Introduction
This article is based on a series of interviews with specialists and employees of companies in the European supply chains of Automotive. In addition, information is used from a monthly survey[i] that was done amongst a few dozen companies active in those chains. The graphs are based on a simplified supply chain model that they built in System Dynamics for the situation around semiconductors in Automotive.[ii],[iii]
Semiconductors
The model comprises a supply chain that runs from Tier5, via Tier4, -3, -2, -1 to the OEM, and via the Dealer ends at the Consumer. The production process for Semiconductors consists of many steps, which makes the lead time from the so-called wafer start in the fab (the semiconductor factories in Tier4), via the Backend (Tier3, where wafers are cut into individual chips that are packaged), the Components (Tier2, e.g. transistors, diodes or complex chips) and Electronics (Tier1[iv], for example navigation systems or parking sensors) to the build-in just-in-timein the assembly line of the OEM can be more than 3 or 4 months. Tier5 consists of suppliers of raw materials for the fabs. Because chips develop fast and thus age fast, stocks are kept low.
Figure 1. Model structure
![](data:image/png;base64,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)
As the margins are low in the fabs, they always work at a high utilization rate. Capacity expansions can take up to five years and require a lot of capital. For that reason, Tier3 customers at an early stage have to make contractual agreements for their share of the Tier4 capacity and provide a planning well in time. Shortly before the planned assembly time, the OEM calls of the required Electronics from Tier1.
When the OEM went into lockdown, not only the call-off was cancelled, but also the planning and the capacity claims in Tier4 were allowed to expire. In response, Tier4 started producing for other markets. In parallel some other problems manifested themselves. When the OEM production started to rebound, the required capacity had to be assigned from scratch. This caused a delay of multiple months before the first extra products came out of the fabs.
Lockdown in Automotive
In March 2020, most OEMs in Europe closed down their assembly lines because of Corona infections and triggered by closures in China. In the same period, the consumer willingness to buy collapsed. Due to the general lockdown, traffic intensity sharply declined and an economic crisis developed. The OEMs did not continue production, because continuing in the previous crisis resulted in large stocks of unsellable cars. Also most of the dealers closed their doors. After one-and-a-half month, dealers and assembly lines started up again.
Figure 2. Consumer demand from 1991 till 2019 is based on the 11mma of reported car registrations[v], brought forward 90 days. As of 2020 this has been replaced by an estimate based on media and interviews. Index 2019 =100.
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)
During their lockdown the OEMs did not order much raw materials. Tier1 saw her sales to Automotive decline with 70% and had to reduce production. Tier1 also reduced her stocks in line with turnover, with some delay, by reducing her purchasing. As a result, Tier2 saw her Automotive sales plummet, and partially had to close as well. Also Tier2 wanted to reduce her stocks, for as far as intended for Automotive. This closure and stock reduction caused a big production decline in Tier3 companies, etc., etc.
When the assembly lines wanted to restart, the OEMs started ordering more raw materials. Tier1 supplied from stock, rapidly moved her production in higher gear and ordered raw materials as input for production and to bring her stock back up. Tier2 moved production up and ordered extra from Tier3 for production and for stock. Tier3, 4 and 5 did the same. In summary, the demand shock of March/April 2020 overlapped with a capacity shock. Together they caused a temporary demand shock and stock adaptations amongst the layered suppliers, after which the OEM quite rapidly ramped up again. As from the beginning, it was clear for the experts that this would lead to a classic bullwhip. [vi]
Survey
Although the number of answers in the Survey, and in particular about inventories, is too small for significant conclusions, it does give an insight in what is happening.
Figure 3. Average sales (blue) and average stock (red) of Tiers 1-4 in the survey of January 2020 – February 2021. Index 2019=100.
The survey results can be compared with the average sales and stock in the model:
Figure 4a. Average sales in Tier 1 – 4 in survey (red) and model (blue).
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA1MAAAHICAYAAACrhrA1AAAgAElEQVR4nOzdd3yUZb7/f/bs75Q9Z7/nbDm76xZ3z3Fdj7vqKiuWVbELuoj0Kr0lQELovUsRRXoVBQHpgiAovYcaIAHS62TS+8ykl5nX74+PkYAJJZnJlPvzfDyuB2gmc18zJPfc7/u6rs/VBKWUUkoppZRS96yJuzuglFJKKaWUUt5Iw5RSSimllFJK1YOGKaWUUkoppZSqBw1TSimllFJKKVUPGqaUUkoppZRSqh40TCmllFJKKaVUPTQsTNmLyMtKIy2ngKIKcNzNtxTnUWzJxVbuoKqWb6i05JCdEEdcfAJxqRas5Q3qoVJKKaWUUkq5RP3DlCOX4rOL8e/0Ii0DF7AzHkrv+E3ZhK8fzMezR7P+ahXZlbd+PYlLC0YS8MTjPP74MzzebQlLTmVir3cnlVJKKaWUUso16hemMs5zdkMAPZ/7NU2aNOHfXx7CwqtQdLvvqSqm5MpiJrzxIx5/sQWTT1SRWSNM2UtMJH3px5TOLXi7/RhGDQ9ixMCevDN6BTP3p5Frr3vcq7i4mODgYObOncuYMWO0afP4FhQURGBgIKNGjXJ7X7Rpc2UbPXo0o0aNYtiwYQQFBTF69Gi390mbNle2kSNHEhQUxPDhw/Ucr80Qbfjw4QQGBjJy5Ei398WZ7f333+f06dOUlZXdNhbVL0yZj3BwUU9ee+ExHv7PH/Fcm9GsCL9dmCqmynqZE2v60/J3/8KDT3Vl9hk7udVDTo5CLJE7mNP973QcOY+N5m//f8RSRvdrx4uDlnI4tYKSOvJUQkICPXv25N/+7d9o0qSJNm1e0f7lX/7F7X3Qpk2bNm3atGlraPvnf/5nt/fB2e1HP/oRfn5+5Obm3jYW1S9MVZVRVpRDWswmFj3zP7z7yhCWXgdbXQ8visIcvpHFGxcy+M9/ou9THXj/TBWZ1eHIEkL4tpE83nkGgz4Pp/C778ziwpK2jO/enAnfZBBdXPvznzt3jvvvv58mTZrwwx/+kJ/85CfatHl0e/PNN+nVqxe/+93v3N4Xbdpc2X7605/ywAMP0LZtW1q0aMHPfvYzt/dJmzZXtgcffJBWrVrx0ksv8Yc//MHt/dGmzdXt+eefp0ePHjz88MNu74sz2n/91399F6ieffZZUlNTbxuLGlaAovQIG156kD4v+d8mTJWSePE0BzZ8xoHQnSxr8zT+TdsxN7iSjG/DVEX053wx9TF+OWARE4/f/Cy5u/sypfcfeOL9Exw2V9V6hODgYH7605/SpEkT2rdvz/Hjx7Vp8+h28OBB9u/fz7Fjx9zeF23aXN2OHDnCoUOHOHLkiNv7ok2bq9uxY8c4fPgwhw4d4ujRo27vjzZtrm5HjhzhwIEDPnOO//rrr3n22Wdp0qQJTZs2JSUl5bZxqAFhqoKSrD2sfv4Ber48uM4w5Ug4TvCu7Xx+NJxU6wl2vtuM3n9tx5zgym9HphzknpzH4p6/oNm4j1l59eaqFOXn3uO9wGf4xYD1bLhae1w7e/Ysv/zlL2nSpAljx46t/0tSqpFkZmYSERHh7m4o1WjMZvMdp0oo5SsyMjLIz893dzeUahSFhYVER0e7uxtO1bZtW5o0acJTTz3lypGpO4WpcihNJeLLT9m16xBny6Cw8jy72j9O78fbMSe4ikwAHJgPTmd+2z/QbsY2dsTfcpiIT1k+riP3d17NiovZtfakZpgKDAys/0tSqpHEx8dz6dKlOy5qVMoX2Gw2oqOjMZlM7u6KUi5XVFREfHw8ycnJFBfXsT5BKR+SlpZGaGgoFovF3V1xCpvNxj/+8Q8PCFNVOZSb97Jlz0l2nasumn6RnR2eoO8THZh3AeSezY0w1b6WMOW4upLFI1tzf+dVrLyYU2tPNEwpbxMXF8elS5coLb3zhgJKeTOHw4HVaiUqKoqkpCQcjrvZkVAp71VYWEhcXBwmk4miotvWOVbKJ6SmphIaGkpBQYG7u+IUVqvVM8JUcX42sce+4HR4Iqnfzdy7zO5OTRnQtBMfXamu/ufAfGDat2Fq+/fClO3EeKb1fIjfdFzGqkt5tfZEw5TyNhqmlFFomFJGo2FKGY2GqXq7XZjKJ+XMVt57pzX9+vQiaNxIRowYwYigLrR68Bf85RcP8kK3SfgtPcTRpAqyzn/E0l6/5JlxH7Pq2s1FJixHhjC29y/5eb9P2XC19pOShinlbTRMKaPQMKWMRsOUMhoNU/VWSUn2Xta88Ed6fy9MpZN2ahlT3nyZF558kr81bUrTpk1p+sSf+J+f/Iif/egn/Obhl3i07xrWXS2n2LyNndMe474Bi5hwzHrTMdI39WJMuwf46+zjHKqjmp+GKeVtNEwpo9AwpYxGw5QyGg1T9eagMncvH7/wAD1fGcqKKLhxWVhJZUkBuakpJJtMJCUlkZSUQGLsdpa2/DMd/tySMTsSuJhWgKXMgcMaQvi2Efy1y0z8N0dR8t3zXGf/sFfp/ZcXGbM7g5g61uprmFLeRsOUMgoNU8poNEwpo9EwVW8OSPmceU//lnfeGMEnSXfzPWHs7fw3Bv6tMwuv1ghfVTbyw7cxs9tz+M9aw/Hq0BT5AYHt3+LJNos5kFxBXZedGqaUt9EwpYxCw5QyGg1Tymg0TNVHzjXC9r3P5H7P8+i/NOE/f/pnXgpYxKSvI4nKq30qHthxVBxj/Wu/p/3vX2Py8UrS7De+WlmUSPyO/swf0JH+/pOZOG4sY/160WbMMqYfSCHHXvcHsIYp5W00TCmj0DCljEbDlDIaDVP1YfqGfXPb8fdmf+Xxpk154okneLx5a55+/yjHzRV1fJMdR2UoB0d1ZWrXUawNqyLXfutj4rnwYRD+jz3Ko48249HOC1l4IoPK2p6uBg1TyttomFJGoWFKGY2GKWU0Gqbqo9yKJTORmJhY4hKTSEiIJzYugehMG7by23xQOsooyk4jJy0bS5mD2sawyvMySIuKJDIymsjkfAruYk9TDVPK22iYUkahYUoZjYYpZTQapnyAhinlbTRMKaPQMKWMRsOUMhoNUz5Aw5TyNhqmlFFomFJGo2FKGY2GKR+gYUp5Gw1Tyig0TCmj0TCljEbDlA/QMKW8jYYpZRSuCFM5OZCeDsXFoNlMeRoNU8poNEz5AA1TyttomFJG4Yow9cknMH48HDkC+iukPI2GKWU0GqZ8gIYp5W00TCmjcGaYqqqCyEh44w34wx9g4UKw2ZzXV6WcQcOUMhoNUz5Aw5TyNhqmlFE4M0ylp8OsWdCsGTz+OMyZAxaLEzurlBNomFJGo2HKB2iYUt5Gw5QyCmeGqcOH4c03oX9/8PeHceMgO9uJnVXKCTRMKaPRMOUDNEwpb6NhShmFs8JUZCTMng0DBsDGjTB9Ovj5yWiVUp5Ew5QyGg1TPkDDlPI2GqaUUTgrTK1cCZ06wZ49kJAgBSi6dAGz2ckdVqqBNEwpo9Ew5QM0TClvo2FKGYUzwlR+PowYAR07QkqK/L8xY6BFC0hKcm5/lWooDVPKaDRM+QANU8rbaJhSRtHQMFVaCtu2yRqpZcugokL+/9ix8Le/QVycCzqtVANomFJGo2HKB2iYUt5Gw5QyioaGqcxM6N0bhg69eUrftGkSpsLCnNpdpRpMw5QyGg1TPkDDlPI2GqaUUTQkTDkccPUqvPYaTJx489fmzYPmzeHMGSd3WKkG0jCljEbDlA/QMKW8jYYpZRQNCVPFxbBvH3ToIFP8alq8WDbvPXIE7HYnd1qpBtAwpYxGw5QP0DClvI2GKWUUDQlTmZmwahUMHAhffHHz19asgTZtYPduKClxcqeVagANU8poNEz5AA1TyttomFJG0ZAwFRMDU6ZI5b7g4Ju/tmULdOsme07l5Tm500o1gIYpZTQapnyAhinlbTRMKaNoSJgKCYF+/WDOHNlbqqbdu6FvXxm50o17lSfRMKWMRsOUD9AwpbyNhillFA0JU0ePyl5SK1ZAYeHNX9u/X8qlL1wIJpOTO61UA2iYUkajYcoHaJhS3kbDlDKKhoSpL76Axx6TfaZu/baTJ2Uj3/feg+hoJ3daqQbQMKWMRsOUD9AwpbyNhillFPUNU1VVsHat7CW1f//3v375MkyeLJv3hoY6udNKNYCGKWU0GqZ8gIYp5W00TCmjqG+YysmRKXzt2n2/+ARAZCTMmgUBAXDhgpM7rVQDaJhSRqNhygdomFLeRsOUMor6hqnQUBl5GjECrl///tcTE+HDD6F/fzh92smdVqoBNEwpo9Ew5QM0TClvo2FKGUV9w9TBgzBsGMybB0lJ3/96ZiYsXw5dusDhw87ts1INoWFKGY2GKR+gYUp5Gw1TyijqG6Y2b5ay6OvWQXb2979eVCRfe+st+Oorp3ZZqQbRMKWMRsOUD9AwpbyNhillFPUNU4sXQ8eO8M03UFLy/a9XVcHWrfDii7Bjh5M7rVQDaJhSRqNhygdomFLeRsOUMor6hqkpU6BlS6naV9e3fPklPPUUbNrkxA4r1UAappTRaJjyARqmlLfRMKWMor5hauhQaN4czOa6H3PgADz8MHz6qZM6q5QTaJhSRqNhygdomFLeRsOUMor6hKmiIhg4UNZD5ebW/bgTJ+Avf5FCFEp5Cg1Tymg0TPkADVPK22iYUkZxr2HK4YC4OPDzgwEDID+/7seeOQPPPguLFtU9FVCpxqZhShmNhikfoGFKeRsNU8oo7jVMVVXBuXPg7w/jx4PVWvdjL1yA116D+fNBf5WUp9AwpYxGw5QP0DClvI2GKWUU9xqmyspg3z4YPFg25b3dtejly9C2LcydCzk5Tu64UvWkYUoZjYYpH6BhSnkbDVPKKO41TBUVwWefwZAhsHZt7WXRq12/Dn36wIwZtW/sCzJNMCEBsrJ0KqBqHBqmlNFomPIBGqaUt9EwpYziXsOUxQIffSTV/PbskZGqukRHQ0CAlFG/ehUqK6WVl0t4CguD9etluuDWrRqmVOPQMKWMRsOUD9AwpbyNhillFPcapvLyYMIECUlnzkg4qkt8PIwdC6NGwfbtcPEihITAqVPwwQey6W+HDvDQQzJt8HbPpZSzaJhSRqNhygdomFLeRsOUMop7DVNZWVIWPTAQYmJuP5qUnS2jWM89B888A716ybS/Pn1kmuD8+bBtmxSpaNsWMjOd/OKUqoWGKWU0GqZ8gIYp5W00TCmjuNcwlZEBbdpImLpdWXSQ6XznzsnI1LvvynS+iRNh2jTYvftGhb9Zs6BLFzh7VkenlOtpmFJGo2HKB2iYUt5Gw5QyinsNU8nJ8OKLMHz43a1xcjigokLWVpWX32h2+43HrF0ro12bNoGPfNYrD6ZhShmNhikfoGFKeRsNU8oo7jVMXb8OL7wAkyY5rw8HDkg4e/99uMNnolINpmFKGY2GKR+gYUp5Gw1TyijuJUxVVUnxiBYtYN485/UhKkrCmZ+frMNSypU0TCmj0TDlAzRMKW+jYUoZxb2EqcJC2LULOnWCNWuc1webTTb2ff112ehXKVfSMKWMRsOUD9AwpbyNhillFPcSptLTYdUqGDBAQpUzrVgBf/sbHD/u3OdV6lYappTRaJjyARqmlLfRMKWM4l7CVGwszJwp1flOnXJuPzZvlsIWX3whBSuUchUNU8poNEz5AA1TyttomFJGcS9h6vJlKYk+YwaEhzu3H4cOQffusGyZlF9XylU0TCmj0TDlAzRMKW+jYUoZxb2EqaNHoV07WLpUNuR1psuXYexYmDIFQkOd+9xK1aRhShmNhikfoGFKeRsNU8oo7iVMffEFPPUUbN16d3tM3YukJFiwAPz9ZZRKKVfRMKWMRsOUD9AwpbyNhillFPcSptatg8ceg2++cX4/iopg+3Zo2xY2bHD+8ytVTcOUMhoNUz5Aw5TyNhqmlFHcbZgqKYElS6RIhLOLT1Q7dw6eeQY++MA1z68UaJhSxqNhygdomFLeRsOUMoq7DVPx8VLJr29fCAtzTV9iY+HZZ2HiRK3op1xHw5QyGg1TDVJBSZEVa1Ep5VVQ60ekvYyywjxycnLIycklz1pKSVXdz2gvLaIwVx6bYyml7DaPraZhSnkbDVPKKO42TB06BEFBsrlucrJr+mIyQdeuMGYMpKS45hhKaZhSRqNhqt6KqLq6lvED29Blwkr2JUFZbQ+L3camqW157rnneO655rzY40NmHUylpNbnzOD6qqmMb/4czz3/Ks8P+IRPL+bfsScappS30TCljOJuw9TKldCjB+zcCTaba/qSmQmTJ0toO3UK7HbXHEcZm4YpZTQapuojO5TLX0xkWMv/5Z+bNOHfXhrMwjC46ZRRaYH0E3yz/SOCRg+nb9++9O37Kk/f/yR/bj6WOYfiSS658UlmL0sj7fBoZnV5jZav9aV3z5706t6TthM/Y8mpbApuU9lJw5TyNhqmlFHcbZgaMwZatYLr110XcqxWKXIxeDB89plO9VOuoWFKGY2GqfowHeDreR149ok/8od//xeeajuGFeE1w1QVZQXRJO+fz9xNh1l3rfr/R3F2fGte/q8/8bO3l7Exyko5gKMUW+weFvd+mk6B01kdDVAKlz8goE8nXhi6lpOZFZTXEag0TClvo2FKGcXdhKnycujXD/7xD8jNdV1fysvh5Eno3x+mTYOyWqdTKNUwGqaU0WiYqo+KQmw5iUSGfMzcJ39P19eGsuw63JiZUUJWZiRf7zrExasp2Gqse7LHrOODDq/y0/8ZwISvk0kHKLpK7JcTeabTRPqvu8x3n6VVyZyc34ZR3d5g5pFs4mufG6hhSnkdDVPKKO4mTCUlSZjq2xcKC13bn8RE6NVLjldc7NpjKWPSMKWMRsNUQ5Qf5fOXHqTvS/4svSlMVVJcYiXRbKG8pPKWb7rA3vF9ePlXXZmwIx4TQOJWvpr5JL/ot4jxR603PTp7Vy+m9voDT38UzNHU2ud+aJhS3kbDlDKKO4WpsjI4cAD8/KT4REkdN82cpawMeveWKYWuHAVTxqVhShmNhql6q6Akaw+rn3+Ani8PviVM3UbpKTZPHc7fm01k2ckMCoCiMx+yrM8veGLMSpaF3TyJvfTMNGYENOMXfhv5/FrttyxrhqmAgID6vySlGkl1mCrTeUbKAGw2G1FRUZhMpu99zWKBhQshIAD27IHKW++/ucCIERKmoqLgNnsIK1UvRUVFxMfHk5ycTLEOfyoDSEtLIzQ0FIvF4u6uOIXNZuOtt97y3DBlj1jI4mn9+euoQxw0yy3ItIPTmd/u97SdsY3t8bd8Q/galo1tz++6rGblxexan/PWkanqO592u12bNo9qDocDh8PxXZgqKSnB4XC4vV/atLmiORwOqqqqsFgsREZGkpiYSFVV1Xc/82AnPd2Ov7+DoCAH1645sNsdOByu6Q/Ic3/0kYPu3R18842DoiLph7vfK22+0RwOBzabjdjYWJKSkigsLNRzvI82h0POHVB1m2Z32fnME1r1NU1KSgqhoaHk5+e7vU8NbQAWi4VWrVp5apgqI3FrFxZN78Cko4WYyhyAA/PB6cxv+wfaz9jOjlvD1PXVLB3dlvs7r6ozTJ05c4b77ruPf/qnf2LChAkUFhZSWlqKxWLRps2jmtVqxWazERERwYULF8jOzsZms7m9X9q0uaJZrVYKCgpIS0vj6tWrREVFUVBQ8N3PvN1ewPXrNlq2rCAwsAyz2YrNZsFqdU1/ioos2GwWPv20iL59y1iypIT4eCtlZQVuf6+0+Uaz2WxkZGQQHh5OdHQ0mZmZWK1Wt/dLm/Oa1SrnkcJC+bOgwEJenpXc3JtbXp78u1c/zlXnNfe+F3JNExcXR0hICKmpqW7vU0NbZWUlaWlp9OjRgx/84Ac89dRTpNxhY8JGDFOlUHiGjxdNZuqCDcRZQSb0OUg+MI35bf9Ah5nb+SLh5u8qPDWZGb3/wm87LGNVSF6tz3zy5El+97vf8dBDD7F69WpiY2NJSEggMjJSmzaPalFRUURHR3Px4kWCg4O5fv060dHRbu+XNm2uaFFRUURGRnL16lXOnz9PSEgIkZGRREdHEx0didkcwVdfJdK0aTGDB+eQkBBBXFwkUVGu6U9cXCQxMZF88kkyvXrlMXJkFseOxZGcHO7290qbb7To6GiuXbvGxYsXCQkJ4dq1a9/9Hmjz/hYdHUl8fCRmcySpqZFcvhzHZ5+lMWVKLgEBFgYPljZkiIWJE3PZsSOFuLhoUlLk+9zdf2e36muay5cvc+bMGa5ever2PjW0mUwmrl27xpw5c7jvvvto1qwZyXfYSb6RwlQlZWVRXNy4mlnLjrL9fM21Tw6yT8xlUfdf8vcJn7ImvOqm77QcGcq4Xr/gv3uv4bOw2tdMnTp1it/+9rc8+OCDLF68GLPZjNlsxmQyadPmcS05OZkrV65w9uzZ7+bVu7tP2rS5ssXExHDp0iXCwsIwmeR3wGw2kZBgYsOGDJo3L2PmzAKyspJISUlyWT/M5iSSk018/XUmQ4da6d+/gOPHU0lPd90xtRmrJScnExsby5UrVwgLCyM2NtbtfdLW8JaSYiI720RWlomQEBOffmpi/HgTAwem0bNnPt27F9O1axldupTRpUs5XbqU0a1bMe++m0tAgJmPPzYRESHf7+7X4uyWnJzMtWvXOH/+PNHR0W7vT8P/rVOIiYlh4sSJ/OpXv2qEMJX9FWuef4BedwhTlbZEIo5tYf6Ybew7lMStyzHLwj9jy4SH+PWghUw+UfNZqsjc3ocxnf6XP884zH5T7SuTtZqf8jZazU8Zxe2q+WVkwJo10KcP7NrVeH1KTYX33oOuXeHq1cY7rjIGrebnm7Kz4fx5WL0aBgyAF1+UQjYzZ0rxnLNn4eJFCAmBCxdg714ICoLmzWU7hi+/hPx8d78K19BqfvVWRXnOXta88AC9XhnC8gi+F5JECQlf72Hb+CXsPJ9IWsktpZMcQN4ZQjf6839d32fw9nhu1POL5fjoNxjw6DMM3ZFCxF3sMzV06ND6vySlGkl8fDyXLl2ivLzc3V1RyuUKCwu/u2NZ0/XrMHkyTJwoFyCNpaJCKgi+8opc9CjlTMXFxd/NOihxda1/1SgSEmDJEmjXDjp1gvnz4dAhiIyUm0JFRXJeqayEqir5s7gYzGYJWfPny2bh69e7+5W4RnU1P6vVeucHe4HCwkJatmzZSPtMZW7jo2fvp12LUawz1/aAclL2b+HLeavYdcTMzQUTzRz+JpzwawVgLyD/2ibGd34Jv7kbOFedtxIXM7r9GzRrMYev4sup6/6Ojkwpb6MjU8oobjcydfy43LFduBDusL7X6T7+GB5/XC6IlHImHZnyHWYzLF8uo+d+fvD++zKKnpBw5++tKTFR9tEbNkxGsXwtY+vIVH0UxBB9YjULR7/FM//RhF/86knenrKBBScTSLA4gCpKsq5xbvUMhv3tz7z61Cv0mLea+UuXsmTxYhYvns5780YyaMZRDl+UN76qMIaIz7owd1A3hk5azML58/hgVG/aBH3AyJ3xpFfWvRmIhinlbTRMKaO4XZjasUNGhzZtavyLi4MHoXVrWLlSN+9VzqVhyvvl5sLXX8P06dCvHwwZAtu2yQhUfSUmwgcfgL8/nD7tW4FKw1R9JO1jz3ut+NsjD/LHPz7AH//4IA8+9SaPzzrCEbMdKCc/fDNLX3qaFx6Qr//p//6Phx566Nv2J/763GuM2hZNRFH1B6sD7Nc5NXMgff70EH/602P8qfUcZh8wUXiHTRU1TClvo2FKGUVdYcrhgBUr4Mkn4ciRxu9XcjIsWyZrH/bubfzjK9+lYcp7VVXJaNSGDdClC3TvDtu3y+bi325B1CCXLsm05vHj5e++QsNUfZTkkJ0QyvnzFwi5EsrlyyFcuHiZc4l55JUC2KkozMAccpErF0O4GHKR82eCORMcTHBwMMHBZzgfEoYpv4xbLyVLUuOJORNMcPA5gq+nk3EX5yENU8rbaJhSRnFrmJKFsrIQe+5cePPNxl0vVa2yEkJD5fgzZsh/K+UMGqa81/Xrcj7o0UOm9129Cs5cBlReLtOb27WT6c2+MjqlYcoHaJhS3kbDlDKKusLU9eswaZJMn4mJcU/fcnNh8GAYOlQumpxx51kpDVPe6cgRGDtWKvBt3iyFJVyhsFBG5fv1kynOvkDDlA/QMKW8jYYpZRR1hakvv4SAAFi82HUXLXdSUgL798tUvzlz5K6xUg2lYcq75OTA7t0wciSMHg2HD7v+mLm5cqx+/SAiwvtHxjVM+QANU8rbaJhSRlFXmFqwAHr2hH37Graou6GsVgl1HTrIOirHHdboKnUnGqa8g8MBWVnw6adyLpo9W4JNY41QHzgAgYFy3Dtcq3s8DVM+QMOU8jYappRR1BWmxo2TAHP5svun11VfTG3eDHl57u2L8n4aprxDXJychzp3lq0S4uMb91xUWCjrslq3bpzRMFfSMOUDNEwpb6NhShlFXWGqf38p/mCudY/CxmUyyaaanTrBuXPu7o3ydhqmPFtpqVTwHDYMBg6EjRtlhModQkOlH+PGybpNb6VhygdomFLeRsOUMoqaYcpkSgIclJVJyeHWraXksCc4ehTeekvuFOfnu7s3yptpmPJcJpMUfQgIkP2e3LEtQ02lpbJxeNu2sHSp967b1DDlAzRMKW+jYUoZRc0wZTYnAQ5MJik9PGCA55QGNpulVLGfn+47pRpGw5TnqaqSdUnz58O778JHH0mwqqpyd88gPV2qCA4bBmfPurs39aNhygdomFLeRsOUMoqaYSo1NYnKSgchIdCnj2xcWVbm7h6KykqZZtOqFUyZ4hkXWco7aZjyPFeuwPDhshXCli2eMb24mt0u0/369JGy7N74I6NhygdomFLeRsOUMoqaYSotLYmiIgf79smo1MKFnjWtxWaTcsWDBsH5895frli5h4Ypz1FaCnv2yF5yQUEy6uyp/yTTp0P79jI65W2XBhqmfICGKeVtNEwpo6gZpmLQjNoAACAASURBVDIzk8jPd7B2rdwh/vxzqKhwdw9vqKiQC5nBg2XUzEeuC1Qj0zDlGZKTpULngAESpK5ccXePbu/MGdnrauxYSEpyd2/ujYYpH6BhSnkbDVPKKGqGqezsJLKyHMybJ+sD9u/3vOl0VVUwaZJM97t2TfedUvdOw5R72e0SRubPhy5d4MMPZWNwd2/BcCeVlbBqFbzyihTG8KZzj4YpH6BhSnkbDVPKKGqGqdzcJMxmByNGwKhRsseUJ14wbN8OvXrJ3jOZme7ujfI2GqbcKyIC5s2T0agNG2SEylucPHmjQIY3jU5pmPIBGqaUt9EwpYyiZpjKz08iIcFBjx4yje4On09uk5IiF2OdOsnaKaXuhYYp90lOlrWYgwfDrl2euz6qLjk58NlnspHw1q3u7s3d0zDlAzRMKW+jYUoZRc0wZbUmER3t4PXXYfJkKC52d+/q9tVXMt1mwwbvWwyu3EvDlHvk5ck+cQEBEkS89fc2OhrefhsmTpSiOJ44en8rDVM+QMOU8jYappRR3BqmwsIcPP44zJzp2RcJUVEwZoyMoF244O7eKG+iYarxWa2wcyf07w8rVnj2jZo7sVhkZHzwYKk+6ElFeuqiYcoHaJhS3kbDlDKK6jAVEyPV/E6dcvD007Bggbt7dnulpXD0KLRtCx984O7eKG+iYarxnToF3btLCElJcXdvGsZul9GpPn1kmwZv+BHSMOUDNEwpb6NhShlFdZiKi4siNjaJPXscvPkmfPKJu3t2Z9nZUg3Mz0/+7skjacpzaJhqXOHhUk588GCpwOkrRo2CN9+UUXJPr0SoYcoHaJhS3kbDlDIKh8OBzWYlPj6KK1eSWL/eQZcuUjHP05WWyhoMPz/vXoOhGpeGqcZTUADvvy+jUqdOedYm4A31xReyR9by5XIzx5NpmPIBGqaUt9EwpYyiOkwlJkZx6lQSixc7GDhQ9pjyBnFxEBgIfftqmXR1dzRMNY6SEtiyBYYOlcBhtbq7R86VnS0l0tu2hXPn3N2b29Mw5QM0TClvo2FKGUV1mDKZovjmmyRmzHAwejQEB7u7Z3fHbofp0+H11+HKFXf3RnkDDVOu53BAWJisK5o0yXO3WWioffugZUtYt04q+3kqDVM+QMOU8jYappRRVIcpszmKbduSGDnSwcyZ3rW2Ydcu2cR31SrIynJ3b5Sn0zDlenFxEqICAmR6n6+qrio6diyEhLi7N3XTMOUDNEwpb6NhShmFw+GgsNBKSkoUa9cm0b+/g0WLwGRyd8/uXkqKbATatSucPOnu3ihPp2HKtfLzZVpf585w4IC7e+NaNpvsedehg5R891QapnyAhinlbTRMKaOoDlNpaVEsWZJEhw4O1q2TDTa9hd0OX38NzZvLdBulbkfDlGutWwf9+sHGjVKAwpc5HJCcLFX9hg+HsjJ396h2GqZ8gIYp5W00TCmjcDgcFBVZyciIYvbsJF57zcGuXd6xEWVNERGyIeiUKTL1Rqm6aJhyjcpK2LNHCk589JHnV7hzlqIimeY3aBCcOeOZ504NUz5Aw5TyNhqmlFFUh6ns7CjGj0/i8ccdHD3q7l7dO4sFduyAbt08e7qNcj8NU85XXi4V7QYPhvfeg/h4d/eo8VRUSMEef3+YMMEzC1FomPIBGqaUt9EwpYyiOkxlZkYxbFgSDz/s4MIFd/eqfkwm6NQJhgyRCxrdxFfVRsOUc1VVSfGFqVNh8mTPLxPuCqWlsonv229DQoLnnXs0TPkADVPK22iYUsZhp7DQSmxsLEOGmHnuOQdhYe7uU/2UlsKHH8LAgbB3LxQXu7tHyhNpmHKuyEiYOxeGDZMRGk9dN+RqK1ZAx45SkMLTRqc0TPkADVPK22iYUsYhYerChQT8/dNo29ZBZKS7+1Q/DgdcuiTlmAMDISfH3T1SnkjDlPNER8OcOVIe/PhxuaFhVBcvytqpsWM9b92mhikfoGFKeRsNU8o4JEwdOpTMwIFZ9O/v8Or1DkVFsmajdWvZxLeqyt09Up5Gw1TDlZXB6dMwa5aEh6+/dneP3M9mg08/hRYtZDNfT6JhygdomFLeRsOUMg47NpuVL75IpV+/XMaOlVK/3mz3btnEd+VKyMhwd2+Up9Ew1TA2Gxw9KqXAhwyRv9vt7u6VZzhxAlq2hCVLoLDQ3b25QcOUD9AwpbyNhillHHasViuffZZO7975zJ7t/QEkKQnmzZO9bk6fdndvlKfRMFV/ZWWwfr2sS5wzBy5c0LWJNcXFwcSJUozizBl39+YGDVM+QMOU8jYappRx2LFYrCxZkkmPHlZWroTcXHf3qWEqKuDAAXjjDfj4Y53qp26mYap+rlyBadOgTx/ZR8pb11a6UnExHDoEbdrA/Pnu7s0NGqZ8gIYp5W00TCmfVF4u7SYSpt57L4du3YrYscPzKlHVR0wM9OwJkyZJqWKlqmmYujcxMbB1K4wfL/u4LV0KWVnu7pXnSkmBVq1kCqSn/HhpmPIBGqaUt9EwpXxOcjLs3w8HD0Jq6k3DNRarjdGjC+jcuZRjx3yjtHFeAaxdJ9ORNmxwd2+UJ9EwJaO3JSW3f4zNBuHhMGOGrAMKCJA9pHzh/OBKNpts3jtokLxfFRXu7pGGKQ1TSrmBhinlU8rKZEV0ixZS5m7sWKnj+60CWxEDBhbSvn0F16553oaT9VEFmMzQrTsMHuxZi8GVe2mYkqIRW7fWvd4pOxtWrYLOnWHoUNi2Tab1VVY2bj+9UWWl7HM3ZIjse2exuLtHGqY0TCnlBhqmlM8oKpK6xYMGyeZLCxbI6uj+/WH2bLh8lnxbMe37wj9aQ2qKuztcT4WFUo94/HipPhEfhR2YMBt69ICzZ/WOuhJGD1P79kGHDjJl79Ch709F270bRowAPz+ZJnvkiFbruxcOh4TRoCBZO5We7u4eaZjyuTA1YsRgd3dHqTvSMKV8gsMhI1B+fhKckpLk/1+6dOOTfvoYitatp8fzEXTr6sDqbcUaMjPh5ElYvlxuob/+OrzzDnw4G8eJE5w8YCVoIkya5hkXNcr9jBqmSkulumVQkKwn9POT0ZOwMPm62Qw7dsCAAfDuu/DZZ5Cf794+e7NZs+Cll+QU7O4RPQ1TPuBGmPohgwePpLRUfrD0TofyVBqmlE9ISJB5JgMHSuCoVlUlc09OncIxcTTFL77Ohz8azUddzlOZb/X8eX4OhyxMiImRcn1t28Kbb8prvXpV1oUFDoXePajctoPpY228/CpExrq748oTGDFMVVXB+fMSnubOhfh4OHYMOnWSghKXL8ug9Tvv3Pi6fvw1zO7d0LcvrFgBaWnu7YuGKR9w9uwp7rvvNzRp8jtefXUNW7bI53poqPzC+si/rfIhGqaU16uslNGaLl1kAn9tF41VVZRfiyBhznr2PjSE87/viGP6DIgMb/z+3ovwcJg5U0JUnz6weLFcGVbvNlxWBiEhsHQhDOrCit9Pp8UjKUTGubfbyjMYMUyFhsqvzMiRUhQBZL3U2rXya9S8Ofj7w5YtYDK5t6++onq/u759ZZqxO2mY8gFnz57k17/+LU2aPMhjj+0mMFDm4wYE3GiBgdImT5bP/1WrZLj5+HEZIjWbPWMRnzIGDVPK6+3cKbvWfvjhbevzlgCngkuY1+YQXzwxFfuAQRDkLwUrIiIar7934/x52eAmIEDWgI0ZI1d/dW2MlZEG61cS0rQvG389hux1+6BMf6eNzmhhKjcXPvhALuqPHbu5il9WFrz/vgSpvXt1TzZnqqiAXbvghRdg82b39kXDlA84e/Y09933a5o0+TktWizj449l+v6wYfJZ36YNPP00PPmkzC9t1w46dpSvjRghJSbnz4eVK2Xn7T17ZD31yZMy9T8iQmazZGfrsLRyDg1TymuVl8uozKBBMH36HRcKFZc4+GpfGa07lzNhjJWq/YcgcKCsUJ8xA775xr0bNdlscqLfvBnGjZPb6EOGSJn3O9V2/lbonH188ePe5HUdDDs/lykRyrCMFKaKiuDzz2V91KpVtRdhyc/XapeuEhIC//iHjFC5M8domPIBN9ZM/RODB4+gsFBGmXJzJQClp8vIk9ksCyH37ZO5pmvWyAK+8eOlGtPbb8Pzz8ODD8LDD8Orr8r/DwqSa4ZPPpHKNJcvyzYqeXlyHJtNPnPLy2Xmi6cvB1Dup2FKea3wcBmxmTTppvLndbFaHWz8vJS2HW3M+aCUqvJyyMmRsOLvD2+9JSfYsLC66yi7QmmpfEB8+SV07w6vvCIfBkePyu30720+XLeFi8t44VexXOu7APq2lSkQiYnuXxWu3MIoYcpuhzNnpNjEnDlgtbq7R8aTkiKDB4GBcn3qLhqmfEDNan7Dhw+54+NLSuRuSmYmxMXJtUFwMBw+LKNSmzbBunWyaHLOHJgyBUaPljXWnTvLztPNm8uWKr17w/DhsHCh3Njcv1+ez4fPn8oJNEwpr5SRAatXy9XT11/fVS3wnBwHixeX0rlzDqtWW/muLlBpqdxWXbNG7lh16ybzgRpjVCczE5Ytg65dpazYjBnwxRdy8q7HDpgfLIdHn4Jj65Phq+0wZLBMfThwQAOVARklTMXGysyeoCD3r9kxqvJyuX5t107WrLmLhikf4Kp9psrKZKFkWBicOCFT5z/6CCZOlGDVu7dspTJwoNxgHTpUptoHBckizAkTJIytXi3XHZcvy8knM9NpXVReSsOU8kobN0qQWrdORpfuQnq6g2nTynn33Wy2bs37fpXV8nLZaGbSJFl0MWKEBKw4F1RziIqS5x4zRk7efn4yv7uB0wxXroSXXoUDp7/9H4cPygfB4MFSais6uuF9V17DCGGqvFw22n37bfmzMQeV1c2ys6VqYv/+7pvqp2HKB7hr097SUglbV67ITJGVKyU8+fvLqNXTT8sI1jvvyGf25Mly43X5clk0ePSo3FGoDllpaTI1UU9Kvk/DlPI658/LiWz06LoLMtQiORmGDaugZ88Mvv46G0dd86CLiqSoRe/esqh17lw5QTZ086bycjnBHjwo87pbt5YKhBs2yHQ+J1i+XBaBHz5c438mJ8v0xe7d5bWEhOiUBYMwQpgKDZVTwbBheq/A3crKZFSqf38pAHIPM5SdRsOUD3BXmKpWVSUByGKRdVTp6VKyMjJShr5374ZFi+RmqJ+fTBVs1gz+9Cd45hlZ7zxihIx6ffaZTBUMC5PnsdnkuUtL5RemokL30KrJbpf3o65WVeWZ75WGKeVVUlJklGXYMDmx3YP4eOjdu4LevdM4eTIDuM2i0uJiCSE7d0pJ8tat5eQZG3vv0++qquQEeuqUjBK99ppMI9i+XUainLgifsUKuXH2vTULubnw1Vdy4u/VSxbs6t0yn+fLYcpul+uRuXPlnsfhw/WaGaucyG6Xwf3AQAlVdzlpwKk0TPkAd4epOykpkeuD0FBZrHnokFS/WbFCrhPmzpUpgYGB8lnfo4fMf33jDWl9+8KoUXKTc+1amW545Ihc0yQm+uaJzG6XkbrYWLkYq9kSEuTPa9fkRL5tm7wn27bd3DZvlhHD4GCZ3ZOYKN8XFyd/d8fdm2oappTXSEmRE9XAgXJn6B7FxED79pX065fKpUtp3DZMVSsslBC0YIFU1uvVS4Z/7naOdHGxLIAdPlxGhkaOlM13z5xxSVmxtWuhZUt5e753Xikqktcye7YExPnz3Vu9ULmcL4epEyek6OWbb8pSQ91SxjNYLPLv0qqVXN80Ng1TPsDTw9Sd5OTIVL99+2TmyUcfwdix8rlbvT66Tx8Zwh08WK4thg2TIfaxY2WpwfTpcmL78EP49FMporFlizxncLDMMLlwQVpEhIx65efL/Nr8/Ia16hG5lBS4elVmA1Uf69IlKTG/a5f06fPP5c/Nm6V/S5ZI32u2adNkSuS4cTKad2sbO1b+HDVK3ochQ+puAQEy6lf9XtV8jprv28KF0tfGomFKeYWiItmQr1s3OTnl59/zU4SHw+uvVzFggJmoqBTuKkxVs9nkjsiIEXJXacoUuVOSklL747OzZSRo1iwZDerXD95778Yuoi6yebNswbFli3S5ViaThMMBA+TEc+TIXZdeV97ldmGqpERu6F24IDcLPXHmxK0KCuRa4r335KZvz55Sivv6dXf3TNW0aJEMwB87dle1gZxKw5QP8PYwdTsOh0wZvHJF7gitXy9rs2bMkGuF3r2lou8jj8Cjj8o6rbfegvbtZRuX6vXc48dLgBg7Vk6Iy5dL6Fq7Vv5sSFu3TsrGL14sQag6rIwbJyNuw4ZJIGzfXqY0tmt3o3/Nm0vfa7bHHoMXX5RlDf37S5Cs2Xr3lj+HDJEh7eXL5T1ZvvzmtmqVhKQJE+Smeq9e8n19+8rfX31Vjvfww/Cb38jjLJbGKW2vYUp5haNHZYrczJn1rrJ39So0a2Zn0CATKSkm7ilMVcvPlzDXtaucGBYulDtQubky5ygjQ65OV66UK702bWQk6Nq1Rrla3bpVzmubNt2hPHR5uYTDQYPkBPbFF9J35VNuF6ZCQuSewPDhEkh27JAbnhERTlvC51RFRVJ3pn17uVCfMEH6qx9dnufAAbnWWbRItgJqTBqmfIAvh6lqVVXyOWy1ynVFVpb8sphMsvjz+nW5aAkOlqkmW7bcmEr43ntSgXDyZGnDhsnMl3btboSbhrS2beVE27u3jBZNnXrjWBMmyDXNJ59In7ZulT83b5YLj2PHpO+3tuhoGapOTpbXWFtLSZH34XajZrm5cq1S/V6ZTDeeMyZGjnXhgoz4DRwIp083zvQ/DVPK46WlyZ2Rvn3ll6Wqql5Pc+kSPPywgyFDEsnPT6ReYQrk5BcZKXeUuneXYLVmjYzwfPihzG/p0EHupISGyihVI932v+swBXJ1GhYGH3wgC2g//FBOZrpBoc+4XZhasgSee05mTQwZIoVLmjaVwd+lS+Uzqby83r9uThcWJpvCDhki1xgZGb65tMAXxMVJkbNBg+RasDFpmPIBRghT96KsTD7QLRbZXDgqSk6I165JO3dO7mDs2eOctnu3zKw5fFjuul2/Lse5elWuaaKjJfRYrTIFxma70T9PsXOnBKrlyxtn40ENU8qj2WxyF6Z/f9nXoQGOH4emTe2MHp2AxdKAMFUtL08q882dK8PzPXrIvhQffihzkdLSGvb89bB9u+S4jRvvoTRxfLwM6w8aJHe4dE8qn1FbmLLbZVrfiBGSoY8elZt3GzfKrI6pUyWwdOokg6sLFsgFcXa2+15HdrYUxXrnHbk5qzxbaakMfDdvLj9XjUnDlA/QMKUawm6XwBcYKNeOjTHVQsOU8lhWq9xd6NxZijY0YHTH4YC9e+HFF+1MmZLQsJGpW2VlyRXe7NlyN8eNVfK++koy3erV97iPYGXljTs5QUEyb1qLU3i9mmGqsFDCVEWF3KwbMECW/d06EGk2y5S/kSOlSl7fvvL3yZPlvsbixVK8qjErtZ07J/crZs2SIKg835UrUhxk7tx6LXGtNw1TPkDDlGqoykpZ5/Xqq67ZK/RWGqaUR6qokGlzfn6yLqmBZaHKyuQC8Y03qnjvvQTy8pwYpkCuSD1gBf+hQzfWKphM9XiCqCgJhd26yUKamBj3lhtVDVIzTBUXS5jKzpbAPXjw7QdP7XaZUfLllzJNvk0b2UKlWTP5++bNjTMF0G6X0Y033pACUvrj6B1SUyV8Dx8up/LGO66GKa+nYUo5w4IF8sFx/LjrP6w0TCmPdOmSzDcaPVrm6TYwqOTny0y2Nm0qmD8/npwcJ4cpD9HgMOVwyBX2zp1SHadvXymnrotTvFLNMFVeXkRFhVS1bd9e1rTczfK4wkJZShcZKaMNx47J+uQePRqnZklGhoxIdeggywSUdygrk5+V7t1hzpzGO66GKR+gYUo5w+7dcg2zatU9TtWpBw1TyuPk58vVU/WFvBNuRaekwLJl0L17OcuXx5Od7Zth6uBBmb61ZIkUuKm3oiJZO1W9N8aiRQ18QuUONcOUw1FESopMuwoIkLXF9TVzpgSyxqiqf+SILOWbMUMLTnqb7GyZKtqnT+PNftYw5QM0TClnOHdOyrlPmSJlal1Jw5TyKCUlsl6nXz/500lDszExcid+4MBy1q6NJyvLN8PUiRNyofz++05aWxIdLSeivn1l+t+ZMx4xnVHdneowlZxsAoo4fVqKOCxZ0rCCEkeOyNK6WbNkOpcrvfeejG4cP67boXmbqiqZXPDuuzLZoDEGuDVMNUSVlcxUE6b0XKzldX9E2ovyyI6KICoinPD4TDIK6/5QqMjLIC0qnIiIKCKS8si/i43HNEwpZwgLk32yRo6UaRWupGFKeYzycpmD1KWLVMQrLHTaU4eFSSYICipjy5Y4MjN9M0yFhMhefhMnSgVTpygpkcUqvXrJGrazZ3XhipeoDlNms1Tz27hR9oP86quGPW9GhmTr9u2d+HNWC6tVKgp27SrFM5V3sdul8M/QobIEszGKlmiYqq+qLKyn5tPvnWd4xf8DtsdB7ZeFWcTumMukRx+l6SOP8EiL8QzfEk3t/7ZxXPhgGP6PPsIjjzzJI50WsOBYOncK1RqmlDPExt7Yo+HsWdceS8OU8hgXL8p8nilTZE8DJzp3TkpBT5xYyu7dsWRk+GaYunRJigVMmODkGzE2m9THnjpVTkynTzvxyZWrFBYWkpAQR1qaiYsXi5gxQ8qeNzQA2e1Sqvz55+Vi2RXKyuTeSq9eMH265+x3pe5Nbq7c3HnnncapxKhhqj7Sz3B6rR9dnpIA8x+vDGHhVSj63gOtZByYwKL+r9C61SiGj5vK1KBetB8yDf/N0URabuypUVWcSPz2fkzs3JJ3uk1l0vhxTBjck9YjljB5r5nsqro/gDVMKWdIS5Pys927ywJOV9IwpTyC2Qzz58uV06lTTt/n6NgxyQCzZ5dw8GAs6em+GaYuXpQpwpMmuWix/sWLsiP6uHFw/rwLDqCcqbCwEJMpjqwsE2vWFNG7t4Sg3NyGP/fx4zJitHixa7bxyMyUaYTDhjVsfZdyv6VL4eWXZXqoq6f6aZiqj5SjHF7ajzdfacpjP/l3XmgzmhXht4QpRxnknGZ1QAva9QpgYQRUAmTt5uOJHXmmwwQ+DcnE4gAcNiwR25jZ7Tk6jJ7PluqyoTErGde/DS8NWMjBlHJK6vgMrhmmAoKC6vWSlCoshE8+gVatZO9PV9IwpdyuvBzWrJEydJs3u2QX7X37pPrYwoXFnDwZS2qqb4apy5flLvD48fJ3p6usvDGCOG0aJCW54CDKWarDVHq6iTFjinjrLRmxdMayN5MJPvhAfq927Gj4890qOhreflv2t3LnhsGq4Q4elGWXixfLfTNX0jBVH/YKKkoLyErYypJn/5cerwxh6XWw1XxMqQnr0Sm80XMMr887w41ulBO/ewzzujxEwLpznLQBRSFEbhvOY13ew29TZI1QlkPI0nZM7P48Y79OJ+r7Q1/ALWEqIEDOWNX7j2hzbauq8qmF0du3w9//LpsqupKGKeVWlZUyl8fPT+byuCBIgfwetW0LH39cREhIDCkpSfhimIqIuLG3i8umCFdUyKKbESNkNPF2mxUptyoulml+V66Y6du3hE6dnBdMysrgm2/kpt/QoXDhgvwoFBQ0fEmd3S6zSp95RrYKUd4tKUm2C+zTx/WjjBqmGqLkMOtffJA+L/l/L0zZM89zccGTPNxrOO233FxXs+TCfD7x/28eHbeOlbGAaTNfTn2UXw1YxKQTN0Uycvf0Y0qf/+Gvc45xMLn2ybtnzp7lV7/6FU2aNGFS164QHi6bM4SFaWuslpTkE6Fq/374v/+DtWtdexwNU8qtYmKklve4cfJ3F/n0U3j5ZQdbt9qIioomOTkJXwxT8fEyWuDvL5X9XMZmg/Xr5d9u8+bGWVmu7ll5uY3IyHjWrcugf/8K5s51bonq7GxYsUKm+7VsKbVjPvpIpnM1ZAQiJ0f2hWvfXmqfKO9WWSkh6tln5efFlTRM1VsFJVl7WP38A/R8efD3wlRx7G62D7mP5n5jGHvi5rqa9pjNbJv2LPe9O4+pwXnkXV7A8t6/5JlxH7Pq2s2Bqfz8LGYF/p1f9F/P+rCbg1a1k2fP8rtf/5onmzRh/5//LLdrAgNlq3Ftrm8DB8rq2gUL5KrCi508CY88IntNuVJ8fDyXLl2iXKtzqcaWmHij0sqRIy491NKl0LSpg2++KSIlJQazuT472no+k0lOf4MGuThMAaSnywnKzw++/FI39vVIRYSFJeDnl4e/v4xWOvteY1aWjFDNmyfL6QIC5GN40CD5SB49WgLWl1/e/UbSV6/KdNWJE3WjXl8REwNt2kgNG1fun5mWlkZYWBhWq9V1B2lEhYWFtGjRwv1hKj/icz7rcT8dAmex8NY55CkHOPhRNx5sN5dxR+KIPzuXhR3/h44ztrPj1mvxiLUsH9eJ+zuvZsXF2sfJj585w+9/8xte/+EPOf3005T6+1M2eDAlgwZpc3Xz86Nk4EBKunWjvGNHHDNmYD97llKLhWKHg+KKCkqKiykpKfH4VlFRzNGjZTz3nJ358ysoLHTdsaKiorh48SIFBQVuf93afL8Vl5VRXF5OWXY2latWUdmpE6VbtlCSl0dJaanTj1daKm3WrAoefbSKgwdzSU29TlxcLMVecj6421ZWVkJ4eClz5lTQv38lBw+WUV7uwmNWVlISH0/ppElUBQRQ9c03lBQXU1xe7vb3Qlv1z34Ox4/H8fLLFoYOrSQzU35OnHmMiooSoAS7vYSEhBI2by5h4sQSOnYsoVmzEp5/vpTWrcvo37+S2bMdbNoER444SEwsp7KyGLv9xu9hWVkJUMT27RW0bu1gxYoyUlPd/15qa/jPiclUwty5Zfj7V7FzZwWlpc79WaxuSUlJXL58mczMTLe/7oa28vJysrOz6dy5Mz/4wQ946qmnSElJKlLB6QAAIABJREFUuW0icmGY2sT6Hr+vNUw5TF+xb+47/LHtbMYfia8RprZ9L0w5rq5g8YhW3N95FSsv1j6l4dTp0/z2N7/h5//v/7Fg+nRSIyNJj47GdO2atkZoSZGRJF++TMbGjRR26EBRx45kbt6M+fp1TKmpmNLSMCUnYzKZPLYlJ5vIz09kz54MXnmlhAkTCrh+3YzZbMJsduZxkklOTubKlSucPXuW+Ph4zGaz21+/Nt9uSWlpJCclkf3ZZ1j79SNv3DjMFy6QlJXl9GMlJ5tISTGRmGhi5MgCmjUrZc+eROLiLhAaGvrtYzz7fHAvrzUtLYng4BQmT86ja9dCNm/OJDs7yannjZua2UxSairm8+cp8PPD1qsX6fv3y3uanu7298ToLTU1mdjYOD79NIa//72AcePyychIIi0tyanHMZtNpKZKS042ERtrIiLCxLVrJkJCTBw6ZGbjxnRmzMilXbsimjYt59VXS5g5M49Tp1K//dmVlp5uIiYmmfHj83nllWJ27UonIyOJ5GT3v5/a6t9SUpKIj09m16502rYtJDDQQkKCicxMZ/8smrl27Rrnz58nOjra7a+7oS0zM5OYmBjGjRvHv/7rv9KsWTOSk5Nvm4hcHKbup0PALBZcuvk7y8I/Yf3wB7n/rQlMPJZEwrdhqkMtYcp2YhzTejzIbzouY9Wl2nePO3XqFL/97W/5r//+b+YtW4YpJwdzfj7xGRnaGqHFZWURn5FBYnQ05t27yQ0IwPrWW2RPnIjpzBniMjKIT0oiPj7eo1tOTgx796bQunUhI0fmERycRGJiPImJzjtGQkICCQkJXL58mTNnzhAdHU1iYqLbX7s2321xSUnEJySQfPgw+X36kN+vH8nHjhFvMhGXnOz041X/zoSGJhIQkM/LLxexd28c0dHnuXz5MvHx8nvg7vfFGS0hIZ7k5DguXkxkzpxs/vGPQlavTiczM9ap543v/ZsmJxNvNmP+5hvy+vcnv1s3ko8dk3Otj7y33trS0+M4cSKeUaPMtG+fzerVaaSmxmEyxbnsmImJ8ZjN8aSnx5OVFU92djxmcwJRUYmcO2di9+4UVq5MY+LEbLp0KaBTpwI+/zwNkymejIw4oqMTmD5dvrZsWQbXriWSkuK6/mprnJaQEEdKShzXryfSrp2VVq1sXLyYhNkcR0KC846TmJhIWFgY586dIzw83O2vu6EtLS2NyMhIZs2axY9//GOefPJJ94Wp4riv2DH0Pp73G82Y4zevmSoPW8aaoJ/xi67TmXHWSsGVhazo80ueGrualVdv3ufEcmQIY3v/kp/3X8vGa7WX8wsODubXv/41//Ef/8HUqVOxWq3YbDYKCgq0NVazWMgvLiavspKiS5eomjePioEDKQwMpGDXLgosFgrKyiiwWt3f1zpacXE+58/b6Nu3nDFjSrlyxUpFRQFFRQVYLM45hsViwWKxEBERwYULF8jKysJisbj9tWvz4VZejiU8nMKgICr8/Sk9eJD8wkLyi4pccjyLRVpYmJWRI8vo2rWc4OAMkpLCiIqK+vYxvvEzb7EUYLUWkJxsYdWqYlq1qmDDhiKKi/Odds6os9ls5JeUUHLwIFWDBlE4ZgwFly5RUF7u9vfFqM1iKaC0NJ/9+620aGFl3Lgcrl3LwWp13mfI3TartYDCwgLKyvKx2/OoqMgjMdHG9u3ljBplp1evEpYvL+Do0QLmzrXg71/BunXlZGZaKCxs/P5qc00rLs7HZitg2rQyOnWqZOdOKxkZzv33tVgs3xXVSklJcftrbmgrLCwkLS2NQYMGfTcyZb5DZZcGhKlKSnL2suaFP9K7ljBlz7rApUVP83CvEbTZlF6jfpMDy7HZLO30Sx4ds4GP44HkreyZ/ld+2X8R44/WXLxWQdrGHoxu8wBPzD3J4ZTaq/nVLI0+dOjQ+r8k5TyVlbLyddAgKQiye7drdhh0svh42StmwgSpgpOV1fBys7UfRwpQlJWVOf/JlaopL0/K6nXt2qglukJDpVhgUJCD8HAbaWky/cMXWSyyKWv79nKqa1R2u1TO6ddPS6Z7iB074G9/K2flylwqKgrd3Z3vMZlku7Lqgp4DBsAXX0jZdeWbzp6FkSPl+sYVp4i0tDRCQ0OxuGibjcZms9lo2bJlYxSgcFCZu5ePX3iAnq8GsDIabvo9LE3Gdnw6b/YcTYt5p2vsM5VCyJI+DH7gL/gtu8jZUqD4MlE7RvF45+n4b4rguwqijqvsC3iVXn95mXFfZRJbxy/69/aZUp6hrAyuX5d9bDp2hNWrITXVo0uop6ZKBaSxY2XTwqVLZRNOZ3/IVN/F0TClXMpul83TuneXmse5uY126BMn5MN76lQH0dE2UlKiSPLRzWatVqlY3ratm0pK22ywc6dUV122TK+K3Sg/HxYudPDaa8Xs2pXFLTtweoyCAvmZHTlSti/zkWtgVYeSEpgzB954wzWVGqtLo/tSmHrzzTcbI0xVQfIG5jz1W1q/Ppw1Cbd82VGGI/csnwS+zoAho9ic8e3uIinrWRjwNn9+eRqfns+mEMBRhCVyB3PffZbBM1dxpDpNXZ/L0A6teLLDcg6nVFDXjjw1w1RgYGD9X5JyjdhYuTPep49sOBkc7O4e1SknRz5gRo2Ct96SE89HH8EdCrncM91nSjWKs2elRvLo0VISvZHY7XJtHxgIixY5SEiwkpwsYcrh8L19psrLJbO2aCHbP7mFxQIrV0qN7B07JGCpRnfhAowcWYGfXz4nT6YDnjcyVS07G65d0x8Vo9i4EV5/XW74OPvSQ/eZqo/sUC7vnsnoHk/z8P/XhB//5594btA8Ru2+Tnhuzal4NjKOTGX98Fb06zyKgBGjGDWwJ+2GzWbknjhibTfWR1UVm0ja7c/C/u3p03cUI4OGMaxfT9qOX8Wco2nk2uv+ANYw5QWKimDTJhg2DIKCJLG4ctODerLZ5C7dsGHw+ONw//3QuTNcunTn770XGqaUy2Vny5wOf38ICZGpt42kqgo+/lgOvWmTg5QUK0lJvhumAPbuhebNZQDQbZKS4MMPoX9/OH5c96Byg1Wr4J13Slm+PJWoqBQqKmpf661UYzt/XlZdzJrl/L3aNUzVh+kAX8/rSPNnn6TZM8/y9NNP0eyVtvz9g2OcSLn15J1HwpcfMb3pEzz9xBM80WoKY3fEUfvbbeLSglEENH2CJ554lie6L2Xp6Szu9NGrYcqLhIXJgqTu3WH5chm1qqp9LZw7lJXJ9KQhQ+B//xd+/GN47DE4dMi5x9EwpVzKYoG1a6F3b1nM08gqK2Uz0QEDYP9+B5mZVhITfTtM7dsHL7wgg/BudeWKhOhJk+DiRfDR99sTVVTIIPBLLxVx6FAimZnJlJRomFKeITtbbvZ06iQzB5xJw1R9VBRSmJtCkslEcmoqKSlmTMlmknKLKK74/onbXmIlLzGBxIQEElLyyC2u++ReYcklKzGBhIQkEtKt2O7ixpqGKS9SVSULkzZtkgXxI0fKXXMPmeNvt8vC+X794D//E37wA/j5z2HrVuceR8OUcpmqKjh4UD4xly+HwsafZlRRIdfyffrA2bMOcnOtxMdrmGoUlZVyEhs6VNarOvsWtKqVwyH3BgcPhq5dCwkJiSM310RRkYYp5RkcDpmG+ve/w/vvO/c+i4YpH6Bhygvl58PXX8Pw4TIl5f9n77yjmzzTtJ+zZ89+u3v27Lczk5nkm8ludibJ7Gx2J5NCSCMFEkrozRhCNdUYTO8dEiD0llACofcSejW9F2MbGxvbcu/dlmRLllWu748rDjaWJdlWeSXdv3Oek2C9kh5Jr14913Pf93Vv384qbgWQng506UIh9W//BvzlLyxFcOY1QsSU4DKuXeOKbt48QKXyyBQMBk6hb18gIcECtVqNxETfFlNnznCRsnmzp2cCCuobNxganDWL11vBpeh0dMQbNQpYtEiLmBgV8vNFTAnKIi2N+9iTJzMr2FmImPIBREx5MTdvArNnM6/u228ZpfIwZWVA584UU2+9xQXhwoXc0XEWIqYEl5CSAsyZw5CQKyybHKSqCujRg6O01ILKSjXi431bTF29yjrLdes8PZMaHDrEMPuqVczxEVxGURH3BseOBa5e1SI+XoXsbBFTgrIoKQHWr+dm14EDzotOiZjyAURMeTlFRazvCAykjd7dux61F6qsBEaMAH79a0aoli9nNqIz03dETAlOR6sFVq+m68ORI0BFhf37uHAq7dox09BstsBkUuPJE98WU3fvAv/1X3T/VAwWC3OUe/UCdu50bnhdqEVKCt1fp04Fiou1SElRIT1dxJSgLIxG4NEjYMAAin9nVViImPIBREz5AGo1bZxHj+YP/5EjHmt8YTAAX38NvPEGMGwYayGGDqVvhrMQMSU4lcpK4PJloH9/NhPxoJACmD7SpQt1ncVigdHoH2Lqz39WmJgCGJHaupUXsX37FN3nz1uxWJhV+cUX/PwtFi3S0lRISxMxJSgPo5Frmy5dnNf2RcSUDyBiyoe4d485dUFBXBQ+fuz2KVRVsb/wF1/QFCs2lllT/fs7b40qYkpwKpGRT+tj4uM9OhWTidm6gYE0oTCbLTAYfF9M3bkDvPYasHKlp2dihexsrvJDQ4Fjxzw9G58jJ4eW6IMGsbWG2axFaqqIKUG5rF5NU+Xjx52TCCRiygcQMeVj5OYCa9Yw127GDODsWbfutJtMrH9YupQXmuJiFmv27k1t54x2PSKmBKeRmEiziSFDGB7xMBUVwLlzTCNZvtx/xNSDB6yxXLJEocGf5GTW040axclKDyqncecOd/oXLWJUtrJSi+RkEVOCcomMBKZM4f6KM/q5i5jyAURM+SAmE3DxIo0pBg+mTVJurlue2mKhgEpPZ/ahwUCHruHDmSXjDNNBEVOCU9BqaS7Qpw8QFub8tvaNoKQE2L2bi8utW5nmV1np+2IqKgpo2ZINMQ0GT8+mHm7d4gbVzJlAdLT0oHISR47ws9+zh5ttOp0WSUkipgTlUlnJn45WrXhZaCoipnwAEVM+il4PxMXxG9+zJ93+nLGF0kAsFkaqxo3jxm5OTtMfU8SU0GSqqoCffmKkYcUK7gAogNxcppCMHs2MMovFAp3OP8RUq1YKF1OVlexAPmwYP6S0NE/PyOsxm4HvvgM++gi4coV/Ky/XQqUSMSUomyNHgLZtufnV1OQfEVM+gIgpHyctjW27R46kojl1yjm5dg2gqIgbul26OKd1j4gpocnExbFOasoU5zYMaSLp6dx0mDCBLa8ACyoq/ENMffYZxZSiM+jUaqrcYcPokewjix9PkZrKLNt+/YCYGP5NqxUxJSifR4+ASZNorhUZ2bTHEjHlA4iY8hOOH2eC75gxFFduXkAuW8amnHfuNP2xREwJTSItDZg/n3WFFy+69KmYtuT48QkJdPGbMYN6D7CgvNz3xdSjR7TG/vrrhr1fHqGy8qnD348/KiI91Fs5dYo/S8uX0+cDEDEleAdqNXD0KNCxY9Nbv4iY8gFETPkJFgtXakuXskZk5Upug7tpcbZ7N9C+PXDwYNND4iKmhEajVrOILyCA1mEuJiODC8bkZJYy2iMqCujalaKiqAgALNBqfV9Mxcbydc+dCxQWeno2DmAwUAH07cvUP2c1nPEzli2jOdG5c09/F0RMCd5CfDzQpg3LKJuyHBEx5QOImPIzsrKY7Dt8OFcuzsi7c4ArVxgIWLaMC8umIGJKaDR799Iqb8uWarXiUsLCgC+/ZF2II63f7t0DWrTgngdd7SzQaHxfTMXH02p49mwKUK8gM5MXtKCg6pxMoQGYzfwZ6tCBn3n1qS1iSvAWqksYRo8Grl93bMPMGiKmfAARU35IRQW3y8eO5ZbKkycuf8qEBFrfjh7NBo1NQcSU0GAsFiA8nOf8hAnO67Zoh927gRdeAKZOdczj4to14K9/Bdaurf6LBWq174uphAT2ops1S1ElbPZ58oTX0AkTmn5h8zOys1kr1a9f7WwFEVOCt2AwAJcucT9l/vzG13uKmPIBREz5MWFhNKWYP589dlxoTKFWA/v3A+3a0QK3KYiYEhpMdja7SI8ZA9y86ZZmRiYT8P33wIsvMuLiyO/kmTPAm28ycEZETCmemBheR6dPd8vGlC+g17MF4rBh7C1W81IuYkrwJoqKGGENDATy8hr3GCKmfAARU36M2QxERLDifeJEukO4UKDcvQs0b14zhalxiJgSGkRpKUNEffsCO3a4rU6wtJTi4He/Y0atvd9Jo5EbDq1a8b/EP8RUUhL9HKZPZ8qfV2E0Mo95wgRa09lZOAhAfhkwbzEQMh44fwWouY2nNRiQmJ6O1JwclCva2lEQyJLVQM+vgLOXgYpGpPplFhQg4vFjlDa1oFwhqPV6tOnYUcSU4EeYTGxAOWsWbZXOn3eZnVZ8PO3RZ81qWg9hEVNCgzhzhtuG69e7pU6qmsREpn88/zywYIF9MVVcDPzwA9CjB7NwiX+IqbQ0apHJk4EHDzw9m0ag01EBjxxJgxNnNNTzYdKygD79gYlT+f81z2qtXo/E1FSkZmWhXIw9BC/g6k1g7ERg1nwguRE1n1l5eYiIiUGpVuv8yXkAdUUF2nboIGJK8EMiIpjuN24cXc40Gqc/RWYmM60mTGDX8MauC0VMCQ5z/ToL9aZPd3vT6jt3mNb6f/8vv1olJbaPT02lQdyQIWx0TfxDTKWns+XXpEnOaZ/gEfLymMMcFMQXsmyZDGtj1TIUT1+Gja8uw+mWy2BYvAxY/vNty5ejcuFCFE6bhpIZM2BYuNDz85Uhw9ZYvgxls5chrN0ybP/rMmSPXwasbsj9l6Ns1ixkjx8P3ddfe/71NHWsWAHD119j01/+gv967jm807w50kRMCX5FfDwT2CdNood5fr5TH76sDNi1i/nFW7Y0PtVPxJTgENnZdH4YPJh1LW4WIqdOAe++C/zqV3R8qu6jUx9RUUwHnDixZnTGP8RURgZ9HCZO9HIfh8JCYNUqppT26AH06iWjegT2Anr3gjmwF3I/6YVLz/dC0ju9gAH8O3r1Anr3hrF7d2jbt0d5x44wdu/OqLKn5y5DRn0jsBcwsBfyP+uFK7/rBdXbvWDo0YvndKC9+wYCvXtD16kTStu0QVW3bp5/PU0d/fvD1K0bzrz4Iv723HN4u3lzpIqYEvwKi4XpKStWMF1lxw7HLMgcxGTigrFvX0anGpsOL2JKsEtJCf3IR40C9u3zSB+gHTuAP/8ZePllRl0SE20ff/06MH48e0w99THwDzGVm8tayjFjgNOnPT2bJlJaCty/z/TSsDAZ1eNiGHAlDMUHwnBybBiWtA7D7QVhwPUw4FL1MRehO3EC2du3I2/3buhPnmRjbU/PXYaM+sbFMOBmGDK3hWF73zCs7x6Gx6vDgKthT8/reu97Ebh0CYX79iFp40Zojx71/Otp6rh5E+XHjiG0eXP8/XPPoVnz5sgUMSX4JRkZwKZNXIiuXdt4ixorlJezZ3D37nT4awwipgSbVFXREKBPH24M2MuvcxGrVwMvvQS89Rbd/OwZvZ06xRS/detq9lryDzFVVMRLzsiR1L5e/zJNJtZR6fUyqkelHjDoEXFbj2nj9FgwQ4/o+/wbKquPqYS2qAhJjx8jPSEB5cXF3Ajx9NxlyLA1qvTQlepx9pgeXdvpsWGVHjDqn57X9Y3KSqCyEtnJyYi6dw+leXmefy1Nfi+qoC4oQId27aRmShCQlQVs3coaqrVr7W+rN4Bx44Bu3YDHjxvX5E7ElGCTBw+AkBDm1sXGemwaM2cCv/410L49oy72prJ3L7Mkdu16alZhsfiHmKo2XBw+HPjxR7c41wse4vgZoENXYPN2oMyKeZm2shKJaWlIzc5GucHg/gkKQiNJSgc6dgPGTwGKGrBZnJmfTwMKH2kFoNbp0Fbc/AThZ8rKgMOH6fK3dCmgUjnlYbdsYX+RvXv5FA1FxJRQL+npdHsYOJBNej1EVRVT1p5/ngGyNWu4eWCLjRuBtm0ZoapeQ/qLmCovB44fZ3nb6tUipnyZH38E3nmHWZDWkD5Tgrei0fBaP2IEl06Otu6UPlM+gIgpwSYaDd39Ro1iD5X09CavdO7dowXypEl8uIYiYkqwSlUV3YQGDADOnXOZxb8j5OQwAvv660C/fsDKlfTAsMXSpcCHH7KncDX+Iqaqqvi6+/WjCUdjItaC8rFY+F1o1qx+10YRU4I3o1JRTA0d6njJuYgpH0DElGAXtRq4cIEKaPJk4NGjJj1cWRn77rRrZ3+33hoipoQ66PV0LhgxgqrEBdb+jmIyAQ8f0pmubVumri1ebD9QNmcO8PbbbPtWjb+IKYuF14LAQIpQR3d0Be8iK4t7cgEB9ae9ipgSvBmzmTWyHTqw44wje88ipnwAEVOCQxiNwOXLXCFOn97kZjBbtgCtWgFnzz5NaXIUEVNCHaKj6d4wezaQkODRqej1wMmT/KoMH84I7Jw5ti2/DQb2YPv449rlif4ipgD2oevRg22aREz5Jlev0sl13ryaJiu1ETEleDsnT7KUYeVKOpXaQ8SUDyBiSnAYiwWIjOSv4aRJLPRvZD7O/fusKZk9u+EeASKmhFqkpjL0M2QIrWY9jEbDzYLJk5myNmsWhdKVK/XfJz+fx/foUbu3sD+JKbUa6NiR74EPv0y/5ocf+DXdt6/+elkRU4K3k5dH365u3Wo2YK8fEVM+gIgpoUGYTMzHmToVCA5mAVQjtpF1OuDIES6etm9v2H1FTAm/YDDQUzsggNuBCnD/Kilh7+upU/mDOmeOfTEVG8s9iuBgRmiq8ScxZTAAnTpxKOBjFFzAlCn8qtpKfxIxJXg7Fgv39dq3BzZssJ91LmLKBxAxJTSKmBi6pgUF0ZapEYu8hATWSMycWXsBaQ8RU8Iv7NvHc/D77z3WT+pZCgrYfHfaNODAAX5NpkypX0yZTMClS4zUzpvHKFU1/iSmTCb63AQE8Nogjn6+hV4PfPUV0LWr7a+qiCnBF8jMBBYtYu+8CxdsHytiygcQMSU0mthYbruPHg0cPUp/4wZQXk6b3KFDGZ1ydJ0oYkr4JUI6YgRTTnNyPD2jX8jJYb+oGTOA69dptjJ5cv3pHlVVwP79FBLr19deaPqTmDKbgc2bn7ZNaGxTb0F5mM1AUhK/F8OG2c4OFzEl+AJVVTQi6tiR6d62Lt0ipnwAEVNCkygqAhYu5KL22LGn3UYdJDOTLYEGDXJ88SRiSkBaGouRJkywnT/nAVJTgZYtWQ+oUtFccPz4+su5DAamggQHM5Kl1T69zZ/EFABERVF4jh7Nj1jwDar7iA0dyj5iIqYEf0Ct5ibZsGH0SKrv8i1iygcQMSU0mfx8/kIOH85CqAakW1ksXHQGBDhefiViys8pK2PoIjAQ2LMHqKz09IxqERMDfPAB9xhKS9mMNziYi0lr6PXA11/zB/fSpdovx9/EVFUV37fPPqPXjeAb5OXxHB83DggLs71LL2JK8BVMJm6iBQczhbs+0xURUz6AiCnBKaSl0Qhg6FCuHh3xA/2ZCxeA0FDgm2/Yh8QeIqb8nOPHWXzx3XcNOs/cgcVCC/RWrWg+UVEBbNtGB7ODB63fp7ycu5dBQUBcXO1aIX8TUwDfr5Yt+THLV9w3UKno0jhjBoWVLURMCb5ERQWTKDp1qr9xu4gpH0DElOA0CgpoBDBqFP9b0+PZBqWlwPLlbOJ7967940VM+TF37jAHbOJEID3d07OpQ3k58NNPXDju3k0Xp+3bbYsprRbo3h3o169ulqw/iqkrV/h+LV8uqX6+Qng48N577GBgDxFTgq9x4gQwYAATeGoaDFUjYsoHEDElOBWjEdi1i4Jq3TpWHTtgy3XgAHfzDxywb4ssYsoPsVj4K1TtHx4drUi7t9xc9tIZPJgml2q1/chUSQnQujXQv3/dl+SPYiotjYuOwYOBc+c8PRuhqRgMLKf94gt+F+whYkrwNQoLmbDTsydw/nzd67yIKR9AxJTgdNRquvuNHcuGO3Fxdu/y8CEPnzMHePTI9rEipvyQwkKqlOBg1kk1slm0q1GpgG+/5bl86xYjTVu32hZTaWlA27Z8ac/ij2LKaGR06tNPKaoE7yYhgRbRo0fT3dIeIqYEX+TePW6Yfftt3Yi7iCkfQMSU4BLKyoBTp2hbPW0aC0lsoNFwsdm5s/0mviKm/AyTiVXrvXqxEMlanoRCiIzkKT9nDvDkCVBcDGzZwlLCw4et3+fRI+bTT5lS9zZ/FFMAA9o9e/LS0ZAedILyuHCBbq1r1jhWEytiSvBFqrMUevcGdu6sfZuIKR9AxJTgMqqqmKczYQI7l0ZF8W/18PgxC8/nzLFt0CZiys+4e5c2YFOmsLeZgrl+nbnxK1dS86nVDKT171/3BxRgCtS1a3SzXLiw7u3+KqaKixmVGjmSBqF+8rJ9kl27gI8+Yt2IvRRuQMSU4LukprIVzLhxQHb20+uaiCkfQMSU4FIsFuDBA2DqVIqq5OR6V0Y5OUyHGjcOSEysfwElYsqPSE5mx8PgYPv5nwrg9Gngyy/ZjLqykovHU6cYZfnuu7rHq9UUCwMGsNfUs/irmKqq4mVj4ED2nVKY+71gA42G0cTERH5lx49nymZ9TmbPImJK8FUMBm6ujRjBGqrq01vElA8gYkpwOVVVLBzp1o21VDW7ktZAreaCMySERhT1BbFETPkJ1Y15x48H7t9XbJ1UTQ4epGvZwYPcDKispMDq0YN+LM+Sn89SsBEjgP37697ur2IK4HsXHMz3ToHGjYIV0tOBffu4b9a9O/DWW4xKLVvmeD93EVOCL1NYyL3lXr244QAAOTkiprweEVOCW7h+nV1JFy9mQYQVjEbWnAQFsYBfp7P+UCKm/ICEBHY5nDKFeXBewtatwBtvAGfP8t86HXDyZP2RqYwMfiXGjaPL07P4s5hLfFDEAAAgAElEQVQC2LpuwAAu0H1kneGzZGayuL5/f4qpGTMYVN6zhyLLUfNNEVOCr3PoEFthbNnCjjIlJVmIihIx5dWImBLcQmYmiyAGDWJFcj3odNyN7ty5/mJlEVM+jkrFDs4hIY7ZfykEk4mCqXnzp9PW6VgrUp+YSkx86tFy/37d2/1dTKlUwOzZvGw8eeLp2Qj1kZXFvmAjR7Je8P79xvvEiJgSfJ2sLKZ1BwbSW6msLAvR0SKmvBoRU4JbMJu5Rf/pp8DmzTYPXbaMBfkXL1qvlRAx5cPk5/MEGDGC/tg2DEuURmkpp96x41NhZC8yFR3NOsH585+mfNTE38UUAKxfD3zyCXDpkhhRKJHiYkZk+/Vjw2qjsWmfk4gpwR+IjKSz38KFwN27WXj8OAIajYgpr0XElOA2Hj4EPv6YVw+jsd7Dzp0DQkOZMpKRUfd2EVM+SlERz43QUK6cvezzTUxkZuLQoXSmBLgZcPYsywWt9UwKD2dN0OLFQF5e3dtFTPF6EBBAUZWb6+nZCM+ybRvQpw9TMdXqpj+eiCnBH6ioYLpf//7AjBlZiImJgE4nYsprETEluI2UFGDwYNbBJCTUe1hBAbB0KVP97t2re7uIKR8kM5OdPceMoWODDbGtVG7f5qk9ffrTskCzGbh5kw5/ixbVvc+tW2wHsHq19SisiClaCK9Zw9qp6lo0QRk8eMBmvOPHO6/9m4gpwV8oLub3p2vXfJw69QRqdZmnp+QUREyJmBJcSXExK8pHjmRVso2F4aFDwOefc7ezoqL2bSKmfIzMTCaQ9+/PAiNHK9UVxsmTDKqtWFG73i88HGjdmv3TnuXSJeDNN2mTaw0RU+TuXaBdO0arxSZdGajVrPUbPpwbCc7KyBUxJfgTZ84A/fuXY8KEAmRmlgPwzt+/moiYEjEluJKqKoaa+vfnr7CN6EN0NDBxIh2hHj6sfZuIKR9CraaQCglhwyUvLsDdto31T7t3c9+gmgcPKKbmzq17n5Mngf/5H+sNfQERU9Xk5TFoOWZM3euB4H6qqrgREBBAgevM/Q8RU4I/YTAA8+YZ8emnOty+rYfZrPwWIPYQMSViSnA1JSXAV18xyd5Ggn15OdfWPXrU9asQMeUjaDRsvjR2LEORXiykALqY9enDVLSatv6RkUCrVsDMmbWPN5sZef3gA57r1hAxRQwGBi0HD6ZrnBf5kvgkcXH0iJk27Wl9oLMQMSX4GwcO6NChQylWr9YjK8v7r/EipkRMCa7GYgEmT2bHushIm6ui+HigTRvWoRgMT/8uYsoHKChgyueoUQzllHl/rvj06UCXLkBERO2depUKeP999pKqSXk5+4x8+SXLxKwhYuopRUW8FgwcyGuDF/Rw9kmqqij+P/uMmwHORsSU4G/ExRVh8uQUdOqks9U5xmsQMSViSnAHO3ZwW3P7dkaq6qGwkM5oISH0q6heR4qY8nIKCoBdu/jh7txp8xzwJoYNYzrfs78b2dnARx+xf1pNAZCbC6xdS3vcy5etP6aIqdocP87TZvlynkaC+0lIABYs4PkeHu78xxcxJfgbpaXZ2Lo1Gu3alWPZMq59vBkRUyKmBHfw4AG3mCdMANLS6j2svJz9S4KD+d/q6JSIKS9Gp2MkKjSUH2pOjqdn5BSMRqBvX6Bt27rZq3l5jFiNHFlbN8bH0wl+5EjrrpWAiKlnKSlhOmWXLnRC9FKvEq9m926msz5bG+gsREwJ/kZJSRYuX47CypUahITQn8ubETElYkpwB+XlwDffAF98ATx6VO9hZjOQnEy3qKCgp4tUEVNeSmUlo5LjxzO/zYeaBmVl0Velf3+e3jUpKAAGDWKENTX16d/v3mXNyYwZ9dediJiqy7VrvB6sWvXUgl5wDxYLMGsW069jYlzTRFnElOBv5OZm4fHjSERHl2HIEP5WOKvVgCcQMSViSnAXP/zAyvvz521uL5vNDGK1bcudfABIThYx5XWUlQFHj7JGat065r75CCYTI0tDhgBTp9a18i8upgtdSAjLBKs5f55vx/LlbMFmDRFTdcnLA77/noLq2DFPz8Z/MJmY1hcSwv0QV2XnipgS/I2srCzEx0eirKwUmzdz823Hjrq/Jd6CiCkRU4K7OH2avrqbNtlNEN64kX4Vx44xSyw9XYWHD0VMeQ0aDXDqFBXF2rUMN/oQOh0tzkeMYI+pZ/sglZTQyS8kBLhx4+nfjxzhj+bmzfUH6URM1UWno7Nf16501Rfcg1rNqNSIEcD167VNgZyJiCnB38jKykJ0dCTU6lJkZABff80m5ZGR3pnKLGJKxJTgLh49Yn7T1KmsobLBpUt0z/72WyA9HcjJETHlNRiNwLlzDC8uWUJrOx8TBGo1y79CQrib+KxBZVkZa6NCQmoHYnfs4CbBgQP1mxmKmKqLwUD7+Y4dGeQUXI/FwlTUzp3ttghsMiKmBH8jKysLkZEUUxYLfzKDgrj3mJHh6dk1HBFTIqYEd1FWRke37t2B/fttHpqSAixezB4zDx8CBQUipryCqir+KkydCixdCiQmeuc2mx0KC4FFixh4O3eurmW3Vvu0L/HevU8XouvWAe3bU2DVtzgVMVUXs5mRkdateVoJricri6mVgwfX3xPNWYiYEvyNajFVVsZei6WlNLoNCOBmm7chYkrElOBO7twBPv7Y7opIrwd+/JGHhoUBpaUiphSPwUC7tXHjgPnzWa3uo+Tk8GWOH0+x/6ze0ev5gxgSwgVpdXrUggVAixa27aVFTFnn7l2gZUtG/ATXc/Mmo1IrVrjeN0bElOBvVIup0hqN69PTuUE3dix/V7wJBYopE/R5iYi6dAFhFy7gwoXbCH9SALXVYy3QpT/B40sXcCHsMsIeZCBTY/8ZREwJHiMl5WneiB2P3ePHgXfeYRArJ0eFiIhwVFaKmFIkBgNw+zYwdy4we3b9vt8+Qno60K8fMGkS//9ZqtPSQkIYYdXp+PcpU3hOJyTU/9gipqxz+zbw+ed8PwXXYjDQBv3DD4GffnL984mYEvwNa2Kq+md09Gj+lHqT+a2yxJTFBFPFHVxePgxd//gqXnn1Vbz6agt0HLoFR1OM0JotePqzagaqHuLy7EH46o+v4pVXXscr7edj7slklNjJbRYxJXiM/HwutseOpd+xjRSwmzeZEbh2LXD3rgpRUeEwGERMKQ6LhaGWefOY3hcZWbeIyMdITgbatePL1Wrr3m408kdx1CjuG1QfM3Ei0Lx5/U5+gIip+rhzB2jViumVgmuJjeXXecQIICLC9c8nYkrwN6yJKYA/nXv2UFBt3uw9dukKElOVMOVdxU8zOmBo63YYOGUzVm/ejM2b52BGv9EY0mcj9t/LQ3UDeJMmDtE/dMe4wE7oPWEzNn6/ButnDkKnkG8wcncCsqrqX6SKmBI8RkUFLfqGDWPTGBuL7sRE7s5MmwZs367Co0fhMBpFTCkKs5n5CLNn074uPLxuAZEPkpgIvPceMH26dW8Ni4UL0lGjOKrNJsaPZ3TFWjTr6X1FTFkjJoadFWbO9PRMfJ8ffwR692aq6rMNqV2BiCnB36hPTAEUUFu2sPXGoUPu+Q42FeWIKUsh9A+WYeBrb+PdzxfiuK76hhJEbwjGiP9thnHbo/DQAMBSgtKonZjY83P0nLkRp6s/i4zd+Ca4I1oPnI9jyZXQ1KOnREwJHsNsBtLSmCMVFMTiknooKQH27eNhs2erEBMTDrNZxJSiePyYq9tJk2p7gPs4MTHA228Dc+bUf0xWFoVU//5AURFTOMaNA3r25G31IWLKOsnJfM8nTvT0THybqipgwgTgyy9pxOkOREwJ/oYtMQVwmbR6NRAaynaNOp3VwxSDcsSUKRMV52fgs1c6478D9uD20xuQdHg2VrR5EzP3RuCBDkDZTUTtHIbXei9FyKEUPM3q0+LxD90x96u3EXIkHdH11E+JmBI8isnELZeOHVnJXw/VqVJdugBBQSo8fixiSjFYLOyovHIlUzYvXPD0jNzK3bvA++/brt/RaFgz1akTc98LCvhWDR5sOxdexJR1UlOBN99kdE9wDRYLA83DhlH4u2tHXMSU4G/YE1MA+9wvXAhMnsyfWCULKgWJqTzoL81Bh7++iN98HIJ10QAbIafjwXerMP+tGdh9MxP5ZsD0eBv2Tn0Vvx+xCnOv177wlJwajpmD/4T/mncep1Osp1DVFFOjR4922UsShHpZtAgIDASuXKnb8bQG6elAmzZAx47JePQoAhZL/ccKbiQpCVi2jOrg5k2bEUZf5OJFOsvZ6nlksTAy1aIF+4YkJ9Opafx4Cqv67ydiyhppacBbb4mYciVlZTTiDAlhrz93ZeyKmBL8DUfEFMCNtyVL+FN75QorJZSIWq3Gl19+qQAxZamEKfc+Dk57De/96Td4Z8BBHEuzQJe+DxfWzcOsRYl4VFAJMywourIIq/r8Dh9N34ofY2vn8hnvL8HisZ/gd4O2Ymuk9a6QNcXUqFGjXPaSBKFeTp5k/Hr1apsVlmVlQJ8+QLt26bhy5THMZhd2jhQcIzOTYnjcOODqVb+okaqJwUCnyU6d2LjXFhMm0N5fpWLP6rFjWV5WUmL7flqtFvHx8UhLS3PexL2c9HTg3Xf5ngqu4fFjZgLMmePeXfCKigokJSUhPT0dOiVvvwuCk8jOzv65aa/98G9iIkvMx41jybkSvyJarRZt2rRRgJj6mcr4rfhx0H/j3Rf+G58OWYBFG1bj6JWLuFUGcL/GgvRzc7Gs68voseAgDic/8wBx27B+WiD+vdcmrL9vfZF68+ZNvPjii/inf/onzJgxA+Xl5aioqIBWq5Uhwz0jOhqV06fD1KcPKh48gMZohFaj4fj5GJ1Og9xcLSZOrESXLtnYsSMBBQUlqKhQwPz9Zfz8eWgqKqCprIQuIQGmb79F5ZAh0O7dC63BAK1O5/l5umlUVGiQnl6OH37Qo0ePKmzfroNOp0F5ee3jyss10Ok0mDzZgM8/N+L69QocP65HcHAVvv66EpmZPL+tPYdGo0Fubi6io6ORkJAAjcb6cf40Kis1iIsrR4sWRowaVYWSEs/PyRuHRsOh1WpQUaGBXq+B0agGUIacnHKsWVOFgAADdu6sgMFQ97x21cjPz0dcXBwSExNRUFDg8fdJhgxXj+TkZISHhyMnJ8fusSaTFjExGsyZU45Ro6qwbJkF169XobxcA5NJjYoKTY3vtvuHTqdDXl4eBg0ahH/4h39As2bNkJmZaVPruKHPVAlSLi7CpE/+gL/89v/ghdYhmPBTGnJ/ydizIP38PCzv+jK6zz+IQ0m1722KWIuVY9vgpYAN2HC/0OozXL9+HX/4wx/w/PPPY+XKlcjIyEBWVhaSk5NlyHDtSElBcloaklNTUTh3LnTvvIOcAweQVFTE21JSfjk2OzsJcXGpWLy4ED165GHBgmTExCQjJ0cBr8Nfxs+fV0pmJtLv3kXBwoVQ9+qF3I0bkZyezpGa6vl5umGkpvKcvHEjA3PmFKF3bzW2bctFbm4S0tJqH5uZmYScnCRMnVqMNm3KsXNnDpYvL8DAgWVYvLgQMTGpyMlJsvIcqUhKSsKTJ09w//59REREICUlBal+8h7XNwoLVbh9Ox2tWlUgKKgM0dFpSEtLrvO+y7A9UlI40tNTkJ6egsTEVERFpeHRozSsXZuHtm21mDevEPfvpyEjg+e8q+eUlpaG+Ph4hIeHIzIyEgkJCX5/vsvw7ZGWloZHjx7h7t27iIuLs3lsSgqvczk5yXjwIA0zZhTh88+1GDSoDHv25CA6Oh3p6SlIS+Oxnng9OTk5iI+Px/z58/Ev//IveOedd5Buy7IWLhdTJiD9BM6d2oEJq3dh29TWaPO33+L5VqMx62weCgw8KvP8PCzv9h/oMm8/DjzjtlN2eSJm9f1P/L+A77Ap3HouyY0bN/D73/8e//qv/4olS5aImJLhvvHz4jypsBD5338P3fvvI3/1aqSoVBRZNcRUZmYSEhNTsWdPLgIDCzFiRDYiIlKQl6eA1+EvIy0NyWlpSIuIQMG8eVAHBiJ32zakJiQgOTu7jgD25ZGamoycnCRcvJiJiRNLMHiwGvv35yA727qYys5Owrx5hejcWYv16/Mwa1YRBg0qw5o1+Xj8OBXZ2SKmHB3PiqlHj0RMNWakpPA8fvIkBTdupOPAgWwsXpyPUaNK8Nln5fjkkwr89FM28vN5nDsWZyKmZPjbaIiYSk7m9zAjIxkZGSmIiEjHvn3ZGDGiFK1ba7FoUQEePuTmh6euh7m5uXjy5AlmzpyJf/zHf0SzZs08KaZ0MBfdx6nxMzB74l7szDJAm3EXNw+MwaC27+DjliOx7kImsgGU31mO9YN/izcmrcfayNomE2VhIZgS9CKeD96JvTHWEytv3bqFF154AX//93+PKVOmSJqfDPeN6rQxgwG6y5dhDApC5dy50EZEQFteXuvY8nKGrp88qcDgweXo2lWLpCSmpnj8dfjL0Ouhzc1F+ddfwzBoEExHjqC8sBBqk+np5+lHaWg6nQa3b1dg4kQDJk0y4Pp1HSoq6r7+8nKmUa1cqUdgYBV27NBj5sxKBAdX4fBhPQoLtVbvp9VKmp+1UVmpQXx8Odq2ZZpfbq7n5+SNo7xci8pKLXbt0qJ793L07KnH4MEGjB5twuzZFhw4YEJubjmMRjW0WvelDUmanwx/G8nJjqf5VafwVVRoYDYzre/uXQNWrLCgX78qrF1bjqwsDXQ6z7wWnU6H3Nxc9O3bF3/3d3+Hd99914NpfpUZKLy2AF+9PxFfhVxGxi83FCN93zhMbfkmAlfewiU1gMxDOL3oPfw2aA0mXajpBKJH+ubemNjuFXyw4g6u5lpvNCUGFIIiyM4G1q4Fhg8Hzp6t9zCjEQgNNePjj002+/MILqCyEjhxAujbl2YhAu7fpyvfwoV0h7fFtm3A0KHA9u00nxgzhnb/5vp7qgMQAwpr5OYCPXqwCLuoyNOz8V40Gp6Hb7zBFnG7dgHXr9vufeZqxIBC8DcaYkBRHzodm/sOH87fGhvGyC5Hq9Wibdu2CjCgUMcjZVd/NPu8Nz6afRm1fkIT9uHC4vbou+4yDqYAqIpF8sk5+LDnFAzf/hC/yCnjbewf+ikCXm+Pry8UI826M7r0mRKUgcEAnDvH7pDr19s8dOZMEz74wIjISFpOC27i0SM2Rpo3z30dPBXOlStsJL1yJR3mbHHoEBeuK1YAvXrx/x8/tn0OizW6dfLy+L6PGUObeaHh6PV0AxsyBFi+nDbL9oS9O9BqxRpd8C8ctUa3h8HA73LfvkBYmOcElXKs0Q1ZKDs9Hp+//Xv8rv1kbI0Dqju35F1ZhG3Bf8OYrbdxMR8ADChPPon1g99F6OwVOJoPwFSOqttzMCSgB94dtAs38oyoR0uJmBKUQ3w88NlnwIwZNn/V167VoU0bDQ4fNkOrdeP8/JmCAuDHH6kCjh1TxqpLAZw5A/TsCWzaZD9CcvgwIylLlwJt2wKjR7PnlC1ETFknPx8YMYJi6skT2VRpDBkZFFITJtBuWSmImBL8DWeJKYCbekuXct/z2jUnTK4RKKdpL/Sw5NzD6VW90fWLt/DyJ73RvXdv9O4diH4De2POyh9x4Uk+8n5WSJbKXORenYkNQzoh8MveCAzohZ49B6Ln/L3Y8qAItgKHIqYExZCXBwwcyByopKR6V0h795ahZ88CLF8uqX5u48QJ4KuvgDVr+DkJABht+uILYO9e7gra4sABntrLlwOffMImvsXFtu8jYso6NcVUfLzzxZTJxBTMW7ec+7hKwWhkVPWLL9izRkmnlYgpwd9wppgCgNhYYOpUYPJkXsfcjYLE1M/oInF16xS0+6IlWrVsiZYtW6Lf1DU4kgbUbVdagNgtX2PW5y3RstWXaBWyAzsfWm/UWxMRU4JiKCtj3dSoUcCRI/zFt8LZs0UYODATEyYYERvr5jn6I3l5LKjo2RPyhtdmxw6gWTP2nbbHiRP8gZs/H/if/wFCQphqZQsRU9bJz+f750iqZEOxWICcHGDaNJ7yR48CvramV6tZH9W1K7Bvn6dnUxsRU4K/4WwxZTIBkZHMhJg1y/2RZ+WJKQAWYyXKtRpoNBzleoMVIfXzsVWV0P98nEZnhNGBHxgRU4JiMBi4XTp8OOty6ik+vn8/ByEhKgQEVPnszrFiqKoCtm5lGGDrVq7ChF/YuJHC6OJF+8deucLTOjQUePFF/tceIqasU1jIXdfQUODePedmnRoMwKVLDMS+/jrQrx/TOX0ppTgzE1i3jnVnp097eja1ETEl+BvOFlMAf7rPn2ca76JF/M676+dDkWLK1YiYEhSDxcK8pyFDgICAenOg0tLSMHVqDN59txKnTrl5jv5GejrQvz9XrYWFysoHUgBr1gB/+xtw44b9Y69fZ4Bv4EDgpZeA6dPt30fElHWKi4G5c1l3dvlyvUHsRlFaCnz3HRAcDCxZAmzYwP/3tEOWM4mOBmbPBqZMAe7e9fRsaiNiSvA3XCGmAEbUDx3iz/f69RRU7kDElIgpQQlMngx06MD8HStbzsXFSZg//yFeeUWvuBQVn6KoCPj+e67+Dxzw9GwUyYoVwPvvO7YgvXoVmDgR6N0beO014Ouv7d9HxJR1SkqABQsopsLCnCumsrKYQjh5Mp0Cc3L4OYeEAD/9ZL82zhu4do3B5qVLlWfMKWJK8DdcJaYAekcdOsQI1YYNQGqq05+iDiKmREwJSuCHHxgNOXiQdVTPUFqqwooV4XjnHT1++MF3dosVhcnE1X/PnswHKiz09IwUR0UF8O23QJs2QHi4/ePv3wcmTWLR/5//zAW6PURMWaekxHWRqYQEfkYzZz6taXv0iD3Cxo5lbyZv58QJfrW3bLFvguJuREwJ/oYrxRTA7PyDB58KKldHqERMiZgSlMCdO9wWnj7d6rZpYaEKmzeHo2dPPZYuBaSXqQtQqZhoPWSIZ+yAvIDMTJpJ9OkDxMTYPz4hgQYUr73GsWWL/fuImLJOSQkje6NHAxcuOE9MWSw83d97j1GbamJiKKZGj/YNMbVzJ/Dpp4y0mUyenk1tREwJ/oarxRTAzb/9+5kdsWEDG5+7ChFTIqYEJaDRcNu+XTur3sR5eSrs3RuO0FA95swBHjzwwBx9nc2bgW7dmB8gCxqrxMbSKWnkSNpz2yMlhe5K//ZvwBtv0LDSHiKmrKPRMAM1JIQLBGdFp9VqPl7nzsDu3U//nprKfYWgIKvBcq9j7VrW+l2/7umZ1EXElOBvuENMAczc37+fEaqNG10XoRIxJWJKUAq7d9Nz+ujROjdlZ6tw/Hg4Fi/WY/x4x2ypBQexWNgFdcwYbsVnZ3t6Rorl7l0W8E+dSqFkj6QkCq9//mfWWZ07Z/8+Iqaso9Wyh3RICLB9u32LeUdRqYDFi3n612x4mZvLJph9+tCgwpsxGPga33+f9slKQ8SU4G+4S0wBrKE6cAAYP549Dx8/dv5ziJgSMSUohYsXgU6daKv1zAUmI0OFS5fCsXu3HoMHA5s2eWiOvkh5ObBwIe3pz53zjWp7FxEWxkjTwoWO7fBlZHBH8F//FWjVilbp9hAxZR2tlqWVISHsl+QsMXX9Ok/9ZctqC+TSUkalunVjiqE3k5kJzJlDYfjkiadnUxcRU4K/4U4xBTyNwIeGMlX9wQNaqTvv8dVo376tiClB8DhxccCMGVa9e1NTVbh/PxxXr+rRowd79whOwGIBHj4EevSgb7Izr64+yJEj7C+9bh37Gtujus7n179mGtn9+/bvI2LKOlota85CQlj/4ywxdeAADUX27av9mGYzMGgQ8Pnn3i+mbt5k3cTMmRT4SkPElOBvuFtMAWzjef48r6EjRrC9h7PSpSsq1OjYsYOIKUHwOMXFTPXr25dbzzVITlYhNjYcCQl6tG7N1CnBCaSkUESFhtbOcRKssn07oxg7djjmiFZWxijW88/ztI6NtX8fEVPWKS/n5WHkSEao6unv3WDWrQPefptGls8ycCDQooXy3O8agsXCMshRoxj0Lyjw9IzqImJK8Dc8IaYAXkdv32abif79udRyxrW0qkqLTp2G/SymmiEry3bqhogpQXAVJhNw7x49ihcsqHWTSqVCYmI4cnP16NyZO8YVFR6ap69QWclQS+fOwJ498oY6wOrVXGCfPOmYR0dJCVMqfvtbigBHXChFTFlHrweOHeP7uHKlc07X0lJGDtu0YVPbZwkOpgOeuxpfugKzmc07hw6lVbJW6+kZ1UXElOBveEpMVRMXx42+IUP436Y08k5OBr77rgqvvbYbzz3372je/G1kZdn+sRMxJQiuJCODdVNjx9b61VepVEhICEdhoR4jR7IwPCmJu65CI7l3jwU9U6Yos5BCgcydywa8t287Zs2t0fCH6oUXaFrhSOsuEVPWqawEzpyhmPr2W+cYTj54wNN/wgTrhiITJlBoOeLcqFQsFmZP9+nDBZMSM3lFTAn+hqfFFMAl1tq1QEAAMG0ae9ElJDh2jSgqAqKigLNnubnVpYsRv/rVXjz33Ot47z0RU4LgWYqL+a0OCeGK1WwGQDEVFxeO4mI95s9nqtWNG+KV0GjMZvaU6tqVBRVKazyjQCwWLq67d3fcDclk4o/VH/7AYKsj0RQRU9ZxhZjat4/Rp02buDh4lilTgC+/dKynmFIxmZjO07UrkJ/v6dlYR8SU4G8oQUwBNKa4fZsbLp068Tfu+nVuBOr1FFYGA6+/FRX8e1oaU90HDQI++oi9+Hbu1OCjjwLx3HP/B82bvytpfoLgUSoqmHIWEsKmCD9XhKtUrJkqK9Nj0yYuqA4elHZIjaKqivVRwcG8gnq777ObsFh43nXu7JgtejUbNwIvvUS3uJ/3Buw8j4gpa1RWsllvcDCjfc5IV1uwAPjqK9ZLWduNnTOHC4z79703Cl5WRkfCgADlbj6JmBL8DWLJ+pEAACAASURBVKWIKYDXtuhotp6YMAHo2RPo1w9YtQo4fJi1quvW0cCmXz/6VQ0Zwuvj5s2MeGdnl6Fjx1ZiQCEIisBkYpx5+HB+W39eMakSExETEw6tVo9Tp7gTsnKldxeGe4yCAhpOhISw6YwjK3wBAH9I2rVzLF2vmu++Y83Uhg2OHS9iyjpGI3dQR4wApk/nDmlTHy8oiBGbnBzrxyxezEjktWuOpXUqDbOZGbyBgbxmKjUALWJK8DeUJKaqMRqBW7e4yTRwIDBsGK8bISHcxBo6lJtPISGMTCUkPL2vXq9Ghw7SZ0oQlIPFwg6an3/+i4+vKikJjx6FQ6fTIyqKvX4mTHDMnlqogV4PnD7NFeSaNZ6ejVdhMHBHrn37hrkfbd8OvPmm1V7UVhExZR2zGXj0iGIqNJQRl8ZisbApb/UObH1CadUqCpFz55znHuhOdDrOPSgIWLJExJQgKAUliqmaZGfTn2rtWrqnHj5MoZWaav1aqNFI015PT0cQ6rJyJRf8ly4BVVVQpaUhMvIhDAY98vLYM6V3b2X2TFE04eHMVZs71zGfbuEXcnJ4zvXr17AeRw8eAN98w2JdRxAxZZ2aYmrMmKaJKb2eqX0DBnAXtj6RsWEDP++ffmJtgbdRXMyF0MiRzJ5W6qkkYkrwN5QupgCWUZSU8FpbXm7bmIJNe0VMCYKyOHGCceWfu6OqsrMREfEQRqMeVVXA5MnAxx/T0U9wkJISVtp368btam/MW/IQFgu1Z//+THtoSKNDrRZIT3e8xkfElHXMZgrSESNo9tkUMVVcTKEUEgLs319/puv27Yzq7NrlnSnFWVlsIzd+vPU+WkpBxJTgb3iDmGoIIqZETAlKJCmJ2/lDhwJRUVAVFiI84iFMJoYEZs4E3nnHcVc1AcDx4/SUX7GCOU6Cw1S3QBs4kBbnzuoabw0RU9axWGhRPmIESyqbsgZJT2d0a/Jklg3Wx+7dvARt26bMZrf2UKl4zs6Y0TDTFHcjYkrwN0RM+QAipgTFYzRyBfPJJ8D581AVFyM8IuIXMbV0KW+6fl38ExxCrWaRWe/eXGEJDaKyErh8mVGK+fNd64omYqp+cnIopPr0YaC1scTG0khk3jzbomznTvrg7NjRMNMRpRAdDbRsycbESu7JLWJK8DdETPkAIqYEr+DMGTYx2LkTqpQUhEdGwmhiSGD7drpsHTjgnbUMbqW8nA11RowA1q9vWMGPAIBv4dGjjFKsXu3aDEkRU/VTVESHqR49mpZ2d/Mm0KwZDSZsvb27dlFMbd/unWLqzh3gjTcYjFYyIqYEf0PElA8gYkrwCsLDmaOyZAlUYWEIj4pClZkVkCdPcmG7bh2Qabs3nJCczK38yZPlzWokpaXswTFyJKMVrnRFEzFVP84QU1otN2HatAH27rV97PHjrKtavZr1R96ExcL9qPfeYy8YJSNiSvA3REz5ACKmBK8gM5OrmDFjoFqzBuHR0aiycBV76xYwaZKY0tmluBjYsgXo1YtdjoVGUVDApruhofRGcWVqqYip+ikpoZjq3r3xYkqlok34qFHsH2WLixfZhmHhQloCexOlpcDWrRSejtryewoRU4K/IWLKBxAxJXgFFRXA+fNAQABUo0cj/PFjVIGr2Lg4+lOMHs3u24IVLBa+f199BXz/ff2dSQW7ZGfXdkVzpb4RMVU/FRUUU+3bM0rVGG7coChevLh200lrXLhA58DFi4G0tMY9n6eIj6cIDA1lWqOSETEl+BsipnwAEVOCV2CxMEWtTRskde6Mh9HRMIALy+xs9pz96ivuHgtWSE/nKrBfPzY7kkV5o6l2f5s0CYiIcO1ziZiqH7OZNUwtWgD5+Y17jKNHgYAARm3sRbe8WUzduUPPmfnzle96KmJK8DdETPkAIqYEr6G0FBgwABlffonY8+dhqKKNml5Ph602bZSfwuIxNm1irdTevY43ORKskpz81Bbd1b3NREzZZsgQ1gE1Vkxt2AB8+CGDtvaMRM6fp4j+9lvvE1Nnz9J9ct065dd7iZgS/A0RUz6AiCnBa9DpgDVrUNCzJ9LXrIFRq/nlphMngLfeoqgSamA2s8Bj2DD6SHujDZnCSEhgr+OZM13/doqYss3gwcD77zeu71NlJdODW7RgA2B7XLrE1M5vvvG+mqk9e5gOeeAA3SiVjIgpwd8QMeUDiJgSvAajEbhxA5oBA1ASEgJTjbycq1dp+/vdd5LBVoviYmD5ctqQHT0qjbisYDQCGg1rcBxx5ouNBT79FJgzx7UNewERU/YYNoyRpcb0nVapgOnTgUGDGG20x+3bjEbOmAEkJjb8+TzJ2rWM4F296umZ2EfElOBviJjyAURMCV5FaSmqgoNR2bYtLDVMFO7dAz7/nA18JYutBg8eAJ07s/pco7F/vB+SmkpPjp9+AvLy7B8fGQn87/+y+amrtY2IKduMG8dGtA3tPW02M/WtOm3Pkc89IgKYNYvRqbi4xs3XUyxcyF5arq7xcwYipgR/Q8SUDyBiSvA2jDNnwtCiBSwREb+sZqMe0YBiwQJpn/QLqanMSRo6FLhyxdOzUSy3b1OIT5jgWMTh1i3gr3+lPbqrETFlm2nTgNatgZiYht3PZGIUe+hQ4PBhxzZgHj1iNHLMGOWbONREq+W8W7cGnjzx9GzsI2JK8DdETPkAIqYEb6Ni/Xqo27WDae/eX6It8Yl02po+nZEDv6eqimYT3bqxp5REpaxisXAx/dJL7MFj79yxWOjq1qIFo1mun5+IKVvMmgW0a9fwiIvZzAhT796sl7JnPgHwuNmzeZ3xpn52CQkUnUOGACkpnp6NfURMCf6GiCkfQMSU4G0UnziB7L59YaxRvJCZxXSdsWOZvuP3RESwwGPMmIbnQPkRxcVMgfrVr7hzf+OG7eMrK4EjR7iA377d9fMTMWWbRYuALl34uTkiiKrR69m7OiCAJqGOEBlJMTVunPeIKYuFQenx49nU3Bvay4mYEvwNEVM+gIgpwdvIjopCQmgoDB07AteuAQBKSoHdu5m2s3WrhyfoaUwm5jv27s33p6rK0zNSLPfvc1H9wgtAp072C/SLinh+9epFUeVqREzZZv16Ov4fP96wWsmkJKB7d2DkSMdMRwDvFFNmM3DoEDBqFNMaG9vc2J2ImBL8DRFTPoCIKcHbSM7LQ+Tcuaj861+BQwcBAHoDEHYB6NsXWLLEwxP0JAYDcPcuGyFNn84teKFedu0C/vxn4J136Axnr7QsNRVYuZLHXrjg+vmJmLLNrl3sn7Rjh+M29RUVwOnTwIABwIoVjj9XfDyb3g4fzvopb8BkYou54cOBffsAtdrTM7KPiCnB3xAx5QOImBK8DVVpKR6sXg39Bx8A678HdDqYLTSh6NYNmDzZ0zP0IBkZdFIYPx64c8fTs1E0aWlMffrsMyA4mG/byZO27/PoEaMTU6bQQdLViJiyzfHjdP1fu9bxZrS5ucDq1cDo0cCxY44/V2YmU4n79KFJpjdQVcVUyKAgICzMO/ZWREwJ/oaIKR9AxJTgbagKChC+axf0I0YA8+YCj9hxM7eAjSkHD/bTXlNGI7fc27cHNm50PH/JDykqohvflCmsfdq4kYvyXbts3+/6daZMffstC/tdjYgp21y7BkyaBMyb53hpoEoFhIbSlMGRZr3V5Oay9UJAgHuEtDMwGICJE4H+/Zmm6A1t5kRMCf6GiCkfQMSU4G2osrIQfu4c9OvXM6Swdw8AoLyKkak+ffzUvO7Bg6eWhg31ivYjioqYFhYSAhw4AGRnMwVq6FD7phKnTzOVdMOGxjWKbSgipmwTEQHMnMmooqN25VFRwJdfsk9YQ9LevFVMDRoEBAZ6T8sIEVOCvyFiygcQMSV4G6rUVIQ/fAj97dtA167AjBkAgEoAQwZzsZua6tEpuh+tlrlO3boBly9zFSXUITGRb9O4cRRUubmATkcX+cGD7YupAweAjh15fEWF6+crYso2SUn0Whk0CHj40LH7XLkCNG8OrFvXsOfyRjGl0/ES2bOne85XZyBiSvA3REz5ACKmBG9DpVIhPCEB+uxsWnIFBQGV5ai0AFOmcmH14IGfZbmdOcMo3cKFQEGBp2ejSBITuRgeMQL48cenhgUaDZ35+vdnxMkWW7YAH3zACJU7dI2IKduUlABr1jCz1Z4TI8A9hn37gFatgP37G/ZcOTk0t+nViy6Q3kBREd+br77y9EwcR8SU4G+ImPIBREwJ3oZKpUJ4fDz0xcVMaRs6FIh5AIPOiCWr+M+zZ7kr6xeo1aymHzSIhTyy4K6FxfK0cenIkcCJE0BZ2dPbdTrg/HmmQi1bZvuxVq8G3ngDuHnTtXOuRsSUbSwWfp49elAg27NHT0mhoB4yxDHxVZO8PJ4fPXvSMNMbSE5mZCo42NMzcRwRU4K/IWLKBxAxJXgbKpUK4Y8fQ6/RMO8qJATYsQnGIjV2HOSCeevW2gtmn0WjoSXZwIHMX5PFdh0ePWIp2eTJdDR7tp5OrwcuXmTEwZatfmUlA38tWjTMuKApiJiyT0EBsGcP9xJ27rR97PXrNJ/45htanTcEnY6pgZ9//kt7O0VjNDKCFhjIujJvQcSU4G+ImPIBREwJ3oZKpUJ4VBT0ej2LJsaMAUYNgzk7D2du8Z/ffusn2W5PnjCHZ9Ysx+3M/IjHj9kbaNgw4NIl68dUVlJMBQTYFlPZ2XybAwPd4+QHiJhylJISCqShQ4Fz56wfYzbTtbFbN+Do0cb1XNq4Efjww/rPJSWh0/G96N/ffsRVSYiYEvwNEVM+gIgpwdtQqVQ0oDAaWRg1fTrwZWtYnsTjbhydvSZP5uLXpykuZpFPjx72GyT5IUVFFEfDhtGTo74eO0YjcOsWF9nz5tX/eJGRtFIfO9Z9BiciphwnPR1YvJiR6UuXaqf8abX828SJjNIkJzf88c1mft1atOD5pHTUauDwYRqrrF/v6dk4jogpwd8QMeUDiJgSvA2VSoXw8HDoqx0m1q4F2rcFLpyHKr4KU6YDQYPZlNVnMZmY09SnD63lGrPN7sOo1cDmzSwl27EDsLcmi44GOnSov+GzxcLo1bhxdI/LyXH+nK0/r4iphpCQwFTM/v1pEmIwUEidPs2o1fz5tAhvjDmNt4mpkhJeIoYPB7Zt8/RsHEfElOBviJjyAURMCd7GL2LKaOQfTpwAhgQBG75DaUw2ZiwAOnX28ay3EydYK7ZkCSvjhVpERdEoYM4cID/f/vGxsXQ9mzDB+u0WCxv6jhxJR7+SEufOtz5ETDWchAQ6/I0ZA6xaRTE9ahSwfDkQF9f4x60WUx9/7B1iqqAA+O47XiYOHfL0bBxHxJTgb4iY8gFETAnexi9iqqqKf4iNBRbMB8aHwhRxH3NXAO9/6HgTT6/CZGIYJTSU6Y2NyVfycdLSGD0aMoQ9hRwhNpaNXOsTUwDTw/r0YUpgZaVTpmoXEVONo6AAWLmSvixjxlBcNTVSbbEAmzYB77/PKKXSycxkY+Jx47xjvtWImBL8DRFTPoCIKcHb+EVMVTemVavZbbVjW+DqMSz9AXjrHe9prNkgEhOpFCZP9o4qeDdjNrN/UOvWNHp0tHdxSgrwxRfcxbeGVstm0L17sxbLXYiYajx5ecyA3brVeVmwW7cCf/0rWy8oneRkYPx4YOpUxxsaKwERU4K/IWLKBxAxJXgbv4ipakcBi4XC4r13gD3rsWE78ElL4PwFH3MKz8nh1nhQEA0n6nNU8GOSk1kX068fA3iOUlQEfPIJMGBA3duMRiA8nKaJ06a5txm0iKmmodEAzlyf7NoFvPqqd/i9xMfTfGL2bO7BeAsipgR/Q8SUDyBiSvA26ogpgCvn3j2BFfOwe2kGunQDDhyybzzgNZjNLP7o149V5e4q2vEyNm9mBGnv3rr9pGxRWkpjgb59rd+2fTsL+bdvd95cHUHElLLYswf4059Ysqh0Hj1iw95vvnFvNLWpiJgS/A0RUz6AiCnB27AqprKygOVLgBljcWLkWfQfBGzaCuTmem6eTuXYMXp8L10qQsoKFgvflpEjGUGyc+2uQ0kJI1P9+tW9LSWFjzt1KhAT45z5OoqIKWWxezfwyiveIaYePAA++ICXjOryUm9AxJTgb4iY8gFETAnehlUxpdUC504Dw/vhSueVGDUG+Ha1Dzj6GY1cFQ0cyI6xhYWenpEi0euBI0doOrFmTcMXjyUlQJs2tNR+9r7h4RRaS5bw43AnIqaUxa5djEx5Q5rftWus71q3ztMzaRgipgR/Q8SUDyBiSvA2rIopiwXITAf6dEPEe8GYPd2IGQuAiEjPzdMpREfTFWHmTObtCFbJyAAGDaIbX2PqQ8rKaKU+aFDtlCiLhVGIjz+m+YC7ETGlLHbv9p40vxMngPfec39qalMRMSX4GyKmfAARU4K3YVVMAYBeBwQHIf2TfvhuSjpGj7Hg2k3PzNEpJCQwHDJsmOMe336IXg9cuMA+Ud9/3zjTkbIyIDCQYqpmX6qMjKcW254wTxQxpSwOHgTeeEP5fZv0egq/tm0ZsfUmREwJ/oaIKR9AxJTgbdQrpoxGYNUylH81FEcGn8bAAB1OhXlmjk2mqIjKYPhw5hQ5y9vZB4mLo8vehAnMiGwMajVT/IKCKKCqOXeOAmvNGvbtcTcippRFtWjfuFHZ5jY5OWzY27cv5+xNiJgS/A0RUz6AiCnB26hXTJnNwOWLwKQxuNJyATq/n499XlDbUAedDti3Dxg1Cli/vmG2dH6G2UznvrZtGS1obDNdrZZv9+DBtZs9r18PtGwJnD/vGZt9EVPKIjKSTYDnzWuY9b67iY2li9+YMcDdu56eTcMQMSX4GyKmfAARU4K3Ua+YAoD8XGDxNNz5Qw98/IdkbDns/vk1CZOJ3YaHDOGKraDA0zNSNFlZ7GEcENC0xa1WC4wbx7c9KorCyWAA5s5lM9/YWKdNuUGImFIWmZnA2rVAcLCyTSju3GFf7zlz3O9A2VRETAn+hogpH0DElOBt2BRTFjOwaREe/MOH+OAfHmDDbvfPr0lERgJjxwIzZnBVL9jk2DEubFeubFovnfJypgoOHcpUwaoq+n2MG8eRk+O8OTcEEVPKQq8HzpwBOnZUtkve6dPcGPjuO8+kpzYFEVOCvyFiyq0YoY64grAdW7F11wGciMxGdq3rjAllMbdxfceP2Lp1J7aefoy4IrPdRxUxJXgbNsUUABzbgdj/aId+/3wY2zboYLT/NVAGCQncSg4Obnzxjx9hMnH3vXdv6s6m9NKpqGCEa9gw4OZN/nvLFv57/35GrjyBiCnlERcHtG5N8a3U/k3btgEdOgA//cRz2ZsQMSX4GyKm3IIZ5vIcZKcdwZYBHdHmpVfw2pst0G3tTdysbkhqMcJYdgknxvdEl5dewSt/+m/86YspmLA3GqkaE2ytJUVMCd6GXTEVcQu5gWPxw78vwJHFCcjXuXd+jUKtBhYtom3cjRvub2jkZZjNQFIShVRwMFPymoJOByxbBowYQde+khJg0iR+HLGxfD5PIGJKeRQUAAMGAKNHA6mpnqmls8eyZWzYe+uWp2fScERMCf6GiCl3UBqB+xv7oP1nr+LPXwRj7KozOH/xKu4kFaHo57WkoTgSt5e1RvBXvTBk2TmcPn4YJ1cOQ9eh09D7+0gk6+tfCYiYErwNu2KqKBcVy75H+J/74My484jNtX6YYigvZ85QcDBw4ABX9oJNSkqAH35g5GjXrqY/nl5Px76QENbCJCQAffrQTLGxphbOQMSU8tBogIULea6cO6fM6NTs2UDz5p6r9WsKIqYEf0PElKspuo2wFcPQvdmbeLdnCCYcDkfMsz/sxjzk3/sBw7p3QsCC3bhRHdIvOIE1YzugU9+J2P9EhxKT9acQMSV4G3bFlNkI09kw5P7Xp7jXPBRxZ+PdO8GGUF4OnD3Lre7Vq9nwSLCLSgX06sXSsuzspj9eZSXw448sV9u0ibVYAwZw0exJREwpj4oKYOdOiqktW5SXRqfVAlOn0uEyOdnTs2k4IqYEf0PElMswA4YsJG3rj8C//Q/+s91GHKmniNSSfwm3f+iDf/9qJUKP1ZxwFZK298T8vq9jwF4VHtbzGYmYErwNu2IKQHl8Bh52noebf+qPjMHzgOPHgdQUN87SAUwmpvSNGQMsXlzbk1uol6oq9jBu2dJ5JgAGA5ucTp5MB785c4ApU4BTp5zz+I1FxJTy0OuBo0cpplav9lw9nTUsFkajJk5kyqq3mU8AIqYE/0PElMvQokq1E4tb/QVvvPYlBm6NRHh6PvILClBUqoWuRtaeLvIHbJ/wH/iPkNX4+lbtLbLSc6Mwc+hr+OPMkziusl5UUFNMjR492nUvSRCcRFJSEsLDw1FpI/+qsBjYsaYUP3Q+iZjmg2m/tWIpfYKVsvqJiQHmzwdCQ+niJwtlh0hPZ0peUJDzGpJWVdFoYuZM9pvq3BlYuhRIUYD+1mg0ePLkCdLS0jw9FQE8V8LCKKYWLlTO5QTg/szp09yfWbKkaQ6XnqK8vBxJSUlIT09HhdLCfoLgArKzsxEZGYkyH8lM0Wg0aNeunQLElD4N2cdD0f4/26FZ8yGYvXY4OnT8CO81/wBfDJ2LlXcqUH39zr30DVYGvoiWM3dg+5PaizHTw5VYOv5zvND/R2x5WGL1qWqKqVGjRrnsJQmCs6gWUwYbrgPqCmDfMWDM0HLsnhQBbNsOTAwFAgOVsUpWqymkBg5kUxgxnHCYCxf4tq1d65wUP4AGExcusLVXu3bAq68CW7cq42PRarWIj48XMaUQLBYgIoJiauJEfpWVgtHI1MORIxlpVZLQc5SKiopfxJRO6kcFP6BaTKmVdDFpAlqtFm3btvW8mDLkXMfFGc3xl9ea4Y8dJmLuqoWYPHk0Rg78GB80ex0v9ZyPpZfSkGsC8sPmYkXXl9FjwUEcfjY/Om471k8LxL8HbMT6e/lWn+vGjRv4/e9/j5dffhnLli1DTk4OcnNzkZ2dLUOGIkdUVBTu3LmDtLQ0q7fn5mYhJTkb+w8UoltvEyYvBLKSUpC3dytyhw6FukcPVIWEQL9pE4oiI5GtViOrpATZubnIzspy6dwzS0uRn5wM/dKl0PTogZwVK/i8BQUef1+VPHJyqkcOvvlGgw8/rMSBAwUoKMhs8mPn5mYhMzMbR48WIihIj5dfNuOPf6zEzp2FKCnJRE6OZ197cnIyIiIiEB0d7fHPwd9Hbi6vDzdv5mHAgAr07VuB2NhcFBS49rrhyCgoyEJqag6mTClHnz4V2L+/AKmpT+fsLSMlJQVRUVGIiYlBSkqKx+cjQ4arR2xsLO7du4ekpCSPz6WpIzc3F8nJyZg4cSJ+85vfoFmzZsjIyLCpeVwmptTxB7Gtz+/wt8/fwDtz9+PAnZ/tgozhOD6zBf7fb/4N/zlsN47l6lF47Wus6vGf6DG/rpgyhq/A8lEt8VLABmx4UGj1ua5du4aXXnoJr7/+OrZs2YL4+HgkJiYiNjZWhgzFjbi4ONy7dw83b95EdHQ04uLi6hwTH/8Yjx/H4ujRJLRrp8bAQUWIeZKA5OxExEdEIHvdOmh69UJZly7IDA1FwsaNeHLpEmKTkvA4LQ2xT564Zv7JyYh9+BApK1ei7P+zd99xVV35/v9zZ+bO/O69U+53kplkMkkmGZOZm8wkMTGmG1sksRew9957i70ldlHsir2BimDvXRRBpUhHQIoi7dAPAqe8fn8sTcCgIoLn7LM/z8djPZIJm3MWw2af/d5rrc9q3Jg7s2YRER5OeFQU4eX8HNJK/07DiYgI5/jxKHr3zqBZszyOHbtBcvL1p37t6Gh1vnh6xvP113n89rdmvv02j71740hIuE5EhO1+7rCwMIKDg7l8+TIBAQGEhYWVe85LezYtKiqMiIhwTp+OoX37LJo3z+bixUgSE0Nt3rebN0O5ejWSVq2yaNEim+PHbxAZGU5kZJjN+1bRFhERQUhICP7+/gQEBBASEmLzPkmTVp0tIiKCq1evcvHiRYKCgmzen6dtcXFxBAcHM3/+fF5++WVq1ar12FkV1RamssO3sbHTyzQfOIFZF+9y98fSqyZSjk5kzFd/4vn6k5l56TaJfnNZ0u5VWkzbgUdM2dfJOTWCiZ1e4aV2K1j7kAoUvr6+vPTSS/z6179mypQp5OTkkJ+fT2ZmpjRpdtUMBgNZWVmEhYVx+fJlUlJSyM7O/tlxWVmZ5ORkEhaWTdOmxXTseJe0DAPG4mwyc3IwZGaSGx6O0d2du61bU9ioEXk//IDhyhUyMjLINBjIzMkhMyur6vqfk0Nmbi45O3ZQ2KEDxgULyI6IIDM/v2rfx0FbXl4mGRmZrFiRS/fuhbi5GYmPz8JozHjq187JycRgyOTSpRyaNCnmj3+0MnVqIdHRWeTnq6/Z4mc2GAxkZGSQlJREcHAwERERZGRkkCXni81aVlYm2dmZxMVl0aPHXZo0KSY62kBR0dOfh093rmRSUJDJ9etZfPttEd27F3HnThZ5ebY7fyv3/28Wt27dIjQ0lIiICG7duoXBYLB5v6RJq45mMBjIzs4mOjqagIAAEhMTbd6np21FRUUkJSXRs2dPfvWrX1G7dm2SH1MJp9rCVFbYVjZ2+ittRy5kVUTZr1nivPCZ0IBXv5nKmKMZpIevYu3Al/jXyOW4Xi27ID/7+EDG9XyZPw/dwc7w8iuflV4zNWzYsB+rRZnNZmnS7KpZLBYsFgsxMTFcvXoVo9GIxWIp9zir1UxenoUWLay0aWOlsNAMmDFbrZiAEsCckQG+vrBiBQwYgKVdO8xubphv30YdDWaLRbWn6bvFol7r4kWsY8fCxImYw8MxWSyYrdanf30dNDBTUmJmwAAr7dpZCQ83U1xsxmp9+te2Wi1YLGaioy00b27l1Vfh0CHLvddXX7PFz2yxWDCZTGRnZxMREUF8fDwmk6ncc17ahmbruAAAIABJREFUs/udWCxmiorM9Otn5csvraSkWNS1xab9MmM0WjhxwkK7djBnjhWLRf3daOl8sVgs5ObmEhMTw82bN8nLy9NU/6VJe5J2/54mOTmZwMBADAaDzfv0tA0gOzubZs2a2X7NVGHCMY6N/4g6PaYy5HAuZcpKJHpxYN4nvNR5Lt+dKqYk8zAnF9Xnz93cGHmkdOmefG4sc2ZUvbdosDQQ3/TyN+6Van5Ca+6XRn9UNT9QRQU6dYI2bR5T1SovT20sNHq0KhE3cSLs3g3p6VXX6fh4VW975Ei4etU+KhtoiNWqyjy7uKiNdB9Re6TSbt+GUaOgdWu1j5W9kGp+9mnIEPj0U3jMcoBnJiVFVbkcMgT277d1bypPqvkJvbl9W6r5VY/8BJIPj6JZIxfqDvPiyo+DSmayj3/PrDZv8O/vtuIeBVjiSD4+ByfnwfR1v0jq/UPvnmB9t69o/u+2uJ7P4bZs2iscREX2mQKVV0aMgI4dVRVyS/nPE36Sk6N24+zSRe3YunQpXL789PWFU1Jg0SJVAt3H5+leS6fy8lS+7dkTVq2qvvc4cQK8vOynQpvsM2W/xoyBunUhyk72BA8LU5et6dMhJubxx9sr2WdK6I3sM1VdrCWU5BxlXauP+fY9Z4Z6JRBryCMv7yIHJg+i47vdmOwVQWQJgBlj0nG2DanNyO9msiUqj5zMW6QfGUuXDl34YsQ+rhhMPOw+UsKU0JqKhimzWe2F26OHukl+zOFKfj5ER4O7uxrSatMGNm2C1FS1wcyTysmBXbtUJzZuBHnSWinx8WpQb9w4NbBXHaxWKCpS54m9ZBYJU/ZryhRo1EiVSbcHZ89C7dqwcqW2B74lTAm9kTBVvd0h/Zwrbi51+PCNz/ikbn3q1/+aps0nMmv9daLSi7l/a2c1GcgOXszGvs1oXbs+9b5qwFdNetNp4UH2R+fxqJ0aJEwJralomLJYVCbq1w927FC5psJSU+HYMZg7Vw2HdO2qQtWTDlns3QudO8OaNXDnzpN9r/iRnx/UqweurvrKoxKm7NfChdCyJZw6VbnnLHl5atC6Kty9C9u3Q5064O1dNa9pKxKmhN5ImKp2mSSe2cD87p3o1KEDHTqMZNpqX8LLPTaPOK+VuHbuQIeO3ek4dS/7Ix+/4Z2EKaE1TxKmdu2CwYPV09qM8ncHeLT0dDWi1L8/9Omj5tDs3QsVueidOQMDBsCECVV316RDBQXg4QENGqjfp55ImLJf7u5qCnFlp4UePQrDh6uZv0/7gCAkRC31HDVK/buWSZgSeiNhygFImBJaU9EwZbX+dMMyZ85TDgylpanFOq1bq5Gm9evVXUteXvlvfOMGDBum3jw29ineWISGwrRpav3blSu27s2zJWHKfm3frmbvbt785A9qsrLUOf3GG2rQ++xZNcO4stzdVXGWvXvLvyRpiYQpoTcSphyAhCmhNRUNU6BuvseMUYX6EhOf8o2zs+H6dVUyq2VLFar27FGPpUtXt0hM/Okx8YUL9rMAR6P27FEjABs2VG2BRS2QMGW/9uxRU4hXrXryged9+9QawBEj4LvvVKHPgwcrUCSnHHfuqGtc+/bgCAUfJUwJvZEw5QAkTAmteZIwFR+vck337lVY7jo5WT0CnjlTPVbu10/dWVmtamGWuzv06qXm/zymfLt4vDlzVNU0f39VVERPJEzZr6NHVYHOBQuePMSMHKm2bQgOhvBwFahGjFD//iTFI4qKYOtWdQlas6aCRXbsnIQpoTcSphyAhCmhNU8Spu5Pp2nRAiIiHnv4k0lKgiVLVFIbMkT9+4QJKkht26aKWIhKs1p/2vupbVuVYfVGwpT9ungRxo6FyZMrXh7dYlHndLt2qq7N/ZGoM2fUssyJE59slCs3V+3k0Lu3+vtwhNNDwpTQGwlTDkDClNCaJwlTJSUwaxZ8+WU1Lsy+eVNN/WvaVJXTmjGjktUuRGn3C4gMHAjLllWs5oejkTBlv4KCVHn0kSPV7N+KKCyEI0fU85f588t+be1a+Ppr9fWKDGhbrWrkvVEjNULmKCRMCb2RMOUAJEwJrXmSMAUwbx688041Fy9IS4Pz59Uj5qdenCVA3VCOG6ee4AcEaHvvnMqSMGW/oqLUg5r+/Su+11R6OixfDoMGqU2oSwsMVKOwkyfDtWuPf62CAjh0SI3aurk9ef/tlYQpoTcSphyAhCmhNU8appYvh5o14fTpau6YqFK3boGzs6our9d7KglT9ispSY0ude6s9kGriMREGD9eFYy4dKns14xGOH4cWrVS16zHFaNITobZs1XB0JMnK/cz2CMJU0JvJEw5AAlTQmueNExt2QING6rNLPU4uqFFd++qG8u2bX8+HUpPJEzZr+xsNf20WTM1IF0RkZHqnJ46tfy1UbduqTVQo0apohaP+nVfuKBmFv/wg1qH5SgkTAm9kTDlACRMCa150jDl46NGODZuVAUphP1LTFRLz0aM0PeIooQp+1VSotY51aungn9F+PvDZ589/AFBVhYsWqQ2Gj9w4Odfz8tTI1Lh4WpU6ssvwdOz8j+DPZIwJfRGwpQDkDAltOZJw9SJE6ra1ZIlspxJK65ehebNYe5cMBhs3RvbkTBl39avhy++UEUjKuL4cfjoI1i9uvyvFxbC/v3Qty8sXKgCG6iR2qgo8PBQ660aNlSjUnPnOt41TcKU0BsJUw5AwpTQmicNU35+atrMjBkQGlrNnRNV4uBB+OQTNZqoZxKm7NvGjfDpp3D4cMWO379fjUw97Ly2WFRo6twZ3n9frYfq1k1NDezaVRW7GDlSbXHn6amClKOdEhKmhN5ImHIAEqaE1jxpmAoNVUFq9OifL/oW9sdggBUr1EL8ik6fclQSpuzb9u0q9OzbV7Hj9+9XI1mPekhQUKCm+tWvr0ZnnZzg229VIZbVq9VGv45MwpTQGwlTDkDClNCaJw1TCQlqil+fPnJzrgVnz6on8rNmQUyMrXtjWxKm7JuXF9SoofZDq4iKhClQ66L8/NReVunpkJ+vpgDen/bnyCRMCb2RMOUAJEwJrXnSMGUwwKZNaqqMt3c1d048tdWrVYW0AwcqtnmpI5MwZd/27IG//73qwxQ8vjS6o5IwJfRGwpQDkDAltOZJw1RJibqJadhQLRgX9qukBCZNggYNICLC1r2xPQlT9m33bhWmHtyAtzxms3qYU68ebN1a/X3TKglTQm8kTDkACVNCa540TAH4+sKHH4KrazV2TDwVqxViY9UUv5494c4dW/fI9iRM2Tdvb/i//1NV9h7HaIQdO6BJk4qPZOmRhCmhNxKmHICEKaE1lQlTQUFQs6ba4FLYp+Ji2LlTlX5esQJyc23dI9uTMGXfDh2C2rUrNm0vO1sd17o17N1b3T3TLglTQm8kTDkACVNCayoTpiIiVHWsadPUQm5hf4xGGD9eFQq5fBlMJlv3yPYkTNm3Y8fUGqh16x5fojwrCzZsgDZtJEw9ioQpoTcSphyAhCmhNZUJU7Gxau+WiRMhKakaOycqLT0dWrZUG5bm5Ni6N/ZBwpR9e5IwlZOjCuG0agU+Ps+mf1okYUrojYQpByBhSmhNZcJUUpLauHfMGLhypRo7JyrFZFK/lyZNYMoUW/fGfkiYsm9PEqYMBlUAx9lZFcQR5ZMwJfRGwpQDkDAltKYyYSo1FWbPVsUNjh7Vb9lhe5WWBu7uaoqfp6ete2M/JEzZt5MnVeXJ1asfX8Y/JUWtBezSRV2DRPkkTAm9kTDlACRMCa2pTJgyGGDNGlXcwMNDlSkW9iMsDAYPVqNSoaG27o39kDBl3y5cUFNTlyyBzMxHH3vzJixapB4YnD79TLqnSRKmhN5ImHIAEqaE1lQmTBUUqHUKffqAm5sUN7A3p0+r/XdWrFC/K6FImLJvly5Bu3awcOHjS/nHxsL8+dC/P5w792z6p0USpoTeSJhyABKmhNZUJkyZTODnB926qSIUxcXV2EHxRIqLYft2tfbE29vWvbEvEqbs28WLag3UokVqKvGjxMXBggXQrx+cPfts+qdFEqaE3kiYcgASpoTWVCZMqe+Djh3Vk+HHrW8Qz05sLMydCz16qJLo4icSpuzbxYvg4iJhqipJmBJ6I2HKAUiYElpT2TCVk6OeIru4SJiyJ4cPq7Vsrq5Stv5BEqbsm7+/Kigxbx4kJj762JgY9dBg4EA4f/7Z9E+LJEwJvZEw5QAkTAmtqWyYMpuhQwdo2hQc5JrlEFxdoXFjOHECnvBX6vAkTNm3wEA10j1zJkRGPvrYkBC1afjo0RAQ8Ey6p0kSpoTeSJhyABKmhNZUNkxZrerGp2VLiI+vps6JCrNaIT9f7f/VrJn8TsojYcq+hYTA0KEqJF2//uhjAwJg/HiYNAmCg59J9zRJwpTQGwlTDkDClNCapwlTEydC+/bqxkYq+lWOyaSmSRYVQWEhGI1qROlJ9+4qLoYDB9S0p3nzIDe3evqrZRKm7JuEqaonYUrojYQpByBhSmhNZcMUqBLG3bqpdTpGYzV0zsGlpMDatWqq0qhRar1Is2YwZAgcOfJka9GysqBvXxgwQE2Rkr2/fk7ClH0LDlb7o02f/vj90SRMVYyEKaE3EqYcgIQpoTVPE6Y2bFA38Fu2qJt5UTG5uXD0qLpp7N1bBdJu3dQaNBcX6NxZBaoffoDjxx8/ylRSAr6+0KSJ+h5RPglT9i0iQgWkCRMevw7K3x/GjYPJk9WIliifhCmhNxKmHICEKaE1TxOmfHzUTf/ixY/fZFMoSUmwbZsq6dypkwqkQUHq6fqdO2o0Kjwcvv9eFZLo1g0OHnz0yF9kpJoaNXasbGD6KBKm7FtcnHoYMGIEnDr16GN9fWHkSPV3EhHxbPqnRRKmhN5ImHIAEqaE1jxNmDp3Tk1RmzIFEhKqoXMOJilJPXlv1Qrc3NRUppwcNSWv9Bopq1Xts3Ptmhq9GjZMTfsr714oKwvc3VUwO3RIKvg9ioQp+xYXB7NnqzB18uSjjz1xQhXAWbwYbt58Jt3TJAlTQm8kTDkACVNCa54mTIWGqiIUgwZBdHQ1dM6BxMer0aOhQ9W0yIqGz6gomDFDTQf091eB6vZtSE5Wr7lsGfTqBZs3y1TLx5EwZd9iY9VI08iRcPr0o489ehT69IGlS2U/tUeRMCX0RsKUA5AwJbTmacJUSoq60W/X7vHVt/QsKkpV2Bs69PHTl8oTFKRuMIcNg6lTVZsyRS2+79tXjXLl5VV9vx2NhCn7dvMmzJkDw4erkadHOXbsp3P/cRv86pmEKaE3EqYcgIQpoTVPE6YKC2HuXKhbF65cqfq+OYI7d9QNYv/+cPFi5UvIBwZC9+7w1VeqUEWHDqr639atUga9oiRM2bf0dNi4UZ3nO3Y8+tjjx9W6wyVLZIrxo0iYEnojYcoBSJgSWvM0YcpqVU+G334bzp+vhs5pXEGBWlDfv79a8/Q065lMJrhxQxWqiIxUo13R0eAgnxfPhIQp+2YyqYcy33yjpsQ+ioxMVYyEKaE3EqYcgIQpoTVPE6YA1q2D995Te02JnxiNahF9p05qil9hoa17JCRM2b/UVHB2VptPZ2Q8/Dhvb+jYEdavVyNaonwSpoTeSJhyABKmhNY8bZjy9IQGDdQ/KzuFzRFdu6bWfkyfLpuK2gsJU/bv/mjugAFq9Km4uPzjduyA1q3VP2Wa68NJmBJ6I2HKAUiYElrztGHq4EH1JHntWjAYqrhzGnXrFri6qj2izp5V0yGF7UmYsn8mk5oyPHiwKrDysAqV27dDy5bg4QH5+c+2j1oiYUrojYQpByBhSmjN04aps2dV2e4FC1SpbqE24u3UST01lyp79kPClDYYjap6ZdOmDy8usW4dNGoE+/fLiPijSJgSeiNhygFImBJa87Rh6soVtXHv1Kkync1iUWXMhw1TG4+mpNi6R6I0CVPasWgRNGmithIo79I0fz588gn4+T37vmmJhCmhNxKmHICEKaE1TxumoqLUGofhw9UolZ4ZDGpq0qBBcO6cPDG3NxKmtOPkSRgyRG0r8OCI9927MHky1Kunrj/i4SRMCb2RMOUAJEwJrXnaMHXnDqxZo/aG8fGp2r5pSUmJ2mjUxUU9VbdYbN0j8SAJU9px544qe+7iAqdPl/1abCyMGwc9esgeU48jYUrojYQpByBhSmjN04ap/HzYtUtV1tq8uYo7pyHBwaqc86RJEBZm696I8kiY0g6LRRW3+fhjtQbxPqsVzpxR02inTVOl1MXDSZgSeiNhygFImBJa87RhymxWT47r1oUlS6q2b1qRn69u+Bo3hgMHZFTKXkmY0pagIDUyNWsWJCer/2a1qr+1gQPVw5ucHNv20d5JmBJ6I2HKAUiYElrztGEK1KjMRx/BjBlV2DENuXBBrRmbNEkqGtozCVPakpamNuXt2RO2bfvpv8+YAb16qRGqh+1DJRQJU0JvJEw5AAlTQmuqIkxFR8Pnn8PEifrbU6mkRBXg6NgRfH2l6IQ9kzClLVYrxMSoEukjRvx0bRkwALp0Udcd8WgSpoTeSJhyABKmhNZURZi6eRNatYKxYyEjo+r6Zu+KitQGowMHqvUbMuXIvkmY0p6CAlUds1cvNeqbm6vWZ3bsWH7JdFGWhCmhNxKmHICEKaE1VRGmbt9WZYxHjYKQEP2MThkMak+pgQPh6lVb90Y8joQp7TGbVYGbQYNU1dCQEGjXTo1OiceTMCX0RsKUA5AwJbSmKsJUdjasWKFueHbt0sdUt5ISCAiAb75R0/yE/ZMwpU1JSWpfqdatYfVq6NcP5s61da+0QcKU0BsJUw5AwpTQmqoIUyaTCha9eqn9XwoLq7CDdio+HhYsUE/Ijx2zdW9ERUiY0iarFTZtgk8+gTZt1HVm1y5b90obJEwJvZEw5QAkTAmtqYowBao8eM+e6mYnM7OKOmfHDh1SpdDXrZO1UlohYUq7IiJUiHr5ZTXNz9/f1j3SBglTQm8kTDkACVNCa6oqTAFMmaKm4gQEOHbJ4vR0WLhQVRm7fNnWvREVJWFKu0pKYPdu+Pe/1drMlBRb90gbJEwJvZEw5QAkTAmtqcow5eWlpr2tXAmpqVXQOTvl7Q39+8PSpXDnjq17IypKwpS2JSWBq6uaVltSYuveaIOEKaE3EqaeNYsJi6kEswXK/Ug1FVNckE9+fgH5hSbMFfjclTAltKYqw1REBEydqoJGeHgVdM4OmUzqybizM0RGgsVi6x6JipIwpW0WC+TlSUn0JyFhSuiNhKlnKo+b+2ewZ/UcvKPMGH5WfSyDyI2zmebUkIYNm9Bw8Ba2BuY+9lUlTAmtqcowdfeuGq2pW1ftv+RoSkogKAh69FCBSg+FNhyJhCmhNxKmhN5ImHpWLEWURG1hXus/UqdhIyafNXOnVJiyFqeSen4K8zo0xOnzdri0ccbZpRttpu3A/bKB3Ed8/kqYElpTlWEKwNMTPv9crW9wtKk4OTnw/fdqKuORIzIqpTUSpoTeSJgSeiNh6pkoxpIfzrVNvWn8t1/yWu32fO9rIfP+TZG1iPy4g6zu/RHtBk9i2XWwFOdi8vuBAd3bU2fYNnzTTTzsHlHClNCaqg5Tp09Dhw7g5uZY64msVjWNsWVLVWgjK8vWPRJPSsKU0BsJU0JvJEw9C0WxpMZ6smzDHHq8+Toda7sw96KZ1PufqQWhxOyfwhcu4+i5LoC0+99niuPUvBYM79iY2WcyiX/IfaeEKaE1VR2mwsNh0iQYP96xyhcbDLBtG7RvDx4etu6NqAwJU0JvJEwJvZEwVe1MJIdc4rTHOrwv78S1cW0Gf9iaub4m7tz7TDXF7mL/9x/zp55ujD9ZdvOY9D1dmdbtb3y++BJnbpc/v0fClNCaqg5TBgNs2QKdOjlW6LhwQa2VmjcPEhJs3RtRGRKmhN5ImBJ6I2Gqut3259Jeb7YdvEJC1il2d6lNj/daM8fX9OPIVLbvQpb3/BPvjVnJ0qCyk/kKL0xh+uAP+fPAbWwPLf+iJGFKaE1VhymLRe29VK8ezJ5dJS9pF9auhS++UGWZhTZJmBJ6I2FK6I2EqWpjgmIDCYc2sH/PAU7nWcgtuYyP8/t0f781s33NqC1xrCQfn87C1q/RcronO2888DKha1k2tjWvtF/LqisZ5b5T6TA1aNCg6vuRhKgisbGxXL16leIq3GX39m1o1EhVvHOEIhS3b8P06dCxI0RF2bo34mnk5+cTFRVFggwvCh0wGo3ExsaSmJhIoZQfFTqQkpJCcHAwubmPr8CtBfn5+Tg5OdlBmLJkYko5iqfXUTxOZ6IuJ5fxavM+PWq2Yc4lUNHIStKxaSxs9TfazNjF7tgHXudemHq13RpWBaSX+1YyMiW0pqpHpgAyMmDYMBgyBAIDwWyuspe2CQ8PtXfW6tWQmWnr3ojKkpEpoTcyMiX0xhFHppo2bWr7MHU3z0DSZR/OhSeR+GMJ9OscbF+LfrXasySUH6vzJR2ZyoKWf8N55i684sq+TsGFqczs8W/+6rycVVcM5b7XuXPneOWVV6hduzbu7u6Eh4cTHh5OWFiYNGl22fz9/fH19SUkJKRKXi8yMhR//3CmT0+gQwcD8+alEhgYQXR0qM1/1idp4eFhREWFEhwcRdeu2Xz7bTb790cQHq6tn0Na2RYcHIyfnx8BAQE274s0adXdgoOD8ff3JyAggODgYJv3R5q06m5Xrlzh4sWLBAUF2bwvT9siIiIIDg5m3rx5vPnmm9SqVYvExMRHZp5qClN5pFw7zNJevZg0eRKuq5azbNlSli0ZQc/3/8onf32f5qPWMNsrgGt3TNzxnceSTi9SZ+IG1oeXLTKRc3Iw47v+iRe6rWVjcH6573b27FleeeUVPvnkE9avX09oaCihoaFcv35dmjS7bJcvX+bChQsEBQVVyeuFhwcTFBTK7t03ad06k06dUvD3DyMyMtjmP+uTtuDgEDw9I2jSJIvu3bMIDg4jKkp7P4c01UJCQggMDOTSpUv4+/sTEhJi8z5Jk1adLTAwkMuXL+Pv709gYKDN+yNNWnW3gIAAfH19uXbtms378rQtLCyMwMBAFi5cyD/+8Q9q1ar12Cnq1RSmbpF0chGjPq3J+2+9xT/+8RZvvfUWb735Ci/99jf8/je/5fm/1ebvHVawJrCI/PhteEx4i1f6L2bqudKByUKaVy/Gdnidf0w7yuGb5S8EuT/N75e//CXDhw/HYrFIk2bXLSYmhqtXr2I0Gqv0dTMzrfTta6VNGytpaRasVtv/rE/SrFYL6ekW5s+3MHCgFR8fK2az7fslrfLNbDaTnZ1NREQE8fHxmM1mm/dJmrTqbLm5ucTExHDz5k3y8vJs3h9p0qq7JScnExgYiMFgsHlfqqJlZ2fTvHlzfvGLX9hyml8RRVkJ3LgagJ+vLxfOn+f8+bOcO72c6V+9ybdvfkW/lRfYG5xIcq4FS7Yv1zb35a2O8xm0O54fZwUSx/nxTvR7tzb9PRMJM5b/blKAQmhNbGws165do6QaKkVMmQItWkBISJW/9DMREwNNm6qfIy/P1r0RVeF+AYrHTZUQwhEUFhYSGxtLUlJSla6LFcJeOWIBikaNGtl+zVT5QjncoRb9a3XALeynNVOYDGQEbmaUS0P6zdvOlfv/PXEF49s0pHaDGfjEFFH+JD8pQCG0pzoKUNzn7g6dO8OuXaC161phIRw8CPXrq7LoQvukAIXQGylAIfTGEQtQ2Elp9AdZsJacYUuj13F5vRFTz5pIKbU8qjgngpC1bfihfxdG/ODO2pXLWDGxBy2H/sBgj2hulZS/YS9ImBLaU51h6sIFGDMGpk6F2AerY9q58HDV7xEj1L5ZQvskTAm9kTAl9EbC1DNjwVriz77eXzP8694sDTCRZin7dUqucnpKDzr/vQY1arxDjcYzmHYglizTw15TkTAltKY6w1RqKixcCK1bg59flb98tdq5E1q2hG3bICfH1r0RVUHClNAbCVNCbyRMPUvWPDKjQrgREsWtPCs/Xy1ipeBmOCHHj3L02EmOBSSSVIE1ExKmhNZUZ5iyWGDzZvjwQzVlTivy82H2bGjcWO2TJRyDhCmhNxKmhN5ImHIAEqaE1lRnmAI4fBi++go2bADjQwq32JuzZ2HoUJg0CdLSbN0bUVUkTAm9kTAl9EbClAOQMCW0prrD1NWr0K8ffP89xMdXy1tUqZISmDwZuneHS5egqMjWPRJVRcKU0BsJU0JvJEw5AAlTQmuqO0wlJYGbG/Tpo6r6FRdXy9tUCatV9bdDBxUAtTKSJipGwpTQGwlTQm8kTDkACVNCa6o7TBUXw5kz0LChKuhw7BgYDNXyVk8tLw/27oVu3VQAFI5FwpTQGwlTQm8kTDkACVNCa6o7TAFkZsKyZdC7N/TvD4MGwZw5ahqdPUlIgL59Ydw4VRpdOBYJU0JvJEwJvZEw5QAkTAmteRZhCtQIlb8/zJgBbdpAs2ZqD6oDB+yjyIPZrApP1K2rgp9wPBKmhN5ImBJ6I2HKAUiYElrzrMIUqMCSkwN37sD58ypMdewI69ZBYqL6uq3cvg0rVqj+HD1qu36I6iNhSuiNhCmhNxKmHICEKaE1zzJMlWaxQFgYrFmjptaNGWPbaX9nzsDAgTB3rjaqDoonJ2FK6I2EKaE3EqYcgIQpoTW2ClP3ZWfDjh0weDBMnQp+fqqq3rO2fDk0aAAnTkg5dEclYUrojYQpoTcSphyAhCmhNbYOU/f5+cH48T8VfzCZns37Wq2QlaXeu1kzGZVyZBKmhN5ImBJ6I2HKAUiYElpjL2HKZILjx2H0aJg3D6Kins37ms3g7a2m+Lm6qmAlHJOEKaE3EqaE3kiYcgASpoTW2EuYArXP08GD0L07rFoFGRnV/54lJapUe6dOEBHx7EbExLMnYUrojYQpoTcSphyAhCmhNfYUpgByc8HdHXr0gE2bqnf9lNmspvWKxBPAAAAgAElEQVS1aqXWbEmQcmwSpoTeSJgSeiNhygFImBJaY29hClSgmjhRbfJ76VL1lUzPzoYtW6BXLxXchGOTMCX0RsKU0BsJUw5AwpTQGnsMUwDXr6uiEEOGQHR09bxHZKQqyz5livp34dgkTAm9kTAl9EbClAOQMCW0xl7DFMD+/WrUaOVKSEqq+tc/cgTq1lWbBhcXV/3rC/siYUrojYQpoTcSphyAhCmhNfYcptLSYP16aNtWVdyrSqmp4OYGzs5w+nTVvrawTxKmhN5ImBJ6I2HKAUiYElpjz2EKVIW9Ll1g8mRITKy61z16FPr1U+XQExKq7nWF/ZIwJfRGwpTQGwlTDkDClNAaew9TRiN4eanqfsuWVV11v4ULwckJzp+XKn56IWFK6I2EKaE3EqYcgIQpoTX2HqZAVd0bPlytn4qOfvrqfrdvq82B27at2tEuYd8kTAm9kTAl9EbClAOQMCW0RgthCuDAAejfH+bNe7rNfE0mNdI1cCAsWaLKsAt9kDAl9EbClNAbCVMOQMKU0BqthKmCArW+qWVL8PWt/OhUXh4MG6b2sAoOrr49rIT9kTAl9