D197" xlink:to="lab_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsAbstract_E006DCB3841BA089F50857DCC755D197" xlink:type="arc" />
    <link:label id="lab_us-gaap_CashAndCashEquivalentsAtCarryingValue_65A1733482FEE9740D7557DCC75579C6_verboseLabel_en-US" xlink:label="lab_us-gaap_CashAndCashEquivalentsAtCarryingValue_65A1733482FEE9740D7557DCC75579C6" xlink:role="http://www.xbrl.org/2003/role/verboseLabel" xlink:type="resource" xml:lang="en-US">Cash and cash equivalents</link:label>
    <link:label id="lab_us-gaap_CashAndCashEquivalentsAtCarryingValue_65A1733482FEE9740D7557DCC75579C6_label_en-US" xlink:label="lab_us-gaap_CashAndCashEquivalentsAtCarryingValue_65A1733482FEE9740D7557DCC75579C6" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Cash and Cash Equivalents, at Carrying Value</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_CashAndCashEquivalentsAtCarryingValue" xlink:label="loc_us-gaap_CashAndCashEquivalentsAtCarryingValue_65A1733482FEE9740D7557DCC75579C6" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_us-gaap_CashAndCashEquivalentsAtCarryingValue_65A1733482FEE9740D7557DCC75579C6" xlink:to="lab_us-gaap_CashAndCashEquivalentsAtCarryingValue_65A1733482FEE9740D7557DCC75579C6" xlink:type="arc" />
    <link:label id="lab_us-gaap_RestrictedCashAndCashEquivalentsAtCarryingValue_AA51527EF7203239569857DFB88EE368_terseLabel_en-US" xlink:label="lab_us-gaap_RestrictedCashAndCashEquivalentsAtCarryingValue_AA51527EF7203239569857DFB88EE368" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Restricted cash included in Other current assets</link:label>
    <link:label id="lab_us-gaap_RestrictedCashAndCashEquivalentsAtCarryingValue_AA51527EF7203239569857DFB88EE368_label_en-US" xlink:label="lab_us-gaap_RestrictedCashAndCashEquivalentsAtCarryingValue_AA51527EF7203239569857DFB88EE368" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Restricted Cash and Cash Equivalents, Current</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_RestrictedCashAndCashEquivalentsAtCarryingValue" xlink:label="loc_us-gaap_RestrictedCashAndCashEquivalentsAtCarryingValue_AA51527EF7203239569857DFB88EE368" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_us-gaap_RestrictedCashAndCashEquivalentsAtCarryingValue_AA51527EF7203239569857DFB88EE368" xlink:to="lab_us-gaap_RestrictedCashAndCashEquivalentsAtCarryingValue_AA51527EF7203239569857DFB88EE368" xlink:type="arc" />
    <link:label id="lab_us-gaap_RestrictedCashAndCashEquivalentsNoncurrent_5AC124994C84209A40BD57DCC755FC00_terseLabel_en-US" xlink:label="lab_us-gaap_RestrictedCashAndCashEquivalentsNoncurrent_5AC124994C84209A40BD57DCC755FC00" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Restricted cash included in Other assets</link:label>
    <link:label id="lab_us-gaap_RestrictedCashAndCashEquivalentsNoncurrent_5AC124994C84209A40BD57DCC755FC00_label_en-US" xlink:label="lab_us-gaap_RestrictedCashAndCashEquivalentsNoncurrent_5AC124994C84209A40BD57DCC755FC00" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Restricted Cash and Cash Equivalents, Noncurrent</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_RestrictedCashAndCashEquivalentsNoncurrent" xlink:label="loc_us-gaap_RestrictedCashAndCashEquivalentsNoncurrent_5AC124994C84209A40BD57DCC755FC00" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_us-gaap_RestrictedCashAndCashEquivalentsNoncurrent_5AC124994C84209A40BD57DCC755FC00" xlink:to="lab_us-gaap_RestrictedCashAndCashEquivalentsNoncurrent_5AC124994C84209A40BD57DCC755FC00" xlink:type="arc" />
    <link:label id="lab_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalents_0D5595F3876280297CF057DCC756E2A8_totalLabel_en-US" xlink:label="lab_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalents_0D5595F3876280297CF057DCC756E2A8" xlink:role="http://www.xbrl.org/2003/role/totalLabel" xlink:type="resource" xml:lang="en-US">Total cash, cash equivalents and restricted cash</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalents" xlink:label="loc_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalents_0D5595F3876280297CF057DCC756E2A8" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalents_0D5595F3876280297CF057DCC756E2A8" xlink:to="lab_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalents_0D5595F3876280297CF057DCC756E2A8" xlink:type="arc" />
    <link:label id="lab_us-gaap_SupplementalCashFlowInformationAbstract_DDBFF0B51AE461EC8CAE57DCC756C7EC_terseLabel_en-US" xlink:label="lab_us-gaap_SupplementalCashFlowInformationAbstract_DDBFF0B51AE461EC8CAE57DCC756C7EC" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Supplemental disclosure:</link:label>
    <link:label id="lab_us-gaap_SupplementalCashFlowInformationAbstract_DDBFF0B51AE461EC8CAE57DCC756C7EC_label_en-US" xlink:label="lab_us-gaap_SupplementalCashFlowInformationAbstract_DDBFF0B51AE461EC8CAE57DCC756C7EC" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Supplemental Cash Flow Information [Abstract]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_SupplementalCashFlowInformationAbstract" xlink:label="loc_us-gaap_SupplementalCashFlowInformationAbstract_DDBFF0B51AE461EC8CAE57DCC756C7EC" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_us-gaap_SupplementalCashFlowInformationAbstract_DDBFF0B51AE461EC8CAE57DCC756C7EC" xlink:to="lab_us-gaap_SupplementalCashFlowInformationAbstract_DDBFF0B51AE461EC8CAE57DCC756C7EC" xlink:type="arc" />
    <link:label id="lab_us-gaap_InterestPaidNet_DB1268DA745C62A0A95857DCC75615E3_terseLabel_en-US" xlink:label="lab_us-gaap_InterestPaidNet_DB1268DA745C62A0A95857DCC75615E3" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Cash paid for interest, net of amounts capitalized</link:label>
    <link:label id="lab_us-gaap_InterestPaidNet_DB1268DA745C62A0A95857DCC75615E3_label_en-US" xlink:label="lab_us-gaap_InterestPaidNet_DB1268DA745C62A0A95857DCC75615E3" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Interest Paid, Excluding Capitalized Interest, Operating Activities</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_InterestPaidNet" xlink:label="loc_us-gaap_InterestPaidNet_DB1268DA745C62A0A95857DCC75615E3" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_us-gaap_InterestPaidNet_DB1268DA745C62A0A95857DCC75615E3" xlink:to="lab_us-gaap_InterestPaidNet_DB1268DA745C62A0A95857DCC75615E3" xlink:type="arc" />
    <link:label id="lab_us-gaap_IncomeTaxesPaidNet_B130B4B7CD9405B3D27C57DCC756DD00_terseLabel_en-US" xlink:label="lab_us-gaap_IncomeTaxesPaidNet_B130B4B7CD9405B3D27C57DCC756DD00" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Cash payments related to income taxes, net</link:label>
    <link:label id="lab_us-gaap_IncomeTaxesPaidNet_B130B4B7CD9405B3D27C57DCC756DD00_label_en-US" xlink:label="lab_us-gaap_IncomeTaxesPaidNet_B130B4B7CD9405B3D27C57DCC756DD00" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Income Taxes Paid, Net</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_IncomeTaxesPaidNet" xlink:label="loc_us-gaap_IncomeTaxesPaidNet_B130B4B7CD9405B3D27C57DCC756DD00" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_us-gaap_IncomeTaxesPaidNet_B130B4B7CD9405B3D27C57DCC756DD00" xlink:to="lab_us-gaap_IncomeTaxesPaidNet_B130B4B7CD9405B3D27C57DCC756DD00" xlink:type="arc" />
    <link:label id="lab_us-gaap_NoncashInvestingAndFinancingItemsAbstract_7BDA0C10267BB8CD824A57DCC756BAF3_terseLabel_en-US" xlink:label="lab_us-gaap_NoncashInvestingAndFinancingItemsAbstract_7BDA0C10267BB8CD824A57DCC756BAF3" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Non-cash investing and financing activities:</link:label>
    <link:label id="lab_us-gaap_NoncashInvestingAndFinancingItemsAbstract_7BDA0C10267BB8CD824A57DCC756BAF3_label_en-US" xlink:label="lab_us-gaap_NoncashInvestingAndFinancingItemsAbstract_7BDA0C10267BB8CD824A57DCC756BAF3" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Noncash Investing and Financing Items [Abstract]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_NoncashInvestingAndFinancingItemsAbstract" xlink:label="loc_us-gaap_NoncashInvestingAndFinancingItemsAbstract_7BDA0C10267BB8CD824A57DCC756BAF3" xlink:type="locator" />
