![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAlMAAAMLCAYAAABq6xLGAAAAAXNSR0IArs4c6QAAIABJREFUeF7s3QeUnEeZ7vGne/KMNDMKI41GcZRzzpJtWZacs40xOGBsYxZY2AWzsLvAhcU2OIDBCbyYIINzxuCcZMmycs455xwndU/ffUu0LAul0ag8I9W/7/G9SOp+u+tX3z3nOfXV91YkkUgkxAsBBBBAAAEEEEDghAQihKkTcuNDCCCAAAIIIICAEyBMcSEggAACCCCAAALVECBMVQOPjyKAAAIIIIAAAoQprgEEEEAAAQQQQKAaAoSpauDxUQQQQAABBBBAgDDFNYAAAggggAACCFRDgDBVDTw+igACCCCAAAIIEKa4BhBAAAEEEEAAgWoIEKaqgcdHEUAAAQQQQAABwhTXAAIIIIAAAgggUA0BwlQ18PgoAggggAACCCBAmOIaQAABBBBAAAEEqiFAmKoGHh9FAAEEEEAAAQQIU1wDCCCAAAIIIIBANQQIU9XA46MIIIAAAggggABhimsAAQQQQAABBBCohgBhqhp4fBQBBBBAAAEEECBMcQ0ggAACCCCAAALVECBMVQOPjyKAAAIIIIAAAoQprgEEEEAAAQQQQKAaAoSpauDxUQQQQAABBBBAgDDFNYAAAggggAACCFRDgDBVDTw+igACCCCAAAIIEKa4BhBAAAEEEEAAgWoIEKaqgcdHEUAAAQQQQAABwhTXAAIIIIAAAgggUA0BwlQ18PgoAggggAACCCBAmOIaQAABBBBAAAEEqiFAmKoGHh9FAAEEEEAAAQQIU1wDCCCAAAIIIIBANQQIU9XA46MIIIAAAggggABhimsAAQQQQAABBBCohgBhqhp4fBQBBBBAAAEEECBMcQ0ggAACCCCAAALVECBMVQOPjyKAAAIIIIAAAoQprgEEEEAAAQQQQKAaAkGHqdJ4QltK49Xgq70fzUiJqCAzpfb+QH4ZAggggAACp4lAcGFqV0Wlnlm2R2+v2aeZ28pPk2k8/DDqpEZ0ZXEdXdUqR53z00/rsTI4BBBAAAEEakogqDD1p8W79bMZ22vKuka/9wut6+gHPevJVqx4IYAAAggggMDJEwgmTP1+4S7dM2vHP8k1zUk9eZq1qNLavbF/+jXDmmTpsaEFtehX8lMQQAABBBA49QWCCFPr9sV01mvrDsyWBSi79fXNznmn/gweYQRr9sa0dl9MkzaX6cG5Ow+86+5+DdzYeSGAAAIIIIDAyREIIkzdO2uHHlu4y4lZkBp9YdHJ0TtFqjw0b+eBQNUpP12vjiw8RX45PxMBBBBAAIHaLxBEmOr04mrFKhNuNp4Y1kgDCjJr/8ycxF9oq1Rnv/7JytzLIwrVtR4b0k8iMaUQQAABBAIWOO3D1KFBYvHnWgQ53deP3qSJm0vd2H/Uq55ubFs3SAcGjQACCCCAwMkWOO3D1Jzt5bri3Q3OLcRbfMkL5uBbfbZX7FtdTt/9Yif7/5NQDwEEEEAAgaMJEKYCuT4IU4FMNMNEAAEEEPjMBQhTnzn50b/QWhqs2be/rUGz7FStL4lrya6KAx+yvU4nst+JMFXLJpqfgwACCCBw2ggQpmrZVNpGcdvnZS+7Hde/IEM3fLjpwK984ZxC9ahf9c3jhKlaNtH8HAQQQACB00aAMFXLppIwVcsmhJ+DAAIIIIDAMQQIU7XsEjk0TJ3XLFs7yisP/MrCrBS1rFP1ru2sTNWyiebnIIAAAgicNgKEqSpMpe1nslCSfF3xj07iEzeVybqs25+TPaySXcetA3mznJRP/Vvy89aqIPnZouz9Xdmv/3DTp27zfaldXdnhzMlX/Yyo3lpTokn/aHNgf2+3A19csdd1O7fvsj8fekwOYaoKE81bEUAAAQQQqIIAYaoKWBZ+rF/T0V6/HtBATy/be6Cn08HvPbglwfHUOtKeqaeX7nbhyV7NclIPhK/kd9nf3d2v/qeakxKmqjDRvBUBBBBAAIEqCBCmqoB1rAB0T78GemnF4YNU8muSgerg23lH+gnHE6aO9FkLVB8cdGwOYaoKE81bEUAAAQQQqIIAYaoKWIcLUxZ47Pbalf+45ff9yVsPVPxap1yd2zRb98zaoQmb9ncft5DzxFmNNOyg412SBy/bapPdSjw4eP3z03yN9fTSPQdWppI1BxRkaOLmsk+tUh3c7Z0wVYWJ5q0IIIAAAghUQYAwVQWsQ8OUrUQlQ5SV+c/JWw+EnMGNM/X4mY20vaxS5ZUJDf372gPf9IOe+bprxo4Df767XwO3X+rQo28OtzL1/DmN9cwhYSoZmp5bukc/mLbtQF070Dm5d4owVYWJ5q0IIIAAAghUQYAwVQWsQ8PUayMK1f6gA4MPPv/uaGVv65ir3y3YdeAtBx++bCtWydWpw4ap4Y31zLJPr0wlw9SH6/fp1o+2EKaqMKe8FQEEEEAAgeoKEKaqIHiywpStZtnequTr4DDV7vlVB/7+eMLUwXujCFNVmEzeigACCCCAwEkSIExVAfJYYerg23zJJ+oOV35zaVzfnvDJ3qrkbT57L2GqChPCWxFAAAEEEKgFAoSpKkzCscKUrTYdvAE9+eSe3bZLtjL4Vpc8dxvv0A3o9/Sr71arDl6xYmWqCpPDWxFAAAEEEKghAcJUFeCPFaYODUmHK13d1gjPH7Jnitt8VZhA3ooAAggggIAHAcJUFVAPDVMH73VKljl0derQ8vbUnt3Wsw7pB3dTP1LwOrQ1wnPDG+vZgzagH2+YshWz5KrXwc1DqzB83ooAAggggAAChxE47cOU7U8a/Lf9bQmsTYC1CzjRl4Wph+buUnpkf4X/7J7/qaf5knWTx86s2RvX2n37+0Zd0TJHAxplfKoruYWbZKCyPlH9CzI/FbAs9BRlp+jOGdsP/OQ7+tTX2A2lennl/g3sTbNTZaHOXvb7/nfeJ08J3tG3/oHWCAc/JXhnn/r6fOs6J8rA5xBAAAEEEEDgIIHTPkzZWHu8vFr7Ygk37MOtJoVwRRy8sf3t85uouG5aCMNmjAgggAACCHgXCCJMPbpgl345e3+TTFudsg7kdnsslNfB/a/sIObkSlYo42ecCCCAAAII+BQIIkzZqpStTiVfyeNbbD+ShYvT6WVd1JMvuxV46BE1jw4p0DlFWafTkBkLAggggAACNSoQRJgyYQsV1gcq5Fdy83vIBowdAQQQQACBky0QTJgyuHfWlujfJ2xxZ+WF9vput3x9tWNuaMNmvAgggAACCHgXCCpMJTX/tmqv3l5boilbyrSlNK7MlH88nued+7P7AhtSq7ppuqRFtq5uVUd56dHP7sv5JgQQQAABBAISCDJMBTS/DBUBBBBAAAEEPAsQpjwDUx4BBBBAAAEETm8BwtTpPb+MDgEEEEAAAQQ8CxCmPANTHgEEEEAAAQRObwHC1Ok9v4wOAQQQQAABBDwLEKY8A1MeAQQQQAABBE5vAcLU6T2/jA4BBBBAAAEEPAsQpjwDUx4BBBBAAIGaEqisrKz2V0cP0+fa/ioRkax+SkqKYrH9R5lFIpEDf2f/2/crGq0dPRQJU75nmvoIIIAAAgjUkMDJCFORIxwaElOlopGo5syZo927d1mSUnpaujZv3qSRI0cqJSVVOkqeOlLdqlARpqqixXsRQAABBBBAoMoCJyNMHelLK5VwK1IzZszQ5s2btXv3bpWUlKi8vFw333yzUlNTj/l7qxuoCFPHJOYNCCCAAAIIIFAdgRMNU/F4XBUVFUpLS5MFFvvztu3bpITcn1PS0rRo6WJt27pN0ZQUFRYW6he/+IWuuOIKZWdnKZGQ6terp8aNG2vd+vXau3ePCgubqEP79opE7NZcwoWwulnZatu27XEFr8M5EKaqc3XwWQQQQAABBBA4psCJhqm5c+dq9erVOuOMMxSJRrVo0SJNmTpFnTt31to1a1VSVqpVa9do4sSJLkjd9pXblJub61alRj0+SitWrFB6ero+//nPq1279nrmmad1+eWXq3Onzi6gWe3XX3/dhakbb7jB7bM6kWB0Ip85JtoJvIE9UyeAxkcQQAABBBA4FQRONExNmjRJc+bO1YgRI7SntETjP/5Yi5cs1lVXXuVWlDZu2uRWm3Lz8rRr107d/OWbtXv3HtWvX09/eeIJR2O3/dLS09W2TRvVrVtXK1es0BlnnqkZ06crPT1Dy5Yt1aC+/XX++ee795/IhnXC1KlwFfIbEUAAAQQQOIUFqhKmEomEW4WKV8b17PPPa+36deratavy8vLcylRZWZm7HWerTxecf74K6jfUwkULtXHjRvffoIGDtHjpEmXn5CgtPU29evbS/AXz9cEHH+iiCy7UunXr3H/NmzdXaWmpbPXrus9fq6ZNm7rbiCcSjE7kMz6mk5UpH6rURAABBBBAoBYIVCVMubYGiYRKy0r1hz/9Sa3btnEhyW7XZWVlaezYsbrjp3fozbfeVKdOndSoYYEeeeQRnT3sbBeqLrjgAk2fOcOFr8p4XHv27pUFNHt17dxFu3bt0sqVK1WnTh1Xs6Bhgdq1aaOUaNS9j5WpWnDB8BMQQAABBBBA4NMCVQlTyfda/6iEIm6VafSHoxWriLmANHfeXF16yaWKxWMqblWsiZMnqVevXpo3d57q1q2jxUuWqH27dvroo4/0pRu/5PZYDRo0SDt27NDE8RNU3KqVtm7b5la4tm3b5toq1M/LU+/evdW6dWtWprh4EUAAAQQQQKD2CRxvmLKVIfvPbptZmFqzbp3GjvvI3Y6zzeJNmjRxgcpWlXp076Gp06dpybKl6tqlqzZt3qRp06erU8eO2rBunXbu2OnCka1CtWzZUs2aNVN+bp57OnDZ0mUuPK1Zu0aZmZlau3KVhgwZovbt2xOmat/lwy9CAAEEEEAAgWOFqWSIsv/XOplb482dO3fq32//jm697Svu1lxEEReIbL+T1Zs1e5Y2b9mirTu3u5BltwALCgpcz6mcjCzFYzFt3bpVmzZt0r59+9zm89u//R3NmjVL6WlpKmjUyL2/bp262rl9u2uhYLf43PdX8cWeqSqC8XYEEEAAAQQQqJrAscKU7ZGKV1Zq9pzZat2qWNlZWS7Y2NN6DRo2dCtI02fOVCxWobp1c7Vq1Upt3rzF7Xmqm5+roiZFLmjZn21zujU8j8fi7km+5cuXu1BlIWzI4MHuf1v4ysnJcS0WcuvmKiUacT2pbN+U/Ra3b8pWyI7zKBrCVNWuB96NAAIIIIAAAlUUOFqY2n+2XkIVlXH9+S9/VoO8fF15+RUHztdbtmyZxo0bp2h6murXr+/6QvXp08etIFnoOfPMM9WoUSO3B8qCU0V5hSLRiPLz8tW8RXO312rjpo166623XGd0u01ooSs7O9s9wZeXm6fCJoUaP368e8LPVrZatmipunVylJaS6r7Hfv/RNqYTpqp4QfB2BBBAAAEEEKiawLHCVCwed/ujZsycobrZOerapYsLQ/ZE3+pVq7Vq9SotXLJEsYoKF4Lslp6tLtk+py1btmjq1KkuIFkwsiBlgWjv3r3uv3r16rkN6rY3ygKVtVSwW4j5+fluL1VKNEWbt2x2K1v273brzwLUFZddrvzcXDfQYz3hR5iq2vXAuxFAAAEEEECgigJHC1N2tp7dWttTsk8TJkzQ8qXL1KB+fbVr185tFl+9Zo02bNjg9jwtXLhQDRo0cAcYWxAa/cFolZSWuLBk4SunTo4LUBaG7D97Wm/D+g0ujFlYsk3nEydM1IKFC1wdC2bvvvuuhg0bph49erhO6sXFxa5zerOipurZvbu7HXislgmEqSpeELwdAQQQQAABBKomcKQwZSs+tioVq4zbYXtauWql1q1d5zaX2wqRrUCtXbdOrYuL9cZrr6tnz57q37+/C0avvPKK0lLTdNFFFyklNUWTJ0/WmjX7n86z8GMNOLt07uJCmfWpWrturat96WWX6qWXXnLvsS7qdgyN/WctEnr17uVWuSyE2ZN/fXr1cr2sWJmq2nzzbgQQQAABBBA4yQKHC1PJJ/hsVWrRksVaumK5W32yFgiZWZkqKy1zf7aN49YjyppzWqsD63D+xhtvKJoS1fDhw93TeraiZGft2YHGFoxsJcueALR9VLb61L5de/fvixYvUkZGhqvx9DNPu83ntq/KAphtTN+zZ8+BQ5VnTJumls1buLP8jvWEHytTJ/mCoRwCCCCAAAIIfFrgaLf57Ck+a8z52ptvuFCTlZOtFEWVn1NXaampyqqbo1ffeF1DBw7Seeedp/fff9+9b/Dgwdq4cZMmTZ6oQYPsf2/Ua6+9pk6dO6lhw4buSbyZM2epb9++Wr9hvc4YeobriG4rWD179HRhzDa22228AQMGuNWn6dOnuycALXBZV/TmTZu5MHassHSsf/+srgeOk/mspPkeBBBAAAEEPmOBI4UpW50qqyjXB6NHa9vOHaqXX0+VkYQa5tdXRWmZBvTrp9ffelOxqFTUqNC1QJg2fZq6d+/ubsuNHjNabdu109tvv60OHTq4UdltulatWrk9UXamX1FRkeyJwNWrVunC8y/UvPnzNHv2bF199dX626t/0+q1q3X1VVe7236pKaluVcxWthYtWKBLLrrY3Wq0oMXTfJ/xRcPXIYAAAggggMAnAke6zWfvsJWpFStXKm6Hx0QjWrF8ubIys9xTfYWFjfW7xx5ToyZN9OWbbtKkSZPcXijbO2XHxdiRMnb2nrU4sDBkK04fj//Y7Z268IL9wclWokaOGOlu8TVtUuQ2oY8ZM8a1U7A9VQ8+9KCGnz3c3e6zz9ktRWvy2a9PH7Vo1vxAWwTCFFc0AggggAACCNSYwLFaI9i+qVhlpXsSr6ykRKnRFE2bOcPd0rPw9L3bv+vC1quvvqpbb73VPfVnK1Bp6elKz0h347rh+hvc03+2f2rcuI90/Q03uPYHL77wolq3ae02tG9Yt94dPbNj5w733rZt2mrM2DHu9p49zWf7tQYOGKiMzAzlZGW5PVPHajhq381tvhq7tPhiBBBAAAEEwhA4njC1t6TE9ZnKSc90t/E+HPeRPvp4nDuE+Nqrr9HWnTvcpnJr2Pnmm2+6vU5btm5VWXmZu023ZesWtzr18bhx6tSps0Y9PkrXXnuttm7bqtKSUhfUGtSr7277devazTUIHTFihPuMPd3XrVs3NWzQUB07dtSrf3tVG9ev11duudVtSOdpvjCuU0aJAAIIIIBArRU4njA1aeoU14CzRZOmys3L1cJlS5WSlqqstHQN6N1Pz7/0grp07er2Q9kKlXUzt6fs+g8cqJkzZ7j9Ubt27tToDz90YWzs2LEaNuxsrVmzWl26dHFP9m3bstWtIl1+2eVauGih+9+5ubkuTFkzzyuvvNKtWM2fP18Txo/Xbbfc6r7vWCtPx/r3z2pi2ID+WUnzPQgggAACCHzGAsd6ms96TX340VitWLlC/fr21bKly1ybg9179igjLV2DBg/S8889pyFDh7qeVBu3bNaipUu0bdNmXXruBW7PVb8B/VWnbl29+PJLKmraVJOnTNYtN9+qOnXqaOHCBXrv/ffVsbiNNmzdrM9dcZXWr1+vydOm6MrLLte7773v9lTdcsstWrRokQt1q9euUZOiIp03cqRSIlF33l8kcXg4wtRnfEHxdQgggAACCIQmcLQwVVZernkL5qtS0vQZ09WnV293Np49gTd12lS3uXzgwIGaPWuW+vbrp7+99neVVpSrMlGpNq1bq1/XnkpNT1M01c7RS9Xdv7hHkXhC5wwfrt69ers9T3ZQ8rRp09xBxk2aNVW74jZus/lHEz52q0/vjx6tlStXaujQoa7XlG1Cnzdvnpo2b6Z+ffq6jejRaIQwFdqFy3gRQAABBBCoLQJHC1MlZWUuNK3bsEF5+XkaO2aMe8rObtG9+eYb7tiYFi1aaNuWLerTt5/uu/8Xat2urZo0LVK8vEJD+w+UIlHZsTSj/vK4Fi1erKsvu0ID+/Zzm9dt1ch6Ry1ZskSTJk9W204dVNigQFnZWbJbixedd4HGjf9YGzdtcgcp21OCN910k2bPma3UtDS99957uvdnP3d7tFiZqi1XFL8DAQQQQACBwASOFKbs79dtWO9u07386l9dI84Z06eruFVrXXPN51wTTluZsiaae3fv0eAhQ/S7PzymlPQ0ZWRlKi0lVd07d3VP6u0rK9FTzz6jrdu26QtXXK02rYrdqpStKC1dusw9/Wc9o1KzMtSmeUu1al2s+YsXqU+PXhr38TgtXrLEbUi3TugWwrKys7V02VItWLBAN934JbVt3ZowFdh1y3ARQAABBBCoNQJHa9q5a89uTZs+XVu3b1dqWqpWrlihnt17qLCwiVsdsr1TFoJ2bN+uM888S3/68yg1aFTg+kvZ7bji5i1UJzfXhbLtO7a7dgl5WTlun1OTwkJ3265hQYHWr1unpv/Xr2rl2rWqk5mlbt27aeGSxS6MTZk2VVOnTXPH0+zcudOFsHr16rkN8M8995x+8J//pbzcXMJUrbmi+CEIIIAAAggEJnC0s/kSSmjd+g1auGSRe0LPnp5r3aq12z+1du1aFTYuVJOiJtq0caM7NuaRR3/jQk5hURPFY3H16NJN743+QHVy62j33r2ulUFmeoa2bNqkjp06adHChS4k2W28RFmFKirjKiporLq5uZoxZ5bOHX6O2zNlZwBeccUV7rw+e0pw6fJlKi5u5bqiW9+rSIQN6IFdtgwXAQQQQACB2iNwuDCVfDrOHpCz/U62Ed1ut1kgsu7kJfv2uf1PzZs314D+A1y4OvOMM/X8C8+7vk+dO3d2q1U7tm7TzNmzdO0XvqAx4z7SnDlz3IZx+1z3bt31yG8e0ciRI11rBLt9Z7cN7eDjzVs2a/z48bruuuv08biPtWz5Mp1zzjlavny5O7YmLy9XzYuaHhciT/MdFxNvQgABBBBAAIETFTieMGWhav6C+Vq8dKl7eu/NN95QeUWFW6myp+yefvppt6fJNpNbWwM7P693r17KzsjUL391vx56+GHt2rNHDzz4gCpjceXl5WnQoEGui7odkDx37lz16t3bPRV4ySWXuG7nFqZu+tJNB7qgX3rJpS7QWQPPtq3bKDszU6mpqa6xJ8fJnOjs8zkEEEAAAQQQqLbA8YQpW52yjeKLlizW+eedrylTp7gGmrbqY13Pn332WdfqoEXLFnrnnXfcrbjCxo01sF9//eXJJ1xvqYGDB+v3f/yDzhg8xIUwa8Zpt/jsWBlrtWBBbOPGjbrqyqu0es1qt9m8TZs2euaZZ9y/2Xvt1qLdKhzQv78a5Nc75iHHhsPKVLUvEQoggAACCCCAwNEEjhWmEpFPDjyePXeOOnfqrA0b1is3L88dbnzZpZdpw8aN7sm8Dh06uLP0bIP43j171LtHT7f5/P/9+Mf64Y9+pNfeeF2DBgzS0qVLNGPGDP33f/2360k1e/b+zez79pWoY4cOevqZpzXsrGEuCNnRMrYaZk8FWthaunSpOrRr7w47zszMPGZYIkxx/SOAAAIIIICAV4Fjhakdu3bq4wnjlZGRqbXr1rmn+vr3768xY8a4J+vsNp3dZnvxxRf1ja9/w+2fKiws1IMPPKCbv3STmjZrpu/95/d14cUXa/v2berRvafuv/+XLiDdcvMtrht6w4YNVS+/njZu2qjmzZpr5qyZ7piZTZs26W9/+5tuuOEG1/3873//u2vRUFTYRIl4XAMGDHA2RwtMhCmvlw/FEUAAAQQQQOBIrRGsCaatSm3fscOtKK1cvUrRaIrat2+noqKm2rFju3vCr7S0TJddeqkmTJjgjoexW3jWhNM2lNtTeyNHnusCU59+/fT666+pa5euysrM0u49u5Wdna1pU6fpwosu1MSJE3XGGWe423+tW7d2tw8fe+wxd3zMrbfcqpTUFPdvtkJVXlbm9kydf/4FysrMdJNom+YPd6IMYYprHAEEEEAAAQS8ChzroOOKipheePlFbdu+3R043KZ1G9WtW1erVq10LQxsE/gZQ4a6TecrVqxQ3759DzTX3LZ1mxYsXKCrr75a6enpbqO63Qq0la25c+bqxZde1Pe+9z198MEHGjZsmBYuXOiOjjl35LnusGP7+zOGnqEePXpox84dbpWquLjYrVgNH3a2ipo0ccfQWPBzYSryz4GKMOX18qE4AggggAACCBwrTC1fsUJvvvO2uxVnQcduxw0eMlizZs1yocraFeTXzdNll1+m5559To0aN9KIc0a4W3VNCpto5aqVbk+Uha5OnTpp8aLFKi0rdRvJr732Wrf53I6Kyc/L16TJk9zRMBa4bOO5rW4NHjRYxa2L3VOC1ind/q5xYWPX+HPo4CHKzsqSHXVMmOJaRgABBBBAAIEaEThS007bB2W3zZYsW6q33n1HZ511lurWqatt27bpg9EfuKfwrGnn3r17tHvXbg0ZMkQtmrfQO+++4/pItW/f3oUoa11gq0nWS8paIRQ0LHC38azZ5+jRo9Wjew8VNS1yt/AsVFk/qQXzF+ijcR+pa9eubj+UHVljm91thcpWpSxANW/WTB07dnSrUhasCFM1cvnwpQgggAACCCBwxD1TkYjKYxVasnSpJk6ZrOJWxS7MzJk7x4WiL3zhC+623t69e9WxfQdNnDBB11zzeS1estgFn25du6lvv76aN3eeW73qP6C/Oz7G2ibYd1rQGn7OOa4jugUwC0zdu3dXbm6u7r77btfA83Of+5x7OtA6oO/bt0+rVq1Ss2bNXA27xWdP9bX5x7l8hCmuZQQQQAABBBCoEYGjrUzFXduCOVqwZJGikai2bN3ifqNtCreVJ2tNYHuhsjOzVFFe7g4ythWsZAsDuzVoq1D5eXlatXq127DuztbLr6fCJoVun5W1OrCXtURIJKS/vvpXd0uxbdu2Ki0tdfu0rCt6Wnqapkyeonhl3K1ezZw+3b3PApU7UoY9UzVy/fClCCCAAAIIBC9wtIOON2/dojfefFPTZ810R8Skp6Xr7GHD3JN7dpCx7YNRScinAAAgAElEQVSyp/2sWacdM1NWWuae0ht+9nAXmqZOmeIabdreKltpsv1Q1uzTVrPs1uDOXTvVokUL9erVy/WYevnll1xAsg7p9urVs5dysrKUmZHh9kq98MILuvzyy92BybGKCqWkproN6Ed7sQE9+EscAAQQQAABBPwKHG0DekU8pslTpmjajBlq1ryZMv7vltyQwYM1ccJEZWRmqE/vPu6Q4nXr12nP3j2uncH8efM1a/YsnXXmWWrZvIX27tvrjouxjubWCsH2UFnAscBk5/pZoJoze46mTpuqoqIiF6bsqT4LWHarsE52tirjcbdhfcqUKe7f7Taf7cuyfV32+zlOxu81QnUEEEAAAQQQOIrA0VamKhMJ19183qIFbgVp4/oNLuDYBvSLL7rY3YK78647NWDgQO3cuVPtO7R3Qclu3c2aOUt9e/dRQaMCtWzR0q1cWeiJRKPuluDadWvdqpU9IWhn8dlZfbFYTJMnT3bHx9jmcwtcI88ZoUmTJrr+VVbbgpatdNmTfMnfTpjiEkcAAQQQQACBGhM4Upiy4BKrjGvBgoV66dVXXLixBpkp0RTNnDnTbUBv2KChHv3fR7V77x63x6lB/QZqUlSkjRs3aMP6DVqyeLEaNGjg9kplZWVp+/btbp+VfaetUNmtOwtM7dq1c/us7D/bR2WrTju2b9eFF13kVrTmzJnj3mtd060h6OCBg9Sx/f7gZnW4zVdjlw9fjAACCCCAAAJHu81nBxzbylRKappmzZmleEXM9Xq65OJL9PY7b7vVqn59++mpZ592q1TdunXT5s2b3abzVi1bqV5+vutsnnwSzzqcl+wrcR3RrVt6MlTZE3zWZ6pe/XruNt7HH3/smnhu3bbVPU1oR8tYyLKDj+37WzRtpsEDBrrPH2tP1LH+/bO6AiKJY8W+z+qX8D0IIIAAAgggcFIFjtYawZ7m27RpszZt3eJWjerXq+fCy+pVq9WkSRNNmDjBbUxPy0jX5EmT3W0+a3lgK0vWBqFLx06KpqS423gWgmzzuDXutJ5S9rJ9UWvWrHFPBFrgshWs5MrUmWeeqdffeMP1r7In+Oz2XqOCRpoydYoG9R+gAX37HXWvVBKJMHVSLxeKIYAAAggggMChAkcKU/b3FqamTZ+usooKTZs+TUMGDXa9niwszZs3z60UWZsDa5nQv19/rd+wXjNmzHBdzb/61a+6QPXc88+rcaNG7sm/evXqac3ata4tgjX/tFuA48ePdytatsHcNqhb6LL32UqXfY/txRoxYoRee+01tWzZ0n1vh/Yd1LJ5c9cWIRqJ0AGdyxoBBBBAAAEEak7gaGFq3Yb1euOtt9S8ZQu3Ubx502ZuhchClDXstKf5LBSdd/55bpXIbmS9+uqrboWpdXFrZWZlas7s2e5W3Re/+EXXGmFfyT5NmTr1k/1RzZorp06O64yel5/nQtmy5cv07rvvulWvBQsWqEvnLlqzdo1rr2A9rqwJ6DlnDVPPHj1dawQ6oNfc9cM3I4AAAgggELzAkZp22t+XVZTr7XfeUSIa0Z7du91TdCuWr3B7mGwVyVaWSktK1a17N3fCsJ25Z6fkWUdza+pp+6Vsdco+Z4cef/nmL7uVq527drnbex3at9dbb73lbvdZGLvqyqsUiVr7TblDjZcuW6rmLVq4VSsLcdYSwTas23fm1amjaz53jfsdUQ46Dv46BgABBBBAAIEaEzhSmLJVprXr1mnWnNlq16GDW5myv9u2dasGW6+piRO1ctUq9evTRx07dnK35twrIsUqYnr+heddQCoubq158+a6JwCtvcGZQ4fq7bffdj2prIVCYWGhhg4d6vZgJV/uFuP/Pb335ptvKq6E2rfv4Nox2K1CW/Wypwj37tqlSy+5xB2mzEHHNXb58MUIIIAAAgggcKQwZTKl5WWaM3eu5syf527RJeK2IX2Ta4NgBxSPenyUunbporLycl1x+RX7b/Upocp4pRYuWqj169erV6/eevfdd9xTehaEcjKz9PioUS5AXXnllW6Duh03Y/2n9q9J6UC7g7379mnyjGlq3KixVqxcqSVLFrvQZu885+zhqpefp7TUNG7zcRkjgAACCCCAQM0JHK1pp6IRt0K0t7RE5WXl7sBha7RpBx6PHj3ahSrbIG6vM4aeofSMdEtCsmafdrvPnsKz1awnn3hCZWVlKigoUJvi1hrz4Yeyp/Wsjr3s9p29L9l8077TVqHitkIl65hu/16pJ5960q10de7UWfl167rN5/ZZVdr3SYmIu9v4qRdP89XctcU3I4AAAgggEITA0fpMHQqQiERcI08LPbNmzXKhxg4gTj2wpvTJqpJ9NlnbOppb085k803bI2UhKHkcTFUDT+Qfe6T++fcRpoK4aBkkAggggAACtUmgKmGqwppkpqSosjLuhhCNRN2G8YOPGj5ca0pbNaqIxVz3dLsN6FaTEragVOnqHO04mMNZuTB1mMbntjJ16KuqQc3X3NC005csdRFAAAEEEKhhgYPDlB3dYk0zbX9Tfn6+6yll3cnt7+3JvYaNG7lN6Xbg8e49u1VRUeHO3Fu/bp17Ys86om9Yv97tf7Kn+GIVFa7T+e7de9SqVUu3Yd1uA+7vKZWjRo0bac/uPe6Q5NLSUlfD+kvt3LHDHUtjR8rYfqyc7GylpqW577JwtHnjJuXl5iojI8PdHrRWCTYO+7OtgNnvT4Y0wlQNX2B8PQIIIIAAAqe7wMFhatq0afrpT3+qH//4x+rYsaOeeOIJjRw5Uj/4wQ9UVFSk//j+97V46RK3wdwadI4dO1a3f+d2/enxP7kN6t/5zu3umJnmzZpr2rSprhfVdV+8Tu++/54uufhivfTyyyrZt0+DBw/Ro48+qkcefliv/PUVtWvX3oUhC1Gtiot1zz1367//+weaOnWKZs+Zo+uvu04vvPCiLr74IvXs2VMP/voBdezQQeede67bV3X//fcrLTVVw88erldeeUU333yzC3a24kWYOt2vYMaHAAIIIIBADQscHKasQebtt9+uhx56yLUxsF5P5513nh588EFNnz5dZwwbpnNGnONWnez4lyeffFL33H2PFi5epJ/e8VO98tIrWrh4oZo1babRH452R8tcf9312rZ9m2u8+Zcn/uI+d8kll+jGG2/UC8+/oHvvu9cdfnzbV25zTT4t/HzrW9/SL3/xS3d0zEcffaS77rxLzzz7jP7+97/rV/f/Sr/8xX1auniJ+37rM2W/z15f/9rX3OfsKUL7O1u1IkzV8AXG1yOAAAIIIHC6CxwcpubPn6/vfOc7+u1vf6sWLVvqhRdf0GWXXqbHfv+Y+vXrr5///Oc699xzNXToEG3fvl0vvfSy7rzzDpXH4vr+f35PF15wobutd/bZw/X6G6/pwzFj3IHH1gLB+kFZmLL2Bps3b3EtFW677TbNmDFTzzz7tOt0fvvt31X37t31b//2b/rFfffJVsrGjvtId91xp1586UWNGjXK/QbrT/XIw4/oJz/5iYYOGaoHHnzAPf339X/5Fz3y0MPuSJrHH3+clanT/eJlfAgggAACCNQGgYPD1KJFi9yq0IMPPaTWbdu68HPttde6W3Jf//rX9dbrr+vhhx7Wfffdt//cveee01133aX07CwXwF5++WV3iLHd8nv//ffd03tf/9rXtWbdWtXLz3fdzq2Vgq1Effzxx24F7MUX7fbdxZo8ebILSfZ93/zmN9132GqYve+HP/yhfv/737v9VNbks0OHDnr++efdvi4Lf1bHDku+7ZZbdecdd7h/v/766wlTteEC4zcggAACCCBwugscHKasF9QjjzziNpB37dHdhRE7OuYPf/iDvvGNbyg3p47rGdW7d2+3+mOrSRZ8Cps11erVq/W7xx7T//zkJ0pUJvTHP/1RWzZv0UUXX+RC1E033eSCk4WpL3/5y26F6fzzz3f7ri699FLt2rnLBSL7Tuuebt83adIkLV68WCNHjNCs2bN19tlna9LESfr8tZ/Xhx9+qNdff13f+973XKizcfTu2VOrVqzUDTfc4Da524vbfKf7Fcz4EEAAAQQQqGGBZJiyRpnWssCe0Nu8ZYsiqSnuqTj7szXstP1MGalp7gk9e6+tEtmeJHt6LiUj3QUoeyrPbvO5Rp9797pgZJ+3QJOTnaOS0hLXEsEONi4rK1c8FnP/XhGrcLXsaT17us/aVllnc2v6ab/P6mRnZau8otz9OSszyz1NaH9vTxaWlZe5z6dFU5Rtv+cfPawIUzV8cfH1CCCAAAIIhCCQPAfPAo/9bwsi1sG8woJMvNKt8FiIsf831fpK/QPFgoyFJnvFtL97uf0fq2O9pJId0JOGFnZc7cpKF6jc+yMR12sq2ZvK6tnnD/yb9bWKRN2/22ftd9jeqGSzz+T3ucAVjSiScM2r9gertDQ2oIdwATNGBBBAAAEEalrA9j799a9/dXugunbt6laUBg4aqIlTpmjmjJnq3ae3Wy2y/UlDBg06EKasL9SYMWM0fPhwlcYq9Oabb2nFiuW6+cs3a8vWLZowfoJbgcrJqaNZs2aqf//+2rVrlztSZvz48e44Gdts/tbbbyk/L999r+2H6ty5s+t1ZXuo7M/W42rQwEFat36du104ZMgQtW/fXu+8/Y5at2ntajVt2kznn3+eMtLSNXXyZA0YMGB/Y1Bu89X05cX3I4AAAgggcPoLlJSXuU3k9nTeD3/0I333u9/VsGHD1Lx5c/38Zz/Tww8/4lZ5li5bqvNGnqtYPKaUlFRNmDBef/zjH3XHnXeqQf0GevbZZ/SnUaP0uc99Ttddd53bkN6nTx+358o2lT8+6nF3O85Wnv7Fnrp75BF98MEHWrJkiXsqb+XKlfrZz36m3/3ud7rjjjtc2BoxYoR7n+2b+trXvqZvf/vbbrO5hSnrgWVPFn7lK19xe65uveVWF7z+/d//3dVr166dm7zUyGHaotfAtNIBvQbQ+UoEEEAAAQQ+CwFbVbIQY2Hq/l/er7t+dpfWrFmjyy+/3D1Rd+MNN6pP3z6uT5Q7rqUy4fZL2QZzWxX61je/pb59++q1119TcXGxbv/ud/XDH/5Ac2bPcUHHzuWz1ghPPfmUGjdu7HpOXX311e7pPGuNcOYZZ+pH/+9H2rxps77+ja/rgV8/oBtuvEEPP/yw+05r6nnPPffovnvv1U/vuEO/+c1v1KZNG7fp3BqKWoNOa9/wpZu+pClTpri/t1uBFshsdSo9un+FqqZfhKmangG+HwEEEEAAAU8Ch4apH//kx+52nLUrsJWpf/3Xb6p9h/YuKNnTdrayNGPGDK1du9Y90We3B++991698cYbuujCi/TkU0/qhRdecCtL1i+qZF+Je6Lvib88oaKmRdqxY4c+f801+u2jj7pVJHsy0FaSNm3apK9+9at69LePujD161/9Wp27dHatFqwB59133+3ed2iYsqcELaxZK4QHHnhAeXl5rsfUY4895lanMlJSPclVrSxhqmpevBsBBBBAAIFTRqCkotwFFVuZ+v73v+/6SVm7A1vVsfDy+KhRysrO1mt//7u+eN11blP3e++958LSwgUL9cMf/dAFl4kTJ7rbbbYZ3I6fsTP9rD/U7l27ddXVV+nPf/6LCgoaultxdivQVqY2b97sbtdZ1/KNGze6LuqP/e4x3feL+9z+LQt09953n3bv2qVv/us3dfMtN7sO7WeddZZ+9atfuVt/11xzjeuo3qlTJ7evq3OnzvridV/U0KFDXTjLycisFXNBmKoV08CPQAABBBBA4OQL7NizW++9+5475qWgUYE70651cWtNtB5PixapeYvm2rZtm1q2bOn2QNn7Jk6Y6DaC2/l8FqIaFTRy7Q1sw3iP7j1ciwT7e9t7tWzZMnckjO1zGjRokOtqPm/ePPXq1cttNrdeUlZz27btGjx4kDsD0AKY3d6zpp+2Yd0CXmZGphYsXKBxH49TYeNCt6HdWjaMGTvGhSjrp9CmTWv3G9599123ijbinBHKr1v35KOdQEXC1Amg8REEEEAAAQROBYGyeGx/64Ho/rYFrsWAIu7vrAWBtTmwFgn2GF8kElU0Gtn/Pu1va+BaISQk+7+Sf3afs3PxItH9fxeJup5Ryb9P/pt9l7VJsMOK7X8kn8AzN9uXZRvUly9frh49eqhf335uL9TB32G/I/kdydpWz/3Wf4whI5XbfKfCdchvRAABBBBA4JQVOLgD+skYRElJiQtFFnyS/aFsf5U1ALXgZU8G2qZ0a63QoEGDAwHL9kzZocV2ezAZ5E7G76ED+slQpAYCCCCAAAIIHFHgZIcpO1/Pbs0lQ5FtUP/zn//sjpOxM/lsBenZZ591/249quzv7DfYOXwWsKxHVPIomJMxbYSpk6FIDQQQQAABBBD4zMKU7ZGqX7/+gTBlt+ueeuopXXbZZe7vLTiNGjXK7XO68MIL3WqUBaz169e7lgzWZoGVKS5YBBBAAAEEEDhlBJJHuZysH2ytD+w2n4Wk5PExtu/JNpbbOX4Wpuw8PtvUbpvF7fvtv/nz56tt27bKyMhw4epkvU5mrer8JjagV0ePzyKAAAIIIIBA8AKEqeAvAQAQQAABBBBAoDoChKnq6PFZBBBAAAEEEAhegDAV/CUAAAIIIIAAAghUR4AwVR09PosAAggggAACwQsQpoK/BABAAAEEEEAAgeoIEKaqo8dnEUAAAQQQQCB4AcJU8JcAAAgggAACCCBQHQHCVHX0+CwCCCCAAAIIBC9AmAr+EgAAAQQQQAABBKojQJiqjh6fRQABBBBAAIHgBQhTwV8CACCAAAIIIIBAdQQIU9XR47MIIIAAAgggELwAYSr4SwAABBBAAAEEEKiOAGGqOnp8FgEEEEAAAQSCFyBMBX8JAIAAAggggAAC1REgTFVHj88igAACCCCAQPAChKngLwEAEEAAAQRORYElS5aorKxMkUjkoJ8fU7QiT/HUfYpFEsqJxZWqDO1OjSlSGVWGUlQSqVBaRqUSpTFJ2UpRTGnxiMrSKpUSS1c8WqlYolzdunU7FVlq5DcTpmqEnS9FAAEEEECgegLLli1Tq1atXJFkoKpUheKVKUpVhSqVoq3lMc3duksLdpWorDJFLerkqG9BpppmZyklllAspVKJSKXSKtP2/5iEVBlJKBarUEZGRvV+YECfJkwFNNkMFQEEEEDg9BFYunSpiouLP7UylVClEokKlSaimrphj15YvlJL1m9UTklMGWURlWRnqVH9HF3UsYWGNW2krNS4C1NRZSpaaUGqUpURqbIipvT09NMHy/NICFOegSmPAAIIIICADwELU/+8MiVVxsv1x+W79OSCleq5fK46z5qk/is3KBrfrfX1m2lcv/M0ulMzjWjUSP/Rt7UyY6WKpmcrWhlVLNVu/UVUWREnTFVh0ghTVcDirQgggAACCNQWgUWLFv1TmEpEIlq1a4u+Nm6FOtRP1a0vPaMmH45RVkUdlaWVKr08qpXt+umdn3xLby9do2/1bK+RRfXsPqFSElG3SpWQFIvFlJWVVVuGWut/B2Gq1k8RPxABBBBAAIF/Fli4cKFatmypRCJx4FZfJBHTwpWP67Wtufpij88r97/vUuXYtxSJJpRVmqV96Skqa1OgyJN/0U8nLFRZ+T7dNaib6qQlFFWKUittXUqqqIwpJycH9uMUIEwdJxRvQwABBBBAoDYJWJhq3rz5p8KUKjYpbcF12l3/AqU1/75K/+t/VDl2vFISZcqIRxWLZGhvu1w1/v1T+tuaTfrfJat1z8D2alenjuIpMUUrI4omIq4mYer4Z5swdfxWvBMBBBBAAIFaIzBv3rx/ClOR8oXKXPZv2lf/ViUaXaHN3/uGoh9PVqHyVZaaKSWiKm3XUnm/f1Tv79ylO2as0L3dW6h/XgPFoqVubBHbM5VIKDc3t9aMtbb/EMJUbZ8hfh8CCCCAAAKHEbAwVVRU5PY4JTtNRStWKWvFV7S37vUqb/klbbj9yyp5+03Vq9dcdbOKlbu9XJs6tFbBo/fr/e179PNFK/XL7sXqUSdXsUiJlIhIkYQqExHVq1cP9+MUIEwdJxRvQwABBBBAoDYJWJhq3Ljxp35SIlGiOitvUTwlTyUt79Sy7/9M0VXL1Obb/yU1LlDFYy9o3/Ztynj4f/Tg4h1avnm77hzQUfVTUhSP7FNKPH3/JvRERA0bNqxNw63Vv4UwVaunhx+HAAIIIIDA4QVmz56twsJCt7/J/rNXVFLO7ueUuvV/FW9wm7Ysb63MtsVK5OQrHklVTllEpYtna0PbhvrW9C26uHFT3di6vuIp1mPKnvbLUTylQpF45J+CGvNwZAHCFFcHAggggAACp6DArFmzVFBQ8KlfHokklBnfp6zN96uidKKieZepJHuAKrOaKr1c2hOtUMMdb2nHrukaV3mWOja/Qg1SpbilMCUUTaTINf6sTLhbiLyOT4AwdXxOvAsBBBBAAIFaJTB9+nQ1atTo060RIlI8nqpMLVbK9qdVp2Ss626+J6ujMirqqVJLlR5bpH0p/bW38b8pktpMlZV2W++T9go2SPs7e1KQ1/EJEKaOz4l3IYAAAgggUKsEpk6d6lamPhWEEtZ/M2HP4yk1UabUspmKVsxXWuUCxWPZSmQWqDyll+Lp3RWP1lXC1qEqKxWNuqWpAy+raT2seB2fAGHq+Jx4FwIIIIAAArVKwMJUgwYNDuyXsh8Xi8SUiEaUaZugohFVVKYqNRpXIjVNsViKMioyVRYtUSJlrzLjccUiaYrH4y5MpaWnK1ZRcSCc2bl/vI5PgDB1fE68CwEEEEAAgVolMHnyZNWvX9/9JgtDU6ZMsTSl3Lq5aty0ifLq1FOsfJfSM1JUURLRrpJNiqbZ6pSUk95Ak8ePU99+fZSSkqKKigpXIzU11XVTt9Wqtm3b1qrx1uYfQ5iqzbPDb0MAAQQQQOAIApMmTVJeXp4LQRaGpk2bpp69e2rJvCVaOX+5WnZuq5kLZ6lNsyLtKy9TrFKKx1LUrrhI9Ro21Qfj3lBWJNsFqL1792ro0KGuHULyycAOHTpgf5wChKnjhOJtCCCAAAII1CaBiRMnqm7dum4lyW7VTZgwwQWr/Px8paakqqSkRJs2b3LNN8vKytxqU8OCApXs26d+/fpr0qSJLkTZKyMjQ/379z+wKmWBqkuXLrVpuLX6txCmavX08OMQQAABBBA4vMD48eNdmLKXBSoLTPZfZmamW22y1549e9xq08aNG91709LStHPnTndUjK1m2fuzsrJcGLN/S74seHXv3h364xQgTB0nFG9DAAEEEECgNgmMGzdOderU+dRq0rJly1woisViWrVqlWtvYM09Bw4cqEWLFrkn9Kxzum1ct3BlK1P2/t69ex9o/pncM9WzZ8/aNNxa/VsIU7V6evhxCCCAAAIIHF5g7NixysnJcf9ot/dsNck2odtqk7VMsB5UdutvwIAB2rJli9avX+9Wqez2nwUta8qZXJHq16/fgS9J3jbs27cv9McpQJg6TijehgACCCCAQG0SGD169IEwZb/LQtD27dvdbTxbmbIVJ1uBsiBlZ/jZrb7s7Gz39zt27HC3A5MhrEmTJgc2nifDlIUwXscnQJg6PifehQACCCCAQK0S+PDDD10gstehHcwtTCXbHCSfzksGLvtzMkRZcDr43917ElJlPK6BQwbXqvHW5h9DmKrNs8NvQwABBBBA4AgCc+bMOWxgqjaYC1Mxde7atdqlQilAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAADep6vgAACAASURBVAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBEgTHlhpSgCCCCAAAIIhCJAmAplphknAggggAACCHgRIEx5YaUoAggggAACCIQiQJgKZaYZJwIIIIAAAgh4ESBMeWGlKAIIIIAAAgiEIkCYCmWmGScCCCCAAAIIeBE47cPUc4s2eIGjKAIInByB+plpGtGiwckpRhUEEECgBgRO+zDV/6nxmrxxZw3Q8pUIIHA8Au9c1Y8wdTxQvAcBBGqtAGGq1k4NPwyBMAQIU2HMM6NE4HQWIEydzrPL2BA4BQQIU6fAJPETEUDgqAKEKS4QBBCoUQHCVI3y8+UIIHASBAhTJwGREgggcOIChKkTt+OTCCBQOwQIU7VjHvgVCAQrQJgKduoZOAKnjQBh6rSZSgaCwKkpQJg6NeeNX40AAp8IEKa4GhBAoEYFCFM1ys+XI4DASRAgTJ0EREoggMCJCxCmTtyOTyKAQO0QIEzVjnngVyAQrABhKtipZ+AInDYChKnTZioZCAKnpgBh6tScN341Agh8IkCY4mpAAIEaFSBM1Sg/X44AAidBgDB1EhApgQACJy5AmDpxOz6JAAK1Q4AwVTvmgV+BQLAChKlgp56BI3DaCBCmTpupZCAInJoChKlTc9741Qgg8IkAYYqrAQEEalSAMFWj/Hw5AgicBAHC1ElApAQCCJy4AGHqxO34JAII1A6B/9/eeUdHVa19+HfOTCYFEkIPLXDpRQi9hF4VEJQmoiDiRaxAAohAQIoY6SDSrlKUcimiICCgSK+fFKkCepUmzUCA9GRmzvm+dw8hoPj9kTW5SWZ+h8UKhDn77P3sw8qz3v3ud1OmcsY8sBck4LUEKFNeO/UcOAl4DAHKlMdMJQdCArmTAGUqd84be00CJJBBgDLFt4EESCBbCVCmshU/H04CJOAGApQpN0BkEyRAApknQJnKPDveSQIkkDMIUKZyxjywFyTgtQQoU1479Rw4CXgMAcqUx0wlB0ICuZMAZSp3zht7TQIkkEGAMsW3gQRIIFsJUKayFT8fTgIk4AYClCk3QGQTJEACmSdAmco8O95JAiSQMwhQpnLGPLAXJOC1BChTXjv1HDgJeAwBypTHTCUHQgK5kwBlKnfOG3tNAiSQQYAyxbeBBEggWwlQprIVPx9OAiTgBgKUKTdAZBMkQAKZJ0CZyjw73kkCJJAzCFCmcsY8sBck4LUEKFNeO/UcOAl4DAHKlMdMJQdCArmTAGUqd84be00CJJBBgDLFt4EESCBbCVCmshU/H04CJOAGApQpN0BkEyRAApknQJnKPDveSQIkkDMIUKZyxjywFyTgtQQoU1479Rw4CXgMAcqUx0wlB0ICuZMAZSp3zht7TQIkkEGAMsW3gQRIIFsJUKayFT8fTgIk4AYClCk3QGQTJEACmSdAmco8O95JAiSQMwhQpnLGPLAXJOC1BChTXjv1HDgJeAwBypTHTCUHQgK5kwBlKnfOG3tNAiSQQYAyxbeBBEggWwlQprIVPx9OAiTgBgKUKTdAZBMkQAKZJ0CZyjw73kkCJJAzCFCmcsY8sBck4LUEKFNeO/UcOAl4DAHKlMdMJQdCArmTAGUqd84be00CJJBBgDLFt4EESCBbCVCmshU/H04CJOAGApQpN0BkEyRAApknQJnKPDveSQIkkDMIUKZyxjywFyTgtQQoU1479Rw4CXgMAcqUx0wlB0ICuZMAZSp3zht7TQIkkEGAMsW3gQRIIFsJUKayFT8fTgIk4AYClCk3QGQTJEACmSdAmco8O95JAiSQMwhQpnLGPLAXJOC1BChTXjv1HDgJeAwBypTHTCUHQgK5kwBlKnfOG3tNAiSQQYAyxbeBBEggWwlQprIVPx9OAiTgBgKUKTdAZBMkQAKZJ0CZyjw73kkCJJAzCFCmcsY8sBck4LUEKFNeO/UcOAl4DAHKlMdMJQdCArmTAGUqd84be00CJJBBgDLFt4EESCBbCVCmshU/H04CJOAGApQpN0BkEyRAApknQJnKPDveSQIkkDMIUKZyxjywFyTgtQQoU1479Rw4CXgMAY+XqU9OXfGYyeJASMATCZTNF4A2oQU9cWgcEwmQgJcQ8HiZ8pJ55DBJgARIgARIgASyiQBlKpvA87EkQAIkQAIkQAKeQYAy5RnzmP2jMA2YybeR8vsJJN04D9OZBE33hX+xSvAvURtaQAFAs2R/P9kDEiABEiABEnAzAcqUm4F6Y3OmIxn4dRsce6LhuHkC2kMQDFiglQiDrdEQWCp380Y8HDMJUkEYTwAAGZhJREFUkAAJkICHE/B4mZoyYwpWrloJh9MB7cGPefmT/mBqDcMANFEAw/VFLhOQj5iGCV3TYapvPHxpMNVtD6mDKZ8yXU/RAFPLuEc3NaT/1ZQPaBpM0/UQ+SrtqK/yaE0+63zwMP3+M0zoMDRXz+Wz6a1bYMg31EPlmYb6kwaL1YLOT3fC+PcmZN1rbDhgP7cG5ndRMO/dhO5jg5b/H0CeECApBvZb5+HUHdADC8O/zYfQqryYdX1hyyRAAiRAAiSQDQQ8XqaatGyCf/b/J3xsPo/iNa2wWCxwOl3SIjKj6SIkoiJQ39d1Xf0W2XKJT8Ylf9U1H/V9+Yzcb7VaAZEg04nUtDToFh2O+8ojTavmAVg0HU7ThEXXAKuvS9zu90HaczodgCb9MpUjpWuTZlqg3V8q8/FxPVsJmNMuGgWnYcCpPSRZmo7t27dj4fxFWfZqGX8cR8qG/jBv/gRdt8HWcjz08u0AawDgSIb5207Y902BkXQTlrwF4dP/MLS8IVnWHzZMAiRAAiRAAv9tAh4vUw2bNUTkkEglOyI9Slrkl2lFQmIiLl64gIsXL+LOnVikpqYgMDAPChQsiDJlSiO0VChsvjaxpgcylR5BUtEqw4K4e/dw5Mhh/PjjcSQmJMAwHAgKzIty5cuhXoP6KF6qJAzTuP9MFVICDBMpyck4/MNhnDx9Frdu3XL1z2JBxQoV0CC8IUqULq6eK7/SRU43dDjtBs6cOYNDBw8g5o8YJVBWzUTFihVQr349lClXFrrV4rrHMLFj5w7MnTkva94r04RxYhlSvnkdpqnBr9NcWML6usJy6ZdpwH5wGuy734fT4YBvjR6wPbM0a/rDVkmABEiABEggGwh4vkw1bYiIIREPIkw2m01Fna5duo5Zs2bhxo0bKvIUFBQEHx8L0tJSce9enIoyVa9eDUOHDoXF10eJjUSQJJplt9uhQ4cFVowfPx7xcXGYPmMG6tWrB6tFw4/HjmD6jJk4ffYnjBs/DiHFQpDqsKslQ18fG1ITkzBl8mTExsRi2IiR6PJsFzX18YkJGBMVhW3bt6H/WwOUHKmoVfoyn93A3Flz8NNPP2HQoEHo+1Jf+Pn5ISHhLiZ+MBFffrkO7Z9ujx49n3NFzKBhx44dmDsri2TKmQb7+ldhnFkNM39p+A08//hXOOUOklY+A+fVo/Ap0xh+L24FtIxl1mx47/lIEiABEiABEnAbAa+QqcGRg5UciWCIOB09chTLFy9HcHAwXnjhBbRs1QqhpUrB19cHKanJOHfunJKQlStXQeSrZ+/nEVazpoIu7Uj+VcyNGMydPQ91atdGdHQ0ihcvjg1fb8CPPx7D2Pei1DLfx3PmYPacjxE5dAhC/1EGkivlSE3D5wuXwNfHB7NnfYTQMuVgmCb279uHps2aITExEUuXLcXkqZPQpVsXNG3W9P5ka1i2ZClib8Xiww8noW7duoi9fRtx8fEoVDAYAXn8sWHjRrz/QTTaPtUW4eHhsOqWrJUpRzJSFjUF/jgLS5Vn4dN9xeNfTNNE6rJ2cF7aC2vpprD1EZnizj63/S9mQyRAAiRAAtlKwGtkSiJKsswnUZ3oidEoXrg41q5di+rVq6tokyyzyRKdbrmf3G2a2LJlC3r27IXAfEGYOOkDJV8qt0rT8MWqL/Dd5u9w6NAhlCtXTk3iqFGj8PX6dThz5iQ0XVcRrNZt2yI+Pg5RE8bBgIkDe/Zi0YJF2PT1OjQJbwxT98F3332HpUuXYsiQIahVq5bKlRocORC7du3B+AljldAlJyUjMmIYdu3chYoVK2L//v146aWXcO3aNVStWhnLly9F5apV8O9VqzDg9dcwZcoUFC9WLGtlypkGx56JcCbdgrVUOCw1ev+tTKUtawfj8j7ooY1h6/0tFGheJEACJEACJOABBLxCpmSZz2b1gTPNjvfGjEVSUhK+3boN5cuXV1MoMqV29D2UBJ4+t7t27cLgt9+Cb4AfIt8dCt8Af1g1C0aPHI