diff --git a/notebooks/Scalar_product_vs_elements_intersection.ipynb b/notebooks/Scalar_product_vs_elements_intersection.ipynb index 8a11922e38323f3baa411d8cb17dd7efc5db88de..830714c644b7b3a19ae9b784d492f8c08c8b1cbd 100644 --- a/notebooks/Scalar_product_vs_elements_intersection.ipynb +++ b/notebooks/Scalar_product_vs_elements_intersection.ipynb @@ -7,7 +7,7 @@ "source": [ "# So what's wrong with scalar product vs. elements intersection ?\n", "\n", - "A short notebook to explain the \"shift\" in classes comparisons obtained from [that other notebook](Confusion%20Matrix.ipynb). Looking at the matrices produced we observe that the scalar product, which can be seen intuitively as more restrictive a metrics than elements intersection (counting the number of elements in the intersections of two sets can be viewed as a scalar product of vectors where all elements in each seat are associated to the integer `1`, so you'd expect the more nuanced scalar product to be systematically inferior to that all-or-nothing metrics), sometimes make classes appear more similar than computing the number of n-grams they have in common. Let's see why, starting from an illustration of the issue at stake:\n", + "A short notebook to explain the \"shift\" in classes comparisons obtained from [that other notebook](Confusion%20Matrix.ipynb). Looking at the matrices produced we observe that the scalar product, which can be seen intuitively as more restrictive a metrics than elements intersection (counting the number of elements in the intersections of two sets can be viewed as a scalar product of vectors where all elements in each set are associated to the integer `1`, so you'd expect the more nuanced scalar product to be systematically inferior to that all-or-nothing metrics), sometimes make classes appear more similar than computing the number of n-grams they have in common. Let's see why, starting from an illustration of the issue at stake:\n", "\n", "\n", "\n", @@ -364,56 +364,248 @@ "source": [ "Of course, looking at these top 3 2-grams themselves is also very telling: they are not specific at all, there are the two substantive one we've previously noticed and the possible signature ('d.', 'j.'), so in fact, in addition to being common between Architecture and Métier, they are also shared by Belles-lettres, and two of them are found in Philosophie. They are rather like noise, found in apparently many domains.\n", "\n", - "The interesting thing to remark here is that the most prominent \"features\" of both those classes are the most generic ones that they share with many other classes. This situation is an example when both vectors can have a rather high scalar product while not sharing many components. In terms of algebra, they appear to live in very different (10-D) spaces, but they actually have very low components on the 7 dimensions they don't share, on which they hardly depart from their main, 3-D components, which they share. In that 3-D space where they almost live, they have in addition a very similar direction, and thus their scalar product is very high.\n", + "In any case, we have an explanation of how this counter-intuitive situation can occur: in terms of algebra, they appear to live in very different (10-D) spaces, but they actually have very low components on the 7 dimensions they don't share, on which they hardly depart from their main, 3-D components, which they share. In that 3-D space where they almost live, they have in addition a very similar direction, and thus their scalar product is very high.\n", "\n", - "As a consequence, this surprising phenomenon seems to be the cause of the presence of noise in the n-grams, and fades out as the number of relevant ranks kept for comparison increases. As a comparison, on the confusion matrices for top100 2-grams, they phenomen is much weaker and remains within low values (some light blue patches are a little bit darker on elements intersection than on scalar product, but they remain very light, no dark patch appears on the former that weren't already in the latter):" + "Put more simply, it means that both vectors have very little in common, but what they have in common outweights the rest, so that their most important feature is what they share. Let's generalize this approach by defining a generic routine to perform the comparison, evaluating the number of n-grams two domains share, their scalar product, and the contribution of each common n-gram to the norm of the vector.\n", + "\n", + "We'll first need to be able to project a vector on a given space (in practice, we'll use it to project on the n-grams it shares with another vector, that is, their \"common subspace\")." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3254c7c6", + "metadata": {}, + "outputs": [], + "source": [ + "def projector(vector, base):\n", + " return dict([(k, vector[k]) for k in base if k in vector])" + ] + }, + { + "cell_type": "markdown", + "id": "c950da4c", + "metadata": {}, + "source": [ + "Given a vectorizer (`top10_2grams` in the above for instance), we can now define our main tool:" ] }, { "cell_type": "code", - "execution_count": 37, + "execution_count": null, + "id": "c69b90e6", + "metadata": {}, + "outputs": [], + "source": [ + "from EDdA.classification.classSimilarities import norm\n", + "\n", + "def studyIntersection(vectorizer):\n", + " def compare(domain1, domain2):\n", + " vector1, vector2 = vectorizer(domain1), vectorizer(domain2)\n", + " intersection = set(vector1).intersection(vector2)\n", + " projected1, projected2 = projector(vector1, intersection), projector(vector2, intersection)\n", + " print(f\"Intersection: {len(intersection)}\")\n", + " print(f\"Scalar product: {colinearity(vector1, vector2)}\\n\")\n", + " print(f\"{'n-gram': <30}\\t{domain1[:20]: <20}\\t{domain2[:20]: <20}\")\n", + " for ngram in intersection:\n", + " print(f\"{str(ngram)[:30]: <30}\\t{vector1[ngram]: <20}\\t{vector2[ngram]: <20}\")\n", + " norm1, norm2 = norm(vector1), norm(vector2)\n", + " projNorm1, projNorm2 = norm(projected1), norm(projected2)\n", + " print(\"\")\n", + " print(f\"{'Norm': <30}\\t{norm1: <20}\\t{norm2: <20}\")\n", + " print(f\"{'Projected norm': <30}\\t{projNorm1: <20}\\t{projNorm2: <20}\")\n", + " print(f\"{'Projection ratio': <30}\\t{projNorm1 / norm1: <20}\\t{projNorm2 / norm2: <20}\")\n", + " return compare" + ] + }, + { + "cell_type": "markdown", + "id": "daef48e6", + "metadata": {}, + "source": [ + "So let us declare other vectorizers to be able to study the influence of the size of n-grams and the number of ranks kept for comparison." + ] + }, + { + "cell_type": "code", + "execution_count": null, "id": "d152e0fc", "metadata": {}, "outputs": [], "source": [ - "from EDdA.classification import confusionMatrix, keysIntersection, toPNG\n", - "top100_2grams = topNGrams(source, 2, 100)" + "top100_2grams = topNGrams(source, 2, 100)\n", + "top10_3grams = topNGrams(source, 3, 10)\n", + "top100_3grams = topNGrams(source, 3, 100)" + ] + }, + { + "cell_type": "markdown", + "id": "cd10a9f6", + "metadata": {}, + "source": [ + "Also, let's work on more domains:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ea9174b6", + "metadata": {}, + "outputs": [], + "source": [ + "maths = 'Mathématiques'\n", + "mesure = 'Mesure'\n", + "physique = 'Physique - [Sciences physico-mathématiques]'" + ] + }, + { + "cell_type": "markdown", + "id": "6e6b8cbd", + "metadata": {}, + "source": [ + "We can get a different view of the situation we've studied above with our new tool." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "c4ed3787", + "metadata": {}, + "outputs": [], + "source": [ + "compareTop10_2gram = studyIntersection(top10_2grams)\n", + "compareTop100_2gram = studyIntersection(top100_2grams)\n", + "compareTop10_3gram = studyIntersection(top10_3grams)\n", + "compareTop100_3gram = studyIntersection(top100_3grams)" ] }, { "cell_type": "code", - "execution_count": 38, - "id": "cf35ab52", + "execution_count": null, + "id": "7abde2b3", "metadata": {}, "outputs": [ { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 1152x936 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, + "name": "stdout", + "output_type": "stream", + "text": [ + "Intersection: 7\n", + "Scalar product: 0.4508503933694939\n", + "\n", + "n-gram \tBelles-lettres - Poé\tPhilosophie \n", + "('-t', '-il') \t62 \t131 \n", + "('s.', 'f.') \t145 \t142 \n", + "('sans', 'doute') \t54 \t89 \n", + "('d.', 'j.') \t485 \t82 \n", + "('a', 'point') \t67 \t191 \n", + "('grand', 'nombre') \t57 \t116 \n", + "('1', 'degré') \t58 \t136 \n", + "\n", + "Norm \t566.1139461274558 \t394.0913599661886 \n", + "Projected norm \t523.5570647025976 \t346.991354359154 \n", + "Projection ratio \t0.9248262973983034 \t0.8804845515743467 \n" + ] + } + ], + "source": [ + "compareTop10_2gram(belles_lettres, philo)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "2621ff10", + "metadata": {}, + "outputs": [ { - "data": { - "image/png": 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Y36uaPBMYkiRJkiQNIoeQrMGzIUmSJEmSBp4JDEmSJEmSNPAcQiINuCTDwKuBT1XV8o3dHkmSJEn3kYbzA00F9sCQgCQHJ6kku02i7huTzOl7/s0k22zgfvdOcmy3fECSJ41ZH+BfgMUmLyRJkiRtzkxgSD2HAd8DXjiJum8E/ieBUVXPqqpbN2SnVbWwql7fPT0AeNKY9VVVr62q8zckviRJkiRNFSYwtNlLMhfYD3gFXQKj6w1xbpJTklyT5PPpeT3wAOCcJOd0da9Psn23/I4kP07ynSRfTPKWrvzcJHt3y9snub5vP6clmUdvmMibkixK8idJdkjylSSXdo/97tMTI0mSJGnjyrTBeQwA58CQ4HnAt6vq2iS3JHl8V74n8Gjg18AFwH5VdWySNwNPrarf9gdJshe9BMie9D5blwE/mEwDqur6JMcBS6rqw128LwAfqarvJXkwcDrwqHt4rJIkSZK0SRqMNIq0cR0GnNQtn9Q9B7ikqn5VVSPAImDeOuL8CfC1qrqrqm4HTr2H7XoG8PEki7pYWyXZcryKSY5IsjDJws+d8Ol7uFtJkiRJAyEZnMcAsAeGNmtJtgOeBuyRpIAhoIBvAv2TZq5mcp+XmqB8FXcnDGdNsnnTgH2rauk6d1q1AFgA8OtbV0zUBkmSJEnaZNkDQ5u7Q4DPVNUuVTWvqnYGrgOevJZt7gDG6wlxPnBwktldT4k/71t3PbBX3z4nE/cM4LWjT5LMX0ubJEmSJGlKM4Ghzd1hwNfGlH0FeNFatlkAfGt0Es9RVXUZcDK94SZfAb7bt/rDwGuSfB/YfoK436CXAFmU5E+A1wN7J1mc5If0JvmUJEmStLnY2BN3OomnNDiq6oBxyo4Fjh1T9tq+5Y8BH+t7Pq9v+b3AewGSHN1Xfg3w2L6Q7+zKzwXO7ZavHVMH4ND1OBxJkiRJmrIGI40iSZIkSZK0FvbAkO4lVXX0xm6DJEmSpE3YgNz9Y1DYA0OSJEmSJA08ExiSJEmSJGngOYREmmJuX7qqWaxZ09vlOC897QNN4uzznCObxAG4+NQ2bQLYana7y+lDttmiWaxVI9UkTsveiyPVpk0A0xq2a8WqkSZxpg+3+9wsb9QmaHvet91iRrNYQ43eXDOG2p33lufqd3esaBZr5vShZrFWrW5zjKtG2r1Hl65Y3SzW1nPavR9aXmdanfeWn8Ely9r93nDLne3e7y2/V1v+PtPKcMNrVqvvL4AtZ09vFqvVZ2eLWZv5f1kH5O4fg8KzIUmSJEmSBt5mns6SJEmSJGlAOYnnGuyBIUmSJEmSBp4JDEmSJEmSNPBMYGjKSHJwkkqy23pud32S7ccpPyjJkd3y85LsvoHt2ibJ327ItpIkSZI2Y5k2OI8BMBitkNo4DPge8MKxK5Ks99TtVXVqVY3epuJ5wAYlMIBtgPVOYGxImyVJkiRpqjKBoSkhyVxgP+AVdAmMJAckOSfJF4Arkwwl+XCSK5MsTvK6vhCvS3JZt263bvvDk3w8yZOAg4BjkixK8rDu8e0kP0jy3b5t7p/ka0mu6B5PAj4APKzb9piuXaf1tf3jSQ7vlq9PclSS7wEvSHJgkgu7tn25O05JkiRJ2ux4FxJNFc8Dvl1V1ya5Jcnju/InAHtU1XVJXgM8BNizqlYl2bZv+99W1eO7oR5vAf5mdEVVfT/JqcBpVXUKQJKzgFdX1U+S/DHwCeBpwLHAeVV1cNeDYi5wZNeG+d22B6zjWJZV1ZO7YS1fBZ5RVXcm+XvgzcC7N+wUSZIkSdqkeBeSNdgDQ1PFYcBJ3fJJ3XOAS6rqum75GcBxVbUKoKpu6dv+q93PHwDz1rajrhfEk4AvJ1kEfBLYqVv9NODfuvirq+q2DTiWk7ufT6Q3bOWCbj8vBXaZoE1HJFmYZOGXPnf8BuxSkiRJkgabPTC0yUuyHb3EwR5JChgCCvgmcGd/1a58PMu7n6tZ9+diGnDraI+KDbCKNZOHs8asH21zgDOr6jDWoaoWAAsArrnhromOUZIkSZI2WfbA0FRwCPCZqtqlquZV1c7AdcCTx9Q7A3h1kmGAMUNI1uUOYEuAqroduC7JC7o4SfK4rt5ZwGu68qEkW/Vv2/k5sHuSmUm2Bp4+wT4vAvZL8vAu3pwkj1iPNkuSJEnalG3sO494FxKpucOAr40p+wrwojFlnwZ+ASxOcsU469fmJOCtSS5P8jDgxcArujhXA8/t6r0BeGqSK+kNR3l0Vf2O3jCQq5IcU1W/BL4ELAY+D1w+3g6r6mbgcOCLSRbTS2is1y1iJUmSJGmqcAiJNnlVdcA4ZcfSm1Czv2wVvUkw3zymfF7f8kLggG75BOCEbvkC/vA2qn82zn5v5O5kRn/5i8Y8fxvwtnHqzRvz/Gxgn7H1JEmSJG0GnMRzDfbAkCRJkiRJA88EhiRJkiRJGngOIZEkSZIkaRANyOSZg8KzIUmSJEmSBp4JDEmSJEmSNPAcQiJNMTffsbxZrJ22mdUs1pwZbS43F5/6gSZxAP74oCObxfrRmR9uFmuLWYN3ab71zpXNYo1Us1DctWJVs1jbbjGjSZwVq0aaxAEYqYYna0BNH27zt5RlK9ud91kzhprFWt3wNWz5fm/1K+BWs6c3iQOQhjPtL1ne7lxtM6fdMS5fubpJnJFZ7d6jS1e0aRPAMef9rF2sPx9787cNN21am/fWskavH8DwULu/I7e8/s2Z2e69ddfyRuer5S8OmyKHkKzBsyFJkiRJkgaeCQxJkiRJkjTwBq+fsiRJkiRJgobD66YCe2BIjSXZL8mfbOx2SJIkSdJUYgJDAynJwUkqyW5rqbNNkr9ttL/DkzygQZw9gZcBF/WV/cOYOt+/p/uRJEmStBnItMF5DIDBaIX0hw4Dvge8cLyVSYaAbYAmCQzgcOAeJzCq6vKq+puq6r9lwz+MqfOkycZLj59TSZIkSZs9/2OkgZNkLrAf8Ar6EhhJDkhyTpIvAFcCHwAelmRRkmOS7JTk/O75VeMN40iyV5LzkvwgyendNocAewOf77adPWabc5N8pIv9oyT7JPlqkp8k+T999V6S5JIuxieTDCX5ADC7K/t8V29J3zZvTXJpksVJ3tWVzev28wngMmDnJCd0x3Rlkjc1O9mSJEmStIlwEk8NoucB366qa5PckuTxVXVZt+4JwB5VdV2Sed3yfIAk/xs4vare2/XQmNMfNMl04GPAc6vq5iSHAu+tqpcneS3wlqpaOEGbVlTV/kneAPwnsBdwC/DTJB8BdgQOBfarqpVd8uHFVXVkkteOtnFMew4Edu2OKcCpSfYHfgE8EnhZVf1tkr2AB1bVHt1226zf6ZQkSZK0SXISzzXYA0OD6DDgpG75pO75qEuq6roJtrsUeFmSo4HHVNUdY9Y/EtgDODPJIuCdwIMm2aZTu59XAldX1Q1VtRz4GbAz8HR6SY1Lu9hPBx66jpgHdo/L6fW02I1eQgPg51U1Oo/Gz4CHJvlYkj8Dbh8bKMkRSRYmWXjqySdM8pAkSZIkadNhDwwNlCTbAU8D9khSwBBQSd7WVblzom2r6vyuB8Ozgc8mOaaqPtMfnl7yYd8NaNry7udI3/Lo8+Eu9olV9fb1iBng/VX1yTUKez1L/uc4q+r3SR4H/Cnwd8BfAi/v36aqFgALAL577e9rPdogSZIkSZsEe2Bo0BwCfKaqdqmqeVW1M3Ad8ORx6t4BbDn6JMkuwE1V9Sng34HHj6n/Y2CHJPt29acnefR4sTbAWcAhSXbsYm/btQdgZTd8ZazTgZd3c36Q5IGj2/dLsj0wraq+AvzjOMclSZIkaSra2HceGbC7kNgDQ4PmMHqTc/b7CvAi4OT+wqr6XZILklwFfAu4CnhrkpXAEuCvx9Rf0U3YeWySrem9//8FuBo4ATguyVJg36pauj6NrqofJnkncEZ315CV9HpL/Jxez4jFSS6rqhf3bXNGkkcBF6Y3tm0J8BJg9ZjwDwT+o+9uJOvTy0OSJEmSpgQTGBooVXXAOGXH9j09d8y6F42pfuI64i8C9h+n/Cv0EiVrbVNVndvfhjHrTmZMkqUr/3vg7/uez+1b/ijw0XF2u0dfnSuw14UkSZKkzZwJDEmSJEmSBpF3IVnDYAxkkSRJkiRJWgt7YEiSJEmSNIBiD4w12ANDkiRJkiQNPHtgSFPMLtvP2dhNGNeq1dUkzlaz2122fnTmh5vFetQz39Is1kX/+f5mse6/1cwmcXbcuk0cgFvvXNks1rS0ez8MD7X5C8dItfvbwPShdrGmNfwLzrRp7WIN4rWh4eGxy3btrsm3LV3VLNYWM4eaxWql5Ws4Y7jdZ6fVtQFguy1nNInT8vM81PD4/u9BuzeL1fK8/+6ONt87W8+Z3iQOwIpVI81ibTe3zfsK2l5nWn0OW74XtOkzgSFJkiRJ0gByCMmaHEIiSZIkSZIGngkMSZIkSZI08BxCIkmSJEnSIHIEyRrsgaEpL8nqJIuSXJHksiRP2thtWpckb0wymLNxSpIkSdJGYAJDm4OlVTW/qh4HvB1od4uHe0GSIeCNgAkMSZIkSeqYwNDmZivg96NPkrw1yaVJFid5V1/515P8IMnVSY7oK1/St3xIkhO65f9M8tfd8quSfH68na8tbpJ3J7kYeAfwAOCcJOckGUpyQpKrklyZ5E3NzoYkSZKkgZVkYB6DwDkwtDmYnWQRMAvYCXgaQJIDgV2BJ9AbXXZqkv2r6nzg5VV1S5LZwKVJvlJVv1vLPo4ALkhyHfC/gSdOUG+iuFsAV1XVUV3bXg48tap+m2Qv4IFVtUe3bpt7cC4kSZIkaZNkAkObg6VVNR8gyb7AZ5LsARzYPS7v6s2ll9A4H3h9koO78p278gkTGFV1Y5KjgHOAg6vqlgmqThR3NfCVCbb5GfDQJB8D/gs4Y+2HK0mSJElTj0NItFmpqguB7YEd6PW6eH83P8b8qnp4Vf17kgOAZwD7dvNmXE6v9wZA9YWbxZoeQy8Z8QCAJDt3k4cuSvLqdcRdVlWrJ2jz74HHAecCfwd8emydJEckWZhk4RdO/IPVkiRJkjZBG3vYiENIpI0oyW7AEL1Ew+nAe5J8vqqWJHkgsBLYGvh9Vd3V1e8fDnJjkkcBPwYOBu7o4j4B+F/AnsB5Sc6oquuA+X37fu5a4o51B7Al8Nsk2wMrquorSX4KnDC2clUtABYA/OKW5TV2vSRJkiRt6kxgaHMwOgcG9HpdvLTr7XBGl4y4sMsoLgFeAnwbeHWSxfQSFRf1xToSOA34JXAVMDfJTOBTwMuq6tdJ/jdwfJKnVVV/MmFtccdaAHwryQ307kjyH0lGe0y9fUNOgiRJkqRNy6D0fBgUJjA05VXV0FrWfRT46Dir/tcE9U8BThln1eP66pwKnDrOtsvXEnfumOcfAz7WV/T48baTJEmSpM2Fc2BIkiRJkqSBZw8MSZIkSZIGkENI1mQPDEmSJEmSNPBMYEiSJEmSpIHnEBJJkiRJkgaRI0jWYAJDmmJWra51V5qkFatGmsW65ubbm8R5yDZbNIkDsMWsdpfAi/7z/c1iPfG57e6Ue8P3x7vJzgZY3SYMwF0r2gVbtrJdrGnT2vyGcPvSlU3iAMydNbtZrN/esbxZrJYW33hrkzjzd9qmSRyAuTPbXRuWp911dNXqdrGWrmgTZ/rsdp15lyxf1SzWnGr3Gs6odv97WLGqzXf0ilXtrn233dnumjXS7i3KrOnt3lvX/f7OJnEeMbxlkzgAI9Xu97XlDX9fu+H3S5vF2nqL6U3irG74u+0fbdWmTdp4HEIiSZIkSZIGnj0wJEmSJEkaQN6FZE32wJAkSZIkSQPPHhjSfSjJA4GnVdVnN3ZbJEmSJA02e2CsyR4Y+h9JVidZlOSKJJcledIktlnS/ZyX5KoGbTggyWnrqDM/ybPGbLPOtraU5PAkN3fn64dJXjmJbbYB/hk4ax31DkpyZKOmSpIkSdKUYA8M9VtaVfMBkvwp8H7gKRu1ReObD+wNfLN7fgCwBPj+2IpJhquq3bTmazq5ql6bZEfg6iSnVtWNE1WuqluBQ9cVtKpOBU5t10xJkiRJ2vTZA0MT2Qr4/eiTJG9NcmmSxUnetbYNkwwlOaav/qu68p2SnN/1WrgqyZ+sI84WSY7v4lye5LlJZgDvBg7t4vw98GrgTd3zP0lyQpJ/TnIO8MEkD0vy7SQ/SPLdJLt18V/QteOKJOdv6ImqqpuAnwK7JHl619Yru7bP7Pa1V5LzujacnmSnrvz1XQ+OxUlO6soOT/LxbnmHJF/pzsGlSfbb0HZKkiRJ2rQkGZjHILAHhvrNTrIImAXsBDwNIMmBwK7AE4AApybZv6om+k//K4Dbqmqf7j/wFyQ5A/gL4PSqem+SIWDOOtrzDuDsqnp5N/ziEuA7wFHA3lX12q59s4ElVfXh7vkrgEcAz6iq1UnOAl5dVT9J8sfAJ7pjOwr406r67y7+BknyUOChwK+Ai4GnV9W1ST4DvCbJvwIfA55bVTcnORR4L/By4EjgIVW1fII2fBT4SFV9L8mDgdOBR21oWyVJkiRpU2UCQ/36h5DsC3wmyR7Agd3j8q7eXHoJjYkSGAcCj01ySPd8667+pcDxSaYDX6+qRetoz4HAQUne0j2fBTx4ksfy5S55MRd4EvDlvqzhzO7nBcAJSb4EfHWScfsdmuTJwHLgVcAOwHVVdW23/kTg7+glXfYAzuzaMATc0NVZDHw+ydeBr4+zj2cAu/e1faskW1bVHf2VkhwBHAHwfz78cQ7761dswOFIkiRJ0uAygaFxVdWFSban95/yAO+vqk9OcvMAr6uq0/9gRbI/8Gzgs0mOAe4A/qlb/TfjxHl+Vf14TIw/nkQb7ux+TgNuHU3M9KuqV3exng0sSjK/qn7Xt5/3dusYb3u6OTD66o9XZ/Q4rq6qfcdZ92xgf+Ag4B+TPHrM+mnAvlW1dILYo8eyAFgA8LObl9Xa6kqSJEnaNAzK0I1B4RwYGlc3T8QQ8Dt6wxZe3vVmIMkD05u4ciKn0xs6Mb2r/4j05rPYBbipqj4F/Dvw+Kr6WlXN7x4Lx4nzunSf2iR7duV3AFv21Rv7/H9U1e3AdUle0MVIksd1yw+rqour6ijgt8DOY7Z9x2jb1nKs/a4B5iV5ePf8r4DzgB8DO3S9WkgyPcmjk0wDdq6qc4C3AdvQ693S7wxgMkkSSZIkSZrS7IGhfqNzYECv18BLq2o1cEaSRwEXdrmEJcBLgJsmiPNpYB5wWZd8uBl4Hr27hbw1ycouxl+voz3vAf4FWNzFuR54DnAOcGTX1vcD3wBOSfJc4HXjxHkx8G9J3glMB04CrgCOSbJrd6xndWUbrKqWJXkZveEqw/SGzBxXVSu64TTHJtma3ufuX4Brgc91ZaE318WtY7Ksrwf+Ncnibrvz6U1aKkmSJEmbFRMY+h9VNbSWdR+lN6Hk2PK53c/r6c3zQFWNAP/QPfqd2D3W1oZzgXO75aX05pYYW+cWYJ8xxY/tW/7umPrXAX82Tpy/WFtb1tHOE4ATxik/C9hznPJF9IaKjPXktcWuqt8yiVuvSpIkSZqCHEGyBoeQSJIkSZKkgWcPDEmSJEmSBpCTeK7JHhiSJEmSJGngmcCQJEmSJEkDzyEkkiRJkiQNIIeQrClVtbHbIKmhW5eubvahbnl5GJ7W5uK7amQwr1mtjg9gdcMTv9OT3tAkzu8u+ViTOADLV440i9XSIP5+MNSwUS3fVzOG23XgXLJsVZM4LdvUUsvr6CC+R4entTvvq0baXRtafnZaavUdNn1oMM/7IP7e0FLL6+hUf4/CYF6ztpk9NICtWrsdXnbywPzye/N/HLrRz99gfttLkiRJkiT1cQiJJEmSJEkDyCEka7IHhiRJkiRJGngmMCRJkiRJ0sAzgSGtpySrkyxKckWSy5I8qSufl+Sqjd0+SZIkSVNEBugxAJwDQ1p/S6tqPkCSPwXeDzxlo7ZIkiRJkqY4e2BI98xWwO/HFna9Mb7b9dDo76WxU5Lzux4cVyX5k678sCRXdmUf7IuzJMl7u94eFyW5/312ZJIkSZI2qiQD8xgEJjCk9Te7S0BcA3waeM84dW4CnllVjwcOBY7tyl8EnN714HgcsCjJA4APAk8D5gP7JHleV38L4KKqehxwPvDKe+WIJEmSJGnAmcCQ1t/SqppfVbsBfwZ8Jn+YkpwOfCrJlcCXgd278kuBlyU5GnhMVd0B7AOcW1U3V9Uq4PPA/l39FcBp3fIPgHnjNSjJEUkWJll4wr9/qslBSpIkSdL6SPKmJFd3Pcu/mGRWkm2TnJnkJ93P+21ofOfAkO6BqrowyfbADmNWvQm4kV4vi2nAsq7++Un2B54NfDbJMcDta9nFyqqqbnk1E3xmq2oBsADg1qWra7w6kiRJkjYtgzJ0YzKSPBB4PbB7VS1N8iXghfT+mHtWVX0gyZHAkcDfb8g+7IEh3QNJdgOGgN+NWbU1cENVjQB/1dUhyS7ATVX1KeDfgccDFwNPSbJ9kiHgMOC8++gQJEmSJKmVYXpD7oeBOcCvgecCJ3brTwSed0+CS1o/s5Ms6pYDvLSqVo/Jjn4C+EqSFwDnAHd25QcAb02yElgC/HVV3ZDk7V29AN+sqv+89w9DkiRJkiYnyRHAEX1FC7qe4ABU1X8n+TDwC2ApcEZVnZHk/lV1Q1fnhiQ7bmgbTGBI66mqhiYovx7Yo1v+CfDYvtVv78pP5O7sY/+2XwC+ME753L7lU4BT7kHTJUmSJG1CBmkISf+w9fF0c1s8F3gIcCvw5SQvadkGh5BIkiRJkqR76hnAdd3NCVYCXwWeBNyYZCeA7udNG7oDExiSJEmSJOme+gXwxCRzurs0Ph34EXAq8NKuzkuBDR4u7xASSZIkSZIG0CANIVmXqro4ySnAZcAq4HJ6Q07mAl9K8gp6SY4XbOg+TGBIkiRJkqR7rKr+CfinMcXL6fXGuMdMYEhTzPC0diPDVo2MNIvVSssk9K13rmwWa8etZzaLxep2oX53yceaxNnuCa9rEgfgpguPbRZr1Ug1i9Xqs9PwI9hWw/dVS3NmtPlVpOX1asZwuxdxxap27RpqeAFc3qhdjV4+AKrhe3RVtbs2TB9q935YvqrNQbZsU0u/uXVZs1i77DCnWaxWli9veJ2ZOZiv4dDQ4P21fwB/Hb1vDd5LslEN5idHkiRJkiSpjwkMSZIkSZI08BxCIkmSJEnSANqUJvG8L9gDQ7qXJfnLJLts7HZIkiRJ0qbMBIamvCR/lOSkJD9N8sMk30zyiHtpX/OTPGtM8dnAB5LscG/sU5IkSZI2Bw4h0ZSWXp+rrwEnVtULu7L5wP2BayexbapqfeY+ng/sDXxztKCqfgsctpb9DFfVqvXYhyRJkqTNgENI1mQPDE11TwVWVtVxowVVtQi4PMlZSS5LcmWS5wIkmZfkR0k+AVwG7Jzk35IsTHJ1kneNxkmyT5LvJ7kiySVJtgbeDRyaZFGSQ5NskeT4JJd2Zc/rtj08yZeTfAM4Y0y9y/va8+gu9qIki5Pseh+dN0mSJEkaKPbA0FS3B/CDccqXAQdX1e1JtgcuSnJqt+6RwMuq6m8Bkryjqm5JMgScleSxwDXAycChVXVpkq2Au4CjgL2r6rXdtu8Dzqmqlye5H3BJkjO7/ewLPLaL/T7g7K7eNl297wCvBj5aVZ9PMgMYanx+JEmSJGmTYAJDm6sA70uyPzACPJDesBKAn1fVRX11/zLJEfQ+LzsBuwMF3FBVlwJU1e0wbhevA4GnJHlF93w1sHO3fGZV3dJX76Akb+mezwIeDFwIvCPJg4CvVtVPxj2YXvuOAPjox4/j5X9zxKRPhCRJkqTB5BCSNZnA0FR3NXDIOOUvBnYA9qqqlUmup5c0ALhztFKShwBvAfapqt8nOaGrF3pJjHUJ8IqqumaNwuSJ/fvp6j2/qn48ZvsfJbkYeDZwepK/qaqzx+6kqhYACwCWLK/JtEuSJEmSNinOgaGp7mxgZpJXjhYk2QfYBbipS148tXs+nq3oJRpuS3J/4H915dcAD+hikWTLJMPAHcCWfdufDryumxCUJHtNsJ+x9fbsfj4U+FlVHQucCjx2vY5ekiRJ0qYrA/QYACYwNKVVVQEHA8/sbqN6NXA0vbuE7J1kIb3eGNdMsP0VwOX0enIcD1zQla8ADgU+luQK4Ex6PTPOAXYfncQTeA+9nk6Lk1wFvOsP9wJdvel99d7TlR8KXJVkEbAb8JkNPBWSJEmStElzCImmvKr6NfCX46zad4JN9hiz/eETxL0UeOI4q/YZ8/xV42x7AnBC3/OlE9R7P/D+CdopSZIkSZsNExiSJEmSJA0gJ/Fck0NIJEmSJEnSwDOBIUmSJEmSBp5DSCRJkiRJGkAOIVmTPTAkSZIkSdLAsweGNMX8+talzWLNmTF4l4iRqoaxmoXi1jtXNot114rVzWJtN3dGkzg3XXhskzgAO+77+maxfnTmh5vFmjNzqEmcVavbvbFmDLf7O8Mtd65oFmubOdObxVqyrM37fXio3V+ohqdN/b92zZ7R5v0+MtIkDAB3LFvVLFbLz87ShtfkVu/Tlavbnfib71jeLFbLvxQvafh+WLGq4Rd+I6sa/hLS8prV8vesVt+HLa/vc2e2+/7SxjF4/zuRJEmSJEkOIRnDISSSJEmSJGngmcCQJEmSJEkDzyEkkiRJkiQNIIeQrMkeGNIkJfmjJCcl+WmSHyb5ZpIjkpy2sdsmSZIkSVOdPTCkSUgv9fk14MSqemFXNh/4843ZLkmSJElTmB0w1mAPDGlyngqsrKrjRguqahHwXWBuklOSXJPk812ygyRHJbk0yVVJFvSVv77rwbE4yUld2VOSLOoelyfZsit/axdjcZJ33dcHLUmSJEmDwgSGNDl7AD+YYN2ewBuB3YGHAvt15R+vqn2qag9gNvCcrvxIYM+qeizw6q7sLcDfVdV84E+ApUkOBHYFngDMB/ZKsn/DY5IkSZKkTYYJDOmeu6SqflVVI8AiYF5X/tQkFye5Enga8OiufDHw+SQvAVZ1ZRcA/5zk9cA2VbUKOLB7XA5cBuxGL6HxB7q5OBYmWXjyZ49vfoCSJEmS7ntJBuYxCJwDQ5qcq4FDJli3vG95NTCcZBbwCWDvqvplkqOBWV2dZwP7AwcB/5jk0VX1gST/BTwLuCjJM+iNeHt/VX1yXY2rqgXAAoBrb7yr1vvoJEmSJGnA2QNDmpyzgZlJXjlakGQf4CkT1B9NVvw2yVy65EeSacDOVXUO8DZgG3pzaDysqq6sqg8CC+n1tjgdeHm3PUkemGTH9ocmSZIkSYPPHhjSJFRVJTkY+JckRwLLgOuBr09Q/9YknwKu7Opd2q0aAj6XZGt6PSw+0tV9T5Kn0uvB8UPgW1W1PMmjgAu7LltLgJcAN907RylJkiRpkAzK0I1BYQJDmqSq+jXwl+Os+lRfndf2Lb8TeOc49Z88TuzXTbDPjwIfXe/GSpIkSdIU4xASSZIkSZI08OyBIUmSJEnSAHIEyZrsgSFJkiRJkgaePTAkSZIkSRpATuK5JhMY0hSzYtVIw1grmsWaM6PN5WZaw2v4XStWNYs1Le0up8tWrm4Wq5VVI9Us1o/O/HCzWI965luaxfrJ2f/cJE7L12/2jKFmsZataHdtWDa9XayWn8NWtt9yZrNYLa9Zt961slmsVp/pbbeY0SQOtP3s3Hjrsmaxdt5+TrNYdy1vc4zTprX7DF5/y53NYt1vZrv3w29ub/cabjunTbtWjbQ77y0/O1vPmd4s1q1L2l1nhhtdAJcsb3fed9yy3bnSxuEQEkmSJEmSNPDsgSFJkiRJ0gByBMma7IEhSZIkSZIGngkMSZIkSZI08ExgSOspyR8lOSnJT5P8MMk3kxyR5LQJ6n86ye7rEX/vJMe2a7EkSZKkTVGSgXkMAufAkNZDep/crwEnVtULu7L5wJ9PtE1V/c367KOqFgIL70EzJUmSJGnKsQeGtH6eCqysquNGC6pqEfBdYG6SU5Jck+TzXbKDJOcm2btbXpLkg0l+kOQ7SZ7Qrf9ZkoO6OgeM9uZIskWS45NcmuTyJM+9rw9YkiRJkgaBCQxp/ewB/GCCdXsCbwR2Bx4K7DdOnS2Ac6tqL+AO4P8AzwQOBt49Tv13AGdX1T70kifHJNninhyAJEmSpE1DMjiPQWACQ2rnkqr6VVWNAIuAeePUWQF8u1u+EjivqlZ2y+PVPxA4Mski4FxgFvDglo2WJEmSpE2BCQxp/VwN7DXBuuV9y6sZf46ZlVVV3fLI6DZd0mO8+gGeX1Xzu8eDq+pHf1CpN4nowiQLv/y54yd7LJIkSZIG2LRpGZjHIDCBIa2fs4GZSV45WpBkH+Ap99L+Tgde1zefxp7jVaqqBVW1d1Xt/YKXvPxeaookSZIkbTwmMKT10PWeOBh4Zncb1auBo4Ff30u7fA8wHVic5KruuSRJkiRtdryNqrSequrXwF+Os+pTfXVe27d8QN/y3L7lo8fEndv9PJfefBdU1VLgVS3aLUmSJGnTMiiTZw4Ke2BIkiRJkqSBZwJDkiRJkiQNPIeQSJIkSZI0gOIYkjXYA0OSJEmSJA08ExiSJEmSJGngOYREmmK23WLGxm7CuFaNVJM4K1aNNIkDbc/V8FC77n3TprWL1arX4fC0dvnuOTOHmsX6ydn/3CzWrk97c5M4Pz7r/zaJ09o2W0xvFmvOjHav4bKVq5vEmTW9XZuGG34GR6rNtQ9g7sx2v7bNGG7zmb72N3c0iQOw41azmsVqea6WrWjzHgWY1eiz0/Atyu5/tHWzWC2/o3eZ1e4zvWp1m89hy+/nludqdaPfsaDdtaFlrBkjm/ff3B1BsqbN+90gSZIkSZI2CfbAkCRJkiRpADmJ55rsgSFJkiRJkgaeCQxJkiRJkjTwHEKizUKSPwL+BdgHWA5cD7yxqq7diM2SJEmSpAk5hGRN9sDQlJfep/5rwLlV9bCq2h34B+D+G7dld0vSbqptSZIkSZqCTGBoc/BUYGVVHTdaUFWLgO8lOSbJVUmuTHIoQJIDkpyX5EtJrk3ygSQvTnJJV+9hXb0TkvxbknOS/CzJU5Icn+RHSU4Y3VeSA5NcmOSyJF9OMrcrvz7JUUm+B7wgyZ91da5IclZXZ4su5qVJLk/y3PvsrEmSJEnSAHEIiTYHewA/GKf8L4D5wOOA7YFLk5zfrXsc8CjgFuBnwKer6glJ3gC8DnhjV+9+wNOAg4BvAPsBf9PFmg/8Cngn8IyqujPJ3wNvBt7dbb+sqp6cZAfgMmD/qrouybbd+ncAZ1fVy5NsA1yS5DtVdec9PCeSJEmSBpwjSNZkDwxtzp4MfLGqVlfVjcB59ObIALi0qm6oquXAT4EzuvIrgXl9Mb5RVdWV31hVV1bVCHB1V++JwO7ABUkWAS8Fdunb/uTu5xOB86vqOoCquqUrPxA4stv2XGAW8OCxB5LkiCQLkyz83Amf3oBTIUmSJEmDzR4Y2hxcDRwyTvna8pnL+5ZH+p6PsObnZvk4dfrrrQbOrKrDJtjPaE+KADVBG59fVT9eS1upqgXAAoBf37pivDiSJEmStEmzB4Y2B2cDM5O8crQgyT7A74FDkwx1Qzj2By5pvO+LgP2SPLzb75wkjxin3oXAU5I8pKs3OoTkdOB13USkJNmzcfskSZIkDagkA/MYBCYwNOV1QzwOBp6Z5KdJrgaOBr4ALAauoJfkeFtV/abxvm8GDge+mGQxvYTGbhPUOwL4apIruHtoyXuA6cDiJFd1zyVJkiRps+MQEm0WqurXwF+Os+qt3aO/7rn05psYfX7AeOuq6vC+8uvpTRbKOOvO5u65Nfr3M2/M828B3xpTthR41XjHJEmSJGlqG5CODwPDHhiSJEmSJGngmcCQJEmSJEkDzyEkkiRJkiQNoEGZPHNQ2ANDkiRJkiQNPBMYkiRJkiRp4DmERJpiVo1Us1gjDWMtXbG6SZzpw+3yritWjTSLNVLt2nX70pXNYm01u81lflrDdPeq1e3eV8tWtnlfAfz4rP/bJM4jn/6/m8QBuOnCY5vF+v2SFc1iMXdGs1Cn/bjN3asP2m2nJnEAZjS8zgxPa9f1964Vq5rFmtaoXY/4oy2bxAH49a1Lm8WaO7Pdr7izZgw1i9Xqe6fl++qOht85M6e3O1fLVrb7jr5zWZvPTsvjG6l234Vbzmr3fm/5vdry98jNmSNI1mQPDEmSJEmSNPBMYEiSJEmSpIHnEBJJkiRJkgaQdyFZkz0wJEmSJEnSwDOBobVKsjrJoiRXJ7kiyZuTrNf7JslBSY7slp+XZPcNaMe5Sfbe0P3eV5IsuS/3J0mSJGnqSgbnMQgcQqJ1WVpV8wGS7Ah8Adga+Kf+SkmGq2rcKZ6r6lTg1O7p84DTgB/eS+3tb0//fjc0ToBUVbupsCVJkiRJ680eGJq0qroJOAJ4bXoOT/LlJN8AzkiybZKvJ1mc5KIkjwXo6n08yZOAg4Bjul4dD9uQdvT3ckhySJITuuUTkvxzknOAD47ut1v3giRXdb1Izu9r138m+XaSHyf5p658XpIfJfkEcBmw81r2+ZAkFya5NMl7xrTzrV354iTvGhP7U12vljOSzO7WPTzJd7o2XjZ6fsaLI0mSJEmbGxMYWi9V9TN675sdu6J9gZdW1dOAdwGXV9VjgX8APjNm2+/T6xHx1qqaX1U/vRea+AjgGVX1v8eUHwX8aVU9jl4SZdQTgBcD84EX9A1TeSTwmaras6p+vpb9fRT4t6raB/jNaGGSA4Fdu/jzgb2S7N+t3hX416p6NHAr8Pyu/PNd+eOAJwE3rCOOJEmSpCksycA8BoEJDG2I/nfvmVV1S7f8ZOCzAFV1NrBdkq3v47Z9uapWj1N+AXBCklcCQ33lZ1bV76pqKfBVescA8POqumgS+9sP+GK3/Nm+8gO7x+X0enHsRi8RAXBdVS3qln8AzEuyJfDAqvoaQFUtq6q71hHnfyQ5IsnCJAu/cOKnJ9FsSZIkSdq0OAeG1kuShwKrgZu6ojv7V4+zSU0y7hC9/8wDnFpVR62len/MWWPW3ck4qurVSf4YeDawKMn8Cdo3+nxsnLXtc7xjDPD+qvrkGoXJPGB5X9FqYDbjn7sJ44xVVQuABQC/uGX5pM65JEmSJG1K7IGhSUuyA3Ac8PGqGu8/yefTG45BkgOA31bV7WPq3AFsOXbDqlrdDSuZv47kBcCNSR6V3t1QDp5k2x9WVRd3sX8L7NytemY3d8dsehOMXrCe+7wAeGG3/OK+8tOBlyeZ2+3/gelNgjqu7jz9Ksnzuvozk8xZ3ziSJEmSpo6NfeeRQbsLiQkMrcvsbsLNq4HvAGfQm+tiPEcDeydZDHwAeOk4dU4C3prk8vWcxHOYu3suHEnvTiZnAzdMcvtjklyZ5Cp6iZYruvLv0Rv6sQj4SlUtnGD7ifb5BuDvklxK7+4sAFTVGfTu2HJhkiuBUxgncTPGXwGv787f94E/2sA4kiRJkjTlZPw/pEuDI8lM4P8Be1TVbQ3jHg7sXVWvbRVzELQcQjIy0u76sHTFeFOTrL/pw+3yrsPT2qWSh4fatevWu1Y0i/WgbWc3iTOj4Xm/9c6VzWLd1eh9Be2O8ZFPHzuH8Ia76cJjm8X62U3jjrDbIPebO6NZrFOu+u8mcQ7abacmcQDmzmo3wrbldebWu9p9dlod49yZ7c7Vr29d2ixWy3ZNa/garljV5q7sLd9XtzV8X82cPrTuSpM0PNTuGO9ctqpJnJbHN9Lw/2DbNbwm33zH8nVXmqQZDX83amXe9rMGpB/B5D3xA+cNzH/YLzryKRv9/DkHhgZad1eQzwKfaJm8kCRJkqRBNyh3/xgUJjA00LohHY+6l2KfAJxwb8SWJEmSJLU1eP16JEmSJEmSxrAHhiRJkiRJA8gRJGtyEk9pivn9XasH8kPdasKx5Y0mQIO2E2hNbzhRVcsvqqFGwYYaTqZ21/J2E28ONZzIrpWWk+vtuO/rm8X6+fkfaRZrzox2f/8YxN9DVjdsU6vPILRt1/C0NtesQXz9AO5sOMHvrOntru+t3g8tx8QvW9nuXLWapBTaTh7dakLQlp/nzUGra9aqhr/abj93eJN7EZ/0ofMH5kL7/bftv9HPnz0wJEmSJEkaQE7iuSbnwJAkSZIkSQPPBIYkSZIkSRp4DiGRJEmSJGkAOYJkTfbA2MwlWZ1kUd/jyI3dplFJ9k5y7D3Y/oQkh7Rs0yT3+8Ykc/qefzPJNvd1OyRJkiRpKrEHhpZW1fyN3YjxVNVCYOHGbscGeCPwOeAugKp61kZtjSRJkiRNAfbA0LiS7JPk+0muSHJJki2TzEryH0muTHJ5kqd2dQ9P8tUk307ykyQf6otzWFf/qiQf7CtfkuSDSX6Q5DtJnpDk3CQ/S3JQV+eAJKd1y1skOT7Jpd2+nztOm5Pk40l+mOS/gB371j292+7KLs7Mrvz6JO9LcmGShUken+T0JD9N8uq+7d/a7Xtxknf1tem/unN0VZJDk7weeABwTpJz+vaxfbf8jiQ/7o75i0ne0pWfm2Tvbnn7JNd3y0NJjunb96tavL6SJEmSBl+SgXkMAntgaHaSRX3P3w98DTgZOLSqLk2yFbAUeANAVT0myW7AGUke0W03H9gTWA78OMnHgNXAB4G9gN939Z9XVV8HtgDOraq/T/I14P8AzwR2B04ETh3TzncAZ1fVy7vhGJck+U5V3dlX52DgkcBjgPsDPwSOTzILOAF4elVdm+QzwGuAf+m2+2VV7ZvkI129/YBZwNXAcUkOBHYFngAEODXJ/sAOwK+r6tkASbauqtuSvBl4alX9tv8AkuwFvLA7T8PAZcAPxnlN+r0CuK2q9umSLhckOaOqrlvHdpIkSZI0pdgDQ0uran7f42R6SYAbqupSgKq6vapWAU8GPtuVXQP8HBhNYJxVVbdV1TJ6iYNdgH3oJSlu7rb/PLB/V38F8O1u+UrgvKpa2S3PG6edBwJHdsmWc+klGB48ps7+wBeranVV/Ro4uyt/JHBdVV3bPT+xrx1wd7LkSuDiqrqjqm4GlnXJkgO7x+X0kg670UtoXAk8o+tJ8idVdds47e73J8DXququqrqdP0zSjOdA4K+7474Y2K7b9xqSHNH1IFl4wvGfmkRYSZIkSdq02AND4wlQE5RPZHnf8mp676211V9ZVaP7GBndvqpGkoz3vgzw/Kr68Vpiwvq3G+5u+whrHscIdx/H+6vqk38QuNer4lnA+7ueEe/egPYBrOLuhOKsMW1/XVWdvtagVQuABQC/v2v1RPuQJEmStAkZlKEbg8IeGBrPNcADkuwDkN78F8PA+cCLu7JH0OsBsbaEwsXAU7o5HYaAw4DzNrBNpwOvS/cJTrLnOHXOB17YzRuxE/DUvuOZl+Th3fO/Ws92nA68PMncbt8PTLJjkgcAd1XV54APA4/v6t8BbDlB+w5OMjvJlsCf9627nt5QG4D+O6ecDrwmyfRu349IssV6tF2SJEmSpgR7YGjsHBjfrqojkxwKfCzJbHrzXzwD+AS9OSGupNdj4PCqWj5RVrCqbkjyduAcej0JvllV/7mB7XwPvTkrFndJjOuB54yp8zXgafSGdlxLl6SoqmVJXgZ8uUvEXAocN9kdV9UZSR4FXNgd6xLgJcDDgWOSjAAr6c2rAb2eEN9KckNVPbUvzmVJTgYW0Rt+892+3XwY+FKSv+LuoS8An6Y3pOay7rhvBp432bZLkiRJ2nTZAWNNubsXv6T7UpKjgSVV9eGWcQd1CMnwtDZX3+WrRprEARhpeP2bPtSuQ1vLL6qhRsGGhto16q7lq5vFGmr0vmqp1XsdYMd9X98s1s/P/0izWHNmtPv7xyD+HrK6YZtafQahbbuGp7W5Zg3i6wdw54p215lZ09td31u9H1p2KV+2st25WtHwO3rGcLvzPtzoO6zl53lz0Oqatarhr7bbzx3e5F7Ep3zkgoG50J73pv02+vlzCIkkSZIkSRp4DiGRNpKqOnpjt0GSJEnS4HISzzXZA0OSJEmSJA08ExiSJEmSJGngOYREkiRJkqQB5AiSNZnAkKaY2+5a2SzWqpGBmfT4f7S8c0hL0xp+u/z2juXNYu32gC3bBGo3ST233LmiWaxlK9rNeL/NFtObxPn9knbH1/LOIbvs/6ZmsX50ZrubJ92+dFWTOLNmtOtU2vIuK63ufgBw+9J21/dZ04eaxNl2ixlN4gD85rZlzWK1Oj6AZbS7zrS6S0fL75xf3XJXs1hzZ7X77LS8C8mNt7X5Xr3/1jObxAGY0fDuZVvPafP9BfDfv1/aLNbcmW3eDy1/H91+rv/93dQ5hESSJEmSJA08U1CSJEmSJA0g70KyJntgSJIkSZKkgWcPDEmSJEmSBpAdMNZkDwxNWUnun+QLSX6W5AdJLkxy8MZu11hJ3p3kGRu7HZIkSZI0yOyBoSkpvcFiXwdOrKoXdWW7AAeNqTdcVW2mwN9AVXXUeOVJhqqq4b0fJEmSJGnTZQJDU9XTgBVVddxoQVX9HPhYksOBZwOzgC2SHAT8J3A/YDrwzqr6zyTzgG8D3wOeCFwB/AfwLmBH4MVVdUmSo4GHADsBjwDe3NX/X8B/A39eVSuTHAX8OTAb+D7wqqqqJCcAp1XVKUmuB44HDgQ+nuSWbn8zgZ8CL6uqJe1PlyRJkqRB0/K2yVOBQ0g0VT0auGwt6/cFXlpVTwOWAQdX1eOBpwL/N3dP9/tw4KPAY4HdgBcBTwbeAvxDX7yH0UuKPBf4HHBOVT0GWNqVA3y8qvapqj3oJTGeM0HbllXVk4HvAO8EntG1bSG95IgkSZIkbXZMYGizkORfk1yR5NKu6MyqumV0NfC+JIvpJQ0eCNy/W3ddVV1ZVSPA1cBZVVXAlcC8vl18q6pWduVD9HpuMKbeU5NcnORKej1EHj1Bc0/ufj4R2B24IMki4KXALhMc3xFJFiZZ+IXP/Ps6zoYkSZIkbXocQqKp6mrg+aNPqurvkmxPrxcDwJ19dV8M7ADs1Q31uJ7e8BKA5X31Rvqej7Dm52d5t5+RJCu7JMf/1EsyC/gEsHdV/bIbdjKL8Y22LfQSLYet62CragGwAOD63y6rdVSXJEmStAlwBMma7IGhqepsYFaS1/SVzZmg7tbATV3y4qlM0MvhHhpNVvw2yVzgkElscxGwX5KHAySZk+QR90LbJEmSJGng2QNDU1I3OebzgI8keRtwM72eDX9Pb/6Jfp8HvpFkIbAIuOZeaM+tST5Fb0jJ9cCla98CqurmbsLRLyaZ2RW/E7i2dfskSZIkadCZwNCUVVU3AC+cYPUJffV+S29Sz/Hs0Vfv8L7l60fXVdXRY/Y7t2/56L7ld9JLQIxtZ3/ceWPWnQ3sM0HbJEmSJE1hcQzJGhxCIkmSJEmSBp49MCRJkiRJGkDT7ICxBntgSJIkSZKkgWcCQ5IkSZIkDTyHkEhTzPBQu7zkqpHVzWItW9km1rZbzGgSp7VpA9q/b8bw4OWpt5kzvVmsZdNHmsWaM2OoTaC57d6jc2a0+5r+0ZkfbhbrUc98S7NYV55+TJM4ww0/g1vMbPReaGzuzHbvh1bXhuGhdud9EK9XALOmt2tXq7fpspXtrn1bz253Td5iVrv3aMvP9IxtW73fB++9ADC9Ybu2mdPuO6zVMc4a0N+x7itO4rmmwfymkCRJkiRJ6mMCQ5IkSZIkDTyHkEiSJEmSNIAcQbIme2BIkiRJkqR7LMk2SU5Jck2SHyXZN8m2Sc5M8pPu5/02NL4JDG2Wkrw4yYM3djskSZIkaQr5KPDtqtoNeBzwI+BI4Kyq2hU4q3u+QUxgaMpJcv8kX0jysyQ/SHJhkoP71r8C2KGqfrER23h4ko9PsO6bSba5j5skSZIkacBkgP6ts63JVsD+wL8DVNWKqroVeC5wYlftROB5G3o+nANDU0p69xn6OnBiVb2oK9sFOGi0TlX9e+N9DlVVs/uNVtWzWsWSJEmSpBaSHAEc0Ve0oKoW9D1/KHAz8B9JHgf8AHgDcP+qugGgqm5IsuOGtsEeGJpqngasqKrjRguq6udV9bEkQ0mOSXJpksVJXgW9pEdXflWSK5Mc2pVPS/KJJFcnOa3rGXFIt+76JEcl+R7wgiSv7OJekeQrSeZ09U5IclyS7ya5Nslz+tr6gCTf7saCfWi0sIu9fbf8kiSXJFmU5JNJhu71MyhJkiRpIEzL4DyqakFV7d33WDCmucPA44F/q6o9gTu5B8NFxj0fLYNJA+DRwGUTrHsFcFtV7QPsA7wyyUOAvwDm0xuj9QzgmCQ7deXzgMcAfwPsOybesqp6clWdBHy1qvapqtFxXq/oqzcPeArwbOC4JLO68vnAoV38Q5Ps3B88yaO69ftV1XxgNfDiyZ4ISZIkSboP/Qr4VVVd3D0/hV5C48bu/1d0P2/a0B2YwNCUluRfu14RlwIHAn+dZBFwMbAdsCvwZOCLVbW6qm4EzqOX4Hgy8OWqGqmq3wDnjAl/ct/yHl0viyvpJRke3bfuS12MnwA/A3brys+qqtuqahnwQ2CXMfGfDuwFXNq1+en0umWNd5xHJFmYZOHnT/j0JM+OJEmSJLXR/Z/pl0ke2RU9nd7/c04FXtqVvRT4zw3dh3NgaKq5Gnj+6JOq+rtuOMZC4BfA66rq9P4Nkkw058S6Zqq5s2/5BOB5VXVFksOBA/rW1ZjtRp8v7ytbzR9+HkNvLo+3r6MddN23FgD86vcrxu5PkiRJ0iaoN8XfJuV1wOeTzKD3x9uX0es48aXuZgq/AF6wocHtgaGp5mxgVpLX9JXN6X6eDrwmyXSAJI9IsgVwPr0hHENJdqA3c+4lwPeA53dzYdyfNZMSY20J3NDFHjvM4wVdjIfR60Hx40key1nAIaOT3HT3Tx7bS0OSJEmSBkJVLermx3hsVT2vqn5fVb+rqqdX1a7dz1s2NL49MDSlVFUleR7wkSRvozcL7p3A3wNfpjcfxWXd3UpupncLn6/Rm9/iCnq9I95WVb9J8hV63Z6uAq6lN+zktgl2/Y/d+p8DV9JLaIz6Mb1hKfcHXl1VyyaTSa2qHyZ5J3BGkmnASuDvun1IkiRJ0mbFBIamnO4WPS+cYPU/dI+x3to9+uOMJHlLVS1Jsh29XhlXduvmjan7b8C/TbDPC6rqTWPqn0Bv2Mno8+f0Lc/rWz6ZNefakCRJkrSZ2PRGkNy7TGBIa3dakm2AGcB7uolpJEmSJEn3MRMY0lpU1QH3cPvD27REkiRJkjZvJjAkSZIkSRpA0xxDsgbvQiJJkiRJkgaePTCkKWbJslXNYq0aGWkW67dLVjSJM9QwCz19uF0Od9XqahZr8Y23Nou11ewdmsSZM6Pd18WSZaubxbprRbv3+7KVbdp12o/bTZXzyifMaxbr9qXtztWVpx/TLNZj/vSt6640CZd/80NN4gDMWNHuPdrSXQ3bNW1am2tpy2tfq88gwKzpQ81itbxmtTIy0u68t3xfDQ21+45u+Rr+rtHvIFvObvdduLrhZ2dGw99nfnXLXc1ibTt3RrNYrfzRVtM3dhN0D5nAkCRJkiRpADmCZE0OIZEkSZIkSQPPHhiSJEmSJA2g2AVjDfbAkCRJkiRJA88EhrQOSZaMeX54ko93y69O8tdr2faAJE+axD7WGkeSJEmSNncOIZHugao6bh1VDgCWAN/fkDhJhquq3a0DJEmSJG0yHEGyJntgSPdAkqOTvKVbfn2SHyZZnOSkJPOAVwNvSrIoyZ8k2SXJWV2ds5I8eJw45yZ5X5LzgDck2SvJeUl+kOT0JDttrOOVJEmSpI3FHhjSus1Osqjv+bbAqePUOxJ4SFUtT7JNVd2a5DhgSVV9GCDJN4DPVNWJSV4OHAs8b5xY21TVU5JMB84DnltVNyc5FHgv8PJmRydJkiRJmwB7YEjrtrSq5o8+gKMmqLcY+HySlwATDfvYF/hCt/xZ4MkT1Du5+/lIYA/gzC6J8k7gQWMrJzkiycIkC7/0uePXdTySJEmSNgHTkoF5DAJ7YEjtPBvYHzgI+Mckj57ENjVB+Z3dzwBXV9W+aw1StQBYAHDNDXdNFFOSJEmSNln2wJAaSDIN2LmqzgHeBmwDzAXuALbsq/p94IXd8ouB760j9I+BHZLs2+1n+iQTI5IkSZI0pdgDQ2pjCPhckq3p9Zr4SDcHxjeAU5I8F3gd8Hrg+CRvBW4GXra2oFW1IskhwLFd7GHgX4Cr771DkSRJkjQIBmPgxuAwgSGtQ1XNHfP8BOCEbvnovlV/MJ9FVV0LPHZM8dPGqXd03/IBY9Ytojc0RZIkSZI2WyYwJEmSJEkaQBmQyTMHhXNgSJIkSZKkgWcCQ5IkSZIkDTyHkEiSJEmSNICmOYJkDfbAkCRJkiRJA88eGJImtHT56maxHrDNrCZxZgy1y7suWznSLNZWs9tdTufvtE2zWDOG25yvVSPtztXw0GD+KWHW9KEmcQ7abacmcVqbNaPdZ2e44Z+DLv/mh5rE2fNZb2sSB+C68z7SLFbLv5yNVDWLtWp1u1hT3azp7T47S5atahJnWsM31shIu/dCq+MDGJ7W7rxvMbPNd/Tqhp+bredMbxZrqOH7YfstZzaLNWdGm+/Vhm9RTQEmMCRJkiRJGkDehWRNDiGRJEmSJEkDzwSGJEmSJEkaeA4hkSRJkiRpADmCZE32wNC9LsmSMc8PT/LxbvnVSf56LdsekORJk9jHWuO0lmSbJH/bOOa5Sfbulq9Psn3L+JIkSZK0KbMHhjaqqjpuHVUOAJYA39+QOEmGq6rdlNh32wb4W+AT67NRkqGqandrD0mSJElTlpN4rskeGNqokhyd5C3d8uuT/DDJ4iQnJZkHvBp4U5JFSf4kyS5JzurqnJXkwePEOTfJ+5KcB7whyV5JzkvygySnJ/mDexwmOSHJsUm+n+RnSQ7pyud2+7ksyZVJnttt8gHgYV27jul6ipzWF+/jSQ7vlq9PclSS7wEvSHJgkgu7mF9OMncd5+glSS7p9vXJJG3uSSVJkiRJmxB7YOi+MDvJor7n2wKnjlPvSOAhVbU8yTZVdWuS44AlVfVhgCTfAD5TVScmeTlwLPC8cWJtU1VPSTIdOA94blXdnORQ4L3Ay8fZZifgycBuXftOAZYBB1fV7d2QjouSnNq1dY+qmt+164B1nINlVfXkLsZXgWdU1Z1J/h54M/Du8TZK8ijgUGC/qlqZ5BPAi4HPrGN/kiRJkjSlmMDQfWHp6H/0oTcHBrD3OPUWA59P8nXg6xPE2hf4i275s8CHJqh3cvfzkcAewJld96sh4IYJtvl6VY0AP0xy/9HmAu9Lsj8wAjwQuP8E26/NaHueCOwOXNC1ZwZw4Vq2ezqwF3BpV382cNPYSkmOAI4AeNeHPsZfvmS8/IwkSZKkTck0R5CswQSGBsmzgf2Bg4B/TPLoSWxTE5Tf2f0McHVV7TuJWMv7lkcvFS8GdgD26npAXA/MGmfbVaw5JGtsnf72nFlVh02iPaP1T6yqt6+tUlUtABYAXHPDXROdE0mSJEnaZDkHhgZCkmnAzlV1DvA2epNkzgXuALbsq/p94IXd8ouB760j9I+BHZLs2+1n+iQTI6O2Bm7qkhdPBXbpyse26+fA7klmJtmaXs+J8VwE7Jfk4V175iR5xFr2fxZwSJIdu/rbJtllLfUlSZIkaUqyB4YGxRDwue4//wE+0s2B8Q3glG7yzNcBrweOT/JW4GbgZWsLWlUrugk5j+1iDwP/Alw9yXZ9HvhGkoXAIuCaLu7vklyQ5CrgW1X11iRfojcM5ifA5RO05+ZuCM0Xk8zsit8JXDtB/R8meSdwRpfkWQn8Hb2EiSRJkqQpzLuQrMkEhu51VTV3zPMTgBO65aP7Vj15nG2vBR47pvhp49Q7um/5gDHrFtEbmrK2Nh4+Xpur6rf05t0Yb5sXjXn+Nnq9R8bWmzfm+dnAPuPUO6BveV7f8sncPYeGJEmSJG2WHEIiSZIkSZIGnj0wJEmSJEkaQA4gWZM9MCRJkiRJ0sCzB4YkSZIkSQNompN4rsEEhjTFbDt3erNY2285o1msVkaqmsWaNWOoWaxpDb9b5s4cvEvzjOF2HfaGG56s7becue5Kk9SqXS3P1eqG7/c5M9q9r7aY2e6zM2PF6iZxrjvvI03iADzkKW9qFuumC49tFmv6lg3fWyPt3lutbDW73fdXy+tMy++dOY0+O9OH2r0XZmw/p1mskYbvq9kNv6OXNrrOtLy+t9Ty/7dbzW73XdHq7TDs/9/VZzA/hZIkSZIkSX0G7898kiRJkiSpaQ+bqcAeGJIkSZIkaeCZwJAkSZIkSQPPISTSRpRkSVXN3djtkCRJkjR44hiSNdgDQ5IkSZIkDTwTGNIASPLWJJcmWZzkXV3ZvCRX9dV5S5KjN1ojJUmSJGkjcgiJtJElORDYFXgCEODUJPsDv9ioDZMkSZK0UTmCZE32wJA2vgO7x+XAZcBu9BIak5bkiCQLkyz8zH98+l5ooiRJkiRtXPbAkDa+AO+vqk+uUZg8iDWTjLMmClBVC4AFADfdsbLujUZKkiRJum9NswvGGuyBIW18pwMvTzIXIMkDk+wI3AjsmGS7JDOB52zMRkqSJEnSxmQPDGkjSTIMLK+qM5I8Criwu03SEuAlVXVTkncDFwPXAddsvNZKkiRJ0sZlAkPaeB4N/BSgqj4KfHRshao6Fjj2Pm6XJEmSpAHgCJI1OYRE2giSvBr4IvDOjd0WSZIkSdoU2AND2giq6jjguI3dDkmSJEnaVJjAkCRJkiRpAMUxJGtwCIkkSZIkSRp4JjAkSZIkSdLAcwiJNMXcdPvyZrF23Gpms1it/O6OFc1ira5qFmuX7eY0i7U8I81itTrEFavatamlaQ17VY40OlnDDRs11LDb6PDQ1O6C2vK9cNOF7W7+tOO+r28W66fn/HOzWDOG2/wNqxpeR5etWN0s1txZ7X7FnT19qFmspSvbHOP0oXZ/g1w90u41/MXvlzaLtev95zaLNWdmm9ew5Xdhq88gtPuuB5jW8Hun1XV5ZsNztSnavI/+D3k+JEmSJEnSwLMHhiRJkiRJA8hJPNdkDwxJkiRJkjTwTGBIkiRJkqSBZwJDWk9JKsln+54PJ7k5yWnrGecBSU5p30JJkiRJU8G0DM5jEJjAkNbfncAeSWZ3z58J/Pf6BEgyXFW/rqpDmrdOkiRJkqYgExjShvkW8Oxu+TDgi6MrkjwhyfeTXN79fGRXfniSLyf5BnBGknlJrupb99Uk307ykyQf6ot3YJILk1zWbd/uvmKSJEmStIkwgSFtmJOAFyaZBTwWuLhv3TXA/lW1J3AU8L6+dfsCL62qp40Tcz5wKPAY4NAkOyfZHngn8IyqejywEHhz64ORJEmSNHg29rARh5BIU0BVLQbm0et98c0xq7cGvtz1rvgI8Oi+dWdW1S0ThD2rqm6rqmXAD4FdgCcCuwMXJFkEvLQrX0OSI5IsTLLwy587fsMPTJIkSZIG1PDGboC0CTsV+DBwALBdX/l7gHOq6uAk84Bz+9bduZZ4y/uWV9P7fIZe0uOwtTWkqhYACwCu+u8lNbnmS5IkSdKmwwSGtOGOB26rqiuTHNBXvjV3T+p5+D3cx0XAvyZ5eFX9vyRzgAdV1bX3MK4kSZKkAZcMyNiNAeEQEmkDVdWvquqj46z6EPD+JBcAQ/dwHzfTS4J8McliegmN3e5JTEmSJEnaFNkDQ1pPVfUHdwGpqnPphopU1YXAI/pW/2NXfgJwQt821wN7TLDuOX3LZwP7tGm9JEmSJG2aTGBIkiRJkjSABuXuH4PCISSSJEmSJGng2QNDkiRJkqQB5Byea7IHhiRJkiRJGnj2wJCmmBnD7fKSN92+vFmsVu2aOf0e3dhlDXetWNUs1m1L28VatXqkWaxttpjeJM7QgKb/b71rZbNYc2e2+Ups+b7afssZzWLdvnTwzhXAXStWN4kzUtUkDsD0LdtdR396zj83i/Wwp765WazrzvtIkzizGl4blq1sd+2Ddp/D4UbXUYAly9q831etbvd+v+HWZc1izZze7rPT8nv11rtWNImzuuF5v9/cdtf3rWa3uybf3vC8Dw+1uT6sWNXu2rDlrHbnXRuHCQxJkiRJkgbQtAH9I9LG4hASSZIkSZI08ExgSJIkSZKkgecQEkmSJEmSBpA9Dtbk+dB9JsmrktxvY7djY0oyN8mrEwezSZIkSdL6MIGhcSWpJJ/tez6c5OYkp21gvKOAW6rq9+uod32S7TdkH611bfnumLJFSa7a0JhVtQT4JfB/7mn7JEmSJGlz4hASTeROYI8ks6tqKfBM4L/XJ0CS4apaBVBV774X2nhf2DLJzlX1yySPahGwqv4L+K8WsSRJkiRNXfbbXpM9MLQ23wKe3S0fBnxxdEWSJyT5fpLLu5+P7MoPT/LlJN8AzkiyRZLjk1za1X1uV28oyYeTXJlkcZLX9e33dUku69btto79zUnypS7GyUkuTrJ3t+7AJBd2sb6cZO4GnIMvAYdOcA7mJfluF/+yJE/qyg9Icm6SU5Jck+Tzo0NGkuyV5Lyu/ulJdurK9+mO4cIkx4z28ujO0zHd+Vuc5FUbcAySJEmStMkzgaG1OQl4YZJZwGOBi/vWXQPsX1V7AkcB7+tbty/w0qp6GvAO4Oyq2gd4KnBMki2AI4CHAHtW1WOBz/dt/9uqejzwb8Bb1rG/vwV+38V4D7AXQDcM5Z3AM7pYC4E3b8A5OAX4i275z4Fv9K27CXhmF/9Q4Ni+dXsCbwR2Bx4K7JdkOvBx4AXdNif0Hcd/AK+uqn2B1X1xXgHc1p2/fYBXJnnIBhyHJEmSpE3MtGRgHoPAISSaUFUtTjKPXs+Db45ZvTVwYpJdgQKm9607s6pu6ZYPBA5KMpqImAU8GHgGcFzfEJNb+rb/avfzB9ydPJhof08GPtrFuCrJ4q78ifSSBxd0nR9mABeu1wnouQX4fZIXAj8C7upbNx34eJL59JIOj+hbd0lV/Qp682YA84Bbuzpf6to0DNyaZBtgy6r6frftF4DndMsHAo9NckjfedgVuK6/kUmOoJcU4t3HfIxD/+rlG3CokiRJkjS4TGBoXU4FPgwcAGzXV/4e4JyqOrhLcpzbt+7OvuUAz6+qH/cH7YZU1AT7XN79XM3d79GJ9jdRKjD0EimHTbCeJDtzd4+K46rquAmqngz8K3D4mPI3ATcCj6PXm2nZOMfQfxwBflJVB4xpx9ruzBLgdVV1+lrqUFULgAUA195410TnVZIkSZI2WQ4h0bocD7y7qq4cU741d0/qefhatj+d3pwWo3NA7NmVnwG8OslwV77tOtox0f6+B/xlF2N34DFd+UX0hm08vFs3J0l/Dwmq6pdVNb97TJS8APga8KHuWMa26YaqGgH+ChhaxzH8GNghyb5dm6YneUx3Z5Y7kjyxq/fCvm1OB17TDT8hySO6ITiSJEmSprhkcB6DwASG1qqqflVVHx1n1YeA9ye5gLX/x/099IZaLO4mpnxPV/5p4Bdd+RXAi9bRlIn29wl6SYHFwN8Di+nNGXEzvUTHF7t1FwG7rWMf46qqO6rqg1W1YsyqTwAvTXIRvaEhd/7h1mvEWQE8H/hgd8yL6A11gd5cFwuSXEiv18VtXfmngR8Cl3Xn75PYc0qSJEnSZihV9jbXpivJEDC9qpYleRhwFvCIcZINAy3J3Kpa0i0fCexUVW/YkFgth5CsWDXSKhQzhtvkS4entcu73rViVbNY28yZ0SzWqtXtzvs2W0xfd6VJGGqYdr9jWbvzvmR5u1hzZ7bJDd61YvW6K03S9lu2e1/ddPvydVeapFbnCtqdr5GGv8/ssOXMZrGWNnw/POypGzIX9fiuO+8jTeK0fC/86palzWLNmt7uu6LVdRTgliUrm8RpeXw33Lps3ZUmaWbL897we/XWu9r8Wrh6dbvrzP3mtju+rWa3+xy2eo8CDA+1+d1heFq730EesM2MAelHMHlHnf6TgfkP+7v/dNeNfv78S642dXOAc7ohFgFes6klLzrPTvJ2ep/Jn7P2YTmSJEmSNgMN8zdTggkMbdKq6g5g743djnuqqk6mN1moJEmSJGkczoEhSZIkSZIGnj0wJEmSJEkaQNMG5fYfA8IEhjTFtJx8ruVki60mHFvVcAKtlpfALWau6y66k7d0AGdxWd5wQtfZM9qdq1Uj7d4PrSaandZwsGrLSWtnTW933ludK2h3vlpeG1YP4PsK2k28CfCQp7ypSZzfXfKxJnEAWk4sP3dWu+t7y89hy8lmW9lhq3a/N9y+dPAmgATYanabiVh//tu7msQBePD2c5rFavkebXnNavW7UctrsjZ9JjAkSZIkSRpAdsBYk3NgSJIkSZKkgWcCQ5IkSZIkDTyHkGizkmQ/YFpVfXdjt0WSJEmS1qbh1FpTgj0wtNElqSSf7Xs+nOTmJKetY7v5SZ7V9/zoJG9ZS/09gZcBFzVq97wkL+p7vneSY1vEliRJkiStyQSGBsGdwB5JZnfPnwn89yS2mw88a12VRlXV5VX1N1XVaorsecD/JDCqamFVvb5RbEmSJElSHxMYGhTfAp7dLR8GfHF0RZInJPl+ksu7n49MMgN4N3BokkVJDu2q757k3CQ/S/L6vhgvSXJJV/eTSYa68iVJPpjkB0m+0+1rdPuDujrzknw3yWXd40ld2A8Af9LFfFOSA0Z7jSTZLskZXZs/meTnSbbvYl3V1663JDm6W35Ykm93bflukt268hckuSrJFUnOb37mJUmSJA2kDNC/QWACQ4PiJOCFSWYBjwUu7lt3DbB/Ve0JHAW8r6pWdMsnV9X8qjq5q7sb8KfAE4B/SjI9yaOAQ4H9qmo+sBp4cVd/C+DcqtoLuAP4P/R6gBxML0ECcBPwzKp6fBdndJjIkcB3u/1/ZMzx/BPwva7NpwIPnsQ5WAC8rmvLW4BPdOVHAX9aVY8DDppEHEmSJEmacpzEUwOhqhYnmUev98U3x6zeGjgxya5AAdPXEuq/qmo5sDzJTcD9gacDewGXpncj5dn0khIAK4Bvd8tXAsuramWSK+kNEaHb38eTzKeX/HjEJA5pf+AvumP7ryS/X1vlJHOBJwFfzt03e57Z/bwAOCHJl4CvTrD9EcARAP/8sX/j8Je/chJNlCRJkqRNhwkMDZJTgQ8DBwDb9ZW/Bzinqg7ukhznriXG8r7l1fTe4wFOrKq3j1N/ZVVVtzwyun1VjSQZ/Xy8CbgReBy9XkvLJnk8NU7ZKtbs+TSr+zkNuLXrIbJmkKpXJ/ljekNsFiWZX1W/G1NnAb0eHPz+rtXj7VeSJEnSJsa7kKzJISQaJMcD766qK8eUb83dk3oe3ld+B7DlJOKeBRySZEeAJNsm2WU92rU1cENVjQB/BQxNYv/n0w1TSfK/gPt15TcCO3ZzZMwEngNQVbcD1yV5QbdNkjyuW35YVV1cVUcBvwV2Xo+2S5IkSdKUYAJDA6OqflVVHx1n1YeA9ye5gLuTBwDn0Ju0s38Sz/Hi/hB4J3BGksXAmcBO69G0TwAvTXIRveEjd3bli4FV3eSabxqzzbuA/ZNcBhwI/KJry0p6c2tcDJxGb36PUS8GXpHkCuBq4Lld+TFJruwm/zwfuGI92i5JkiRpEzUtg/MYBA4h0UZXVXPHKTuXbqhIVV3ImvNO/GNXfguwz1ri7tG3fDJw8jh15vYtHz3euqr6Cb2JRUe9vStfSW9+jX6jbf4dvcQFAEkO7ot7LHdPBNq/v+uAPxun/C/+8OgkSZIkafNiDwxJkiRJkjTw7IEh3Qeqat7GboMkSZKkTUvfHQqFPTAkSZIkSdImwASGJEmSJEkaeA4hkSRJkiRpAA3K3T8GRapqY7dBUkNLlk/tD/WqkZFmsYan2QltslqeqoYvYVPX/uaOJnEe8UdbNokD0PI7uuUY2uGhdrFWrZ7Sl6yBfQ1bfaa3e8Lr2gQCbrrwD27QtcFanqtB/N5peU1ePaCfQcf9T96gXmcG0dyZm94B/t/zfjYwH9L//ZSHbvTz52/vkiRJkiRp4DmERJIkSZKkAbTp9Rm5d9kDQ5IkSZIkDTx7YEiSJEmSNICm2QVjDfbAkCYpSSX5bN/z4SQ3JzltY7ZLkiRJkjYHJjCkybsT2CPJ7O75M4H/vjd3mMReUpIkSZKECQxpfX0LeHa3fBjwxdEVSbZIcnySS5NcnuS5Xfmjk1ySZFGSxUl2TTIvyVV9274lydHd8rlJ3pfkPOANSfZKcl6SHyQ5PclO99nRSpIkSdpopmVwHoPABIa0fk4CXphkFvBY4OK+de8Azq6qfYCnAsck2QJ4NfDRqpoP7A38ahL72aaqngIcC3wMOKSq9gKOB97b6mAkSZIkaVNhAkNaD1W1GJhHr/fFN8esPhA4Mski4FxgFvBg4ELgH5L8PbBLVS2dxK5O7n4+EtgDOLOL+07gQWMrJzkiycIkC4//9IL1PCpJkiRJGnyOr5fW36nAh4EDgO36ygM8v6p+PKb+j5JcTG/oyelJ/ga4ljUTiLPGbHNnX8yrq2rftTWoqhYACwCWLK+a/KFIkiRJGlTehGRN9sCQ1t/xwLur6sox5acDr0t6l5kke3Y/Hwr8rKqOpZf8eCxwI7Bjku2SzASeM8G+fgzskGTfLtb0JI9ufkSSJEmSNOBMYEjrqap+VVUfHWfVe4DpwOJugs73dOWHAld1Q0B2Az5TVSuBd9ObQ+M04JoJ9rUCOAT4YJIrgEXAk9odjSRJkiRtGhxCIk1SVc0dp+xcevNd0M1t8apx6rwfeP845cfSm6RzbPkBY54vAvbfoEZLkiRJ2mRNwzEk/eyBIUmSJEmSBp4JDEmSJEmSBlAyOI/JtzlDSS5Pclr3fNskZyb5Sffzfht6PkxgSJIkSZKkVt4A/Kjv+ZHAWVW1K3BW93yDmMCQJEmSJEn3WJIHAc8GPt1X/FzgxG75ROB5GxrfSTylKeY3ty3b2E0Y1/C0NhMQLV2xukkcgDS8sfZWs9tdTpcsX9Us1o5bzWwSp9qddu5Y1u74lq1s17Adt5rVJM6vb13aJA7ATlu3aRO0vTbMGG7394+Wr2ErW82e3izWsobXrGUrR5rFqqomcW668A/mot5gO+77+maxfnL2PzeLNWO43XfFLxpdH7adO6NJHIC7VrS7Ji9peH1/wP1mN4vVql13LW/3eW75Gm4xc6hZrNvuWtEsVsvvilbmzmx33u8rjX6Fvi/9C/A2YMu+svtX1Q0AVXVDkh03NPjgvaskSZIkSdJASXJEkoV9jyPGrH8OcFNV/eDeaoM9MCRJkiRJ0lpV1QJgwVqq7AcclORZwCxgqySfA25MslPX+2In4KYNbYM9MCRJkiRJGkDTkoF5rEtVvb2qHlRV84AXAmdX1UuAU4GXdtVeCvznBp+PDd1QkiRJkiRpHT4APDPJT4Bnds83iENIJEmSJElSM1V1LnBut/w74Okt4toD4z6WpJJ8tu/5cJKbk5zWPT8oyZHd8tFJ3tItvzvJM7rlNyaZM4l9fTrJ7vewvackeWjf8z27Y/jTdWz3D33LM5Kcn2S9E2ZJnpDk3CQ/SXJZkv9K8pj1jXNfSvKmJMuSbL2x2yJJkiRp05UMzmMQmMC4790J7JFk9N5QzwT+e3RlVZ1aVX/Qpaaqjqqq73RP3wisM4FRVX9TVT8cW55kUvdaSvJoYKiqftZXfBjwve7neNskyTTgfxIYVbUCOAs4dDL77Yt1f+BLwD9U1a5V9Xjg/cDD1ifOOto57vN76DDgUuDgCfZtzydJkiRJWk8mMDaObwHP7pYPA744uiLJ4Uk+PnaDJCckOSTJ64EHAOckOadb92/dbWyuTvKuvm3OTbJ3t7yk68VxMbBvkpckuSTJoiSfnCCp8WL6JlhJEuAQ4HDgwCSzuvJ5SX6U5BPAZcC/A7O72J/vNv96F299vBY4saq+P1pQVd+rqq/3n5O+9i3pW35rkkuTLB49J+O080/GPN95vO3WR5KHAXOBd9KX5Ole1y8n+QZwRvf860m+keS6JK9N8uYklye5KMm2o/GSfDvJD5J8N8lu69smSZIkSZoKTGBsHCcBL+wSAI8FLp7shlV1LPBr4KlV9dSu+B1VtXcX6ylJHjvOplsAV1XVHwO/o9cbYr+qmg+sZvzkwn7AD8Y8v66qfkpvPNOz+tY9EvhMVe1ZVS8DllbV/KoajXsVsM9kj7PzaHqJhfWS5EBgV+AJwHxgryT7j20n8PMxzx+5lu0mazQh9V3gkUl27Fu3L/DSqnpa93wP4EXd/t4L3NW140Lgr7s6C4DXVdVewFuAT0xwzP9zT+aTPvPv69lkSZIkSYNoY995ZH3uQnJfsCv7RlBVi5PMo/ef3W82CPmXSY6g93ruBOwOLB5TZzXwlW756cBewKW9ThXMZvx78e4E3Nz3/DB6yRe6n38FfLV7/vOqumiiBlbV6iQrkmxZVXdM9sD6db1HtgLOqKo3rKXqgd3j8u75XHqJiV+M087+5xNtd/56NPOFwMFVNZLkq8ALgH/t1p1ZVbf01T2nOxd3JLkN+EZXfiXw2CRzgScBX87dF4yZ4+20/57M/++mpbUe7ZUkSZKkTYIJjI3nVODDwAHAdhsaJMlD6P1lfp+q+n2SE4BZ41RdVlWrRzejNzTj7esIv3Q0VjfE5PnAQUne0cXYLsmWXd07J9HcmcCyMe3/O+CV3dNnVdWv+1ZfDTyebhhLVf1xN2TkOd36VXS9iLrhLTP6ju/9VfXJMfuaN047+5+Pu92YGAcD/9Q9/ZuqWti37rH0Eh5ndgmHGcDPuDuBMXbfy/uWR/qej9D7bE4Dbu16yUiSJEnazAxIx4eB4RCSjed44N1VdeUGbHsHMJo42Iref4xv6ya9/F+T2P4s4JDR4Q1Jtk2yyzj1fgQ8vFt+BnBFVe1cVfOqahd6PTqeN8E+ViaZPvokyXbAzVW1sr9SVf1rN9Rk/pjkBfT+4394kif1lfVPXno9vZ4kAM8FRvd3OvDyrgcDSR44ZijHRNa5XVV9ra+9C8dsfxhwdHd+5lXVA4AHTnBu16mqbgeuS/KCrj1J8rgNiSVJkiRJmzoTGBtJVf2qqj66gZsvAL6V5JyquoLekIer6SVFLpjEvn9Ib5LJM5IsBs6kN1xkrP+i10MEev85/9qY9V+hN4fDRG1c3DeJ51NZz+EyVfUbenN1vD/J/0vyfXqTiI5OcvopenN+XAL8MV0Ph6o6A/gCcGGSK4FTuDvhs7b9bdB2fV7IH56jr3XlG+rFwCuSXEHvNX7uPYglSZIkSZusVDlcXuNL71av59Cb7HP1uuqvI9ZXgbdX1Y+bNE4TGtQ5MIanten/tnTFPXorriEN++RtNbvdiLwly1c1i7XjVuNOm7LeWn5V3LGs3fEtW9nu/TBnRpvX8K4V7Y5vp63HGxG4YW68ffm6K03SjOF2f/9o+Rq2stXs6euuNEnLGl6zlq0caRar1e9/D9p29rorTdKO+76+WayfnP3PzWLNGG73XfGbW9t8DredO2PdlSap5TVrScPr+wPu1+691apddy1v93lu+RpuMXO8mwlumNvuWrnuSpPU8ruilQdsM2OTG5BxwqW/GJjf7Q/f58Eb/fwN3rtKA6OqltKb7+GB9yROkhnA101eSJIkSZI2lJN4aq2q6vQGMVYAn2nQHEmSJEnSZsoEhiRJkiRJA6jlkOepwCEkkiRJkiRp4NkDQ5pipg1olnZ4qE2+dOs57fKuLSfLbDlR1Zxqd2keavR+WNVwFs+W5+rGW5c1izV3Zpvz3ioOwJ0NJ4CcNb3dJG8tDWK7Wk06DDB3Vstftdpds1q1q+VfBltOvLnr097cLNZ1532kWawdt24zsfKgavl+bzlhZqvrTMvvr4aXGVr+6jdrRrtr8qrVbX53aHmutOkzgSFJkiRJ0gAyf7Mmh5BIkiRJkqSBZw8MSZIkSZIG0KAOD99Y7IEhrUWSZyd5zMZuhyRJkiRt7kxgaEpJUkk+2/d8OMnNSU7rnh+U5MhJxvoz4CnAVRvQjnOT7L2+23XbvjrJX2/ItpIk/X/27jtekqpa+/jvmZzIQQFFFFFAhCGqyEVUwCx6QRExICpgRH3xmhXxejFgQFFglKCIiFwMmAgCA5IZYBiCqFdARVBB0gyTZ9b7x97N1Gn6hKrew+lzzvOdz/lMd3XX6t3d1d1Vu9Ze28zMbLTyEBIbbR4BtpE0NSIWAXsBf2/dGBHnAOcMJVBEnAuc2+k2pbLrioiV3Tf5MY97QumYZmZmZmY28ngASV/OwLDR6DfAK/LlA4AzWjdIOkjScfnyqZK+IekKSbdL2q9yvw9LulbSPEmfzcs2k/R7Sd8GrgeeLOl4SXMk3dK6XztJB0i6SdLNkr5YWf52SX/M2RrfqbTrSElH5MubSzpX0nWSfidpy6KvlJmZmZmZ2QjhDgwbjX4EvEHSFGBb4OoB7rsRsBvwSuALAJL2BrYAdgFmAjtK2j3f/5nA9yNi+4j4C/CJiNgpP84LJG1bDS5pY+CLwItyrJ0lvSYv/xTwXFKWSH8dE7OA90XEjsARwLeH+iKYmZmZmZmNJu7AsFEnIuYBm5GyL349yN1/FhErI+JW4Al52d757wZSpsWWpA4NgL9ExFWV9V8v6fp832cBW7fF3xmYHRH3RsRy4HRgd1LnyCURcX9ELAPOam+YpBnArsBZkuYCJ5I6XB5D0iE5E2TOGd8/aZCnbGZmZmZmI4HUO3+9wDUwbLQ6BzgG2ANYb4D7LalcVuX/oyPixOodJW1GqrHRuv5UUlbEzhHxgKRTgSlt8fv7qA/lK2Ac8GBEzBzsjhExi5Stwe33Lo4hxDYzMzMzMxtRnIFho9XJwFERcVODdc8DDs4ZEEjaRNKGHe63JqlD4yFJTwBe1uE+V5OGlqwvaTwpK+QS4Jq8fB1JE4B921eMiIeBOyS9LrdDkrZr8HzMzMzMzMxGPGdg2KgUEXcBxzZc93xJWwFXpslGWAC8CVjRdr8bJd0A3ALcDlzeIdY9kj4GXEzKuvh1RPwcQNL/kDo47gZuBR7q0JwDgeMlfRKYSKrvcWOT52VmZmZmZiOLemXsRo9QhLPNzYaDpBkRsSBnYPwUODkiftpt3F4dQjJpQpmEr3EFv8MXLFleLNa60ycVi7V4WbnZedeaWqafevnKcpvVkuXlnt/f7ltYLNYm604tFquUcQU3+OUrevKrgZU9uB8ybdL44W5CRwsWl/vOmjGlzHfDlInlXqsHFy4rFmuLF32oWKw7LvlasVi96OFF5V73kiaMK5coXmofpOT31YSC3+/TJpf7HJbcByn1u1Ny32/jtSeNuN6AM274e8/8UB6w/SbD/vo5A8Ns+BwpaU9S3YzzgZ8Nb3PMzMzMzKyXuOZDX+7AMBsmEXHEcLfBzMzMzMxspHCHjpmZmZmZmZn1PGdgmJmZmZmZmfUgF/Hsyx0YZqPMOtMnFotV8vuyVFGokoWc1p5W7rWaML5cwyZF7/1QTRxfLmFv0dIVg99piJ68/rRisRYXateUggUgp0ws97ovplxhtpLtWrC40OtesE0lC/VNLVjkckLB7/dSBRKXryy3XU2aUO67r2Thzae+4IPFYt19eaMJ0larkkWoSxZ8nlyo8CbAikLtKvlbX7J+8fiCO2wl97OmFyouumxFue8ZG/k8hMTMzMzMzMzMep4zMMzMzMzMzMx6UO/l5Q4vZ2CYmZmZmZmZWc9zB4aZmZmZmZmZ9Tx3YJhVSApJp1WuT5B0r6RfPo5tOEzSWx6vxzMzMzMzs94kqWf+eoFrYJj19QiwjaSpEbEI2Av4++PZgIg44fF8PDMzMzMzs5HAGRhmj/Ub4BX58gHAGa0bJK0r6WeS5km6StK2efmRkk6WNFvS7ZLen5dvJun3kr4j6RZJ50uamm97p6RrJd0o6WxJ0yqxjsiXN5d0rqTrJP1O0paP4+tgZmZmZmbDaFwP/fWCXmmHWS/5EfAGSVOAbYGrK7d9FrghIrYFPg58v3LblsBLgF2Az0iamJdvAXwrIp4FPAjsm5f/JCJ2jojtgN8Db+/QllnA+yJiR+AI4NsFnp+ZmZmZmdmI4yEkZm0iYp6kzUjZF79uu3k3cgdERFwkaT1Ja+XbfhURS4Alkv4FPCEvvyMi5ubL1wGb5cvbSPpvYG1gBnBe9YEkzQB2Bc6qjDmb3O3zMzMzMzMzG4mcgWHW2TnAMVSGj2SdqtdE/n9JZdkKVnUQ9rf8VOC9EfFsUmbHlLa444AHI2Jm5W+rTo2VdIikOZLmnHrydwZ4WmZmZmZmNlIMd+FOF/E0GxlOBh6KiJsk7VFZfilwIPC5vPy+iHi44Qd6DeCePNTkQNqKhea4d0h6XUScpfQg20bEje2BImIWabgJDyxcEe23m5mZmZmZjXTOwDDrICLuiohjO9x0JLCTpHnAF4C3dvEwnyLV17gAuK2f+xwIvF3SjcAtwD5dPJ6ZmZmZmdmI5QwMs4qImNFh2Wxgdr58Px06ESLiyLbr21SublNZfkzl8vHA8QPFiog7gJcO+QmYmZmZmdmo0RsDN3qHMzDMzMzMzMzMrOe5A8PMzMzMzMzMep6HkJiZmZmZmZn1oB6Z/KNnOAPDzMzMzMzMzHqeMzDMzMzMzMzMetA4l/Hswx0YZqPMkuUri8VaWjBWKctXRLFYS5atKBZrvTUmFYu1dHm55zhxfJlYS5aXe60mjC/3Q7xwSbl2TZk0vkickp+b6YXaBGXbNa4H96UWLF5eLNa0yeVe90UFv2cWLC4Xa2WU+W544lpTisQB+OuDi4rF2nCtycVi3X15p1nVm9n4+YcXifPni79aJA6U/W649+ElxWI9ef1pxWKV2ndYML/c98y6MyYWi1Uyqb7kPsjyFeW+s8xaPITEzMzMzMzMzHqeMzDMzMzMzMzMepCLePblDAwzMzMzMzMz63nuwDAzMzMzMzOznucODLM2kkLSaZXrEyTdK+mXDeN9V9LW5VpoZmZmZmZjgXroXy9wDQyzx3oE2EbS1IhYBOwF/L1psIh4R7GWmZmZmZmZjVHOwDDr7DfAK/LlA4AzWjdIOlLSEZXrN0vaTNJ0Sb+SdGNetn++fbaknfLlt0n6o6RLJH1H0nF5+amS9qvEXFC5/GFJ10qaJ+mzq/VZm5mZmZmZ9Sh3YJh19iPgDZKmANsCVw9hnZcCd0fEdhGxDXBu9UZJGwGfBZ5PyuoYdFiJpL2BLYBdgJnAjpJ2r/E8zMzMzMxshJJ6568XuAPDrIOImAdsRsq++PUQV7sJ2FPSFyX9R0Q81Hb7c4DZEXFvRCwFzhxCzL3z3w3A9cCWpA6NPiQdImmOpDmnnfLdITbXzMzMzMxs5HANDLP+nQMcA+wBrFdZvpy+nX9TACLij5J2BF4OHC3p/Ig4qi1m9PNYj8aUJGBSXi7g6Ig4caCGRsQsYBbAPx5e1t9jmJmZmZnZCDKuR4pn9gpnYJj172TgqIi4qW35ncAOAJJ2AJ6aL28MLIyIH5A6PnZoW+9qYA9J60maCLyuLeaO+fI+wMR8+TzgYEkz8mNsImnD7p+amZmZmZnZyOIMDLN+RMRdwLEdbjobeIukucC1wB/z8mcDX5a0ElgGvKst3j2SjgSuBO4hDQkZn2/+DvBzSdcAF5JmQiEizpe0FXBlSsxgAfAm4F9lnqWZmZmZmdnI4A4MszYRMaPDstnA7Hx5EakuRbs7SRkT7evuUbl8CnAKgKSDgJ3y8n8Cz62s9rHKOsfSuSPFzMzMzMxGsV4pntkrPITEzMzMzMzMzHqeMzDMhklEnAqcOszNMDMzMzMzGxHcgWFmZmZmZmbWgzyEpC8PITEzMzMzMzOznucMDLNRZsK4ct20ywt2+S5curxInHWnTyoSB2DllPGD32mIxhV8rZYuX1Es1trTJg5+pyGYOL5cf/eyFSuLxRo3rmCsQm9hyc+gCm5XJbfRxcvKve4rV0aROOMKvu4lt/eSsZavKPNalTSu4KmwdWeU+37vVX+++KtF4mz+wg8ViQPw+wuOKRZro3WmFotV8CPN8kK/O9Mm9+Z+Q8nvmZVRZn8NYELBdpm1uAPDzMzMzMzMrAcJjyGpcreYmZmZmZmZmfU8d2CYmZmZmZmZWc/zEBIzMzMzMzOzHlSyHsxo4AwMsyGSdKikdYa7HWZmZmZmZmOROzBsTJMUkk6rXJ8g6V5Jv2y736eB+yPigX7izJa00yCP9V1JW+fLd0paP19e0PUTMTMzMzOzUUc99K8XeAiJjXWPANtImhoRi4C9gL+33ykijur2gSLiHd3GMDMzMzMzG6ucgWEGvwFekS8fAJzRukHSdEknS7pW0g2S9snLp0r6kaR5ks4EplbWOV7SHEm3SPpsZflQsjQ+nB9rXmvd3IZfSbpR0s2S9i/31M3MzMzMzEYGZ2CYwY+AT+dhI9sCJwP/kW/7BHBRRBwsaW3gGkm/BQ4FFkbEtpK2Ba6vxPtERNwvaTxwoaRtI2LeYI2QtDewBbALIOAcSbsDGwB3R8Qr8v3WKvCczczMzMysx6k3Rm70DGdg2JiXOxc2I2Vf/Lrt5r2Bj0qaC8wGpgCbArsDP6isX+2geL2k64EbgGcBWw+xKXvnvxtIHSJbkjo0bgL2lPRFSf8REQ+1ryjpkJz1Mef7J39niA9nZmZmZmY2cjgDwyw5BzgG2ANYr7JcwL4R8YfqnZW6QqM9iKSnAkcAO0fEA5JOJXV6DIWAoyPixA5xdwReDhwt6fz2mhwRMQuYBXDfguWPaZeZmZmZmdlI5wwMs+Rk4KiIuKlt+XnA+5R7LCRtn5dfChyYl21DGnoCsCapMOhDkp4AvKxGG84DDpY0I8fdRNKGkjYmDVf5AamTZYfaz87MzMzMzEac4Z55xLOQmPWgiLgLOLbDTZ8Dvg7My50YdwKvBI4HTpE0D5gLXJPj3CjpBuAW4Hbg8hptOF/SVsCVub9kAfAm4OnAlyWtBJYB76r/DM3MzMzMzEY2d2DYmBYRMzosm02qd0GeWvXQDvdZBLyhn5gH9bN8j8rlzTq1ISKO5bEdKX8mZWeYmZmZmZmNWe7AMDMzMzMzM+tB43pj5EbPcA0MMzMzMzMzM+t5zsAwMzMzMzMz60G9UjyzVzgDw8zMzMzMzMx6njMwzEaZfzy0uFisOXffXyzWczZZr0icBYuXF4kDsGjpimKxxo8v1zv+0CPLisVad8bEYrFKuXf+kmKx7rz/kWKxtn7iWkXizF9U7v2bNKHceYa77l9YLNZaU8ttVwsLfQ5XrowicQAmrT+tWKwVBdt1z4Plvt83WHNykTgrVpR7fguXlvt+L2nd6ZOKxVq6fGWROL+/4JgicQC22uuIYrGuPucLxWItX1nmtQJ4YNHSInGmTyx36PTEtaYUizW+YJGEh3vwN2zCuJLn3Htvv8jqcQeGmZmZmZmZWQ+SR5D04SEkZmZmZmZmZtbz3IFhZmZmZmZmZj3PHRhWhKRDJa0z3O0wMzMzMzMbLdRDf73AHRjWL0kh6bTK9QmS7pX0y7b7fRq4PyIe6CfObEk7NXj8nSR9o3bD6z/OEyX9SNKfJd0q6deSniFpj/bnWlnnu5K2Xo1tumJ1xTYzMzMzMxuJXMTTBvIIsI2kqRGxCNgL+Hv7nSLiqNXx4BExB5izOmK3SBLwU+B7EfGGvGwm8IRB2vaOfuKNj4hBS+pLmhAR/ZZbj4hdB4thZmZmZmY2ljgDwwbzG+AV+fIBwBmtGyRNl3SypGsl3SBpn7x8as5omCfpTGBqZZ29JV0p6XpJZ0makZfvLOkKSTdKukbSGtUMCElH5seaLel2Se+vxHxTXmeupBMlja/x/F4ILIuIE1oLImJuRPwuX50h6X8l3Sbp9Nzh0SerRNICSUdJuhp4nqQ7Ja2fb9tJ0uzKc5gl6Xzg+5I2kHRBfi1OlPSXynoLKs/vw/k1nifpszWem5mZmZmZjWDjpJ756wXuwLDB/Ah4g6QpwLbA1ZXbPgFcFBE7kzoCvixpOvAuYGFEbAt8HtgRIB+cfxLYMyJ2IGVXfEjSJOBM4PCI2A7YE1jUoS1bAi8BdgE+I2mipK2A/YHnR8RMYAVwYI3ntw1w3QC3bw98ANgaeBrw/A73mQ7cHBHPiYjLBnm8HYF9IuKNwGdIr98OpCyQTdvvLGlvYAvSc54J7Chp90Eew8zMzMzMbNRxB4YNKCLmAZuRsi9+3Xbz3sBHJc0FZgNTSAfhuwM/qKw/L9//uaSOgMvzOm8FngI8E7gnIq7N6zzcz/CKX0XEkoi4D/gXaZjHi0mdAtfmmC8mdTSUck1E3BURK4G5pNei3Qrg7CHGOycPxwHYjdRBREScC3SqIbJ3/rsBuJ7UibNF+50kHSJpjqQ5Z/3g5CE2xczMzMzMetlwF+7stSKeroFhQ3EOcAywB7BeZbmAfSPiD9U751EW0SGOgAsi4oC2+2/bz/3bLalcXkHafkWqX/Gx/laS9BzgxHz10xFxTuXmW4D9aj5mu8VtdS+Ws6pzcErbfR+pNm2Ax63e5+iIOHGgO0XELGAWwM1/XzCU19LMzMzMzGxEcQaGDcXJwFERcVPb8vOA91XqQmyfl19KHsYhaRvS0BOAq4DnS3p6vm2apGcAtwEbS9o5L19D0lA71y4E9pO0YV53XUlPqd4hIq6OiJn575y29S8CJkt6Z2tBrsfxgiE+fid3kofNAPsOcL/LgNfnx9wb6DQN7XnAwZVaIZu0nquZmZmZmdlY4g4MG1QeQnFsh5s+B0wE5km6OV8HOJ5U/HIe8F/ANTnOvcBBwBn5tquALSNiKamOxTcl3QhcwGMzF/pr262kuhrn55gXABvVeG4BvBbYK0+jegtwJHD3UGN08FngWEm/I2VtDHS/vSVdD7wMuAeY39a+84EfAldKugn4X2CNLtpmZmZmZmYjxXCPG+mxMSQeQmL9iogZHZbNJtW7INdyOLTDfRYBb+gn5kXAzh2WX0uqkVFVfawj2+6/TeXymaQioI1ExN3kTIg2f2o9fr7feyuX96hc7vM65RlMntHhcY5sW/QQ8JKIWC7pecALI2JJe8zcedSpA8nMzMzMzGzMcAeG2fDZFPixpHHAUuCdg9zfzMzMzMxszHIHhtkwiYg/kaZpNTMzMzMzewz1ytiNHuEaGGZmZmZmZmbW89yBYWZmZmZmZmY9z0NIzMzMzMzMzHqQPIKkD3dgmI0y/5y/uFis52yyXrFYKvTte/8jS4vEAfjyJbcXi/WVV29dLNbKlcVCEVEmzj8eLLddldoWANaZPKlYrKXLy7zwkyeOLxIHyrUJYMaUcj/50wvGGj++zPawYPHyInEAVq4s9MEB/vrAomKxJk8slzj78KJlReKsM21ikThQ9j0sub0vL7g93PvwkiJxNlpnapE4AFef84VisZ7z6o8Wi/X7C44pFmv9NSYXiXPf/DLvH8CkCeU+zw8tLPN5BlhzarnPdKnv0oIfQRsF3IFhZmZmZmZm1oOcgNGXa2CYmZmZmZmZWc9zB4aZmZmZmZmZ9Tx3YJgVJulQSesMdzvMzMzMzGyEUw/99QB3YJgNgaSQdFrl+gRJ90r6Zdv9Pg3cHxEP5OszJb28cvurJZWrcGVmZmZmZjZGuIin2dA8AmwjaWpELAL2Av7efqeIOKpt0UxgJ+DX+fZzgHOG+qCSJkREubLsZmZmZmZmI5QzMMyG7jfAK/LlA4AzWjdImi7pZEnXSrpB0j6SJgFHAftLmitpf0kHSTour7OBpLPzOtdKen5efqSkWZLOB74v6VmSrskx5kna4vF92mZmZmZmNhzUQ/96gTswzIbuR8AbJE0BtgWurtz2CeCiiNgZeCHwZWAi8GngzIiYGRFntsU7FvhaXmdf4LuV23YE9omINwKHAcdGxExSNsddxZ+ZmZmZmZlZj3MHhtkQRcQ8YDNS9sWv227eG/iopLnAbGAKsOkgIfcEjsvrnAOsKWmNfNs5eagKwJXAxyV9BHhKZfmjJB0iaY6kOb/88ffrPjUzMzMzM7Oe5xoYZvWcAxwD7AGsV1kuYN+I+EP1zpKeM0CsccDz2jskJEGquQFARPxQ0tWk4SvnSXpHRFxUXSciZgGzAC687b6o+ZzMzMzMzKwHqTdGbvQMZ2CY1XMycFRE3NS2/Dzgfcq9D5K2z8vnA2vQ2fnAe1tXJM3sdCdJTwNuj4hvkDpQtm3cejMzMzMzsxHKHRhmNUTEXRFxbIebPkeqeTFP0s35OsDFwNatIp5t67wf2CkX5ryVVOuik/2Bm/NQky0BjxExMzMzMxsD1EN/vcBDSMyGICJmdFg2m1TvgjwM5NAO97kf2Llt8an5tvtInRPt6xzZdv1o4Ogm7TYzMzMzMxstnIFhZmZmZmZmZj3PGRhmZmZmZmZmvahXxm70CGdgmJmZmZmZmVnPcweGmZmZmZmZmfU8RcRwt8HMCrr7waXFPtQLl64oFYopE8cXiTOuYBrdyoJff5MmlGvYwiXlXvf1ZkwqEmf8+HLPb8Hi5cVi3Xr3/GKxtt64vxmP61m8bGWROADTJpX53ADc/8jSYrFmTC43AnV5oQ/i8hXlPtDrTJ9YLNaEgl9aDy0q99mZUOgzXXJbWLCk3PMr+T1acntYsrzM90PJ38K77l9ULNa608v85gBstdcRxWL94cKvFIlT8ntmxpRy3+9TC+1jATywcFmxWKW+/0rurz1pnUkjbkDGDX+Z3zMH7Ns/ZY1hf/2cgWFmZmZmZmZmPc8dGGZmZmZmZmbW8zwLiZmZmZmZmVkP0rAP2ugtzsAwMzMzMzMzs57nDgwbEyStkDRX0s2SzpI0TdJmkm4e7ra1k7STpG8MdzvMzMzMzMx6iTswbKxYFBEzI2IbYClwWLcBJa2WIVgRMSci3r86YpuZmZmZ2cihHvrrBe7AsLHod8DT8+Xxkr4j6RZJ50uaCiDpnZKulXSjpLMlTcvLT5X0VUkXA1/M14+XdLGk2yW9QNLJkn4v6dTWA+b7zMmP89nK8p0lXZEf5xpJa0jaQ9Iv8+3Tc7xrJd0gaZ/H60UyMzMzMzPrJe7AsDElZ028DLgpL9oC+FZEPAt4ENg3L/9JROwcEdsBvwfeXgnzDGDPiPh/+fo6wIuADwK/AL4GPAt4tqSZ+T6fiIidgG2BF0jaVtIk4Ezg8Pw4ewLtk7F/ArgoInYGXgh8WdL0Ll8GMzMzMzMbCYY77aLHUjA8C4mNFVMlzc2XfwecBGwM3BERreXXAZvly9tI+m9gbWAGcF4l1lkRsaJy/RcREZJuAv4ZETcBSLolx5sLvF7SIaTP3EbA1kAA90TEtQAR8XBer9ruvYFXSzoiX58CbErqVDEzMzMzMxsznIFhY0WrBsbMiHhfRCzNy5dU7rOCVZ16pwLvjYhnA58ldRy0PNIWuxVjZVu8lcAESU8FjgBeHBHbAr/K8UTqxBiIgH0rbd80Ih7TeSHpkDxEZc4PTv3uICHNzMzMzMzKkvTkPLT+93no/OF5+bqSLpD0p/z/Ok0fwx0YZp2tAdwjaSJwYJex1iR1ejwk6QmkISwAtwEbS9oZINe/aM+KOg94n3JahqTtOz1ARMyKiJ0iYqc3HfSOLptrZmZmZma9QD30bwiWA/8vIrYCngu8R9LWwEeBCyNiC+DCfL0RDyEx6+xTwNXAX0j1MtZoGigibpR0A3ALcDtweV6+VNL+wDdz8dBFpDoYVZ8Dvg7My50YdwKvbNoWMzMzMzOz1SEi7gHuyZfnS/o9sAmwD7BHvtv3gNnAR5o8hjswbEyIiBkdlt0JbFO5fkzl8vHA8R3WOai/6x3iHdTpctv615J6J6tm5z8iYhFwaKd1zczMzMzMHi+5pt8hlUWzImJWP/fdDNiedFL4Cblzg4i4R9KGTdvgDgwzMzMzMzOzHqQemf0D0rB1oGOHRZWkGcDZwAci4mEVfBKugWFmZmZmZmZmXcs1BM8GTo+In+TF/5S0Ub59I+BfTeO7A8PMzMzMzMzMupJr9p0E/D4ivlq56RzgrfnyW4GfN30MDyExMzMzMzMz60E9NIJkKJ4PvBm4SdLcvOzjwBeAH0t6O/BX4HVNH8AdGGZmZmZmZmbWlYi4jP77XF5c4jHcgWE2yixetrJYrGXLy8VaviKKxJkysdzIt3HjyvVp/3v+smKx7njgkWKx/mPG+sVilbJ0eZltAWDdaZOKxSq1jT6yeHmROABrTi33M/3Ph5YUizVp3XKfw38vWFokzvTJ5V6rRUtXFIs1bfL4YrEeXFjmtQJYc+rEMoEmlwkDsKDgZ2fKxHKv+4qV5b6zSn3PLF9R7vf5gUXltqv11yi3Qfzhwq8Ui/XMF/+/InGu/9UXi8QBWLi03Pb+pHWnFot19wOLisVau9Bv9LiiRQ/K7Tc8bkZYCsbq5hoYZmZmZmZmZtbz3IFhZmZmZmZmZj3PQ0jMzMzMzMzMepA8hqQPZ2CYmZmZmZmZWc9zB4aNSpJWSJor6WZJZ0maJmkzSTf3c/+jJO2ZL8+WtNPj0MYjJR3Rz21XrO7HNzMzMzMzG0k8hMRGq0URMRNA0unAYcBP+rtzRHz6cWrXkETErsPdBjMzMzMzG17yCJI+nIFhY8HvgKfny+MlfUfSLZLOlzQVQNKpkvZrX1HSAZJuypkcX8zLxuf735xv+2BePlPSVZLmSfqppHXy8tmSvi7pirzOLpWH2Drffruk91ced0Hl8oclXZvjfrb4q2NmZmZmZjYCuAPDRjVJE4CXATflRVsA34qIZwEPAvsOsO7GwBeBFwEzgZ0lvSZf3iQitomIZwOn5FW+D3wkIrbNj/eZSrjpOavi3cDJleVbAi8BdgE+I2liWxv2zm3eJT/ujpJ2H/ILYGZmZmZmNkq4A8NGq6mS5gJzgL8CJ+Xld0TE3Hz5OmCzAWLsDMyOiHsjYjlwOrA7cDvwNEnflPRS4GFJawFrR8Qled3v5fu2nAEQEZcCa0paOy//VUQsiYj7gH8BT2hrw9757wbgelKHxxbtDZV0iKQ5kuac8f2T2m82MzMzM7MRSD301wtcA8NGq0drYLQoDSBbUlm0Apg6QIyOn9OIeEDSdqTMifcArwc+OEh7op/r7e1p/0wKODoiThwweMQsYBbA7fcubn8sMzMzMzOzEc8ZGGb9uxp4gaT1JY0HDgAukbQ+MC4izgY+BewQEQ8BD0j6j7zum4FLKrH2B5C0G/BQvv9QnAccLGlGXn8TSRt2/czMzMzMzKz3DXfaRY+lYDgDw6wfEXGPpI8BF5M+sr+OiJ/n7ItTJLU6AD+W/38rcIKkaaRhJm+rhHsgT426JnBwjTacL2kr4MqcQbIAeBNpuImZmZmZmdmY4Q4MG5UiYkaHZXcC21SuH1O5fFDl8h6Vyz8EftgW50Zghw7x5wLP7adJZ0fEx6oLIuLItuvVts2oXD4WOLafuGZmZmZmZmOCOzDMzMzMzMzMepB6ZexGj3AHhtlqVs3oMDMzMzMzs2ZcxNPMzMzMzMzMep4zMMzMzMzMzMx6kDyCpA93YJiNMhPGl/uWW7g0isWaMqH3Er4WL1tRLNZa0yYWi/WMCWsUi7UiyryHS5asLBKntOUry7Vr3Lgyn53JE8cXiQMwvuBeyxPWmlws1oTx5T7Pa0wtsyuyYkW576tJBb+vli4vt42WfI5/uW9hkTjrTp9UJA7AwiXlvpNLvoclf1cXzF9eJM60yeW+Z6ZPLHc4cN/8JcVirT2t3LZ1/a++WCTODq/4SJE4AH+66KvFYpX8rdhwzSnFYpX8HJq1eKsyMzMzMzMzs57nDAwzMzMzMzOzHuQRJH05A8PMzMzMzMzMep4zMMzMzMzMzMx6kVMw+nAGho1qkp4l6VXD3Q4zMzMzMzPrzqAdGJJWSJor6WZJZ0maJmkzSTd3++CSDpP0lm7jdPH4ree2cb5+sKSbJM3Lz3efAdbdWNL/Pn6tbUbSqZL2KxDnihLt6bINm0l6Y+X6QZKOG+D+mwKfAC4p9PhrS3p35frjtg1I2jxvqwsej8czMzMzMzPrNUPJwFgUETMjYhtgKXBYqQePiBMi4vul4jXQem53S3oS6WB3t4jYFnguMK+/FSPi7ojoumNgpIiIXYe7DcBmwBsHu1NLRPw1It4YEQ8Xevy1gUc7MB7PbSAi/hwRMx+PxzIzMzMzs96gHvrXC+oOIfkd8PR8ebyk70i6RdL5kqbms8TXt+4saQtJ1+XLX5B0a85uOCYvO1LSEfnyjpJulHSlpC+3Mjzaz7JL+qWkPfLlvfP9r8/ZITMavg4AGwLzgQUAEbEgIu7Ij/N0Sb/N7bs+P8/NKm0cn9t8bX5+h+ble0iaLel/Jd0m6XQpTdQsaWdJV+SY10haY4A4G0m6tJIJ8x/tjZd0p6Qv5ljXSHp65ebd82Pd3srGkHRaNcMkt+3VecjFNfmx5knaIt++oHLf/8qZKjdK+kJeNlPSVXmdn0pap9OLLGlBbud1+TXdJb9Gt0t6db7PZpJ+l1/r6yW1Ok++APxHbtsH87KNJZ0r6U+SvlR5nI7bRn6d/iffNkfSDpLOk/RnSYfl+8yQdGFe96bK6/QFoJUJ8eW2bWCqpB/l53+mpKsl7dThtdtP0qn58gaSzs7v97WSnp+XvyA/xlxJN0hao9NraWZmZmZmNpYMuQND0gTgZcBNedEWwLci4lnAg8C+EfFn4CFJM/N93gacKmld4LXAs3J2w393eIhTgPdHxPOG2J71gU8Ce0bEDsAc4ENDfT4d3Aj8E7hD0inqWzfhdNJz3Q7YFbinbd23Aw9FxM7AzsA7JT0137Y98AFga+BpwPMlTQLOBA7PMfcEFg0Q543AefkM/HbA3H6ew8MRsQtwHPD1yvKNgN2AV5IOwgG+S3p/kLRWfl6/JmXYHJsfayfgruoDSHoZ8BrgObntrU6D7wMfye/vTcBn+mnjdGB2ROxI6jD6b2Av0vZxVL7Pv4C98vu6P/CNvPyjwO9y1szX8rKZ+T7PBvaX9OQhbBt/y9vZ74BTgf1IGTetx18MvDav+0LgK7nj6aPAn/Pjf7jteb0LWJif/+eBHft5/lXHAl/L7/e+pPcE4AjgPfk9+A/StmFmZmZmZjamDWUWkqmS5ubLvwNOAjYG7oiI1vLrSOn9kA+MJX2IdGC5C/Aw6aDwu5J+Bfyy+gD5AHrtiGjVKjiN1FkykOeSOgUuz0kNk4Arh/B8OoqIFZJeSuo4eDHwNUk7Al8BNomIn+b7Lc5trq6+N7CtVtWaWIvUwbMUuCYi7srrzCW9Tg8B90TEtTnmw/n2/uJcC5wsaSLws8rr3u6Myv9fqyz/WUSsBG6V9IT8mJdI+pakDYH/BM6OiOWSrgQ+oTSk5icR8ae2x9gTOCUiFuY493d4/74HnNVPG5cC5+bLNwFLImKZpJtYtQ1NBI7LHWErgGf0Ewvgwoh4CEDSrcBTSEM9Bto2zqk8/oyImA/Ml7RY0trAI8D/SNodWAlsAjxhgDYA7E7uaImIeZL6HX5UsSewdWVbWjNnW1wOfFXS6aT34K7+ArRIOgQ4BODorx7HG9/6jiE8vJmZmZmZ9TL1xsiNnjGUDoxF7WPv8wHXksqiFcDUfPls0tn3i4DrIuLfeZ1dSB0DbwDeC7yoGhKIfh5/OX0zRaZU1rkgIg7or+GSngz8Il89ISJO6O++ABERwDXANZIuIGWFfHWgdSpteV9EnNf2+Hvw2NdpAv0/345xcqzdgVcAp0n6cj+1Q6Kfy9U2VD8CpwEHkt6TgwEi4oeSrs6PdZ6kd0TERW3r9/detbd5PKlzC+CciPg0sCy/zpA6B5bkx12Zs3wAPkjKhtmO9N4vHuBh+nt9B9o2WuuspO/6K/P6BwIbADvmzpU7WbXdDaS/16W6vBpnHPC8iGjPsPhC7uh7OXCVpD0j4rYBHzhiFjAL4K/3LxnS+2NmZmZmZjaSFJ9GNWconAccT+oAINcfWCsifk0aTjGzbZ0HSUNPdsuLDqzcfCcwU9K43CGxS15+FWk4xtPzY0yT1OdMfUT8Laf7zxys80JpRokdKotmAn/J2RF3SXpNvt9kSdPaVj8PeFfOkEDSMyRNH+DhbiPVbtg533+NfPDeMY6kpwD/iojvkDJgdugn7v6V/4eSjXIq6f0gIm7Jj/k04PaI+AYpU2HbtnXOBw5uvQaS1s0ZEA9oVW2ONwOXRMSKyuv/6SG0p2UtUobKyhxrfF4+HxhKPYhBt40hPP6/cufFC0lZHYM9/qXk7VbSNvR93f4paStJ40hDZVrOJ3Xmkdebmf/fPCJuiogvkoa/bFmj7WZmZmZmZqPSUDIwmjidNCzh/Hx9DeDnkqaQzo5/sMM6byMNk1hIOpBvuRy4g5TufzNwPUBE3CvpIOAMSZPzfT8J/LFhmycCxyhNqboYuJdVM668GThR0lHAMuB1pLP1Ld8lDX+4PtdKuJdUJ6KjiFgqaX/gm5Kmkmoc7DlAnD2AD0taRioy2t/Us5Nz9sQ4oN/MlEo7/inp98DPKov3B96UH+sfrKoL0Vrn3HygPUfSUlLdjI8DbwVOyB0bt5PrazT0beBsSa8DLiYN6YA0K8xySTeSOl8e6Od5dbttnA78QtIcUr2R23Lcf0u6XKlw52+Ab1XWOR44JQ8dmUvK5Gn5KGnY1N9I23Cr2Oz7gW/ldSaQOkEOAz6QO05WALfmxzIzMzMzszHGI0j60qps/oJB08wia0XEpxquvxnwyzx162ojaUFEdDNzSc/Iwxx2ioj7aqwzjdQxtEOrjoSVIWk2cEREzCkcd9BttuQQkocXLSsViikTxw9+pyGYMK7c1/jSFSsHv9MQzZhcrj944dIVxWKtv8akInGWryj3W7F4WbnX/V8PDzTCrJ6N15k6+J2GYOGScu/fBoXeP4B7Hir3Wk2bVHJ7X14kzoqC2+gGa04e/E5DtLLgftY9D5R7Dx9eXOZ13/4paxeJA3D7vx4Z/E5DtPb0icVirTm13Pb+jweXDH6nIZg2ucxvKsDdD5SrFT5pQrnk7rWnlfv+W7KszPfyDq/4SJE4AH+6aCij1IdmrYLb6L3zlxaLVXJ7KOVJ60wacf0Bf/7Xop4ZHr75hlOH/fUrvlVJ+ikpQ+DY0rFXg4eVpqrceLgb8niTtCcps+Cb7rzofUpT984l1QYxMzMzM7OxQD301wOKDyGJiNcOfq9BY9wJrNbsi/w4o6bjIiI2q3n/3wKbrp7WWETsUTjen2mrHWNmZmZmZjaW9F5ej5mZmZmZmZlZm9VVxNPMzMzMzMzMuqBeGbvRI9yBYTbKlCy2uO70cgW0ShVunDC+XOJYyVhLl5crTFmy6N94lfnRmzS53Gu1fGVvbqOl3sOS719Jkwpu7wVr6RYrvrnWtHJFG0sqWcRunRnltvdN12+fEX74rVvw+ZXcRkt+pNedUWY7HVfoux3giWtNKRar5PY+YXy551iqWHDJwptbvOhDxWLdfXm50oNTJpZ7D0vt+/ViMVAbPt4azMzMzMzMzKznOQPDzMzMzMzMrAcVTLgaFZyBYWZmZmZmZmY9zx0YZmZmZmZmZtbz3IFhViFphaS5km6WdJakfqucSTpI0nH58mGS3lJZvnHlft+VtPXqb72ZmZmZmY0m6qG/XuAODLO+FkXEzIjYBlgKHDaUlSLihIj4fr56ELBx5bZ3RMStxVtqZmZmZmY2hrgDw6x/vwOeLmldST+TNE/SVZK2bb+jpCMlHSFpP2An4PScyTFV0mxJO+X7vU3SHyVdIuk7lQyOU/O6rXgLKpc/LOna/PifXe3P2szMzMzMesNwp130WAqGOzDMOpA0AXgZcBPwWeCGiNgW+Djw/f7Wi4j/BeYAB+ZMjkWVmBvlWM8H9gIGHVYiaW9gC2AXYCawo6TdGz4tMzMzMzOzEcsdGGZ9TZU0l9QJ8VfgJGA34DSAiLgIWE/SWg1iPweYHRH3RsRS4MwhrLN3/rsBuB7YktSh0YekQyTNkTTnjO+f1KBpZmZmZmZmvW3CcDfArMcsioiZ1QVSx9mXo2H8/tZbTu5QzI83qfXwwNERceKAQSNmAbMAbr93cdO2mZmZmZlZD1GvjN3oEc7AMBvcpcCBAJL2AO6LiIcHuP98YI0Oy68G9pC0nqSJwOsqt90J7Jgv7wNMzJfPAw6WNCM//iaSNmz2NMzMzMzMzEYuZ2CYDe5I4BRJ84CFwFsHuf+pwAmSFgHPay2MiHskHQlcCdxDGhIyPt/8HeDnkq4BLgQeyeucL2kr4MqcCLIAeBPwrxJPzMzMzMzMbKRwB4ZZRUTM6LDsflJWRPvyU0mdFUTEkZXlZwNnV+66R+W2U4BTACQdRJqxhIj4J/Dcyjofq6xzLHBs3ediZmZmZmYjW8fB7GOYh5CYmZmZmZmZWc9zBobZMKlmcJiZmZmZmdnA3IFhZmZmZmZm1oM8gqQvDyExMzMzMzMzs57nDgwzMzMzMzMz63mKiOFug5kVdNcDS4t9qGdMGT/4nR5nS5evLBZr8bJysdaZNrFYrCUFn+PkCWX6qcePL5fAuHDJimKxxo8r164VK8t8dEq2aULBWMsLPT+AiePLnf9YvKzM9lDydS9Z8b3kblbJdk0YV+Y9LLkfWXIbLflajS8YrNRzLPkZXLai3G/OQwuXFYu13oxJxWKtKLSd9uK2ALDx8w8vFuueK8pNfNeLh5nrTCu4Q/M4ueuBJT3zSj5pncnD/vo5A8PMzMzMzMzMep6LeJqZmZmZmZn1pGFPeugpzsAwMzMzMzMzs57nDgyz1UjSuyVtPtztMDMzMzMzG+ncgWHWJUkrJM2VdLOksyRNy8vfAzwIfErS9EFi3Clp/cehuWZmZmZmNkJIvfPXC9yBYda9RRExMyK2AZYChwFExLci4ocRcVBEPDK8TTQzMzMzMxvZ3IFhVtbvgKdLmi7pZEnXSrpB0j4AksZLOkbSTZLmSXpfZd33Sbo+37Zlvn/HOGZmZmZmZmONZyExK0TSBOBlwLnAJ4CLIuJgSWsD10j6LfAW4KnA9hGxXNK6lRD3RcQOkt4NHAG8o784zugwMzMzMxv9emTkRs9wBoZZ96ZKmgvMAf4KnATsDXw0L58NTAE2BfYEToiI5QARcX8lzk/y/9cBm+XL/cXpQ9IhkuZImnP6qd8t98zMzMzMzMx6hDMwzLq3KCJmVhdIErBvRPyhw/LoJ86S/P8KVn02O8ZpFxGzgFkAdz2wtL/4ZmZmZmZmI5YzMMxWj/NINS0EIGn7vPx84LA83IS2ISR14piZmZmZ2Sg33DOPeBYSs7Hhc8BEYJ6km/N1gO+ShpnMk3Qj8MaGcczMzMzMzMYUDyEx61JEzOiwbBFwaIfly4EP5b/q8s0ql+cAewwUx8zMzMzMRj+5jGcfzsAwMzMzMzMzs57nDgwzMzMzMzMz63keQmJmZmZmZmbWizyCpA9nYJiZmZmZmZlZz1NEDHcbzKygux9cWuxDvWDJ8lKhWLRkRZE4a0ydWCQOwLTJ44vFWr6i3HfpPQ8sKhbr6U98TI3ZRiZPLNffvWBxue3q4UXlYk2aUOY5Ll5WZlsH2GitKcVi/eXfC4vFWnvapGKx7rq/TLvWX2NykTgAa04tl6A6ruC8c724va89rdx38n3zlxSLNWVSue/3cQXPfi5dXua3YmXB/feHFy0rFmvNgr/RJd1d6Hd1wzXLfSdPKfi7WnJ/ZqNdDy8W6/cXHFMkzvKV5bb3p284dcTlM/zj4WU9c8D+xDUnDvvr5yEkZmZmZmZmZj1o2HsMeoyHkJiZmZmZmZlZz3MHhpmZmZmZmZn1PA8hMTMzMzMzM+tBBUspjQrOwDDrh6QVkuZKulnSLyStPcj9j5R0RL58lKQ9B7n/qyV9tGCTzczMzMzMRi1nYJj1b1FEzASQ9D3gPcDnh7JiRHx6CPc5BzinmwaamZmZmdnoJZfx7MMZGGZDcyWwCYCkzSWdK+k6Sb+TtGX7nSWdKmm/fPnlkm6TdJmkb0j6ZV5+kKTj8uWnSLpQ0rz8/6aVON+QdIWk21sxzczMzMzMxhp3YJgNQtJ44MWsypaYBbwvInYEjgC+PcC6U4ATgZdFxG7ABv3c9Tjg+xGxLXA68I3KbRsBuwGvBL7QxVMxMzMzMzMbsTyExKx/UyXNBTYDrgMukDQD2BU4S6sq6kweIMaWwO0RcUe+fgZwSIf7PQ/4z3z5NOBLldt+FhErgVslPaHB8zAzMzMzs5HII0j6cAaGWf9aNTCeAkwi1cAYBzwYETMrf1sNEKPpV05ULi8ZLJ6kQyTNkTTnB6d+t+FDmpmZmZmZ9S53YJgNIiIeAt5PGi6yCLhD0usAlGw3wOq3AU+TtFm+vn8/97sCeEO+fCBwWc02zoqInSJipzcd9I46q5qZmZmZmY0I7sAwG4KIuAG4kdTJcCDwdkk3ArcA+wyw3iLg3cC5ki4D/gk81OGu7wfeJmke8Gbg8LLPwMzMzMzMRhr10F8vcA0Ms35ExIy266+qXH1ph/sfWbl8UOWmiyNiS6WiGd8C5uT7nAqcmi/fCbyoQ8yD2q7PaL+PmZmZmZnZWOAMDLPV7525GOgtwFqkWUnMzMzMzMysBmdgmK1mEfE14GvD3Q4zMzMzMxtZ1CtjN3qEMzDMzMzMzMzMrOc5A8PMzMzMzMysB6lnymf2BmdgmJmZmZmZmVnPcwaG2SizfGUUizVl4vhisSaMK9NfOq5gJ/TCJSuKxZo0oVx/8FrTJxaL1YvjJpevKLeNTii4QZR6D1cW/AyuiHKxZkwu95Nf8nO47oxJReJMm1Tu+6rgW1j0tZowvlyw6ZPLvV6llPweLfk9U/K1Wr6izO/OhPHlXquSr3vJ77+S7Vp7WpnvmZJtWrxsZbFYUwt+//3+gmOKxdpqryOKxPnzxV8tEsdGB3dgmJmZmZmZmfWgXjwZNZw8hMTMzMzMzMzMep47MMzMzMzMzMys57kDw8zMzMzMzMx6njswbMyS9AlJt0iaJ2mupOcUjP3xLtY9SNJxpdpiZmZmZmY2GrgDw8YkSc8DXgnsEBHbAnsCfyv4EI07MMzMzMzMzOyx3IFhY9VGwH0RsQQgIu6LiLsl3Snpi5KuyX9PB5C0gaSzJV2b/56fl8+QdIqkm3Imx76SvgBMzVkdp+f7/UzSdTnj45BWIyS9VNL1km6UdGF7I/t7XDMzMzMzG/2k3vnrBZ5G1caq84FPS/oj8FvgzIi4JN/2cETsIuktwNdJmRrHAl+LiMskbQqcB2wFfAp4KCKeDSBpnYg4W9J7I2Jm5fEOjoj7JU0FrpV0NqkD8TvA7hFxh6R1O7Szv8c1MzMzMzMbU9yBYWNSRCyQtCPwH8ALgTMlfTTffEbl/6/ly3sCW2tV1+OaktbIy99QiftAPw/5fkmvzZefDGwBbABcGhF35HXv77Bex8eNiPnVO+WsjkMAjv7qcbzxre8Y6OmbmZmZmdkIIHok9aFHuAPDxqyIWAHMBmZLugl4a+um6t3y/+OA50XEomoMpZ6F6v0fQ9IepI6I50XEQkmzgSnAoOv297gdnsssYBbAX+9fMlhMMzMzMzOzEcc1MGxMkvRMSVtUFs0E/pIv71/5/8p8+XzgvZX1Z/azfJ18cZmkifnyWsADufNiS+C5efmVwAskPTWv22kISX+Pa2ZmZmZmNqa4A8PGqhnA9yTdKmkesDVwZL5tsqSrgcOBD+Zl7wd2yoU6bwUOy8v/G1hH0s2SbiQNR4GUDTEvF/E8F5iQH+dzwFUAEXEvadjHT/K6Z3ZoZ3+Pa2ZmZmZmo9xwF+7stSKeinC2uVmLpDuBnSLivuFuS1O9OoRk+YoyzRpX8MtzZcFXatKEcv3BC5cuLxZrwzUnF4lT8vk9+MiyYrGWLl9ZLNaUSeOLxFm8dEWROABrT584+J2GqOTrXnJ7WLCkzPY+Y3K5UbHjCn7RTCgYa2HBbWuNKWVer4njy20LDy8qt42W/H6fPrnMdwPAokLvYclttOTrPqng9lDye+bhRYW+Zwp9bqDs79c6BX8rHlpYbnvYaq8jisT588VfLRIHYOO1J/XIYfjQPby45Ddad9acUnJPvBlnYJiZmZmZmZlZz3MRT7OKiNhsuNtgZmZmZmYGeA6SNs7AMDMzMzMzM7Oe5w4MMzMzMzMzM+t5HkJiNsqM65USwW2WLCtTQGt6wQJaJau8TRhf7nVfUajgaUkry9UaK/paLVhSrmGTVvZen36p4rcAywtu7z1Qw+sxSpY4m1Dw6U0uWIiwZNG/FYVesInl6lsWVXITXbai4BdgD5owrtw2WvJzWDJWwadYTMkipSWV/K0oVXxz8xd+qEgcgEU3HFcs1uOm935yh1VvfnLMzMzMzMzMzCqcgWFmZmZmZmbWg+QUjD6cgWFmZmZmZmZmPc8dGGZmZmZmZmbW8zyExMzMzMzMzKwH9Wh9/mHjDAwbNSR9QtItkuZJmivpOcPQhoMkbVy5/l1JW+fLH2+77xWPd/vMzMzMzMxGKndg2Kgg6XnAK4EdImJbYE/gb6vpsSSpv8/OQcCjHRgR8Y6IuDVf7dOBERG7ro72mZmZmZmZjUbuwLDRYiPgvohYAhAR90XE3ZLulLQ+gKSdJM3Ol4+UdJqkiyT9SdI7W4EkfVjStTmT47N52WaSfi/p28D1wJMlnSrpZkk3SfqgpP2AnYDTcwbIVEmz8+N+AZial5+eYy7I/0vSlyux9s/L98jr/6+k2ySdLjmJzMzMzMxsrFAP/fUC18Cw0eJ84NOS/gj8FjgzIi4ZZJ1tgecC04EbJP0K2AbYAtiF9Dk9R9LuwF+BZwJvi4h3S9oR2CQitgGQtHZEPCjpvcARETEnLwcgIj4q6b0RMbNDO/4TmAlsB6wPXCvp0nzb9sCzgLuBy4HnA5fVemXMzMzMzMxGAWdg2KgQEQuAHYFDgHuBMyUdNMhqP4+IRRFxH3AxqdNi7/x3AynTYktShwbAXyLiqnz5duBpkr4p6aXAw100fzfgjIhYERH/BC4Bds63XRMRd0XESmAusFmnAJIOkTRH0pzTT/1uF00xMzMzMzPrTc7AsFEjIlYAs4HZkm4C3gosZ1VH3ZT2VTpcF3B0RJxYvUHSZsAjlcd6QNJ2wEuA9wCvBw5u2PSBMrKWVC6voJ/PbETMAmYB3PXA0vbnZWZmZmZmI1GvjN3oEc7AsFFB0jMlbVFZNBP4C3AnKTMDYN+21faRNEXSesAewLXAecDBkmbkuJtI2rDD460PjIuIs4FPATvkm+YDa/TTzGWSJnZYfimwv6TxkjYAdgeuGeDpmpmZmZmZjTnOwLDRYgbwTUlrk7Iu/o80nGQr4KQ8henVbetcA/wK2BT4XETcDdwtaSvgyly/YgHwJlL2Q9UmwCmV2Ug+lv8/FThB0iLgeW3rzALmSbo+Ig6sLP9pvu+NpCyQ/4qIf0jast5LYGZmZmZmNnopwtnmNvZIOhJYEBHHDHdbSuvVISTzFy0rEmf6lHL9ritXlnuppkwaXyzWAwuWFou10TrtI6eamTCuXMLewqXLi8V6cGGZ7QpgxuQy29bS5SuLxAGYUXB7L/paFWzXw4W+G6ZNKtemSRPK5etOnVjuu2H+4nKfnUkTynympxR8fqW2hdImjC+3PSxfUeZ3Z9y4cm1auKT9HE1vKLWNQrnfnZLfMyVNn1zuc/jvgvsg0wrtG23+wg8ViQOw6IbjRtyAjEXLHjPsfdhMnTj8A1o8hMTMzMzMzMzMel5vdiOarWYRceRwt8HMzMzMzGwgGvach97iDAwzMzMzMzMz63nuwDAzMzMzMzOz3hcR/vOf/8bYH3CIYz3+sXqxTWMhVi+2qVdj9WKbxkKsXmzTWIjVi20aC7F6sU1jIVYvtqmXY/mvd/+cgWE2Nh3iWMMSqxfbNBZi9WKbejVWL7ZpLMTqxTaNhVi92KaxEKsX2zQWYvVim3o5lvUod2CYmZmZmZmZWc9zB4aZmZmZmZmZ9Tx3YJiNTbMca1hi9WKbxkKsXmxTr8bqxTaNhVi92KaxEKsX2zQWYvVim8ZCrF5sUy/Hsh6lXPDEzMzMzMzMzKxnOQPDzMzMzMzMzHqeOzDMzMzMzMzMrOe5A8PMzMzMzMzMep47MMzGAElPkHSSpN/k61tLevtwt6tXSTpc0ppKTpJ0vaS9h7tdAJKmD3cbrDlJu0l6W768gaSndhHrKZL2zJenSlqjVDtHk/w5fpOkT+frm0rapUGcT3f6K9/iZkbz9iDpGZIulHRzvr6tpE8Od7vGgpLfWWZmJbgDw2xsOBU4D9g4X/8j8IGmwUrvKJc4KJc0TdKnJH0nX99C0isbhjs4Ih4G9gY2AN4GfKFhu4p0hkjaVdKtwO/z9e0kfbtJm/L6G0j6uKRZkk5u/TWIs7mkyfnyHpLeL2ntLtpV8gB/qqRnNl2/dCxJnwE+AnwsL5oI/KBhrHcC/wucmBc9CfhZw1jFPjulOgvyuqU6Xr8NPA84IF+fD3yrQZxHKn8rgJcBmzWIAxR/3YttD21x15G0bRfrl3oPv0P63CwDiIh5wBu6aFeRDpHSHSulvv8kva71uyzpk5J+ImmHBnFKfmeV/q0o+f3e+HWX9PAgf/Ml/fHxbldbnGKvVWmF9v92lfRGSW9p/ZVom/Uud2CYjQ3rR8SPgZUAEbGctANeW7c7ypImVi6XPCg/BVhCOlABuAv474axlP9/OXBKRNxYWVZXqc6QrwEvAf4NkNu0e8M2AfwcWAv4LfCryl9dZwMrJD0dOAl4KvDDJg0qvLP8KmAucG6+PlPSOcMc67XAq0kHwETE3UDTzr/3AM8HHs6x/gRs2DBWyc9Oqc4CKNfx+pyIeA+wGCAiHgAm1Q0SEV+p/H0e2APYpEF7Wkq+7sW2B0mzlTpd1wVuBE6R9NWG7TqVMu/htIi4pm3Z8oZtgnIdIsU6Vkp+/wGfioj5knYj/W58Dzi+QZyS31klfytKfr93+7r/OSLWHOBvDfLr9zi3qxWn5Gv1n5L+JOmhSufMww1jFdn/k3QacAywG7Bz/tupSZts5HAHhtnY8Iik9YAAkPRc4KGGsbrdUT4k71RB2YPyzSPiS6zakVxE806H6ySdT+rAOC+fyVrZMFaxzpCI+FvbokadUNm0iPhIRPw4Is5u/TWIszJ3iL0W+HpEfBDYqGGbSu4sHwnsAjyYY82l+dnyUrGWRpq7vPU57ObM05KIWNq6ImlCK24DJT87RToLslIdr8skjWfV674BzT/PVdOAp3WxfsnXveT2sFbudP1P0nfWjsCeDWOVeg/vk7Q5q97D/YB7GrYJynWIlOxYKfn913qNXwEcHxE/p9nnsOR3VsnfiiMp9/3e7eu+b6H7lG5Xy5GUe62+BLw6ItZqdc5ExJoNY5Xa/9sJeH5EvDsi3pf/3t+wTTZCuAPDbGz4EHAOsLmky4HvA+9rGKvbHeUTgNe3rhQ8KF8qaSqrdrQ2