Document:

secamdex

							EXHIBIT 4.13B

SECOND AMENDMENT TO LOAN AGREEMENT

	THIS SECOND AMENDMENT TO LOAN AGREEMENT (this "Amendment") is made as
of the 31st day of October, 2000, by and between ASSOCIATED ESTATES REALTY
CORPORATION, an Ohio corporation having an address at 5025 Swetland Court, Cleveland,
Ohio  44143 ("Borrower") and NATIONAL CITY BANK, a national banking association having
an address at National City Center, 1900 East Ninth Street, Cleveland, Ohio  44114-3484 (the
"Bank").

RECITALS

	A.	Borrower and the Bank are parties to a Loan Agreement, originally dated
November 15, 1999, amended by First Amendment to Loan Agreement, dated as of May 12,
2000 (as so amended, the "Loan Agreement"), pursuant to which the Bank agreed to make
funds available to Borrower in the amounts and on the terms and conditions set forth therein.

	B.	Borrower's obligations under the Loan Agreement are (i) evidenced by
Borrower's substitute promissory note in favor of the Bank (the "Note"), dated May 12, 2000, in
a principal amount not to exceed Twenty Million Dollars ($20,000,000); and (ii) secured by
certain mortgages, assignments or rents and leases and other documents, instruments and
agreements executed and delivered by Borrower in favor of the Bank in accordance with the
requirements of the Loan Agreement, including but not limited to an Assignment of Loan
Documents, executed and delivered by Borrower in favor of the Bank, also dated as of May 12,
2000, and filed for record on May 24, 2000, as Recorder's Instrument Number 200005240838
in the real property records of Cuyahoga County, Ohio.  Such Assignment of Loan Documents
is referred to herein as the "Assignment"; the Assignment, the Note, the Loan Agreement and
the other documents, instruments and agreements evidencing or securing Borrower's
obligations under the Loan Agreement are collectively referred to as the "Existing Loan
Documents").

	C.	Borrower has requested that the Bank extend the maturity date of the Note until
October 31, 2001 and Borrower and the Bank have agreed to reduce the maximum of
borrowings which may be available to Borrower to an amount not to exceed Twelve Million
Dollars ($12,000,000).

	NOW, THEREFORE, for Ten Dollars ($10.00) and other valuable consideration, the
receipt and sufficiency of which is hereby acknowledged, Borrower and the Bank agree as
follows:

	1.	Certain Defined Terms.  Capitalized terms which are used but are not defined
herein shall have the meanings ascribed to such terms in the Loan Agreement.

	2.	Specific Amendments to the Loan Agreement.  Borrower and the Bank agree
that the Loan Agreement shall be amended, effective as of the date hereof (the "Effective
Date") in the following specific respects:

		(a)	Section 2 of the Loan Agreement is amended by deleting therefrom the
phrase "the aggregate principal amount of which shall not, under any circumstances, exceed
Twenty Million  Dollars ($20,000,000)" and by substituting the following phrase therefor:

			"the aggregate principal amount of which shall not, under any
circumstances, exceed Twelve Million Dollars ($12,000,000)".

		(b)	The definition of "Termination Date" is hereby amended in its entirety to
read as follows:

			"Termination Date" means the earlier of (i) October 31, 2001; or (ii) the
date on which the entire principal balance of the indebtedness evidenced
by the Note shall become due pursuant to the provisions hereof (whether
by acceleration or otherwise).

	3.	Conditions to Amendment.  The amendment to the Loan Agreement
contemplated by this Amendment is subject to the satisfaction of all of the following conditions
precedent:

	(a)	Absence of Default.  No Event of Default or event which, with the passage of
time or the giving of notice, or both, might mature into an Event of Default, shall have occurred
and be continuing under the Loan Agreement or any other Existing Loan Document.

	(b)	Warranties.  The representations and warranties of Borrower under the Loan
Agreement and the other existing Loan Documents shall be true and correct in all material
respects on and as of the Effective Date.

	(c)        Other Actions.  The Borrower shall take such other actions and deliver to the
Bank such other documents, certificates and instruments as the Bank may reasonably request
to carry out the intent of this Amendment.

	(d)	Legality of Transactions.  It shall not be unlawful (i) for the Bank to perform any
of its obligations hereunder, or (ii) for the Borrower to perform any of its obligations hereunder
or under any other Existing Loan Document.

	(e)	Proceedings and Documents.  All corporate, governmental and other
proceedings in connection with the transactions contemplated hereby and by the other Existing
Loan Documents, and all documents and instruments incidental thereto, shall be completed and
in full force and effect, and the Bank shall have received such original or certified copies of such
instruments as the Bank may reasonably require.

	4.	Ratification.  Borrower warrants and represents to the Bank that (a) immediately
prior to the Effective Date, the Loan Agreement and each other Existing Loan Document is in
full force and effect and has not been modified, amended or supplemented; and (b) there are
no offsets or defenses to any of Borrower's obligations under the Loan Agreement or the other
Existing Loan Documents, and no counterclaims which might affect any such obligations.
Borrower hereby ratifies and affirms the Loan Agreement (as the same is amended hereby) and
ratifies and affirms each of the Existing Loan Documents.

	5.	Miscellaneous.

	(a)	Expenses; Indemnity.  The Borrower agrees to pay all out-of-pocket expenses of
the Bank in connection with the preparation, execution and delivery of this Amendment or with
the closing of the transactions described herein.

	(b)	Severability.  Any provision of this Amendment or any of the other Loan
Documents which is determined by a court of competent jurisdiction to be invalid or
unenforceable shall be ineffective to the extent of determination without invalidating the
remaining portions hereof or affecting the validity or enforceability of such provision in any other
jurisdiction.

	(c)	Successors.  This instrument shall be binding upon and inure tot he benefit of
Borrower and the Bank and their respective successors and assigns.  Borrower shall not assign
its rights or delegate its duties hereunder without the prior written consent of the Bank.

	(d)	Counterparts.  This instrument may be executed in any number of counterparts,
and signature pages from any counterpart may be attached to any other.  All such counterparts
shall together constitute a single agreement.  In making proof of this Amendment, it shall not be
necessary to produce or account for more than one counterpart hereof signed by each of the
parties hereto.

	IN WITNESS WHEREOF, the parties hereto have caused this Amendment to be
executed by their respective officers thereunto duly authorized as of the date first above written.

							NATIONAL CITY BANK

							By: /s/ Gary L. Wimer		

							Printed Name:  Gary L. Wimer

							Title:  Senior Vice President

(signatures continue on following page)

					ASSOCIATED ESTATES REALTY CORPORATION

					By:  /s/ Jeffrey I. Friedman			

					Printed Name:  Jeffrey I. Friedman

					Title:  Chief Executive Officer

C:\200010k\secamdex.wpd

AMENDED AND RESTATED SUBSTITUTE PROMISSORY NOTE

$12,000,000	October 31, 2000

	Cleveland, Ohio

	THIS AMENDED AND RESTATED SUBSTITUTE PROMISSORY NOTE ("Note") is made as of
the date hereof by ASSOCIATED ESTATES REALTY CORPORATION (the "Borrower") to the order of
NATIONAL CITY BANK (hereinafter, together with its permitted successors and assigns, called the
"Bank").

	This Note has been executed and delivered pursuant to a certain Second Amendment to Loan
Agreement dated of even date herewith, by and between Borrower and the Bank (as so amended, the
"Loan Agreement"), and is subject to the terms and conditions of the Loan Agreement, including without
limitation those which pertain to the Bank's right to accelerate the maturity of the indebtedness
evidenced hereby upon the terms provided therein.  All capitalized terms used herein and not otherwise
defined shall have the meanings assigned to them in the Loan Agreement.

	Borrower, for value received, promises to pay to the order of the Bank, at National City Center,
1900 East Ninth Street, Cleveland, Ohio 44114-3484, in accordance with the Loan Agreement, the
principal sum of TWELVE MILLION DOLLARS ($12,000,000) or so much thereof as is advanced by the
Bank pursuant to the terms and provisions of the Loan Agreement, together with interest on the unpaid
principal amount thereof at the rates and on the dates set forth in the Loan Agreement.  All interest
under this Note shall be computed on the basis of the actual number of days elapsed over a year
consisting of three hundred sixty (360) days.  Principal and all remaining accrued interest shall be due
and payable on or before October 31, 2001, or as otherwise provided in the Loan Agreement.

	The indebtedness evidenced by this Note may be prepaid in whole or in part as set forth in the
Loan Agreement.  

	If any payment of principal or interest is not paid within five (5) days after the same shall first
become due and payable, the Bank may charge and collect from Borrower a Late Charge.  The Bank
may charge interest on the Late Charge at the Default Interest Rate until such time as the required
payment of principal and interest is paid hereunder.

	If this Note is accelerated pursuant to the Loan Agreement or if an Event of Default with respect
to any monetary payment under the Loan Agreement shall have occurred, and during the period in which
such Event of Default is continuing, the outstanding principal and all accrued interest shall bear interest
at the Default Interest Rate as set forth in the Loan Agreement.

	The Borrower, for itself and for all indorsers hereof or any other party which may become liable
hereunder (collectively, the "Obligors"):  (i) waives presentment, demand, notice of demand, protest,
notice of protest and notice of nonpayment and any other notice required to be given by law in
connection with the delivery, acceptance, performance, default or enforcement of this Note, or of any
indorsement or guaranty of this Note; and (ii) consents to any and all delays, extensions, renewals or
other modifications of this Note or waivers of any term hereof or release or discharge by the Bank of any
of Obligors or the failure to act on the part of the Bank or any indulgence shown by Bank from time to
time and in one or more instances (without notice to or further assent from any of Obligors) and agrees
that no such action, failure to act or failure to exercise any right or remedy, on the part of the Bank shall
in any way affect or impair the obligations of any Obligors or be construed as a waiver by the Bank of, or
otherwise affect, any of the Bank's rights under this Note, or under any indorsement or guaranty of this
Note.  The Borrower and all indorsers further agree to reimburse the Bank for all advances, charges,
costs and expenses, including reasonable attorney's fees, incurred or paid in exercising any right, power
or remedy conferred by this Note, or in the enforcement thereof.

	Notwithstanding anything herein to the contrary, the obligations of Borrower under this Note, the
Loan Agreement or any other Loan Documents shall be subject to the limitation that payments of interest
shall not be required to the extent that receipt of any such payment by the Bank would be contrary to the
provisions of law limiting the maximum rate of interest that may be charged or collected by the Bank.
Without limiting the generality of the foregoing, all calculations of the rate of interest contracted for,
charged or received under this Note which are made for the purposes of determining whether such rate
of interest exceeds the maximum rate of interest permitted by applicable law shall be made, to the extent
permitted by applicable law, by amortizing, prorating, allocating and spreading, in equal parts during the
period of the full stated term of this Note, all interest at any time contracted for, charged or received in
connection with the indebtedness evidenced by this Note, and then to the extent that any excess
remains, all such excess shall be automatically credited against and in reduction of the principal
balance, and all portion of said excess which exceeds the principal balance shall be paid by the Bank to
Borrower, it being the intent of the parties hereto that under no circumstances shall Borrower be required
to pay any interest in excess of the highest rate permissible under applicable law.

