# Nobel Laureate Philippe Aghion: The Power of Creative Destruction
**Date de l'événement :** 25/09/2025
* Publié le 25/09/2025

### Date
03/09/2025

## Chapô
**Building on Joseph Schumpeter’s theory, Philippe Aghion, recipient of the 2025 Economics Nobel Prize (the Sveriges Riksbank Prize in Economic Sciences in Memory of Alfred Nobel), demonstrates how innovation continually replaces outdated technologies and business models, driving growth while also generating economic and social tensions.** **He invites us to** **rethink the history of growth through the lens of creative destruction,** **question the future of capitalism, and** **explore the promises and risks of AI: growth potential vs. risks of job loss and economic concentration.** **His message is clear: innovation fuels prosperity only if paired with the right policies – competition, education, and social protection.**  

**Watch or read his inaugural lecture from 26 August 2025, Émile Boutmy Amphitheater.**

**Vidéo :**
[Vidéo 1](https://www.youtube.com/watch?v=UTcxT0VbXIY&t=203s) 

## Corps du texte
Schumpeter is known for having coined the term “creative destruction”, and by creative destruction Schumpeter referred to the process whereby new innovations make old technologies obsolete. That's what Schumpeter had in mind and for example he displays it in _Capitalism, Socialism and Democracy_ or in other writings.

When I studied economics, there was no growth model embodying creative destruction.The state-of-the-art at the time was the neoclassical growth model, where growth is driven primarily by capital accumulation and of course on the reasonable assumption of decreasing returns to capital accumulation. You cannot grow forever just with capital accumulation.

At some moment you run out of steam, you increase production a lot. If you just rely on capital accumulation, there is not much growth that you can expect in the long run. And we know that the basic engine of growth is innovation.

The Schumpeterian Growth Paradigm
---------------------------------

There was no such model of growth based on innovation and creative destruction. So with Peter Howitt, whom I met at MIT 38 years ago, we designed a new growth paradigm which now is commonly referred to as Schumpeterian growth paradigm. This paradigm is based on three main ideas. 

The first idea is that long run growth is driven by a cumulative process of innovation where each innovator builds upon previous innovations. We always stand on the shoulders of giants, of previous innovators. 

The second idea is that innovations do not come from heaven. They result from entrepreneurial activities that are motivated by the prospect of innovation. If I invent a new product or a cheaper way to produce, for a while I will have monopoly runs until I'm being superseded or imitated by someone else who will produce who will make me become obsolete myself. So if I innovate, for a while I will enjoy monopoly profits.

And the third idea is creative disruption. New innovations displace old technologies. New innovations make all technologies obsolete. And what's interesting is that at the heart of this paradigm there is a contradiction.

On the one hand, you need the innovation rants to induce innovation. But on the other hand, yesterday's innovators are very tempted to use their rants to prevent subsequent innovations because they don't want themselves to be subject to creative destruction. So regulating a market economy is very much about how to manage this contradiction. You want to reward innovators, but you want to make sure they won't use this reward to prevent subsequent innovation.

This contradiction is everywhere : secular stagnation, middle income trap, inequality and growth, you always come across this contradiction. And how can you overcome this contradiction? Schumpeter himself was very pessimistic about the future of capitalism because he thought that the first innovators would successfully prevent any subsequent innovation and therefore capitalism would stall. But in fact it didn't. So, what happened?

On the first graph, I represent a firm with four lines.

![](data:image/png;base64,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)

It is a firm that does four things and the length of the bars tells how good you are at the various activities. Here you have a firm particularly good at the second from the left activity, but not so good at the third one.

But how do you expand? You expand because you would do creative destruction on another line which I don't represent here. You do creative destruction by improving upon the current producer on that line that is not so good. And in that case, firm F expands from being a four-line firm to a five-line firm. How do you shrink? You shrink if someone else does creative destruction on one of your lines and then firm F shrinks from being a four-line firm to a three-line firm. How do you enter this model? You are nobody, and you innovate upon one line, and you become a one-line firm. How do you exit? You are a one-line firm, someone innovates upon you and you exit the market. So it's very easy to represent what's at the root of the market : economy, entry, exit, firm expansion, firm decline. 

The idea is that you want to allow startups, and you want to allow good startups perhaps to grow, maybe at the expense of those who are not so good: that is a very dynamic economy.

There are two distinctive predictions of the Schumpeter paradigm. The first one is that growth is positively correlated with firm turnover. Firm turn means that you have a lot of entry and exit of firms or a lot of job creation and job destruction. Places where you have more turnover, you tend to have more growth for that. Places where you don't have much turnover, you don't have much growth.

For example, the five most innovative firms in Europe are the same as 25 years ago. Not in the US, but the US is growing faster than we are. There is more creative disruption there than we have here. There is a relationship between firm's age and firm size, and you tend to have a positive relationship. You start small and you tend to grow, but you don’t grow linearly. You may shrink, but in expected terms, you tend to grow with age.

In the US, the relationship is much steeper, you grow much more with age. Why is this the case? Because when you are good in the US you get funding, you get venture capital, institutional investors, bank securitisation. The financial system in the US allows good innovators to grow faster and therefore they can drive out the less efficient. So when you survive enough, not only does it mean that you are really good, because otherwise you have been driven out by better firms, but you also find the financing to grow more. 

The prediction of the Schumpetarian paradigm is that more intense competition enhances innovation by frontier firms, and discourages innovation by non-frontier firms. In a class, some students are at the top of the class and some are at the bottom of the class. If a very good element enters, the top of the class will work harder to remain the top of the class. But those at the bottom of the class who are already discouraged will be even more discouraged. And it is the same with firms.

On the second graph, the blue line are firms that are close to the technological frontier in their sector : they are the very good ones, the top of the class. The orange line represents firms that are far below the technological frontier in their own sector.

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)

More competition will enhance innovation and growth of firms that are close to the frontier, the blue ones, but it will discourage innovation and growth by firms below the frontier : it has an escape competition effect. The blue firms innovate more to escape the competition, but they know they can win because they're already very good. The other orange firms are discouraged by more competition. But when you are a more developed country, you tend to have more blue firms compared to orange firms. So the more developed a country is, the more growth enhancing it is to have competition. 

So with the lens of the Schumpeterian paradigm you can do three main things. The first thing you can do is to revisit some main enigmas in economic history. The second thing you can do is to question some common wisdoms, and the third thing you can do is to rethink the future of capitalism or the future of market economy. 

About enigmas in economic history
---------------------------------

A first enigma is secular stagnation. The second one is the middle income trap, and the third one I will talk about is innovation and inequality.

### Secular stagnation and IT revolution

If you look at the average yearly rate of productivity growth in the US, you can see that growth soared up during the year 1995 to 2005.

On the third graph, I represent the average yearly rate of TFP growth (or total factor productivity growth).