EbClNAbCVMOQMKU0BqthCmAU6egTx9YtAhiYyv3GjdvQuPGMHiwlEPXGwlTQm8kTAm9kTDlACRMCa3RUpgyGGDTJjU6tWvXk39/Xh7s26fWSrm5VX3/hH2TMCX0RsKU0BsJUw5AwpTQGi2FKYCwMGjaFKZPh6ysJ/veqCg1IjVxopriJ/RFwpTQGwlTQm8kTDkACVNCa7QWpgwGWLxYFZDYs6fipdKtVjhxAr76CtaulbVSeiRhSuiNhCmhNxKmHICEKaE1WgtTFgvExEC3bipQGY0V+z6DAVavhmbN4Pjx6u2jsE8SpoTeSJgSeiNhygFImBJao7Uwdd+0adC+PVy6BBXp+vnzaq+qGTMqX7xCaJuEKaE3EqaE3kiYcgASpoTWaDVMXboEo0bB2LEV23h3yRJo0UKNShUWVn//hP2RMCX0RsKU0BsJUw5AwpTQGq2GKYsFVqyABg3g9Gn1vx8mL08Fr5YtVWl0oU8SpoTeSJgSeiNhygFImBJao9UwBXDmDHTtqjbzfVhIKilR+1MNHKgqAObmPsseCnsiYUrojYQpoTcSphyAhCmhNVoOUxkZat+ptm1h587yjykogDFjoG9fuHwZTKZn20dhPyRMCb2RMCX0RsKUA5AwJbRGy2EK1L5TjRvDlCkqOD0oKQmaNIFhwypWqEI4LglTQm8kTAm9kTDlACRMCa3RepjKyFBBasgQtXaq9P2x0Qg+PtCmDSxfbrs+CvsgYUrojYQpoTcSphyAhCmhNVoPUyYT+PpCjx4wYYJaI3Wfn5/aj2r4cLh61XZ9FPZBwpTQGwlTQm8kTDkACVNCa7QepkBN7xs6VK2diogAf39YuhR69oTeveHYsYpv7iscl4QpoTcSpoTeSJhyABKmhNY4QpgCVYiiQwcYPfqnMuh9+sCJE1BUZOveCXsgYUrojYQpoTcSphxA6TA1fPhwW3dHiMeKj4/n2rVrmM1mW3flqdy6BTNmwKefwogRcOECOMi1VFShwsJCoqOjSUpKsnVXhKh2RUVFxMfHk5ycTHFxsa27I0S1u3PnDiEhIeTn59u6K1WisLCQZs2a6TdMjR492tbdEeKxkpOTCQ4OtnU3qkRqKpw/D3Fxtu6JsFcWi4X4+Hju3Llj664I8UwkJSWRlpZm624I8UwYDAbCwsIwOdA+KC1atNBXmLp48SIvvPACzz33HHXq1MHV1VWaNLtuXl5eHDt2jOXLl9u8L0/T3NxcWbPGlc2bXXF3d2XpUtv3SZp9tcWLF7Nq1Sr27duHl5cXixcvtnmfpEmrzrZmzRp8fHzw8PBg5cqVNu+PNGnV3Xbs2MGRI0dwd3e3eV+qos2ZM4e3336b5557jo8++kgfYcrPz4+//vWvPPfcc9KkaaJ98cUXdO3a1eb9kCbtWbTf/OY3ODk58emnn9q8L9KkVXf7r//6L+rVq0fNmjX5xS9+YfP+SJNW3e3tt9+mQ4cO/P73v7d5X6q61apVSx9hKjw8nCZNmvDf//3fcuGSpon2u9/9jhdeeIH/+I//sHlfpEmr7vbLX/6SP/zhD/z2t7+1eV+kSavu9stf/pLf//73/M///I/ck0jTRfuv//ovnn/+eX71q1/ZvC9V1X71q1/x61//mjZt2pCamvrIHOIQYSovL49Lly6xe/dudu3aJU2a3betW7eyadMmPD09bd4XadKqs+3cuRMPDw+2bNnC1q1b2blzp837JE1adbb75/u2bdvkGi9NF23btm1s2rQJDw8Pm/elqpufnx9FjylP7BBhSgghhBBCCCGeNQlTQgghhBBCCFEJEqaEEEIIIYQQohIkTAkhhBBCCCFEJUiYEkIIIYQQQohKkDAlhBBCCCGEEJUgYUoIIYQQQgghKkHClNCXkjQyz8xn8pD2ODu70LbLaPqtDiAkt/zDTZlXOTayL0NcnHHuNoURm8O5ZS7nwNTznF87hPbOzjg7t6PD8JW4nknlbrmvWsjtYxtZ2cGZts7OOI/ayuYrOU/+sxRFcGHqCMa0dca50xj6rLpKVMHjv80Q6MH5Td+zLziD5PI7KBxJfjQ3fCYxsLszzs5taddnJuN2RXPL8pDDI4+yq3s7erk449x3ET8cTMZY3oFxPuye3wtnZ2ecnTvSaaIH20LyHtKJDKI3LWBOe2ecXbrjMu0gx+IfvW9H+SyQdJgVM4cycuF2TidDkbW848wYAvawpaMLXVyccR60kiWn0yjvT1c4oPRLXNo4nE5t712Phyxl/okUyr88FpF6ehtrO7io6/fwjazzyyr3uJKgdSyf1AVnZ2dc2vahy9xjHE8qeXg/jEEcXvMdgyfPwyMoj8wnPgHNZF31YWvHtnRzccZ54HJcT9zhYe9YHLOLI4tc6NzO+d7fZQ8GjNvKkfhC8p/0rYW2JBxg76K+937vHej43TY2XnvYfUUWN3YsZn57Z5xduuAyeR8HYwp/flhJOoZzC5g69P790ij6rvYn+FG3K2mn2Th3BMNmr+NInBVjudfnx0kl6eRSxo0bzTyfYKIfdl+TcgL32cMZPncDx25SyfeqGhKmhH4UJpIRsZd1i4bTzqUpTk71+Pz9f/OnNzrRa9EpAm4bKX1/WZJygSsbetC75ufUreOEU6Pm1Osxg4l7owhOvfdxZi2G7FCCjy9l4ogufOvkhJNTLd559WPebjSTZecTuGUs9QlqLSD3+io2DPiGb99uSL0GDXFq2plWU3ewOTCLLFPFrgamjEAivAYx9NMvqfu5E05fN6VOp+8YsSOIy8nFD//GdH+8x9ekxedvMtAjnusVCF9CwwpiiA/YysJpfWnZ3Aknpy+p9db7vPLeYL7bEUiEofS5YuVurA/HZjvT9q1PqVfPCadv2uA01I0FZ28Rn3vvPDbnQloAZ3fPZkjfdjg5NcKpwb954y91+azTSjxD0sqcx9aiO2QEzGKec30afOCEU30n6rbsSxfXIxwIL6DCkSonlhvnVrC07yf86TfP8ZsverMgEPJ+9idTQkHkdvZ815yWb35JvfpOOH3bliZj1rLML42UwoekSKF91hLICSP05EqmjO5Gk2+dcHKqzb9e+4h/1puK66l4EgtKJ5pC8kLd2TqsMU3+rz71GnyNU+OOtJi0hXVXDWTcTy3FaRQmnsJ7/UR6dG6Fk1ND6n/6L158uSlNR+3keGwOZW5F72aQEerD7h/a8PErz/HcSzXp65VG/CNy18+ZMEbtwGdSC1rV+OLeeexC41GrcbuUyi2jpcyxWFMIO/w907rXoXEjJ5ycnHBycqHr4HXsu1HIwx5zCI0z50PGNXy95zG8f3t1Pf7639T4Sx1qt3Vja1AqmSWlrsfFGWRenYtr+wZ8XdOJRvUbUb9FbzrOP4BPWN5PD4Dv3S+tXzyC9vful754/9/8+fWO9Fxw8mf3S+Qnknh5A+uHf8Xffvccz73vzHRfK4YnudxaSihOusS57aPo/dULPPfcc3w4zocTmQ8cl5fAzUvurBn8BS//93P84sP2zPKDLAlTQlQ3E8Ybezm9ewljvaLwSyjEaEwn/uRcJr/1Ov/v1a60WxtEyv0/fEsOoR4jGe9cm25upziZbMSYeJgDrl2o1XYKE70jMVrBXJxK/sWlLNmyizmns8kzGjEagzg5rgUNf/8mLzZfjnuIARMAZswGf7zG1KFzt55MPpFDalYOxotzGNGvE58M3sbxJOO9Yx/BUkjsoZnMaFuTjrN34xNnxJhygYtrevKZ82gGbQrEYIay1xULWAyknv6eQZ/9f7z4tw/o75lETGUGB4QGWLFaCskP2YTH9rVMOHCL2EwjRmMiweuH0etPr/GHmmMZczD+3tN6K5iSOL+4HQNdGjFweyQh6UaMEZtZObE973d2ZbVfCiWAKSeclJMLmb7lGGsuGzEaCzBmn2Rnh894938+4B99d3H09t17o0Al5ER7497nA9oNmYrbFSNGQwKph8bSrlNPvpl6mNB8KjZilHiUg7Ob8uE/XuSP//kf/KvpMJaGPBimLFAYydEZTejVoRUjfJK5kWnEGLSS2SPbU7PHSjzDDJTY8ENXVBcrlrtp5PktZ9kWD74/mUV2oRGj8TpnpzjT+Pd/50/fuLLiavq9kR0z1pxA9n1Xj65dujDhqIFbWfkY/RcwfmBHPhqwiUM31fW4OOUCYQcWMH6HP95hhRiNOWRGbWNFnbd55fdf88X004QUWn665uZEErmtL23qvsGLv/1PXv7nl4w6kMHNCocpCxRFc/z7pvRu34JhXglEZxoxhqxh3uj21Oyxgu3XMym+/4aWQsxJ+9l/5Cgbz2aSbyym+G4hRmMhd++WYLJYkVPeEVkw5USRemoRs7YcZsWlfIxGI8b8s3h3q8OHv32Pv/fYzv5E44/X4/z4Q2zsX4v2A75j4WUjBYZbZB6bQOcu3Wk4cT/BBWDGyt24fffulyK5eO9+6eap+Uz5x+v88ZXOP94v/XhepZzn3BIXvnjvJZ7/zS94q2435l7mycKUuYB83wVM7/YBr/35d/z2P/+HpjMPccrwwHG3znBqUWs+feclnv/1f/DPBr1YcEXClBDVzAJkcu3SSfZ6nSTsjumnwHL3OjFuXXn35bq8020Lp+/Phbi9D7epg6nZZSFbI/PuffgWknltNbPb12TID+s4aYDs3HjO7tvHsXMRJJd6NGmK2MjStl/x21e6M8gjgmSAkiRyfBfRsuMgWs45TOT9TphvcnZpJ4a4NOKHowlElzunqpTUE2xbMJyabWex9PKde1OwTNy94cnibh8w8Lu57El4YPqTJZOS1MPsPrCEXp+8S5vXPmLMzkQiJEw5KBNmUwoXjh1i/wE/4kpPY00/yalxzfnLn5rSaOpxQgDIh+hNjBjcn8+GbCj14ZVN9P5JjG/9EePWn+KaEdJvh3B0117OXksm/cebwyIKfecy7MtP+d2/RjPXN4NMgMLrhHlP48s2IxmwOYC0+4cXXmX3hIb0796F5VfucqciN5mFGaTHBnD22EImffgaLvX74xYMOaXPc1M6pqDV9Og5gAbjPbn8499kOoHbhzKq9adM3nmNIHlM74CKyM+N4+TefRw5FUpSqeuo+cY21naux+9e7kTvjSEkAJhuY7y8hLadB9Jkxn5C75+DlmR8V3VnqHN9Zh2M4YYJkqIucWDnQfxjckqN8NwhZ88omv7jU15sMJ9tcUU/TSM05ZN/O5RrATtY3K427d78nO/2phJT0TBlysByfQ29e/en3hgPLv34s2QQ4jmC0a0+YaJHAFfv/V1b8rKJ2rSUvQeO4PeIiQnC0RhJS7nO4V17OR2QQNqPv3sTdy8vYlz9z/jtP4cx80wKGQCF4dw4MJO6bYbTy92P2/cPvxuMz9TGDOjSnuVX80kxFxN55RR7vU4QmlLy07TSolBil3Xj/b98pe6Xcij1NQOGm9e4eH4FM754E5eP2zPPz0L6k4QpqxlzVhwx14/jMa8HvV76Cz0m+nD0wTB1N5PM+Kv4nl7K1E/fwOWzziwIgEwJU0JUJyuQT0JyGrHxD072zcYUupIB7zSg3jeL8MoBE1YKTvale79WvDL5Mtezf/oLtaT5cX7cizQbOIgRF/LIL8wm6kYaOVkPLj4K5sKCAdR9vgUDll8hAiD9HFeX1+e1rjPoujutzNFZR0fg2u3P1Jl3lL03H/2cvuDCGEYP+YbnR53kZHKpcayCGK7N+Dtte7el+yEDeaU+uHNTY7iy0509fl649W/FqNc/ZILHTUIlTDkoMxZLDtFxqdy69eBqiWRuH5pB6780pOWAnZwBKLpN2q5W1OnWh4+WRJNd6ui7YZvxGvi/1Bu3GNfrReTnZRIRnUGR8YExVNMZtvVvzycvd2Pq4dvcAojbzO6Zdfh/Pd35/kLpBGMleVMTxnZ9m0Zrwwl8ok/Bi+xyepuen/diSTBkl/7W7DBubPiWd7uOpNG6hDJrSwouL2JT7z9QZ+oW3COeaL6V0AQTd4uyCI9Ow5D54PU4DP9lQ6j/fFN6L/TlOkDmZa6vakCNLpNx2ZFS5uicU9+xvMcL1Jm9D68EM4bMdKJiDGAufWdYDJle/ODUmE//PZrlIUYevOeDO1z+rglDXv+ECXvuEFXR0y4ngvhNjanZdRj11ySUmQpbcMWNrX3+QJ0pG1gVAWDkbtQ+FjT4DKfPPqXZgIkMWh9MpKyH1YFicvMyCYtK527+AyeX9QK7h3fisxc7MsEngUSAhJ0cmF2H53usYNLpsvdCKdvaMLHLW3y9OpjLGSWkpKQRG59d9jXJwRy+ioH/aki9bxaxK41y1oWHcMD5A/rUdGbuJQtplZxVbTg7mx/+9ir9xu7m0M//sO65ik+Ld+n9YXvm+0OGhCkhbCWdgmB3+nzeldbdt+JXBCXkELPsC9p2+py6ayOJK3XNsWaGEbz8M2p17ELDVVHkPexCYbnGSdfx1H9nENM9I0gBSsJ34DnkRd4bNJ2J58sOPxUFLMBtxL/4U9/VuF1+SDUMAAqJ29CM3h3fpfZif66klbp6FNwidmMj6ndqyUcLg34qLpEdT+yFA2zaeJLwNH9Oz3Zm4N8+ZNyOm4RJmNIfazzxB+fT6t0e9Jl2nGjAbLjOpelvUrdre9rtTqN0TjLHH+TwrHd5vfN4+uxJeciUPAsUnGb98IHUrTWBNZczyQIKzk5nUc8XeWf8ZtZdL/thn3t0EMP7fMTLo/ZyOLaiJ6KJ4uzDrK//D7p+2ftnYao48RSHxr3Cx70H0fdw2RsBU8Q2PCe9w1+6z+a7YxnIyikdsQRzfuVEGr49gEmbQrgFlMT4sGf4S3zQ/ztGnyr7wKE4cBmrR/+LP/deyrwLD95Q3lcAKd5Ma9ODrxstxPtmUTlFHiI4Nvxr+r7xKRO87xBdwTBVnHSOo+Nf5dOe/eh1MKvMuWqK8mT35H/xcvdZjDmWg4UCimK9WTOoM60bNuSLWh/x+icd6TfLkzMhaQ8puiEcmxXunmfbuCF89f5Ylp27gwEwXpzHst4v8q8xa1geVHYIM//kSMb1/4CXhu9hT9TDkngGhSHr6PtFV1p338KFPCj7KhYsJefY0fxdun/o8hRhKosb+ycz6dVX6DPOi8PlhikzZuMptnz7Dt0+6iBhSgibMkaRfmg0X3ebQfuVIeQAWGLxnfIxPdo2pp/3HW6Vzj35cSTu7EV9537UmXWRmw9b4JTswY75A3i713Y2BBqwAFkBK1nb4a80H7OM1dcfOD56B9umteAVZ1dmnbz1iPntt7ky/2sGtv6cLltiiCz9cKkoHcPBobTp0I33x58itNAKFJHrt5ezHhvwjs0m1ZqE35TmDHjtQ8ZKmNInw3mCtgzmgy5ujPWJxwIUp55h38AauPQcwMQzdylToyH1Ev4r2/KvluPpuC78IQvZTVgjljFz/GDeG3aI0yl3sWIlae8Yfmj1Oi3mHGB/QtnvsF5ZyMwhrXil62a2hz3shvXn7/OoMJUbvYftPV6l5cBJzL5sKft3lHyMEwtb8/dWMxiyK67ihS+E9t3ejbdrf97usYWV/ulYgOzgDWzo9FdajFiAW+ADx8d64TWzJa+1ns+kw4nlX49LMrFcnkHPgWP4avo5Io3mco6rXJjKi92LZ6/XaNV/PN9fMpd9gHHrJKdd2/Bmy2kM8LjBXaxYzcXcLcgnLzeXRP/1LGv3T2q9+G/qDdrKnjslD6l4KRyXBWv0KhZMHsS/Bu3nSGIBVuD24UnMb/0aLWZ64RX3wLcELWXeiJb8tfMG1geVV80SMEaTeXgMjbpPp/3KoHLCiwVLsYQpIXSnOOEYAQtrMsB1A8uv33saUxLJmUkf08ulGUP2pXO7dJgqiOeW10AaOQ+gzowLxD4kTGUeG8K6aQ3puzORK1nqozDdfzmr271Km3ErWRf+wDfc2IXHdBdea72IGSeSHxGmkrg892sGtapD7+1xRJUexCrOIPvIKNp26EHNcWcIzTdCyWXOHvJm7e5Ikk1gJonzE5sx8LUPGeeRQLjMr9ed/MCVHP7+Q3qvPc2eeyvii1JO4N3/TTr0HMy080Vlw1SaP1fXdOG9FuPpuPY65VbFNRlJ9mzJnOmdGX4kl+QSK2Ai3nsU37f4Oy7zD3Mo8YHvCXTjh2Ftea3zRraGPuTD++dv9MgwlRO1i63d/obzoGksuPLAovvbJzm9uD1vtZzBIM8YCVM6Yjg1ms3T69Jnxw0uZajrcWbgOtZ1eBXnUa6sDHngG+L34vN9W95oOY8JB2+WO4ppyb5BzJrPGffDJKZdLCC/3It2JcPUjT3s6PE6Lv0nMc/fUjZMpZzhnFsH/tliGv22R/HzgtbZZIUc5Nj01ji59KPR4gDC8x5b1kg4EmsxKbvbsnBaWwYfzCH+rgWwkHBwAvNavo7z9z74xD/wPddXsnCUC692XId74IPl85SixBMELPqAga7rWH79bjn3KRKmhNChOyRc28y0cQPYdCyQhHt3V9a74Zye+DG9XJozdH86t0t9Wlmzwgld1ZAvnNrw1cxL5YQpC1gi2LtuPJNm/MDFZMuP1cbS/Jezqu2rOI9byfoHwlRR4FJWDnmfvzb7gZknUh580VJuETCnAYNa1aHPjjiiS4cp421ubm1BkyZO1Jp4kcCcYrISTuF3NZDAH++As7g2qw0jX/+YaQdzedQ7CUd0k4DDC5k4bgT7Am+Teu/8Lbx9gj393qRDzyHMuFBcJkyZE49yfFZt/tloIJ3cw8sJU3ch3x/3eYP53s2d69n3FyUXE+s9ku9b1KDt/MMcTir7XXmnRzO+80e80mE9W8MqWhGiAmGq699wGTSNhVfLVrQ0xezEa8IHvP7tOIbsinvIHnDCsViBKA5tmsikaTM4d7OE3HvndmagO+7tVZha9UCYKr6+hvUjavJqkxlMOpxcTpjKoSDpMPMn92XJtoNEFzxYPfW+yoWpojgvdnT/Gy79JzE/wFomTJlivfCZ/CFvfDOaAR6x5YSpewxeuPbqRoMvF7A7Mk9Ko+tGMRReY9OiocxYtILgLO49OLJw8+AE5rV4HZcffNh7s+x3FZyfyJTuH/JKuzWsK3dkKpXEwC1MG9ufTUev/Xi/VJaEKSF05i7pcSfYs3Y9EzeGEZbw062V5e5N/GbVpnO7BnTwTCKp1ER4a0YIlxfUoOa3Tny1IIjbZR4ZWoEU4k5tYa6bD8sOpWIu9fWsa+6s6/oi9UcuxPVa2ZUnBZemM6/387zQdi4LLmVgzogg7KQn3js98fT0xNPTC59DgYSnJuHn1pgBLrVouS6cMg/085MJX/UBdZp8ziezfQmKvc7BedOZP3066712stPTE0/PJUxp9SGNXniD5kOXs3BvAJfjc+QpvS7kcyvIB/cVW5mxM560rJ+eBBTd8eXQ8Ddo1r0nw47lc7fU6WmK3YPPd3/m1Sa96br15gMb+JopLowmZO86pi49wY7zpU9IE7cOjmN225epP9OL3bFlP+kyDnZmYLtXeKnPNrxisilKvsKVw57s8rx/zvtw8GQosTnmUoUkHh2mCm7sZ2e/l2nUbwyTLpQddi0OdWfTiOd5sfkYRu69/dCNT4WjsAKpxJ/bxkK3PSw+kEJx6aI817ewqceLNBw6izn+ZZ+KFQbMxa3/H3mh9QxmnMx4ICiVkJdxhXPb1vLdSj9OBj9qO9xHhClLPhkRZ7iw7/757omn50FOBiQTHXGYnYNeo3HfEUw4V1QmzBWHb2TryOd5qdkIhnjf4uGTC25xccpYptXux4qL6Tw4MCwckZmS4ljCD6xnmttRNp8pPcJkJeX4NBa0+wv1p25nW1TZszrraG9GdHyJP3ffwLbQB1fa3SUj7iQ+7uuZsCGU0JsPu2N4dJiyFGVw+9phTu4pfc4f43zILdLLbOciYUoIDTBTkneVA6s34Tr5CIEpdzGVWeGbR8Lmb2nX7Sv+vSiIyFKbF1hSA7gw9Q1qd+pMa89bFJX6Pqs5gztRh1g5bhNbt10n9YFPueIbezkw6e/U6DOFwUfKPt/POTmBOT1e5vWx29kal0/RtVUsa1uDD9+qQY0aNahR4z0+/nomKy7eJnhfX4b2+pA3Z53nQuk0lxdH0Lx3qdepNc23XiMhcCvLnb/ig9dfp8ab91/nNV7+3//m97/6Df/757/zaoOJjN0VQ0UnWQmtMlJoOM+2HzayYsF5Yh94nG3NiiJ48Qd83rU9X29MpPSsoKIID3YNe5E3e01m1InsMjeWlqJEIn334DpyO/tOJJDzwEhtgf9CVg57g1eGubP4Suk3tZLi0ZYBHf+P/5tzDt/UTAxHJjO5UQ3+WeP+ufoxDdotxiOmkJ8GYE0U5xxhQ/1/0K2cMGVO8ePC7Ld5r8cAXHallnmiX3hlOev6//oZxn0AAA65SURBVInXB7jyw6VH3QALh2DOJD3uKKsmbGLTxmBSHrgel9w8ytFpb/LPXuPovb/s3Vr+uRm49nqJ14a7szKw7B+L2RjJRe8dLBjjxZmQzDIPHn4ukuPDG9GvnDBlNSVwbWVXBnx2/3yvQY0a9Wn33REOh13lzIIP+KRnX1p73ikT/AuvrWbjgD/xRv8FzPDNe8SU8DyCVs3BrctwNgVlqO05hEOzFCdzw9+HJaO2sedwHFkPPDEyXlvBupGv8+rg5czxK/1YzEra7i4M71iDGlOPc7TMYnAzJfnXOLhmE66TDxN4+4H7pbI9wFJyHo/m79KjnDBVbLjKyelOtK1Z+pxvSd95Jwm4S6mHBtncODCFyY8LU4Wn2frtO3SXMCXEs2ctuo2/2wo2zPfgaERWOU/2Sii++j0jhvfi1RHH8f0xFZnIjdyO+5cv0abTVBaGFZf5IEu7dp6DUxawySuA8NRyJhFlX+OGR0/e6TyTthtvlBoNSuf64k6MfvctOqy4hm+eGbMhmshz3hz08cbb2xtv7/0cOhFCVHoReeHLmTOhKy/198Hnxv0nSBaK7hzFo/FruLQYyqyrueRlxxN76TRH9+9nr/f911nJTOeP+OaFv9Nq5FrcDgVyNSH3EU83hSMoTIngzOxFrF99mItx5Uz4KU6l4NQImvUeygczA0j88UO4kFtHv2dezRdpPWYr25JK3zkWE39kH7smLWH7qRiScn++LsOacoiTyzvxcuflTDhaelJpLOeGf0mf2l/S1zuVG0XFFN0OIuiEd6lz9RDHz0VwM7f0yJSZktyjbGzwT7p/2Ru3EMpOOzTGkXFgIF90G0e9xSH89Fw2j1jPUUx79684zzrM/lSp5efoMq9f4tDUhWz09ON6SjmT4XJDSdjdm5qdp9J8TVSpEVcD4at6Mv7dN2jnepFTZcr25xG6ZTNbp69hz7U7ZD929+coToxoRP//v707jYrqTBM4/qHPzHyYDxnQiBq0kRJbO2qn1Y4xMZrYY0w06hg1Qzyx3SMasKO2ms24a1wxGoPGrW2KtTbqFouIgoACYgRFZZFFASkQAREKEIqq/3wAtGDcmtNz5jQ+v3PqE3XurcN57/s+z7s8t98bfG0o44bjI2KzUJlzjpTItvauR6+PJj6thJKqm1REevPunFWM3nWZcof7F2hWs2FIbz5ab8JgflI7tgOFnD50hJ1LjnK+uPbJ2wFFF2GlMCYc7Te++Ednceve/157t5edIvHgp/SZtZflym2Hv9zi3Kp3+WzYH5gfUsw1h4Upe6OZC/t+4vj2QKIeGy+1uwN2ayLBU4Yyb9gMtifbKXd4RGwPKii9HEO8ybHNx5J8zUxFu5WpavLDv2NtH1cWrdYR9djZXhu2hjjUH7zK3BGeLe+Zer5/1P8JSabEC8V+v5Bs7XGCfY0k5Tk+oU2UFN0kKb6Yunor1FxDu2MxU6fP56eMhtaBNo+c0M8Y95sJzF8fRZbD6FSdfpbYHw8TGpjG7XZ3rOJSSh6ZGVVgu0dDTih/mTWJT9f+TFLbOFgVyt4F4/nD7z/n0PkK7j4rzrNkc+rQSqZN8WR7QknrqlIZ5WdWMHnIu3y8LJi0Gp5Q+rmSNDkz9UJ5UJTBL8cPE+QXy9VqxwG2jpzr+VxMLsNOA9xN5IcVHzNt/pdo77Z+xZrMyR0zGOkxg29OXKHoYTBo5U6iQsSe4xgjcmhXzN9eRnJ8Hrfya6GplKL4/cybOpHPD0Zzo+07RftY/v4Y3h6/EWOB7TElpZ+iJhy/se7MHOfD0Q4VArFb4HYkmz77L2b4bCOyLSiojyH468mMGPgp25UCSiWX6tLuX00k/sBhQv0vdtjedo/01DyuXa4EWzXWAgNf/Wkynmv2E9/WtqsN+C2dwIihn3EgrswhGKym6FQwul2BnEouwjEvqq0u5lxcAeV3Ok6iZRG9bAyf9B/D+tNNf0ewZ4GSk2z1msb0pZsJb3tAGs6gWTuFEb+ZxVZDHuanrIpZLq7hp61fsfFIAeaO74QTXYyNu0kRRPkexaBkd9hpcoeUhDwKcmvAWkZp8kEWTZuI1z6Fh0e3bx9kzeSxvPnOWvS5zQ/P19lrisjW/pVgXyPncx2Xh9ripUIstR3alu0sJz4cyMyRs9mf+aSzhM9iocS0mj/3dWXhhhiSn9RfN8ZwdIIHM0bN40BOp270DyPJlHhB1FCRdYHwjT4sHjac2at2sCc8kgiTCZNiQFF2s8n3EFv8sqmsaRmhSmJ3ELj8LZZ//TM/6hSUv25mw4o5jF0VxMGUcqAZa91t8s8G4zt9PJ+MncSyI0YCIsIJNykoij+BIdtYsTkcfUxZy89oLCD9p2lsW+LJ6n0KGn0Yym4vPL1WMn1fKlceM5v0OOWphzGseZOVq3azO1RBUe9m55ezGfvnI2w/86R3AQHcIGbFOOY6DcDnbwVclSWpLsoOtkpKfonB32cWc0a8ycLtRzkUGUG4yYSihGI0buOr7wM4ENBWrayOPM0y/D7/T1Zs0nLcoKAcXIWP9yL+uOEkptwaoImGinyu6g6wYdwoPKf8iS+Do9CFmzCZFBTlCEdO7GDFlnjOXWopd95Qdp7E7eP41tuH744pKBp/1JvnMtFrI4tPZD01IGzHYqbkegTGHxcwpdev6Oc2hjk/niE0w4zZ0q78IJkn5uK75ENWfq+gNigoB75g0dKlvP99HAklMkffNdmw1pu5maBhv+cHzBo9Ae9DOvwf9scBhGi2snKzkZCo1mkkWzEZhz5m+5LprNqrEGxQUHyX8qnXF0z1TeZSRSPQQE3Rdc75bWDlyOF8MnclmwyRmEwmTIqCohzA9+APfLnzEjk3W7P3pvvcv5lMgnEdXiNfxv3f+/DBajV+53PJqnje03oVZP1tPnuXTmTlVgX/1na8eOkSJmyNJba4ZYrPZiml9FoksScVFKXlY9SqCdo2mR+O70B3C+qlNHoXZeVBVQHXlZ/Z/N5oPCd9wurAKLQP++OjHPPfzootscSltiRDjZUXSdo1nu+8F7P2iIKiDSRo63wmL17H/GPXKLYC1FKRlUr4pmV4DRvO7L98z+6H8VKYQ7yUScW91iCivpw72aeIPurNzH7/hlvP4XjuPIV/WjGF95+zk7dbsZZnkpF8mF2LRvHav/yK33+4irXKL5y7VfPoWEV9GWVZ0UT+vISP+v4rbr1fZ9buGAIuF1NU87wDyj+WJFPiBZFLyk5v5rn24hUnJ3r2dcNtgAf9VSpUKndUqj6MmbcOv18aqW19YO2NZZiT97Ht9dcY6a5CNfgD3lgWhDHvPhYrQAO1RQrHJo1m9MvdcOneg1dUHqj692+9bj8GDP0ds3+I59ydtgfchs1ykcRtC5nTV4W7uzuqMcvwOnaJ3LrmpyRB7dmbKqnKPMb+P47ibXcVqoHvMGTBEfyv3KXmqVtP8olfP5MvBo3mW00hmVJ5ootqxt6USqT3DKb26oGLczd691PRz6N/uzY/cfUxtDeaHs4e2uvzyNasZZW7iqHuKlTDPPlwczRJFU2tA9l9SlOOsnPYIH7XzRkXl1708RjQek0VKpUbQ0a/x7KAXDLbyqbZH2CtiSZs6TSmuqlQuQ+h36T1rI/I5U6D7flnLgujCN8ykWEDe+Pi9BLOzj3oNWQcA9dFEnmzw6sj666Tdng53n1UDHJXoXp9Hv+9J4H0GivP3Jkl/kk1UmeOxH/aWN7p0R2Xbi/zisoDd4f+2GPwq8zaFUNcadtsuh2bJY3kPV4s6KvCw12F6q0lzD+USpaluXX1qYwczRbW/NqV/k5O9OztSt92bb4vI6bMY2N0Nea2aO9eJpn+C5k2xp3e3Z1w/g9nXH49CLeFfuxMed53qoGtLpPLx1fi00fFb91VqF6fw8xdZ7l030pjaztuKjzNqU2DGT/80TmUAYNfY/6eMOLM1ZJIdWm1lKedwPeNIQzr5oxLj564egxwOCPtxquj3uHzE5lk3GuNLuxNNNfEEr58JtPdVKjcf0u/97/lG0M25vq2/jiPC7t9WODaC1cnJ3r2eVq81NrAzAnE7/2It4a64uL8Es7OL9Nr4Jv0W60nJPs5J7CaLdQm7mDd7Nfo26s73V56ie4urvR5z5uZgbmUt8Urt2M5vWsqbwx+5dG9Br2N+1dh6G78/9RplWRKvCCqKUtPID44FK1ejyYkmCC1GvXDTxAnk65S2ED7hKbxDnkROhS1GrXmNBGXKx32njfTVHuTrAgjEVodGr2O0EA1AQ+vGUBQaBgpBZV0HD4t+elcaPtuZAZXyjqzDeMehafDiVSrUQdHoU8to/qZ25csVGRf5OqZRLJK6qmR7U5dlB1sdyhMOEVMqAaNXo8mOJDADm0+7spNOjY9a2UBV0MD0KrVqA1JxOc6VnZqpK4sk3StBqNOj0arISTA8ZqBaJVTXClt6FD1r4nK9HOcDVCjVmsIOJNLwd9bq7mmkFuXItFoNGiNJsKMejQ6I0GphRQ+ZjbygTmL9CA1IWo1auNFkh9fy1d0Gc1Y6wrJiVKI1LT1xwHt+uPAED3JeXep6pBg1N3K4GKQuuX5CE8nraT9dth7eZdICQxGr9ej0YQQrG7f5o2nk8ip5tF5ksYqqnLiiDJqCDUohClGdJoQAuOukd6xMtEzPCjN4XKQmlC1GrXxAkk32weLtppiii4Go2ge/aaAEC2JeZb2229FF9RE/d1srui1KDo9Gl1Lfxzg0DZDjSdJN9d12ErdTFVGEgmBatTqEAJO55DnWMmHasouJxIfHPL88VKdmZIr0ei1GrRhJsKMBrRaPQHJ+eTde874xt5EkzmN1NM6gkL1GEwmDLoQgsMTiL5RTX3bzSy3KU4/iU7bNhYY0GoNBKQUkF8tK1NCCCGEEEII8U9DkikhhBBCCCGE6ARJpoQQQgghhBCiEySZEkIIIYQQQohOkGRKCCGEEEIIITpBkikhhBBCCCGE6ARJpoQQQgghhBCiEySZEkIIIYQQQohOkGRKCCGEEEIIITpBkikhhBBCCCGE6IT/Aa4h7tFPOjZ+AAAAAElFTkSuQmCC)
Figure 4b. Average stock in Tier 1-4 in survey (red) and model (blue).
![](data:image/png;base64,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)
In both survey and model the sales level first goes up, then down, then up again, whereby the timing is quite similar and the absolute level is reasonably similar. Stocks in both survey and model first go up, then down. Recent stock moves in the survey are not reproduced in the model.
Figure 5. Average sales (blue) and average stock (red) 1991 - 2027 of all the Tiers in the Automotive industry (model). Index 2019=100.
![](data:image/png;base64,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)
This figure shows that over a 30-year period the stocks in the model followed sales, even in the credit crisis, but now it is taking an opposite direction.
Modeling and Results
Consumer demand was indexed at 100 units/day. The model is demand-driven: the consumer “pulls the cars out of the chain”. This means: without demand no sales. Goods travel downstream; orders travel upstream. Stocks are low, so can quickly become critical.
Figure 6. Stock in Tier1 (blue), 2 (red) and 3 (green)
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)
Stocks will continue to be volatile for quite some time.
Figure 7. Production in the OEM assembly line in period 2020-2025 (model), with index 2019 =100
![](data:image/png;base64,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)
OEM Production shows a deep dip (1) during the lockdown in March/April 2020, and a second dip (2) early 2021, caused by lack of semiconductors. According to the model there will be additional dips (3) in 2022 and (4) in 2023. Whether the short extra dip takes place in the model at the end of 2020 (between 1 and 2) depends on the stock levels.
Thought experiment
Between restarting in May 2020 and stock-out in January 2021 the OEM draws an estimated 5 months’ sales (index 2019[vii]) from the chain, in comparison with the April level, while at the beginning of the supply chain no extra product enters. All stocks flow to the OEM, until the moment in January 2021 that Tier1 is empty and the assembly lines have to stop. This means that there must have been an amount of inventory equal to some 5 months’ of sales in the semiconductor supply chain.
Figure 8. Sketch of the semiconductor supply chain as a tube that connects warehouses with product (blue balls). Duet o the temporary stop of the fabs for automotive products, an empty bubble is moving through the tube, emptying all warehouse it passes under way (red arrow).
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)
This also means that the 2020 backlog of the fabs in comparison with the OEM (the empty bubble in above picture) must have been bigger than the warehouses (which are equal to the stocks minus Work in Progress minus Goods in Transit), because otherwise Tier1 would not have been empty in January.
Indirect effect
The closure due to lack of semiconductor parts also impacts other chains: the ordered paint raw materials, rubber, glue, shock absorbers and car doors are accumulating in their respective supply chains, and in their turn are causing temporary upstream closure of factories, which move through the chain as bullwhips and which will cause new shortages and price volatility in a few months’ time.[viii]
Caveat
The model is based on interviews with a limited number of companies in the supply chains, public data and surveys. The shape of the various oscillations strongly depends on the average stock levels, the circumstances and behavioral and will therefore deviate from the model. More research and data will be needed to make truly reliable predictions. The authors do not accept any liability for the effects of business decisions that will be taken based on this article.
Conclusions
- According to our model, the unbalance in the Automotive supply chains will continue for a number of years. The current closure will not be the last this year. At the moment, all chains are heavily stressed and regularly run out of stock. The number of Force Majeure announcements grows every week.
- The survey showed sales results for January 2021 that were on average above 100%, with some companies at 140%. This is the upward peak of the bullwhip, which is now going down fast. The OEMs did not produce above their 2019 level.
- In times of shortages, one often sees stock piling and this is also what we hear in interviews. Stockpiling increases volatility and raises prices. After a stockpiling peak one usually sees a demand dip, often followed by a second peak.
- During the pandemic, companies that used to forecast their turnover based on extrapolation of historical sales figures, switched to sentiment, or vested their hope in AI. It is advisable to explore deeper in the chain, multiple steps upstream and downstream, including the end market, while combining this with an assessment of the economy as a whole and the usage of scenario’s.
- The semiconductor chain consists of many links, with high utilization rate, low stocks and long lead times. She is like a tight string, susceptible for disturbances.
- Long lead times are always a potential source of strong volatility and pose a big risk for pork-cycle type waves.
- Capacity extensions in fabs take years and cause the well-known pork cycle in semiconductors, but this cycle seems less relevant for the current discussion. The plans of the Biden government to solve the problems in automotive by investing 27 B$ in fabs in the USA, nor the announced expansions by TSMC will solve the current crisis.
- Due to the high utilization rate, there is little opportunity to catch up on a lost production-hour and shortages will continue to exist for a long time.
- The bullwhip can be dampened. Companies should behave in an anti-cyclic way by making slower stock adaptations and by using all unused capacity to build stocks. In general stocks are the solution to get out of this crisis. In due time, when the chain has stabilized, the stocks should be brought back to lower levels in slow fashion.
- For years, in production and supply chain management, the Toyota Production System (TPS) is used for stability and optimal efficiency. Protection against major disturbances in such an environment is possible with so-called resilient supply chains, a holistic approach that goes further than classic risk management and is a combination of chain cooperation, agility, culture and chain structure.[ix] Examples of cooperation are info-exchange between the Tiers and Chain Managed Inventory (CMI). i.e. stock that serves the need of the whole chain.
Footnotes
[ii] These models are based on Peels, R., Udenio,M., Fransoo, J.C., Wolfs, M., and Hendrikx, T., (2009) Responding to the Lehman Wave: Sales Forecasting and Supply Management during the Credit Crisis, as BETA Working Paper Series, nr 297 at Eindhoven University of Technology.
[iii] See also Udenio, M., Fransoo, J.C. and Peels, R., (2015), Destocking, the bullwhip effect, and the credit crisis: Empirical modeling of supply chain dynamics. International Journal of Production Economics.
[iv] In reality, the car industry has hundreds of Tier1 suppliers, which all have many Tier2 suppliers.
[vi] Starting in April 2020 the authors have been predicting the bullwhips in a series of webinars with suppliers in the automotive supply chains, in interviews and in a white paper that was published via social. See also Fransoo, J.C. and Udenio, M., Exiting a COVID-19 Lockdown: The Bumpy Road Ahead for Many Supply Chains, (Mei 2020). Available at SSRN: https://ssrn.com/abstract=3590153 .
[vii] Sales measured in units, not money.
[viii] And this is without mentioning the deep sea container routes, which have been strongly disturbed by the lockdowns and will remain volatile for quite some time. And we did not include the effects of the Sino-American trade war.
[ix] See e.g. Christopher and Peck (2004), Building the Resilient Supply Chain, The International Journal of Logistics Management, Vol. 15, no. 2.
Te citeren als
Robert Peels, Alfons Willemsen, “Car manufacturers have stopped due to their home-made bullwhip”,
Me Judice,
1 januari 9999.
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