	This Amended and Restated Substitute Promissory Note amends and restates, in its entirety,
that certain Substitute Promissory Note from Borrower to the Bank, dated May 12, 2000 evidencing an
indebtedness in the principal amount not to exceed Twenty Million Dollars ($20,000,000).  This Note is
not a novation of the instrument for which it is issued in substitution, but represents instead a
modification of such instrument reflecting revisions thereto which have been agreed to by Borrower and
the Bank.

	The provisions of this Note shall be governed by and interpreted in accordance with the laws of
the State of Ohio.

	AS A SPECIFICALLY BARGAINED INDUCEMENT FOR THE BANK TO EXTEND CREDIT TO
BORROWER, AND AFTER HAVING THE OPPORTUNITY TO CONSULT COUNSEL, BORROWER
HEREBY EXPRESSLY WAIVES THE RIGHT TO TRIAL BY JURY IN ANY LAWSUIT OR
PROCEEDINGS RELATED TO THIS NOTE OR ARISING IN ANY WAY FROM ANY INDEBTEDNESS
OR OTHER TRANSACTIONS INVOLVING BANK AND THE UNDERSIGNED.  TIME IS OF THE
ESSENCE IN THE PERFORMANCE OF THE OBLIGATIONS OF THIS NOTE.

		IN WITNESS WHEREOF, the undersigned has executed this Promissory Note as of the
day and year set forth above.