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    <link:label id="lab_us-gaap_OperatingLeaseLiabilitiesPaymentsDueAbstract_5BB46DF79C4E2912CC19459AAFE5425A_label_en-US" xlink:label="lab_us-gaap_OperatingLeaseLiabilitiesPaymentsDueAbstract_5BB46DF79C4E2912CC19459AAFE5425A" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Lessee, Operating Lease, Liability, Payment, Due [Abstract]</link:label>
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    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_LesseeOperatingLeaseLiabilityPaymentsRemainderOfFiscalYear" xlink:label="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsRemainderOfFiscalYear_83CA1BE218CF118E1D11459AAFE648E5" xlink:type="locator" />
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    <link:label id="lab_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueYearTwo_11177C271EFE93D97AA7459AAFE6D6E9_terseLabel_en-US" xlink:label="lab_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueYearTwo_11177C271EFE93D97AA7459AAFE6D6E9" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">2020</link:label>
    <link:label id="lab_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueYearTwo_11177C271EFE93D97AA7459AAFE6D6E9_label_en-US" xlink:label="lab_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueYearTwo_11177C271EFE93D97AA7459AAFE6D6E9" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Lessee, Operating Lease, Liability, Payments, Due Year Two</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueYearTwo" xlink:label="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueYearTwo_11177C271EFE93D97AA7459AAFE6D6E9" xlink:type="locator" />
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    <link:label id="lab_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueYearThree_F7973EC76576C0ACA52E459AAFE6D4D6_label_en-US" xlink:label="lab_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueYearThree_F7973EC76576C0ACA52E459AAFE6D4D6" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Lessee, Operating Lease, Liability, Payments, Due Year Three</link:label>
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    <link:label id="lab_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueYearFour_2588AE4E56E48C09B372459AAFE74CAF_terseLabel_en-US" xlink:label="lab_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueYearFour_2588AE4E56E48C09B372459AAFE74CAF" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">2022</link:label>
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    <link:label id="lab_us-gaap_OperatingLeaseLiabilityCurrent_18C2BC6129255F1630B4459AAFE88C81_negatedTerseLabel_en-US" xlink:label="lab_us-gaap_OperatingLeaseLiabilityCurrent_18C2BC6129255F1630B4459AAFE88C81" xlink:role="http://www.xbrl.org/2009/role/negatedTerseLabel" xlink:type="resource" xml:lang="en-US">Less: Current portion of lease obligations</link:label>
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    <link:label id="lab_us-gaap_FinanceLeaseLiabilitiesPaymentsDueAbstract_5993A798C783CD77260B459AAFE83A6E_label_en-US" xlink:label="lab_us-gaap_FinanceLeaseLiabilitiesPaymentsDueAbstract_5993A798C783CD77260B459AAFE83A6E" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Finance Lease, Liability, Payment, Due [Abstract]</link:label>
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    <link:label id="lab_us-gaap_FinanceLeaseLiabilityPaymentsRemainderOfFiscalYear_B88BFDD6377C6E87B428459AAFE8B1E0_terseLabel_en-US" xlink:label="lab_us-gaap_FinanceLeaseLiabilityPaymentsRemainderOfFiscalYear_B88BFDD6377C6E87B428459AAFE8B1E0" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">2019 (excluding the six months ended June 30, 2019)</link:label>
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    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_FinanceLeaseLiabilityPaymentsRemainderOfFiscalYear" xlink:label="loc_us-gaap_FinanceLeaseLiabilityPaymentsRemainderOfFiscalYear_B88BFDD6377C6E87B428459AAFE8B1E0" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_us-gaap_FinanceLeaseLiabilityPaymentsRemainderOfFiscalYear_B88BFDD6377C6E87B428459AAFE8B1E0" xlink:to="lab_us-gaap_FinanceLeaseLiabilityPaymentsRemainderOfFiscalYear_B88BFDD6377C6E87B428459AAFE8B1E0" xlink:type="arc" />
    <link:label id="lab_us-gaap_FinanceLeaseLiabilityPaymentsDueYearTwo_3A31B3B59E9639401A01459AAFE9C25F_terseLabel_en-US" xlink:label="lab_us-gaap_FinanceLeaseLiabilityPaymentsDueYearTwo_3A31B3B59E9639401A01459AAFE9C25F" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">2020</link:label>
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    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_FinanceLeaseLiabilityPaymentsDueYearTwo" xlink:label="loc_us-gaap_FinanceLeaseLiabilityPaymentsDueYearTwo_3A31B3B59E9639401A01459AAFE9C25F" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_us-gaap_FinanceLeaseLiabilityPaymentsDueYearTwo_3A31B3B59E9639401A01459AAFE9C25F" xlink:to="lab_us-gaap_FinanceLeaseLiabilityPaymentsDueYearTwo_3A31B3B59E9639401A01459AAFE9C25F" xlink:type="arc" />
    <link:label id="lab_us-gaap_FinanceLeaseLiabilityPaymentsDueYearThree_12E67FC50A6E73FD4B5E459AAFE9709E_terseLabel_en-US" xlink:label="lab_us-gaap_FinanceLeaseLiabilityPaymentsDueYearThree_12E67FC50A6E73FD4B5E459AAFE9709E" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">2021</link:label>
    <link:label id="lab_us-gaap_FinanceLeaseLiabilityPaymentsDueYearThree_12E67FC50A6E73FD4B5E459AAFE9709E_label_en-US" xlink:label="lab_us-gaap_FinanceLeaseLiabilityPaymentsDueYearThree_12E67FC50A6E73FD4B5E459AAFE9709E" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Finance Lease, Liability, Payments, Due Year Three</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_FinanceLeaseLiabilityPaymentsDueYearThree" xlink:label="loc_us-gaap_FinanceLeaseLiabilityPaymentsDueYearThree_12E67FC50A6E73FD4B5E459AAFE9709E" xlink:type="locator" />
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    <link:label id="lab_us-gaap_FinanceLeaseLiabilityPaymentsDueYearFour_6CF3CC2758EEE32FE37A459AAFE97664_terseLabel_en-US" xlink:label="lab_us-gaap_FinanceLeaseLiabilityPaymentsDueYearFour_6CF3CC2758EEE32FE37A459AAFE97664" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">2022</link:label>
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    <link:label id="lab_us-gaap_FinanceLeaseLiabilityCurrent_1B805F9AB281EF19092D459AAFEA5647_negatedTerseLabel_en-US" xlink:label="lab_us-gaap_FinanceLeaseLiabilityCurrent_1B805F9AB281EF19092D459AAFEA5647" xlink:role="http://www.xbrl.org/2009/role/negatedTerseLabel" xlink:type="resource" xml:lang="en-US">Less: Current portion of lease obligations</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_FinanceLeaseLiabilityCurrent" xlink:label="loc_us-gaap_FinanceLeaseLiabilityCurrent_1B805F9AB281EF19092D459AAFEA5647" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_us-gaap_FinanceLeaseLiabilityCurrent_1B805F9AB281EF19092D459AAFEA5647" xlink:to="lab_us-gaap_FinanceLeaseLiabilityCurrent_1B805F9AB281EF19092D459AAFEA5647" xlink:type="arc" />
    <link:label id="lab_us-gaap_FinanceLeaseLiabilityNoncurrent_F88D5D1DE46851C646AA459AAFEA949A_verboseLabel_en-US" xlink:label="lab_us-gaap_FinanceLeaseLiabilityNoncurrent_F88D5D1DE46851C646AA459AAFEA949A" xlink:role="http://www.xbrl.org/2003/role/verboseLabel" xlink:type="resource" xml:lang="en-US">Long-term portion of lease obligations</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_FinanceLeaseLiabilityNoncurrent" xlink:label="loc_us-gaap_FinanceLeaseLiabilityNoncurrent_F88D5D1DE46851C646AA459AAFEA949A" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_us-gaap_FinanceLeaseLiabilityNoncurrent_F88D5D1DE46851C646AA459AAFEA949A" xlink:to="lab_us-gaap_FinanceLeaseLiabilityNoncurrent_F88D5D1DE46851C646AA459AAFEA949A" xlink:type="arc" />