0lC5egTp06KuK1YMECHDhwQC0hNmnSBK+//rqKYl29ehVVq1bF+x++j2KlSiByUCQqV6iEK5evolqVajBMO06fPo3u3bvjjz/+wMSJExESEoLUtFQlYl169kDJkOL497JlqFi+AiZPnoxff/0VzZo1Q4cOHdCiRQts2LABp06dwrZt21CkSBHUrFkT7Z5sh1btWuL777/HvI/mZ92rmpYI2T+o6T6A1e//kaknYV7ZD61UI8pU1s0GWyYBEiABEsgGAl4jU5KrdGDvPnz6yULMmDENfV/6p5KgtLQ0FWmS3XEiVQ6HQ/2Wf0vfMffhBxMwdfpMRE+LRkiJEjCdTkyaEI3/OXRYRbvks88++yy2bt2q2hLJ+eqrr5RMSXSqWrVqaNehHerUr4c3X3sTWzdvQYB/HkyKnoyDB/ep3XoSSWrbti0KFCjg2h2o6xgUMRimVUetsJp4f+w4fPhBNLp27YoZM2Zg+vTpWL16tZKp3377DTVq1MC//vUv9OnTB/369VPC+ELfXn+RKRlvcnKykkeJePn7+6u/y/fl8vX1VeOW+9MFU/Ky5M8ylsCgIKSlpMDusCMoKF/GK+tMg5lyF8bFnTAu7wdS4wGfAOihTaCXaQ7HupfgvLz/L5GpuLh4FYnLkyeP4i/9kGcLU+mbPDs1NfVBnwMCAhSfpORkmPcFWPosrNP7LPekjyslJUV9XtqXcfEiARIgARIgAXcT8AqZihwaCUeaHUMjIlGtajVs3bJFsp+wbt06JSDyg7tx48aIjIzEp59+is2bN6sfwM899xwGDBiAq79fRs2atdDthR54ssNTSE5MwpyZH+Pg/kMqEiWi8cwzz6gyBPJnkSlpO120JL+pVr1aapfe0MFDsWPHTtQOqwWH3cDVq5exfcd2fPbZZ7h586aSo1deeQX1G9THuAnjcf1WDOrVqYvxY97D3I/noHPnzippfvfu3UqsRCTi4uJQqlQptcz47rvvYvjw4fj5l5/R79WXH5EpkZIvvvhCLSvaHQ4UCwlB//79sWr1ahw7dgyFCxVC0ZAQtGndGvMXLFAiIxLStk0b/PzLL9i3dy/GjBmD44eP4uChfVi2crWrfEPc7zBOrYL98DwY8ddd+yXvb+iTXY+QulPJd2Amx/5Fpl54sQ80uxNj3huFyk88gbnz5mHPnj0wnE6V0C/9kyXQI0eOqDy0xuHhKtI35//y0UQ8bb6+KhIY4O+vxiY7MUuHhqJXr16qrWtXryqxeq5nT7Rq2VIJGy8SIAESIAEScCcBr5CpIcOG4HbMLUQOGoI3Xh+AGdOn48yZ82jdujWaN2+O2rVrq6UyyUEaNmyY+kFctmxZ/PDDD1i1ahVMpx0tW7WEf3AgXn/7TWhOA+NHj8exoz8+qEUl+VUiMZK8/uWXX6J9+/Yq8iORlsqVK6P7891RrUZ1vDngDaxZvQYdnuoAp8PAld8vqUiY5D7JPQULFlSC1rVbN1y4fBFP1AxD5QoVMW3yFEQMGoy+ffuqfolgyI4+yZ/at2+fiozJ90S2unXrBv8Af3R/vtsjOVNSguGtt95Cu3bt1FKg7FSU+65dvYbLly6hdp3a2Lt3H7p264o1q1ajSpUqKFa8GJo3b4Fvv92KjRs2IqxWTQTagvH7hYtYs/kLmPcuwrl7Ahw/rYfhSAJ0V9FOPW8xIDEGZuyvgJGmdiWqEqWhTeDbZ4vKmbpy5Qpee2MgyoQUwtOdn8aTHTuhXdt2SmIrVa6kmISFhWHYkKF4+ZV+KFmypCojIYI2a+ZMNGrUCPnz50fd+vVUmQmRsFq1aqqIWZu2bTA6ajRKliiBvIF5VdSvVevWrlpgvEiABEiABEjAjQS8QqYkZ+r61WsYMWwkRo8ehahRIzFt2iyVfyTRJJEGEZiZM2di7NixKkIkpRLSC3LqmoHnej6HXy9fwriJ42FPScWU6CloEt5UtZFe/FNkaOfOnbh+/bqSIlny27hxo5K0eZ/Mg83fD5OiJ6FU8ZJYs/oLVbxz6tQp+HThp+qzsoT1+eefqx19M2fNxI5du/DB1MkoUqAg9u/eg7M/ncXXX3+NO3fuKAkUWStatCjOnj2rxiASFxsbq0Rp4KCBqFWv5iMyJeN67bXXEBERoe4XwZCviXHxKm8rrGYYyleogEqVKuGD9yeqfLDQ0qUR3jgc675ah3179qBq9eo4dugIChYugLXr1iBtTxTww0JoqQ44CpaGrfloaIWrQbPlBdKSYN4+h7T90+G8/iOkBLylVBP49dkM6D6IHPQafr5yG2EVyyEmNgZz5szDMx07Y/jId1G3bj1cunRJFVsdFjkE49+foHZUSo2tmzduYOpk17JowUKF1HjzBefDju07cO7cWSXObw0aiMSkJPxw6H9w+uRJ1KpdG2+89Sb8AwLc+N+HTZEACZAACZCA/Hj7c2lvD6PSsFkjREQOxs1rNzBi+Ai8M2woxo8dh8+XrsDgwYOVgMgOOpGJo0ePYuTIkTh+/LiKgpw/f14JhdORhm5du+Bm7G0MjxqhSlJu37YdSz5ZonKj2rRpo2SsY8eOavntypXLKFy4sPrasmVrhNWsgT59+8AJA5cvXsGs6TPw0azZ6NSpM0zTUM9ZtmwZoqKiEBgYiNu3b6PfK/0QcysGke8Mg4/FovK0hr/zLqJGRaF3nz44dfIkPvroI8TExKBSxYoYHDFIJa5HRY3B5i2bMXLUCAQGBz4iU3fv3lXRKFn2KlGihFrOFLk6deKkiqBNnT7twY7H4cPeUZJSomRJVKlaRe0iPH3qJIa9MxxjRo9GnnwB+HrRLNgXNEGKlgBLSGXk6XtASVLGmTzyMpkw7lxA2roXYL9+HBb/fLC1nQ692otoGV4DelBRWJwWJMTdxqYtW/FCz+dRtlw5tXx35PBhzFswH++NHoOq1arBYbcrwerSpQsWL16MFi1bIH/+AihdujR279qJpKRkPN25E/41fwFatW6FTRs3oXuPHkpuU1NSMGp0FPLmzethbziHQwIkQAIkkN0EPF+mmjdCZGQE7sbeReTACPTr1xezZ3+Ea1f/UDviRF5kGU6WyiZMmKCW6ipUqIAyZcqoJTsRrLTUZDRv2gTBhQvijYFvI9VpR2pKGmZ8OA1+vn5qiTA4fzDmz5+Psz+dwfSpk2H18cGgwYOw8ZvNmDp9KvL4+6t1LsmjWrVyFY6fOImvvlyLCuUrq8iWLHlJrSrJaxo9OgqLlizCyKgRahlPnTZjmti65Vt8s2kLFi9ajCeffFIJnCSF+/la4XCkYcrUaZj10WyMmzAWxYoVU0nsDxftFG+WKNby5cuVhEkbTz31FNasWaPaevXVV9X7KMKyaPFiiHzJ1bBBA9Wvq9eu4Z1h72Dtui249NsZDH3iHHBiPRyBheDXaz0sRWvIYYYP8qPgmxeaLPfJIT2XdyJhWQdY4IStYSROFeiFFf9eiTFRI+GwO7H0s4Vo3Kw58uTJq/LHpDp9n9691VKe5EutXLlSRexEJIMCA1Wf5TNySW7VE9WqYfmKFUhISFBy27FDB1V3a/v336NQoUIqMV+id4+cpZjd//v4fBIgARIgAY8g4PEy1ahpI0QOjVAyMv698fCx2rBzx/cICiqgZGnRokUqabxTp04qkfngwYPqB7Xk1rz88ssqOnPs6GE0b9ECAwe/jXqNGqhz9aSQQoGggpg/bx4O7D+AHs/1QOVKlWG16PjPL+excdMm5C9YAG8PHggfXxssrgNl1NEyFt2ikqUlz6pT+85KGESy4uPjsWL5cug+VrzUvy+KFQtRUR51BLOcwWfo+G7Lt9iyZSvq1K6FNq3bwM/fH0kJcVi9ehXuxseha/euqF3XVa5BN5BldaZMexISZpSC1ZEA3+r9oLebBPgFwxn3C+x7o6H95whQtAxsbd6HVshV8DRxZiiQEAuf8m3h03EOtKASHvGfiIMgARIgARLwbgIeL1PhTWWZLwIWi66iMlMmTUXkkAi8FzVOzXz6WXvpEYuHIxciJBL5GT58KJYuW4YpUyejQOFCSmyg63Aari1rUvdp965d+O0//4HTYUfZsv9AWK0w1KlbV4nRg3MB0w8m1lzn7cl9Rw8cVUuMcm5dkZAQNKhfH/Ub1ofm6zo8WR1knL41zpQDYnRVj2rvnj3qvoT4eBTIF4hG4Y0Q3qQxfPz9Hhwlo8vZfDt2ZEmdKTPxJpwzysBuAXxbRkNvFKFY2M+uRPLG/rCkWWA1HdDq9oat/afq31LX9YHj9AbowaHw7bEcekiYd//v4+hJgARIgAQ8goDHy1STpuEqZ8pitaho0pw5c9VuuM8+/UztZJOI0MPb5UVe0o+dkRpFUtNp9pzZCG/cCL37vAir1VWryFTxooxt9vr9Q4lhOiG/RbhMOSDZdaSf5F4/fPzvg5dHl91vErEyDJVqZBjyQRNOzfmXF0wXmTLvH9asuUTQcBqw6iachhOarkHuSj/OTzNN7NyxE3NmznX7y2omxiB1VlmYUqOrVTSsDd925UedXI3k9f1h6CasEh2r0B6+z3/pEq2v+8Nx6t/Q8peGrftK6EVdESteJEACJEACJJCbCXi8TAXnD0Lx4sUQlC8fIoZG4tadWIwdMxaOJLvKcerRo8cjxRylTEH67jw5c0/yqMpVLIcPJ0dj3/59+GbDJpcUiSUh47BeJTDql9QAcCihkWKczvsypT8kU6r20v3LIccRy1KerqulSCVhhiwFqkypRy6JSmnqufcjavIMw1CHKzudDiVTcperlrvr+Xdi7+DWjdtuf0dNeyLiJxeHn2GHXm8ArK0nAra8cN48jqRNA6DHXIHu6we/PlugFaqsepM6tRiQeg8o2xK2jgug5Qt1e7/YIAmQAAmQAAn8twl4vExZpEL5/QKSNWvVxJtvv6VKCsybPRcnTpxQtaYkgVnO15NEZSmI+fPPP6sSB7KrT8oddOjYXh1uLAUrb8fEPjJHklv1SFKzaahokS7V1J1OFeX6ixRpriNs5N+chgmbn69a5pNddvI1JTUVpjNdiR69W+5Lr1IuCdkif342mypoKfL0SPzr/rilP1lxJa3pAf3n9TADQ+DbbTX0kuEuibt7EebN89BK14fml199z7h+BMmLW8Bi+sDScCB8Wo1x7fzjRQIkQAIkQAK5nIDHy5Qs46VfIiJSvkB2dsmhw7ILb/M33yAuPv6B9IjgyOfyBwfj+V69VEXypMQkTJ0yReUoPXyGn/xZjm6REguSWyVFMxs0aIBp06bh448/VgnsctTLX2VKw4svvqhqUUlOk1RZl3P9pAK77KCT+6Rg5eMuKQMgu91EokaMGKF2r0lZBRmX7NB73JXeZ3e/q+b1o0j+vAX0NDu0qh1gazUFWgHXeYcZlwnjj1NI3TIQ2pWT0PyD4dNhFvQqz7i7O2yPBEiABEiABLKFgNfJlIhSxUoVMXDoEFU9+969e6oOUUJCvBIi2WlXpGgRFCpUWB2lcvHiBXz2yUKcP3f+gUg9PFNyoLFsxQ8ODsaKFStUfSnZGSjHyUgR0L8r4yWVzOXetWvX4oknnlBSNG7cOHVEipQhuHz58l9eCGmrevXqmDt3LuQAZinw2bt3bxVRkyiaSNbjxCmrZArOVKRuHwPzwEI4fe2wFK0Da+1/wlKuNbS8RSE7/owfF8NxegWcN36FVdY8wzrC1mEe4JMnW154PpQESIAESIAE3E3Aq2TqYXi6zYpOXZ5VR6VIjSgfqxW6LgftpqqaS1LDaNXKlTi0d68rP0oSw/90iZjJOXqy7CaRJIkoyVEuUhNJIk9SCPNxMiXfk8/KcuInn3yizsWTiJTIlyw5itStX7/+L8+T5cTQ0FAlbi1btlRV2qUKuFQ2l6VLebbc++cry2RKlu8SfkfK5oHA+W/g0H1hWP1g0R2wGjpgBAG4A9OZAhi+QPHKCOi3G7D4ufs9ZnskQAIkQAIkkG0EvFamVB6Vpql6UkWLFFEH5IoUSR6SLJfdiY11lUAQiXpM3lP6jElOVc+ePZU4yVEv6Wf0yVKfSNnfRaZk+fDChQvqDMD69eurHYYSZZIdhHJgsUTM/nyJTEnlcjnMWNo9dOiQip5JEU6pZL5kyZLH3peVMiV9lJ19ju/HwPh1G4zkezAddlcCvmZC1/2hBxaAXq0bbG0mZtuLzgeTAAmQAAmQQFYR8HiZ6t69++PZqeRsV0HMh4VH7YgTeXqQy60+4fr7Yy61E+9+PajH/fvfyVR6Lld68rqrNIIrYzy9PMOf25N70p+Vfm7gw+3/3X2ylJjll+xEvLgLKb8fgzNBcrdkd6IGn4Bg+FV+EihSFdB5yHCWzwMfQAIkQAIk8F8n4PEy9V8nygeSAAmQAAmQAAl4FQHKlFdNNwdLAiRAAiRAAiTgbgKUKXcTZXskQAIkQAIkQAJeRYAy5VXTzcGSAAmQAAmQAAm4mwBlyt1E2R4JkAAJkAAJkIBXEaBMedV0c7AkQAIkQAIkQALuJkCZcjdRtkcCJEACJEACJOBVBChTXjXdHCwJkAAJkAAJkIC7CVCm3E2U7ZEACZAACZAACXgVAcqUV003B0sCJEACJEACJOBuApQpdxNleyRAAiRAAiRAAl5FgDLlVdPNwZIACZAACZAACbibAGXK3UTZHgmQAAmQAAmQgFcRoEx51XRzsCRAAiRAAiRAAu4mQJlyN1G2RwIkQAIkQAIk4FUEKFNeNd0cLAmQAAmQAAmQgLsJUKbcTZTtkQAJkAAJkAAJeBWB/wUiWVqw0EvPxAAAAABJRU5ErkJggg==)