					ASSOCIATED ESTATES REALTY CORPORATION

					By: /s/ Jeffrey I. Friedman	

	Printed Name:  Jeffrey I. Friedman 

	Title:  Chief Executive Officer

C:\200010k\secamdex.wpd<PDF>
begin 644 secamdex.pdf
M)5!$1BTQ+C(-)>+CS],-"C(Q(#`@;V)J#3P\(`TO3&EN96%R:7IE9"`Q(`TO
M3R`R,R`-+T@@6R`Y-C(@,3DV(%T@#2],(#(R-S,W(`TO12`X,CDQ(`TO3B`W
M(`TO5"`R,C$Y.2`-/CX@#65N9&]B:@T@("`@("`@("`@("`@("`@("`@("`@
M("`@("`@("`@("`@("`@("`@("`@("`@("`@("`@("`@("`@("!X<F5F#3(Q
M(#(X(`TP,#`P,#`P,#$V(#`P,#`P(&X-"C`P,#`P,#`Y,#<@,#`P,#`@;@T*
M,#`P,#`P,3$U."`P,#`P,"!N#0HP,#`P,#`Q,S8U(#`P,#`P(&X-"C`P,#`P
M,#$U,3(@,#`P,#`@;@T*,#`P,#`P,3@V-"`P,#`P,"!N#0HP,#`P,#`R,#0T
M(#`P,#`P(&X-"C`P,#`P,#(R,S(@,#`P,#`@;@T*,#`P,#`P,C(U,R`P,#`P
M,"!N#0HP,#`P,#`R.38Q(#`P,#`P(&X-"C`P,#`P,#,Q-#(@,#`P,#`@;@T*
M,#`P,#`P,S8Y-2`P,#`P,"!N#0HP,#`P,#`S-S$V(#`P,#`P(&X-"C`P,#`P
M,#0S.3$@,#`P,#`@;@T*,#`P,#`P-#0Q,B`P,#`P,"!N#0HP,#`P,#`U,3`V
M(#`P,#`P(&X-"C`P,#`P,#4Q,C<@,#`P,#`@;@T*,#`P,#`P-3<S,2`P,#`P
M,"!N#0HP,#`P,#`U-S4R(#`P,#`P(&X-"C`P,#`P,#8T,#4@,#`P,#`@;@T*
M,#`P,#`P-C0R-B`P,#`P,"!N#0HP,#`P,#`W,#8Q(#`P,#`P(&X-"C`P,#`P
M,#<P.#(@,#`P,#`@;@T*,#`P,#`P-S<Q,B`P,#`P,"!N#0HP,#`P,#`W-S,S
M(#`P,#`P(&X-"C`P,#`P,#@P-C(@,#`P,#`@;@T*,#`P,#`P,#DV,B`P,#`P
M,"!N#0HP,#`P,#`Q,3,X(#`P,#`P(&X-"G1R86EL97(-/#P-+U-I>F4@-#D-
M+TEN9F\@,C`@,"!2(`TO4F]O="`R,B`P(%(@#2]0<F5V(#(R,3@Y(`TO241;
M/#5B83$R,&4Q8C=B.38Q86%B-34S9C=B8S)F,V%A8S5A/CPU8F$Q,C!E,6(W
M8CDV,6%A8C4U,V8W8F,R9C-A86,U83Y=#3X^#7-T87)T>')E9@TP#24E14]&
M#2`@("`@#3(R(#`@;V)J#3P\(`TO5'EP92`O0V%T86QO9R`-+U!A9V5S(#$Y
M(#`@4B`-/CX@#65N9&]B:@TT-R`P(&]B:@T\/"`O4R`V-2`O1FEL=&5R("]&
M;&%T941E8V]D92`O3&5N9W1H(#0X(#`@4B`^/B`-<W1R96%M#0I(B6)@8&`&
MHD,,K$#2EH&7`0%`;*`H`\<*$.^`U\2>(`96?^DS`BAL*``Q)*"8@4&4@4NO
M_:G.?,T#7'L6M#)P63"L<."489C'P#F#888#RP5+H!J```,`IT\3<`UE;F1S
M=')E86T-96YD;V)J#30X(#`@;V)J#3DR(`UE;F1O8FH-,C,@,"!O8FH-/#P@
M#2]4>7!E("]086=E(`TO4&%R96YT(#$Y(#`@4B`-+U)E<V]U<F-E<R`R-"`P
M(%(@#2]#;VYT96YT<R!;(#(Y(#`@4B`S,R`P(%(@,S4@,"!2(#,W(#`@4B`S
M.2`P(%(@-#$@,"!2(#0S(#`@4B`T-2`P(%(@72`-+TUE9&EA0F]X(%L@,"`P
M(#8Q,B`W.3(@72`-+T-R;W!";W@@6R`P(#`@-C$R(#<Y,B!=(`TO4F]T871E
M(#`@#3X^(`UE;F1O8FH-,C0@,"!O8FH-/#P@#2]0<F]C4V5T(%L@+U!$1B`O
M5&5X="!=(`TO1F]N="`\/"`O5%0R(#(U(#`@4B`O5%0T(#,Q(#`@4B`^/B`-
M+T5X=$=3=&%T92`\/"`O1U,Q(#0V(#`@4B`^/B`-+T-O;&]R4W!A8V4@/#P@
M+T-S-2`R-B`P(%(@/CX@#3X^(`UE;F1O8FH-,C4@,"!O8FH-/#P@#2]4>7!E
M("]&;VYT(`TO4W5B='EP92`O5')U951Y<&4@#2]&:7)S=$-H87(@,S(@#2],
M87-T0VAA<B`X.2`-+U=I9'1H<R!;(#(W."`P(#`@,"`P(#`@,"`P(#`@,"`P
M(#`@,"`P(#(W."`P(#`@-34V(#`@-34V(#4U-B`P(#`@,"`P(#`@,"`P(`TP
M(#`@,"`P(#`@-S(R(#<R,B`W,C(@-S(R(#8V-R`V,3$@-S<X(#<R,B`R-S@@
M-34V(#<R,B`V,3$@.#,S(#<R,B`--S<X(#8V-R`P(#<R,B`V-C<@-C$Q(#<R
M,B`V-C<@.30T(#8V-R`V-C<@72`-+T5N8V]D:6YG("]7:6Y!;G-I16YC;V1I
M;F<@#2]"87-E1F]N="`O07)I86PM0F]L9$U4(`TO1F]N=$1E<V-R:7!T;W(@
M,C<@,"!2(`T^/B`-96YD;V)J#3(V(#`@;V)J#5L@#2]#86Q21T(@/#P@+U=H
M:71E4&]I;G0@6R`P+CDU,#4@,2`Q+C`X.2!=("]'86UM82!;(#(N,C(R,C$@
M,BXR,C(R,2`R+C(R,C(Q(%T@#2]-871R:7@@6R`P+C0Q,C0@,"XR,3(V(#`N
M,#$Y,R`P+C,U-S8@,"XW,34Q.2`P+C$Q.3(@,"XQ.#`U(#`N,#<R,B`P+CDU
M,#4@72`^/B`-#5T-96YD;V)J#3(W(#`@;V)J#3P\(`TO5'EP92`O1F]N=$1E
M<V-R:7!T;W(@#2]!<V-E;G0@.3`U(`TO0V%P2&5I9VAT(#`@#2]$97-C96YT
M("TR,3$@#2]&;&%G<R`S,B`-+T9O;G1"0F]X(%L@+38R."`M,S<V(#(P,S0@
M,3`T."!=(`TO1F]N=$YA;64@+T%R:6%L+4)O;&1-5"`-+TET86QI8T%N9VQE
M(#`@#2]3=&5M5B`Q,S,@#3X^(`UE;F1O8FH-,C@@,"!O8FH--C,P(`UE;F1O
M8FH-,CD@,"!O8FH-/#P@+T9I;'1E<B`O1FQA=&5$96-O9&4@+TQE;F=T:"`R
M."`P(%(@/CX@#7-T<F5A;0T*2(ET4TUOVS`,O?M7$#U)0*WHRY%]S(>1=6B3
M(O9A0]N#D[A-@#8>ZF[%_OTH2DZ[#(,!BQ(?R4?J:5HGH[K6H*!^3)02TH+$
M+UA&6R%-48"3A3"JR*%^24:S/H-M3S`)_389+2H%3WTBA906(=M$0OV>W+&2
MY\*Q;_3_P@LQ9E?3L-1<.9$SL'R,6\$E4V09^D_Y0_TU2946KC`9I%H8ZS#Q
M/$FIAJ8::!6A3E7.5CPMV'(.$VZ,T.R&I[E0K%S.3U:--+!B6`@.U[3$D"67
M6'I(L/">=5E^"O><<%0VC"H="^>4@]0(.W;V1,Z<R.6!7,U3'&:!`U"^<\S'
M*BSE&`3:.=&^X<JBFPA':PB$P2`PD<[99`F3A3>(XWG$/>.I0]IO'K$_]'#!
MD:]OU1=^"<[VN#M9!(R@>QY.`>,(H%FS:Z'IPZW@=,8X^%0)E=N/2\%1Q+['
M66B\>T0Z3A@&;SYQQO8M&-7'#>R:WZ@%S>`#MPJN+>Z19@1VF_:5IQDV>!DC
MM91RL#<Q27/<P::-(>]<&6RD;8\PW%H4N-9"*^<E_E\Q10%4'-VXD$1F5Y^$
M$A14SJ&L@OGW>07K,IY<<Y2NBH[O87P#`S^_(G.>QS_O9D:/9(6O8DW6;=!L
MV$RXU52-7M#5:GDF3">LQ;P?'>I3ARZDQ]DY/S$_;\?VOE'+#AULNU<_/\5^
M#$;SYA&'[@C[YA<]X\/QB41F*$&SVT5DV_<0T)!)G4%%=V!92V?/_GIFW<\(
MIK/`8O;<AL1MH.&1EV%2L9%/@[IC9XS!6F4-R=WGO?`Z*=ATH!^7+N`'1F%'
M/CV$>,U[*.F(/_P18`"JN!VE#65N9'-T<F5A;0UE;F1O8FH-,S`@,"!O8FH-
M/#P@#2]4>7!E("]&;VYT1&5S8W)I<'1O<B`-+T%S8V5N="`Y,#4@#2]#87!(
M96EG:'0@,"`-+T1E<V-E;G0@+3(Q,2`-+T9L86=S(#,R(`TO1F]N=$)";W@@
M6R`M-C8U("TS,C4@,C`R."`Q,#,W(%T@#2]&;VYT3F%M92`O07)I86Q-5"`-
M+TET86QI8T%N9VQE(#`@#2]3=&5M5B`P(`T^/B`-96YD;V)J#3,Q(#`@;V)J
M#3P\(`TO5'EP92`O1F]N="`-+U-U8G1Y<&4@+U1R=654>7!E(`TO1FER<W1#
M:&%R(#,R(`TO3&%S=$-H87(@,30V(`TO5VED=&AS(%L@,C<X(#`@,S4U(#`@
M-34V(#`@,"`Q.3$@,S,S(#,S,R`P(#`@,C<X(#,S,R`R-S@@,C<X(#4U-B`U
M-38@-34V(#4U-B`--34V(#4U-B`U-38@,"`U-38@-34V(#(W."`R-S@@,"`P
M(#`@,"`P(#8V-R`V-C<@-S(R(#<R,B`V-C<@-C$Q(`TW-S@@-S(R(#(W."`U
M,#`@-C8W(#4U-B`X,S,@-S(R(#<W."`V-C<@,"`W,C(@-C8W(#8Q,2`W,C(@
M-C8W(#DT-"`--C8W(#8V-R`P(#`@,C<X(#`@,"`P(#`@-34V(#4U-B`U,#`@
M-34V(#4U-B`R-S@@-34V(#4U-B`R,C(@,C(R(`TU,#`@,C(R(#@S,R`U-38@
M-34V(#4U-B`U-38@,S,S(#4P,"`R-S@@-34V(#4P,"`W,C(@-3`P(#4P,"`U
M,#`@#3`@,"`P(#`@,"`P(#`@,"`P(#`@,"`P(#`@,"`P(#`@,"`P(#`@,"`P