    <link:label id="lab_penn_FinancingObligationPaymentDueAbstract_16C8E0A83058C2DE8EB7459AAFEA49F4_terseLabel_en-US" xlink:label="lab_penn_FinancingObligationPaymentDueAbstract_16C8E0A83058C2DE8EB7459AAFEA49F4" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Financing Obligations</link:label>
    <link:label id="lab_penn_FinancingObligationPaymentDueAbstract_16C8E0A83058C2DE8EB7459AAFEA49F4_label_en-US" xlink:label="lab_penn_FinancingObligationPaymentDueAbstract_16C8E0A83058C2DE8EB7459AAFEA49F4" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Financing Obligation, Payment, Due [Abstract]</link:label>
    <link:label id="lab_penn_FinancingObligationPaymentDueAbstract_16C8E0A83058C2DE8EB7459AAFEA49F4_documentation_en-US" xlink:label="lab_penn_FinancingObligationPaymentDueAbstract_16C8E0A83058C2DE8EB7459AAFEA49F4" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Financing Obligation, Payment, Due [Abstract]</link:label>
    <link:loc xlink:href="penn-20190630.xsd#penn_FinancingObligationPaymentDueAbstract" xlink:label="loc_penn_FinancingObligationPaymentDueAbstract_16C8E0A83058C2DE8EB7459AAFEA49F4" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_penn_FinancingObligationPaymentDueAbstract_16C8E0A83058C2DE8EB7459AAFEA49F4" xlink:to="lab_penn_FinancingObligationPaymentDueAbstract_16C8E0A83058C2DE8EB7459AAFEA49F4" xlink:type="arc" />
    <link:label id="lab_penn_FinancingObligationPaymentsRemainderOfFiscalYear_54190FC18F517D5FE0D5459AAFEA7E2D_terseLabel_en-US" xlink:label="lab_penn_FinancingObligationPaymentsRemainderOfFiscalYear_54190FC18F517D5FE0D5459AAFEA7E2D" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">2019 (excluding the six months ended June 30, 2019)</link:label>
    <link:label id="lab_penn_FinancingObligationPaymentsRemainderOfFiscalYear_54190FC18F517D5FE0D5459AAFEA7E2D_label_en-US" xlink:label="lab_penn_FinancingObligationPaymentsRemainderOfFiscalYear_54190FC18F517D5FE0D5459AAFEA7E2D" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Financing Obligation, Payments, Remainder Of Fiscal Year</link:label>
    <link:label id="lab_penn_FinancingObligationPaymentsRemainderOfFiscalYear_54190FC18F517D5FE0D5459AAFEA7E2D_documentation_en-US" xlink:label="lab_penn_FinancingObligationPaymentsRemainderOfFiscalYear_54190FC18F517D5FE0D5459AAFEA7E2D" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Financing Obligation, Payments, Remainder Of Fiscal Year</link:label>
    <link:loc xlink:href="penn-20190630.xsd#penn_FinancingObligationPaymentsRemainderOfFiscalYear" xlink:label="loc_penn_FinancingObligationPaymentsRemainderOfFiscalYear_54190FC18F517D5FE0D5459AAFEA7E2D" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_penn_FinancingObligationPaymentsRemainderOfFiscalYear_54190FC18F517D5FE0D5459AAFEA7E2D" xlink:to="lab_penn_FinancingObligationPaymentsRemainderOfFiscalYear_54190FC18F517D5FE0D5459AAFEA7E2D" xlink:type="arc" />
    <link:label id="lab_penn_FinancingObligationPaymentsDueYearTwo_742A1B6CABAA8EB015E8459AAFEBE84A_terseLabel_en-US" xlink:label="lab_penn_FinancingObligationPaymentsDueYearTwo_742A1B6CABAA8EB015E8459AAFEBE84A" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">2020</link:label>
    <link:label id="lab_penn_FinancingObligationPaymentsDueYearTwo_742A1B6CABAA8EB015E8459AAFEBE84A_label_en-US" xlink:label="lab_penn_FinancingObligationPaymentsDueYearTwo_742A1B6CABAA8EB015E8459AAFEBE84A" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Financing Obligation, Payments, Due Year Two</link:label>
    <link:label id="lab_penn_FinancingObligationPaymentsDueYearTwo_742A1B6CABAA8EB015E8459AAFEBE84A_documentation_en-US" xlink:label="lab_penn_FinancingObligationPaymentsDueYearTwo_742A1B6CABAA8EB015E8459AAFEBE84A" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Financing Obligation, Payments, Due Year Two</link:label>
    <link:loc xlink:href="penn-20190630.xsd#penn_FinancingObligationPaymentsDueYearTwo" xlink:label="loc_penn_FinancingObligationPaymentsDueYearTwo_742A1B6CABAA8EB015E8459AAFEBE84A" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_penn_FinancingObligationPaymentsDueYearTwo_742A1B6CABAA8EB015E8459AAFEBE84A" xlink:to="lab_penn_FinancingObligationPaymentsDueYearTwo_742A1B6CABAA8EB015E8459AAFEBE84A" xlink:type="arc" />
    <link:label id="lab_penn_FinancingObligationPaymentsDueYearThree_3FEEEEDEBC93A1418457459AAFEB1AB5_terseLabel_en-US" xlink:label="lab_penn_FinancingObligationPaymentsDueYearThree_3FEEEEDEBC93A1418457459AAFEB1AB5" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">2021</link:label>
    <link:label id="lab_penn_FinancingObligationPaymentsDueYearThree_3FEEEEDEBC93A1418457459AAFEB1AB5_label_en-US" xlink:label="lab_penn_FinancingObligationPaymentsDueYearThree_3FEEEEDEBC93A1418457459AAFEB1AB5" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Financing Obligation, Payments, Due Year Three</link:label>
    <link:label id="lab_penn_FinancingObligationPaymentsDueYearThree_3FEEEEDEBC93A1418457459AAFEB1AB5_documentation_en-US" xlink:label="lab_penn_FinancingObligationPaymentsDueYearThree_3FEEEEDEBC93A1418457459AAFEB1AB5" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Financing Obligation, Payments, Due Year Three</link:label>
    <link:loc xlink:href="penn-20190630.xsd#penn_FinancingObligationPaymentsDueYearThree" xlink:label="loc_penn_FinancingObligationPaymentsDueYearThree_3FEEEEDEBC93A1418457459AAFEB1AB5" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_penn_FinancingObligationPaymentsDueYearThree_3FEEEEDEBC93A1418457459AAFEB1AB5" xlink:to="lab_penn_FinancingObligationPaymentsDueYearThree_3FEEEEDEBC93A1418457459AAFEB1AB5" xlink:type="arc" />
    <link:label id="lab_penn_FinancingObligationPaymentsDueYearFour_6E2F946FB1194E57B38C459AAFEB51DD_terseLabel_en-US" xlink:label="lab_penn_FinancingObligationPaymentsDueYearFour_6E2F946FB1194E57B38C459AAFEB51DD" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">2022</link:label>
    <link:label id="lab_penn_FinancingObligationPaymentsDueYearFour_6E2F946FB1194E57B38C459AAFEB51DD_label_en-US" xlink:label="lab_penn_FinancingObligationPaymentsDueYearFour_6E2F946FB1194E57B38C459AAFEB51DD" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Financing Obligation, Payments, Due Year Four</link:label>
    <link:label id="lab_penn_FinancingObligationPaymentsDueYearFour_6E2F946FB1194E57B38C459AAFEB51DD_documentation_en-US" xlink:label="lab_penn_FinancingObligationPaymentsDueYearFour_6E2F946FB1194E57B38C459AAFEB51DD" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Financing Obligation, Payments, Due Year Four</link:label>
    <link:loc xlink:href="penn-20190630.xsd#penn_FinancingObligationPaymentsDueYearFour" xlink:label="loc_penn_FinancingObligationPaymentsDueYearFour_6E2F946FB1194E57B38C459AAFEB51DD" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_penn_FinancingObligationPaymentsDueYearFour_6E2F946FB1194E57B38C459AAFEB51DD" xlink:to="lab_penn_FinancingObligationPaymentsDueYearFour_6E2F946FB1194E57B38C459AAFEB51DD" xlink:type="arc" />
    <link:label id="lab_penn_FinancingObligationPaymentsDueYearFive_EF09E9772929604C8F4A459AAFEB88D0_terseLabel_en-US" xlink:label="lab_penn_FinancingObligationPaymentsDueYearFive_EF09E9772929604C8F4A459AAFEB88D0" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">2023</link:label>
    <link:label id="lab_penn_FinancingObligationPaymentsDueYearFive_EF09E9772929604C8F4A459AAFEB88D0_label_en-US" xlink:label="lab_penn_FinancingObligationPaymentsDueYearFive_EF09E9772929604C8F4A459AAFEB88D0" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Financing Obligation, Payments, Due Year Five</link:label>