Revista Facultad de Ingeniería, Universidad de Antioquia, No.110, pp. 77-85, Jan-Mar 2024
Comparison of treatments for cellulose pulp
from agro-industrial wastes from the Amazon
region
Comparación de tratamientos para pasta de celulosa de residuos agroindustriales de la
región amazónica
Grober Panduro-Pisco 1*, Angie Stefani Amasifuen-Rengifo1, Edinson Rubina-Arana 1, David León
Moreno 1
1Facultad de Ciencias Forestales y Ambientales, Departamento de Conservación de Recursos Naturales, Universidad
Nacional de Ucayali. Carretera Federico Basadre km 6, Pucallpa-Perú.
CITE THIS ARTICLE AS:
G. Panduro-Pisco, A. S.
Amasifuen-Rengifo, E. E.
Rubina-Arana and D. León
Moreno ”Comparison of
treatments for cellulose pulp
from agro-industrial wastes
from the Amazon region”,
Revista Facultad de Ingeniería
Universidad de Antioquia, no.
110, pp. 77-85, Jan-Mar 2024.
[Online]. Available:
https://10.17533/udea.
redin.20230520
ARTICLE INFO:
Received: August 17, 2022
Accepted: May 08, 2023
Available online: May 09, 2023
KEYWORDS:
Amazonia; biomass; organic
compounds; distilled water;
Mohr’s salt
Amazonía; biomasa;
compuestos de agua destilada;
Sal de Mohr
ABSTRACT: Agroindustrial waste (AIW) is a potential source of cellulose, which can be
obtained through different treatments. In this study, we evaluated four delignification
treatments (10% sodium hydroxide, 50% ethanol, distilled water, and 25% Mohr’s salt) to
obtain cellulose pulp from four Amazonian AIWs (banana peel, cassava peel, sugarcane
bagasse, and rice husk). Our results showed that sodium hydroxide treatment had the
highest lignin removal and increased cellulose content, while Mohr’s salt treatment had
the lowest cellulose yield and lignin removal. Banana peel and rice husk had the highest
cellulose yield, while cassava peel had the lowest. Distilled water treatment at medium
temperature had similar lignin removal and cellulose yield to the sodium hydroxide and
ethanol treatments. Our findings suggest that AIWs have great potential as a source of
cellulose and that these economical, simple, and eco-friendly treatments can be used to
obtain high-purity cellulose from AIWs.
RESUMEN: Los residuos agroindustriales (RAI) son una fuente potencial de celulosa, que
puede obtenerse mediante diferentes tratamientos. En este estudio, evaluamos cuatro
tratamientos de deslignificación (hidróxido de sodio al 10%, etanol al 50%, agua destilada
y sal de Mohr al 25%) para obtener pulpa de celulosa a partir de cuatro RAI amazónicos
(cáscara de banano, cáscara de yuca, bagazo de caña de azúcar y cascarilla de arroz). Los
resultados muestran que el tratamiento con hidróxido de sodio tuvo la mayor remoción
de lignina y aumentó el contenido de celulosa, mientras que el tratamiento con sal de
Mohr tuvo el menor rendimiento de celulosa y remoción de lignina. La cáscara de plátano
y la cáscara de arroz tuvieron el mayor rendimiento de celulosa, mientras que la cáscara
de yuca tuvo el menor. El tratamiento con agua destilada a temperatura media tuvo una
eliminación de lignina y un rendimiento de celulosa similares a los de los tratamientos
con hidróxido de sodio y etanol. Nuestros resultados sugieren que los RAI tienen un
gran potencial como fuente de celulosa y que estos tratamientos económicos, sencillos
y ecológicos pueden utilizarse para obtener celulosa de gran pureza a partir de RAI.
1. Introduction
Globally, approximately 100 billion metric tons of
agroindustrial waste (AIW) is generated each year
[1]. Much of this waste comes from industrial activity;
its management, use, and disposal represent a major
challenge in developing countries [2, 3]. In the Amazon
region, the increase in agro-industrial activity since
the 1960s [4] has resulted in a constant and growing
generation of this type of waste. The Ucayali region in
Peru is highly agro-industrial, with the main cultivated
crops being oil palm, palmito, cacao, sugar cane, rice,
camu camu, cavassa and banana. In most Amazonian
cities of Peru, there is a limited application of feasible and
efficient technologies to recycle these wastes and convert
them into products that could improve environmental
quality. This AIW has a high potential for use due to its
diverse chemical composition.
77
* Corresponding author: Grober Panduro-Pisco
E-mail: grober_panduro@unu.edu.pe
ISSN 0120-6230
e-ISSN 2422-2844
DOI: 10.17533/udea.redin.20230520 77
![](data:image/png;base64,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)
G. Panduro-Pisco et al., Revista Facultad de Ingeniería, Universidad de Antioquia, No. 110, pp. 77-85, 2024
When AIW is not disposed of properly, it can cause
serious health and environmental problems. Much of
the biomass waste is left in the field to decompose
naturally, taken to landfills or dumps, or subjected to
thermal processes (i.e., incineration, burning, or charcoal
production). These processes, besides being inefficient,
generate greenhouse emissions that deteriorate air
quality [2]. Hence, the importance of developing effective
and eco-friendly strategies to manage this type of waste.
Fruit and vegetable peel in AIW are very significant.
As most of the peels are discarded as waste, they are
not reused and represent a serious disposal problem
[5]. Sugarcane bagasse and rice husks are among
the most abundant AIW; with their annual global
generation estimated to be 181 and 110 million tons,
respectively [6]. AIW can be reused for obtaining energy
(i.e., bioethanol, biodiesel, biogas, etc.), composting,
animal feed production, elaborating construction material,
and implementing environmental remediation strategies
[7]. However, in recent years, there has been extensive
research on biomass residues to extract and add value to
polymers such as cellulose, lignin, collagen, keratin, and
chitosan [2].