M(#`@,"`R,C(@72`-+T5N8V]D:6YG("]7:6Y!;G-I16YC;V1I;F<@#2]"87-E
M1F]N="`O07)I86Q-5"`-+T9O;G1$97-C<FEP=&]R(#,P(#`@4B`-/CX@#65N
M9&]B:@TS,B`P(&]B:@TU.3<@#65N9&]B:@TS,R`P(&]B:@T\/"`O1FEL=&5R
M("]&;&%T941E8V]D92`O3&5N9W1H(#,R(#`@4B`^/B`-<W1R96%M#0I(B5Q3
MR6[;,!"]ZRL&.9&`Q7+3PJ/MND#:-`$278HD!SJB&R&.5$1%@OQ]AYN77L0A
M.3-O^-Y3][WXTG42!'2[0BBFC%#`H?M:<,:Y;J%[*G#[4=R3:VI839942R9)
M1T7#6G)Y<W9Z16MF"*S#V27E.>T7;5E#8$4?NX"G(U[+:F'J"%=Z/*D#'D:-
MC*#+ZQ\+6C;8&RR,]F^,AVFT>]C:\866?F@RC+\Q$JS"M'F>GH:33'BV[XA?
MA20_0"DEXX(;*`43M3JB*X]^3^P(MN_?:%EC`S?/$)L)`M<Y&JC$AF&*]9#.
M/A&DQL>[,1VXU&*1JH7A'#9V/G0;<N8SQ0%P]KNTS]@N[7.']=Z]!Q07"_9V
M[//=S5FK80+06@A=QE9*MQH>2-QD5!?HX(&'2LJLNCI5_6)%&]3.T@IAQ_!]
MB>47#Y2%!@+%K3V=DBFNCWRJ)O)YNUE?TM(KT*%(DFFT"_=NN0OEFZZ0C4$E
MH*HDPS$KQ=H6.$,/O+EB5ZRZ`J7E&HW"(4:"MWZI)-89@SBOIQ(&`XED($9+
MJ5!Q1593XC4M4Z3J@P8+)4K3'2"S<.`)5MEJ_B:K`W]R>.8*-^?"!(#.O9K0
M5,OH47V4]S4%XW\ZQT'1UKEB0*?MD\'Z;$+71SOC5'5R<U(Q<I&IJ-OT`T_>
M/":^5!(/3K;>I)7_:46U\*"M]ZDQ.;:O\=J-O>MA^QD:P+<A5<U(KG]]R%V&
MCIAYJ,DW:9TB\!D;T>R1B[.B/$%XKH\0W\XP[;"L\3S\I*+"8QN;ILF$7-#'
M?P(,`/4#&3X-96YD<W1R96%M#65N9&]B:@TS-"`P(&]B:@TV,38@#65N9&]B
M:@TS-2`P(&]B:@T\/"`O1FEL=&5R("]&;&%T941E8V]D92`O3&5N9W1H(#,T
M(#`@4B`^/B`-<W1R96%M#0I(B61436_;,`R]YU<0PP[2,!NVO-@)=EK0T[#M
MY%O;@V)KBS!7"NJY7?]&?_$HDFIB[!)+XM?CXV/ZKYO^PZ:HRJJJ=]`/FW1J
M6^B?-[?*5%4%=TH7V[)35E=JACF"?>`'%T8W?M1%6[8*_O#WY.!=LF[5MV@#
M?/FEB[HJ]^I10AS%[C!6`L3[3K-#3G=>)&)>;';--2("@6==-YCGA&<_G*[*
M'VSXC44-QH+]K_RX2B)@4F<YQNG[_HJ2?:+D5OU$:X<PES#.8)_T7ED_V>/D
M.%V'Z="_5G"(5$HJ[E0DG)A6[N!##D&L5@#$)<@C9@\CQ&LG.3FN('D>N`J[
M#S&,7MR\-O@>`T[*R1-D]'&5(E>XE!*#\Z$D%IK2M-4>"E,VU:<&^ALFQ=1O
M.MFS3@ZE+DQC#"8G`EI%/U2O443!EAMHV/*J#34;CY-/,ZI+HRSAV"N?P"/1
MCCQ!7I&(BZ*2>[)B/5(4'8)X@J5`1\)MB9".](7)W)/>88=^=&%`+1Q?J,\B
M-UJ7]=:8MT9Y^M1H)XU&X2B/EQG-0U[Q^TJ3P#DLQWDU'+DL[+T>+YQS9I&&
MG^<LJ1>4'828`Y*4\F0M1R=AKH<,,;M<*>IM1=#.VWU1@^QOJWZPD'(U>>4]
MW?&>HK1&FQU&^*[K!%.P$-K:9,?T5Y+//JR6S#29YJYFFBW1T.*4?1C\V4ZT
M*>G.F](EIH@).LF7.L=&W5\<<JN&M.U]4@O/IV&)=(0M.3#@K?+3A)J#FSA-
M5LK..HF>V4GW]R:!3Z'<AIQ(56C^+$#2,G)(H[QG*V:9W;`\\EE$]T^``0#P
M74N@#65N9'-T<F5A;0UE;F1O8FH-,S8@,"!O8FH--3(V(`UE;F1O8FH-,S<@
M,"!O8FH-/#P@+T9I;'1E<B`O1FQA=&5$96-O9&4@+TQE;F=T:"`S-B`P(%(@
M/CX@#7-T<F5A;0T*2(F$4\N2TS`0O.<KYBA12<J/^'5DBPL4<*!\H_:@V&)7
MA2,5$6;A-_AB),U,8B=0G*QY=;?&K?[=IG^UV67[+,LKZ(=-/-4E]"^;SV+0
M9[FK]@?Q7>[J?2F4L7#"C)-92*S+3W*79_M:J%3C2*?(;[$'E/>&2S:5"%%;
M@O'@"!?.=R5E1YBT\AJ/C@K/J+02,+IAOD-D<F,]I0AY_H>"@"T?^\5NNLMN
M&MR-BI?($:<56I_H@!A-P-`_92?T,%-"CTGQJ"?S(Q;29!?3QU\AA@='6%1P
M+S(OXQS%03Q\"9Q-N*62054N(H[#(\V"XQ8@VF<-#\I^#=DBU@.(&@:F&I4=
M-!"1D46@X3&$A76H5TLI2EY*D^-2SK&["&VA7HEO<4-IR2DT7#W1-ZZJ":B>
M57>)+Z:"ZO=.67C]1!@\>S>\Q4^XV##-H[$\`,>9.L`Z/DV&Q@UEPO;IY%`D
M1%*R:(2QF+YE72B..M=KN5BEQ:V\84MV;(^6+!E^2'!)N[_ZI%W[))7BW<DG
M,4:GU&N?U'_Q28T^*03B.`RXS7$3$/'2*9U@?6KR#D:U$.<7HQ]D'GU$/*0O
M+[;_>3Q%EF5;=%:Z+)O63/H:W#B;7QIFKQ8FHSJ+8CI^'.E1%0>F65%Z^*2O
M")H.OSV\Q0Z+$)[<3_49L[<O'3[.E#I>_D%DRZKBD+5E*Q__"#``]Y9+%@UE
M;F1S=')E86T-96YD;V)J#3,X(#`@;V)J#34W-2`-96YD;V)J#3,Y(#`@;V)J
M#3P\("]&:6QT97(@+T9L871E1&5C;V1E("],96YG=&@@,S@@,"!2(#X^(`US
M=')E86T-"DB)C%1-D],P#+WW5VCV9#-M)A]MV@RG;I<+P\"!W&`/)C$D$.QE
M37;9O\$O1K:E-&W9F3W%EI^DIR<I]=M%_6JQ2I,TS:%N%OY0[J!^7'P2O8'?
M<E4F.]%IN)>K35()K0:XH[.]TW0BV)/<X66"2@R;B\;2O8UW!_:K7&7;I!1P
M&*.+ZNPWM&5))A0<[&A.`B[C!3X0F1BGMPG9X>/8=+!WKN<@)D)^$A$.-\O\
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MXF"+AZ?P]6,<O'S+"QKC+5]#@!BEY?0V/DU36TU3NQ-O<&IWXD^(W,L<`SE.
M:YAM(,]B>`72;=#"RR#"VF$%[NJS3&3]?8'2E6D%JSPITG4!]<US^AUPY?.\
M].1#8X@WL<6N%+[QL[*@4V&)2[;^(H*C9M+'HCMNR:SF:V5^H`M*H6/%[&7:
M&2HLK(H9R#K.6$25Z(%:TG(RS7^E[3POK6G%O&'DCO>#O/TGP``P5%^G#65N
M9'-T<F5A;0UE;F1O8FH--#`@,"!O8FH--34W(`UE;F1O8FH--#$@,"!O8FH-
M/#P@+T9I;'1E<B`O1FQA=&5$96-O9&4@+TQE;F=T:"`T,"`P(%(@/CX@#7-T
M<F5A;0T*2(ET5+ENW#`0[?45+%*0P4H@=:LU["`PD!@P!*2P4U!:.A*B)8,H
M\O'W&7*&6F_ABM3PS?'>S*B_3=(BRVO9L51EJLISUE\GJ<RD5"WKQ\3?ZIKU
M+\D#OQ-IG=5\%`!M^3_\<H/Y*](J:S@KU`%M+`=WINV173EZ#$?+W8M0!9R[
MCP=1I,FP*VU_0_3<OTSZ6729XH;I7V"36<?)R9C=QPG)630?M]&\"W9"LP;(
M:X@TBX*?L(X-C/3.W)/XV=\F_6?D[25`W@W2'CR'&OSI<`)P)0],2@B:0SKK
M2U19P5=&]@E1\SCY0KR?1LN;:'W6`7@]AZN>%STLH?(F!D?A]J0Y"5<&X;SY
M$JTMTR<";C8\,>OPO`":UY!R]!+VI&J,O&`YAJ#?A*J`V;PLL[.7"A5>H0=^
M[99%4WVK2'.@SQXY?G]2.0Q#`Y5**<^W1^&?"YZ%@''RP%.6Q3YY>;5WH,`6
M?+_S$0K^0Z1E`^T[X&>@H"#;5^&3W]S??"'@/1HB[@EP;6Q=@YJ69W=CV9E+
MB5RJR*4$+C+#0)%`B8,;%`;S9&)$+V&)G6[XLH6^CLZN\Q$A%=?D`Z+&ZF(4
M]#)!F@^WLMNWDL:3-BNT34%GYS]A!6BWULUS;R!Q//W`=GR<C1W?1!?&'Q]P
M<ANL0X7)G5<VF9A@"'`]XH:VW#IR6,PQC#]LX(%2T]ZW^]YC3'*@6L-;]^X?
MT%S\`UJ.FZ]VBK`R*TWB?P$&`/R%&A8-96YD<W1R96%M#65N9&]B:@TT,B`P
M(&]B:@TU-3(@#65N9&]B:@TT,R`P(&]B:@T\/"`O1FEL=&5R("]&;&%T941E
M8V]D92`O3&5N9W1H(#0R(#`@4B`^/B`-<W1R96%M#0I(B91236_;,`R]^U<0
M.U'`+%B2(\F[-6TOPV[S+>M!B=796&(7];("^_6COIJ@0(<-/IBB'LG'IU?5
M#6\:9:$_5`WT+]4.'UDM.M[BPFJ)Q^/RPH3@%E=6*_I]8@_]YTIQJ9L.:LE5
MTRKH[ZK81[:Q#T5&IF:"4Y=6"2[PUC^S6G.%/UEMN$0WS7#GPS2+$Y,T<?8#
M]'0.:,^HH\98TN(I5:YQ^'U?B;;E30O""$XSA8B_AM/49U\]5EM"B`!HZ$N1
MW&RXM%2A>*,Z`_TI4Y:OE!-C(FP0X-8]38$HND"DQ>/TFUEND"C&M$_IR$\D
M?B)H)&DS(,D478X),QU&<!GHX;Q2B_TY-KE*STO*#%$10TI/)$?<MQ::;SIC
MH29A-H%PD;M0US9Q'X/$&]ZA)VW7T1V/,+I?Q)LR@;:FMJ.'4P:Y>9J_9[U7
M<.LA5T_[M&6`+V$'6FD]TQ8YYU,NHW.WL#L"S;W,^;*X&6[*A$+-E_%S1O)W