    <link:label id="lab_penn_FinancingObligationPaymentsDueYearFive_EF09E9772929604C8F4A459AAFEB88D0_documentation_en-US" xlink:label="lab_penn_FinancingObligationPaymentsDueYearFive_EF09E9772929604C8F4A459AAFEB88D0" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Financing Obligation, Payments, Due Year Five</link:label>
    <link:loc xlink:href="penn-20190630.xsd#penn_FinancingObligationPaymentsDueYearFive" xlink:label="loc_penn_FinancingObligationPaymentsDueYearFive_EF09E9772929604C8F4A459AAFEB88D0" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_penn_FinancingObligationPaymentsDueYearFive_EF09E9772929604C8F4A459AAFEB88D0" xlink:to="lab_penn_FinancingObligationPaymentsDueYearFive_EF09E9772929604C8F4A459AAFEB88D0" xlink:type="arc" />
    <link:label id="lab_penn_FinancingObligationPaymentsDueAfterYearFive_23A1723200A276C1C430459AAFEB62C2_terseLabel_en-US" xlink:label="lab_penn_FinancingObligationPaymentsDueAfterYearFive_23A1723200A276C1C430459AAFEB62C2" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Thereafter</link:label>
    <link:label id="lab_penn_FinancingObligationPaymentsDueAfterYearFive_23A1723200A276C1C430459AAFEB62C2_label_en-US" xlink:label="lab_penn_FinancingObligationPaymentsDueAfterYearFive_23A1723200A276C1C430459AAFEB62C2" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Financing Obligation, Payments, Due After Year Five</link:label>
    <link:label id="lab_penn_FinancingObligationPaymentsDueAfterYearFive_23A1723200A276C1C430459AAFEB62C2_documentation_en-US" xlink:label="lab_penn_FinancingObligationPaymentsDueAfterYearFive_23A1723200A276C1C430459AAFEB62C2" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Financing Obligation, Payments, Due After Year Five</link:label>
    <link:loc xlink:href="penn-20190630.xsd#penn_FinancingObligationPaymentsDueAfterYearFive" xlink:label="loc_penn_FinancingObligationPaymentsDueAfterYearFive_23A1723200A276C1C430459AAFEB62C2" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_penn_FinancingObligationPaymentsDueAfterYearFive_23A1723200A276C1C430459AAFEB62C2" xlink:to="lab_penn_FinancingObligationPaymentsDueAfterYearFive_23A1723200A276C1C430459AAFEB62C2" xlink:type="arc" />
    <link:label id="lab_penn_FinancingObligationPaymentsDue_64EA8E365C122A2A8961459AAFECC765_totalLabel_en-US" xlink:label="lab_penn_FinancingObligationPaymentsDue_64EA8E365C122A2A8961459AAFECC765" xlink:role="http://www.xbrl.org/2003/role/totalLabel" xlink:type="resource" xml:lang="en-US">Total lease payments</link:label>
    <link:label id="lab_penn_FinancingObligationPaymentsDue_64EA8E365C122A2A8961459AAFECC765_label_en-US" xlink:label="lab_penn_FinancingObligationPaymentsDue_64EA8E365C122A2A8961459AAFECC765" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Financing Obligation, Payments, Due</link:label>
    <link:label id="lab_penn_FinancingObligationPaymentsDue_64EA8E365C122A2A8961459AAFECC765_documentation_en-US" xlink:label="lab_penn_FinancingObligationPaymentsDue_64EA8E365C122A2A8961459AAFECC765" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Financing Obligation, Payments, Due</link:label>
    <link:loc xlink:href="penn-20190630.xsd#penn_FinancingObligationPaymentsDue" xlink:label="loc_penn_FinancingObligationPaymentsDue_64EA8E365C122A2A8961459AAFECC765" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_penn_FinancingObligationPaymentsDue_64EA8E365C122A2A8961459AAFECC765" xlink:to="lab_penn_FinancingObligationPaymentsDue_64EA8E365C122A2A8961459AAFECC765" xlink:type="arc" />
    <link:label id="lab_penn_FinancingObligationUndiscountedExcessAmount_7CC12CC4C7E624F2C0C8459AAFEC64A8_negatedTerseLabel_en-US" xlink:label="lab_penn_FinancingObligationUndiscountedExcessAmount_7CC12CC4C7E624F2C0C8459AAFEC64A8" xlink:role="http://www.xbrl.org/2009/role/negatedTerseLabel" xlink:type="resource" xml:lang="en-US">Less: Amounts representing interest</link:label>
    <link:label id="lab_penn_FinancingObligationUndiscountedExcessAmount_7CC12CC4C7E624F2C0C8459AAFEC64A8_label_en-US" xlink:label="lab_penn_FinancingObligationUndiscountedExcessAmount_7CC12CC4C7E624F2C0C8459AAFEC64A8" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Financing Obligation, Undiscounted Excess Amount</link:label>
    <link:label id="lab_penn_FinancingObligationUndiscountedExcessAmount_7CC12CC4C7E624F2C0C8459AAFEC64A8_documentation_en-US" xlink:label="lab_penn_FinancingObligationUndiscountedExcessAmount_7CC12CC4C7E624F2C0C8459AAFEC64A8" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Financing Obligation, Undiscounted Excess Amount</link:label>
    <link:loc xlink:href="penn-20190630.xsd#penn_FinancingObligationUndiscountedExcessAmount" xlink:label="loc_penn_FinancingObligationUndiscountedExcessAmount_7CC12CC4C7E624F2C0C8459AAFEC64A8" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_penn_FinancingObligationUndiscountedExcessAmount_7CC12CC4C7E624F2C0C8459AAFEC64A8" xlink:to="lab_penn_FinancingObligationUndiscountedExcessAmount_7CC12CC4C7E624F2C0C8459AAFEC64A8" xlink:type="arc" />
    <link:label id="lab_penn_FinancingObligation_F61512525A4230F20EFE459AAFEC3665_totalLabel_en-US" xlink:label="lab_penn_FinancingObligation_F61512525A4230F20EFE459AAFEC3665" xlink:role="http://www.xbrl.org/2003/role/totalLabel" xlink:type="resource" xml:lang="en-US">Present value of future lease payments</link:label>
    <link:label id="lab_penn_FinancingObligation_F61512525A4230F20EFE459AAFEC3665_label_en-US" xlink:label="lab_penn_FinancingObligation_F61512525A4230F20EFE459AAFEC3665" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Financing Obligation</link:label>
    <link:label id="lab_penn_FinancingObligation_F61512525A4230F20EFE459AAFEC3665_documentation_en-US" xlink:label="lab_penn_FinancingObligation_F61512525A4230F20EFE459AAFEC3665" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Financing Obligation</link:label>
    <link:loc xlink:href="penn-20190630.xsd#penn_FinancingObligation" xlink:label="loc_penn_FinancingObligation_F61512525A4230F20EFE459AAFEC3665" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_penn_FinancingObligation_F61512525A4230F20EFE459AAFEC3665" xlink:to="lab_penn_FinancingObligation_F61512525A4230F20EFE459AAFEC3665" xlink:type="arc" />
    <link:label id="lab_penn_FinancingObligationCurrent_CDAD7BED5BB39B8DFFA1459AAFECD160_negatedTerseLabel_en-US" xlink:label="lab_penn_FinancingObligationCurrent_CDAD7BED5BB39B8DFFA1459AAFECD160" xlink:role="http://www.xbrl.org/2009/role/negatedTerseLabel" xlink:type="resource" xml:lang="en-US">Less: Current portion of lease obligations</link:label>
    <link:loc xlink:href="penn-20190630.xsd#penn_FinancingObligationCurrent" xlink:label="loc_penn_FinancingObligationCurrent_CDAD7BED5BB39B8DFFA1459AAFECD160" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_penn_FinancingObligationCurrent_CDAD7BED5BB39B8DFFA1459AAFECD160" xlink:to="lab_penn_FinancingObligationCurrent_CDAD7BED5BB39B8DFFA1459AAFECD160" xlink:type="arc" />
    <link:label id="lab_penn_FinancingObligationNoncurrent_7431E714ACB6C99C2295459AAFEC7338_verboseLabel_en-US" xlink:label="lab_penn_FinancingObligationNoncurrent_7431E714ACB6C99C2295459AAFEC7338" xlink:role="http://www.xbrl.org/2003/role/verboseLabel" xlink:type="resource" xml:lang="en-US">Long-term portion of lease obligations</link:label>
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    <link:label id="lab_penn_LesseeNumberOfOptionsToExtend_6B095C78F6A988B52DEB52A81A6F73EF_terseLabel_en-US" xlink:label="lab_penn_LesseeNumberOfOptionsToExtend_6B095C78F6A988B52DEB52A81A6F73EF" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Number of options to extend lease</link:label>
    <link:label id="lab_penn_LesseeNumberOfOptionsToExtend_6B095C78F6A988B52DEB52A81A6F73EF_label_en-US" xlink:label="lab_penn_LesseeNumberOfOptionsToExtend_6B095C78F6A988B52DEB52A81A6F73EF" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Lessee, Number Of Options To Extend</link:label>