J53drEWSgE8DHwV2joiFpB2/tzVsV6nOkL9J2hUISZMkHUE+c9HQLyW9vIv1W5ZJOgB4K/DLvGziAPcfSMmd5eUR0bSTbnXF+rGkE4G1cybTb0lncJu4RNLHgamS9gLOAn7RMFaRz05WsrOgVMfrN4CfAhtK+jxwGfA/dYNIuknSvPx3C/AH4NgG7Wkp+bqX3B4mSNqI9D39y8HuPIhS7+F7SFl/W0r6OymL411dtKtUh0jJjpWS339/z981rwd+rTR0o8k+f8nvrJK/FSW/37t63SPi9tZ6ksbly8+Q9OpWxmnrPo9nuypKvlb/jIhu9jv6KLT/dzPwxALNsRFkwnA3wMxWv4i4XtILgGeSzvD9ISKWNQzXvqP8bmrsKEfECqDVO97noDwvb/rj+BlSiuSTJZ1OyhI5qG6QiAhJP8tnHVvL/k0+S9DA24GZwO0RsTDvzDfpDDmMdLC0CSnV/HzSTn1ThwMfl7SUfAaY9PTrnk15W27b5yPiDqUxuk3Tntt3lg+m+c7yzZLeCIyXtAVp27piOGNFxDH5M/Mw6bP46Yi4oGGbPkratm4CDgV+DXy3Yawin52svbNgP6BpTYD2jtcNcrxaIuJ0SdcBLyZ9/72m4U54tT7FctLOfDfDGEq+7iW3h6NIwz4uj4hrJT0N+FPDWKXew9uBPfNB3LiImN+wPS3vAWaxqkPkDuBNwxgHyn7/vR54KXBMRDyYO6Q+XDdI4e+skr8VJb/fS73ulwL/IWkd4EJgDrA/cOAwt6vkazVH0pmkYcOPdrZGxE8axCq1/7c+cKuka9ra9OoGsWyEUOrcM7PRTP0UNIqI7zeINY60o7w36WDgPOC70eDLRNL6pIPyPXOs84H3R8T9Ddq0H2mn4bk51lURcV/dNuV43wJOjYhrm6zfFuvCiHjxYMtGsnwWedOI+EOBWHtR2baa7ixLmgZ8gr7b6eciYnGXscix/rturLzDfk9rvfy6PSEi7qzbplJKf3ZyzC1Z1VlwYZPOgpzF8X7gmzTseFWq4dCvut8zOeZuwBYRcUr+/lojIu6oG6cSbz0Kve69psR7WIm1NvAWUur7oyffuk0VL9UhUjBOke+/HKu6rW4AzOhmW+1G3ha+FxFNO3fa4xX7fs/xun7dJV0fETtIeh8wNSK+JOmGiNi+SZsKtqvkb+EpHRZHRBzcIFan/b/D8wmjOnFe0Gl5RFxSt002crgDw2wMkPTNytUppIOL6yOi9pmwkiQ9PyIuH2zZEGNdGhHdFLWsxrqVtMN9J2n8qUg/0kOuxi9pCmmM/MWkYn+tse1rAr+JiK2GGOe/8o7QN+kwVKebHXhJr2bVmNPZEVE7XVypQNgxwKSIeKqkmcBRTc5+5IOAxRGxQqli+jNJr1XTbKGeImkOsGtrCFY+63R5ROzcINYddN4eatdkKPHZkbRmRDzcX6dBw86C2RGxRxdtar1G1boSretR97VSKqq3E/DMiHiGpI2BsyLi+V20cRPgKfQ9KL+0QZybeOz28BDpLPB/1zkokPQMUsHHJ0TENkqzkLw6ImoXGO32PazEuQK4ipRh8uiQpIj4Xs04b4qIH0j6UKfbI2JIxUpLxVldut1WJV0WEbtJmk/f7ar12ald90DSecCrqkNQRxNJN5AyUr8GvD0ibpF0U0Q8e5ibNupJegKpeCfANRHxr+Fsj61+HkJiNgZERJ96F5LWAk6rE0PSjyPi9f3sKFPn4L7im0D71G6dlg3FBUp1Ic6kUvG7yYETaXrEbh1KGqe9MXAdqw6iHqberAyts9dzCrTpUZK+QPrBPz0vOlzSbhHx0ZqhjiQVCJsNqUCYmk99Wk3B/S0NUnAlfT0iPiDpF3TeTpt0rFwAvC4iHszX1wF+FBEvqRlqQnXnPSKW5k6MJqpV1qcArwMGzDgYQInPzg9JQyyuo9JJUPm/SbHLyyUd16Fd1w9l5YhoPAVvP14LbA9cn+PfrS6mkJb0RdL2fQurDsqD9Dmo6zek8eOtWR1aM2E8TJoJ5FU1Yn2HNNzgREgza0j6Ic1mSOnqPayYEhEdOwtqatUR6Grq74JxHtXWWTCJVB/ikSadBXS5rUbEbvn/Ys+PdELgcqUZMKrbwpA7e0p+v6+GTpoPkGYM+WnuvHga6QRGI6W2h9wheQSPzV56UYM2PYm0j/b83LbLSFkTd9WI0fFkTKVdtU7KSHo98GXSPoiAb0r6cET8b504NrI4A8NsDFIqLDVvqFkAeZ2NIuIeSU/pdHtE/KVGrOcBu5J+8L9WuWlN4LURsd1QY1VidkqNrX2WtRKv6/TbnDb78Yj4XJM2DBB3XG5Po+nLcox5wMyIWJmvjwduqNsRJenqiHhONVVW0rwmHVolUnAl7RgR15VMK+3Uhiapwbkj5JsRcU6+vg9pyFSR4UStHfIG6xX97JQiqdPOfwx1x1vSgB2hdQ+iJV0TEbtUttPpwJUNO2+R9Adg24hoWrizGuvy9rPrrWV1zwJLujYidm77TM+NiJkN2tXVe1iJ80FgAan4Y3Wce5MO6hFB0muAXSLi4w3WLbKt9pNRNb9JVlzOCnmMiPhsjRjFv99LkzQ9ImpPmzqEuK+hwfYg6UZS8fTrqBTJjIjrGrThAlInaesE2JuAAyNirxox3jrQ7Q2yqm4E9mplXeT9td822Y+0kcMZGGZjQNvZinHA1sCP68SIiHvy/3/JMdek+XfIJGBGXr96hudhGhR4y+0qdra1mn4LnMKq+ddrpYpHGgrxcqDrDox8BvQw0g7IdcBakr4aEV/uIuzaQOsAYK2GMUoWCFPu3DqQVGcFam5jrZ2ywjuyKyVtGhF/zY18Cs2mqDwMOD2fkRbwN9K4/traDs7HkbbXRmdLS2cqlBoWEREv7LIpXxkoPFD3DGR7Ub2307xQJsDtpO+WrjswgBmSnhMRVwNI2oX0HQv1p/UsNrNGgfewZSnpLOsnWPXZa5rZg6RvdFj8EDAn0pSjQ40zhbQdPIuUCZUa1qAmQLuI+JmkuhlxLaUKQF4PPBl4gPSdtTZwj6R/Ae+scxDc6qjo5gC/8nhzgEVtHfCTm8SsrP8E+n5n/bVmjOcBJ5E+d5tK2g44NCLe3bRdVV1sD8sj4vgSbQA2iIhqHYxTJX2gToC6HRRDMC76Dhn5N55lc9RzB4bZ2HBM5fJy4C91Uv6qJB1KqlK/iIY7kvng8hJJp9bJ3BikXcUKlVI2Vfx8SfsCP4nuUt62jlRj4EDSDAMfIXVkNO3AOBq4IZ8hFakWxscaxHkf6aBiCenMzHk0SzWHgim4kl5J6jhqHUg3HrsNfBy4TFKrU2R34JC6QSLiz8BzJc0gZUB2U/CvenC+nJSe/frOd+1M0osi4iJJ/9np9mhQWb4yLOJWVp3tqzUsQoXqCxQ8eG7Fq87I8AzgkxHx2y5CLgTmSrqQvlkFTeravAM4OW9bAPOBd+Qz70fXjFVsZg1Jn+60PCKOqhnqQ8DTo1yR0ynAlqTpZgH2JQ3lebukF0bEB4YY5zTgNuAlpN/FA2k4k1bb57DVKdnoNyPKzR5yLun7+Lzcxr1Js5v8GPg28JyhBip8gH8hqfjjgnx9KqkI5K51A+WMv88A/6TvUK66mVVfJ20H5wBExI2SGtcW6nZ7qGTP/ELSu0mzQ3WbvXSfpDcBZ+TrB9BwhjaVG5p5rlJ9lVab9iftI9ko5g4MszGg8NnoI4BndbMjqTyOFThOUpE6Bawq4ASVQqVAkw6MpRERrbap+fzrkHa8pwPLJS2m+YH0RKWhP68BjouIZZ1eu6GKiDMkzSa9bgI+EhH/qBMjn7U6JyL2JHVidKXVsZVjjwPua3gwB2ln8j+Bm7rpOMrtWItUl6U1W8QHm2z/kiaTDpQ2AyZIqSxKg4O5UgfnLwAuonN9hACaTI33GlLhwG6yCorWF1Cqwv8h0kw5h+RMoWfGEIvWqu9Y9GpB0MPyZ/rPwCci4sKaTTsn/3Ut0oxJz1aqb6TWQUFWN9uu5JSl1TPtU0h1Upoc4N9C6vAp5enAiyJPgyvpeNIB8F6kQqFDjhMRr5O0T0R8L2fKndewTdXPYatTcp+GscgdFo1nMcl2iojDKjHPl/Q/EfGh/H1Wx9cpd4A/JSJanRdExIL8OW/icNL3QdOp0h8VEX9rfa9nK/q77xB0uz1U6xFB32l0m2YvHQwcRxr6G6Rsy6bZRhtUv6ci4gFJG9YNEhEfzieJnk96rrMi4qcN22QjhDswzMYAPbZI1aM3Uf9g+s90vyPZGj95zID3qiEKFCqtKJV+W7II2omkHZgbgUvzMIZuamA8H5gbEefkMyr/JenYOhkxeYjMQklrRcRDTdtSaVPJYTJ/A27uMuuFiFgp6b0R8WPS+Ptu/JyUpn4dXQ4b6C87oWUoWQoR8Zn8/9u6aUubrodFRESreOSQx8YP4hTSa946O3sX6cz7kN7PgT7DuRNvG1Ix3G3qNKpkKrVSFf6jgfUiYh9J2wDPiYiTGsT6dNt1oHFHW59hPJKOoVmnzQpStsrFdJ+tArAJqaOs9b01Hdg4f6fV2XZbtSAezK/5P0gdlLWV+BwW/q0HuF/SR4Af5ev7Aw/k7X5l/6t1VvAA/xFJO0SuYyNpR1JWaBN/Y9V20I2/SdoVCKXizO+nYTYOdL89RPkixq1hNU1OMHWyotDQTCLibODsQu2yEcAdGGZjw9dIO1ankXZkDgTWiIgvNYj1MeAKSVfTcEcyVk+dgnYLgS2arFgw/RZ4NDVyC/qOka5VEyAivgFUx23/RVI3Z+GPB7bLabwfBk4mZat0LI42gMXATTkdtFpZvsmBRclhMv8F/DoP+6hup02mNyw1w82TIuKlDR6/k51I2TOtg8FXkYZp/K1JMEmv4LHj+Id8wKpVleWLDYtQgYr32eYRsb+kA3JbFqntKKqpiFgB3Ki+U1UPSKtnRqdTge+RpnGENKzhDFLKfl2lsiY6mUazM78/y3+lfIm0nc5m1RC6/8lZJ3WGBc3K3++fIn0WZwAdh80MRp3rcjxqKJ+hgh3mLW8kDa/4Wb5+WV42nppD1ih7gP8B4CxJd+frG5E6V4as0gl8OzBb0q/o7rfiMOBYUufYXaSMnvfUjFFtX9fbQ47zHuD0tqEaB0TEt2u0ZXVM5/4JuhiaqdUw1a+NHO7AMBsbXhIR1bGqx+cOiCYdGCeS0s5vosEZmCql2Q86/RjW3sFV50KlZ/W/xsAKpd8i6R2kFNUnAXNJwxCupGYBwXyG9X9IZwlfJmlroDWmuInleZjMPsA3IuIkDVIdvB+/yn8llBwm83nS+OgppKKx3WilyFZ3Rpuk4F4h6dkRUSdFvT/rAzu00vslHQmcFRHvqBtI0gmkA8sXkopS7gdcUzNMa5rf6yg0LIKUOfFD0hSxkOownEJK869jqaSprCpKuTllCmc+qpU1MkSH5/9f2e3jSvpcRHyKlI79I6UaRUTEckmNzm4XzJqgrZNmPLABqVZEnRjjgTfnoWpF5O+7X5OmgBZptqjWwfCH+1/zMXFaRVwvoWFB0YoppN+tM/P115E+T3OHGkCdZw15VJ1O1/y6fz0i+qt/8n9DjZUVO8CPiGslbUk6wSDgtqg/M0qrs+ev+W8SXfxW5GGFQ57yewi63h6yd0bEo1O356Ea7yTVMBmq4tO5R8S5SsWoGw3NjNUz1a+NEO7AMBsbVuSz2j8i7UweQPPUzeURMWD6eg07VS5PIf1AD7gDNoCuC5Wuph79w0lnyq+KiBfmna4hpcbnoR2/jVSb4lTSwVur1sQfSTs2TTsw5kv6GOmgcPe8szqxbpA87nsq8OSI+GPDtrSUHCazbkTs3WV7gKKpuLsBB+WOuyWs2q6anHHflDQzQ8tSGqauA7tGxLZK099+VtJXqFn/ojocIp9d3ZL0GfpDRCztd8WBdV3xPvsMqRjhkyWdTsroOKhhm7oWaTrq8cBJ3RyU586K1ow/CyStz6pOmudSJi0emmdNQN9OmuXAPyPXnRiq0kPVKnYG/iNfXgHcPcB9O1JbXZvW8ibDbUhZei9sHYjnjsXzI+KDNWK01z2oqltse4WkDSRN6uIzXI1X+gD/maQD/CnA9pJqFe1uH6KmNLNaRMOaL5JOofMJmaY1IkpsDwDjJKk1nDJ/99TqqImIX+T/S88gsgL4F7mzJr+HtbJTJZ0WEW8ebJmNLu7AMBsb3kg683Es6Qf28rysiYslHQL8gi4rWsdji2Z9XdJlNEvBfXlEfKS6QNIX25cN0p7V0aO/OCIWS0LS5Ii4TdIzh7juRaThPwcA60fEj3OnQ1dnWLP9SdvA2yPiH5I2pcFQDUmvJnUeLQOelc+oHBkNCrEWHibzW0l7R8T5Ddd/lLosAlnxsm7bUnEacI2kn5I+06+lWcFaWDV2fKGkjUlV5Rt12ihNG3wiqVaOgKdKOjQiftMgXNcV75WKsK5DKujaOtN3eJ0zfatDoYPyH8Sq6Sg/RMqSeIakK0iZDvs2CVoia6JiAnBXRCyRtAewr6TvR98io0NRcqgakr5A6sA4PS96v6RdI6LuTEzF6toAG5OyAlq/pTPysiEr2NnacidwuaRz6Pu6D3l4xeoYfqA01fkepA6MX5O+Wy+jwXegpJ1IJwfWyNcfAg6OGlPEZtXfgymk7+TanWIVXW8P2Xmkul4nkF7/w0gdurW1Zbq2PETKzDgxIhbXiFUkO5U09LEadwKwY80YNsIouqtvZmZjTD573C4aDvvYoXK1NU3YuyJiuwaxro+IHdqWzWtydrtkj34+wHwbaczui4AHgIkR8fIhrr9WRDykNFZ7X+CCiNghn2H9YkTUrVlRhKT1IuLfkq4nPa+fRp4ZQ9JNEfHshnG7qsVQiTOfVJhvCalzpXEWjaQzSQcob4mIbXLGyZURMbNBrN2ALSLiFEkbADMiotNnaiixdmDVGeRLI+KGhnE+Rao18WLgW6Qd1O/moQl1Y90GvDIi/i9f3xz4VURs2SDWpqSK989jVcX790cu+lYjzqUR0Xg6w9VF0o9JO+2lDsonsCql/g8NUupbcZ5Sudooa6ISay7pe30z0oHUOaTOvyF9/1XidBreFnXOuLfFmwfMjIiV+fp44Ia6vxeSbo6IWsVbB4j1NuBIVk0d/QJSZ/CQz3pL2jJ3ku/Q6fbIRS9rxPtMP3GGXGBX0qsi4hf9vIeNzurnTrbtSO/ZdkpDLL8bEZ1mVBos1jzgPRHxu3x9N+DbDTPjqnHHkTIo6x6Qt9bvenuotONQ0ve7SEN3vhupfk/dNh1L6tCsTln6D9I0tmvW2UfK72ErO3VmKzs1IoZUyySfzPl4fuxWYXmRshFnNeiMtBHEGRhmo9jqOPNR+AxPdax1a5qwWoXBJL2LVLhu87wj0rIGq9Kr6yrWox8Rr80Xj1SqoL8WNc5+VM7Ots6wbi7pctJOxH5N2gSPpph/E9iKlE46HlgQEWsNYd1NSTMeHEgaUvSg+tZEbNQzrjK1GFIDymbRFCkCmQ8GdiIdZJ5CGrLzA9KQhqHGWDNSodN1SZ+XOyu3rdswE+pz+eLZkn5JmqKwaVbAv1qdF9ntpBThJp7cnsmjNHtOrQ4MyhVhLa1k/RhI9Rw2I+3b7VA3pb6iPYV+zermXvN1W5mzxf6TVE/hm5Jqd7S1H7RJejLwhrpx2qzNqrPbg37v9aNYXZvcqfkboFWv6qNRc2pr0u/EIfT9bX30Iah5drtOR8UAMX6RLy6MiD51qSS9rsMqQ7Eo0gxRy5WGfvyL5sOc5rc6LwAi4rLcAd6tLUhD/RoptD20ZtI6FbgoIv7QtD3Z9m2dwb9odRBLuqVmrG6yU4mIo4GjJR3tzoqxxx0YZqNb8cJLSkUW30WqGA0wm5Q6WPtsX+uMfZd+CPyGdED90cry+XUPUKo9+pIeZtU44qXArAJtfWZENIoTEddLegEFzrBmx5EOAM4iHVS/haHP2vIcUgV5SGndBwITJD0jL2/acdR1LYbSZyCzUkUgXwtsD1yf23K3pLodLT8k1RVojXVvEc0Ki7bOPr+Cyjj+fPDbZMaWW5SKI/44t+d1wLX5AJaIqPN+fhNofx87LRtMqSKsRTU589wfSacBm5NSsVtnVoNmw4quB55MyhYT6UC/1WlU93Vbljv+3kKaKQca1NoBUKrx8TrSUKJNgJ82iZMdDdyQO5Vbs5A0OQjquq5Nh++s1kxCG0vauM53VkQckv8v8dtKfn06nfxoklXwMR5bWLvTsqGYI2lt0vTm15EKNjfq7CYNxTuRlFUQpKyC2a33Y6ivv1bVzmp9F/+DNJNWLaW2B0lTc2f7q0nDQyeRhvTNBI5q7xweog3Ud+rTTUkFpaFvTaahuCu/hz8jdTI/QI0hN63XiTQbzWN+Exr+1tsI4SEkZmOApNd1OvPRvmyIsb5L2gFt7Xy/GVgRzWY/GLAYaJ0DqJxRcEusmpVhDdK0nFc3aNdq6dFXh2EuNdYt1nGU482JiJ1UGWYj6YqI2LVmnGmkwqKtgpnnAZ+LiNoH+JKujojnSLqKVLPg38DNETHk6XAlzYpUp+LiDjdHkx1vpSl1P0kab30+uQhkRMyuGeeaiNiltR0oTdl4Zbepyt3KHQ6LaZtZqMnZV6VCdv2JGEJBO0nPA3YlDbv6WuWmNYHXRoMhZr1IqZbK0awqRAg0noXp96Tvu6536nIm1DkR8et8/WXAnhHx/xrE2po05v7KiDhD0lOB/SPiC0Ncfw1Sx98bgWeQOi32j4gn1W1Lh9gbkVLYBVzd5Oy2+g63eVRE/KVGjOLfWTnuNjx226rVoSWpmnk4hTSMcXlE/FeNGC8DXk7KrjyzctOapG12lzpt6hB/M9LwhXmD3bef9Tu97i2NX/+mSmwPkp4GfDIiDpZ0HSnzZnZEbJ9vbzq89uXACVRqHJEyYGeTZjv5et2YOe4LSFlQvxnqPs3q+tzYyOAODLMxoNOBc9ODaUk3th9AdFo2xFg/JO1AtqboexVwKfmMQ50DqJyWvENrB15p3Oechs9xHGmH+akR8bmcrrxRRDQ9w/NoG1s7EA3WLdZxlONdCuxJGqrxD+Ae0kF5rfexcOdYsVoMpUlaj1VFIK+KBkUglYYxbEGaBvRoUmbADyPimw1iXRgRLx5s2RBjNdqZXV3yzuwepAPfEyo3zQd+ERF/qhnvLZ2W1z2YK02pYPFnSJ00ryLVylFEdKw7MEiss0j1Qe4p0K7rImLHtmVzImKn/tYZJN5UUgHc2unrkhaRzqx/ErgsIkLS7U06eXK8AX8Pmpy1zRlMT6DvLCR1hzkVpX6KXEZE42GHldiXRI3aS5K2A2aSCsFWC3TPBy6OiAcatmNbHjv7S62MvZJKb1uSpkRbUcxOy/pZ913AA5GmVm6dGHh0/6Ob73ylmXe2hEenrx1y4c62OEVqjXXzOtnI5Q4Ms1FsdZz5UCra+LqI+HO+/jTgfxt2FJwP7NuWNXFWRLy0Qay50VZUsc6PtNLY+qsizQ5wPOlM9IsiYitJ65CmL9u5brvaHuNJUXNq18q6xTqO8rpPIY0bngh8kHT249vRt37BUOIU6xxrizGZ7moxIGlXHruD27ToX5Gd5ZzNsTdp5++8iLig5vpTSHVCLiYdoLSGOa1JOnu1VYM2fRG4MMrM2DIFeDuPLcRaeypBSU9pncnOnYozIqL2tLpKNYBappA6yK4vcTDXjVZHgSpFbyX9LiL+Y7B1O8S6mHSQeA19Z4eqnSYu6Tzgd6T6LEGeajkiXtIg1qtIsxRNioinqmb6uqQPkoa6TScNnzqTVMi4aQdG0bPtkt5H6oT6J6uyl6Lh2e3XAedGxHxJnyQNlfpcNCjOq0JFLpVq7bSMI9WC+kZEDLlWQSXWRNL3Z6POrLZYJwPbArfQ93Vv8j2zFuk9bGU3XkLaRmv99uTMwR2AeaTv5W2Bq0lFpJtsW139tkp6d0R8W9JJwIWkIbb7koZ5ToyIw2q05UURcZHyUMB2DX8L+zyX3BF4U0Rs3U2c/pbZ6OIaGGaj292k+hevJo0TbZlPOmht4sOkqVRvJ/1IP4VVY8zr2pS+4yaXkg4Sm7hd0vuB4/P1d5MKCA5V5HUPAZ4TKcX/BoCIeEBSrXnTW5TGpr83Ih6KiLtyx8HJDc6Ur5C0eVvHUeNpVGNVivMioMlQgVbn2CaSqlOfrkkqyNpIe6eDGhYiVMGaAP3tLFOzPgdA7rCo1WnR5lDS0IqNSZ/pVgfGw6SslSauAn6aOwm6mrGFNL3rbcBLSGdcD2RVLZ66jpZ0GOn9uw5YS9JXI6LWdL8R8b7q9XzAclrDNpW0OL/mf5L0XuDvwIYNYx1ZrFWpxsRnWFVj4tK8rIkjScVFZwNExFylYSRDEhFfA76Wv+8OII2X31jSR0gzH/2xTmOiUG2IisNJtY1qTe/bj09FxFlKs2C8hNTxcwKrijjWUarIZavWjkjf63eQOiiHRH2nCX4puTOL7msxPLfuge4ATgZuZlUB8TeTiix3PFgfwJ2kYRQ3waNDeI6IiIPqBJH0RFKNl6mStqdvJ/W0ocaJiG/ni+8jDfNcQuoEPA/47zptIs2AchGr6tj0eShq/BbqsbXGgFWzh9SIU+R1spHJHRhmo1hE3AjcKOmHkccV5myCJzdN2yTNtb4Fq4pJ3tZFE08jFdD6KelH8LU0KzoHKd38G6RU4yCdcThkqCtHxBWSWlNxLctnA1rDUTagUhugpsuAq5XqfWxC6gCqPZaczh1Hb6sbJJ+Z6zf1rsaZw+KdYyU7HUiFSYvUBKDLnWWtKu7WUZ2Ogog4FjhW0vuiwdCTfnyFNFXpTQVer6dHxOsk7RMR31MaJnZew1hbR5px5UBSGvxHSNtarQ6MDhYy9IK1q9MHSDva7wc+Rxqn3nGqycFExCWlGhWp+PHhhcItjzQNdJ+HaNCm24HPA5+X9GxSZ8ZvSN8XjahAjQjScMfGWWJtWt95rwCOj4ifSzqyYayui1zmzrU3RcTlDdsAsL+kf0fE2XTuzNqsYdwrJW0dEbd20baWzSNi38r1zypN/1vXllGZjSYibs6dNHW9BDgIeBJQrQM2n3TgPyQ5G+4w4Omk+kbPi4bTIUce1hYRtfc5OsQqNXtI9XX6Cqs6MGq9TjYyuQPDbGy4QKkS9QTSweG9SuNYByyi2Y8rc2reowWz8rCS2ul6EfF5pWnCWinTb2uSLptj/Ysup9WLiLn54jdIZx83lPR50nSen2wY80Sl6cUuBu4jTUNWq1hc7kB5iLTztyGrxp42mQnjlQ3WeYxK59hPgUcizymfO34mNwxbstPhZuCJpNoe3epqZznylK6SjiLVGzmN9B4eSJrut4l/SFqjLd38v6NZ5fU/kYqllnjdWwXYHswHiP+geVbVxJx2/hrguIhYJql2GyX9glUHzeNIB61NZj4oKiKuzRcX0KAzskqdp0V+pE7nmKSvR8QH2l6vanubnCm/WdIbgfFKRUu7maWo1Y6bSAdkjQ9S1E+NCOp3lt5OmrHiV/QdutNkBp+/K82GsSfwRaVhdOMaxCEi3p0vniDpXBoUucwZHMeQOjcbiYhZSrWNzqZzZ1ZT3yN9L/+DhrO/VCyStFtEXAaPDidd1CDO75VqVVWHXtXOPos0O9H3JO2bO36a+h7p+/h3pO17K1KnaW0qWHC94ppqhk7ucNsjIn42lJULvk42ArkDw2xsWCufyXwHcEpEfEZSrZ2Zkul6ktbM7VmXlHZ5Z+W2daPm9Kd5vWeQhoA8ISK2UapZ8OqIqJsqSUScrlS5+8Wk5/maiGiUBi/pzcCnSNMIbgv8WtLbcgfAUNZ/B/A/pKrfTwUOiYhzBl6rf9GhOr7S9IT/bngAez5ph3tBvj41L6s1m0nWdadD5eBrDeBWSV3XBKDczvJLIqKaDn68pKuBLzVoU6d08+Nplm5+D+kg7Dd0fxA2K2d5fZJUnHcGaftv4kTSd8ONwKVKw69q18AgvTYty4G/RMNaNCVIGvDz23Ab7WZa5JbWsJpjBrxXPdX09TPIsxQVjN/UfqyqEfE25RoRDeL8Nf9Nyn/deD15mEVEPKg0S8qH6wTQAIUkJe3QoIPzfEn7Aj9p2sEZEa33u2Rn1smkoR59Zk5q6F2kA+G1SN/t95PO7Nf1thyrlb10KauGtA6ZpDdFxA+AzTp1HNT4Xt46VtXWOYnm08xC8472gXwmIh6dCjlv858hDROr40l5mNR8UsbRDsBHo0BNJ+td7sAwGxsm5J2h15N2JpsoktaY/ZCUCdAaX9vSmj+9yVjd75B29k4EiIh5OX29dgdG9k/SmYsJpE6bJjt/kIpm7ZYzRM7IGQvfIxXcG4oPAM+KiHuVxoGfzqpZW2rLZ2q/QNpJ+xzpoGV9YJykt0TEuTVDTomIVucFEbFAaWrVOm0q2elwDmlGgN+1LX8BqcZAE6V2llfk4RA/Ij3fA2hex6Rkuvkd+a+rg7Cccv5wHp52Kc0+x4+KiG+QsqFa/iKpSQ2Dl0fER6oLJH2xfdnj6HmkoQdnkIr8FTklHRH/J2l8zoY6RVKtg8OIaA0Fm5mHKj1K0uGk4oZ127SQ9JvT9HdndSlSIyLyTFlKBaij+l3YwPqkYXlI2jQvqztE8yv5/ymkjqwb6VtQcrea8T5EKqC6XNJiuquPU7Iz66/ddORX5czL7fJ2QDQoFJzXW0yaUehrg913ENPz/zO6jPPodKQRsbybzJdoMKX2EHTKLmpyXHpwRBwr6SWkDNW3kWqYuANjFHMHhtnYcBRpZ+GyiLg2HwjXmoqwZLpeRLwy/z/kYm5DMC0irmn7kW403lPS50idNX9mVQdLkMao1xIRr2m7fo2kOrO/LI2Ie/O6t+e04m4cR+pwWotUlOtlEXGVpC1JO5V1OzAeqXbuSNqR+um3JTsd9gE+3p4uLekRUmHCk2rGg3I7y28Ejs1/AVyelzVRMt28yM5pPiB8L/DjbuK0zkAOkLZcNzNkL1L9jKqXdVj2eHkiqU0HkN7/XwFnRMQtXcRcqFRoeK6kL5GyaqYPsk5/3kraRqsO6rCsX6spy6QVu2lnclXXNSJyW7YhdQKvm6/fB7yl4Xv5K1YVzJxCyrj7A2lGnyGJXKRU0o9I2Xp9CkrWbVBr+FsJhTuzbssnKH5B387uJrNhHE464J0PfCdnsQz5DL6kH0fE69VPfam6mXoR0ToJ0+338nbqWySzVTSzcSdUyUxX0mfwq6yaMv199K2nNeRm5f9fTsowvlGFxilZ7/I0qmZWm6RX8NhpEo9qEOfCaJuNo9OyIcb6DfBe0jSsO0jaD3h7RLysQaw/