M++5#F=S3$.CKDS],21I#BL)-EMS/0XA*-^(!.8C,%9;C&SZR/%WDD^K?F$N1
M52Q(2=:T?S>7TO1"DBI:;DUG@[FBD<)V`-LEC"K[+]$<-#"?P<W#E69;-_\@
M@C+>7$FGB^H^>4)JKHWJKCVQP]+&Y>#_WR*[9N_!O5X-?OB8;[,Y-99_)G7(
MY5,QFUMA*:]UQ6(HS#Q<O+J49O`-PZ(7^(>`,'C/!.'^<31[^"/``,QV(+X-
M96YD<W1R96%M#65N9&]B:@TT-"`P(&]B:@TR-3$@#65N9&]B:@TT-2`P(&]B
M:@T\/"`O1FEL=&5R("]&;&%T941E8V]D92`O3&5N9W1H(#0T(#`@4B`^/B`-
M<W1R96%M#0I(B420S4[$(!2%]SS%C:M[32!`I[2ZFV3<3-S)SG%16]0F%293
MDXEO+Q08-^3^'+YSP!Z9O6=<"BEU`W9DJ>H4V"M[Q</P0[P3"AU%18MWQ`V>
M*)Y"(\P>ROK+P0=QU8D'#%FY+.%*JA$-SJ1C[S_C7HD=PGIVXUS5\PB73"L.
M:5N@*W$=[S_2FSTR(UJM.D@3N8LY#R5R36SZG/B$Q-L('A).;UFU;'IA\(6B
M26(;T6^A>@P>-(2<Q2"477S,<Q@\['-DA9>,=.Z[%+XH85YAN`TG-\'[+_6Q
M@<DMKEKYRODWJ,1J7?J00Q?B39ZG;ON')\O^!!@`^_EE6`UE;F1S=')E86T-
M96YD;V)J#30V(#`@;V)J#3P\(`TO5'EP92`O17AT1U-T871E(`TO4T$@9F%L
M<V4@#2]332`P+C`R(`TO5%(@+TED96YT:71Y(`T^/B`-96YD;V)J#3$@,"!O
M8FH-/#P@#2]4>7!E("]086=E(`TO4&%R96YT(#$Y(#`@4B`-+U)E<V]U<F-E
M<R`R(#`@4B`-+T-O;G1E;G1S(#,@,"!2(`TO365D:6%";W@@6R`P(#`@-C$R
M(#<Y,B!=(`TO0W)O<$)O>"!;(#`@,"`V,3(@-SDR(%T@#2]2;W1A=&4@,"`-
M/CX@#65N9&]B:@TR(#`@;V)J#3P\(`TO4')O8U-E="!;("]01$8@+U1E>'0@
M72`-+T9O;G0@/#P@+U14-"`S,2`P(%(@/CX@#2]%>'1'4W1A=&4@/#P@+T=3
M,2`T-B`P(%(@/CX@#2]#;VQO<E-P86-E(#P\("]#<S4@,C8@,"!2(#X^(`T^
M/B`-96YD;V)J#3,@,"!O8FH-/#P@+TQE;F=T:"`S,3`P("]&:6QT97(@+T9L
M871E1&5C;V1E(#X^(`US=')E86T-"DB)K%?;CN2V$7V?KR`,/U#!C+9UE^*G
M&<\B2.#$0=)`'G;SP):X.W(T8J<UO?;^1KXX5:PJZM)SL8/L`M.22!:+5>=4
M'=[MK][M][E*U/[359+$NUSMX#\]9;LT;E)5Y7'6-)7:/UZ]^WXJ5#OY.3LU
MM5?O_O#W1'V>KG9JW^*?GZ]T&NU_NKI)=W&39*JHXB+/"K6_O[K9Q;M=TOB)
M\%16./N#/CZ<HILBKK69K/H&'TO]%-V4<:4?K#*?HYLDT?27)UIZ,SS+JJ,?
M:'0_MOW1#,H\TD1W'GF.<I]@#?BBU<]1DJ'M"/Q)=-\^J.G!#(,:'<^]YB7G
ML;.\HS+CUZC1JNWY0PO68,,S;S3Q4C.V=I+U]A=8TEK;1?_<_PEB`RN2(DU#
M*/"10L&1V(-1B)KV'N;:HO.5_AK5:.W/48*1Z8>A=Z-2]VX8S`EW2O04W:1Q
MJM5'C>^I_C;=7>/*W2[\?HQHZC<4*#A/IPYL>3H?)K]3'Z44^TJ?,3JY7GP>
M?=#C3"O_$5)#$84HT]QA<.SX=H'/,.Z.&>;5)W+5!B/\X?<^6$U<U6EY&;$D
M@*>AD'U#\??A;V:\@"'Y1;N,&'@S/),P4ZX04P:\-`$O%>.E(+QDEWAI""]-
MP`L>U.,%#[+_W0NY]DC"`[>4/$22SZ6/C^"(4(190ARI+4"&+W[,4@(V$'D9
M(8G^-DG?0$CLW;_)XK3<-0I69[L\FQ.1A^.D=!ZRG.D#^E)JM);NLL9C&K*(
MJ>E\LFN(>8^'!'_034<?D?FXO<RG2&;ZD7X04KD>S6+AO;Q8VI(-J'Y2#[+:
M>HP#Z0W;L9"C3O6C$A<F131#H[*(WWDIOSD*2!D7:5)=(C/#@'S0`FO3*3,Q
M0QIB2!$8DE$^L@W8MS'>0H8S(R`0K#W2EDPZ0Y0-\1%P"/$99M:,4R"R%9@,
M?0"P$V*&JD(;$$P`2C_B8@:O-^0.87&6$'93J/??^2<G0\%:+X!C-\A-^U*M
M#,2O*1@=,1F:@8*S^K"69"3U'.51/-W(SSUWB<M^<3`#,DX.7>K%\AX0<Y"]
MNM%.@!BD':SN+"SJA.<?M`=;LUS\%R<KR3,N'0?;.E]P@!1G<.?L:]%T-N*J
MF'"\;+8HKCOV88)4,^#]V>8C8*0+*180&QN,G%:E"=`LL2THMG".!G<U;6L'
MLEQJ$V&[]#8*P$(&+\A>'E6.1QYDOM^VX9F3Q6P74*OB-8VVF,\"YA/R)8L!
M8GF6Z._=V!%I$P_%0CN&,'I"!%.W,\V9%IA]W/']_BK)<Q0U10Z+4Y6D4+1+
MM8NA@IWLU:>KN_V%_DG!BP)690FIG^>A&'/.N#R3;'GD?'A'Z.G-W/[@S*AN
M/W,%E(S:A0$?NZ2.=YL:!/W$B7WKD74<`D&XTR^`R329?+Q><A.&01G\%-W4
M6"_:-[V?9$/,#D@B`:)I5]^EY'N,(AF>(YU\XEVD<)9L8Y08J991L;0_K>%=
M!F4*6M,'M8#CV(Y/FG,5?JG3;;,MM#+D&C>Z&GR[C5`2'B:[+B7W-D3B/&S!
MF#=)7.:J@79>OX'%K$+8YC@U:VJ$(T,/$@N%1KW'BE!+`E<21ERHR`4>]D6'
MBMERV87>N5X/8)BKH+AHEIH%V-%,4Q!AEH?!%8)N'C=UDZRARVO)+I5%648N
MSL;%+LTES^EYE*'%L8-"ZUM[O3[U08;"Z;@QDC4QQL=[6LRAQ(=O9WH[+=WN
M)9:./P"M?V-VQ"OJ%P^&5RO7MF=NI;3EHOUX36_57`GZ\=S/5!%Y^NLJ3KFH
M!.X4;@U<2%PP(4/O?^%^M"+CO+O?Z=ZUYVV=B5]@'W(N:Q;<_0C:$CL(,P[3
M](_H)D^`P<8/G$[T._J_3QA[1!4I9/PT;<F7`^-*561Q_0;YH/['#9`/6T=!
MY*/B4H?R4"Z:01F:`39$=:+69X_R,/'I2[Z/E-IW<4R@)UF-W5;S;/XQLJ2W
MDX`'-/^=XQLI3W-LP/+[ZA;+%CCQ3$D((&K-M^]:M^LKU0HE?*6<F1KXQ9CS
MUYA:\-%<L':)CX75*2@FL>W-@6C"[5IB,Q.">U2#!/2=Y1FZVIFN@>QF6#>,
M)AR<A3>'SZ\%+7/DC1!0-XFGP^C=,2$Q!<?::X'W\DU^V9!8Z;]$*$KO#;_S
M\&O$R(-.VA7"CO9CI/C?CT\/D8](1(7"WPYO(0%XW<PQ&CTH/)1-.#Y&=$4,
MY"A0&&5U@[0H?X5*2E(D1X:MK%H*I0L$A79%Y/`EZ&[.H=1+;C2+7$DAY"QR
M3O\%5K)0=:<SR/XM[$R[PINPK+-#SR5UU6+<IIW1JV6F@`6?BPU3+@7TG1G1
M-[PO+=U:J&/522D,8"_T=$V_JA7VBMPFY&`W-OS)TD'Z<>(/O.+L9?J%9<1F
M\$$M_7OD\N+7L?"7.F4F-YK#L/R*70YG_ILS>+;3TXH^EUG?Q+8U<\*_^APH
M=Q;FS@4D--'G6N8Z/RQD/>))^,^+7F(1";E2=V0BR+A*_V"E*)FA9ROB9W!`
M`.Q/8<;I$F>;7I-!+TN2$OO-ZV0JP:S*L#,U2R[EX6*4!BY5F!7U1WIXXG<B
MBI<^_ATJYWD<C.=4ZDM03:*EU(._(^)]";W.?1#P3=$L1[-._)$-SO#)%E]Y
MKCI:GOZ<";Z<>1E!C*KB75/5E[W'E[</FN.-%9TO>E!A#T-/"<I]]_3W0>0U
M41Y%IR@=V.N:)I#LP[WIQ*`@>SIMJI5LPI=(MB)7RU"BN/&!$>JQF;:KT,RW
MT*-X\KQEOIFRFBH#K/ZW8ZZXM[VL!.465,#_3\65;VNX%\HC7:&DD@3J9?JO
ML%VJN<XX/]I:VY&(1;I1T0LRLEI4N`W?TAJNK:E*0!\"8UZG7`V6BJ:!AR9N
MDH6\2T.;K9(%ZR`0ZA9(U@HNCO(@F;*".TDA(^"+3[A=P6&D-T:%/Q`N-8,_
MJPLP/#%GFC@KZNJR"UU(49&;;AE#E%0@C^"2,+*,`449`:9'D9[X)D(15.A"
M-/)3$*12]<3"%.X><$9.T'$0B6L[]2!*U!Z^>@'BCRC/\T8N/(J*!6#B'`8F
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M`Z:$#T>)TK3("C\XLO-"AN2KW)@4=920,VPI_L+;<]HE^UT?+EF#:!`HSV65
M7VJ0+=6.@N,`78]8)EE@ROM7F27<H-M>)8-$.#'A"]>MT$7:O0T2]RG0TQJ^
M7%0ZZ`)JXA75RLJW\%):>+9IX0MS/9:P-\@E%UB&>2@UA>2+,PJE)L%P+TM-
M$58S8UI)'DYZ`#:.3KX<K!V%AJ[K92$>!9-X+0MY"HA^J!:.-X<J<3P.-HQ)
MPKOO%OL)8`X;P`2\"3:5$;A*;#[HT4E-F@\U\9$#D(,[70B`'2=[@7!48_/=
M!M3CG:P4JM%$(=PJT/_Q$5FH12WX]EHQJ+[ER9;P$COV(ERS__-"MXC.JYWW
MM\C(ESLSA+EU9QF22M,.1E@-,4^Y\I1T%P1=#X3@8=I5-N7Q)]F`XEUJ^?UO
MX>62A"`,@^&KN-0-`_8!',(=%^@PW3BH"\;[F^9/2@NCKJ!-IL^D_Y<(^YP=
ME)(A8AG']8@'/N)&O.O$.1"OW*FOV997/@H&BT49R0LC745HJ,ID-\%=XA]J
M8.U&6A'/:]#>VBHD]<!@$H:NCH=6HZ[7B/`;89\4V[&0<H0UJ#.;TEN2>S@W