    <link:label id="lab_penn_LesseeNumberOfOptionsToExtend_6B095C78F6A988B52DEB52A81A6F73EF_documentation_en-US" xlink:label="lab_penn_LesseeNumberOfOptionsToExtend_6B095C78F6A988B52DEB52A81A6F73EF" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Lessee, Number Of Options To Extend</link:label>
    <link:loc xlink:href="penn-20190630.xsd#penn_LesseeNumberOfOptionsToExtend" xlink:label="loc_penn_LesseeNumberOfOptionsToExtend_6B095C78F6A988B52DEB52A81A6F73EF" xlink:type="locator" />
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    <link:label id="lab_penn_LesseeRenewalTermOfContract_706E655AFEE808CC563F52A81A6F1795_terseLabel_en-US" xlink:label="lab_penn_LesseeRenewalTermOfContract_706E655AFEE808CC563F52A81A6F1795" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Lease renewal term</link:label>
    <link:label id="lab_penn_LesseeRenewalTermOfContract_706E655AFEE808CC563F52A81A6F1795_label_en-US" xlink:label="lab_penn_LesseeRenewalTermOfContract_706E655AFEE808CC563F52A81A6F1795" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Lessee, Renewal Term Of Contract</link:label>
    <link:label id="lab_penn_LesseeRenewalTermOfContract_706E655AFEE808CC563F52A81A6F1795_documentation_en-US" xlink:label="lab_penn_LesseeRenewalTermOfContract_706E655AFEE808CC563F52A81A6F1795" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Lessee, Renewal Term Of Contract</link:label>
    <link:loc xlink:href="penn-20190630.xsd#penn_LesseeRenewalTermOfContract" xlink:label="loc_penn_LesseeRenewalTermOfContract_706E655AFEE808CC563F52A81A6F1795" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_penn_LesseeRenewalTermOfContract_706E655AFEE808CC563F52A81A6F1795" xlink:to="lab_penn_LesseeRenewalTermOfContract_706E655AFEE808CC563F52A81A6F1795" xlink:type="arc" />
    <link:label id="lab_penn_LesseeExpectedTermOfContractWithRenewals_BA81CB8FA1453065F0C752A81A6FA0C8_terseLabel_en-US" xlink:label="lab_penn_LesseeExpectedTermOfContractWithRenewals_BA81CB8FA1453065F0C752A81A6FA0C8" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Lease - expected term with renewal options</link:label>
    <link:label id="lab_penn_LesseeExpectedTermOfContractWithRenewals_BA81CB8FA1453065F0C752A81A6FA0C8_label_en-US" xlink:label="lab_penn_LesseeExpectedTermOfContractWithRenewals_BA81CB8FA1453065F0C752A81A6FA0C8" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Lessee, Expected Term Of Contract With Renewals</link:label>
    <link:label id="lab_penn_LesseeExpectedTermOfContractWithRenewals_BA81CB8FA1453065F0C752A81A6FA0C8_documentation_en-US" xlink:label="lab_penn_LesseeExpectedTermOfContractWithRenewals_BA81CB8FA1453065F0C752A81A6FA0C8" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Lessee, Expected Term Of Contract With Renewals</link:label>
    <link:loc xlink:href="penn-20190630.xsd#penn_LesseeExpectedTermOfContractWithRenewals" xlink:label="loc_penn_LesseeExpectedTermOfContractWithRenewals_BA81CB8FA1453065F0C752A81A6FA0C8" xlink:type="locator" />
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    <link:label id="lab_penn_LesseeAnnualEscalatorPercentageinFixedComponentofRentStructureifRentCoverageRatioThresholdsareMet_8896B3554A8B270961AE52A81A6F1206_terseLabel_en-US" xlink:label="lab_penn_LesseeAnnualEscalatorPercentageinFixedComponentofRentStructureifRentCoverageRatioThresholdsareMet_8896B3554A8B270961AE52A81A6F1206" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Adjusted annual escalator percentage</link:label>
    <link:label id="lab_penn_LesseeAnnualEscalatorPercentageinFixedComponentofRentStructureifRentCoverageRatioThresholdsareMet_8896B3554A8B270961AE52A81A6F1206_label_en-US" xlink:label="lab_penn_LesseeAnnualEscalatorPercentageinFixedComponentofRentStructureifRentCoverageRatioThresholdsareMet_8896B3554A8B270961AE52A81A6F1206" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Lessee, Annual Escalator Percentage in Fixed Component of Rent Structure if Rent Coverage Ratio Thresholds are Met</link:label>
    <link:label id="lab_penn_LesseeAnnualEscalatorPercentageinFixedComponentofRentStructureifRentCoverageRatioThresholdsareMet_8896B3554A8B270961AE52A81A6F1206_documentation_en-US" xlink:label="lab_penn_LesseeAnnualEscalatorPercentageinFixedComponentofRentStructureifRentCoverageRatioThresholdsareMet_8896B3554A8B270961AE52A81A6F1206" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Lessee, Annual Escalator Percentage in Fixed Component of Rent Structure if Rent Coverage Ratio Thresholds are Met</link:label>
    <link:loc xlink:href="penn-20190630.xsd#penn_LesseeAnnualEscalatorPercentageinFixedComponentofRentStructureifRentCoverageRatioThresholdsareMet" xlink:label="loc_penn_LesseeAnnualEscalatorPercentageinFixedComponentofRentStructureifRentCoverageRatioThresholdsareMet_8896B3554A8B270961AE52A81A6F1206" xlink:type="locator" />
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    <link:label id="lab_penn_LesseeAdjustedRevenuetoRentRatio_6A789F15CFBA5046C39D52A81A6F683C_terseLabel_en-US" xlink:label="lab_penn_LesseeAdjustedRevenuetoRentRatio_6A789F15CFBA5046C39D52A81A6F683C" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Adjusted revenue to rent ratio</link:label>
    <link:label id="lab_penn_LesseeAdjustedRevenuetoRentRatio_6A789F15CFBA5046C39D52A81A6F683C_label_en-US" xlink:label="lab_penn_LesseeAdjustedRevenuetoRentRatio_6A789F15CFBA5046C39D52A81A6F683C" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Lessee, Adjusted Revenue to Rent Ratio</link:label>
    <link:label id="lab_penn_LesseeAdjustedRevenuetoRentRatio_6A789F15CFBA5046C39D52A81A6F683C_documentation_en-US" xlink:label="lab_penn_LesseeAdjustedRevenuetoRentRatio_6A789F15CFBA5046C39D52A81A6F683C" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Lessee, Adjusted Revenue to Rent Ratio</link:label>
    <link:loc xlink:href="penn-20190630.xsd#penn_LesseeAdjustedRevenuetoRentRatio" xlink:label="loc_penn_LesseeAdjustedRevenuetoRentRatio_6A789F15CFBA5046C39D52A81A6F683C" xlink:type="locator" />
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    <link:label id="lab_penn_LesseePeriodOverwhichPerformanceComponentAdjusted_B1437BF630497178AF7652A81A6FA804_terseLabel_en-US" xlink:label="lab_penn_LesseePeriodOverwhichPerformanceComponentAdjusted_B1437BF630497178AF7652A81A6FA804" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Period over which fixed component is adjusted</link:label>
    <link:label id="lab_penn_LesseePeriodOverwhichPerformanceComponentAdjusted_B1437BF630497178AF7652A81A6FA804_label_en-US" xlink:label="lab_penn_LesseePeriodOverwhichPerformanceComponentAdjusted_B1437BF630497178AF7652A81A6FA804" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Lessee, Period Over which Performance Component Adjusted</link:label>
    <link:label id="lab_penn_LesseePeriodOverwhichPerformanceComponentAdjusted_B1437BF630497178AF7652A81A6FA804_documentation_en-US" xlink:label="lab_penn_LesseePeriodOverwhichPerformanceComponentAdjusted_B1437BF630497178AF7652A81A6FA804" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Lessee, Period Over which Performance Component Adjusted</link:label>
    <link:loc xlink:href="penn-20190630.xsd#penn_LesseePeriodOverwhichPerformanceComponentAdjusted" xlink:label="loc_penn_LesseePeriodOverwhichPerformanceComponentAdjusted_B1437BF630497178AF7652A81A6FA804" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_penn_LesseePeriodOverwhichPerformanceComponentAdjusted_B1437BF630497178AF7652A81A6FA804" xlink:to="lab_penn_LesseePeriodOverwhichPerformanceComponentAdjusted_B1437BF630497178AF7652A81A6FA804" xlink:type="arc" />
    <link:label id="lab_penn_LesseeComponentAdjustmentasPercentageofAverageChangetoNetRevenuesDuringThePrecedingFiveYears_98B640574C484DB4576D52A81A6F10E4_terseLabel_en-US" xlink:label="lab_penn_LesseeComponentAdjustmentasPercentageofAverageChangetoNetRevenuesDuringThePrecedingFiveYears_98B640574C484DB4576D52A81A6F10E4" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Adjustment to fixed component as percentage of the average change to net revenues during the preceding five years</link:label>