![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAUAAAAC0CAYAAADl5PURAAAACXBIWXMAAAsTAAALEwEAmpwYAAAgAElEQVR4nOy9V5MkV5olhp/EB+4DadwljbOz3B1yaWs7ZhyO4kxPm/W0QEOLQkF2N1pM96DloKHRUFUAqgoorSurKrUWkaEjUmfIjNQ6Qx3ad4X7vdevh8rIQkE8fOYe7h7X9fHz6QfGimmoMiqm48U0JsTUmT9IYaKYQqCUYb8nihkESmkmNK+KXEbbfqEij6Usp3yepgGaZ9ulESqnESxlECylESxnECpn2PSoRI4fKnEJltNsGi5mnWVhmsrfYj2fb1zofPh8FuFKjk31+Ywzz869ZN82XMoiXKTjoePKIlrOIVLKMpHz0TKf59M0ouUUm0ZK7tQV+TuDSIn/xzsG/586lr7evq19f7QshQgtVySqTGM+IrfRpKQsl/PsnJRxxXlGxflF6fyMaxcR5y2vI11beY3VeX6eukR8tlVFfaaCLT5Doa+wPHAYAAyQOEAjfmvLlfWHFA5UNuEAzMDNtp08FgZ66n/c+UkFhBgIHhUAKvtg+ys1BoDyf4cBwDABGb1gbGoHQAmUDug1DIDZ2gDoByIOIKmA1gYA9NlfXQAUQGYTc8yoBnQ6AKpATADvAKAEQQX06gOgDmhSaHt9W/6sNA6AYp6mUkrKVHk27zlomh/8oxAx/gMm8NkAcMKXAXIgkdOjEh3UCGDdebZOHgdbJ1mdui1ne9oyKQSA4qIzcDriG6s9hA0CoPY/H4BzHhy5jTMV6ytZhAjo2FTMM4BLK+tyxjYuWPoBYFS8xF5AUkHLT2h9xgC0RgCw3rZ+IGbfRmWAznLBGNmUgZ0L5gy4HUYptvOVtOX89GOnD4AdAJVnQFx7U/yYX8MMsJT2ETtw+D2H7RWXJByl0Lk8YIJfowDogNM9Aj/O7oSqzaZCxRaAxxmp3F6sl0BNU6n2KsskcE6Kr57DtI7oxsqHhwOtV5oBQK6uprV5ZyzPvIUBlnMIyReELbeLBEUOgC4jYaymlOPsjTEcVZoBQAkQpmTqMEBzf7X35QJYShMVxGKacEbIQVECoQKIiqgs0CsS4G0iPiQOg3YBkN1rcb0ZwDHJekQ+M40CoPZclPizYRf/Z/Qo3xEH/Hz2306xMkCp8tYCQPn7XjFAFQgnibEVaSpf/Awmiym2nLYZL+YwUcyy9eq2rijL2FSwvi+YATqg1zIDFA87AzTlJSiTjU0ClmKHIvBi9jeuztmE2E647E5DYipFqoLNsC07ADayvplt6x0TqaUETBlEhEQ9IgFJsmg6Z/dDEi3nHYmUFGGARtdaXZ6xgCRnfpxBuwxQqrZkFw2L/4dL7sfK73lpBAC1/4kPYYixvZQhXyADNPdzhOzPCoAquHnBj6Z8Xv6+lyzQAb2isJ9Jm11xkS2fKGUxWspjopRzHRrGf9x5dRx3eqRiqLq1vujNAaCw6TFAEwxJMDTJzmLlLGLOVM5LluUjCush8AhVUggLoXkGKGKdl1lJm5sfMLnb1FYfUy1uawFA4Rzh5y5YmGSyFqHlkrnL6xxizFgHvWh5yRVxvSO0DVuWV/atqs6cGXI7oGCBbFvJDt0xaZwgPdM1NAY/ANRYomCTzjNSJpBNI1RcRFiTtNhef06/CAD0e08OIx4V2ATARhjgFwmAkxYAZAywnMV4KY9AKS+cDpJOS/CT/+eOD8845o0wv0IeT65kjOma/7F9eWxf5UacINrxlrwASF91VS117HMKAyQAZKBYyiBWEuqeFKH2SYeAavAPVRSDeaUeAzSWlXQnhPnbdEh4WJ307BqOCHOZzUsr988BO60x4bADPjmrOEyKwE/aSMt5hIrEzAgAOUjRfLjEwYpffwFetIwxQOH5Vmyf0vvNWKDD0mlMOaX/Fti4BIAqM5Nai/a8SJugAD4XCOXzpHuVIyoAOuxvUexHfz5rAaBUifUIhxbV5Abfk5alWQCcaBAAHRA8AjBsFABJAqQOE8CJqQsUXE3kKjP/LdfrAGmKYi8RD54DlsoyqSYFDUOyY8xV7Sfajc36ip8XWGWr+jztP4ug9N5KT6Ow1Umm4drRFDubVH09oFUbaGidbjNzx9PBRwUnyRRVm5xtbHcbCWC1/5fyjO8yWIWFCYBkL79U7Wn8ogxbkbY7UntTCDGh54vs3/R8ZxEsEhMsIFpeZgAVKOYwXlxCoFRAiIEhB8lQkVieAHsx5YxQsEShNkubrARRmk6WuYRKS4x5Sg+9Y/ZwniOb6qvPy9/NA2DWAVQbADpEw4x2cAhDk4zRBwB9GW4TYgJqTQC0g5+PCixBSvPA3kMALHEb4CQ9INU8gtKDWc0xZiTBTgIGBz5XFdZCATyi3iA9VMBhgY4zwmSJAhS1GEOF2ktPn2PkFjda0nXVIK6MJfepqvj0YkSq9FCTxzfHzj1a4UKgxxmMwg6ZkC1MsCJFnZRAxoQYouYA0NVjCX6SoXHmaFGJ5X5UkBX/4cuVsaVzQh6Xxt7ktsb/nGX6mCagku2Sno8wlhBGAWEsI8TmlxBFAVExDVfymKRrh2UhKwhjlUkEq4hjHVGs8muNAiJYRwhbCGMLUawjwbZZ4yqzZIBCBebnlWcskVhesEzP7BJi2EQQWxgvbWAS22y8yeoagpVlto0br2kAhI+H2PEUG1NdBU4xAGTgV+TzugrsigNMquPN8B67zjm5TtGQvswA6OsEUUT1rN4LANQAoJLD6H4adzbm0LtXQNf2Ino3FzC4nUaQHiKssHEYQyInSTHLvtoyBnCyRPP0cEkhm4vYnlRqZlekbbhwZqcySAmKkqnxryhXXZSLbky58LGJLeh0XTJAsV7uV35lyYnDHkz6bxZju1mMV9YwvJ/H4HaKSai0jGl6mSrL7GUk9sfj+4TBnqmB3LbF2KEDYPxFcQKWHQcAd6ww54qyPWeAgm3J4GZmS5PxbhzE2H+FmscBgV7qJa66O4xVekXlvl0VlhgZd8LIeRovJ46JltPDzh0HPAZPZ4CRSh4T5VV0b6bRtb6AzvUFdG9m0bWRQdfKLO6uzODu2hwC5VUEK2u4kk7gs9QizqYXcG4+hrNzMZybjePzqQi61rKIYgtdq7M4M53EybkZnJqN4vOZID6fmsSN3DxC2EO4uqR8aGQcYJ7ZEum6B7GJQGUHn08H8dboXbwfHMSfAr3o2VjChdQ07izPIYYV8aHnz6p8jjkwcZYmr5vrPabl8pni2wcPaLlgnGVaRgwwpTBA+k3kIMeFmCztT2oi7JmW2pQ4DgYm5HjkIkHafS++AgzQFgbDwJCWHbE9UPUAs5deenLZjcogcJBBpFLA0MYsfjvQh7/64CZ+0j2Ad4NjeGN0EL/p6cTn2TkEsI0gfXGLZCdcwmipwOyF9MJMlLnQyxig+VIOASHjxQImSkts2XgphzFmZ6QLucjUHAZO7Oal2EMaLi0iUppnD9pkkVSYDGNKjImx/9I4IiynkkOgzMenKa2nr/1kWey/vMTtmkydWnIfSAHEBOLR8gpG1ubx1vAo/vJsD37aN4gPggG8PTaBNwZH8P7EJELVfcZY6DjCFQLKAjtP9gKy/ZGtiYzwxCCJTeeY+kUvLzEPipUMspeG1LFVBEvL3BnA7Gcc/OLCNkjjRcrLQlYRJjsWYwEpBCt0fqtsnEhlgU3HymsIVJYEc88x5kVApjI4Ag8CvGCVYjoLmKymMVFNYbxaQKCyxo43ROPRGLTP8orw8rrqO92vWazj/Mw8jp2/gY+jEZydi+Lpi1146PMOnJ9J4tNYDMfPn8WHk+OYQQnnk3H8tw968Hefd+LsTAQnoyGcSkzjpQsd+PGlm4hjHwNbGfy+N4b/5dVzeCcRxPn5BC7OzOLnHb14pqsfAawhXiZ7q+t4CTP1NocQVjBSBn56ux+/6+5A98o0xveX0Lsyhw8mRvDXr32Kq+lFTGMNwWoGYawggg0ksY44VsX1lB8vDv7R6iqiWEMCW0hgg60PMqZK/yUysIoJUuuxgjiKCFfpHi0gVM0hhg02Ha/mEcKOkD3GbIkph7CMQJUDI2esqxgpL2KsTP9ZxySxVlLZGWkQcaZfXQDkKvG9A0CXAXIWKOYPshjfSyFaXcbt9U38+998jo/mUghiD6OVDZyemcVfvX0Ony2mMIVNTB7k2Eszjn1MYB3B8gomsIXh8hpG9pYQYDd2G8OlJYxXVhHCPiaxg0CVVJNN/lBUVhCih8YEwDLZUxYRLc0xAAhhG4EKAYGIw6sUEK6uswdqAjlMVHMIVFcQpAeVMbVNTFY3EcEeJqtbGK9w1SpOD6AEQPFlDhBIElAVF5GsZNG3tYl/94fP8d7ULGLYw0hpAwPbK3jlzi389FYHO5Z4ZYmzQewhil2E2X632LWK0D6qSwiwh5/vd3SfwopySGKbvXgTZVIF9xDDAYJk/2KsUrLGLELs+mwjUF5hMlFcQ5Q+PJVlBCoFTFbodxHBygYmKxm27RhKGK0SC1ph12KS7kmFWKLiOGDsjZ63FYRQwUhpBUPlDPrp41Shc6H/L/IPV3ETk8UNxm7oP3IMAsB5rOPj0Dg+TSSQRBlzAI7fmMT3LnQjhSriKONKZgFvjnZjCrvIAvi7s2P4zo1BNk/XbRpAoLiHV/t6MbqXxSy2cXNpF//bm1fRd7CHJCpIoILhgyL+7LVzeGWkB4vYRLRIHwru7JAf2hmU8VJnGD88S2B6gGnarrrEAC9W3sX3T17E9cwcUthC7/o8Pp2bxqlUBucWk7iankOgtMVUcmJgxHoJGK9npnA6PolTsSBu5OcYS52orONCagrvJadxLjuFEAo4N5/A65F5nE/PYwoFdKxk8buhYVxbSuLGRhZvhYL4UyKO1yZn8GYkivcSo/j98AB6dtbQkZ/GrwaG8NuhQXSszaF7s4BXBnrxi8F+XE2FEa8WXK3oqw2A95IBKiqwCoDFHGOB0coSOre38X+8dhUfz88z280QMRMAf/NeDx45ew6z9JKXCjidGMO/9PbjjUA/hg8K6NvfxZuhcXwyNY4PE2N4e3IYY+UdXC8s4LfD43grGMDH02GcTITwxugAOpYWEEGBqQmMkbEbyBlgqLiAKeTQv57HqxMTGKtuM4N5kFhWeQmfhEfw0xud6NhcYupP/3YKrw/34O2JPowfbOCz6Qh+dvcu3g6M4IPgAN6b6MXt/ALiBLyMwXIGSA89d8DMY6oyj/HiJv7ines4NTOHeWafoq/0MhLYx3c+PIPXxgOYRxH96wt4Y2ycjX9mdhynZoJ4c3wI5+YSCDNQ3EL/zireDwziRKQPZ6aGcToxjvNzMYwdbOCtwAR+29+PE7EhBPZFFkU1g+7VGP4w2I9f9/biej6Ogd00Xrl7E68NjiCEEgPOy4sJ/OpWBy7MxxngvRMYwc/7hvHhbBCfTI/jjfFOvDXWw5gKAy8lfCVRXcLZZBQ/u9aHN4f7MXSQxem5OI6dvYQLc7NIYBujBxm8NdCNf7t7A8NbM4hVs456R9NpLOPc1BC619OIYgVz2McLHTH88FIX0sR+SnkM7eZxJjnMPqgLKOFbZ4fwgxt9SBNYHyzjzsoMY1jnZgMY3J7FPNZwPbOGP3v9PLq319mHYrS0jCkAf/VhNx65fAkL9AE5IHsqD42hF5JshIPre/gPvz2Pj+YJnHcYg4vRR+ogg1ns453xcVycC2IBOxjdyuMHn1zCw5dv4Vwqjo9DQfzsWgc619IMBOmj+WFwFH/s60DvegF3C2n8y83L+FN0EnFUcH5uGv/l1ZN4fyqGJLZwdm4R/5F9MBeQxi56tzZx7OIt9G4V8Mb4CP4wPIzOrU18+9PbeOxKJ/r3NvHr7h6cjAYxiwP882cdOHatBxPVHYRRwvO3uvF3py+y8+fmH9de+LUCwMMEStdyonAAVKaOl5dYUI59Oe9ubeHP/3gVJ+ZTguEUcWt7H//tnQt4OzKIGBmyK8vo3yrg79+8gjfGx5BECb8dGMKn03MIo4qzmRk8cfYTDO+vYby0g7/54Dp+NTCM3r1VdO1s4rWRYbw1NsheuADZVJx4MfGiHcxiFqs4GY/iP736Pu5sriKBdQRKy4hU13Ezm8Y/vn0Ox6/2YAQHjPH8rn8U74wNMHtd/8Ya/uadC3gvEsXo3io6srP4xa1bODtDDy5nsNy2w7+wFLs1XV7ExMEG/s83r+KTaQLANWa3CRykkcEBfj2QwF++dxlxbGMKW3juaj+euXgDo8UV9O2s4sLcNH7ZcQ0RlDGwvYkXr97E+ek4wsRAKxt4Y7ALP7l6ib3U7yfm8A8fX0HPTkF4Mrnan8QGXumdwKOf3sJkeRUxrONkaBr/8PqneD8SQQJV9G4t4+e3bqF7LYMZbONEKIG///Aa7u5vYHB/E72by/j13RsY2UohCfKIcoAl8IoTWy7u4R/fOofTsShjSf27Wzh2oRffO3keXZsrmMEWzk/FcWJiiK2XwEfCxqrmMbybwniJmGMWC9jDj2+F8fDFO0hjh3lgiZmN7WUwWVnCLIr4zudD+P7lHsxjFzeWMvjXng5EK8ss4J6YeAZruJ1dw//+x3Po2Fxh12uysoMzMwv4pz+dwbWlDOJ0LswUQvbAJUSLtO8tnIhl8D/88ixubuQwh1W2Ll6h61pAsLqK3u0shvfyCFfXkEEZL98YYMxrCWXGSL/7wTn86MY15AB8PL+Eb318CZGDNXYvZrCJoY0V/PX7Z3FpZREZVPGDz27j3yYmkcQBBg/28V9fP4vfjkeQRQl3V/I4FY9hAUWcmBzG0PYy8gAeuzaEl3vHsAZgaHURl6dGsYkqnr8+jJeHwphBFXOo4tejMXz/8h0G1mqMbTtUYDOUhYf2+Ad6+4aWGds+INPf2gWAHkBrAfwmfEQDQJnFwdhgnrEiAsDO7S38+b9dw88GJ3A2N4+3J2N46PMbeHMqwWwxZNcKlpcQRwkPftyN08lpzAN47vIdvDYSxQRTc4DT8zEM7i5hBsA/n+/Du7EYplHBjbUU+na3cXomyGxq3HlBajAHwGBpkcXZhYtr+DA6iccv3cBvBgYY6EwcFJjdZGB9HR/F5vDS9X78qm+I7f+TmVlcnKeHbxvxahnfP9mDCwtpzGEXMzjArfwyHj7xCcb3yN65zMMwhAE8UsxgukwfhG38X29ew8kkZyXkRKHrQ2O+Gl7E//jbDzGwm0EWRbzSH8XPO0fYS3RnlcY7YDauaLWEX3eN4qWObsyhjOBBBrHqMiIHG/jTaCemsYPrS6v4/uc3EcEO4uRZZobzBXasbwdn8dxFAvJd5g29kprB6dlpPPzJGdwskIcVeGtiEGN7a5jFDi7N5fDtTzoQANC5sYLezRxuZmcxsE4smlRs7jxgAFbJMID+5xPXcXFmBimsYmAzhxPRJP44GsSTF24hCaCrkMXFmRhmGACSSUKNT8wxezGZIiZKKSxiDz/tiOChCx1IYZd7ZStk9yQbaY5d+wfPjeH//eASLswE8eLVW3jh8g12fZPMeZNjAHg3u47/8PuzeDs+ic+TE/goNILX+7twJ5tidrjJ8oIIP8kjRk6gYhaL2MCbgRn8u19fxJ2tVUxXC4gWCQCXMLGXw9gBmUr2MVHaxHhxGWns48c3RvBiF33It3F7ZR2PnL2J09MR5FDFU9dG8OiVHqTIfHJADg9SiSv421NdeLG3D+vYw0fjU3jw5CUkAJxZmMHxjgF897OrzBxwIhbErcwc05JG95aZOYHmH788jJc7hxlLjOwvIXKQRw4HePr6JP7xXC9OJKZwemoWPzzbjwcv38YcfXyZPbxJD3CjgdAOCHoDvesmFxhpgVo1mPGmvcApxQaoe4dNBtgoELbGALmHi8JAena38ed/vIZXAzH075EXL4OHPruB38WizN5ETgxydkxiD987cQcfx+hFqeDsYgb/9KcT+N6J0/jJ7W50bm0IW1cR/3y2Fy/d7sbHs3Ecv3gRIwdbGK9uMWM/vxHcO0sVZwIlYi4buJWdx6X0LK4sreHBU1cwUd7GZIWM0OvoWS3gg2gM/Tt7+M4Hp3BzpYDP5tM4lQhjiqkPu/jOh504MzPHbJYT7GWs4HvvnsK1uUnMkN2OMU/5EOSQoHMq7jEAPJEgUF9z0v/IRvXH8CL+p3/7CIO7WaSwj3/tD+Ox8924ll/C0+evoms5iwQ22Qv3rY9u4dXJKDuP4AH31JI9c2g7jWls4WpuCd89dRmhyioSLLQmj0g1i3ls4Y3xJJ461+UY4E/HxzCwmcepcBJPnLuCMRTx5ngvRndIRdzAlYUs/vpPl/B5fhE/uXoVZ6foGpDndA1xCuNRw2UYgyviOx9dwdmpJLOr9W1m8NpgP2OXx87fxBuhELrXV3AqFmHXSS1PJdPgZOWaYJFUvz28zADwNnvBQ8UCD11hpo0s5nCAH5wbxSNXB5n54O5yHq/2dSBZWUKCOYVSSGEDd7Lr+LNXL+Dm2jJipU0E9lcxzeyF2yJ0hICYvNIiBo8+WljBtcU8/ud//QQXlslbv84AkFjg9bkJvD44iodO38KrQz2Y2FthLO9H10fw4AVSe2dw/NIN/HwwihhKmMc+Hj7dj8evDLB5cpqRA46uy7fPDOOF2/3IkAq/uYN/evsCrq6u473oGO5ubODbJy7ifD6DD2IjmDhYQbKywkw19DGnj9pTFwfxs7vD7GPBTD7FPOZxgOPXR/H0rUHcXltC5/oq+/2Dy7cxgx1PqFqrAOgXzNw2BugBuZrg58YAqrGA45blvoHSDQKgX2CyBD83HMZN7g5Xs+jd2cKfv34VHyVn2QtMD8MH8TT+/R9P4+7eOgJYwmglhzHs4jsnOnAiFmaesDHso2N9De8EE3js7DU8cfYiRvbXMI0DfPfzPrzcOYBrhSX84nY3xg420b1VwPg+Ty0LCxAeL5OHOIMEdvHm0CBeHx/AqYU5/N3bF/HpzDzCoC96Ad1ry3htfISpVx9F43ji8k18NJfHmelpxipJ7f72h3dxaorOYQcTlWWEq1V8/73zuDQTxByBpFC9WRhLMY8IsYbiPv7vN68zACR1ivKix4o5LKCKX/SE8K3Tl5ntag7beGUgjB9e7ETv9g5+2tnLVNKJgxxG9lfxj5904HcTpNqQuk3qI8WLLbOQInKGXM8V8N1TVxCqFJCo0P+W0bUaRQqbeG0ijkfOdjBvYhJr+DwWRFduBgvEsq/dxivDQ3g/OonR3QJmiCEuZPD3J6+jb28XJ4NBXF6IYbyYR//GApKgWDkel0jgRV7mBAHgycs4PRVn6m73Vh6/Hxpg6nT/+jK+e+oU3orFcG5+lh0/y3yRGS9iLJbbTOl8pXkGgC/dCuMHF25jkaluZKcVObolAvUDfO/zYTx+nZj6HibLyxjcnGb2yRjzeM9jDuvoyKzjP712Hr07a5itriNSXEKEskUIMIR3XLJZnludYc9rorqPv37vM/zLYACLACaZNlFgJpPbK3v4X185j8/Ti4hgE3Mo4kfXh/GTrnHkUMaFbAZ/e/Iq+vfWkQHwh/4kvvPpDcbmRkurPIawXMY//OkKPozH2D2ZJlvd1RE83tGLU3NhzKKKF28N4eHrV3EuFWL3N0oOqPIiJovTWMQBnr08jF92jrHzZ1piicC7jB9f68YfhoaYg47G/c1wBA9e7cQsKggciBCZplPn9KILtvQ/PwCsV2DExhYfUIsfNMYAjeWKCmzb9jAAqBcxsDNApgaLeVIEhop7AgCJPW0z1/+57DpTMy4uUeDrBgYOMpgkVerj2zgRizKP3QexEEbKJUQApqY9e+kmLs1Fmd3lwfPdeGMswlTVnk0ao4zXA6MY2V5CokIskIeIEACSMXqyuIM3hkdwPj2FC/lZvHx7BC9c60GMbExIo29jC29NBtm2ZKf8Vc8o/p+PLuGz1AJiLEzhAN850YXPZij84QBTOMCdwgoe/fgqRneXkKyuCIbCixnQPAFgqFrBf3/rJj6e4i92oLzJwX13F9997zOcTsQxhRXGCH8zHMWLd3sZq+jfJ8N9CSeiYfSsp/HW8BSOX+rCHPYQry4jTjFoewV8OEEq8AE6ltfw3TNXWLgFMZzBnQ28O3kXWezhzdA0Hjt/R9gat3FxOoGeAoHRBoa21/H4yQ68cOkOQmVSgTdxLZXDP35yi11zshkmsIPL8xFcnBljqpQa9EyxhsTW//njy/hsbgqz2MXg3hreCEwgUt1kYPV5ch5/+eZJnJ5OYAGbIsWMhyHJQG0eT7jIwmayKOPZOxH808XbmCdHTYVCaAg0+ccljQp+cHYEj10dRApFTJKaSoHPVWKjHADpPG7ntvAXvz+F/p1N5okN0YeDCQ//YXnUTnYL/SZwoPu7ijPzc/jWnz7D1RQ51rYRwDqS5DBKLePP//U0ruTS7Nos4AA/utaPH3cOIoM99G+t4z///gROLyxieG8Z3RsbeOL0FXySiCCMCkI4wJsj43jpyk0EKyuYrGQxgz2cSuTwX3/3EbrXSRvYw/npLP7m9RPo2aAP3LqIq6RQrgVEymt4/EwXXrrWw8JmxkTKKUUqPHbqMl64ehUTKDDz0ovXuvC9U5cxXqVogaXWGGDZnwE2AoA2BtkUA/SXlADGlCbaskZS5doEgE4coAA/FoBdzuHsfBZ/8YfL+FXPAEYO8iw84s7WDv7j787jj2MR3F6Zw5nZCfTubeIf3jmP3w8OMNB76cZ1vBsOor+4h9ur6/h1zwAGtvIIVDbwnZPX8KuuQQzv76B/exsn4tP40e3biFe3nKq89LWbLOdZhsAbY0N4fXQEMygigQNcSS3jb9/4DDeynJVcWkjhJzc6MErsDQWMFvfxnY/P4pM4qW07GNrZxLffuYl3J+MYOdjGzcIcftl9E58m44hTmIkIfGYG/uKisMFl0ZFfwn9/9Rx+NzyG/u1VdKyu4tJiGi9fuYwPx8eYPYtUGwKZl+6M4okLNzC8t4rOzVVczizjZ7c6MLy/jHCxiF9c68THkwGM7RLzy+FschQduSRjraI92VEAACAASURBVB/GE/jr98/h+voCuraX8Er3MF4f6WFg+PPuAXz304sY2sszb+BvOzvxSXiMsR2y+V2fXsSLpy4gXtlgKvJ7EzH8f+9dxLXlHLrWFnAjn8WPr1zBrQyx2BXuARZZHclKDv1rBfz9n87gDyP9zA52MT2NZ89fRO/aAqYZ4wf+5eZtnAlPYJE8r0UCP8p/FgHbwp6YpI/l2jQuz07j0XN9+NbJS/h4KoC7S9MM9HmxhDyup+fwg09v4fsfX8G56SEMbs0zzzrzUFdSiCGPztUF/KE3gH948wxeGx5C3/o8YpSVQ/eGZSAtGgyQwJDytykrZZGZHq7OL+BXN27i3fERnJufxyexEE4GJvBa7wi7FmR77VlZwMsXb+Dn12+gfyPBVOw/9AzjlTsdOB0fRLi6i771Nfy+5w7eD44yL/6bw10Y3V1BFBTrSZEEKxjbWcXrfT2IlzeQqC5jYnsN740PIlReRrRK8aDEjuiDk8Wl2RB+2zeM3w9043o2LDJnCuhYSuLVwT