M#YM"PB$9M\12LB3L+#@/^[#\7^_15K9RAST2DFX&3Z3Z%9#Y!2D!R;L0S8E!
M)_>SV"DUW;&@&Y+B\^W2N9P'ZQR7)3SCZ[TO6CJ:FSY^;.SPIV9)VDWE35)\
M`PEOT]2DV-,]C?@!'BK_G0IE;F1S=')E86T-96YD;V)J#30@,"!O8FH-/#P@
M#2]4>7!E("]086=E(`TO4&%R96YT(#$Y(#`@4B`-+U)E<V]U<F-E<R`U(#`@
M4B`-+T-O;G1E;G1S(#8@,"!2(`TO365D:6%";W@@6R`P(#`@-C$R(#<Y,B!=
M(`TO0W)O<$)O>"!;(#`@,"`V,3(@-SDR(%T@#2]2;W1A=&4@,"`-/CX@#65N
M9&]B:@TU(#`@;V)J#3P\(`TO4')O8U-E="!;("]01$8@+U1E>'0@72`-+T9O
M;G0@/#P@+U14,B`R-2`P(%(@+U14-"`S,2`P(%(@/CX@#2]%>'1'4W1A=&4@
M/#P@+T=3,2`T-B`P(%(@/CX@#2]#;VQO<E-P86-E(#P\("]#<S4@,C8@,"!2
M(#X^(`T^/B`-96YD;V)J#38@,"!O8FH-/#P@+TQE;F=T:"`R,#,U("]&:6QT
M97(@+T9L871E1&5C;V1E(#X^(`US=')E86T-"DB)C%=;C]LV%G[WK^"CM*@U
MNE^R3TF:[2V8%AVA19'L@RQS8F4]E#&JTF9__9XK)=N9S,*`)9&'Y+E^Y^.K
M=G/3MKE)3'N_29(HSDT,/W[+XC1J4E/E4=8TE6D?-C>OI\+T$\G$9NHW-]_=
M)>;#M(E-V^/?7YL@"]N/FVU21661IJ:HHB+/"M-^N]G&41PG-4G"6UFB^+O@
M?1!NBZ@*NC`.WH?A-HVS.LJ#-V$:)<'?80/_)^LF._TSW)91&9@?^.GV]H%7
MNN%/'OH<_KO]<?.FW21YC@94<175M4G`CA0,BZK4/-K-_>95>V5KFI=16L.*
M)BHK-I;U;5#?=T&$)U2!,6VX36(XZV#-J_$1%:@#>8PA+$F"O\(D`U'+7S37
M!*;[``O]I[63^9.WE%7FU'T.4>YX-.,L<]NSC>]#=&NAHZ>Q_P^,I/`J9\DJ
M8\%MXC0SWI-3M@EXJDY+LTVB!`.C`4D3'Y"&`T*[-&1@Y_"$+#"#,_WHG.UE
M<H#H@.K.D+&%?.M*U`86+1N=P.PRL*>.GIUN,KIO^`TUKM&.?E[F3.?V9F^/
MPR>>H[6?Z1VM0E]4RR%\YC"9EP\XD@36[1_H5"<B9J0=GE`9G=3^0X)>>9\4
M*Y\4:$I_'*?!?:`L6!11:TE$WBC48*V;NEZ&AC`#S48W@5U3+P+#SN[-P<J7
M'5Q$RF116L:-V:91%N>9CU?F*XU+![7?@0Y1JM4#&1S<A3%FV:>PPL<CBW6[
MX8BE`D5Q52IE49D":NBY,HDA]VN0KJ.J697)=19%XG3STDG,.`E&CN8P883_
M_S#2VT4@._=D-E@S^E<6?CMV3BHA86BZK`0N=;*A8AN^'?OY@8M-#J^"R4A]
M'[CFAOY@!HRGS%NI<%F'6=8$#B*\X_*&.IH%+[1<1RULF)-E)[^=GFL^AMLZ
MF%>@HIM/^Z$7(1X`QUY@R\Y"!7^"\SL>.`Y[=.(ZY]$1;+T8/SOK6#$`H$<.
M06^[W=&:Z8`H19M:%=$G05$>H$:@#P8;C##T-?(4?T"(J.BI!,7.Q1<05/)H
M)<F;!I($:"%@?\?;*P#E,LX[$WQ6`9E<4V>A<\%H64;EFTC12B1ST%S\\2X0
M<\46.5JV&=QJ_4D]PQN3$EC>!U7;+@:IJ.F^[K-+[:RY-(.*F*"PTFU3P-`O
MADM*WDM[=:89,O<DDB,?P54Y."DME!<='K\$D)PH'QE1YM!G9BE`YS-S0;ZG
ML`UWC4ONM>^#GJ&L02RX"W-8/_>]G:;Q<;K`K:(F0`+T>@:W$I9.HWS=WJ^R
M/J+,D2[?:&I`@0]N(E>(M^=5:J0^>WUA[`:W7P5R/DD[&]RLN756$[P<0KVS
M2TD-OB0\;M5Y?8U;5Y1*B$D5R&,$:D5U@JD6ZR@I),QI:?;IU<R@\O+$+::3
M4`$*=?"):!I.8%IQI%AXPM94\X[=-`T?Q+$.-XF$T5TP*5!8M=6CV;%NE#,O
MMCK#,>^,FIW!Y+`&X!9DQBJM`XY-PA%.`Q6"M..2(M(&[,.J8"<B@'I^Q_TL
MKX.=M(5#OYV!F^H69$DIAXKT8=1U1D>4(PWCQ4)56@15">)CDW2'I066ZQU]
M1)O@JY1"$NB<CN_/Z?AKB/(X._&_QH4(G6]E97!5G6D3`5N`4#[+*XBI%UD2
M%<(KU@GM$X7K$E@6:.>+LE0W50A"@=P*K"IKI*?B!>,S)2I6J.6KA3).L&FO
MP$<B;I9]=CX)Q<<Y]ND+5]3JBFIQ!27^-U*[XO)5[;X+L"96:=S)REGK#*X$
M.@GII8=KB3SX*A:-KY2JKI3ZLBOT8'G@9'^P'@$0/9931H\+LK6/S4NH4&HJ
M3RMRD2A/<@\N]S5`*I3:%5Y*DR73!9U7-&!>2<HJ8%_3@LI`9#I]5U"V:ZY9
M:3?X`1].]CAG`W0_6GC)0@RTL:[ZOW];LXZGJ6X%R4,T9MU;'#=D"-MY0RX]
M[.7L0KBK`0RSVPL*MMY1<HPH$H:33([[N;<">HBMO0\@F,M*I[)&5G`>%>O!
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MC6[:-C6):>\W*7"`M$P,N#JOF\2[./<,KI&&=_LRS##L+00XQ61JX.-G?MP"
M'LOT6^C/J-!KD6#Q/]"EX(97(G7[D^J1LQXQY31$69EW[E,Z5@H).R4`&TD!
MCQ?F9KHQWW4A]%D9,F_A(\*#).D3`D&X]UJ44AZ00=UD58D4/4D+ZOE?HP%9
M"K0A:QJ3%1F^>"*0YUY!P;=?0$'$;<IU`(<4`)IJQM)C3__FEF8Z^GC@F1>&
M+$'<(ELRL@4^(ZD'M"8FGM@LJ]BB^!H,"@\&&2O64@M(*8$R*F'L-?1A7_"7
M,7?6#7Q+@SS\;0#X_>510'(:]EBF5)(^8?*HC.OJ:0A"UH8%COP5S]8^Y/C&
MZR\=$[9*N6;.@/G.^#NCW"Z/S+WSZX[FFZ4%7BCQ_=\`X(E&Z@IE;F1S=')E
M86T-96YD;V)J#3<@,"!O8FH-/#P@#2]4>7!E("]086=E(`TO4&%R96YT(#$Y
M(#`@4B`-+U)E<V]U<F-E<R`X(#`@4B`-+T-O;G1E;G1S(#D@,"!2(`TO365D
M:6%";W@@6R`P(#`@-C$R(#<Y,B!=(`TO0W)O<$)O>"!;(#`@,"`V,3(@-SDR
M(%T@#2]2;W1A=&4@,"`-/CX@#65N9&]B:@TX(#`@;V)J#3P\(`TO4')O8U-E
M="!;("]01$8@+U1E>'0@72`-+T9O;G0@/#P@+U14-"`S,2`P(%(@/CX@#2]%
M>'1'4W1A=&4@/#P@+T=3,2`T-B`P(%(@/CX@#2]#;VQO<E-P86-E(#P\("]#
M<S4@,C8@,"!2(#X^(`T^/B`-96YD;V)J#3D@,"!O8FH-/#P@+TQE;F=T:"`T
M-S$@+T9I;'1E<B`O1FQA=&5$96-O9&4@/CX@#7-T<F5A;0T*2(ED4DUOVS`,
MO>M7\"@-L"S)LB3WEJ3ID&)HBT:78>TA<)PNVU(,\;:V_WZ4**V'P8#X33X^
M>AE9&Z,%#?'`M);*@L*/M$X9.1CP5G;#X"&>6+N:>QCGG*-@'EG[<:OA:68*
MXIB>%\:MB-]88Z53P4/OL%9W$"]9HZ125N=$U,*0LK_PQ79[*YH@![[:D%Q$
MT6@C`U]?PGI;C7?O%N[7BT_5_"RPL>&P*EWN[ZHBE/3O9:5Y"=Z(QWB-@!LC
M.V4SO@2J\Q6>U@1O*;QT_$UH7(A?`+1S"]>3Z&7/#]A98Z\JSX2$@J4"-A*N
MT!$HVO&C"!BEG'U^3Q389>,YXUI'9IR7(8!S@_0&C%)2.U!)/T_LP);QOVN9
MWB3A^B!].5>FW-BZ$Q;GG>X0BTM8GG^)QB?(>[C9G<@Y)3BX*D4`ETW[!4YO
MKK1\>LMKP(:R9$F^JHVG_8D2=[10_$``.@(0,V,&R4#Z>0;1\1_9F"[(`EA]
M/=)HJ3FL7W$@SAU_E^SC'W+`+=DULTIJ/4[G/#]4JK+B,U$6B=+*V7]$E7^3
M(*X0QX!G>WA(<N!X`:75]PS<%6_@<[&GL2B)1:,QLI]>!0+I$C>I_D5HA_&?
M^WK@OP(,``3`P*<*96YD<W1R96%M#65N9&]B:@TQ,"`P(&]B:@T\/"`-+U1Y
M<&4@+U!A9V4@#2]087)E;G0@,3D@,"!2(`TO4F5S;W5R8V5S(#$Q(#`@4B`-
M+T-O;G1E;G1S(#$R(#`@4B`-+TUE9&EA0F]X(%L@,"`P(#8Q,B`W.3(@72`-
M+T-R;W!";W@@6R`P(#`@-C$R(#<Y,B!=(`TO4F]T871E(#`@#3X^(`UE;F1O
M8FH-,3$@,"!O8FH-/#P@#2]0<F]C4V5T(%L@+U!$1B`O5&5X="!=(`TO1F]N
M="`\/"`O5%0R(#(U(#`@4B`O5%0T(#,Q(#`@4B`^/B`-+T5X=$=3=&%T92`\
M/"`O1U,Q(#0V(#`@4B`^/B`-+T-O;&]R4W!A8V4@/#P@+T-S-2`R-B`P(%(@
M/CX@#3X^(`UE;F1O8FH-,3(@,"!O8FH-/#P@+TQE;F=T:"`S,3<Q("]&:6QT
M97(@+T9L871E1&5C;V1E(#X^(`US=')E86T-"DB)E%=;;]O*$7[WKU@8!4H5
MMB)2E$BU3XEMM&Y]Y,#2:1$D?5B1*VE;AM19AE':7]^Y+4E)EIS"@+7<R^S.
MS#<SWWQ87KU;+B,5JN7Z*AP-1ZD:P1^/PLED.)FJ!+ZB,(G4\NO5N[MZHK*:
M-HU4G5V]^_,B5)OZ"@Z,QF.US*YN<9C`<'_U.7@_B,;#,/AE<)L.9\'#_/[A
M7LG<_%Z]/"R6\K4<W,:XXUXM?OVP6#X.DN$X6/ZZ?%`?7Y[I0V3PRF+!DR^?
MU)Q'RX?!/Y=_16UBU@9V1^DD4;?1<!Q&4[6\YT?&^,@1/^]W870#I^-@-!JU