Bananas are tropical fruit consumed worldwide, and
there are many varieties. The banana peel is the main
residue and represents between 30 and 40% of the
wet weight of the fruit. This residue has been used
mainly used in composting, as animal feed, and in the
production of ethanol, enzymes, methane, proteins and
pectins. The banana peel is mainly composed of cellulose,
hemicellulose, pectin, and chlorophyll [5].
Similarly, cassava is one of the most important products
in countries such as Indonesia, or Nigeria. Cassava is
used as raw material for cassava starch production and
culinary use. Its leaves can be used as a vegetable or as
a natural medicine due to the large number of proteins
and other bioactive compounds it contains. The woody
part of the plant is used as cooking fuel. The processing
of cassava starch generates large amounts of waste,
including cassava peels [5].
In contrast, sugarcane is one of the most widely
grown crops in tropical and subtropical countries
worldwide. Sugarcane is used for juice extraction
and sugar production. About 80% of the world’s sugar
demand is met by sugarcane cultivation. The main residue
after processing is sugarcane bagasse, usually generated
after cleaning and juice extraction [8, 9].
Finally, rice is an essential food grown in more than
75 countries in the world. Every year, about 80 million
tons of rice husks are generated as waste. Rice husk is
the outer layer of rice; it is generated as a by-product of
milling and accounts for about 20% of the fresh weight of
total rice produced [10].
AIW is a natural source of polymers that are non-toxic,
biodegradable, and biocompatible, unlike fossil-resources
derived polymers. Cellulose, which is one of the most
abundant polymers, is widely used in the paper industry
[2]. It accounts for approximately 40-50% of plant and
woody biomass by weight and exhibits high strength while
being renewable and biodegradable. Cellulose is used in
various industries, such as textiles, paper, materials, food,
and pharmaceutical, and chemical industries. Obtaining
cellulose maximizes recycling and minimizes waste [11].
There are numerous technologies to extract cellulose
from biomass, classified as physical, chemical,
physicochemical, and biological [11]. Sodium hydroxide
is an alkaline chemical treatment and is widely used
for lignin removal from biomasses [12, 13]. Ethanol is a
preferred compound for organosolv chemical treatments,
that employ organic compounds at high temperatures
[14]. Other authors have used organic compounds at
low temperatures to remove lignin. For example, Wi
et al. [15] removed lignin from various materials using
hydrogen peroxide–acetic acid at 80°C, and Reales et al.
[16] evaluated lignin removal with an organosolv treatment
at 60°C.
However, these treatments have the disadvantage of
employing chemical compounds and producing hazardous
liquid waste during the process. Therefore, Mohr’s salt and
distilled water were selected as the other two treatments
based on the premise that they do not use hazardous
chemicals and are eco-friendly. Mohr’s salt has been
successfully used for paper production from sugarcane
leaves [17]. Hot water methods, as well as alkaline and
organosolv treatments, involve the use of pressure and
high temperatures [12]. Lower treatment temperatures
and shorter treatment periods contribute to reducing
production costs [18, 19]. Based on the principle of hot
water treatments, distilled water at medium temperature
was studied as a possible treatment for delignification.
This study addresses the research gap for more
environmentally friendly and sustainable methods for
obtaining cellulose from agroindustrial waste. While
previous studies have explored various treatments for
cellulose extraction, this research focuses specifically
on delignification treatments and their potential for
lignin removal and cellulose yield from a specific set
of agroindustrial waste samples. Furthermore, this
study evaluates the potential of simple and eco-friendly
technologies that can be used in resource-limited settings
78
![](data:image/png;base64,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)
G. Panduro-Pisco et al., Revista Facultad de Ingeniería, Universidad de Antioquia, No. 110, pp. 77-85, 2024
to obtain high-purity cellulose from waste materials,
contributing to the development of sustainable solutions
for waste management.
2. Experimental procedure
2.1 Sampling of agro-industrial waste
The AIW used in this study was obtained from the
processing of sugar cane, cassava, rice, and banana.
The waste samples were collected from the main
agro-industrial companies located in the provinces of
Coronel Portillo and Padre Abad in the Ucayali region of
Peru. The banana and cassava peels were collected from
the Campo Verde district, the sugarcane bagasse from
the Neshuya district, and the rice husks from the Callería
district (Figure 1).
Figure 1 Location of the sampling area
During the month of October 2020, a total of 15 kg of AIW
comprising sugarcane bagasse, banana peels, cassava
peels, and rice husks were collected (Figure 2). The
sugarcane bagasse was obtained from companies involved
in producing alcohol by fermentation of sugarcane; the
banana peels were obtained from chifles (thin slices of
fried green banana) production; the cassava peels were
obtained from cassava starch production; and the rice was
obtained from a company dedicated to rice milling.
2.2 Delignification treatments
Four delignification treatments were compared to obtain
cellulose pulp from the AIW under study: 10% sodium
hydroxide, 50% ethanol, distilled water, and 25% Mohr’s
salt. The mass (g) to volume (ml) ratio and cooking time
for each treatment are ’©ven in Table 1. Each treatment
was performed in triplicate.
Analytical-grade reagents were used in this research
work. The 10% sodium hydroxide solution was prepared
with 88.5% sodium hydroxide. Mohr’s salt was prepared
with a 40% saturated solution of ammonium sulfate
(NH4)2 SO4 and a saturated solution at 20°C of ferrous
sulfate heptahydrate (FeSO4 • 7H2O). Ethanol was
obtained from the distillation of sugar cane juice at a 90%
concentration which was then diluted to 15%.
Table 1 Delignification conditions for each treatment and
agro-industrial waste
Treatment Waste Ratio Time
(g:ml) (min)
10% sodium
Banana 1:10
75
hydroxide
peel
Cassava 1:10
peel
Cane 1.1:15
bagasse
Rice husk 1.1:15
Distilled
Banana 1:18.5
60
water
peel
Cassava 1:18.5
peel
Cane 1.1:15
bagasse
Rice husk 1.1:15
50%
Banana 1:8
60
ethanol
peel
Cassava 1:8
peel
Cane 1.1:15
bagasse
Rice husk 1.1:15
25% Mohr’s
Banana 1:8
75
salt
peel
Cassava 1:8
peel
Cane 1.1:15
bagasse
Rice husk 1.1:15
2.3 Extraction of cellulosic pulp
The methodology used for the delignification of the
residues and cellulose extraction is illustrated in Figure
3. As a pre-treatment, the residues were chopped with
scissors and then ground with a hand mill. Once each
residue was weighed, it was subjected to its respective
treatment. Cooking was carried out in a semi-industrial
three-burner gas stove at a constant temperature, for
the time established for each treatment. During this
process, the temperature was measured using a digital
laser infrared thermometer. Washing was done with
pressurized well water and the volume of water used was
related to the reagent release from the pulp. The cleaned
sample was filtered with a stainless-steel strainer and the
resulting pulp was oven-dried at 105 °C for 24 hours.
2.4 Cellulose, hemicellulose, and lignin
analysis
Cellulose, hemicellulose, and lignin content were
determined before and after treatments. Prior to cellulose,
79
![](data:image/png;base64,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)
G. Panduro-Pisco et al., Revista Facultad de Ingeniería, Universidad de Antioquia, No. 110, pp. 77-85, 2024
(a) (b)
(c) (d)
Figure 2 Samples of banana peel (a), cassava peel (b), sugarcane bagasse (c), and rice husks (d)
Figure 3 Delignification process of the AIW evaluated
hemicellulose, and lignin analysis; extracts were removed
from the sample. Extractives are compounds soluble
in neutral solvents that can interfere with subsequent
chemical analysis. The TAPPI 204 (Technical Association
of Pulp and Paper Industry – Extractive-free sample) norm
was followed.
Holocellulose content was estimated by the ASTM
(American Society for Testing and Materials) D-1104
method. 2 g of extract-free sample was placed into a 250
ml bottle containing 150 ml of distilled water, 0.2 ml of
acetic acid, and 1 g of sodium chlorite. The bottle was
placed in a water bath at 70-80°C, and every hour, for 5
hours, 0.22 ml of very cold acetic acid and 1 g of sodium
chlorite were added. After five hours, the bottle was placed
in an ice bath until it reached 10°C. Finally, we filtered
the sample and washed it with 500 ml of cold water. The
sample was dried at 105°C until a constant weight was
obtained.
After this procedure, the cellulose content was determined
according to the ASTM 1695-77 norm. For this test, 2 g of
holocellulose were sampled and mixed with 10 ml of 17.5%
sodium hydroxide at a constant temperature of 20°C in a
thermoregulating bath. After 2 minutes, 5 ml of sodium
hydroxide solution were added at 5-minute intervals until
a total of 25 ml was added. The mixture was then stirred
at 20°C for 45 minutes. We added 33ml of distilled water
at 20°C, and the crucibles with the samples were allowed
to stand for one hour before washing them with distilled
water. Then we added 15 ml of 10% acetic acid to the
cellulose collected in the crucible. After that, the acid was
removed, leaving the sample slightly covered for 3 min.
Finally, the sample was dried to determine the weight of
cellulose.
The percentage of acid-insoluble lignin was determined
with the sample free of extractives, using the procedure of
the TAPPI T222 om-98 standard or Klasson method. We
weighed 1 g of extractive-free sample and placed it in a 50
ml beaker. Then we added 15ml of 72% sulfuric acid and
stirred it for 2 hours until the sample acquired a blackish
color. The sample was then transferred to a 1L beaker,
80
![](data:image/png;base64,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)
G. Panduro-Pisco et al., Revista Facultad de Ingeniería, Universidad de Antioquia, No. 110, pp. 77-85, 2024
and the sulfuric acid was diluted to 4% by adding distilled
water, and gently boiled for 4 hours. After that time, the
sample was decanted, filtered, and dried at 105 °C for 24
hours.
After each treatment, the pulp yield was obtained
with Equation 1 [20].
Yield (%) = PS
MS
x100 (1)
Where Ps the dried weight of the pulp after treatment and
Ms is the initial dried weight of the pulp.
2.5 Statistical analysis
Statistical analysis was performed using SPSS 26 software.
The difference between treatments was analyzed using
a one-way analysis of variance (Anova) and Tukey’s test
at a confidence level of 95%. Pearson’s correlation
coefficient was used to determine the relationship between
temperature and yield.
3. Results and discussion
3.1 Evaluation of chemical composition
Table 2 presents the chemical composition of the AIW
under study. Our results indicate that this residue has
the greatest potential for cellulose utilization compared
to other waste materials. Specifically, we found that
cassava peels have the lowest proportion of cellulose
and hemicellulose among the residues studied. In
contrast, the cellulose, hemicellulose, and lignin contents
of banana peel vary greatly from those reported in other
studies. Many authors have attributed these differences
to variations in climate, geography, crop type [21], and
species [22, 23], highlighting the of conducting thorough
chemical analyses when evaluating potential sources of
cellulose fibers.
Furthermore, our study revealed that rice husks have a
higher initial cellulose content than the other residues
studied. Table 2 provides detailed information about the
cellulose, hemicellulose, and lignin contents of the AIW
under study, supporting our conclusions about the relative
cellulose content of the different residues. Our results
provide valuable insights into the chemical composition of
these Amazonian AIW and highlight the potential for their
use in cellulose production.
3.2 Efficiency of treatments for waste
delignification
Figure 4 shows the initial and final content of cellulose
(Figure 4a), hemicellulose (Figure 4b), and lignin (Figure
Table 2 Delignification conditions for each treatment and
agro-industrial waste
Waste/Reference Cellulose RHemicellulose Lignin
Banana peel
This study 22.9 21.7 28.8
[24] 0.47 35.25 14.94
[25] 7.5 74.9 7.9
Rice husk
This study 29.9 13.5 22
[26] 32.7 21.3 15.3
[27] 25-35 18-21 26-31
Cassava peel
This study 19.3 8.1 25.2
[28] 14.8 50.3* 12.8
Sugarcane bagasse
This study 24.2 20.2 25
[29] 44.43 22.9 17.52
[30] 45-50 25-30 2.4-9
[31] 35.61 32.29 22.56
*: Polysaccharides (mainly starch + hemicellulose)
4c) for each of the four AIW treatments evaluated.
Sodium hydroxide was the most effective treatment
for hemicellulose removal in banana peel and rice
husks. Mohr’s salt was the most effective treatment
for hemicellulose removal in sugarcane bagasse. In the
case of cassava peels, no treatment was able to reduce
the hemicellulose content. Sodium hydroxide was the
most effective treatment for the removal of lignin in
banana peels, rice husk and sugarcane bagasse. The four
treatments achieved similar final lignin concentrations in
cassava peels (4.1 to 6.5%), with Mohr’s salt resulting in
the lowest concentration. Cassava had a very low final
cellulose content with all treatments (between 18% and
23.5%).