68NtaD3q15jOzk8NbIIF4bHcS1lWkWH8iDpNtUYckKgJmmAdCUJgCwtjAgJNVXUYnbBYBWVZjl+7rlsOiBGtlN4b1ABP82MoPXxwZwNTOJBIVTUHjAdAq/7u7EqfgQhrfzuJ6fw+/7R/FWYBiDxW18vjCDE4kwPopM4N2xEXQs5Ri1v1GI4dXhCbwbnMDp6Siz0705PIBz8/RQbioZKRTnt8S8h+8E+vBpYpzFepHa0ZHJ4pc9I/g0MoJEeQ2npqL4Xe9tdK9Os6DTKDbQuZxD98oCO95rqVn8sS+Mk7EwPpuN4aNYP24uU+jFFjPQu4nxlLa0gEQ1g7GdGZwMT+CNkQjeDY3iZDKEj2JhfBgOoSNP4R8EfuuIVdcxvJvB24Ew3poI4rOFSZyaDuODwCQ+SwRY+AmxjVBxG5/FQvgo2IuPo/3oyCeYAydQLOCjeAB/DETw6WIQp+fDeDcQQtd6BiP7i/gwGsA74QDLqpjYz+LdwAhOJyZZ5gm9bFOVVQzkFjBNQbPFPE7HkzgZneLBw/MxfJoI49NEFKHyBuIVN5ODgGMKedzJJvFhYgan58IYLy+jY3kOp6JB9K5MI1ldRaK6huj+MgLbaSQqy6L4Q85lgSKzJY4sxrYWcHNxDjdyK7iRzeLCYhgDm7OIU+YGgWZlGTfzs7iaz+BGLo+r6SC7vyoAJqoF9G5lcSuXQc/GOm7mFzG6vYgE3VcKiKc0MwMAeUoer8TNsnCKKeZsiBR3cSu9gKupRdzOphAtkid3iwWSU/TC+G4BY9vrmNhdReCAgHOJxSoOrC5icp8yS9YQrlIs5w461xbRvUahYGR3JocPEYQFBAm0K3kkmflimWfsVOjDvcRVX1kN54AAnMJ1KOWP4izXWXA5KzTCVGTSDMhmTFECBeYVJ+2Fnp+J6jIjA45aWvoaAKAEP0clPmIA1IsVuMUOQhT/RsZvCnep5pBgwJRCgNQ48v6R565S4PMUcEs3jLyqLI5qg2WITBbpS7iBUIUi70m1phu9gnCVGCV5BimYdwsBUUaeX2xKF6KbTrF3BCIUKE1hHAXEKmtMHSFAjVN4A7MFUqYCT3wnoIximY3NVCVyAJD9CpTPTHmmlINKx8+3dUNgeNB1hKSaYg4Wsj+S7Y3YEbFfYnsUrhMuryJSodg6sidSDBw92BTwvYgw8kiAbHLLLNSE1BYKjCAjPTECOjZ66ek8qXgsqYAEkvRS0rkS642Qva5KqhrPlY1VlxAn54h4SXgOMr10BRaLR9NolWLhNjAr7IV8rBUk6KUVDhCZk0zAQTbAaZare8COP1alfFtyHmwxcOVAl2WOmSSNzex/vPSVU6hB2BNJxYtV84w1UrgMBQLH2Ni8SAQFLLPsCvrNllPmxQaLHSTgko4VOqYYCkjStQNFFxQYgDK7Jam7lF/LVF47ALKCBJRrS972cgFTLINjBUnK0iBvdJGcJrRtGhG6F0wo4iErAvHpGhYQY8ytwBwf9JyQLZniYHmsKI8XnaTMJZZ+SB+FggjJEdVnlD4jLE+cnIoUaVCiWFeKPVXNT7QuLYqQUCk6XkSBfgdoyopHKE6Qo2CAFk9vLQD0k/YBoGEj9OQHHwEAul5gN/maVYU+kOyQ1B2eocFvFHfJS9shU9fZl1FWmU7xlC/mVZYufFkBxC28QF9syiXmpfRFJQwlx5f9V3iHWTFLJ++Yp7FRvmSAJaBn9AofNLYAU16slVe5YR5wp4mSrO7hJqhTfBlL8qffZHcitUu5LrwyjKxzRy+2eCnZ/hZ5Tm2JwjQWEGV1/jhAMHAVOb+sWoqTzM+ZDffO0nHIbAs6Jy5SdeUPoVuElRwSvIgCPw6+3SJjUyyXl6UX8rElYMliCzEBOHQsJBzwCGTSrrODFTtdRIyFI7m2Q+5MMYsviLJZ7Hx42EbYOU4KV6H7xyul8H3KcmMuM+U2RboH/Jj5djLlTVbioWvo5jRzOyCvxO3kPTu50xlnX04lH5pnAeG0TKZaqsUVRO8RWfFHOsfE/zjg82eZF7Ll40aV1DyzwZVejp+zVHZc7Fz5NebXRjwnVElHVJVh91BWQ2pT/UDNnugjWsXqep7ktjNAEwBbrBDTHACqNfEk+LjeYc7OVHByK7e4LnelHL4cS9te+Z8ofaXWAHRvMLf18GBovUqH/EKxMBm1eoxWnlxntVqNQee4pFfL/Qqy30rZI73qsCxOYBY6FcUFtKoqas08fRunkKisFSj7ZzgVYXguMFtfMreTxVdFAVbFpse3FSBnirIPEwBZ3rHYLu5UpHHL2qsgx0FUjCGPUxZvcKrd+JXaF8zRUh3HqYKjjiFbBCj1BTnAKIDrlPfKKOXJZNFaW+c3WTPQrILjLTAr753nWMV9YqW9WHaNANyy25jJrR0pu82JyjAC4GTJLLeSD4HeAv8Qyo8hfQSKpLoL22cbAbCRUvnO/hpoP+HEAR4pAB4iE6Q5AHQvkJsnLEBJskOjbJVTw8wGarKqiwZ0BhCK/zllsYRKqgGgYD8uAPKPgVlJxvrFk8BttsUU9g+nyKUse8TWca+wXopKrcFn1s2z9MhQXlL1/w6TUqtFm2WtPCBL8zoAuuDjvrxaMyL1/+q2GgBKgOQFGNxtDLDSjlupVWjEFvLlkhWJorFOyaga5fZVYDXK3KuFTtVr7n5kFADU9mk0mWKgKscw7o3TXlRWvHYLzXoqewv2JwFQ1oiMqhWpVQZIjM9hdBIMVRZLoLfAgVCo+i4b5SW12gqATTDAWp7ke8sAjfVqdoi5XGONNbzAmjdYKXgqgU31Drtgp4taAdqduk2RnItsNBiS4Kj36JVMzQ8AdQboAKBWhVoZQ2GUEgCDxjiUReD2hJVCv2XJJx7mwaRCaqxeU09vSalWfdZB0GxrqQKIWfxUe/GcKtM076p3qiNC1g2UIKcBk2SFKrgYDFAWYI079QvdbbXGRgqI6qKzQge8ykrVbMaS3JqE/j1I5FjKGBqQqYVQZXFU3i5TdtbjRRJklz03DtFtP+r2GdZF730sA7+1HsVCTWc1Mlm1HG6rDrOahHJ8vS+JywBFeqdSMovAjpkZyosiTVF2qFM+ysqz3RYnyBHJkQKgh935rNPAsU4gtBsQrQRCKzZA7h1W1UivtJSiU4Oa+wGgaaTVGKBSPtz6tbN8wWSRVK6a6mxQB0CyqQm7mgmAPv0yaomtcXi0gWbiHKi8KrDff2qJRwUW81J0AGxiXJUBKmqrVEf9QFTflwmApuiAyU0KajtQeX0UR4RUpZ2ewhZm57lX8oPknocsgEtTraS/BMCyewzuPg0VWJnSMm7/XXTOmz97bmqa45RQNZevGwDapBkGONkkA/TzDNdigO0HwJQDgDYhD2qgAQCsZcQl9kdllWQeMK8i7fZ7cBiA0QLSZXitA6AqJhDa1nNmJOPwsnUYWXMAWBuQWgFA2QmOizxmPxXYe+6iz4en92/GlwE6TimtW18tBphukAGq6rfbu1ltiSolYhShdYuqcmefVIG9DFDY/JjDRqlcblNJvw4AWDNVrtEqMnWKIWhFEbTCqF7bn2oP9FvfvgupeILr9FRVt/cdz/BkOSX1LYzQtTMKD7HDOmm9abtpHQDtTYv81zuZF7Z+u02CoOoIcUve+4NS42MrjgxDXIdKymoOUNmcakuVmR5+bE0FQLXnL7MJKuXqTa+sVuXZEd7Pg4GVcFQwgFKcX1o3Ouf6ue0/w6r6KpxrDptTmJ3bU0REIYhni+9bZ32uyajd2tZ9DID1wbGxOoL1PMZuVRhdBdbjAV0AVNcfDQDq9jutD4Lni2h2zmoMBNXx7C0RdTbohMmUDg+A6vYqyPl1c1PVZdWJYYJO8wzQZ/7QLNCwQRrHzs8pVafznOI11+yF3r7GHgB0Qm94VR+3rakJgKq9V3r+ediQy9IkAIp7rdhyNUeY4tkPKwDo9KjxkZDvvvV2k86z+o0KfJQAqHuIdYeICYCZowdArWGSGr6ixAdKptgIAAoQVMcL1iwWqdoE5dQOgLVbUTamAtfbtv0AqPzvSFRgPzXergJ7O96pXl5TVG98fQC0qcCym1vjAOiqydZj8gBg1pAaIFjU960yQN0be3/b/+5LBhj40gHgPZSaAKg+uHYA9NqLJCtpzTlSHwBbA6X7RfyO3wRA2W1OaxRvudZuR7hWGaB5j00ATPkDoMV2GK0BgE4MqxUU6bhl0HotALz/5RsA/JoAoC9gtRH8vkoAqDNALyvUAZCnuTkxcnWvU7sBUPHSsuwdabv0s0e6dslwyaeVpgKENgBU7cum5/cbANQYoCiaaqsic0QM0L7s68gAeYtD/qIoHj1ZIv4bBqgBXiNiA0BpW+MphY2Kfv9aA0CZNieEBR+LlL2GJWvvn1GXAcrn68vn+b2nDJCDn95Qnc23EQDVsliq6CD4dQFA9wVxPHjsYV70iGSGX2cVOHoYAHSCjt2y/bbrbBc3fIQVPGgKAFUQ1L2zPAWzcYkoTdLVggh2AHT3rXqFNc+vk452/3p+7ykAuiBolNL/hgEeEQDqxnLXMcKT1M3Upq87ADZ/nEY4jGZPU9TCmsL7lLSHASoi2Fij7C9UM+ymEQboTdX8WjPAeoHQ2rZtAcDaAc9mcPQXzgAbyE9U7SdaGEGplZaBuj3wGwBslgHWsJ1qdtR0awBY8gdAGyA1p9oeDgDDDY9h5Kr7PMtf20Bof/EWTW0OAG1xgLXlCwdALTC0TpqeGU6gbqMCoMWArYvcxquefcMAvWqtN3RFLxahOhacqSw20JAKLLdJ64HQUnzDYI5CMso+ZOWZ5vfn5tC7AdDms/yVB8BmGaBUhVsGQJ9MkHryRQKgVgShTpqelgli264m87MxQTsb+bqrwHYG6Fa38YuBVFPeZJc51p+lIQcI7xCn3iM1De0wjKxZiTjHrp5Hc/tzAM6Ief3aZYLUqwbjJy2rwL65wLXlvlCBzTLddarautu79iD1RfEXc5uMpYzS1wMA6xVi8JbI8lZ4sdUNVJmTXcxKLm4usJOzK/J1Za0+szyVfy7w4SVats/X/Z8zLwuxyjQ577P8tQXAhkCtyXqBNhW4llp5tNVgWgNA2eBZnfoBoL6tFwBthTzV6h7e32ZlkvRXHgA9+cQWYds6Nf5sJa7Ua6hL7ftg2hO91WAcEeDnFiytVQ2mPRJRCuZ6iufWFV59RrNVGtVg7ueIi68MA6STuacMUB1HTXVTc36NfdocGFJq9jVQaws2zQBtbPDLxwBV9nbYklqNMEC/Gn86C9Q/Qq0wQNv2NhXYvx7gF8cAI87xuGW0VLX4S2QD1MNSGgG6Rkpf1QI1PedXbCe3d3qKqPNujxE3xk8FGHd6aGCr4611HCtKpWidZSrFEdi4bnl7D6uTdiCbN83Y1o298gdAf1aovrStAp4SAuJTWEEDQFlK3wcMGwEkPlXGM0rktwp21HGOl+rKiHl9f05Ddt/yVKrqKlRApcKyy944A3SDzoVtsQEA1O+ZySKN624Ettt+t5PpR7XnQZ63WwSWpk6ldF9t7B4DnmGrJHnA09KyAQ+uCYS29bUA0Cl7JQCtWbFlgthYndb/o0ExAzqtZa2cC6qWyHdLYjHnjNJ/RIbhOF4yyepMb63qTZOVqBXV10xPsqlbKvhFagJgDZVIKaPuLekk811lxRFLfrEP+HAgSzWnkh6SNfqNS6Cnih9o6mqoeU0blVoqsOUeemyN9QGwJiM/EvBLewuwSk8yayYlvcNSO7JJ+t5LydoT5B4zQLaNYH4WlldPGAPUMj6UXh7KF0cPOWkjAxSVX6jdILXZpPaX1L5yvJRirTKpN2qwsopQZZmxVHMfNb21okabO++GLJi5mlzl0D2JDkOxqmRyWaYFUVUeAXa1Xo4awKZLEwDW1LjNA6h9HL9raWGAdVVgvYubuo3uDZZhKer1TzUlTqqjUgjj6BhgRhSDzWjzrMtfTcncW1HeL40BqgBYr32lDehacWywdpRatRYzaDnFQ10YyFEbSmJVjdn1DmXrszkg1NL27JiphWKa9V/tWpnC54kh3F5KYBJZBKs53MzG8WlsEH3rC6xPrgTosChJrrII6e1TmZvZHczvxTIB1FNZuK6DxI+B+DlT9JeIASA1L7eJsl094DHZmMrKmJi/FdW1FdEZnt9xShug/fpo170uM7SBh35v5P3k48iCpY2wPv1aq/fG7ffSWiHcaCPsz0+DaMR50hKbPoQobUDlvbMyQBPoGFOjfhasp0V7HBuyZSb14CVgCFO3eWroLJo/R6rUwDynAx0xrkqeSYh6HDDhzcldlpfVe+0e0gaoNTcSkfsMAAnQqssY2k7hdGwAZ5NjmMIu+jcX8eFkL+4uzeH9sTuIExuUzI8BIC9Jzh70Sp6LvEGVPGuqzRprV/KORC3C1/Ft3f/YpPY43jHzmk3LFbMzmf1l82yjtd2sxdQyhqgAmUWykkOykkeikkOCGt5Xci2Dn7pvrTCEhZU6wORTLICeB/WDZP9QeeMDI5r9l/dW5vnBnG1rRQ584gtZs6I6y4+i4EXUA4LGR7HOM+EGmWfvvSi2SpKaANgQk6vTAc6uAqsAqACcUsTAygo1768fc1SZ4BEAoGCABLARLCNYXsbF2XGcjg1hCnvoW1/EB4EeRKu7eG/0NiKVFQ7I9H/WkCbH5if3U0yCbLqIwN4imwaVZY7s+Qj9T4r4LcdVJXjAp4EGhMblY5rraNl8QzJJcrDAJLi/gND+fANC2y0gfLCAsJhnciDn3W1cqT0mG8si6hjyOEN+2x5wc0tQnTJJucKuMV8+SdeaLXe3lfvQxf9eqf+Vwq6DKsUFBIuLCNI1FuLJOmkQACNtB8ZGgVP1rvvZq9srunMp1wADbCKcpSkGKNbpFVxSCBwsIkAPkejupq5zOr5pKXBqpofaFU5VgdNtB0DGTkkFXk7iZjrKALB3Yxp3Cgl8FOzFpfkQzsQGESMGKACZA6BoTKPY8eqns9UWM7Jf2qWkuqaq2Q2J0TiHCy3jhT9V8WV+QhWOaaqsRRq2zzWmTuviwwKVqXacmvD/u9eQq012diwaDBlCrJqvszNAv7Hs5of6wMJKchlVv/3Az9PbpPzVB0AJfuqz7guAHruf8BKbMX+t2wA5A/Tr9sa+pDLdzcnlVRme6+hwwa8NsX7NMMBqAf3rs7iVCSNQLGBwawZD2wvoX0/j8vwkJg7IObLsMlGhAqsvE91orlo3mtZmqGICsOQ4rdr96ov3JZRA5wUP1y6l2vgaAS03PEX3ytrGOKwN0PNiWhw03DShfExk1oMNuJz+x6Y9VVcXOdio/ZJdD+phAFBVPaXTSAuFqaGmRu8pINYDQBUE2ydarrNwLjbuBVYKGLQ9DtDcTo0DdGIELYHFWrCxXhK/5YyPujbArDZP9so4Vpg3OFLNM9tltLLMnB/cQ8xVXmYrsjAyLRWqHUGtftLEAyp7V3jHtdjw/MZR1tf2tHIwkO0b3ZaU+sPL+uYyIFIcPUYby3hFOpDkskyTzZYo9s8V05PMz6uOOGO6QK6VyK93jS0stlmAURsgOffCYreN1gG7yH3BANu3XzXQW7YQaDwOUAClLRym5ThA4Q32qNnqOmYv5MvNgGNvmIu7vJ1eYLXyipO21rB66sbtccDjQaP2h+zw6UzeNpSp2vF6qjNCmVc9eXLeCiLKf7V5Y709NIW25R8GxqjZ9eEtIvk1sqhBxodDgmGMRDJqocLzcfzjAHmjdpH+ZoC1nNf+x/5bR8Q2+jUV/ULEeLZ2lc79M49VWd+UKCBYq3tftJYZ48hAsFEAzBxJyh8PE+J20uYYoAKC7WKAmgosVWI5hsIACQj92l+aDPBoVWD/GnwaS9R6q2Y0VZUzQP2GHCbNSVYmNlkIe4lLjaWsmfPya6lvazA+I9PDnLcGFju5tnKe29nIsx/FCmPTrqwassZsqjGsaxLHBuI0rRYYCHIPHwdAvy50rkdYCXkxj7dkO6cGXnDL//h90sNRPNdYZrxYrmcjQKRtU8fu185OgNEjB8D27FdN/ZS2WAsANidqtedmiiFIAPR4cpndz5YuZxZBOATItcIAbWEQTnUWu23OCoAiGNn/xrZ2w9UH1hfULPMNbXvIlDabCuz+L4NEZYk5lM6tpPDZUg7nlvP4rJDHmUKOyxKX0/ksTuXS+DS76EpuER+nUzidmUe4XECinBeMkL9AKrMzbYomANY65uacL/p1agZwbB8Q9R40OobteCJNbhu5pwBoy7VuNwB6UwUtKnBz4oJgGwBQABsBHAuVMYR7gO8PADTT0qzqr7quYQBM33MA9Ni51G2VtDdTPTPBrJnsDCfftkwxfgUWTvTj/h48fLMfj98ZwqO3B/GIjzx8e4BLxwAepen1fjx9uwtjBwUkKY5UqMOkXququx8ANnLMZsZKPVC0AWA98QBgk/9vdoxoA9veGwD0c1y0FwBVEJTyhTNA0wvMPb/2/0gGeKR1/ZouO29rWGOX+xEAGxlPZYCHZUheW2CGBTaHymt4qX8ID90J4qneGJ7oiVrlyV5XnuqN4uneGJ7siuDpzj6MHxQwhSWh+mY1td0PABs9Zq9dtTZzNAGwUfEDpKMaI/aFA2AtFqhue4QM0JsK10BOLnNMeIsjNAKAuhPEEBkkXfb+j5eeun8B0C88wlYp5H4CQNvDbgKgCxr+VVS82Rz2bSWbkssSVaocsoHne4fxUGcET/Yl8XhvHI/3xurKE31xPNYdweNdPQjsL2GWPPEaYLlA5Q2rqR9K47JEXep9DNoBgOo4zfzf/F89AIzdFwBYK2XuqIo5+BRDkE4H34oszDnBAa4VALTZ99QsEba+LPZFUwJDUT2Chb4cZWHTQwAgzzPU83G13NwvMQNUAYuAQ1cjVWDxirmtBwArlLq4ied7R/FgZxRP9E/hMQLAvqgmj1nkib6YDwDKl7u2ClxL5LHbgc6uOquM0QSZhthmDRBr9P828Gt2f5F7DoD1tr3nACjq71nYn7rNUQGgygD5tkbx0VZrAPpUeLFXfKkHgD4FSoUXUs+j1eObZFiEzS5jAyM/e48LUq0BYEPbGgBogogdWPS83loAmKxSjvcWXugbxYN3XQB8tDemyWMEdr1RPKrI430xPFoLAH0KqbpgXpv92Zf7g6fV8+0nFo+yH2A181L7AqPP/mJNAGAzoBhpGgBTXxQA+reptAKVDwC2HAhtC4pmACjn+VQFQD/A8gM9WVuvUQDUi5H6e3hle0EdAI20Jlkx1wFGYoIucPlW53Uab/tX8rUBYLQFANSYTRsA0AYkXgDkQJms5hGubuPF/nE8eDeMJ/oTDPAe7ou70htnAEig90hPxJHHemN4pCuMRzu7fRigH7urDYC1WKKf6mxeC3vsY22w5NKYTVW7bxIsaqnnLM6w/njRBkGt9VAaCWqNF3w9MgDUApjNXGA/W52TI9yOQOiMPfCZVZ7JaFNH9bUVKa1Rw09tL9lM8UReuNTu3XWnbhiMGujsBOs6WR9eBmjrv6D1Z/AtTGrGD+rbegz2ljJFbnCzu4yHjLjr1baPLljoUyuwWBiTd1s+BvMCV5cQqm7jJQcAOeMj4HukL8ZFMEAXAKMOAD7aFcYjd7owQQAI1wZYy6vbCANsBhRlzrMW52gAoVVdNoDMZK2NgCD/vwS3GuctqlH7jR+1MEC/4GhzvrlA6mYY4BEDYD32Vi9g2d9JYklxq+Hd9YxNUtbnG2ZvNRhdM+JX3kgWNOBpbpTuludlvcqqUCK8KHUl2CFL8XIAUhSO1AoZuMvYPMuS8GtnmDEyJGQNObtELAUreZyc2IZ5TmUWhhDx29nWo9paANBHfAsTMC/wEoLVbbwwMI4f3A3h8f44AzwVAIkBPioAkECPAZ9QgR/pDuOxu90Y3c9jCnR96eEWwOvsP92ePGI5X1bFYMNmhk0tBmgTi+peM0zHSSmswwAbDN2JtsTqGt/WyYpxnkN/8Gs6ALzJ9Q9YGZoCXGoJerN0lV9xUpVB1hJ7ILSiqqqNwSUoGQVK1WZC9cthc8ZmG8NW+NRWWECmbVFZK57/S3nAlPu7gmCFl/oOV5cwwRpG03+WGOixsAzBAjkIKonZgkm6arRbWpym9pCaHCKijp+TpN+k0PjOsahJ+WalEwHavsynGfGMQcvzmKxu4/mBcXzvbgiP9ifwcK/L/OSUAaL8LeTRvjge6o7isbs9GNrPIgEJ4DnEy1kkKuRkMarANMiu/IQAL2FOiRH7gIgNeNWCER5pMKbSFDdcqb563ohaHbOs84slbGRbLtL2rTeYl+vc+XosUl/XGhNtggEGfRigr5hsrlFRKz8rTcIlKJrd1I5CpGPD06FLqLKy4GqUCqJuzuN8YgB3siFEsMRSuK7Oj+H81CCGNudYepabuC+BxFWHZSctvc+Hm/das8KFhTnsIwAAIABJREFUUlC1XgiOX8mlmEVs4/FiA5k2i3hZq3mHAX5fAUDTBsgBUMwzIRDkAPi4LwBSpkm7j5uPaYoKgL7g2YAjpRUxAVe9xo0CYLQGA6zFDG37r83IzMo49xkD9MvYUEtW2aTWumCD/9NbXboAqDJAD2A1yOqc7mrOvH8QswcAlZI6YYUBTh7kMbq+iPdHriNSKWAaW/hg9CbOJgYRKS8jXl1GtKgn68fMPhBle3l71YNcC8SaBT+1fFPMImzMii5UicXPLlbrRa+/LWeABIAvDgbw/c4wHh9IMmansT2VEWrs0A6AMhOE1MM4K3jgdUroDKo5BkhjmuKqvUYRBas6mkakmEKkuGhnc0VTFj3Ct+PzYSl19lkXSEu17YONrGuERZrg1Mi29QCulTHaBoBqp7ZmRft/AwBoU4EbFqfFpF6txSZ+AMhtgFSuP8cArzMbw42FABJYRwIbGN/J4vpCCJ9F+5Gorjh2P4dhiTLoNSvJsCrAaQT3SVI1RW7LRBsjo1QUluOoVYbTCO+nEaapMs/We/ZhfwltVZRt2/lvT1/+HELYwY+GJvH9zhCeHEzi8T6KA6Rg5ygXigUkBwjZAwU4qgyQVODBvYwOgMU0ogcLiB4sImIcnwSP8AGXWsdsBR+LNHs9/CtWu1Wy/bYxxzUB0ASyZlIVo5YyYO1ggPXU6Ea2bXcaYVsZYDvEBoC1PLwmK2y6oGiNNDY/AJSMjdTdrqU43u67hMH1WYzuLuJOPoqB9XncycRxJtyLJFYd0HPUTI0Bcm+y0z9C5hDXkyYqPKtlpDzrbAHb1u3sDK5ezm99IQaoA+ATAy4Astg/Ef9HIMiBTzhHBAA+3BNTADCrqcB+ThmramvZpiYLZKKqwH5hM/42uWavmd9/zBe/FfYXa0BNbkWOQo1u1xhfKgA0QdCvZFUrAOgPHiJzQzoOZEobAVplGUMbC7idjqFvdQYT+xkMb84zuZOPIFQkr+SqW7NOAqEJNG2ufKuqxrLZkW09HU+cGjEZErNK7vA2Mh8vMO0zgl38eGiShcE8KQDwMQJBigk01GHuHeY2wEeZxzjuC4DSCeI5DuG9NW145jk0c37NiOZRrht+U8vUYIBjTVDLfCEAGGsCABvZtp1jfCkA0NaovN0A6F9GW9bwUxmgnM8jVl3BFDaRIKCrFBCrLjNmKH9HS7w8E69QrDpB1EDpJnt2NNzbQ3qS7eslANqcILrwbWzhJCYrihne0bjx2/vycgCMYg8vDwUZAD5FKnC/DoCqU4QDoQuAj9YBQCdURTkWLn7L/Y/Z7/yaEXXcutdUAJxrV9SByuPlrZGipzpFarHS2BEAoApKjayrtW07x/hSq8C1ytb7Al4NAKzJAJWgTbWwAQPEotrQOq+EmiwhJsCDsz7XCeKpbKwVSzikqOP59AnxAKDB/tw2mZJF0rZ6j15TRdQBULxsIiSDvfRaKErGAMBdvDxMABiyMkAnLMaRJgFQY38CBBpkgCpTk/Nyey+ztANMwjauAYDqdXXn+TUyq8/4AmANVlfPaRX7hgEePQCqjYvscjgArBcqIz3Baq0+TyEDLWND6SqlhadIACSGR2KvbSZZH2d+ytQYu+1Sqr3MxgBlTw0CO1VUAKyrrvmoj95YPBcAE0IFfnk4xAGwP+EDgEpYTJMASIDcrIpaFwBbVH0bVoGPDAC9nvm4mcli8Zj7jXu/Ss3jE9fzgXrByu0EQAl+bhtLm3gLntpUYFUV1hig0sPD12PMpq731wkstoSfqGEmWsiJYHsU6BwpL3E1kQU8i4wPB/y86qVfrN09FXFcmv2PzsG3aTqBYWOBz7VsgH4AyBjgSAgPdioMkIDQAUAZB6iEwlBGyD0CQNv5tQMA6waNKwDor9banSqmV7dRAIz65DM34jG+H4TZ9+oV6hVZMw80G6pyPzFAuxfYDXWJGCIbGpme10hNBlgrxYy2dxmgk0rGboJMH8t45tVlX5iIoqGqxCtivmIKgR+tbz2FLF4XAPfw09EwftgZETbABGeAjAm6FWHMElmUN8wqx9ztxcBeBlPg3fXIzMA9tIcHwFoq7WEAsK7Iwgs1nSA6kDXKAN2UvrTV4/21YYANA1fbbHwS3Gzi7e5mgp8fqzPn/cCS7HUMpIoUJKuHprhMTToqKFfRLQzgLSBgfnka6BqmjPGFiaVYAH9B5EtlF/4S87SvRjycfuzQVf0kG8kxFfinIy4APtEvwmCMOEBaRqDnCi2P45G7fejdzWCaASA/P2mjkzbJVsGq2XWHGdcj0paqfTjsDM7zsVGYo40Bxjxs0x9Mm1G57ycWaNppnWtKwesEgK0EK7cLABthgDYA9GOAzLHhowLL7A+W3E9Oi6LSetHCACUA2lJ03AttApu53H5jnBv0RYrWD9d9iSQ7sKt99RlgPXZjd4LUBkBVJOtjQdJsngPgD2/3oGcnhRlSgWV8nsKg2s3U7hUDlAyW3R9LkVY/BqjaDhtlgHFlWtuT/OUAQJYFpHwEtfNslgG2S0wAbKSAqQ0A/b28FqeIMpWVWCQAeoKUBQPktjqzraJ4CNjXw0yDkhfdC4A2tng4sT14/qBb92GxvSCy0klNu1e65stN9qvaL3kdAGQgaIpgff0cCJ8coEDpOB7s6Eb/tgKAErDlC1ADyO5Xca4n3RM5bbiWoT8AMkC1nX/ZBQu/Z6U9AOj3rHrftVbfBz8ATHwRAKja/Y4aAOszQBl64g+A/gyQx1nFDaAjKi1VyliNvgbyxhwODNWGPAr7dHpVNK8Se14QiyrlBUDJrNIe4axLqlS1QJCON+sLgFQY9Ym+BJ8Kh8jjpPYK5scBMM6KJ/zgdg8Gt1KYVQHQZDZtZHL3FACbCJpuBQDj6vWoUypMHUc+780/b/ZnVV3WzLPsu+39AIA2z+89YYBO316dCZLtj9hfPQYYMxmgE4RKyfUc9Dj7I3sC2RO544Mn4LssyvlCyWKUh6X2TtFLs0mP/nA1KzYGKFkgZx8mK3FB0Cr1WIrKAKl2ogaAUw4APt7HgY+AkM+7jhCHAfYn8OCdXgxuLWKW6gEqDLBRkPmqAqCN4asAGG+SAeoA2IrId8D+DNvm6z+7/tvWBEDyAt9rBuja946IAWpd2mrnvsqwlcYAULl5Ip2NC/1W7IlqGXwnNlCJ0j80A7SnNundylortSRfNFvBUzW42XlBHQOzW3bKXVdfBZbG9wRda+ziF6MhPNwZwjNDU3iSqcDE9lyHh+oAebI/hqcH4jg2EGe5wz+824ehrRTmQKFJStaDygJrZGXoOb3GNtq51gAsI7OkHeJkjTQMfCoA6qCjfuDqgWrMOn6dqth1xdsWwf5ct5q+Zy/QawVAsf6eAqAKbA2B3yEB0O3H4V//zgt+dgDkoCVvnPrfFOtrGxWFQ3kmCAUXU2zgkkidU1TgOj12mwFA88FsFfTU7m1+oCgZlQkUNKWmRqokFCcHN+B7RbVrJSheDzv45VgYD3cGcXw4iacI8EjNddRdlfXFGfgxABz0B0DtXHxecB3AVNBzvd6uM8IOjB5D+1EAYEv31MjUUX836K2P1QDa5qR2Yyx3ufuemOdiO45GtlXVenWezu2eA+C9ZIBmeptaiMBToKAeA9TsePI/XEL7dFELLAc4TPm/1RUEDyiAeJkFFmsAqHhh1bzOWhH4pqpqMz6bD0VzL0ttVuF8SW0vqA8bagyUdQD81XgEj3SF8OzwlABAkwG6APhUAwBoOw+THfidi43N6eqp7f/pI1OFOZtuTPzurbks1iQDNFlmK89aLQD0+8jXGqvWtvU+VLTNA0ECJ0NYuIu03VFYilwnQU3Os+W0XmyjrqsBgJptjmV0yPlGANC156nCQU+dV/N43bQzmYamzpsBwSoA6nY7Oc8BkPWy2EnhcnIYlxJDCJcKmMIWegrTOJ8Yx4WpUVY3MErlz2vUZ9OdEbbwA5uoY0mnTHvEeeCNh6nZl7ZRZiAB8NcBanGpAyALdzHVXwaAMQGCtD7hAcBGQd+PAcpCqn6qsS2u8ChUYEeauKa+Hzg2VrPMLdOU/dF+PJmGALCW2l4LhG3b+h2z+mwyBmiN+RMgKMGPpkxYuXpz3t1WW68KK3Dg09FNzfhomAFyr64qnPnpv2X1FrXyilntxF79RErGEt/nAiAVOoiXl5EobeDTiU6MbpMXcg8fT/ZiZHMZn0eG0bc6hSlQVRjFm+wBQz0uz/s19Fveag0+/UGjisP2lCF/tlRPmjGMs7p92NYAkGx8msdX8fw+QQDYz8W0AZIThPXGaPDaqGFMTjMjqsB8IAudphCTojYuUpdr2yjXQVaJLnrFHS9tEW+jpKaKtZrnLVmhoQLHGpTDgmBjAOiCmxl3aB5vXF1u2VY93lofZ64C12KAxfYwQLms1W5tzTJAKTLpvzUGyJsAmQyQ3zhXhZ7BBnrzSdxcmEQcG0hgCx8FuhHYW8eFxDh6l5OYxrLS7csOXlJkCXTzdy0JF1MIian6kvmXVDf3q780euVjGouDgXxp2TICiBoSsYkzni5xVlx2G69MRJkKfFwwQPLwqvIEm8a5DbA/weTYQBJPDEzhh3d7MbhJDJADoHOtJcg4v8W1V4HIADjn/MzzV8BPXa6ud2JEFRBkQOgBUWWZIc6+5fVsulq1JXi5BSYZN8CvVRCs5TzRGaDC6lQGW48BGv9v5FglmD5AZdNV8QNAyarc3hoi1EQpxe6sN+LyTHamiQC4+kLAl2Zlv0OlRacDFqWnURnwkCgHrnaXYi9zrT64yjRuEZf9uWqn879SCgnkMb41j3cHL7JK0CN7WdwuxHEtFcGZxDDOJocxeUBtH3NOTBIf12VfNsblZXzug+RkkvjYPzUm4yR+8zHU/+ssUhyPAhJyDMliaMrUPpISSZpJewz9UgWOcyfIUJIxu6cGE3jSEO75JeBLGDbAXgxsLmo2QOd4WxKLmquub9ATXNtrnPbZb9o736j5QaR5afeMmRkOY3/MHEoFdsZQwMksq2aCl8PgLNfQtq0TKG5x4tRitg+oZdbrA6DSb0KWb2fg5wKgLf7Oxs5k0YJGWSAXCYBuC0CaqgAoVUzWdEYCjU/fAO3rYX6ZnPUGA1SAg4oHUE+LoY0pDG/NIVhcwthuGpHqKvrWpjG+RyBZcKi6zMH1/xLzoGA+VewW5FkV4i7PIVHOC6HKJ/Q7h6TxQiVLGbZsqpLFVDXLp5UskmIfEmCdr7T4n2k0TpbTmC5nMU3/p/GE8NCYQxj4BQAmsYPfBOJ4qHOSMcBjgwlm43tygKYJZ/r0YIKB3tMk9QBQa+KuBGmLde5vuYxv67bSNO1wPstrOEJqb2u3UbnHUX8Mz/FJABRxqvL+tML+EhYW2LIIcNLsrD4M0FmnOi3UY7KMpS1r8Hg5A5QloVoAwJAvAGbriNugqDHgk2M2BoC0jCqC+HWfOhQAKg4HqWIkqzkkqgR0BSSoInRlCUnQlMJhXPVLGtdNm5pt/15bibpPAlECnxySFQI9Ar8skiUJTjTNYrqUwVQpjalSBtMMwLjMiCm9HB6VxCK0nNgejU1gSmCYZOMKzzB78VphfyoA7uI3kwkGgM+qAOhMFc8vmzbCAPX9tOakUMexLXc/GGaFaXVZos52zVwve/C5AoDm/pWUwGaYX8JgUodmgA2E25hT8yNhstLD2ioZA9QBkDsuZINyGwBqxUQtANhYKXpZlqqRdpayjFUa4VKjAKgXMWgdANXlij3JMaKnECc7FnUgc7q/qSE3cjzx5ZKqMFNRuHB1RVdbZaqdNV5KVnTRvMbSjueea70XygFZZwypOilsVRwHA0BikyUOfoxVKgyj+XJTaS8DJAC8awIgqcKuEPMj0GMssAEVuNViCC0x2UOsb4sYgerOdT6CYhDxI5ZGAfCwwgHwQAKg8PoaBUrrAuBBcwDIy9I3xwD52LQf3v7PATgBgOYybv+r3TrPBEArQCieW65OS4DikiilkCymkGDltYweu0WaCnVEjunYAnVvnwmApl1QAqBr1xOFWytLiDKhoqVLjH1yNZqXuZel7hNVm8iuaW5HMw5I3mtBrI8BoFB95e/WAdAFBlLfHQZoAqBQf6U8bQgHQO4EGdhcEABI5gm3kspRxeeZ4FbrY3PUIHgvGGDsHks9AGyHuAyQOUHcUlSmuBVWBCOTYKf0oW2GATYnEoA5u3MASHGDa25/xfhvK2VlA8DGxAhzUAGD5QDzvGBVaqmWTYn5glWymCyvoKd4gL7yPvrKW+grb6OvtIn+0gb6S+voLa2ht7SK3tI6+tgyvry/tIm+0hb6iusMQKeECi1T19QXQM5LxsdVYPn7MACoggYxwG38NhjHQ3cn8OxwEs9IlqcwPps8MxjDk4NTePBOH/o3FjEPysChcXOHKojaKgi2uv5+k7gFfL4I8QPAdokCgMTkuKNBFiR1ipPaMjAk4DXYY7cdAEh2PbW0lC2trF6qWbSJ2nxe4LIEx0px7Ht6hZi2PfjKODTmFPIY2MnhF8MB/GwsiJ+NjeOno2P40cgoXhoe4TI0jBeZjODFoVH8aJjWjeLHI+N4cWgMv5wYRbC8ghliiBIADZuXtPG5DDDdZgDk9kwdABMM2J4Zqi3HxFQCYB8DwGXGjqnAAoXX3GsANNMCZWrglw0AE8ZH8H45hnYfk4cB8rAUhf15+m58cQzQAUAZYOoXDOzD/lphgHErA6SL51VvtFJZQhpRj5pigGI6jSX0beVw7HYvnuqexDN9ETzdE8LTNO2L4CkmYSZP9gbxRN8EniLpD+DYwCQe7R7F8329CJaWMcsAUKRbqVVfFC+vBLyjYYBUyn4HvwslNAD0Y3xSjgmQfGqIVOB+9K3rAEig3qoN7DAAWGv9l0Xi9xkDPKpjMgDQG3hsBcC2qrX+682QGQ0AW6yqYmOMtbaTACgZYD0AVG186nr5EppGanVd3Rgz8V86nhkU0Le1jKfujuNYXwLHBwk0Ejg2xENFSJ6S06E4nh6O45nhGJ6h6Qj12wjjhYEBhBgALrnVW+RxKsetA2BrDNAEABsA/p4AsFNlgHGH5bF5sUyV4+zcphkA9q4v+AOgGtunXu9mjl06GcpffQBMfIVFfWctAMiDjmXw8VEAoAyB0cJqPKIHS9cCwGZKwWv/q9M5SvOIKhH8jmHdA4B6EUb5oksDtbNti0Z55wvIGCAB4BqeuBvG0/1TOD4YxXHBiAg0jg1G8fSAK8c01hTHEwwABxEuFjBXof7FCgAqTFNXgSX4pZsCQD8WzA32dL2ymMI2/hBO4pGuSTw7QjZAOl7J+gjs3GM/Ppxg8gybCgDsHECPDwDq+a/uvfBM6zgw3GP2344BYFVXhb8BwMwXDnp+z6SVATI74H3GAHkXNx0AW2GBfiBYSwX2igJsHgaob8cuuMI6WgU/LwAuo397HU92BXFsMInjQ1EcH4oxRsTYkQA7BoCDUYdJ0TICjyf7o4wBhovLmGcxjIoN0GAsJgOcagMD1JYLJwgB4KPdQTw3KgBQs/lxhsvOjYGfYIDDcRwbnsYjPgCYaCcDPMzH6xsGiC8a9BpjgOw3D2vxbTzURgBUS1Nxkc2JLJVfFRtfqyqwxxFiCUxu3B7ngqGTH8xyiCWz4WAxVVGzJtoHgH3b63iiM8Di4Y4PRRgIPiPkOKm7NM/AL4qnhTw1FMGxYXIcRPDsQD9CxRXMYYmHzCjH576wnNGw4OoGANDv/GwAwLNRiE0SA9zCq5EkHuuawPOjdD5RAwC5ukvAd8wAwGeGZ/Do3SF0rVEc4LIIg5FMVfdcyzAeeU/cKc+0qenAUFRg5xqI/1KGTLKGkf4bAMzcvwDIwE/G91FM4AFlXMgUOaPPxhEAoLcOHy80auu6pnp5a8Xw+YkfADZ7AWXDanrgeY4tqeiiEToLieHqML0kPH0sewQAuKYB4DODHASPD3MhADw2GMGxoQieGhYiAXAgguMD/ZgsrmC2BgAmmwBAJw7N0k5T85IKsKB5tp4yVrCBP0Y5AL44msCzEsA1cYGQM12uAh8fmsHjd4fQuU4l8QUAKsfIVHdF6PinK4oIIOQAKNXXjAUA+cfPMQc4Y2VZmiDtzzEbtBoHaGoNNsb6jaCtAKhmgjgFDsyUtyNkgLK8VD0G6NbLszsqDsMA5QWpJ87DLQOT2QtfYMJK8DNVklLjeGNuDoCCYRhGdIdB2l4Uy4ugqqdUYqt/ZxVPdo2zgGCX/ZGjg9RcqfJKBhjB08OcAT4zEsNTZDNkALjcPgaonp963Ir9U3US8HkBJNjEa7EpBoAvEACSOj9sk4QhcTw3zAHwrsoAnWMULFwTDlhOyiBNLWX9Zal/536YIUE2AGyCAfvZRh3tQrVXNijWdLxvGChqM0BTVAZIYHWEoS16VWaVAYqwkwaATAVAbotLtcQA1QfGxr4cpqP0tE1UCogVlxHazyFW5UASrRQwvpNCYGeR5erKAgIS9LSHXmVJfg+7kbTPALC6hKHdNRzrHsHTZAMktVB6RqWTgHlOhT2QsUAXAJ8kdtjfh8DBkg6AHkeNFwAdJuXJBdaBk7FH47py9idEgGGyTO0st/B6nAPg8yNcBSbAe3YkLkTOJzU5PpLA8yOzeOTuEG6vSRugC4ASpFRR2aCb2ieP3xDLc+DYQ1UAlCqwDwOsbVLxYYaWqADtWdEa1tuBVnO+fWOHxFceACX42YpKespEKbGDDQOgmPL9ZTGNNZwLD+B8tB8zWMc01tFbSOJMeAAjG4uIlxQANKqs+Ko6fi+CMoYLgMMs1EUDwCEVAIX317EDRhhDJAZ4rK8XEwd5RwWW5+UEDhNYMBATbInUSQNMalWDcVRIv9AfcS4EgLMMAKfxaDfZABMaALrszx8AH74ziNur8x4AtAMepS4aQmDuc+0lqDlef8cjroMrZ4AtqGW29LUaDM8m2nOlldPyZ6CJr6nEv+4M0CbNAiDflgqirqEzFcOF6AADv2lsoG95GqfDfRhcm0eCUs0qOYcBqjeBiVF7z3PMlmW07VQlj2EGgGOMAZI9zImTEyEizGHggGLUUZOJTTHPcF8vxg9ymK0WhPPGW5FYFvQkgLAxJ1+2I5vG11jPPOZ0LgoAPsKcIATgMRwnxiemLhh65bmRGTx0exAdq3NCBRa2OvU4qWDFwSITtqzIhZ2XAMBax6kFt7P8bxpTiMwHP0x9RHm9nArV+kfbtswpsCqm7vNhhGS1mA+c+IrK1wYAawGZFLXwYiNfb3cbzpRmsY7x9TRjgFNYxyQ5isrLmNwv4Ey4GyNr05hFgTMERe2TD6qn4rK1zLrBYIuLDABH9jbwTM84jg1NOQB4jOLiRhJ4eoRPyWNKDgMGJCRDUTxPwEFg2d+Hsf0cZqiRk1qKXM23FhWSqeKNCiZSWJykWp3GqJhM89rLbbz4NN5MOYs5bOGN+Ax+2DWO58YSeI4ATwXB4RhXjQ3nCDl7nh2Zxg/vDOLG6ixmscKcUNK2aDtmAi0NyAUQ+jnUzOtvfgw4iLrNtr1xo+pYFiBTimXUEk8pfuUDpVW8Yf2pVdaoxHXeBwCUuA9EXouvPADWYoFy3ty2FnDy7VQGuIqb0+P4ZKwD4YMcbmeDGFyfwa1UENdmRxE5oEKknAFyj6puF7M95PUYFWOA1SUGgMd7JQAKW58AQD7lISPMaypA5NmhKF4gVXIwjuMEgIwBEmtSq8FIluvawZyQD0OtVD8c7vGq104PKdGFVElyIOQZAL41NYeHeibw3FgSzw/H8JzG/DgASu+wdPLQ9LmRaTzIAHAGcwoAep0ftWyAPpWhLc8Cc2wZ42n20BqefvcZ81Fvm3iJzXAdf7k36YCJLyMDtGVh8Bp/RwSAzljtAEA3hk/9ensBUPekcmO/Pi9BrubFU0M+HFtNDqHdNEJ7tB9yJJAtbQmTuwvsN6Ws0X85AOqhFR7AbbBQpgOA+y4ASsfHMWJ/IlZOAuCzw3EGKM8LACQG+CwFREsAJNCQ5+/zMnGPKa8wrXpTk3VfTvsLK2W6ksOMAMC3CQC7CQATLgAKJ4gdADkDJAB86O4Qbq7OYg6rdQHQA4i11gkQV4U+ZOo2rFJ2jWuhXRfFCWR95hR7YzMl8f2eFaeIRpsKQsSPuLTYkYknWoFPrQww1CIDrJclopXS9wBgrnkAdIKYjXaRNgB0bqC9gmxdADTi3Zy0KnpJqnkWlpKsLiFRyTPP7yzymKnm3Zg3cQwaABrFErTlNdRGOr9pBoDrHgB8xlF/4xoAvjASxwsaAMYNAHTL7kvHhyoSAO0AYRNvShhVzp4Cl6SY0jVSAfCHKgBK1joSswKglOdGp/Fw5zBurs1iHmuuCqx4rFsRh9UZlZd1Bpj1OEHMD65z3+X11eILFaCr1e+3BsA54zgfUW+UQbskUf7yg6D7HluaIrXKACX41SqFL8dyltVkgN7+t5rIgGjVDqIYkGsBoNUGWAcA1YtmplXxB5FK0ueZ8JeCMxDHm2rYAO2evMbUMNofMctRxgAncGxICYNxHCCuSADkDDDG5lmcXX8fd4JghdUX1LIfjH36sSQ/L7AD/Mq4dgaYxUw5JwBwHg/3BJgK/JzKAJmzQ4TBCDsm+y1A8cXRKTzcOYQba7NYIAAU96cWs2tIlDhHN5/YGFepku2GBLnec3n/3OuhfgSNsdVnRRG/Z8PT49e8F+X2S/zLqk77MUCzJSarDt2iCixBLmIRBxzFWHK5fye0+n1u66WxNQKAtrI79S6g+YDa0q3U+DInXEI0JJqqBbSOSqx/1c2QB2KAgYMtvNQfwLNDCbxE4SAsKJgDBgcNPmXLZBwd85ry4gLP9HEnCNkACTTkC2oLHG4aPJRz9RdSHTMCAHfw9tQCHu4J4vnxaTzPwlviTKQtUDpEnmWZLrQuiRdIRqfwSNcwrq/OYZ7YrAxVOSwAmmlz5rxVnfZLvZPXQrku6nhiOm0RM4IJK+AEAAAgAElEQVTA/cgo/1XmG1HFm5Wk5/n8igCg2RCdl8c/HAB683s52EkA5L16ZfNxyebM1DcJgqkGALAemOhAZ922wQvoplfJhkNqoVAD8GwBs+Jl8C2cqXUy86aVyVi96UoeweI2ftQfwHODcfx4LImXGGAIlVEIzdMyGTJCIPgcCzOJ45n+fozuZZkXmLEmUllFVoMM7uXiBvs2LM4LnPURmZFBAJjBPHbx7vQiA8AXxqYFsMVZVogLgO458fi/KQZ+HABHcX2VAqHpXHgKonPNDyvq9fBcG1eYTdR5JhRR7r08d2ccYzpTyWJWTJ15malS1YV/QLzH6jjb2i2VLzEA+qnAZjP0djBACXguy7MDIM+d5UB3OAZIJ3jvGKBZGFQtDyVF7aHhZCM4AOj9sjIQ9DAIC7Okc6HQEQmAfeN4bjCG/7+9M/Fy40jutP5kr3fG49HMaESKosRTJHXMaA7bu961Pfbu211LmlNDSiRFNtknjm6gcd93382ru4HYF5EZmZFZWQX0wWP8/PrFKwBdAKoKVV/94sjIcwRApZpIJQm1RyUlWkmh/WSpAD9aKCQA0FcVUxRgSM1EFI9vCgLqPW1owFP4h0rLASDuCwOQVK1JiKBrXPAU4JIG4CgCwFehAC0Ak/7vHRvvmPHNoKqX8rEaTukavkbrjYXJ3+5MrWtHuvxHUoDU9fm1AbCbAMD2iQD4Mg5WXGdke4LHuD3sFvFFoe/QPC+vzQYqBagUowJnkiFQ8YJKHezCubkV+PHjHLy7hG6wjvWR6lPuI5a8YPJDPS9QkfE7MwHwDJRTnFJiNSTG3zbhKfxjpe0CUCtA5Q4riwBwcTYAvqx9kZ8fFypg0E9Tjyoe2oUqllcdaQWolyEVTevqddji1j2dddyxzjPGAJWgeA3A9CAXjmW+AQB0XeA3A4C+RI4oRQeAqOzY3W3HmlKAbXOXV51HXMNyEQXLKdlJ/Xl4saQP9+D84zQlNM4xAHXJC0FPL3+qAUgwQQAu+gAcvRYAcgMCPK5NeAL/s9KGv8IYoFSA0hZtSQwmfcIKkF3g9isDoP2O8PdItRs8FuaYWNeX4ccu8FQACneZP+/srEOfyQpw5oyxCOO8SgBOu4ZdF/g1ADCaBHmDFOCUu0ecAkwMjBu3KKwA2WZNNuDnYf1c5mgfzs+nKSuKCvCnPjC0WWVoAfiTxSK8/XCOAFijJEhbBdVfEQAZCpx4acI+/FO1DX99Pw0/xUJova2+2eYIah9UDLAIf3VvAX6vxwJzqcrrVYBet5kZrKxhVjNqDl1aBcMQmAiUHjQrHljP5vfqmOVxQfSfClACUEycxG3v32QA+nE9G9/Tjx0A9qB4hCUwUaPXD/s04qE0HkD5KMbGyWY+DxssYBb4aB/OzaeoLu6nyzZp8NMYk/9DaLz94BEsPO2RasJaSnZL2W17adDQNwELjR60YBf+udqE791LwU+X1La+s1SCd5aKjhEIEeZ6H+i1pQL8l/uP4PebWAazSb+jDDe8bPUXVXoMjeS4muxJiM8ReAi/+qF0Z22z1pmSIJ6qPLM46FEgcTPlWLxOAMqKjdD1+9oUYHQkyJsPwEh8T04QfmgBqAClQFik58roMUJLA5DWGwfsKN4iABxLAOYtABc05HCp3V71ujILxCgA3WD9S1aA8rsOUQHuwL9UG/A391ZIzRoA6iwv1vrhcwIfxzcXi7QfGNP86/uP4A+bWAitAPgqFaD8DpvY8NTdDIoQX68ddqB+qJMf/DkUMvHixgKAvjKUEDzr/S/NkGR5kwAYEi6vF4DG/oIB6DXbVPE5PDkYfKocAuFYNApwGgAHxwPgJA6AIZNKUEEDgfL2w0cw/wRLUIa6K8vswJimLKYF/l0AdqFFAGzC9++twLnlot3WJd5efoyvK5BT4gdd/+UC/PV3FoCyWDm0P8fZv7j1Q5+p3FgVnqDfjJQ9NsIYQIHmKHFt3bMCFdHz+/B8cRWgHEJHPRpjYosMTQXa0yu/Umw2+80HoC9cogDkIugAAB2XVYziOCsFuOoB0O/R509YlDspAKdkhOImzYkDYKjgGQGHbq5aWtcOYVUKATDOxuHHWPc3iwKMc3/fxTIZx8oEwMf7WILCLjBfOG4RbhAAU+JMx7mY8GJvwy4pQALgCm5fAd5dXId3l9AYdvp18dq55QK8u7xOAPz9RjwAZWzOZjbP0HjfCQ4DKMA2FOEJFOEZrMNTWBOWg6eQp+UTx/J6uUbLHShPhk6yiI3rRk28dsox5mNwmmGBRVHPmHQDcQDI2WJzbSXD8KQCxjSSiHxfNHkZAaAshE4HFKA/hO1UhdCixb4fA4xTdz78nGkuZwTgtIxQpPBYZ7p47odY07V+2O4Kh6ax61uZbEDxaASFQxW7IwjKGGCSJcQFUUlIBZh2AKhc3XcXNeAWhRmYFChbjIaF0xaAIzp+Ptx8N8pVeC4g4y68eDAqtaQ+q+8AkFQdwdx12ZVJBVgktXhOA/B3owoNhfMB6NoxVc+smVK9T3jOYIegh0824De1Evxbuwb/2CzD3zdLxv6uUYS/a5SC9g/NMnxezcM/t0tQgZGZTiHU+SWUVZ52I3pVACx615Idrjd95Nax4ScHDDjfZ8EYqwAj3WB8BSjmBjHzh0wBYOL/dRmMzAIH5+SV/eliFGD+BAowUc1xPZ9Wf+axZ3xQ8WDWYQAP+0X4av2xgiAMYfVFH/7UzMLvyouwvIM96hBceLdG5caxwWgMCGdHi2SHQ+sddqAy6cHq0T68N49lMDk4v4ywK8C5RYSbtKI2+9p7uKQY4GN4vN+l4WNy6Ng0BchFsWjHVYARGOGUAUcDcoH/tdGC799PU1G3dHHDptThObSVAvxXBOCgDC3YCo4Dlt9bOaYlKT///8WDJiVivuw34Qd//gbefbQMb88twd/OLcEPtf3g4SI9f3sO/7eil/rx4yX43v17cGX5ETV3dYbCcWcd0ZRhKsDFSKSzdIHLMyhA91pSguJMFSB3cdJqL/p9UfBFAKhmgRPGw+AQgtgVhmE4BYCzNENAWzvoODPBIeDWDpqOTQOg7ZHHvfNmB+C0AmPz48YNKdJTOdJk3ocIjwHc71TgN0v3oTzB9vLbcKebh983c/Bwow5/KM9DG7boBzEZv5g7cXA2sZiOJriNa0f78MFClmr9LixbyL23XBSGwCvC+2QluLBU1FaCtx/Mw6N9TIJsqq7GPLzvwBo3EZWlPHL2s7gLhbslT1MVhcMeKWUE4P9qtuF732Xg3HJJu7fFgOHr646dXynC9797DL/tF6GNridP3MSdn70OL2rfWp61p9uLFhRf6PXxN/A/D4/hiwaFFH437MLb3y7ABdwXjGkKo+fo5ocsVYC3Hy3BzdQS/S6kpvB4i85ArHhm6nZj6lCTlXn5mMmexHX4xsg1iXTd6WkECOT+dXV6AKoOPf73RUNYsylAnhdYdIY5KwXIAMQi6LweCrd2qKDHMJwFgCdVgHFJDT5oJp4TG+hVbk7RALAP5cMn8NX6EhTH2NZpB2531+CPrTws7XbhD6VHFoDyBwq4JKqluucmhKCBF9xRRwNwNQpAYeq5BuCygt/7DMCHEoDiIsE6Qz5hAyCj7sncKl9AUprvOvn7a0BJwf+hAeD3NQDRTb+wUorYeyuFiF1IFeF7DgCt+mFziohp/3zTNXUJxsfFKD75fvo/Hq8GNGEEvxv04G+/mYf3VxTMMUTh2zsrnuHrKwX44dwifLS8SO48Kn0bAxSt1BI69ITc3nA8tPNSFaBc3/nd+f9yiN0sAHRifG5zEAYghyO4ya0fxw8oQJHx9fsCBgB4ouaonEzxFKCaAvMYLrDo/sIAjCjAhGFsajIb98RJAmB0OJDIrB22qVarCUNY3q7Bb5a+htSzBjzcWoe57Qp8UVmAPzZWYHGrBDXdEt98rjxpZD854/rynU1DO3BC43tz4yfw4eIaZXoJDo7yc+395ZIw9fxHDxYIgFQ7RwpVu4jyohfHIhQXM3d637SLO11RYNx0SDHA/93swN88yML5lQqcX1bAez9VhvdTJWFFeD9V0MsivL9ShIvpklKAvRJ0NABxm9XoiB5ZbZJs9XEPGmO1lCbX4c+Sn8eNC9TrCMEmtGEDfjfoawCW4V2EnW8rASAKAN5YWYImbFO/RH9UhvoNThZ+OCslWD6GWvQBGLqenOt2GvwiMf6oAox1+yMA5Bb4AYtTgNPcXMe8DLIPwLjGB34SxO3/ZxufqrkPLAD9Ac8MPg6IlmZxFUQtnN/WSUpsrNWqjXuQfVaHxZ0CrB20IfO8QfuGSjrzDCfqHtr3OAFzeyIzSNRQI/dOGG5PpWKAufFTuLykWtxfSJUoDki2UnKMAXhxpayX6vGPHy7AHANQJ0Hwc/kir+gpPaddWCdWExRmGFDCiAH4g4er8F6qAu8hqLXqQ8i9v1Igu2CsqJfr8H5au8C9knGBGYC1SReqZp+6EavhctKF+rgLjaOomXG5ZNykQAHPAJAbF1AGvQUd2ITfD/rww28XDADR5ZXGEGTl944AIMYMb6aWLQBlBxmnm44KSUSObUyW/lWBrzwNgP71xNfotGF2/P9AqCisAOOvdWaCUYDZ164AZyiD8RSgPQBRBeirQKkAYy9K/T+p1OyIBR7Ha0+4qi5Yxe7PqPKou/EEoYHLIVQpi4dBfk/9cb2YX44hIeMrLO/Ewos6P3kCV1bW4J35HLmB5zHeh4qPXEUEXwCACL9UGT5IVeHHcwjAjqMAcfsJGgRA/D7MaqvkzZmMDjEXIe8v1sihAtyB/9PqwtsPVuHiSoViZ1bxhQxV4DrZRQTgA3SBGYAMKQ1AVm0EO0/J4XKCIOxB/SiqAJXCU3BT0LTKUn22HJNrAfin4QB+dHeRFCzelM6tlISpWCCpQP3YKEEC4DJ8TADcgdqk7507fPz0zYnHIMckacx5+wqLwssBAJpwhFdLaAA4Y7wvLpEp90tey3HGn5cIQANBztx6GdyZjeN+wqYpwKTCZ/b7GX5GMXlFzKEsr5XgtiKfB5Yb02MwJQDNujw+U3TgMBlBoRCsYnDHdEaM19NKwqgT2RZp7H82ArAL+ckeXE1hDHAVLqZYEaFqKkdiZ9KNRABeTFfgx3PzMLfXopiVdIEJDhIUDETel6Ssqed6+mb2VX8OlsAUjwYErn9vd+FHD7LwYaqiXPVUGS6k0UpwIVOipQ8/BuAPHs7DVxQD3NLDyizceH8QWL7ra0EW3l5WeKbZQASA7roIwDZswu3BAH58dxHeQ2VOscqSY3hjoljnStEagjJVhB89WoFPUhgD3CMA8nGtxLS/cp5rq+olA+ZVKr+yvGbMjV5cc2LIIJf5TC8zssu4rjW8z04IR1zj8prnz7MATEpcILQCEJvV/MyvbYF/egCaoLAX/4uOAbTqj8deyqW6s+sTRx9MB4C8rv6fOdj4WMOK1YHzOl8wEm4R43WFm2ViS/g/uZ5ap4b7PdmF66lVePdxFj5Ir2sXEQGBbqNSe7hUALTqCWNmF9Nl+MmjRzC3V4cmoArTSRrj3nUdYwCafY0xCUD3MwRMjOFx7dPcyRi7+/dOD37yMAtX0lVSqxdTCnrvZYpk+BhfU/uxbkD4QaYIP5hbIAC2GIBCycptiEJQr6PVomMCgNLU76E/y7zPBeAdDcBzaYQb/jYcy8Sl+k1URhvBh49V+IIB+GlqEeqwbwBYPWrrcwlDL8LGYunZ6wZgSfZ8lCNFzOgVDv90ZjNx7fqmrjdW4/Za9q91Zww2TYoUcnE9BcgAO4kC9AFoFSAuzxKA4UHQbo2fV8wp7g5OrEcfTBeAVgGaA60vBl8BRdSeANpUE73gkhQjA/Cj1Bq8u7AKH6QLcDFVgIsruCyaOB+5vQwNraAUACtTAWgD/tYljoe47WQcVUgCgN76VCg+HkAXtuGLTg/emVsVACyS4Xa/Rwqw6AFw3QLwYQCArAD1Y4IVq0EvkeGoQrEMbXPS/jkAvLcE59IlA0CM03JiRylzjmVyhrsUC8CKBuDsCjAKwEhMcJwEr7NRgKrsy+96IxVgFJBBmzLGuhJQgMo7c9dzFSBNiuQB8NC17CFCDwFml7OYgp587AIwRxMfxc/+lkuYBtMHoDOETQ+DiXZsCaTyhRyXbcj5hI8A0LiIM8JKuE0mTiRVX+LzBMjgoHkC4B7cyOTg/GIOLqUL8EEKrQgfpErwIS0x1lchlxchQq4kQjBTgvezFXhn/jHM7SYoQAcaOn42o7nqyCYb3PXwu9Q45x5swlfdLrwzhwqwQvugQI2GEEQFWDDPL9JjZR9kSgRALoNxFKDz3XZbXKUXdY0tDOP2WxyXGAD+5N4SnM+U4DwqVQKgVIF+fFO7xlMAOJPRjRknnPfjbV68cCyB4sLFAix+2OOr7LSTrDSjUwlwqEIqQLf7jvofFUJbACa4wGI53eW1SzY38aHdYN0QFcHmDHHzh73JpAgVDItJvJ1hbPZxXAbIDQKrH125wMcD4OywYpfJdaPcrGLoebIxAG9m8gTADw0AS/BBuqRAmFYQVDG/EnyQKRv7MFuFn87Pw0MNQJpoiXvSRYDHj7sBi4ud+XHE6P8VmNQ45z6WjvS68FMCYAk+RKNtxe0uCvNeSxfhUrasFGCvQK60BaD9bgVzb1v85RTjz+AbA3+uBWAnAkBUrudRqRqlh+pPKkBlCEGsaVQATBkA1gUAZzZSf1oBigyyE0sTHk05BBWxnjz/k7rOvFkAdMNY0W1XEHwrS0XPbVg9tEtpWSpUVrO28XIWw5IQ9dgqQew6TEvxHIHG5SzSVMmLNi8D7CjA4NwZsw39OakCdFWeDOoLCS7bm5+1AiRVhoPi9+CWBuDldBE+TBXgUqoIl/AxmQZJugSXMmVjCJZLBMAF+G5bFe6iAuSkjlR+/kXvmoidRf4Xiql5/9OfgQDsOQAsk4LF7UbYyf2whvBTy0vZCvztw2X4sleEDux4MUCrAiPfHacIY7Y56AILF1rd8NoEwG8GA3j33jJcyFRU2MEYxzFdBXghpUD4XqoMP36UgY/TC9CAXahjRYEX15pNAXJLLXtuRjLGY31eipgsh3eMAjz6y1aAKgwQMlaAh00gO9BLz7KHTT1Swy5nMTuiw5p8nnOeR91ggqenAiOTiMvSFj/hEZPuN0WSh7MDcHp2yotN6O/hhIAFoA281yYd72Lj59OLdpXyaEMJ9uDT7Dq8t5iHq+kSXE6tw+VUAa4gCBGAGh6XMiW4kq3A5awGIL1WhXfnl+HeVhNasEnHrIYjW7Ah51FP18H1Yozr5LBURG17fdyB+mRG43Wx9o4C/L0oAGn7UeWhElSmHqvXzXMCYBV+OJeGL7sV6MAejS9WxwgBpaGASzzG42Nuqzb1++jPCCRUGIL4WyMA7w6HcP5+Gi5maqTAJbgZ3hiWQGVOANR1jujqvzO/BrfSmAXeNmONjfueYAx6+g0PVWfpGnoLDLlIAqWjG7CqHoT4Hn6fStzZGen4xm9jt2cLwNIZAtAmKflxNDnEtb1vZQ9aQHYolp6t8TC1wIiNOHOHtNl5f/2lGuMYmNzcU4D+ZOeR4mavRZVf+e4XZc4CQG4vnmxcge5nq3heB6sKZe1YvAIMF+xG1IcG4GerRbiwmIcrGQRgAa6ki2QKgGqJAJQK8BLCMluFc/PLcHerRYkDHMbFJz8BEC+kwMgIZVw4LAE4/QJ1FZcFYO2o57nAAoDp6YYu8I8fp+G33TJ0YVeVwHDsDy9yqeSmKb6pkIkC0CpCVeaDpTj3hxtw4X4GPmAAUkxWGT92FKAu7MaY5rsLeQ3ALXNOKbjFqz76HwFeAVA1VmW4KRCiW2xnnFMgYAAyKPkcYI+FAVg6iTg4hsnPOwsASgXI4QA/OUQKEKE2i50OgNrFlQkO/RzHlRZx7CiON9VmxpoyIIMADI/vlcNgGHj+MugCO7V91h2IhZB0G/TzmrEe1I76ZK4LfBwAhmvSTO0abjfsw8/WSnBhMQdXJQBR8RH0tEIy8CvB5UwZrmTLcGW1Cufnl+FbDcDKsQDYOxUA60EAjgiA7z5ehasa0rT9s1i2DD96tAxfdQoOABkaBAVSfSeDX30KAG25jQJgRwIwW6eSI9+F/0AYq0A0jGu6AOzOCMBuBICsAH0AKjdZArAbBWAgLs43dPt6TH3rcaoezkIB6u9zM/ZCAYoEEh0DUdT+1sxAcwxd3FaCCxxuamDdWQlABT9cqo4kaqkaHfDylAAUY1qj4yr1CRYX0wskKmxsRZa+cDwFD+wAKtTbz8ZvQgBUj+WJLC8stwYvGpDvQAWewM9zZQKgVIBXNQQvGyvDlUxZPc6WDADfW1ghAGLmFPeJgEYAtNaYYhJmCApp5G7K17RSIfMAOIAN+H2/B+fm1+BqpqJUa1bHK6VlfVPr/WhuGb5sr0MP9miUBI3s8OHMEPS2M8lmAWBIAX4nAPhB2sZeeX/4MSV6CIR6mSklAFBkss25YRVuRAHSbygBKOODrgKk9WhddRO3QsCtczVlYqY+NVAPKkA5a0z75ABU1zDvm19nal1gvsa4nEi951gK0JiGH0Iw3nwF6I/tdRUgLgt+t5EYBVg4JgDl2F53qJA6gHJUh68AwwkPm91lsOGwt+IEOysPoDgZUVPMKmxQmUdo/CjFk/juPQ12ASCiC1yBffh5jhVgES6n1+FKpkhqkACIoBNmALhahqtrEoA7dOE0xn3TFICtHjNETCpBio/pxEyi+YARMcABbMIfBwM4P5+DawTAsopZevZhNqoA8fWfPE7Bl22lAH0ATt0ubQxtA+7IOslKXQGwSwrwwWgTLuColmwNPkyX4TIqWmGOCqT90CoxBoBJ6s9YUAHiYw7FRLPENQYkxwyFAgzVoJpi/DNSgBKAJzLtxRmX3b9W2d13TKtDLISeRfkF/3fQ1NnbKWaaFggAivifcYETGhQ4y0DWN9LhRXd1sQcgJhMrftAgAIPxuJ6YurBNd2Qcz7q8U6MxraXJBlQmm7D6tA3pvToUD9R7DCiNCtQKUIAwrmtJCIr1SRvKsAuf57G91Rpcy2LsLw9XMwV6fBWfZ4twmUzBkI2ASABMwTebzSgAJz1oTvrQmKjn01xhlSiYQVEFIImfgcDCJMgfB0M4v5CDa9mqStqsluHSKi6lla2xAlzFmkaMARahCzvWBRYBcXmjiVV7QrGGgB1NVskbk3peHrehBRvwYHMTzs9lyD3HG48KS7ASZ1PqXIUqdGY7U4JzAoAEB1ZvIdc3JgliFaC6gVl4R2OHNQ4T6HXVGOiwgnOGawrPxrmmZAgpYAo+4dKVE5lwgX2LuzGzYpwZgD7YGIBJLa7dpqVujzsGILu/od5xppBZLkWjw8g0lYcuAK0Ulyn+gFsbudv5WVuZfe2Jkwrvun24283CN6003G1noQ67UDwYwb/n7sPSVgUqhwM7jjYYB7R3qBAAuUatcuRafdKCMuzA5/kCvL+8CtfXCnA1k4frmQJ8lEUIFuBqtgCXswW4soqqz8LDusAKgB0PgLEWcZG1yppRYdHxEllIdrUwa9uBDfgDZk4XcnB9tWaz1hrarABxP66uVeAKmoYgvvbOfAp+23UVoHKJWPWELvp4Bahild62czY5IUZbPMKx1UMC4DkCoApDkAInq9C+KVWuX9exWgJgtgTnF9fhFtUBbtHvoq6HcL1fCGoSgKiwOVQRl0mucziC1le/qcqay/pPOS7adr+JdMbxPaVgHNFPWpzSTOcf7/oxN2j/RqfrKsfHBKDp1OIBcCYFKNzfaQAMKUAzB4c+GSQobbfiKACNqyoyQzL2YAqVpQVidib+QqBQIGhCHwrPWvDb4hxUjnbgq+IjKB9tQ22yC3+sLsD97ioUn+NBx5hg1KVl+JWFNA/FR3xoYwPO2rgZBOC1TAGuZ4pKBa4W4fIqA5BhoZZXV6twYWHFA6DugSdcIdd6AWOouXCLGAfeD1tk9n8dA8A/+gD0FOAlhDe572p/COpazSIAv+pgDNAFYPmwRWaHkoW3L+QCM7D5Peo3Up8VbpqK5x62xB/Ag80NF4Ba9V3JVOAymVaGVJrEhd9FWh+b2DIA8RxQ57U6brQ/R9F9MjdRncxgM30NTYzQvxF0bTxWlznJsIbN+jMAo16UCTdQPNcmVEL2shQgbYuJx/K1GgiD8DHQxyomBshJjigAQwpQ9eibogS5jZVe1wWgO1Ij0kWYe+AdeR15YybmcQDI2SDHreV+d36w1maHkgCo1FCX3MTiizZ8sf4A1p4O4E/1Zci9wDggxgC34UEvD98109AlV0a6vy4AZWyCTzJTRB1jNVaA6wKA2TypPgU/Db41BQoFQWuooi4sxgFQQ1BeSMKdkjZT7E/X3jVInShraCOFEwAgAhpV3mXP1L54RgBMUxIEXWAGoCrnkIppOgB9l5gvFrXk97sdR6y6R1ixAmQA4g2HFSACG937qklKyWQVgTBbJgB+LAFIdWsSwuwxhLPBvnKnUAYpok5yRv4omtmXdZ/1mNExsj7Ult6ETQLQhqFOYva6lQA0ReseABXEPWUfdoGbIsmhC5oRdnpJRuscH4COYjxSjU2LXhv1OABSTO9QBzBxqc20bvfnzHAyWaIcgOU6Fa2KsbzypI5Ie3dIlSoUxoOr5tT9bpCDr+vLsLxTh/STJqzsNuDRqAj3O6uQf9KmkRZukwE9jEy4wG5wfbqpGOAO/KpYhg9W1uDa6roBIJkG4NU1VExRAF7LWQBGkyB9zzgp4r+OF9bsGdXmuAvNI70cd+hx3QHgyADwGgMwp91dvcTkTcRyNXh3MRMF4NS412yJETcGyK5WP2A9HQMcqRjgo6xSr9pNx8cYekAIcixWxmURlAqA6x4Au1CexMcA7bBEBUAHSBqA+PsFs/XjeAVoS534dT0GWo75FgBUrrdOwOiialNcrZe2LtZt9VISqfgAACAASURBVGbrE2c1mYiUAOQmGL1kAOoQTIwLrCCY6Nrq/59IASbMd5GkAMsxCjA4W5eR4d7SGdbktaySS9FQ0y+i5UJgPJB04hHgBjS3RnUyhBomQo6GUD7sEyBlxtB+Hpcv+MHs3tQiYvxxG5M2VGEX/r5UhQ9X8nB9FRMfBbiGcNN2Vbu+CoKuWQA2IgqwOfGMATiZ3SKfYT6r6xm6qjgUbgRfj0bwngAgwu2KZyEAXsvX4NxSlrLAPT16wmaow3V9x7EGYNdsnDtFW8J+I4QQ5nNbW/Deoyxts1WACDoEYiUWgOjmv6dd4MZkk34XzAS75x0nlDz1bdxW13C7ZJInTgHW5WcHXqtPvR5kfFjWxVqLKD+RvT2xAuTHYtustxYHQK0Aw4BrWsB5IzSiIzZmh1+0nCXasSUOfs5E5KJrcjkxjuDX9HHBctsY1gWROnROJhkLkkO33GFR9j0aXKI3XF24HcFhYPxYxJvsxYZL9ZjLMfx1m+MWjRX9b8UKfLi8Dh/lKnBttQzX17Rp8LEKROApK8M1fJ6vwPuLy/DNCPtZb1NZjVJnHWiNu9Aa92iJkKIl7hN0I9acqP9HrRe1SchQnQyoDvD2xgZcWFqlfbm+VoHruZq2KlzH13IVs0++mj2/mIavWkUqp8HfIBbA+J2BbVP7p0DnmwGhsNBzDIkgePuwBQvbO/D+4wxcWyupOCwlpDgrrzPzwv01rvAqNoMtwicri9AcKwDS3DOknjuOyQuaExny/PTNwEBk7Wvi9dC60dej53Lk//q68PsU0nXGcUkurTLK8jgmkzR2aUbDaLUc2W+z/xbYbxm31nNxHYUnxvP6ZiB4TADacbxu7/4kCKpMsPgfj5OMFEDKwd2yOFMDUGfPlPoSAHTGf9qMkbnreXc8oybkHZjNAWioCYAtzpVFus4Fpx/b72cAtqE1xljTHvx3AmAePkJQrFUtABFyjuqrCFMAvGgAuOMAkKDHak0DA0EXr/S6gWXAAuqPPns8gCFswDcEwCzcyFfgo7USfLRWho9yZbXE5zmEOccw7WMFwAx81SzBUACQIe6b2i+7VIBXQG/EKED1WN8E6AYnTKtC/E5Uyn3YhMXtbQ1ATkTxUhmpQl0WY00B8KIGYGu8YVw6BB5ldLXhb0VF5PL8ilGAEVUX4wLXz0AB2nM0mhRjAJI34WWoE5tqhBpwGKFiH4cUIG0f16lK0aKv06ACjAAwwRWephAdmxGAkaRGnEL0ABjs3KuhZwo5GYBHYQC6B9aDYOgHN3fhpBPP+5GdejK3Bi0egBKmHQPAfyxW4dLKOtzI1QiCqJ4QFGjXc2Vra57lEIArcGdUJbcRIS7hZACo1ZECVdRoPces+goqPvHZaqliiwMYwTebIwLgzXxV7weDT4NQq1fXnS/B9TwCMAVfNVEBbjgATITx5BgANIbruTcB9T4JwC0C4EUCYFkrQARgkUCoAFgMGsY5P1gpGQAyZHF7MWlE4AsoQHt+BsAVNzJnIka7eO9LBOAk+Xpwyon8mCqX2nixRdlbMdk4nBRNXppaSNn70dlHua/K3orU53GGVwAwWMt3QosC0BvFMa2NVRCAyQWXxwEgu5mzFvbyQeW7smt2GNa0z0oCoDW7ne0JBtv34X+UanB5pQA38nUNQISHhEYpaDdyFfhwSQBw0nFAZQBlQBIG2rT/x5mCJ4JIucBDGMC3mwN4fzkLN9fLcCNfpm28kcNlCW7k0XB/lCss7SMNwC+aRRpT7AJQbGcAzHI9H2yzmwRgNwaAqiaTTChCxzB5hb9LqgwfhwCob1J0rvEwQj4PQ6ruBPHO+kksBMyE68WJTxoFGNeCzW/FxqEmVnVhCwIwYFYB0rhbC0Az0kNMP3lqmwLASLwvZFwXaGKA8UWXFoKvDoDKRVElHyrLebyMY1ABehX7pAAZgOUajQG+ud4QAKxMtRv5Kny4nII7o4pRgEYxBV3gmHhaktqbCYADaIyHMII+3N3qw/srDMCihnVRGD6vwnVUiHm1xPjgjfUqvLeUgi9jABiCoB8TZACezJQqpNEzrAB3GIAVAzxj2nU3QBSG2e5L6Qp8srIAraMNE0s26pxVq449yto2mQyRauxlWy0uZhjYplB7Nc4uT4/7icJsTkAm2EwA5DG4qhmBVnsHyvg1uzwLU59lGpfGKMDYDC8PcxND3aYVXL56APLzTtClSrJkBWitOcExvHvwz5WGASC6wTdzVbiZr5AbiXbDWNmxm+tVuIQAHFoX2AJDAfBlmg/AIfThWwTgchZuEQBLQfuIVKBrN9dxHuE0fNEskQuMv0lImca75WEwHs/Ud+LvjomYxZ0tuDifhY/WKhQHpMST5777yRyE49Vc1QIQFSBOuapDB3xjMokbyvCqcy1WAUqV+BKtNiWOGOdSW7MF10