M`Y(S3H?3V6@"2OIS8:=<R*?QXC#(!OC^;S2N5L:I<7A#'RKRPD;#20K&N0V'
MX21.6XE))S%AB7>%^8YJ1H$9C$"I0I<Y"DL"]4P_6YJV%8F]'4^&R2B*2<71
M;.(%H[(B>#IEP<N_/`ZFPVFP&$1@0_7^ET$8PRWB$.^*96=^W`P^F<"/=P).
MR3D1MN#)ET^#:(IOG/,W[/\27,^K;_1E!O"2-+C^,E"V5E\'MS.8U+E1NE;5
M6A093I(P)@.AT;V!)IV!)JP'FGD2;(W*-0^-VAIGJK5:_6<03L"!RL-`0)T.
MQ_$D4MZ%]RQOU)D(`<%0#6>@&BAU]RCC)?HB15""=7A\M+(`P\G4TT!PC`N?
M4.EQH.Z>7SX^OQP>>GR>'T$5(B".TJFZ[5Y)?HPZ/T;\2#`L6C5"$UQ_J)RK
M]L:A:7FV&H`)HT"U>RJ7`R+%S)U1;L?A,$G&*5D\36)_8QRW-Z9BECD$*+H<
M,)&">9_I_QQ@&`>R\@13@/8[WK#\I#[(POQO1WI"(DG1&<=Z=GZ>3EH]T:^V
MU&O49<(HF@7NAKX43U8;PP/8J_96QDH&M=H91WA+`HN&F02\(!)S53=99NJZ
M<K6"0`-`UG93UG)%IHL"]HA0OMXP7%L]#@,Z"GNIY?J#+O^-EQ/TAYQ4!.9'
MX3KKU)])N&XA5#B`9JPZ/&@+`;,RIE3F!\@-3-;(>DZOSTUAO]."@YE=X^I&
ME[Q#\4\E@K3*C.,I;4NU,%D%Y]^3J<:!*?-V].KQITJ7)V';SVM=U$ID;9PQ
M)#,BF9`I*'SQY1"YG/+@W:6?IIA&?T+"N\'M&-Q8'DC1E<&%/5K"1P#-TW:C
MV.XH$$`$)JLKI=O+<Y.30-J+^L3BT^4?SOGB&O55G0Z=7<"O-VP@O!X\5C>K
M?YGL5:/Q%SSOP*=.)#+^T`V6UPFO4$]*S)'=X;-/D7?8,BN:W)8;B08X5`%*
M>@J>.*>P8APR-]G?5B4;J*J-VF]MML5(HF4VF>7UBK].#?_[6CF[V7[SEO8;
M-81;81P[^?"P/$(NP,F&AX[>Y?U/QJ`#%GRY8A"5$,,'3DP[)Z:L)6)L!@:U
MN2DS@!T"C$$%3VQVI/`40E4<E/+SIN*@&'.)JSH9>;L=<]20QDJ]+PK(&CO+
M:YHE%/:_?$U[Z$1T4\N+P*Z(@[+BC:IJ;]G;^@"GXZXT)%(:<K.V)2:U+20N
M2!8451A,6"@C;^/`Z!+P44NRHT<E7#E&7#EX,^U5[&@^?8@]#F18^3\SFX]8
M`>RZ<HJ2EN:`*!JCG,F,9+)<MH'Q!?!@A_HHM'::')F>#3E?!+L9R<T^;+2$
M[%P?19\NU)T$DK_CSH<<ZG`F"WX.@,:,U(.NO6`KA[;RM@5_@C$/XI?Y7YL>
MF/[1RG/_N*U4'(=A?#N.T[@-?0PO4%4#P+OP__G<<?!`<QI/GX.=@_QB=V"4
MNA'PHE67_P#N'L+'P]/?'Q0QQ)@88AH\/?'O,_V?"SNY?Y;%]R\+R-%$PG&"
M2+@,@-(`-"!WRT4-!TVV[44>W`WY'?*NSB4T-05W&]BRE8^V*@$(I30#:^G5
MR=0?J/C`FRD!8[67%FK;2]?I*R:/Q>1I<'-P';.8M,=B4F0QY>&UIO99H9>L
MFG*G;7Y:P?K.TN+OJCFLY]Z$1Y/*Z8,:Q7K*I3//O6D#5#S!+P:R1YPM?P)T
M0SY&.=,'AR^*J&D_UYUV7DV)$<T]UY:IMA`FG#%"OCD3K@P4UJ_LHUTC.T0A
M.F_42M=6/"<S.N-A`_8K&SF]XBR28[Y!NYA"[S!U5]^9V",/4;1FM#OP2=?I
M3:7L0JV'.U%O(:?C`*JV@$>X28+Y06U!661TM?W!-9)W$,:GR''&4XR67,M,
M/:1UI3YV"$!R"Z9P[(4)9UNX&$L!I@W7P`7L!JG,B0=<TK-CWI@W'$,AP?;1
MJ\*@E2&,5P;@8:B%#8.,^B0V;X4F'8<W]*&BT<@/X1"VA]X?5/\DUM#25()M
MSX-'.`NE/(5GRQ-R[(Y$$"201@@935NB0&UE\";4Y%;-GWQFA2\V&)_XU/VV
M0GLX'.^TX^.H)(80C2F$Z)J>:BS07.+;KU39-\/N0M$^88B/0++6D.*9Z'HF
M)E5W%AP2>T!PEWE(VQ[9(TC!)C`@<IP$I8!UA.F#TFOK>P%AAU^"28?M&>:B
M=5^>)X-UR_#E'$-V;9VDDI\WW<IDGFL0X%4+:2S_".J;HWSIR8228T)E/&'(
MMMIMC!!\:"E]?[!N.4VOC5%//K>J.SKG';;T%[5%[.)MKZ54$M3/X\=WG9:"
M>[/632&SC_13LL0SXE\.:X?R)<<B9\@\&Q%^Y<WLV]*Z5X/,;XV%K'>Q=?D9
M"%)G=@:#!#ZL@E1.SF>*?@#T&D>?!EK0(1/I=SAYQRZ.&B&![5&8=AI`W$!A
M+M6##X=6,^\1^)*P`5O5.T3563)ZT(*U`2Q75J6ASLZ]$=AMR;WT\(/>`X%5
M95GC'/+X)"!?Y(W#FB-RH*VTE:1':#/?:.((00_?NP3/=&C=@VE*7H#BRA^V
M;."V`[:%_4##0R%4\"Q\TNZD7!X6QE>8F"^,VKVZYQ)V=8N)7I@E&&0)AU@<
MO`+:%]W'FR\>OG2TA>."BR[7PZX[8Z&*(%:;8DU&P1E-A"VO7&U<K81#XGP+
MK(I?X*3,!7Z>7.QAIUD'O]9F77BG*BRFV8MY^Q0<;1Q#S>CR+$#`XZ60KN`8
M#=?<C:P*NP&EKK\,_L@;0(Z%VK/7K80:ZWGM@?<ZI<\]U9?6#::PU-%+H"]#
M^GBZ`XB-H*?VPOK8Z8%GS,I2]40FPB+I/'X33+"BH+>.-I55R<P,;/RUEU;\
M=G(@+BHYAR[LR_`Y6?$49920:,Z&RS;T6"43)I12Z#T`Y0V^")%:&N':%@7.
M("%Q9B,BU!*\W!2VI=G$KX0I8L;=\3;L_F06$@N`U;.R;C[WD28DTY2P+3LF
MC;U6X!SCZW@JME!@NLNI2R+F"#-X?--HY_M/W[=V/21G$[F^EU_^Q.?1;P!3
MQ"DV%%YN?=3(2FQ*"L8(!G-JF:L%A.8'&T'N*:F=E35G2K/7!3!R=S&KM:'O
MBTMNUS:CI(4U'WSKVZRS111,PB%'`'6UMV_8EE^?$^6.7@YR4'MU32P[M[50
MH57_;$O74LI4)ZYCB((B:^E65NQN3@XHN$7D6MNB@:Y&.AEI!'SC>-!?=GR_
MWV/ZAS`../P"S*U-L<'F`\I+M2]]!]+;[9ECZ/L2B1R/8GF*?U@?F:=\]R(C
M(_($JI!)9;'RG`^6A/9A@-4`1(Q;(G!<86<^]\TH?_!(CJ/`=>,\X<-VK_9-
M2I\:B^NYSC_3\HHEL$L`^81I+'3U16R2^[GLEA6S47*61R;7O,ZI'67*/"E[
M;17#AJ&:88_:0=79S=8?=&T1SF69;JO::BVEL@V.`Y@2S7@-I>`;#YN]YE^]
M7INLRV]6,`%4MP?="HN=%NQ(3'I!9V`/61XS#)]Q_^N[6G80!&+@W:_PYIIP
M,A'D`[QZ\@=0(!X,$#;J[]OW%@6.O-JEG9E.]P?H"%HCL""5\16E6>$ZB_+6
M5/.O4TD[/E1&^8T@QM&\Q4Q]=M%J';U-G1>83%K"+Z;(7J&]$5=]3C[F5\`F
M!"L2P01WK-R2'PT87LA"9WN?R'(R5L(-5E-"]Y:O>PX#D.+>'L,-E@Q]FM91
M5$;U:U7]%M>%1,WX!"R/,4L;Y;V/'"72@7@@',(`L\"^`H_\?)%?'D%J^PZ=
M&N^-19@<<.P:*EB._6D;'X`V`JPM+6``8LU$',+8TI9<692+;X/O!RS8^A":
MXQNBMVTH\70@K*,D^6GO%`P?`ED8/TN^>D%U+Z*+IIBFI+7[_Y.H\X,5#Y]@
M-CJ4UU)545U\RC#*/L>^M'2O*/=)E87[AD-ECT^JWJ/4L3"-R/?8K9^OFR]O
M^H5?"F5N9'-T<F5A;0UE;F1O8FH-,3,@,"!O8FH-/#P@#2]4>7!E("]086=E
M(`TO4&%R96YT(#$Y(#`@4B`-+U)E<V]U<F-E<R`Q-"`P(%(@#2]#;VYT96YT
M<R`Q-2`P(%(@#2]-961I84)O>"!;(#`@,"`V,3(@-SDR(%T@#2]#<F]P0F]X
M(%L@,"`P(#8Q,B`W.3(@72`-+U)O=&%T92`P(`T^/B`-96YD;V)J#3$T(#`@
M;V)J#3P\(`TO4')O8U-E="!;("]01$8@+U1E>'0@72`-+T9O;G0@/#P@+U14
M,B`R-2`P(%(@+U14-"`S,2`P(%(@/CX@#2]%>'1'4W1A=&4@/#P@+T=3,2`T
M-B`P(%(@/CX@#2]#;VQO<E-P86-E(#P\("]#<S4@,C8@,"!2(#X^(`T^/B`-
M96YD;V)J#3$U(#`@;V)J#3P\("],96YG=&@@,C(S,B`O1FEL=&5R("]&;&%T
M941E8V]D92`^/B`-<W1R96%M#0I(B9Q76W/:2!9^YU?TPSY(4X8@0(`?,<@V
MLP1<0DXVE9F'1FJ#=AF)D:+QS/SZ/;?6A21.[9:K3%].G^MW+KJ+>N^B:*(\
M%;WTO.%@.%=#^./5;#083M0,-O[$GZOHM]Z[9>FKN"2:H2KCWKN'O:>.90_H
MAV,5Q;T^KF8J>NU]=C:YSM3B6!CSF]N_'8P<DWUQ9X[*"Z6SOUQO,KB%#1Z=
M3*&(>I7'58>X5.5)G\_J8%19'?YM8N*`_W(79$UX?3+JG,J[%`\T_DOSC&]I
MIRY:9%X)R%]42DO#'`M3?G%_C7[N#57?&WC^!$Q?@3FL2$8*HSZ%^;U*"Y-\
M2QOSI]N?@RABF]4ZBR:%B4UZ85^\M'Q15O'I.VJJ@R42"7<Z^P_+4*]Y=4Y0
MHS@GVD(7;>*.:KPV9%_T$UAU*?(_F$]:@L/('6?]>N7/-#M:P7*LF9/8F;I]
MSRI<\8WL5*%;OOVVL[O>Z0JPEJ!Y)UT<P=^`GS@_GQD+L/^^:P;(S]I*&!TU
M(!TQ2C^Z_8F'!@P'<XP7B#[E%2_$"^0#=`5[`2F,.IK,%/HL5Z""/_#(OIKB