    <link:label id="lab_penn_LesseeComponentAdjustmentasPercentageofAverageChangetoNetRevenuesDuringThePrecedingFiveYears_98B640574C484DB4576D52A81A6F10E4_label_en-US" xlink:label="lab_penn_LesseeComponentAdjustmentasPercentageofAverageChangetoNetRevenuesDuringThePrecedingFiveYears_98B640574C484DB4576D52A81A6F10E4" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Lessee, Component Adjustment as Percentage of Average Change to Net Revenues During The Preceding Five Years</link:label>
    <link:label id="lab_penn_LesseeComponentAdjustmentasPercentageofAverageChangetoNetRevenuesDuringThePrecedingFiveYears_98B640574C484DB4576D52A81A6F10E4_documentation_en-US" xlink:label="lab_penn_LesseeComponentAdjustmentasPercentageofAverageChangetoNetRevenuesDuringThePrecedingFiveYears_98B640574C484DB4576D52A81A6F10E4" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Lessee, Component Adjustment as Percentage of Average Change to Net Revenues During The Preceding Five Years</link:label>
    <link:loc xlink:href="penn-20190630.xsd#penn_LesseeComponentAdjustmentasPercentageofAverageChangetoNetRevenuesDuringThePrecedingFiveYears" xlink:label="loc_penn_LesseeComponentAdjustmentasPercentageofAverageChangetoNetRevenuesDuringThePrecedingFiveYears_98B640574C484DB4576D52A81A6F10E4" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_penn_LesseeComponentAdjustmentasPercentageofAverageChangetoNetRevenuesDuringThePrecedingFiveYears_98B640574C484DB4576D52A81A6F10E4" xlink:to="lab_penn_LesseeComponentAdjustmentasPercentageofAverageChangetoNetRevenuesDuringThePrecedingFiveYears_98B640574C484DB4576D52A81A6F10E4" xlink:type="arc" />
    <link:label id="lab_penn_LesseeComponentAdjustmentasPercentageofAverageChangetoNetRevenuesDuringPrecedingMonth_3DEC5AF712C622056FEF52A81A6F866A_terseLabel_en-US" xlink:label="lab_penn_LesseeComponentAdjustmentasPercentageofAverageChangetoNetRevenuesDuringPrecedingMonth_3DEC5AF712C622056FEF52A81A6F866A" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Adjustment to fixed component as percentage of the average change to net revenues during preceding month</link:label>
    <link:label id="lab_penn_LesseeComponentAdjustmentasPercentageofAverageChangetoNetRevenuesDuringPrecedingMonth_3DEC5AF712C622056FEF52A81A6F866A_label_en-US" xlink:label="lab_penn_LesseeComponentAdjustmentasPercentageofAverageChangetoNetRevenuesDuringPrecedingMonth_3DEC5AF712C622056FEF52A81A6F866A" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Lessee, Component Adjustment as Percentage of Average Change to Net Revenues During Preceding Month</link:label>
    <link:label id="lab_penn_LesseeComponentAdjustmentasPercentageofAverageChangetoNetRevenuesDuringPrecedingMonth_3DEC5AF712C622056FEF52A81A6F866A_documentation_en-US" xlink:label="lab_penn_LesseeComponentAdjustmentasPercentageofAverageChangetoNetRevenuesDuringPrecedingMonth_3DEC5AF712C622056FEF52A81A6F866A" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Lessee, Component Adjustment as Percentage of Average Change to Net Revenues During Preceding Month</link:label>
    <link:loc xlink:href="penn-20190630.xsd#penn_LesseeComponentAdjustmentasPercentageofAverageChangetoNetRevenuesDuringPrecedingMonth" xlink:label="loc_penn_LesseeComponentAdjustmentasPercentageofAverageChangetoNetRevenuesDuringPrecedingMonth_3DEC5AF712C622056FEF52A81A6F866A" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_penn_LesseeComponentAdjustmentasPercentageofAverageChangetoNetRevenuesDuringPrecedingMonth_3DEC5AF712C622056FEF52A81A6F866A" xlink:to="lab_penn_LesseeComponentAdjustmentasPercentageofAverageChangetoNetRevenuesDuringPrecedingMonth_3DEC5AF712C622056FEF52A81A6F866A" xlink:type="arc" />
    <link:label id="lab_penn_LesseeRemainingTermofContract_11F751D452153F3F05F952A81A6F9641_terseLabel_en-US" xlink:label="lab_penn_LesseeRemainingTermofContract_11F751D452153F3F05F952A81A6F9641" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Remaining lease term</link:label>
    <link:label id="lab_penn_LesseeRemainingTermofContract_11F751D452153F3F05F952A81A6F9641_label_en-US" xlink:label="lab_penn_LesseeRemainingTermofContract_11F751D452153F3F05F952A81A6F9641" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Lessee, Remaining Term of Contract</link:label>
    <link:label id="lab_penn_LesseeRemainingTermofContract_11F751D452153F3F05F952A81A6F9641_documentation_en-US" xlink:label="lab_penn_LesseeRemainingTermofContract_11F751D452153F3F05F952A81A6F9641" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Lessee, Remaining Term of Contract</link:label>
    <link:loc xlink:href="penn-20190630.xsd#penn_LesseeRemainingTermofContract" xlink:label="loc_penn_LesseeRemainingTermofContract_11F751D452153F3F05F952A81A6F9641" xlink:type="locator" />
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    <link:label id="lab_penn_LesseeInitialTermOfContract_D509838F16BE8597F9AD52A81A6FBCCA_terseLabel_en-US" xlink:label="lab_penn_LesseeInitialTermOfContract_D509838F16BE8597F9AD52A81A6FBCCA" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Initial lease term</link:label>
    <link:label id="lab_penn_LesseeInitialTermOfContract_D509838F16BE8597F9AD52A81A6FBCCA_label_en-US" xlink:label="lab_penn_LesseeInitialTermOfContract_D509838F16BE8597F9AD52A81A6FBCCA" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Lessee, Initial Term Of Contract</link:label>
    <link:label id="lab_penn_LesseeInitialTermOfContract_D509838F16BE8597F9AD52A81A6FBCCA_documentation_en-US" xlink:label="lab_penn_LesseeInitialTermOfContract_D509838F16BE8597F9AD52A81A6FBCCA" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Lessee, Initial Term Of Contract</link:label>
    <link:loc xlink:href="penn-20190630.xsd#penn_LesseeInitialTermOfContract" xlink:label="loc_penn_LesseeInitialTermOfContract_D509838F16BE8597F9AD52A81A6FBCCA" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_penn_LesseeInitialTermOfContract_D509838F16BE8597F9AD52A81A6FBCCA" xlink:to="lab_penn_LesseeInitialTermOfContract_D509838F16BE8597F9AD52A81A6FBCCA" xlink:type="arc" />
    <link:label id="lab_penn_LesseeFinanceLeaseAnnualEscalatorPercentageinFixedComponentofRentStructureifRentCoverageRatioThresholdsareMet_9CCF2C1FE00E3466820052A81A6F4F9A_terseLabel_en-US" xlink:label="lab_penn_LesseeFinanceLeaseAnnualEscalatorPercentageinFixedComponentofRentStructureifRentCoverageRatioThresholdsareMet_9CCF2C1FE00E3466820052A81A6F4F9A" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Annual escalator percentage - up to</link:label>
    <link:label id="lab_penn_LesseeFinanceLeaseAnnualEscalatorPercentageinFixedComponentofRentStructureifRentCoverageRatioThresholdsareMet_9CCF2C1FE00E3466820052A81A6F4F9A_label_en-US" xlink:label="lab_penn_LesseeFinanceLeaseAnnualEscalatorPercentageinFixedComponentofRentStructureifRentCoverageRatioThresholdsareMet_9CCF2C1FE00E3466820052A81A6F4F9A" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Lessee, Finance Lease, Annual Escalator Percentage in Fixed Component of Rent Structure if Rent Coverage Ratio Thresholds are Met</link:label>
    <link:label id="lab_penn_LesseeFinanceLeaseAnnualEscalatorPercentageinFixedComponentofRentStructureifRentCoverageRatioThresholdsareMet_9CCF2C1FE00E3466820052A81A6F4F9A_documentation_en-US" xlink:label="lab_penn_LesseeFinanceLeaseAnnualEscalatorPercentageinFixedComponentofRentStructureifRentCoverageRatioThresholdsareMet_9CCF2C1FE00E3466820052A81A6F4F9A" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Represents the percentage of annual escalator in fixed component of rent structure, if certain rent coverage ratio thresholds are met under the Master Lease.</link:label>