kt2OozKsDarACUbahMWyouS5GvnZnpej89rC0yjE0UPQdN1wLKcbyy3ojtdQKw6QEwlFmMMwaf/9hZh/6H88/uwr9Um3ApVYBbhSbcyNfgVq4KH+crZLcIdBW4sV6Bm+slYwiSW4VKLABfNvwskPCC7msA9uDuVk+4wLit5YgpEBbFskivSwDisTdQE9ln3re2tLFaBrPWM5lIsBAAO7QNS7vbBMAblMgpkIK9jkkcnY1XAPTimZTQQQBWHQCi6rGK3MYwTWZdlyixC+8kI7zz9KytPo6vJXSy1DFZ5WjB9WxNeG3WexaFGv+/iAKkJRcnvwwF6Bc8+40M5KiPRAVoW+DY7rd61MJLAmD4TtqZrgDpxDxLBcgA3IPfVBtwKbUeAeAtVIEIDaOepAK0ALw99F3gVwQ/7W63tALEeeHubvfh4kpYAYageEPvH+7LBQRgKwDAgAIk4Alrn5EClABc3t2GDxdWNQDz8NHaOlxfK6osvAZg1BCANerWjfMChwEoE0g2iaPOM13zF1CATiXDGcKvJpJ6DDKr2GyCMD6pIt83XQH6Q/VOrwBDXViEMbCmvZb0emidULlLaNhbdBwsvyYB6BZbqiE30Tl7JQBrSQDUP565w/jLmV1gPjH9gDmbzSIyJMPmvl8V4nagC0/gX2s1aoP1cbEFN/N1BcCcAiAqwFsxSurjYhUup9Jwe1QOAtABB7tesS7k7C5z9HMH0JyMSAHe3x7CByur8HGhElR+CDv1vOTYx0WcdyMLX7RDCpDdRlvT2Pa2mYF4HPi761r3lAG4srcDlxbXNADXtaEKxOeqrvFqTtZnoquMz2twOVOFn2WWoTXeDAMwGMO0JUgm/udD5kysE3ktSQHO6jrze5K+2wfgrAowyd6aBVZGEYoha7GwO4iu7yhKD4ChRAcBkEd86OFucuibqwBndYFFXaDsjOuXwRjju4wI6Pp97+ggqscq6aGX8jnfmZ0CYhs8p4JnBtsMgXZV1a/W78Ez+Nc6XjAIwDbcWm/Ax3mhANEF1tBAlcTGALySygQBGIJftIYvUDIzJT7GwftmEIB9BcDUGm0bg09uM8PvVgFfV0sG4MX0KnzZLrsANEAXGW1SfGo72NrOdiUXUcclf3wFmNrfhctLOQLgjfy6tqKTzVYF6mJ0jgDgZ+l4AHKhuUyMyNdUcbJ7PvP5eHrriqWyOABG570J2YwKkAH5KgE4TQGG4CY7u8QB0ii/mLo/BUB0eRF4qvuJdIFdBThD1wkzv4FWiUIB8mN7x/JUoDcSRN4BVYZX381EjEIVemrj+IwAl1R25sdIVIBixIFwi7vwFP6tVoFr6Rz8rNCAT/M1+FQDkCCIANFGMEF4aIh8UqzA1VQKbusscEMCMAS5BDOjRURtn6wHNM+5rtAYvq8PzQlmgQfwcHsIl1Jr8GmxSirwVqFK9rFeYjyTIFhwFeAnJcyc4lA4VICbdANSqk7EyqQC9OJ4/Pw07j+/F48jZqJT+ztwbWkVbq5hyVEBbuSwVlNlstVSjWu+RlYxhiNfsFvMJykFwAYnQSJK3FXd9gZkQzNSaanYNJ+/p7AjVwUyAPn7jqsA5fumu8A8vvk1AFAWIjtQ9JMcgYJmambAIDNA03BLGMvrwM6M6uDWSzN0yDW9APXQGN2BhE4E0ZHE/LDmNV1sqpWCHDngDJ/iDBsMoQkbpGQakyHFtPAxzraGjRDq4wHUJ/iafZ+9e9shWKZJgGNCMRk3WDUrbcIT+N+1EtxKZeDzQhl+li/CZ/kyfCzAZ6xQcOyTYhGup5fha60AneFrkXidutg6fgKB3UfhZiaaUF32AlalIyPYgMXtAVxNrcHPC1X4tFCBTwoVUoMEwHUEOgOxYgxf/7RUgSuZFfiyVYQh7EBr3IQ21UrqYX3GBVbPUfH5NnXbQ6NJ/FEtFGfD7PwAUvtbcHMpBR9r1feRZ1i8fTVXh2vGGmQ38zW4li3BJ+ksDYWTit+3kBJnCDvnN48iCX3G5BjGxdje99prx47uUEu+lpIs8L4kO/KSK68LgOb1yJSUop+f6NRie95pO+RWUPEZXwag6TvG6s0otykm1lGuLg736nhdSfix+8NaAMqxrOp5e9In5YInZw16UDzswcJoHXL7DZpgCAex5580YXGUh9Jz7Bs4Ul0zQq6j+DHCLqY78kJ1ZRlAHSELT+H/1ivwaToNvywW4fP1Ivx8vQw/K5ThM2MVvSzAZ4V1Y58Xi3Arswh/IgBuGSWEMIhzc1Hb+MYADIExBMrQ/uE+4VC4lZ0hXF/JweeFGny2XiGV+nGxDB+Tu1uATwol+JSsaOyTQhF+XirC9ewCfNEqwBD2CIDYkqBDcFMuL7m9Gn4hoLVn3AezL0FDADapT2Rqfwg3Fubg41wWbuXzcCu/TnaTHufhJqpAGuJnDd3lT3NFuJnJwWfpjFKA3NFFVgLoG2Hk+0GoQd8CIZaGPLenmRiN4pu5ptjNNsvodeVa4H1xJj73tSvASPcWalHvmYafAaCM4cn43gwKUALQxO+Eugt3nXD/rxRg24DNKj/p1qqlD0BWfirWogDYJtcNT8gh3G2nYXFUhq8r81A6wA7Qm3C7sQSLG2W4U10gNchzbfh3a6vqkpIM/lA0LI4dQgP24YtaAT5beAy/Xs3Cr7IZ+EU2A59nMvCLDC6z2vD5Cvwis2zsl9lluLV8D24PsYvyFl1o8kT3LQ4EHfzfkTJ83MXWVrq0xLfwBaSGRuG0mKm9HnyWWoFfra3Cz1ez8NlaFj4lW4ZPVhfh09Ul+Cxgv8gvws9S9+F37bzelyY0abx0B1omZqUsWaF6yREBzoj5sTF9IdeOsCFqDzJPu/D58l34fO0x/Cq3DL9cXYJfrS3Br9eW4de5Zfj1Whp+tZYx9utVZX+fS8Mv11bgnwppaByOoHbQgepBG6qHLajR3M32pl4/tFY7aJHVD1vmOS7pPPaG/iWPz+4mx3kDZtSeUYPxCZPYpMoM6o/VpswunxkAp2V2Y2N2AnSOifo+doEprqeXKqmR3PMrDoA2fneMVuwhAOofLfijOgrQBpgdINFJMYQ/VeahMdmHP9cWIf+sC8XDEfy++phGavyp9Agah0Ny9czYWf0ddTyR6cTWdtCC6kGTzJzQB22ov2hDTVv1RQdqB22oHGCfuCEs7nTh63YFbg+a8Od+E/48aMHX/Sb8qace3x604TYuh024PWwYuzOswzeDEqw8qdOJUHmB39nRJrZJWx23BdcRhs9bBy1osr2wRut71tAXpGs9qB8OoH7Yh9JBHxb22zC/14H53Q7M7bZhbrcDj3b78GgHrQePdrvweLcNj/fa8AiXux1Y2OvC4m4HVp9jK7K+3WaEg9hWssB21Q+a0MDtC9lhC5q43cLUc/U/ua6BD10bA8g960L+eR+yzzcg/XwDMmwvNiH7YguyB2ibsHqwCbmDLbLMwRakaDmEqj4uNZxX5kULqi/cc6OmzxV7zihT22G3x5zLTt2iF/eM7dYzrRLAgmlWmMaCNOBeS8jyOlx5kQhAWbkRiEXyOP+3krK90tU1w9AiExfFZ3Pt8DWh6shY+QlFGGNxAExsvx5syd52AcjyOyDpjbSPZDhZJaH6Q6BhImID7tSXYGmzCt+2VmD1aQtyTztwu7oAme063GuuQAvjgZjtFEkGG1Tu2Dv5kTWzfTpRgN/JSx4/2xhjnHEfGvAUqrAPVXgCdXhKzxvwhFxka3vQhF1jLW0NGAlXW32277qoBIkoHxHJhO4Rqj7XSBUGTLrA9nNwn0bQGg9pMqE2bNK0kh3YpuamarlLre5xia91YdOxHr32RO0PDR1TFyT+Vhi37JBiZze3a15zLUbhkuvvWaxbbI9Xm0IEA4oH1nF0iraatgZsQAt/v/GIPAQMk6Dh62gYU27rdfAmS7+/dHVhlsSMPc/5uZOcmrijYKbBLxS+UPscfw0dx5IgqADbEQow0IEpNBTPyYh7tYHYDssoPT0/b5wrHKv2pmRzeYSHVX6zK0DT1SXgAh9XAapOFOJAi6xWrOyPuEUWgMpwCsQhFJ+2Yb6/CutPG1B83oL8kxqsP6nBwiAD5WcYkB/auy/HoJxEgP/czfR1JwPHOuM+dMb4eAjdyRa0JiruiEssnuULyxpfQK5hwqY5GejYX9+Y3Ia2vtAMDALWNdYnI6DExAtduCCQ+gSJDu0bvrcLXaxxdNxpfO/AMwUtBaMBtGj/N6mwmhWNWseNVSqgxWzfDNsswegfEzyOqsVXVyRhtAuqzfQOHHegc9iG9pF21fVNxt7cVHYcH+NrzvkTo8T8ZJMc120SQYEMcmsaSKcC8GxsqgKUGWhdextbMcHF4XEKUP8v4gJHGpSKurzjtazmoWtK9VWxWNm4WMqNq2J8Y4YJlG25C4/iCM/hMM2cgyiywUkxLhMcl0sRNMeTCkd/dmGoL1SVSMAyZYxs0UWOJzuVZnSgPW7Tc4KO+SydgHBes//rjvuOdY5QefU0JPC1AXTHI20D9T9huD6CxDeMY6pYl4pp0nOOU/JFAghBC5BI8kAeKxAWgoYBSw96kw70J23oE/AUOPFxH+voxm0YYDkJ1jpqsJKKo+0YQXu8AZ3xBvTGA+jR/uOxH0F7sgHt8VDtH+2z+q4QuGYxs67/m4h1ENJsPKLE/I7023dJJfeOetDDJcdDCRwtaNH50KbuPqo+cUA3prqeioBgqT/HZKC1YovbLl/RRYF18nKfVsT9Pf3nzAxJfe06oaikuLn5bLd+0RZvx8QAOZPLCQxcxk1INLU1vQdAXCqzADQdW4I9/TqJADyOAnSLld27TtwF7ijAUBxEZhE9d6+t3UE2k4GMlIPElYiwm9mH3mRARgCki54BiMsBdI5G0BmPoHNk3T3+XnZLfWPgKROPvcziNAAasAlVJkHjQEh/Vn/chv64pQGo1u9hIwEE4BH+D2HYNYBEhUg2RgCqfeXjQceE1SvDj24Qejto29idVes526yXUtHxe/xRI/yb0/FlOOvnKqOPLrgKJdAx1duiAKjWx89WF6dSfnyDxM9poeqbbBAEudM4JsiiAOSEXHS7lJKUDRTs+XT28OueSvUxpGZ2lSMNe5PLdmT5jq2FnAZA4dZOm5HN6c4SiPNFAYgZLZw0JQRAOzmR29cvGYD1aeZVw/OBiAWgM0rAgkjd3btCRdnHcSqCAKUVGJ+s+FkhRRZVaPz56uLHiwndXnYJsfMwQQ8V0QTjZsoFRDVKilSDAYGpLnrtOsKA5uAg13wypDksSEHBiGJq6NZLALYSXEEGoI2XaXAEXEsDSwJXj5qgkmKdYDOsLfruNg2K21D7SROm4xiRDdom5S6PaD9pXVSAsAFD2Fb7oLe/h/+fbND7sDvf1O31XeAAALlpgjWruPA9XcB47AjqE4zfbUETsIYPtxX3C8MUGA9Uxxj3Ubnt9nfB3wk/A+N++P4a1ZHuQ5N6NSq3nn4zUDFaGSIJna+h5MbZwa/nKrjj1hN67vlpwDmt+7gErFSREQBylxZlnPDQc+4exozNlbE8juf5Mb4ZAGgmN5azykeKmZMAGK4ud7JBgY4tcQAMu8IWXsq1RNfGPiZgBWJIpEL4/xqu7BbNZOyqEsSGNMoFodWabEDxGQIdL/h9aB5tQe0AwbcNZcoYYiXcJsWS8KLDtlP1I9ymTagedqH4VE2GVB+PYG2/Dk0ceH80gsKTJlReYDFvX6k/HRMM7ZuMk8X9zwEgJRDUBEjoxhb3mwTu9mQHsrt1KDzD79yDlZ0arD3FbdiB0osuZLZLUD5oEYhxv9d2a7C6U6OkSPVFH1JbZSo/qo+3YHGzAOtPMfs7hPRoHUpPqhG3V8b2gtvsA5DrP/kcEGBEeJWe1WC+l4bCUxz6uEsJscWtKtQmO7CwUYLHw3Vowg7knrXh8TAP5Rf4vRizHEJqcx3memmoHQ0h/7QJ99spyOxU6Tjcaxag9HQDCs86sDjMwlxrESrPGy6UIyGUZNi9ym4/rRnd35fxvggoHTfaltK85WZ8RWJDTD5eDozNVcpPZHM5o8uPnWwvA1DD7wDrlBQAZV8/ZxIjOeeqAGA15AJ7YwudcbwiU2QUoCjgPCkApVKTAJRxMAag+b90a49hqBZwiFd+rwq/zX1LxdZLm0WY663Bo14OOvAE7rfW4G4jDaXnfXjYzcDDbhpyTxt6NMoG3K4+grlulhIFc70MPOpnIbVThYWNIjzor8LCqEAXKq6jQClVoFVMiQowEYKczOhRzHRtrwpfrn4L9aMtWNgow+NhCeYGBbiL+zQqw73uGqw968K9XhZSe1Uq/MZ9qY6HsLbXgLv1JVjdbcKjQR4e9fNwv78KD4Z5eDwqwP1uFr5rZ+BBK0UhAVd9SsDFbC9njsEqfXnzssPpEIB9KlHJbpTgfjMNS1t1eDyowNygDH+sLcPCZg2+aWXh0WYJbrfTsLJXh+p4Qyu7EdSORnC3lYL5zSLc72YgvV2D25V5qB1uw/9LfwfLwzp1/Sk/bcOd4n1ovVCuN303Z+FNTNgFYGj88stRgL1TQew0CnCm75BDMbUbzcXUb0XKTrRCY6VWFSoulAjB9fD/tK4Gnf9+XscoQ2/yIn/6Sp5tXk1ujdMm6nlGE4qXQ8WVkQLQhGzv7ABUJxydfAaASW6svUurH0WduBS8RzXExu5qwNpaNVWfdeD3ufvQHm/Dg+4qPB6V4G47C6n9Ftzr5uB+bx1SOw140MnCXHcVlkbrpJhQbcwP83C/kyHF+E1zGVY2K3Cvk4WHgzwsb2MJTxrmN0vwsLcGhT0cgboNHXa3OW52QuOMrcwy4zbdbWWgjLV/G2WYG5bhbmcNvu1kaX7lO60MzI1K8IfqAsEj86QN6wcDqBxtUBOIuX4eUjt1+KaZhubkCXzTycIf6otQG+/Bd90cLG5VYGGYh+XBKh3bnoE4J1R6swEwENO0hpladLp3YW2zDJnNKjzqrsPaThdW93rwL6mvofBsA5a3m/CnxjLcbqVhbliAhc0K5J/3qGYU3dzvOquQe9aDbxopaB/twZ3KIvQnz2FxUIGlUQVG8BxSo3WY76XI3efYXlAB8sUfGtJ4GtCNY+Lfb6iyNGA1c764oGVGvOW7tFah2YwtvuY0IuAMLas6XA9nfqfOLOqx/Qy1VArS1vZx23rVv0/19ONZ5ek1PXSMukDoiZZNyYqYcyM6D4d+3R/GNsUlUHf4hKygUQBa0XkW58LKbKCpQzMA1CqPEgAcfJdmXTX8ERFK31QWoXGwAeWjETzcLMHX7TR8O8jDnV4Ovig8hsp4B9L7Lfgz1SFWYHW3TAXUuSdtuNNchiE8gfXnA3jQX4O5fgFqk12Y3yrDnWYKquMdKD7rw73KAnSPMM6GcUIXZCc1VoFcz4Yxu2/qaVjbb0AD9mBxtwl/bqShjEXBT7u0PandJsFsabMG3/VzkHmCpVpD+K67Bo+GBWiMd+FObQWyO2140F9XN4OdJtztrJJ6LLzowZ3qQ+i8QEcVYW6VXyIAhbuuVH20RIYTGXhjKuyU4U7xOxq6lt6owuNuHuYHRbhTX4a5/jo86OVgEeE4KJDKxZsO1orifn7bTMOD3hq5zveaGVgaluFBexU6sA93yovwXSsLfdiH+/UFKD9X44xtPWpYAUXjlfZcP7GNu4mvvYkQNErRJB+jmWGrAGl8Lqo2VwEyAFm90WvccQXXY7dWA1DNCm9fl64vq0BX9XkKUACQ2l8f9cxnOo0MzLC1QO0QD3kSqs6pk4rJZtqB8lMU4DHcV79ejB8nAdDNWKr3YMoAawpvFx+S+1g86MDjzXVY2a1B+WgD0nstuNdZherRJqR3qrCyWYTWEWaOR5RIWBjl4M/Vx3RDWX/WgeVNjKsNoPQCFVgBCs+7kH/ahsVhHtZ3ajCcYHGxUoBJtXMzmykRwmD/AIrPa/BdKwPZvQqUj4YwPypB/kkH6gdDWBquw/p+i4qe01sVel57gfHNXWhNtuFRdxWWN4pQPxxBcb8NC/01qDzvQ+VZHxZH61B82oHisy7tc2G/DoMJJltkgsbC7eQKkAE4hNz2OqwM1qDwpEXqPLtdhdxuHbqTbchuVihGid27c/s4PnydYq0Y38TazaWNAqS3y1B9MaB9XMH9OsD6zE1Y2SjQZzWPRlB80oAOFkxzay++YcfEAKeN7DiR+hu7VQ7yf28a/KzAcV1gCUAUVEoBGhfXLVfhpIWs3asJtVZLAqB0gXkd+r9VemSO+6vcXPWa7PCsvpOrwU3zAjORtzQLQKeGK9ABxOkGEnzu3UV1swCs5TKu6xTzLzRWIAg8rn8jV5hLOZxyElXHhjWFWFWI+9fAhg7jFo0WQeWtMqKYacQRE9tUC1c7RNds4MCH52JVI0mwuHags8aqWJrf2zqSmVR2gd1tPYnxMVPP1edhXBMBQhluzAyT4lTZUYQvqitaTrBjNGaG1ToD2IIe1vxhIThlhYcmW4zrYXYZW1LhPmCmHN9P5TL6u61bfhq33sZGEeh9vR2obDEzjdvXfT9EVgAACNVJREFUpz6HKrvd0dtDjynDrbLzvI/KcB0MWYxoHXyOI43wM2k/dQG425jjGHacpg9jr7aQS57EzcAIhzcYgCGQzwxABBe7swQxDTJydRl20gXWUJSurx3MzS6ygJte321myi10onMBIPB4gDuZGewedYGtqpvtbtgOLkVJjAiCE7xMLV68OW4tn1haVXAMkGEgAWiTKbzsQpv6m2DQXT1CMNLFzAW/R1gLiEXACAo0rJNTn29cP+HOqdEXunia1reGJTEdih0OzTbwNp7E8Fj1ycSxmVizI0ms6081dmZdeUOR2VtdjqJ/EwNZfg/VRapSG46zKlXuurYnMpEdl6qQAI7bfTiA3iEuvTrAwx693j/swYCWXRgc9WCAcyNjvafcX/0YQdqjwm+1L6pzz/FbeDkgOMa6bQnAQBcgBuAbb04sUHmSb8lSlQgAhftqngsAOq6y7MQSSIIoAGrVx4+12rNLneggZaczWRqATdmFY5ykAK1x4fEsCtBXgiEFaNxXM+wrrASlqotVRN7/okkQDtjjd2Hmj021eSL4aRCrguAh9MhG2lA52e+JDmHD96n1EYJySbWFBEFVn8YFv0n7E6/83GQPHzP3ZmEVceT7nBuNX2ytntt1xWfSdwy1KQAqFRgaB3wCBWhitDbBQwpN1/TxKBXarqMe9DUA+yHDbjgIQFqqG6cxAiAOecQbFarl5JrMaaouNsk38b0dd91pAPyLMOG2c7hMANBmc5UL65WusOrTLqtScro5Affn00alKtxuXj+mAf7UmUIN/Od4njOBiy5hocH33L6I1JxYRu5WDLt2xGiYES4D/5tm+B4FO+u+ScAlusF84ieoJv9/4XWVUow1Bo0PJn5uoBD+7Mj7PFjZC9ECir93VpMQVLCO3jjkTSByTGKObWRfIr+H9x2sEGc5rtMUrRjzrOK3trTGFlOLcdGnMl+xCpV8DPMBOG3d1jEA+BdlXjb7LXfUhnJzpcvrAJAzvB4Awx2Z5evY4aQDDaMCNQCduThsHR/N6eA1LOXYXsgYgFEFaJfHNQlA6aJ1z1gB9mLXtd8Ra8JFVOOB1dAw2j7hZobfzxevTcSY5yY5E3XTg1CaEYIu/NztCx0rThRJqMUdGwNoxwX2j5F87yksAkQRr52c1GTc146ZlrWLbhcbN2mWdNHHAbCdsO5/VAUo940UYLhuL2oSgApinLzQc2oI81+n5o0hAJpxee48Gw4ABfziYxYWgDiukpeq+cAJAThOAKC52GZPhkwFxLEBqNUdfQaDT8e6RMLBjzVGoCaU2dTt9OJxSftxmmMRer9Vj8k3FbuubSJhtv0ELnzElY/djiSwJt2EplloPR3//U8AwvEgGAAgj8oIu7qcmdWZWIacqPlTTSI7Mxm3o1KJDm5xHa7nU9CzsT8ns0vGj3XrIXJ3jwG5KesnKUB1IViAvD5jIDH4XADODB0BNr/zjJPUmQWCU/5/YjA62xj6Do6Hvjzj37sfgPJp4DrN4pI2Vh16JgrXpynATmBIY1xM8Kxc4NflOsskp3GBVZZWZ2pNQbN2dY2JrK3I4CogKnU3i3FHYKUAsZwjOssUj9NlBWho7WR2bUdbEwdkF3gyxbBVunycYKZgORhzOn487OUCcHACALpgC2VoQxBKzHxP+f9JTX5u+DteIwSnxHtPa12nPEomYuIz1CbjH+PWTgNgK1gjGwXgSex1QVACkDPDbynX186zYdRdJEsbAzV2b2c0dn+lApSNEGWjApap0do+rlOSru7xFGCHXNxOomH2NWqiiPmMXODTA3DW12Muak9R8V/04o+WpUz7rFelAPl3edng81W/ef6SFGAcAPk5K0TnsbNuWNXJgu+On3AJJQ4CADwxiN4kBVg5apnmAjRt5GF4ikgEXcgYgtNg57/GIzY4Dijh15gBgApSbWH8vDPVGIDUeTjxrxP5Qwi+GQCMJhNc1Tb7tjFQsDQZDZWkWrpucGhda+HPOgtLAiCtM3m16i8YG3xZ35cAwJDqJAhGVKHNUCe/1o9kmEMA9JXjcbPRrzN7zBBke6tyqADI8+bK+J6rANvHUoAh+AUBKLq8+ipQlb7EA1CVrLCqm00B+gCk4uJYWLrq780C4NkrQIaN/1h+XmhdBUz//2ezj7MAsPeKABiC3cuMA88KQANkr0THryeNzTpP3PpLWWweB8CT2OsGYFgBBgBIE48EFeB0wNH/xDrSwgpQuL067teIKX1xAEjuL8bpOhEzHXYJdHEKsGMAGHZ1o3YWAHxZLuKpLrQpAAzBh/+vQGcBaN9vXz+N8nvTAHgWv6/N3ie/7zgAPMs4ZNdLnjjwO4ECPCsA+qU58vWTQvFkACR1mJz95UyvD804APqzwztNDYQadBQgATBsdp6FcKGzVIDkCs9gpwWgX57x5lg8AGUxdWhd6/768Dod/EIA9LfB/f7XfQzd3zcuHsnr9OLelwBAp8NOQAEmxiHFsETzneOEmCNeZyEAnsD9DQHwJHV8phFD4PXW2QNQTHLsAZDhJ6dxDJmT3DButO8C21nf7WgPOfoj0KuPFeAUVzek/oyRAlSTFx3HTqcAbbbyzbNpLnB43VelAMNxTheAr/8Yimz0lHOgG/M+CU4JpBBYHOUXd9OdBsZJGKJchM0usAvA0ynA0JSps5gPQvn6zE0efABSAsQAEBWa68Zai3GBnfZUnjkK0v2fr/Bofg3ZY4+fm3kxQo/jzQ59ijlZxeiH49pZuMBv4p8Flvs4ed2zS3aEEyvJ2+Gqzdd9/ESpUAQyoTBC+H3OulMAdhwAmuxwDES7zmNRiK+vlVn6KAbNm2jqJGaUqOhKcyYuMLeN5wnHuUZPKTVpngp0XNl4M8CLvK7cWrNDfl2XbvEdmn/Dn/YxOg0kA9ANDPuB4pPHSMRY0hMDUNbuvRnGwPEfJ637MgE4fTtUp+dp2/pqjp2IVYZMgC2adbfvM/FBMV456VydVo+a5EZ3psYRhSIV452PDUDTBi4u85xsTuwwkIw5DQD/P4o8lKTRYIPaAAAAAElFTkSuQmCC)