M)2_,,8='-\P,X1/K<UR=M?`3?]<O"KD@YXP:;S5'["^\XV#CD8Z%)$&1-VU[
M1_/:WNF<[6UYD7#X![K;P\=5ED`>?G&GX`@"RA0PH;8YGQ@^4:^G%%"J"T'"
MQ-$)F6H?&G6IBDM>&C(M,?*Z$&I$"NB:H2]?3\8^*AC\Z``6U@Z:UP3-8R-J
MQWBLU]@Z!D+`N3=W8F.24O&AQ:W'L!H[0D-AEU3S&+ECNY-HU!+46T(O8J!G
M6?*Y4#-&?8#`Y7).8WTX&TJRNK99Y1)SP_SX82Z2:R.L;<(W^])*Y/]'`Y%F
M[X1!7O`K8?0W7LJ:P8P&%[GU3UH?@C5YK#N/(<PZ2U1Y*8Q.&LHT4U`^]1G*
MG0@KW3%>)%5AT\QC%(Z[:!C=-I"^932`Z6F><"9-02;F7@6.+7FK^8<J-2V0
MJ^^PN\9.ZQU?U*"O26]H0PF,"&@S,2)$:?O+Y7SN"%,"O!3'L7W&V8O7E+VB
M'F4O,?E6DB)%FG42X[KC`M>,RR(59.A_KU2^3[8TII#B!RZ;F2E+96SM3TP6
M?U5*N0*+.^J2?8-%%6/*/+/_O?\U'<_2Q:#,#X)<&'&AEBAE92LL5#V0&_-J
M,DM7[-[<OI:H0"$^VT#%T,73.@KZJ(%W'4UT.@0AJ>)./,&W;;Q=`+5Q>M'G
M-^-ST&<-?JX]B#I>*-OJ@`'34J=)QS-2<YLC*6P=P4J8-Z9?D,\;<P/'K>WU
M6>-UT?@N+XK\U1`N06GR$HT_G*2X(5CQTLBO=0UKB!F.:_(<I$"IH-X;/LLM
MG9:7W(2R7,5I(;.@[Y1\B>;9T%K%VI.8M:73[[BAY-*]9+IJ0(A&99T.)RD]
MYR+U)Y=$"H-814WNE!Y/-6'3MD3*=;LKRQ0K+AO7+<$#TGH\\&?>1/5'@_'P
MUL>!DP+B-P'QV9SH!/FX(.[H[P0!"T@*61>?\>TCCO?50<Y("=_A366[`Y'Q
M1CT5N;!,RS+G\1&RF<M@0Z8;N26)+:[%4D[ZY+J4CZ#(9*(&!]UWA#U/*GUK
M>C-K?P>+5TB)C>`*TK4VMD89;\C8F6P,;VIC_9:Q4VML0_92DS5@$]`*10UQ
M3BJ<6B5/$E$2PO`>V4O5FCE6F#<2RM%P.*0R3+,VEN&46N8/IE9;R&GLHU*>
M9LT<V10%BIB35S(K\N<++O@GET&32\N,2@L(,%EWJGW/A3(]G_&;:@7#MRY*
M]8OSC]&09ULPHE[\X@Y8A"*L;O/N3)N6/QA0,QDXE09M93J5_$J;JCOGNB,9
M6%22;T9RF292+INIS6;P45E6U$7Q8U*>2H;RIN($[MSDV0TS.%0VW0U,,Z45
M539JP(BC]-=][+/M_GF2OJ2Q;4'M1D+]JVX[8LY8S+E%D2_TP=-Z"#`I"#CV
M@+_?;$OB9(/8BQM.FH<(*)C0L_6Q,/5`E,M0<K`-L<8[Y'@S8=;-3N#NO%6Z
MOC&T1X1,_MR<MSXW.[->C9AF[JX;VM&^-476FFBI17?G\@M:+X,O1%O'<5XD
MU!UI($)QS5`-11CU^%XU^NS4>;7GE?U*0^5W?,?@3O.W7.(U)<V7DK;8JX7:
M/P7+M>M#^MW#_XG#ZZ6+SYW%9O/)'?D4E47X0%<+=R1$6R8*5DKVJ^=E`-DZ
MQD.@VD9NG^HQ<]X14:CD]%%>`^?M/^TATZC@7[(/MBNU#(,5"[#\:N)KI]T.
M&PBTYI^QC!/HKK$3AOS[T>U/L+$$,/M/G?"&#M4")"[N83B)@E`]+CZLZ7C[
MP+?18Z#X]=.3<(N>MTP3@:MFV+@BOE%+_MWNGS>1W3QO]\%&1)'Z[Z)HI`"C
M+[WQ?.#[$#`+8+9C@F8,:P/FI/X<E$=1@8O5/10_R/N6(\C\UB0XEL@_!F%P
M]PG<_!0&^_WFD_JX<#UL-NL/P1[=.^<`32A`X?KA4<[LW0Y\-JMW(5.NA<E&
M`>^?G\-/UL`)&SBZ'<P1D?W&POY5M@YEWE9K`!=]JRUD`<Z%W88COT#LS"F"
MZ,D];Y^9<NUB5$$U#UNQVHE[:NE-<I'(T:26[DU9^E.(8@"Q2_X-@A4O4"O\
M?=@K(0E0M.>`7I@E"]ZA;*SD<BF/E3W>N1YV8;M]%-Y[)=SY_HH)VL%L%J%]
M4*NC[(K<A0MT%T8(730%+J*9/;ZW%KYWL?5_]<SR$]6#NUH;.9%[0`]Y=WB=
M?J-F:IC*U+"#"CY"K'A83WB'F8QH5%&XV.X7RVA-QWRY9=*]6K>W'_AR\Z%S
M^D`;KB68PIBHS]M5$.Z9[*%-'*P&3/Y5"OI<,Z\!VD!D*!!A>$T);%/G/>Q\
MCM488P6QW-TK2_.(N$2H<)J*C.LT;9)`RA7X-M@N`X@%<L(P`2,HB>HI".]W
M(<H<PR$D'78EI&29+<K=W6;](`1RL]YM]]>$"+V='`0\*G(K":+>?P<`"8WR
M_0IE;F1S=')E86T-96YD;V)J#3$V(#`@;V)J#3P\(`TO5'EP92`O4&%G92`-
M+U!A<F5N="`Q.2`P(%(@#2]297-O=7)C97,@,3<@,"!2(`TO0V]N=&5N=',@
M,3@@,"!2(`TO365D:6%";W@@6R`P(#`@-C$R(#<Y,B!=(`TO0W)O<$)O>"!;
M(#`@,"`V,3(@-SDR(%T@#2]2;W1A=&4@,"`-/CX@#65N9&]B:@TQ-R`P(&]B
M:@T\/"`-+U!R;V-3970@6R`O4$1&("]497AT(%T@#2]&;VYT(#P\("]45#0@
M,S$@,"!2(#X^(`TO17AT1U-T871E(#P\("]'4S$@-#8@,"!2(#X^(`TO0V]L
M;W)3<&%C92`\/"`O0W,U(#(V(#`@4B`^/B`-/CX@#65N9&]B:@TQ."`P(&]B
M:@T\/"`O3&5N9W1H(#4Y-"`O1FEL=&5R("]&;&%T941E8V]D92`^/B`-<W1R
M96%M#0I(B613VXZ;,!!]YROFT9:*8QMSRUN2)6U658@"4E5U^T#!;%"[4,%>
MNG^_8QNR:BLD//?C,S/>EMZJ+!4(*%M/<,83X/@Y22C%N((8M5"%"90/WFHW
MA5!/-HC#5'NKCX6`^\G#!"XEE+7G&S%"\<7[1@XT8I(<J2]80N`+]96<;27U
MH\61%<7L^S0;SEENH_8T9"GY8&5XM,=%PU/?Z''J[GO=P*6:0/^A?LIBHNLG
M%X/V.=C4DZ2;X#0.#ZAPE*=A?*5",4'@.,P)+@ZPV-!2/\1B?U?0]'MYZ_DQ
M$TJF@"81*NS(C24>B"OQ6#CB3840(1;L&["2KD:8]".-#6P[C$ZZ0/5C>*9^
M@J0ULQ@B9DF(9?R`J4@%!L-6QDDL($'D0#9%D>\.F]+D1R2[@:R8Y:NM@'.V
M^3QK7ZD,#+-=?C[EYR7FD!\M,`=?L4BD5T097A%%Z!"WKS1EBJQA-:W@5IM.
MI:0U?47K<H[4EX:/\[H,.##8CQT.G86+IW&'&8O":U5.[>UELM*34<HD1`*'
M(4'&G"4*N)%'[;7>MOQO7V4<L$A!Q#$C<?MJNQ6\3R=P-$YCUYL!!&93CM6#
M:41JKL5Q)FOK`*37MJ,VPS.;<;!6YGQ[&B/+@'2ZF7.K'I8F_K,;Z3MZZM#+
MSF"GY)?#TVNK`>PNG6XAPV5.W"H;<_=L5<BMUK9=K4>+%"_DK1!+\U15@"]6
MF+G-U.W.<`>[6U-<_[L[\Y>X3X+_-!T7LVERBJ[=B4VQ,\*W)00*S,2\4-Q*
M27XWRXS>!!@`8//X%@IE;F1S=')E86T-96YD;V)J#3$Y(#`@;V)J#3P\(`TO
M5'EP92`O4&%G97,@#2]+:61S(%L@,C,@,"!2(#$@,"!2(#0@,"!2(#<@,"!2
M(#$P(#`@4B`Q,R`P(%(@,38@,"!2(%T@#2]#;W5N="`W(`T^/B`-96YD;V)J
M#3(P(#`@;V)J#3P\(`TO0W)E871I;VY$871E("A$.C(P,#$P,C(X,3$R.#4V
M*0TO4')O9'5C97(@*$%C<F]B870@1&ES=&EL;&5R(#0N,"!F;W(@5VEN9&]W
M<RD-+TUO9$1A=&4@*$0Z,C`P,3`R,C@Q,3(X-3@M,#4G,#`G*0T^/B`-96YD
M;V)J#7AR968-,"`R,2`-,#`P,#`P,#`P,"`V-34S-2!F#0HP,#`P,#`X,30P
M(#`P,#`P(&X-"C`P,#`P,#@R.3$@,#`P,#`@;@T*,#`P,#`P.#0R-2`P,#`P
M,"!N#0HP,#`P,#$Q-3DY(#`P,#`P(&X-"C`P,#`P,3$W-3`@,#`P,#`@;@T*
M,#`P,#`Q,3@Y-B`P,#`P,"!N#0HP,#`P,#$T,#`U(#`P,#`P(&X-"C`P,#`P
M,30Q-38@,#`P,#`@;@T*,#`P,#`Q-#(Y,"`P,#`P,"!N#0HP,#`P,#$T.#,T
M(#`P,#`P(&X-"C`P,#`P,30Y.#@@,#`P,#`@;@T*,#`P,#`Q-3$S-2`P,#`P
M,"!N#0HP,#`P,#$X,S@Q(#`P,#`P(&X-"C`P,#`P,3@U,S4@,#`P,#`@;@T*
M,#`P,#`Q.#8X,B`P,#`P,"!N#0HP,#`P,#(P.3@Y(#`P,#`P(&X-"C`P,#`P
M,C$Q-#,@,#`P,#`@;@T*,#`P,#`R,3(W."`P,#`P,"!N#0HP,#`P,#(Q.30V
M(#`P,#`P(&X-"C`P,#`P,C(P-3$@,#`P,#`@;@T*=')A:6QE<@T\/`TO4VEZ
M92`R,0TO241;/#5B83$R,&4Q8C=B.38Q86%B-34S9C=B8S)F,V%A8S5A/CPU
M8F$Q,C!E,6(W8CDV,6%A8C4U,V8W8F,R9C-A86,U83Y=#3X^#7-T87)T>')E
,9@TQ-S,-)25%3T8-
`
end
</PDF>

Source: [{"source": "alea-institute/alea-institute/kl3m-data-edgar-agreements/train-00021-of-00352.parquet"}, [{"source": "alea-institute/alea-institute/kl3m-data-edgar-agreements/train-00021-of-00352.parquet"}]]