AM+OiKWD3nnwWCd3Wh5DnO5N0r9IZ+xb3lC9HhHvr9meR6eblfT7qEy7qco88TXi7Zzbc3detBGwf+Vs7lBi/JLOnQ47kdJMhzz1n6SbI2Kbfm57dLrKOiR9G1ibAjvLpeQsl5eSCm/+KWdYPbtJ2mx+nT9BKgxbnSa2yVSQnyJ1YJ0JPFKJNeRhYZIOjVQ75jOdbh/qjr2kd5FmI3oaqTOyZQ3g8oh401DbtLrkjqcDSIVJj4qGhVlVYFpkSa0Old3o25m4BrAiIvasEeteBsgyiS6KjqrLKRLzwc2TIuJv+fpmNKgRkde9AvhERFycr+8B/E9ENBlC1x57B+DQiDi0wbqdphV/zLIB1t8yIm7rb0hKnQ6k1dGZJemUzqEaTaN6Y6SpZl8CvIc05O2UoW5jkjaKiHvyZ7BTox4zbHOQeN8Y6Pa6v/klSbqEnOna2lcY6Dd3kFjTSa9163vlfODzEfFI/2t1jHMKaXjzU0nDwsYDsyNix7ptspHDGRhmY0D+gu90ZqDJj/0JpJoXLySNGd6P+tXNp+QY6yuNl6/W09i4bpuy95Cm4NpS0t9JKfEHNox1M+mA9V8N16/6VeXyFNJMK3f3c99O2sdANzlDUVUdAtGeKdFkdoBrc/bGo7PSRJ7xpobNOh08RMQc1a9SP2WA26bWjFVdbwmwd2VZ7WlUS34OI2Jh7tzajZRNtZyaWVUVp5O2sxLjyVvP5T2VZbWGhRU8A/lD0kwVRwMfrSyfX6dDZXXIHRevIHVebEYaKtO4Qyy6nBY5u4KUubE+q4YiQDozXffgfnVkmbR0dXY1IkLSz4Ad8/U7uwg3vdV5kWPNzgdmXYuI63MHcRPdFpT8EGkWr690uK1uNmLRIVNKhaLvi4ha9UEGCpn/b3QGPyJaNZveHR2GqlE/06vb3/jVqVima+6o+KikGU2HXuX36dPABsDt+XdxPbosimy9zxkYZmOAUhGulkcPopv05EuaFxHbVv6fQSrwtfegK6+KcTiptsPGpCECrV/Dh4HvRMRxDdr11Ii4I+88jos0O8NTI+KOBrF2An5O6sjotgBke+xxwG8jovZwlBIkrSCdGRfpwLw1daxI9SwmNojZ1XSEkv4vIp5e97Z+7n8GcFFEfKdt+duBvSNi/6HGKq3w5/AzpDHuz4yIZ0jamJR99PwGsS6LiLpj41eb1XUGUtKG9N1G/9okTrckfQ/YhtS58qOIuLmLWAN2LDTJoimtVJZJJd5rYogzFQwQ41vAqbFqJpimcX4KXM+qAqhvAnaKtqGDQ4xVHTI1jlSMcL2IeEmDWFNIBSV3z4suJdXKWVw3Vrdyh0OrM2tbCnRmNc3U7CdWkTP4nTKDWvtJXbavRH2VIgpnuu5KOgk2IyI2lbQdKePo3YOs2h7nOmdbjD3uwDAbg7o5iJZ0dUQ8R9JVwH8C/yZNwVi34j2S3tftzmwlVqedh0Y/bErTnp5I2xnpbtKeK7GfCfyqzkF5L1M/0xFGxH41YhTrdFCaTeCnwFJWncnaiVSc8rVRcwrbHPOppPG5m9F3iEVXHVpdfg7nAtsD11dSeRvtLEt6Meng4kK6H0/+nx0WP0Qa6jKkjCZJb61c/SypdsmjItXjqdOmV5HqZmxMyqp6CvD7iBhybYGSJK1k1fCaxxQxjnpTn87NMVr1APpkVdVNX88xu56SNcdpzzI5Bzg5IpoW0y1G0q2krLE7WdWhG3U/PzmD8LOkTCiROgqOjFTItm6bqtv58ty2s5t2OkiaCmwaEX9osn4lzq489ruv7nSzrVilhkx9hTTLzln0HarW5DtrHKmo9u2RZsJYD9hkqEOKVtdQNfWtryLgXprXVylCqX7aLNIsYw+QM10bfs9cTcrgPaeb4SilOiNtZPEQErOxaQtg00Hv1dkvlYqffZl05iloNv0cEfHNbneO8vCFZwFrtR08rcnAwwkGcl+kGRC6Jmk+qwqzBfAPhq944OpQYjrCDwA/VZqh4zGdDnUCRcQ/gV2VZqto7Qj9KiIuqtmmqp+Rin/+gu6HWFR18zlcmlPhAx4dT9zU24AtSfUTWs+v9hCZ7O2klPFWWv0ewFXAMyQdFRGn9bdiS7WDQtIH6nZYdPDfwHNJnUXb523jgC5jNhYRjYqt9hNrZv4OPIDUiXFr/v/8iGiU2k3nKVlrdbi2ZZl8tpssk9Wk9hnjTnJHRZGaBN0OmZK0VkQ8lC+/mvQbPQl4qqSZpA6DWp2ukk4DNgfmsmrmowBqdWCUHjJFOqj/N32HsjT6zopUfPhJwBvz0IhLIuIXNUKsrqFqs4APRd/6Kt+h2RTlRUTE7cCerUxXUofp/kDtDowc729tw1GazMr1QuAwSXfSRWekjSzuwDAbAyoH0S2ND6Jj1ZzuZysVX5zS2mlq0K4SO0fPJE3JujZQLfY4H3hnk3YB10k6mnTGsHpGunbl+yhYxb1HdT0d4erodMg7fRcPesehWVyiQ6vk5xD4sdIsJGtLeiep9sR3BlmnP9tFg+Km/VgJbJXf01ZGzPHAc0hnpwftwGhTIk10WUT8W9I4SeMi4uI8Nn1UiIjbSFkqn5G0P+n784ukA9imMbuakpU07fAjwDOA91cOUrqZhrOYiPiLpN2ALSLiFEkbUGPaShUsTFkw1v6S/h1plrDPALsAs3OMuapfTwhSB9bW0UW69urozIqIYjUOJH0B2JlUCwjS9rprRHxsiG15iJRldkCO1xqqNkOpvkPToWqrrb5KXfm3/T2koTY/B36brx9Bmqr39P7X7tff8gmsUJpB6f3Uq9PSUqQz0kYWd2CYjXJKe47PKjneuz1rQlLTlNKud44i4ufAzyU9LyKubBqnTWsmjudWH4oG06jCo2nGW9B3/P2lTRvXabjMMCoyHSEU73Qo6dic3n0+DTu0Sn8OI+IYSXuR6sY8E/h0RFzQMNxVkraOiFsLNG2zVudF9i/gGRFxv6S6xV1LeVCpVs+lwOlKxU+bZif0HEmbkDImXktK6/4gaRhVU11PyVoyy6SlU4dD1KhxJOlZrfR7VWrIkKbQnEgqeDnUGjIlC1MWiRURs5RmATobWB4RD6n72SRvJhVkvWewOw6geGeWUo2Pt/PY2dBqF0QmFe+cGRErc+zvATcAQ+rAqLSp41A1akyD2+b2/H5W66vUrulVyGmk75YrSSeG/ouU3fOaiJjbMOZhpKmZNyHVQjuPvsWfh6TbzkgbmVwDw2wMUMEiR/1lTUSzQoRnAe+PVVW8m7TnvyLiS5K+SecZHoZtyjEASe8ADgeeRHrNngtc2aTuQSXmDVFzutPVIR+UF5mOsJflbJw3k8Y3PzrEou57WPJzWIm5Jn2HX9VOWZb0e9Jn+g5SB03jFFylKWc3JQ0/gDTE6G+kWU5+GREvHEKMaqbKNPoWmq19wJPPWi7O6x9ImmL09Ij4d504vUhpWsM1gB8D/wv0ef8bbg9dT8lamgoUrZX0cmD3iPiouqwho4KFKUvGqsQ8iVTT5qPAvqSz2xMj4rAhrv8L0mdwDVJ9iGsoXNC6G3nf4TbSDDdHkT7Xv4+IwxvEmgfs0fqsSFqXVMSzbj2UG0knOfoMVYuIQ+q2Kcer1leB1AH72WhQX6VbqkxBnrfX+0j1VeY/3m1pV+K7wUYeZ2CYjQ1XSdo5yhQ56jpromJ94FZJ1Z2jiIh9asRopRzOKdCe1eFwUnrqVRHxwjxevdvpIX81+F1Wv4ii0xH2stcCT4uIpV3GKfY5lHQoacd9EalTpVVjpdbwneyl3ban4j2k4r6toobfIxUiDNJY5UGVHnYVabq+lm7rafSap5De90NJ0162NN4eosyUrKW9ltzhABARdyvNzjBkEfFrpVmYoMsaMnlozbnAuVpVmHK2Up2XWoUpS8aqeB/wCdLv6hmks9ufG3CNvo5p+LiPl6dHxOsk7RMR35P0Q9JzbOJo4AZJF5M+N7tTM/siKzJULWeXHEaqO3MT8P+i/tTkpT36+BGxQtId3XZeKBUEPZZ0UidI2R0fjFRno46uvxts5HEHhtnY8ELgUEl/ofsiRyVSSluOrFwW6aCnVnG9yMW2ovtCf6vL4ohYLAlJkyPiNqWZSBqLiE+WalwBJTvHetWNpBorQ5pFYwAlP4dHkIak3Ndlmx49YFXbNKMNY4Wky0izwARwTaHOzsaUivt+EdiQ9Jr3RB2GEiJis9IxJb2SdLD7FNJ+Yi+8XkWK1kZE6yC36xoyKliYsmQsgIhYSOrA+ETDEH8HnhARl7e1c/d823BrHVA/qDRbxz9Ir1ttEXGGpNmkEw0CPhINZqui3FC175Ge3+9I9R22IhW6Hk7bSXo4XxYwNV/v5rvhh8C3WFWo+w2kzrbn1IxTsqC1jRDuwDAbG0oWOSqRNdFa6RKl6uhvBF5PSmE/oUmjJD2DdFC3GX1T6ptMUTk5IpYMtmyI7so1In4GXCDpAeDuBnF6VcmD8l71BOA2SdfSXRp1yc/hn1k1tKIrSjMWfIUCY7clvZ5UPHI2aVv4pqQPR8T/lmhrQ18CXhURTQrEjUVfJ2XR3DTcnU8VJYvWdl1DRgULUxaOVaog6NeBj3dYvjDf9qoOtz2eZuUhFp8iFdueAXy6TgBJ7XWk7sr/byxp46hftHsf0lC1D7JqqNpRNWNAynBtDdc4iYY1pUqKiPGrIayi76xUP5D03gZxin432MjgGhhmVoukF1SvkrMmImLIBzu5s+ENpLNN/wbOBI6IiKd00a4bSZ0f11GZiisirut3pf5jPaZIZqdlDeK+gLRTc26B4Qg9IY+Xf4xoMC98r2rb5h8VEZc0iLUD6TMTwOUNdpJbcbYnFR+8mr6dKk1q0RQbu51j7RUR/8rXN8hxt6sbqxRJl3s89NDlVPoXRy5qONxatXZIU/3uTfrdOa9Oh8NqaNNKUoct9K29VPuMdOFY9zJAQdChfmdJujkitunntkfrIYxkeTvvTzQ5+ZHjdlWXqH1fo8S+Ry9Smv3lQeBHpO1+f2AyKSuj1uuWOyP3zlfPH87vBnt8OAPDzGoplDVxGyk98lWRC8NJ+mCXTVseEcd3E0DSE0kVsafmA8TWzt+apGKCTeO2V8jehC6qieczT0+OHiiWWXL4Qa/K2/wTSCnGkIZF1B5OIunTwOtYlRp+iqSzIuK/GzTrROAi0hjpbg80S04zOq7ttfk3UHxGiprmSDqTlAVV7expnKI/yv0X8GulAqHV1+urw9GYnB7+s0gFcIscmHQ7rCgKzrJSMhZpeGerIOgbaV4QdKDv8qkN21ZMHnKzL4/NuBxyxkMMoaBwzTaVqku0OoZr9KL98/+tjvLW/tbB1H/dbiJtl5Ev2yjnDgwzG5J+sibUcCdg3xzrYknnknrgG833plQxHOAXkt5Nmj6wutNd5+zHS4CDSGf7qjvrD9M5nXYo7et2ur5WnNnAq0nf23OBeyVdEhEfatKuUkoOP+hVBYdFHABsHxGLc9wvkAqPNenAWF7wvS85zei5ks4jnQGGtJP6mwJt7MaapNT3vSvLgi5qDPQySYdExKwuQnyeNB3yFNJUib2gdK2dUTmsKMoVBL1W0jsjok8qvqS3k7Ich9vPgYdIbWkytBNJL4qIi3Jn1mM06OAsUpdoNQ3X6BmSdgb+FhFPzdffStonvBM4skHGyjtIw4cuYtXv81ERcXLRhltP8RASszEip/pvERG/lTQVmBA1qkjnNNffAW+vZE3cHhFNZj1oxZwOvIa0k/UiUvGqn0bE+TVi3EE6GOnUARJN2idp34g4u+56/cSaSxfT9VXi3JDT+99Byr74TJM4pZUcftCrSg2LkPQb0mvzYL6+NvCDiHhlgzZ9HvgL8Auad9i1Yk0nnTUcR4FpRvMBQWsWkksj4qdN4lgz3aacS5oTETuVbFO3JN0KPIO0zXdda2c0DyvSYwuCngOcHBFDLr6ZM85+SirG2+qw2InUofXaaFbkspiBhrjUiPHZ/Dt6SoebIyIOrhnvXOA/IxVQtX5Iuh7YMyLuVyoK+yPSrDkzga0iYr+a8f4A7Nr6vZK0HnBFRHRVLN16mzMwzMaAXNjoEGBdYHNShsEJwItrhCmWNdESaXrD00lnfdclpdd/FBhyB0arF7+wy3PxrI0j4mWStgaeFxEnNYhVqkL2BEkbkYbtNK0svzqUHH7Qq0oNi1gC3CLpAlKn217AZZK+AbXrV7wx/1+d7q92urKk8cDPI2JPUtpzidl8rgMezp2l0yStUaez1LrW1fcy8FtJe9fpSF6dcg2Mw0idF6WMymFFKlQQNCL+CeyaO6RbHQW/ioiLyrS0a1dIenZENB4uEBGfyf+/rVCbPpbb1XVdolFufKWjfX9gVj5hdHY+4VPXXUD192U+qQ6MjWLOwDAbA/KPwi7A1ZUsgEaFuEpkTawOkt5DOmv8YL6+Duls97cbxPoNabjHJyJiO0kTgBsavl5HAFuQDlaPJo3v/GHNdF4kvY5Ucf3yiHiX0hzqX46Ifeu2qSRJvyVtD0eTZqj5F7BzROw6nO0qSdKXgW3pOyxiXkR8pGactw50ewzTVMBKMxe8OSIearj+kyLirnz50c7SiNhc0hbACRFRp7PUulB9PxquPx+YTjr7vpQeGHsv6bpcA6NUvCJn3XuNChYE7UWSbiI9rwmk39XbSZ0FjTNyStTTyHGuAS6jrS7RcH2v9ypJNwMzI2K5pNuAQyLi0tZtdTNrJH0feDZpWFGQZoO5BvgjDF/tHlu93IFhNgZIujoinlMZhjCBNKShq+EHlayJ/aNhxe5SJM2NiJlty25oddjUjHVtROxcXb9T/BrxWhWyh716fimSnk6aXnQufYcfPIV0pq4Xxkl3pfUcI+LytmERD5A6y/7cReyuCrFKmgi8C9g9L5oNnBgRyxrE+jHwXFKBxNbBz5DPHEp6I7B+RHyjZGepWYukbwGnRrkaGDYCqZ9Zr1qiwexXOaO0VU+jOoPZV2rGuWI0ddyvLpI+AbwcuA/YFNghZ6k+Hfhe3aFdSnXG+hURn23cWOtZHkJiNjZcIunjpGrWewHvJo2d70pOAzwx/w23cZIUuVc2p8Y3LUD3SB5H2Yr1XNIOTiO5w+ICSeuThh/UplRE9XjSAfU2krYFXh3NZrAo4evAx/MwIMjDDyTtBBwJvGqY2lXS18nFW3Nq+U8A8nP8OjWfo8oWYj2eVBC2lWH05rzsHQ1i/Sr/waqztkMehhARP5TUOnO9NCKWpqx/yJ2lw3qmJI/n/x/KDAkb9fKQjQOBp0bE5yQ9GdgoIq4Zxma9EDhM0p10UQND0n9FxJckfZMO26XT/XveP0nDiZ5OynQ4KSKaFhxueVJEvLTrlqXhtYdQoC7RaBYRn5d0IbARacrT1udwHKkWRt147qAYg5yBYTYGSBoHvJ1KFgDw3RhFXwCSjiGd/T+BtGN6GKnS9f9rEGsH4Juksb83AxsA+9U5W547Pb4A3A98DjiNNMRiHPCWiDi3ZpsuAT5MOsveOrPddSGzpgZ67NFyxr30c1TBQqySboy2IqKdlg0SYx/Szvu38vVrSNt6AB+JiLMatOtLwIPAW0g7o+8Gbo2IYavbUnJI2Ggl6fnAVRGxQtLxpA7JF0XEVjlb6PyI2HngKKu1fR3PvNc94y7pVRHxi/6Gczndv3+SXhkRvxzmNpwJLCMVFH8Z8JeIOLzLmLOAb0YX9TRynE5To0d0UejcBifpYjp3Rg5rVrCtXs7AMBsDImIl8J38N1p9GDiUlFYvUiHQ7zYJFBHXS3oBaepTAX9okJp/HOns/Vqk6b1eFhFXSdqSVEuhVgcGMC0irmmd2c66PfPUjSkD3Db1cWvF6lX6OZYsxLpC0uatYSy5JsqKQdZp91+kwrwtk4AdgRmkA/7aHRikIrxvJ50dPYQ0nKjR57Cg9SPix5I+BpDHXtd9rXqapGnA/wM2jYh35tojz6xxwBmkDJ5DgOdExA6SbgCIiAckDet0qhHxF0m7kWbSOkVpJqAZDeL8Iv/vjor6jgKGtQMD2LrV8ahUaLtxVlBbPY23SeqqnkasnoLiNrgjKpenkOqZDOe+kT0O3IFhNopJ+nFEvL7yQ91HtzUwekXOMJmXz5afUCJmTku9pYsQEyIXNlWak/yqHPe2tk6IobpP0uasGtayH3BPF+3r1rWS3hkRfTrFJL2dVdPujXSln+NRpOynyyLi2tzp8KeGbfswKWX5dtIO91OAutX0J0VEtVr7ZTnd+X7VnC2nLZvjO0rFPDcAdpT0YET8b822lVR0SFiPOoW0TT4vX7+L1AE1pAPOiLhCUmv6x2V5CF7r9dqASlHC4ZDHue9E6lQ+hTR86gdA3fHy5wx0e0S8umkbx4BuZ7cp4dETCbkjsptYtaevHkjuRPwQqRPxkAadiNZAh3pbl+eMVRvFPITEbBSTtFFE3FMq/baXSTod+FhE/HW42wJprvOI2KH9cqfrQ4z3NGAWsCupiOQdwIHD9R7mugI/Jc1S0NqB2Il0Fv+1EfGP4WhXSb3+HJWq57eyhG6LiCWDrNK+/v9FxNP7ue3PEbF5jViXA29odYgoFfN8ETmbI4ZxFpISQ8J6naQ5EbGT+hYerjWkqBLrQNJMOzuQZpnaD/hkkyFFpeTtaXtS8enW86s9/ErSvaQpFs8ArqbtoDwifODTD0m7DHMdFHLmVKvukkiZcAtpMMuKpCl0WU9D0iuASyJiQR7ech1piOg2kqYCV0bD4t82NErF5FvGkX6jj42IZw5Tk+xx4AwMs1EsIu7J//8FQNKajN7P/UbALXkc/6PTyEXEPsPUnu0kPUzeycqXydcHGprwGPls6LsiYs98ZnxcRMwfbL3VKSL+Cewq6YWkA0NIwwUuGsZmFVXqOZYsHKg0G0onm0tqFRsdqqv7yTA5lPqp2cWyOUrKn50X5L9uhoT1uqX5gKmVNbE5lUKCdUTE6ZKuA15Mer1eExG/L9bSZpZGREhqPb+m29QTSVNaHwC8kVS89oyI6CbbbkwY7s6L3IbxBcN9j771NLYG6tbTuIOU9fkmYPOI2F/SAbmti9RliogNyXWs+l1dDtxJGsZoo9hoPZAxs4p8QHIUabrL1hd9AKOpuFS1ErVIU14e0CRQLmg3NyIekfQm0pnIY+tkO5Tc0cqF9XbMlx8Z7P6Pp4i4GLh4uNuxOhV4jq2DvzkFmtOa+WRDUjbOhaTt/YWkqVTrdGB8EPiZ0jSo1+dlOwKTgdfUbNc61SsR8d7K1Q1qxiomf3b2iYiv0d2QsF73GVJdnSfnbLTnAwd1Ee9PwMPk/URJmw5zdtuPJZ0IrJ2HJx1Mg5pOEbGC9DqdmzOYDgBm52F+3yzaYut1XdfTiIhbW7V1KNiJaIOTtDOpUPtT8/W3kupf3AncOoxNs8eBh5CYjQGS/kSaNvC+4W7L6iRpJums2utJZ0Z+0mSnVNI8YDtgW9LsIScB/xkRLyjX2tpt+gqwBWlc+6OdGDXPuNswyZkAX4iIDxeK90vgna0sq1wc9FsR0V+GxkCxXgQ8K1+9pUkWTT5ont1PNsceEdGoM7EESZ8nFdM9k76fnev7XWkEynU+nkvq0Lqq6fe9pPeROkT+SSoM26ioYWlKU4A/OpNWpOmpm8SZDLyC1HmxGXAOcHJE/L1QU20EKDG0sy3eXsAnSZkc55M7ESNidrdttceSdD2wZ0TcL2l34Eekma9mAltFxH7D2T5bvdyBYTYGSDqXdAC+cNA7jzCSnkGaSeEA4N+kg5QjIqJj3Y8hxrw+UhX+TwN/j4iTut256ZakUzosjog4+HFvjDUi6aIoNLWb2qZ4bStk+7iTtCHwM9IZx8dkc+ThOMNCaZq9dlHqvegFuc5Hu4dI00zWHdf/f6SZSP5dpHE9RNL3SMPBfgP8KCJuHuYm9bQ8BOJA4GkRcZSkTYEn9sJwkm6VrKdRiVmkE9EGV63xI+lbwL0RcWS+Pte1R0Y3d2CYjQGStidVbr+aSkpjnbH3vUrSStIY1rdHxP/lZbdHF3Ov5wrW55JmddgduJc0pOTZBZrctE3Pj4jLB1tmvatkFo2k43KsM0gpy28A/i8i3lemtc2UyOaw+iRdRRrqNo908LRNvrwecFjkGZGGGOtiYK+6HR+rk6T5rBr+OIk0C8kjdQ8y8+/FozWSqjfR8KB1NNP/b+/Owywry3ON308zT000ohKiTAGUKKKIohgHEBONEIN6GERxOJI4oSFxiMYDQjwqHjWKcUQNoIIikmBQJDKrAaWR8YDRA6JEiSBRZmR4zx9rFb27qO6u2jWsXWvfv+uqq/dau2rz2HZV7fWu73vf5OM0E2h2q6pHJ3kQcHpV7dxxtJGUZDOaiVD3b9GvqnO7S9RfSS4HdqxmGs1VwEETf9eTC/zqH3tgSOPhk8CZNJ22Ox2HNw9eSHPxdla70uQEZj/ubR+arSivqqrr27tO75/la87WUTQXKKs7p9H1YJpVQoN3/ouZ9a1ovqjq9Un+nKbABvCpqjp59hFnpy1YjETRIskBVfX5JIdM9XxVfXChM82jn9D8vLoCIMn2NKN2j6D597XaAsbA39PVNH0hTmXFgndnf19VtdHgcZIXAE8a4nWWzFWmMfHkdjXiDwCq6r+TrN11qFGU5H007x2uYPn7rAIsYMyP44FzktxI09/tPIAkf0D/xmRrEgsY0ni4p6qmfBO/2LUXbSe3XelfQNOY8GHtnaOTZ3LnccBfVdVbB/4bP03yh6v6gvmS5Ck0zRo3mXQhthSYy47smmdV9Yo5fr2Taca8amoTkyo2WuVn9cOjBidptM0FH19VV89gEMLE39NP24+12w+YYnpOl6rqn5O8rescY+Dutn/PRGPKTejfTZC58gJgu5rhOGsNp6reneQMmgl0p9fyLQVLaHphqMcsYEjj4awkBwFfY8U7ajd1F2lutdM5vgB8Ic1c8BcDb2Madx6nsAfw1knnnjvFuYWwNrAhzc/rwQuxmwGbVC0ibR+Tqcao2sdkHlTVJ9s/37W6z+2BH7ZF2xPa432A/2gbVk5rZOzE31OSF1fViYPPJXnxXIadqUnjg5cAT2TEiio99RGaIulD22a4L6JpVKkHuppma5MFjAVSVedPce4/usiihWUPDGkMJLlmitM1mz4RfZTkNcBrga2BHw88tRHwnao6oJNgQJK3VNWRk8494EJDoyvJCwcO1wX+HPh5H3rRjLIkv0+z3WpXmovebwNvrKrrOg02h9rxja+lGR8dmv+NHwPuBNavqltn8FoPaFg8Yk2M76HZMvPpqvplN4nGR5JHAbvT/Ls6o6quXM2XjJUkR9H8XNmMZnrZGfSs15g0aixgSFIrycbAg4D30KzemHBL16tVRvGiQrPTTg751rDTMNqL1kdW1Q/nNlm/JPk34Is0I5EBDgBeUlV7dJdq9CR5LvA8mjHUXxp4aimwfVXNuOeEFr92C8nDWLEx5U+7SzRakhy4iqerqo5dsDDSmHALiTQGkqwFvIblDf/OBj5ZVdNaWjwuquo3bbf7x1bVtV3ngRUuKjZL8pGBp5bS3InU4rUN8MhhvjDJnsD/odlitGWSHYHDq2qvuYvXG5tU1eAd/H9K8qauwsyHJNvQFF63p1ndA8AMV9n9HLgQ2AtYNnD+FpreQguu7T20dVWd0h5/CNi4ffqjVXXRSr9Ys5bkDcChwH8B99JOawF26DLXKKmqYwCSvLGqPjz4XJI3dpNK6jcLGNJ4+DjN3syPtccvbc/9z84Sjaiqui/JJUkeOSJ3mUbuokLDGRgFOXERcD3D91U5jGYKw9kAVXVxki1mHbKfbkxyAE3XeoD9aKbB9MnnaC40PwQ8i2YE9IymMVXVJcAlSb44QsXt99IUZib8MfBOYH3gf9E0TtT8eSNNY8q+fb/MhwOBD0869/IpzkmaJQsYNVEr/wAAIjBJREFU0njYuaoeN3B8ZpJLOksz+jYFrkjyPeC2iZNd3N0evKig+ZntloFFavIoyFm6p10xNIcv2VuvBD5Kc3FfwHdpLvD7ZL2qOiNJ2tVjhyU5j6aoMVNbJJntao65smlVfXfg+OaqOgkgyV90kGfc/AxHUq5Skv1oxq5vmeSUgac2on+FUmkkWMCQxsO9Sbauqv8HkGQrmuWgmtooTi34E9wysCglWVWfkruAn1bVLTN82cuT7A+s0W4fOJjmwlwP9IjJ3ydJdqUZFdoXd7Y9VX6U5PXAfwIPHfK1Zr2aYw6tUPSrql0GDof936fpuxo4O8mprNiY8oPdRRo53wV+ATwE+MDA+VuASztJJPWcTTylMZBkd5o3pVfTvBHdHHhFVZ3VabBFor3Y2b+qXtdhhmXAbsDZVfX49tylVeVe5BGXZFXfZ2vS9MH4x8lTZlbzmusD7wCeQ/M9/U3giKq6czZZ+2gcGuAm2Rm4Evgd4AiaPhFHTjVmcBqvtayqdkpyWVU9tj13XlX90VxmnmaWs4C3VdUFk87vAry3qp650JnGSZIpV/CMyWhiSSPKFRjSGGiXFm8DbEdzsXNVVTmrfBXaFQ7703TkvwY4qdNAbhlYtKrqWat6Psk6wA+AaRcwqup2mgLGO2aXrr+SPAV4KrBJkkMGnloKrNFNqvlRVd9vH97K7LfHzOVqjtl6K/ClJP8ETDTs3Imm38A+HWUaGxYqpq8tqh0FPJpmpeQawG1VtbTTYFIPWcCQxsdOwBY03/ePS4LjvVaUZFtgX5Y3+fsSzUq1VV6ALhC3DPRUVd2V5KXT+dwk/1BVb0ryNZp+DpNfyy1Fy60NbEjzM29wK8LNwIs6STRP2p9db6ZZXTc47nKYEb1vommSeTDNao7daAoGC66qvpfkycDraRoiAlwB7FJV/9VFpnHgz5mhfJTm/cOJwBOBlwF/0GkiqafcQiKNgSTHAVsDF7O890VV1cGdhRpBSe4DzgNeVVU/bs9d3VHzuhW4ZUAASXaqqmVJnjHV81V1zkJnGnVJNp8Yi9yuLNiwqm7uONacapsyf4JmUtH9/Y2qatlKv0haCX/OzFySC6vqiYNbO5N8t6qe2nU2qW8sYEhjIMmVwPblN/wqJflzmjsoTwVOA04Ajq6qLTsNJmlo7QSfv6S5sF9G0x/ig1X1/k6DzaGJvhWzfI1TVvW8d93HT5INgDuq6r72eA1gnXYLmwYkORd4NnA0zYjsXwAvnzQBTtIcsIAhjYEkJwIHV9Uvus6yGLRv2l5As5VkN+AY4OSqOr2DLFMu4Z3gRcXilOSwqjpsFl//fJrl/RNbBkKzqsr91pMkubiqdkzyEpqtdG8FlvWhAW6SB7cPDwZ+CZzMitMibprBa91AMzbzeOACJk0e8a77+ElyPvDsqrq1Pd4QON1VBQ+UZHOa78G1gL+iKZR+bGI1p6S5YwFDGgNtJ/cdge+x4ptbL35Xo71AeDGwz5D7yWf7359yCe8ELyoWp9lOwUjyY2Bv4DJXVq1akitofv59EfhoVZ2T5JI+3BlNcg1NgXOq7r41k+1v7d31PWgKtzsApwLHV9UVc5F1riR5eFVd33WOcTBR/FvdOUlaSDbxlMbDYV0HWKzaO5ifbD+6+O8/oECR5AlVddFUn69FY7bjZH4GXG7xYlo+CfwEuAQ4t71T2oseGHO5va2q7qXZOndaOxlnP+DsJIdX1VFz9d+ZA18HejMCd8TdNvj7JslOwB0dZxpJroqTFo4rMKQxkeRhwM7t4feq6pdd5tHwZnv3Xt1LsmRiX/mQX78zzZvlc1hxVdUH5yBe7yVZs6ru6TrHXEnyOuALVfXr9vhBwH5V9bEZvs46wJ/SFC+2AE4BPltV/zmngWchyQ+q6vFd5xgH7c+ZE4Cft6c2pVmNaHPYSVwVJy0cCxjSGEjyP4D3A2fT3BX4I+DNVfWVLnNpOL6BV5LTgVuBy4D7CyFV9a7OQo2YJAdU1eeTHDLV830q9qxkqf+Mfk4kOQZ4DPAN4ISqunxuU86NJK+daWFGw0uyFrAdzXuHq6rq7o4jjaR2q+7usylMS5oet5BI4+EdwM4Tqy6SbAJ8C7CAsTh5kaoHV9Vzug4x4jZo/9yo0xQLY0mSTNz5bftZrD3D13gpcBuwLXBwcv8up5FaCm/xYuG047sPATavqlcn2SbJdlX1r11nG0FvAb6exFVx0jyzgCGNhyWTtoz8CljSVRjNXJJdgYur6jZgwyQfBD5cVdd2HE3TlGTLqrpmdeem6VtJntPFZJzFoqo+2f45DgW/bwJfTvIJmqaef0nTz2LaqsrfCZrsczSjh5/SHl8HnAhYwHigd9OsiluXmRcPJc2AW0ikMZDk/TRd5Y9vT+1Ds0/zLd2l0kwkuRR4HM3/j8cCnwX2rqpVTinR6Jiqd0mSZVW10xCvdQvNCoPfAhNLukfmLvkoSPKRVT1fVQcvVJb5lmQJ8BfA7jQrJk4Hjm4bc0pDSXJhVT1xcDtSXyb4zLWJv6uuc0jjwBUY0hioqjcn2Rt4Gs2b209V1ckdx9LM3FNVleTPgI9U1WeSHNh1KK1ekkcBfwhs3H4fTlhKc7duxqpqHLZFzNZgo8F3AYd2FWS+VdV9Sf4JOLOqfth1nvmSZAPgTgszC+a3SdajWdVDkq0Z2B6hFbgqTlogrsCQxkCSLYFfVNWd7fF6wMOq6iedBtO0tftqTwNeSdOE9QaaLSWP7TSYVqstOr0A2ItmqsOEW2iaJX53yNfdC3h6e3i2+9JXro+Nb5NsXFW/aR/vRdOoee2q2jLJjsDhVbVXlxlnq11Zsi/wEpopWncB69D8/Ps6TTH+R90l7LckewB/B2xPs6pnV+DlVXV2l7lG0cCquLuAiQlHroqT5oEFDGkMJLkQeGpV/bY9Xhv4TlXtvOqv1KhI8nBgf+D7VXVekkcCz6yqYzuOpmlK8pSq+vc5eq330lzQfaE9tR+wrKreNhev3zd9HD2c5CDgV1V1UpJlwG40hayJpf6XVtUOnYacpbZw+y3gX4DLJyY8JHkw8Cyan4knV9Xnu0vZb0l+F9iFZvXm+VV1Y8eRJI05CxjSGFjJiD33sS4ySTYHtqmqb7Xd4deoqlu6zqVVS/KWqjoyyVG0S7EHDdOLoe2JsuPABd0awA8W+wXrfOljAQMgyTur6ogkF1TVkyf1KuhDAWOt1Y3tnM7naGaSrPJ7paouWqgsi1GSw6rqsK5zSH1lDwxpPNyQZK+qOgXuX9LuXZRFJMmrgYOABwNbA5sBn6Bp2qfRdmX754Vz/Lq/A9zUPt54jl970WuXdE8UjNZPcvPEU/RkaXdVHdE+vDzJ/sAaSbYBDgaG2po0SiYKE0mOq6qXDj43cc7ixbz4QPvnusATgUtovm92AC6g6aelldsLOKzrEFJfuQJDGgNt460vAL/XnroOeFlV/bi7VJqJJBcDTwIuGLjDepk9MBafJBvRXEDfOovX2A94L3AWzYXF04G/raoT5ialFpN2RdY7gOe0p74J/P1E36PFbvIKmnbF0WVVtX2HsXovyQnAu6vqsvb4McDfVNXLOw024vrYc0caJRYwpDGSZEOa73u3HSwyk5eIJ1kTuGixLxEfJ+2b/+NoVtGEphHhy6rqiiFfb1OaPhihKWxdP1dZtXi0F/PfrKpnd51lriX5W+DtwHrA7ROnacYHf6qq/rarbONgJdtPH3BOK0qS8gJLmjdLug4gaf4k+YeBx2+sqlsnihftyD0tHuckeTuwXtsZ/kTgax1n0sx8CjikqjavqkcCfw18ehavt4RmK9h/A9smefpqPl891I4UvT1J77YRVdV7aLZHHVtVS9uPjarqdy1eLIgrkxyd5JlJnpHk0yzfEqcBSTZO8qG2afr3k3ygj9+T0ihwBYbUY4PLbqdYgtvLpnZ91Y4TfBXNEvHQLBE/2rs8i8dUjXOHbaab5H3APsAVwH3t6VrsYzM1nCRfppkU8W/AbRPnh2kQO4qSLKuqnbrOMW6SrAu8huXjms8FPt6XrUlzKclJwOXAMe2plwKPq6q9u0sl9ZNNPKV+y0oea5Fpp018mtndsVe3rk7yTpptJAAHANcM+VovALarqrvmIpgWvVPbj746P8nOVfX9roOMk6q6M8kngK9X1Q+7zjPitq6qFw4cv6vtXSVpjlnAkPptSZIH0Sw1n3g8UchYo7tYmq4klzHF6M0J9sBYVF4JvAv4ant8LvCKIV/ramAtwAKGqKpjVv9Zi9qzgL9Ici3NCpOJSTL+/JtjSTauqt+0j/cC3g+sDWyZZEfgcFd6TemOJE+rqm8DJNkVuKPjTFIvWcCQ+m1jYBnLixaDs9vderA4PL/rAJq9ttHiiXPYaPF24OIkZzBQxOjLlgHNTDs69T3A9jSjLwGoqq06CzW3ntt1gDGyT5JfVdVJwKE006/OBqiqi5Ns0WG2UfYa4JiBvhf/Dby8uzhSf1nAkHqsqrboOoNmp6qu7TqDZq+q7k1y++DdzVk6pf2QAD5Hc7H5IZrVCq+gR9sGB38OJtmAZgvV/sCfdpWpr6rqU+1Wt5OAe6rqN0lv/inNm6q6GHhckqXt8c3dJpL6ywKGJI2wJLewfLXMxLvIYvkS6qWdBNMw7gQuSzLrRotVdUyStYFt21M/rKq75yamFqH1quqMdnzjtcBhSc6jKWoseu2/9efRFC3+hObi+hOdhuqxqjqifXh5kv2BNdpVPgcD3+0u2ehK8r+BI6vq1+3xg4C/rqq/6zSY1ENOIZEkaQEkOXCq88P0L0jyTJpu9z+hKWY9Ajiwqs4dPqEWqyTfAf4I+ApwJvCfwHurartOg81SOzJ6P+CPgbOALwFHubpwYSRZH3gHK06/OsIpJA+U5AdV9fhJ55z2Js0DCxiStEgkeRqwTVV9LslDgI2qatgpFupAkk0AquqGWb7OMmD/ickASbYFjnfU5HhKsjNwJfA7wBE0/Y+OrKrzu8w1W0nuA84DXj7xsy7J1T3q7aGeSHIpsPPEZKgk6wEXVtUfdptM6h+3kEhjJslBVfWprnNoZpIcCjwR2I5mv/vawOeBXbvMpdVLs4H8UOD1NHcxlyS5h+ZO8uFDvuxag2MNq+o/kqw1+7RajAbGi97K8JNtRtFOwL7At5JcDZyAE7TmXZJV9tdxCsmUPg+ckeRzNNs8X0mzSk7SHHMFhjRmXNK4OLXz5B8PXDSxTDXJpY4RHH1J/opm//5BA3eRtwI+DpxWVR8a4jU/S/Mm+bj21EuANauqTxevWo1xutBsx1LuB7wQuBg42WL8/EhyA/Az4HjgAiY1hK2qc7rINeqSPBfYnebv6/Sq+mbHkaResoAhjZmp9mlq9CX5XlU9aaIA1Xbi/3cLGKMvyQ+AParqxknnN6F5kzvj78ck6wCvA55G82b5XOBjE8uXNR7G8UIzyRJgD2BfC3bzox37PNF/ZAfgVJotald0GkySsIAhjZ0kv19V13WdQzOT5G+AbWjeVL6HZnnqF6vqqE6DabWSXF5Vj5npc6t5zQ2AO6vq3vZ4DWCdqrp9dmm1mPT9QjPJFlX1k1U8H2Azf6fNn7ZYuh/wfuBwf+esKMm3q+ppkyaGgZPCpHljAUOSFom2I//93eCr6t86jqRpWNW2rWG3dCU5H3h2Vd3aHm9Is5rjqbNLq8WqjxeaSU4ElgD/AiwDbgDWBf4AeCbwbOBQfxbOvfbf05/S/JvaAjgF+GxV/WeXuSTJAoYkLTLtBJJflT/AF4Uk9wK3TfUUsG5Vzbj5ZpKLq2rH1Z1T//X9QjPJ9jQ9XnYFNgVup5m48nXgK470nHtJjgEeA3wDOKGqLu840shLsjVwXVXd1Y653gE4tqp+3WUuqY8sYEjSCEuyC/Be4Caa8YjHAQ+huSv5sqo6rcN46kiS7wBvqKqL2uOdgI9W1VO6TaaF5IWm5kM7vnai6Oq2iGloG20/kaaI+E2aQuJ2VfW8DmNJvWQBQxoDSdYH/hp4ZFW9Osk2NL9Y/7XjaFqNJBcCbwc2Bj4FPLeqzk/yKJq97jZkHUNJdqYZKfnz9tSmNE0NL+wulRaaF5rSaBhosP1mmv5ER9k0XZofa3YdQNKC+BzN/uGJu7PXAScCFjBG35pVdTpAksOr6nyAqrqq6V+ncVRV32+LWNvRXKxeVVV3dxxLC6yqlnSdQRIAdyfZDzgQ2LM9N+PtgZJWz1980njYuqqOBO4GqKo7mDRuTyPrvoHHd0x6ziV0YybJWwYOX1BVl1fVZVV1d5L/3VkwSRpvr6C5SfTuqromyZbA5zvOJPWSBQxpPPw2yXq0F7xts6m7uo2kaXpckpvbEW07tI8njh/bdTgtuH0HHv/tpOf+ZCGDSAsljQOS/K/2+JFJntR1LmnAVsCbqup4gKq6pqre23EmqZcsYEjj4VDgNOARSb4AnAG8ZdVfolFQVWtU1dKq2qiq1mwfTxy7PHX8ZCWPpzqW+uJjNHe392uPbwH+sbs40gPsC/woyZFJHt11GKnP7IEh9VySJcCDgL2BXWguct5YVTd2GkzSMGolj6c6lvriyW2DxB8AVNV/J1m761DShKo6IMlSmiLb55IUTf+x46vqlm7TSf3iCgyp56rqPuD1VfWrqjq1qv7V4oW0aLmlSOPo7iRrsHwb5Cas2B9I6lxV3QycRDMhalPgz4GLkryh02BSzzhGVRoDSd5J0wDySywfuUdV3dRZKEmSpiHJS4B9gCcAxwAvAv6uqk7sNJjUSrIn8Epga+A44Jiq+mU7xv7Kqtq804BSj1jAkMZAkmumOF1VtdWCh5EkaZrabZC7ADcBu9Nsgzyjqq7sNJg0IMmxwNFVde4Uz+1eVWd0EEvqJQsYkiRJGllJ/r2qntJ1DklS92ziKY2BJC+b6nxVHbvQWSRJmqHTk7wQ+Gp5500jKMnewPuAh9KsEgrNStelnQaTesgVGNIYSHLUwOG6NMtwL6qqF3UUSZKkaWmb1G4A3APciReHGjFJfgzs6dYmaf65AkMaA1W1QgfsJBvTNJmSJGmkVdVGXWeQVuO/LF5IC8MVGNIYSrIWcGlVPbrrLJIkTSXJo6rqqiRPmOr5qrpooTNJg9qtIwDPAB4O/DNw18TzVfXVDmJJveYKDGkMJPkaMFGtXAJsDzh+TpI0yg4BDgI+MMVzBey2sHGkB9hz4PHtwHMGjguwgCHNMVdgSGMgyTMGDu8Brq2q67rKI0mSJEkz5QoMaTw8r6reOngiyfsmn5MkaRQleQzN6sF1J845SUujIslWwIeBXWhWXvw78KaquqbTYFIPLek6gKQFsccU55674CkkSZqhJIcCR7UfzwKOBPbqNJS0oi8CXwY2BX6PZpvuCZ0mknrKAobUY0lek+QyYLsklw58XANc2nU+SZKm4UU047+vr6pXAI8D1uk2krSCVNVxVXVP+/F5lvcekzSH3EIi9dsXgW8A7wHeNnD+lqq6qZtIkiTNyB1VdV+Se5IsBX4JbNV1KGnAWUneRrPqooB9gFOTPBjA91zS3LGJp9RjE784V8ZfqJKkUZfkY8DbgX2BvwZuBS5uV2NInWtXtq5MVZUFN2mOWMCQeqz9hTrxTZ5JT/sLVZK0qCTZAlhaVW6DlKQxZAFDkiRJIyvJGVW1++rOSZL6zx4Y0hhI8vSpzlfVuQudRZKk6UiyLrA+8JAkD2L5SsKlNJMeJEljxgKGNB7ePPB4XeBJwDJgt27iSJK0Wn8BvImmWHHRwPmbgX/sIpAkqVtuIZHGUJJHAEdW1X5dZ5EkaVWSvKGqjuo6h7QySXalaSx7W5IDgCcAH66qazuOJvWOBQxpDCUJcGlVPbbrLJIkTSXJblV1ZpK9p3q+qr660JmkqSS5FHgcsANwHPAZYO+qekanwaQecguJNAaSHMXyaSRLgB2BSzoLJEnS6j0DOBPYc4rnCrCAoVFxT1VVkj+jWXnxmSQHdh1K6iNXYEhjYNIv0XuAn1TVd7rKI0mS1BdJzgFOA14J/BFwA82WEle6SnPMAoY0BpJsANxZVfe2x2sA61TV7d0mkyRpakkOWdXzVfXBhcoirUqShwP7A9+vqvOSPBJ4ZlUd23E0qXeWdB1A0oI4A1hv4Hg94FsdZZEkaTo2Ws2HNBKq6nrgJGCd9tSNwMndJZL6yx4Y0nhYt6punTioqluTrN9lIEmSVqWq3tV1Bmk6krwaOAh4MLA1sBnwCWD3LnNJfWQBQxoPtyV5QlVdBJBkJ+COjjNJkrRSSd5SVUdOakR9v6o6uINY0lReBzwJuACgqn6U5KHdRpL6yQKGNB7eBJyY5Oft8abAPt3FkSRpta5s/7yw0xTS6t1VVb9tptRDkjWZougmafZs4imNiSRrAdsBAa6qqrs7jiRJkrToJTkS+DXwMuANwGuB/1tV7+gyl9RHFjCkHkuyW1WdmWTvqZ6vqq8udCZJkqYjySmrer6q9lqoLNKqJFkCvAp4Ds2Nom8CR5cXWtKccwuJ1G/PAM4E9pziuQIsYEiSRtVTgJ8Bx9P0Fki3caSVWg/4bFV9Gu4fV78e4Lh6aY65AkPqufauwIuq6stdZ5Ekabrai8A9gP2AHYBTgeOr6opOg0mTJDkfePbExLckGwKnV9VTu00m9c+SrgNIml9VdR/w+q5zSJI0E1V1b1WdVlUHArsAPwbOTvKGjqNJkz1gXD3guHppHriFRBoP/5bkb4AvAbdNnKyqm7qLJEnSqiVZB/hTmlUYWwAfwe2PGj2Oq5cWiFtIpDGQ5JopTldVbbXgYSRJmoYkxwCPAb4BnFBVl3ccSZpSkp2BE4AVxtVX1bLuUkn9ZAFDkiRJIyfJfSxfNTj4hjU0RfilC59Kmprj6qWFYQFDGgMrGaP6G+CyqvrlQueRJEnqkyRPpdnmdP8W/ao6trNAUk9ZwJDGQJJTacbRndWeeiZwPrAtcHhVHddRNEmSpEUtyXHA1sDFwL3t6aqqgzsLJfWUTTyl8XAf8Oiq+i+AJA8DPg48GTgXsIAhSZI0nCcC25d3hqV55xhVaTxsMVG8aP0S2LadQuIeTUmSpOFdDjy86xDSOHAFhjQezkvyr8CJ7fGL2nMbAL/uLJUkSdLi9xDg/yb5HnDXxMmq2qu7SFI/2QNDGgNJAuwNPI2mO/a3q+or3aaSJEla/JI8Y6rzVXXOQmeR+s4ChjSGkjwN2K+qXtd1FkmSpMUuyebANlX1rSTrA2tU1S1d55L6xh4Y0phIsmOS9yX5CXAEcFXHkSRJkha9JK8GvgJ8sj21GfDPnQWSesweGFKPJdkW2BfYD/gV8CWalVfP6jSYJElSf7wOeBJwAUBV/SjJQ7uNJPWTBQyp364CzgP2rKofAyT5q24jSZIk9cpdVfXbpuUYJFkTcJ++NA/cQiL12wuB64Gzknw6ye40TTwlSZI0N85J8nZgvSR70Ex9+1rHmaResomnNAbacakvoNlKshtwDHByVZ3eZS5JkqTFLskS4FXAc2huFH0TOLq80JLmnAUMacwkeTDwYmCfqtqt6zySJEmSNB0WMCRJkiRphpJ8uar+R5LLmKLnRVXt0EEsqdcsYEiSJEnSDCXZtKp+kWTzqZ6vqmsXOpPUd04hkSRJkqQZqqpftA+XAL+oqjsBkqwHPKyzYFKPOYVEkiRJkoZ3InDfwPG97TlJc8wChiRJkiQNb82q+u3EQft47Q7zSL1lAUOSJEmShndDkr0mDpL8GXBjh3mk3rKJpyRJkiQNKcnWwBeA3wMC/Ax4WVX9uNNgUg9ZwJAkSZKkWUqyIc311S1dZ5H6yi0kkiRJkjRDSfacNEL1EODbSU5JsmVXuaQ+s4AhSZIkSTP3buAGgCTPBw4AXgmcAnyiw1xSb1nAkCRJkqSZq6q6vX28N/CZqlpWVUcDm3SYS+otCxiSJEmSNHNJsmGSJcDuwBkDz63bUSap19bsOoAkSZIkLUL/AFwM3AxcWVUXAiR5PPCL7mJJ/eUUEkmSJEkaQpLNgIcCl1TVfe25TYG1quqnnYaTesgChiRJkiTNUJKHV9X1s/0cSdNnDwxJkiRJmrmvz9HnSJomV2BIkiRJ0gwluRe4bVWfAtxcVZstUCSp9yxgSJIkSZKkkecWEkmSJEmSNPIsYEiSJEmSpJFnAUOSJEmSJI08CxiSJEmSNAeSHNR1BqnPLGBIkiRJ0tz4y64DSH1mAUOSJEmS5ka6DiD1mWNUJUmSJGkOJPn9qrqu6xxSX1nAkCRJkiRJI88tJJIkSZIkaeRZwJAkSZIkSSPPAoYkSZIkDSnJ+knemeTT7fE2SZ7fdS6pjyxgSJIkSdLwPgfcBTylPb4O+Pvu4kj9ZQFDkiRJkoa3dVUdCdwNUFV34DhVaV5YwJAkSZKk4f02yXpAASTZmmZFhqQ5tmbXASRJkiRpETsUOA14RJIvALsCL+80kdRTqaquM0iSJEnSopXkd4FdaLaOnF9VN3YcSeolCxiSJEmSNKQkT5/qfFWdu9BZpL6zgCFJkiRJQ0rytYHDdYEnAcuqareOIkm9ZQ8MSZIkSRpSVe05eJzkEcCRHcWRes0pJJIkSZI0d64DHtN1CKmPXIEhSZIkSUNKchTtCFWaG8Q7Apd0FkjqMXtgSJIkSdKQkhw4cHgP8JOq+k5XeaQ+s4AhSZIkSZJGnltIJEmSJGlISS5j+RaSFZ4Cqqp2WOBIUm9ZwJAkSZKk4X2j/fO49s+XALcDx3QTR+ovt5BIkiRJ0pCSfKeqdl3dOUmz5xhVSZIkSRreBkmeNnGQ5KnABh3mkXrLLSSSJEmSNLxXAZ9NsnF7/Gvgld3FkfrLLSSSJEmSNEtJltJcX/2m6yxSX1nAkCRJkqQZSnJAVX0+ySFTPV9VH1zoTFLfuYVEkiRJkmZuos/FRp2mkMaIKzAkSZIkSdLIcwqJJEmSJA0pyZFJliZZK8kZSW5MckDXuaQ+soAhSZIkScN7TlXdDDwfuA7YFnhzt5GkfrKAIUmSJEnDW6v983nA8VV1U5dhpD6ziackSZIkDe9rSa4C7gBem2QT4M6OM0m9ZBNPSZIkSZqFJA8Cbq6qe5NsAGxUVdd3nUvqG7eQSJIkSdKQklwI7AcsBaiq2yxeSPPDAoYkSZIkDW9fYDPg+0lOSPLHSdJ1KKmP3EIiSZIkSbOUZAnNJJKPA/cBnwU+bFNPae64AkOSJEmSZiHJDsAHgPcDJwEvAm4Gzuwyl9Q3TiGRJEmSpCElWQb8GvgM8Laquqt96oIku3YWTOoht5BIkiRJ0pCSbFVVV3edQxoHFjAkSZIkaUhJ1gFeCGzBwAr3qjq8q0xSX7mFRJIkSZKG9y/Ab4BlwF2r+VxJs+AKDEmSJEkaUpLLq+oxXeeQxoFTSCRJkiRpeN9N8tiuQ0jjwBUYkiRJkjRDSS4DimZb/jbA1TRbSAJUVe3QYTyplyxgSJIkSdIMJdl8Vc9X1bULlUUaFxYwJEmSJGmGkqwL/CXwB8BlwGeq6p5uU0n9ZgFDkiRJkmYoyZeAu4HzgOcC11bVG7tNJfWbBQxJkiRJmqEkl1XVY9vHawLfq6ondBxL6jWnkEiSJEnSzN098cCtI9LCcAWGJEmSJM1QknuB2yYOgfWA21k+hWRpV9mkvrKAIUmSJEmSRp5bSCRJkiRJ0sizgCFJkiRJkkaeBQxJkiRJkjTyLGBIkiRJkqSRZwFDkiRJkiSNvP8PBK4Fgd8n/ckAAAAASUVORK5CYII=\n", - "text/plain": [ - "<Figure size 1152x936 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "name": "stdout", + "output_type": "stream", + "text": [ + "Intersection: 4\n", + "Scalar product: 0.9041105011801019\n", + "\n", + "n-gram \tArchitecture \tMétiers \n", + "('s.', 'm.') \t323 \t612 \n", + "('d.', 'j.') \t325 \t631 \n", + "('piece', 'bois') \t40 \t155 \n", + "('s.', 'f.') \t194 \t438 \n", + "\n", + "Norm \t511.93358944300576 \t1067.1466628350574 \n", + "Projected norm \t499.18934283496077 \t994.2705869128383 \n", + "Projection ratio \t0.9751056643462075 \t0.9317094093434061 \n" + ] } ], "source": [ - "toPNG(confusionMatrix(top100_2grams, colinearity), '/tmp/2grams_top100_colinearity.png')\n", - "toPNG(confusionMatrix(top100_2grams, keysIntersection), '/tmp/2grams_top100_keysIntersection.png')" + "compareTop10_2gram(architecture, metiers)" + ] + }, + { + "cell_type": "markdown", + "id": "3559d324", + "metadata": {}, + "source": [ + "We see two cases perfectly illustrated:\n", + "\n", + "1. Belles-lettres and philo live in a very similar but are differently oriented, so they have a low normalized scalar-product\n", + "2. Architecture and Métiers spread on more separate subspaces, but are almost entirely concentrated on the 4 dimensions they share\n", + "\n", + "But does increasing the number of top ranks efficiently weakens the effect of the noise ?" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "667fde5c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Intersection: 22\n", + "Scalar product: 0.7998536585283141\n", + "\n", + "n-gram \tArchitecture \tMétiers \n", + "('haut', 'bas') \t11 \t66 \n", + "('m.', 'pl') \t29 \t51 \n", + "('barre', 'fer') \t20 \t70 \n", + "('a', 'plusieurs') \t14 \t45 \n", + "('vers', 'act') \t50 \t110 \n", + "('endroit', 'où') \t29 \t87 \n", + "('sou', 'nom') \t29 \t56 \n", + "('s.', 'm.') \t323 \t612 \n", + "('m.', 'espece') \t14 \t40 \n", + "('piece', 'bois') \t40 \t155 \n", + "('où', 'a') \t26 \t93 \n", + "('chaque', 'côté') \t13 \t73 \n", + "('pouce', 'épaisseur') \t15 \t52 \n", + "('a', 'point') \t17 \t83 \n", + "('a', 'b') \t22 \t164 \n", + "('1', 'degré') \t14 \t95 \n", + "('a', 'donné') \t30 \t49 \n", + "('s.', 'f.') \t194 \t438 \n", + "('pieces', 'bois') \t26 \t161 \n", + "('d.', 'j.') \t325 \t631 \n", + "('grand', 'nombre') \t18 \t67 \n", + "('2', 'degré') \t13 \t95 \n", + "\n", + "Norm \t535.4941643006018 \t1230.2991506133783 \n", + "Projected norm \t509.15027251293895 \t1062.1624169589131 \n", + "Projection ratio \t0.9508045212368091 \t0.8633367067102022 \n" + ] + } + ], + "source": [ + "compareTop100_2gram(architecture, metiers)" + ] + }, + { + "cell_type": "markdown", + "id": "ed4c2139", + "metadata": {}, + "source": [ + "Of course, the top10 is included in the top100, so the most prominent n-grams remain unchanged. What the above shows is that the \"long-tail\" of less-frequent 2-grams isn't enough to counter-balance the main, noisy, dimensions." ] } ],