There is a spurge of growth between 1995 and 2005. Why is that? It is the IT revolution that induced a growth boost and we believe that AI has the potential also to boost growth. But as of 2005 there was a significant decline in growth in the US. Why was that? It is particularly in the IT producing sectors, the black curve and the IT using sector, the gray curve, that you have this upsurge of growth followed by growth decline.

With the IT revolution you had the emergence of superstar firms : Walmart, Microsoft, Amazon… And the concentration in services – which is the share of sales of the four biggest firms, or the share of sales of the 20 biggest firms in the US – is accelerating in concentration during that period, precisely when you had the growth upsurge. When the IT revolution came, only a few firms knew how to harness the power of it, and they managed better than other firms. The average markup went up because the high markup firms, which were the superstar firms, became more pervasive through merger and acquisitions, in particular they became tentacular in the US economy and they ended up discouraging the entry of new firms.

That's the Schumpetarian conundrum. That is why we had this secular stagnation. There are people like Bob Gordon who believe the growth decline was in a way unavoidable. It was not unavoidable, at all. Had we adapted our competition institutions, had we reformed competition policy to adapt to the IT revolution, we would have avoided this growth decline. 

It is very different than saying it's because we run out of ideas or any other reason. No, ideas were not harder to find, our competition institution, our competition policy, just did not adapt to the IT revolution.