    <link:loc xlink:href="penn-20190630.xsd#penn_LesseeFinanceLeaseAnnualEscalatorPercentageinFixedComponentofRentStructureifRentCoverageRatioThresholdsareMet" xlink:label="loc_penn_LesseeFinanceLeaseAnnualEscalatorPercentageinFixedComponentofRentStructureifRentCoverageRatioThresholdsareMet_9CCF2C1FE00E3466820052A81A6F4F9A" xlink:type="locator" />
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    <link:label id="lab_penn_LesseeFinanceLeaseAdjustedRevenuetoRentRatio_660292151ABD5BB91EF752A81A6F70EC_terseLabel_en-US" xlink:label="lab_penn_LesseeFinanceLeaseAdjustedRevenuetoRentRatio_660292151ABD5BB91EF752A81A6F70EC" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Adjusted Revenue to Rent Ratio, as defined</link:label>
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    <link:label id="lab_penn_JackpotNevadaMember_0A224FE511A3C4A3D1A9E1FAF8C098BA_terseLabel_en-US" xlink:label="lab_penn_JackpotNevadaMember_0A224FE511A3C4A3D1A9E1FAF8C098BA" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Jackpot, Nevada</link:label>
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    <link:label id="lab_penn_KansasEntertainmentLLCMember_616D09BFF62D954AC802E1FAF8C06B3D_terseLabel_en-US" xlink:label="lab_penn_KansasEntertainmentLLCMember_616D09BFF62D954AC802E1FAF8C06B3D" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Kansas Entertainment</link:label>
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    <link:label id="lab_us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseYearThree_17AEDBC35A50062EAF74E1FAFA3AB577_terseLabel_en-US" xlink:label="lab_us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseYearThree_17AEDBC35A50062EAF74E1FAFA3AB577" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">2021</link:label>
    <link:label id="lab_us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseYearThree_17AEDBC35A50062EAF74E1FAFA3AB577_label_en-US" xlink:label="lab_us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseYearThree_17AEDBC35A50062EAF74E1FAFA3AB577" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Finite-Lived Intangible Assets, Amortization Expense, Year Three</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseYearThree" xlink:label="loc_us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseYearThree_17AEDBC35A50062EAF74E1FAFA3AB577" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseYearThree_17AEDBC35A50062EAF74E1FAFA3AB577" xlink:to="lab_us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseYearThree_17AEDBC35A50062EAF74E1FAFA3AB577" xlink:type="arc" />
    <link:label id="lab_us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseYearFour_937AE78BF2A4DDCFB76CE1FAFA3A1616_terseLabel_en-US" xlink:label="lab_us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseYearFour_937AE78BF2A4DDCFB76CE1FAFA3A1616" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">2022</link:label>
    <link:label id="lab_us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseYearFour_937AE78BF2A4DDCFB76CE1FAFA3A1616_label_en-US" xlink:label="lab_us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseYearFour_937AE78BF2A4DDCFB76CE1FAFA3A1616" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Finite-Lived Intangible Assets, Amortization Expense, Year Four</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseYearFour" xlink:label="loc_us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseYearFour_937AE78BF2A4DDCFB76CE1FAFA3A1616" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseYearFour_937AE78BF2A4DDCFB76CE1FAFA3A1616" xlink:to="lab_us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseYearFour_937AE78BF2A4DDCFB76CE1FAFA3A1616" xlink:type="arc" />
    <link:label id="lab_us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseYearFive_25AA7609D40433B9F0FDE1FAFA3A84E2_terseLabel_en-US" xlink:label="lab_us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseYearFive_25AA7609D40433B9F0FDE1FAFA3A84E2" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">2023</link:label>
    <link:label id="lab_us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseYearFive_25AA7609D40433B9F0FDE1FAFA3A84E2_label_en-US" xlink:label="lab_us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseYearFive_25AA7609D40433B9F0FDE1FAFA3A84E2" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Finite-Lived Intangible Assets, Amortization Expense, Year Five</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseYearFive" xlink:label="loc_us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseYearFive_25AA7609D40433B9F0FDE1FAFA3A84E2" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseYearFive_25AA7609D40433B9F0FDE1FAFA3A84E2" xlink:to="lab_us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseYearFive_25AA7609D40433B9F0FDE1FAFA3A84E2" xlink:type="arc" />
    <link:label id="lab_us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseAfterYearFive_A3F12AA39ADD8026F3E1E1FAFA3A8151_terseLabel_en-US" xlink:label="lab_us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseAfterYearFive_A3F12AA39ADD8026F3E1E1FAFA3A8151" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Thereafter</link:label>
    <link:label id="lab_us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseAfterYearFive_A3F12AA39ADD8026F3E1E1FAFA3A8151_label_en-US" xlink:label="lab_us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseAfterYearFive_A3F12AA39ADD8026F3E1E1FAFA3A8151" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Finite-Lived Intangible Assets, Amortization Expense, after Year Five</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseAfterYearFive" xlink:label="loc_us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseAfterYearFive_A3F12AA39ADD8026F3E1E1FAFA3A8151" xlink:type="locator" />
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    <link:label id="lab_penn_LesseeLeaseCostTable_9D1DC71E79280F738262459AB0021119_terseLabel_en-US" xlink:label="lab_penn_LesseeLeaseCostTable_9D1DC71E79280F738262459AB0021119" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Lessee, Lease, Cost [Table]</link:label>
    <link:label id="lab_penn_LesseeLeaseCostTable_9D1DC71E79280F738262459AB0021119_label_en-US" xlink:label="lab_penn_LesseeLeaseCostTable_9D1DC71E79280F738262459AB0021119" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Lessee, Lease, Cost [Table]</link:label>
    <link:label id="lab_penn_LesseeLeaseCostTable_9D1DC71E79280F738262459AB0021119_documentation_en-US" xlink:label="lab_penn_LesseeLeaseCostTable_9D1DC71E79280F738262459AB0021119" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Lessee, Lease, Cost [Table]</link:label>
    <link:loc xlink:href="penn-20190630.xsd#penn_LesseeLeaseCostTable" xlink:label="loc_penn_LesseeLeaseCostTable_9D1DC71E79280F738262459AB0021119" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_penn_LesseeLeaseCostTable_9D1DC71E79280F738262459AB0021119" xlink:to="lab_penn_LesseeLeaseCostTable_9D1DC71E79280F738262459AB0021119" xlink:type="arc" />
    <link:label id="lab_us-gaap_CostOfGoodsTotalMember_253169868BD40ADA7858459AB0038097_terseLabel_en-US" xlink:label="lab_us-gaap_CostOfGoodsTotalMember_253169868BD40ADA7858459AB0038097" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Cost of revenue</link:label>
    <link:label id="lab_us-gaap_CostOfGoodsTotalMember_253169868BD40ADA7858459AB0038097_label_en-US" xlink:label="lab_us-gaap_CostOfGoodsTotalMember_253169868BD40ADA7858459AB0038097" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Cost of Goods and Service Benchmark [Member]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_CostOfGoodsTotalMember" xlink:label="loc_us-gaap_CostOfGoodsTotalMember_253169868BD40ADA7858459AB0038097" xlink:type="locator" />