### The middle income trap

There is the idea that there are two ways to generate productivity growth. Either I can innovate upon myself or I can imitate frontier technology. When I imitate the frontier I do imitation, but when I innovate upon myself I call that frontier innovation. When you are a country very below the frontier like China was in 1978, you essentially grow by imitation. Frontier innovation becomes increasingly important for growth as a country moves closer to the technological frontier.

And the second idea is that the policies that are good to favour imitation are not the same policies that are good to favour frontier innovation. If you are in the business of catching up on imitation, it's very important.

During the catching up phase of Korea, you had the emergence of superstar firms, of big conglomerates that were very much protected by the Korean government. They drove the growth process through imitation. But the problem is that they were inhibiting entry of chaebols and they were blocking innovation, and they pushed the government not to implement competition.

At some moment, when you become sufficiently close to the legal frontier, you should move from institutions that favour imitation to institutions that favour frontier innovation. We know that one of them is competition policy. At some point, Korea should have reformed its competition policy to favour entry. Instead, it took the crisis of the late 90s, which had the virtuous effect of weakening the power and thereby not only favouring entry and innovation but also relieving pressure from the government, which then agreed to reform its competition policy. It allowed Korea to resume growth, and to even grow faster after the crisis.

### Innovation: Europe versus the US

In Europe, if you look at the per capita GDP of the euro area compared to the US, you can see first that the per capita GDP of the Euro zone drops and that's very much because of World War II. Then, Europe catches up with the US. In the late 1980s, the gap between per capita GDP of the US and per capita GDP of Europe widens up again. So since then, Europe is again losing to the US.

Europe is declining. You can see it by looking at per capita GDP, you can see it by looking at innovations, particularly in high-tech. If you look at the top five patenting firms in the US in 2000 and in 2023, they're not the same, when in Europe they essentially are, despite the fact that Europe researchers play a big role in the breakthrough innovations at the origins of patents in disruptive technology.

We are very good researchers but we can't translate our basic research into innovation. We don't have the ecosystem that allows us to implement the innovation to build on our own ideas.

When the IT revolution happened, Europe was unable to fully take advantage. We did not catch that train. It was started in the US, we should have harnessed that revolution, and we did not manage to. Why not? because there are obstacles to frontier innovation in Europe and that's the Draghi report.

The US has a truly single market for innovation, China is also a big market. In Europe, you have many barriers across European countries: the European regulations and each member state's own regulations on the market for goods and services. If you are an innovator, you want to move to the US, where you will find a big market for innovation.

The second thing is that the US has an adequate financial ecosystem : venture capital, institutional investors, bank securitisation… We don't have any of this very much in Europe. And the third thing is they have the DARPA :  a very modern way to do industrial policy that plays a big role to push innovation in key areas. We don't have any equivalent in Europe : we need to get out of the middle income trap. And we need to reform our institutions.

About innovation and inequality
-------------------------------

There is the well-known work by Piketty and Atkinson looking at the share of income of the top 1% income earners. And we see that since the 1980s, the share of income of the top 1% or the top 0,1% income earners in the US has gone up.

The question is what is the source of top income? Innovation is a source of top income inequality. Why? Because if I innovate, I get a run from my innovation. So that pushes me towards the top of the income distribution, it gives me growth and also innovation induces social mobility. Why? Because of creative destruction : someone new replaces someone older. So that means upward mobility for the new innovator and downward mobility for the old innovator.

Innovation increases top income inequality, but it also increases social mobility, and as a result, if you look at the effect of innovation on overall global inequality, it has no effect, so it's a very good source of top income inequality. Social mobility is when children's income is less correlated with parental income. Places where you innovate more are places where children's income is less correlated with parental income.

On the contrary, lobbying is a bad source because it means that you prevent entry of new innovators. So that's a source of top income inequality that's bad for growth because you prevent creative destruction, it's bad for social mobility. The areas in the US with the highest level of lobbying are also those areas which have the highest level of top income inequality. 

Questioning common wisdom about AI
----------------------------------

A common wisdom is that AI has very little growth potential but very negative employment potential. And there are very renowned economists including a Nobel Prize winner of last year called Daron Acemoğlu and I co-author a paper with Daron.

### AI and growth

Why should I believe that AI is growth enhancing? Because AI automates tasks not only in the production of goods and services but also in the production of ideas. With AI, it's easier to find new ideas. It's easier to recombine old ideas to find new ideas. So AI has a big growth potential.

Some economists believe the AI revolution will increase for a 10-year period the growth rate by 0.07 percentage point. If you start at 1% per year for 10 years, you grow at 1.07. Looking at the same empirical literature, we can think that a much more reasonable figure is not 0.07 additional percentage point, it’s 0.7% additional percentage point: if you are growing at 1% before for 10 years, you grow at 1.7, and then you go back to one.

And AI also automates tasks in the production of ideas. I believe that technologically speaking, AI has a very high-growth potential. Although the competition discouraging entry of new innovators is a problem that also arises with AI. In the upstream segments of the AI value chain, it is dominated by three superstar firms, the same one as those that emerged with the IT revolution, it's Amazon, Google, and Microsoft.

So AI has a huge growth potential but we need to adapt our competition policy, which means we need to have open source. We need regulations but we need the right regulation. In Europe, when someone wants to do a merger acquisition, you only look at the effect on the market share. You don't look at whether the merger and acquisition would deter future innovation. 

### AI and employment

The common wisdom is that AI will have a dramatically negative effect on employment.

I want to nuance a bit the words there. I wrote an AI report for the French government last year. What we did is we considered 9,000 representative firms with more than 50 employees: we looked at the evolution of employment in firms that adopted AI between 2017 and 2020 – that's the treatment group – and similar firms that did not adopt AI. Overall, compared with the control group, those firms that adopt AI, at least on the sample period that we looked at, created employment.

It is true you have this substitution effect, but you have a counteracting productivity effect. We had the same productivity effect with robotisation. The firms that adopt AI do become more competitive. Therefore, they increase the world market demand for their products and increase the demand for new employees. Employment demand goes up because those firms become more productive.

If you look at the previous technological revolution, the steam engine, there was the Luddites movement in England because workers were very scared that new machines would make them redundant. You never observed mass unemployment in England following the steam engineering revolution.

When you had the electricity revolution, Keynes predicted mass unemployment in the US, it never happened. Some advocated for taxing robots because robotisation could increase unemployment. It didn't. There was no need for taxing. In fact, it was even worse. If you tax robots, you tax firms that become more productive by robotising. It's counterproductive to have attacks on robots. This productivity effect more than counteracts the substitution effect.

And that's where we go against the common wisdom that robotisation and AI are necessarily bad for employment. They are not uniformly good nor bad for employment.

On the fourth graph, for example, if you look at AI adoption for administrative purposes on highly exposed and substitutable employment, you find that the effect is not very positive, but that's a very much a subset of jobs.

![](data:image/png;base64,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)

When you go from left to right, you go from jobs where most of the tasks can be substituted by AI to jobs where most of the tasks are complemented by AI. When you move from bottom to top, you go from jobs that are not very exposed to AI to jobs that are highly exposed to AI. And now of course for the jobs first that are not exposed to AI, the effect of AI on employment is negligible.

The big surprise was that the effect of AI on those jobs that are highly exposed, where most of the tasks are substituted by AI, are also positive. It actually depends which use of AI you consider. AI used for the production process or ICT security has a positive effect on employment. It's only AI used for the administration process which has a negative effect, and it represents a very small fraction of jobs.

In itself, AI is not evil. It all depends on policies and institutions we put in place to adapt to this technological revolution. Technology is not wrong, what may be wrong is the institution and that is what you can change and that is very encouraging because that's something we can act upon.

On rethinking capitalism 
-------------------------

The US does poorly on inequality and social protection, and Europe does poorly on innovation.

For example, if I look at the Gini, which is a global measure of inequality, there is more global inequality in the US. When you have a Gini of zero, everybody earns the same.  Researchers looked at the "death of despair phenomenon" in the US : an increasing fraction of unskilled middle-aged workers die because they're overstressed, they take opioids sleeping pills and have obesity issues. That is why you had this upward slope of the death of despair in the US, a phenomenon which you don't have in France and Germany.

The number of deaths per 100,000 inhabitants in the unskilled middle-aged is falling in Germany and France, while it is sharply rising in the US. Now there are people who say, "if you want to become as innovative as the US, you should give up your social model". People who believe that it's an "either or".

When you lose your job in Denmark, for two years you get 90% of your salary, the state retrains you and the state helps you find a new job. My colleague Alexandra Roulet looked at the evolution of the health of a worker in Denmark whose firm closes down to the health of an identical worker in age, experience, and education in a firm that does not close down. And you have no effect on the probability of purchasing anti-depressants. In Denmark, it's very easy for firms to hire and lay off because you know that when once a worker is laid off, the state will step in, provide training and retrain the worker so he can bounce back into the labor market. They have a system of flex security which favours creative destruction and innovation and at the same time does a very good job at protecting workers. They found a way without becoming less protective in order to be more innovative.

Social protection and inclusive growth
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On the fifth graph, I represent the probability of inventing as a function of parental income.

![](data:image/png;base64,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)

The left hand side curve is the US based on current data. When your parents are in the top percentiles of the income distribution, you are much more likely to innovate, whether you are in the US or in Finland.

I was very surprised by Finland, because in Finland education is free and of very high quality. I was expecting that the probability of becoming an inventor would be independent from any social background because of their school system. We controlled for parental education and you can see, once you control for parental education, this curve flattens out a lot. So it's not so much that the richer parents in Finland give you money to study because school is free, but it turns out that the higher earning parents are also the more educated parents, and they transmit knowledge and aspiration to their children. But if the school system is so good, why should parental education matter at all? 

What happened is that in Finland, a 1970 reform made it compulsory to finish high school, while keeping the same high quality of schooling. Here, I compare the probability of becoming an inventor for someone who goes to school prior to 1970 to someone with the same parental income but who went to school after 1970. In fact, the 1970 reform in Finland increased the probability of becoming an inventor for those children that were in the lower category, not so much for the top. When you implement a reform of the education system like the Finnish reform of 1970, you make your economy more innovative because more people can become innovators. You have lost less Einsteins and you also make it more inclusive because more people can be actors of growth. 

Let's go back to competition. Suppose you reform competition policy in the US, what will happen?

First, you will boost growth and innovation because you have more entrants who are innovating, but you also increase creative destruction. So, by reforming competition policy in the US and reducing entry barriers, you will boost innovation and growth in the US, and at the same time boost social mobility. So flex security, education, competition are three types of policy that can make you both more innovative and more inclusive.

### Thématique
`#Démocratie` 

**Langue :** `#Anglais` 



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