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    <link:label id="lab_us-gaap_GeneralAndAdministrativeExpenseMember_3F92FA45B8DD3FF0C146459AB00392D3_verboseLabel_en-US" xlink:label="lab_us-gaap_GeneralAndAdministrativeExpenseMember_3F92FA45B8DD3FF0C146459AB00392D3" xlink:role="http://www.xbrl.org/2003/role/verboseLabel" xlink:type="resource" xml:lang="en-US">General and administrative</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_GeneralAndAdministrativeExpenseMember" xlink:label="loc_us-gaap_GeneralAndAdministrativeExpenseMember_3F92FA45B8DD3FF0C146459AB00392D3" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_us-gaap_GeneralAndAdministrativeExpenseMember_3F92FA45B8DD3FF0C146459AB00392D3" xlink:to="lab_us-gaap_GeneralAndAdministrativeExpenseMember_3F92FA45B8DD3FF0C146459AB00392D3" xlink:type="arc" />
    <link:label id="lab_penn_DepreciationAndAmortizationExpenseMember_7E98ED01AAE9C946AB0F459AB004A2F1_terseLabel_en-US" xlink:label="lab_penn_DepreciationAndAmortizationExpenseMember_7E98ED01AAE9C946AB0F459AB004A2F1" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Depreciation and amortization</link:label>
    <link:label id="lab_penn_DepreciationAndAmortizationExpenseMember_7E98ED01AAE9C946AB0F459AB004A2F1_label_en-US" xlink:label="lab_penn_DepreciationAndAmortizationExpenseMember_7E98ED01AAE9C946AB0F459AB004A2F1" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Depreciation And Amortization Expense [Member]</link:label>
    <link:label id="lab_penn_DepreciationAndAmortizationExpenseMember_7E98ED01AAE9C946AB0F459AB004A2F1_documentation_en-US" xlink:label="lab_penn_DepreciationAndAmortizationExpenseMember_7E98ED01AAE9C946AB0F459AB004A2F1" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Depreciation And Amortization Expense [Member]</link:label>
    <link:loc xlink:href="penn-20190630.xsd#penn_DepreciationAndAmortizationExpenseMember" xlink:label="loc_penn_DepreciationAndAmortizationExpenseMember_7E98ED01AAE9C946AB0F459AB004A2F1" xlink:type="locator" />
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    <link:label id="lab_penn_FoodBeverageHotelAndOtherMember_A8881F25BB24CD10906D459AB0048B45_terseLabel_en-US" xlink:label="lab_penn_FoodBeverageHotelAndOtherMember_A8881F25BB24CD10906D459AB0048B45" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Food, beverage, hotel and other</link:label>
    <link:label id="lab_penn_FoodBeverageHotelAndOtherMember_A8881F25BB24CD10906D459AB0048B45_label_en-US" xlink:label="lab_penn_FoodBeverageHotelAndOtherMember_A8881F25BB24CD10906D459AB0048B45" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Food Beverage Hotel And Other [Member]</link:label>
    <link:label id="lab_penn_FoodBeverageHotelAndOtherMember_A8881F25BB24CD10906D459AB0048B45_documentation_en-US" xlink:label="lab_penn_FoodBeverageHotelAndOtherMember_A8881F25BB24CD10906D459AB0048B45" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Represents the revenue and expense pertaining to food, beverage, hotel and other.</link:label>
    <link:loc xlink:href="penn-20190630.xsd#penn_FoodBeverageHotelAndOtherMember" xlink:label="loc_penn_FoodBeverageHotelAndOtherMember_A8881F25BB24CD10906D459AB0048B45" xlink:type="locator" />
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    <link:label id="lab_penn_LesseeLeaseCostLineItems_BDA1B29711EB1BBF579C459AB005AFBD_terseLabel_en-US" xlink:label="lab_penn_LesseeLeaseCostLineItems_BDA1B29711EB1BBF579C459AB005AFBD" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Lessee, Lease, Cost [Line Items]</link:label>
    <link:label id="lab_penn_LesseeLeaseCostLineItems_BDA1B29711EB1BBF579C459AB005AFBD_label_en-US" xlink:label="lab_penn_LesseeLeaseCostLineItems_BDA1B29711EB1BBF579C459AB005AFBD" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Lessee, Lease, Cost [Line Items]</link:label>
    <link:label id="lab_penn_LesseeLeaseCostLineItems_BDA1B29711EB1BBF579C459AB005AFBD_documentation_en-US" xlink:label="lab_penn_LesseeLeaseCostLineItems_BDA1B29711EB1BBF579C459AB005AFBD" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">[Line Items] for Lessee, Lease, Cost [Table]</link:label>
    <link:loc xlink:href="penn-20190630.xsd#penn_LesseeLeaseCostLineItems" xlink:label="loc_penn_LesseeLeaseCostLineItems_BDA1B29711EB1BBF579C459AB005AFBD" xlink:type="locator" />
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    <link:label id="lab_penn_OperatingLeaseCostAbstract_11A370CF233A84A8BDA7459AB00528F0_terseLabel_en-US" xlink:label="lab_penn_OperatingLeaseCostAbstract_11A370CF233A84A8BDA7459AB00528F0" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Operating Lease Costs</link:label>
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    <link:label id="lab_penn_OperatingLeaseCostAbstract_11A370CF233A84A8BDA7459AB00528F0_documentation_en-US" xlink:label="lab_penn_OperatingLeaseCostAbstract_11A370CF233A84A8BDA7459AB00528F0" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Operating Lease, Cost [Abstract]</link:label>
    <link:loc xlink:href="penn-20190630.xsd#penn_OperatingLeaseCostAbstract" xlink:label="loc_penn_OperatingLeaseCostAbstract_11A370CF233A84A8BDA7459AB00528F0" xlink:type="locator" />
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    <link:label id="lab_penn_OperatingLeaseBaseRentExpense_1643E162D6A10227D323459AB005F949_terseLabel_en-US" xlink:label="lab_penn_OperatingLeaseBaseRentExpense_1643E162D6A10227D323459AB005F949" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Rent expense associated with triple net leases classified as operating leases</link:label>
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    <link:label id="lab_penn_OperatingLeaseBaseRentExpense_1643E162D6A10227D323459AB005F949_documentation_en-US" xlink:label="lab_penn_OperatingLeaseBaseRentExpense_1643E162D6A10227D323459AB005F949" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Operating Lease, Base Rent Expense</link:label>
    <link:loc xlink:href="penn-20190630.xsd#penn_OperatingLeaseBaseRentExpense" xlink:label="loc_penn_OperatingLeaseBaseRentExpense_1643E162D6A10227D323459AB005F949" xlink:type="locator" />
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    <link:label id="lab_us-gaap_OperatingLeaseCost_A625533EE056EB4B4E04459AB0059D91_terseLabel_en-US" xlink:label="lab_us-gaap_OperatingLeaseCost_A625533EE056EB4B4E04459AB0059D91" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Operating lease cost</link:label>
    <link:label id="lab_us-gaap_OperatingLeaseCost_A625533EE056EB4B4E04459AB0059D91_label_en-US" xlink:label="lab_us-gaap_OperatingLeaseCost_A625533EE056EB4B4E04459AB0059D91" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Operating Lease, Cost</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_OperatingLeaseCost" xlink:label="loc_us-gaap_OperatingLeaseCost_A625533EE056EB4B4E04459AB0059D91" xlink:type="locator" />
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    <link:label id="lab_us-gaap_ShortTermLeaseCost_23B49799B3982FBF3C91459AB00BECCF_terseLabel_en-US" xlink:label="lab_us-gaap_ShortTermLeaseCost_23B49799B3982FBF3C91459AB00BECCF" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Short-term lease cost</link:label>
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    <link:label id="lab_us-gaap_GainOnBusinessInterruptionInsuranceRecovery_50377ABFC7A8CFB5AA4F459AAD7643E8_terseLabel_en-US" xlink:label="lab_us-gaap_GainOnBusinessInterruptionInsuranceRecovery_50377ABFC7A8CFB5AA4F459AAD7643E8" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Insurance recoveries, net of deductible charges</link:label>
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    <link:label id="lab_penn_UnconsolidatedNonoperatingExpenseJointVenture_2742CC81E95524AF5BE3459AAD765F16_negatedTerseLabel_en-US" xlink:label="lab_penn_UnconsolidatedNonoperatingExpenseJointVenture_2742CC81E95524AF5BE3459AAD765F16" xlink:role="http://www.xbrl.org/2009/role/negatedTerseLabel" xlink:type="resource" xml:lang="en-US">Non-operating items for Kansas JV</link:label>
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