Banana peel and rice husk showed a greater increase
in cellulose concentration with the sodium hydroxide
treatment. Herlina et al. [32] investigated the effects of
sodium hydroxide on the chemical composition of corn
husks. They reported that sodium hydroxide treatment
was effective in removing non-cellulosic compounds,
such as lignin, and increasing the cellulose content in
both materials. For sugarcane bagasse, all treatments
had similar final cellulose concentrations (39.9 to 48.1%),
with the ethanol treatment resulting in the highest
concentration. Bernier et al. [33] compared the efficiency
of different pretreatment methods, including ethanol,
on sugarcane bagasse. They found that all treatments
resulted in similar final cellulose concentrations, but the
ethanol treatment had the highest yield. In the case of
cassava peels, the Mohr’s salt treatment resulted in the
highest final cellulose concentration (4.2%), although the
increase was very limited.
For banana peel, rice husk, and sugarcane bagasse, the
treatment with sodium hydroxide was able to considerably
81
![](data:image/png;base64,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)
G. Panduro-Pisco et al., Revista Facultad de Ingeniería, Universidad de Antioquia, No. 110, pp. 77-85, 2024
Table 3 Relation between temperature and yield
Treatment Waste Time Temperature Yield Pearson p-value R2
(min) (°C) (%) correlation (%)
coefficient
10% sodium
Banana 75 77.9 72.4 0.439 0.71 19
hydroxide
peel 1 %
0.34 73
Rice husk 75 77.3 65.3 -0.857 4 %
Cane 75 72.6 38.5 0.11 0.99 1%
bagasse 3
Cassava 75 74.7 20.4 0.990 0.09 98
peel 1 %
Distilled
Banana 60 55.3 71.3 -0.615 0.57 38
water
peel 8 %
0.40 65
Rice husk 60 58.8 77.6 -0.809 0 %
Cane 60 48.3 51.2 -0.500 0.66 25
bagasse 7 %
Cassava 60 56.3 18.3 -0.819 0.38 67
peel 9 %
50 %
Banana 60 54.2 76.8 -0.115 0.92 1%
ethanol
peel 7
0.05 99
Rice husk 60 47.3 64.6 -0.996 6 %
Cane 60 0.50 50.4 -0.945 021 89
bagasse 7 %
Cassava 60 52.4 18.0 0.260 0.83 7%
peel 3
25%
Banana 75 58.2 38.0 -0.884 031 78
Mohr’s salt
peel 0 %
0.66 25
Rice husk 75 52.6 60.9 0.504 3 %
Cane 75 50.5 48.9 -0.171 0.89 3%
bagasse 1
Cassava 75 48.4 23.4 0.091 0.94 1%
peel 2
Note.**. Correlation is significant at the 0.01 level (bilateral). *. Correlation is
significant at the 0.05 level (bilateral).
increase the cellulose composition by effectively removing
non-cellulosic compounds, especially lignin [34]. The
same occurred in cassava peel with Mohr’s salt treatment,
although the increase in the proportion of cellulose was
very limited. Herlina et al. [32] investigated the effect of
sodium hydroxide on the chemical composition of corn
husks. The study reported that the treatment was effective
in removing non-cellulosic compounds and increasing
the cellulose content. Banana peel had the highest yield
among the other residues; despite having a higher lignin
content, which could be detrimental to the amount of time,
inputs, and energy required to obtain cellulose pulp [35].
Cabascango et al. [36] investigated the yield and quality
of cellulose pulp obtained from different agroindustrial
residues, including banana peels. They reported that
banana peels had the highest yield of cellulose pulp
despite having a higher lignin content, which required
more time, inputs, and energy for removal.
The main advantages of sodium hydroxide treatment are
lignin removal and increased cellulose availability. Sodium
hydroxide treatment causes biomass swelling, which
increases the internal surface area of lignocellulosic
particles and weakens the structural integrity of
lignocellulose, breaking the bonds between lignin and
other carbohydrates such as cellulose and hemicellulose
[31].
Organosolv treatments are usually done at temperatures
between 160 and 220°C [35]. As the ethanol treatments
were done at a relatively low temperature (between 47 and
54°C); it may have not been as effective for lignocellulosic
degradation [37]. However, treatment conditions at
higher temperatures are more expensive and require
equipment designed with special materials to avoid
corrosion processes [38].
Although hot water treatments are usually performed
82
![](data:image/png;base64,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)
G. Panduro-Pisco et al., Revista Facultad de Ingeniería, Universidad de Antioquia, No. 110, pp. 77-85, 2024
(a)
(b)
(c)
Figure 4 Final cellulose (a), hemicellulose (b), and lignin (c)
contents for each waste after treatment
at temperatures higher than 100 °C [39], the distilled
water treatment had acceptable results in lignin removal
and cellulose recovery. In hot water treatments, the
lignocellulosic structure undergoes morphological
and chemical changes, such as the deacetylation of
hemicellulose and the rearrangement of the lignin
structure [40]. It is possible that the same mechanism
took place in this case.
Overall, under the evaluated conditions Mohr’s salt
had the greatest lignin removal rate. Surprisingly, the
distilled water treatment was more effective than the
alkaline treatment for lignin removal on banana peel,
cassava peel, and risk husk.
The variability of the results highlights that the
effectiveness of the treatments depends mainly on
the chemical and structural complexity of the polymers
present in the lignocellulose, which vary with the origin
and type of material [26]. These results lead to the
conclusion that there is no single pretreatment technology
applicable to different types of biomasses.
3.3 Relation between temperature and
cellulose yield
One important factor to consider when evaluating the effect
of temperature on cellulose yield is the specific treatment
being used. In this study, four different treatments were
evaluated, each with a different temperature. The average
temperature for the treatment using sodium hydroxide,
distilled water, ethanol and Mohr’s salt were 75.6°C,
54.6°C, 50.9°C and 52.4°C, respectively. Although there is
no significant correlation between temperature and yield
(Table 3), a proportional relationship between temperature
and yield was observed for each treatment. For example,
the highest yield for banana peel was obtained with sodium
hydroxide (72.4%), while the highest yield for yield for rice
husk was obtained with distilled water at 58.8°C (77.6%).
Gabhane et al. [37] studied the effect of substrate,
reaction time, and temperature on the delignification
and found that the most significant factor was the
substrate. They observed that time and temperature
had a negative and positive (although limited) relation,
respectively, with sugar reduction yield. Correia et
al. [41] reported a decrease in the reaction efficiency
with increasing temperature (between 150 and 190 °C)
and time (between one to three hours); however, the
temperatures and times evaluated were higher than those
in this study. These researchers indicated that lignin
and hemicellulose removal is more effective at higher
temperatures and shorter times. According to de Groot
et al. [42], delignification occurs in three stages. In the
first stage, a large amount of hemicellulose and little
lignin is removed. In the second stage (the dominant one),
there is a greater removal of lignin and hemicellulose. In
the third stage, lignin removal occurs more slowly as a
result of the greater inertness of the residual lignin in this
residual phase. Therefore, it is not recommended that
these treatments be applied at very high temperatures
and for long periods of time.
These findings suggest that the relationship between
temperature and cellulose yield can be complex and
dependent on a variety of factors, including the specific
treatment being used and the nature of the biomass being
processed.
83
![](data:image/png;base64,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)
G. Panduro-Pisco et al., Revista Facultad de Ingeniería, Universidad de Antioquia, No. 110, pp. 77-85, 2024
4. Conclusions
Agro-industrial activity in the Amazon region generates
a constant and increasing amount of AIW. In this study,
we evaluated four delignification treatments for cellulose
recovery from AIWs from the Ucayali region in Peru.
Among the four wastes evaluated, rice husks showed
the highest potential for cellulose recovery, followed by
banana peels, and sugarcane bagasse, while cassava
peels had the lowest potential for cellulose recovery.
The treatment with 10% sodium hydroxide showed the
highest percentage of lignin removal in banana peels,
rice husk and sugarcane bagasse. The treatment with
Mohr’s salt had the lowest yield for all wastes, while
the treatment with distilled water at medium temperature
(between 48 and 58°C) reduced the proportion of lignin
and increased the proportion of cellulose similarly to
conventional treatments (sodium hydroxide and ethanol).
Interestingly, the treatment with distilled water showed
potential as a simple, economical, and eco-friendly
technology for delignification and cellulose recovery.
Further characterization of the biomass after treatment
with distilled water is needed to identify the predominant
mechanisms involved. Overall, our findings demonstrate
the great potential of AIWs as a source of cellulose and
provide insights into effective and sustainable methods for
their recovery.
5. Declaration of competing interest
We declare that we have no significant competing interests
including financial or non-financial, professional, or
personal interests interfering with the full and objective
presentation of the work described in this manuscript.
6. Funding
This study was funded by the National University of Ucayali
through FOCAM (463-2021-UNU-R).
7. Author contributions
Grober Panduro Pisco: Conceptualization, Methodology,
Writing the Original draft, , Fund acquisition. Lady Di
Hoyos Shica: Formal analysis, Investigation. Edwar
Edinson Rubina Arana: Methodology, Formal Analysis,
Investigation. David Leon Moreno: Investigation.
8. Data availability statement
The datasets and data collection methods generated
during and/or analyzed during the current study are
available from the corresponding author on reasonable
request.
References
[1] TerraGreen. (2019, Feb. 20,) Global waste-solvable problem as a
renewable energy resource. [Online]. Available: https://tinyurl.com/
5n7mjhf2
[2] C. Zhou and Y. Wang, “Recent progress in the conversion of biomass
wastes into functional materials for value-added applications,”
Science and Technology of Advanced Materials, vol. 21, no. 1, Dec. 14,
2020. [Online]. Available: https://doi.org/10.1080/14686996.2020.
1848213
[3] H. Sánchez, W. Ponce, B. Brito, W. Viera, R. Baquerizo, and
M. A. Riera, “Biofilms production from avocado waste,” Ingeniería
y Universidad, vol. 25, Oct. 29, 2021. [Online]. Available: https:
//doi.org/10.11144/Javeriana.iued25.bpaw
[4] S. Hecht, M. Schmink, R. Abers, E. Assad, B. Humphreys, and
E. D. et al., “The amazon in motion: Changing politics, development
strategies, peoples, landscapes, and livelihoods,” in Amazon
Assessment Report 2021, Part II, C. Nobre, A. Encalada, and E. A. et al.,
Eds. United Nations Sustinable Development Solutions Network,
2021. [Online]. Available: https://doi.org/10.3929/ethz-b-000526184
[5] A. Bhatnagar, M. Sillanpaa, and A. Witek-Krowiak, “Agricultural
waste peels as versatile biomass for water purification – a review,”
Chemical Engineering Journal, vol. 270, Jun. 15, 2015. [Online].
Available: https://doi.org/10.1016/j.cej.2015.01.135
[6] E. J. Cho, L. T. P. Trinh, Y. G. Lee, and H.-J. Bae, “Bioconversion of
biomass waste into high value chemicals,” Bioresource Technology,
vol. 298, Nov. 09, 2019. [Online]. Available: https://doi.org/10.1016/
j.biortech.2019.122386
[7] Y. A. Vargas-Corredor and L. I. Pérez-Pérez, “Aprovechamiento de
residuos agroindustriales en el mejoramiento de la calidad del
ambiente,” Revista Facultad de Ciencias Básicas, vol. 1, no. 1, Nov.
09, 2019. [Online]. Available: https://doi.org/10.18359/rfcb.3108
[8] A. Alokika, A. Kumar, V. Kimar, and B. Singh, “Cellulosic
and hemicellulosic fractions of sugarcane bagasse: Potential,
challenges and future perspective,” International Journal of Biological
Macromolecules, vol. 169, Dec. 29, 2020. [Online]. Available:
https://doi.org/10.1016/j.ijbiomac.2020.12.175
[9] L. Moreno-Escandón, D. Perea-Soto, J. Soto-Paz, P. Torres-Lozada,
and L. F. Marmolejo-Rebellón, “Improvement of biowaste
composting by addition of sugarcane filter cake as an amendment
material,” Ingeniería y Universidad, vol. 26, Apr. 04, 2022. [Online].
Available: https://doi.org/10.11144/Javeriana.iued26.ibca
[10] Z. Shamsollahi and A. Partovinia, “Recent advances on pollutants
removal by rice husk as a bio-based adsorbent: A critical review,”
Journal of Environmental Management, vol. 246, Jun. 08, 2019.
[Online]. Available: https://doi.org/10.1016/j.jenvman.2019.05.145
[11] Z. Anwar, M. Gulfraz, and M. Irshad, “Agro-industrial lignocellulosic
biomass a key to unlock the future bio-energy: A brief review,”
Journal of Radiation Research and Applied Sciences, vol. 7, no. 2, Feb.
28, 2014. [Online]. Available: https://doi.org/10.1016/j.jrras.2014.
02.003
[12] K. Kucharska, P. Rybarczyk, I. Holowacz, R. Lukajtis, M. Glinka,
and M. Kaminski, “Pretreatment of lignocellulosic materials
as substrates for fermentation processes,” Molecules, vol. 23,
no. 11, Nov. 10, 2018. [Online]. Available: https://doi.org/10.3390/
molecules23112937
[13] J. M. Fuertez-Córdoba, J. C. Acosta-Pavas, and A. A. Ruiz-Colorado,
“Alkaline delignification of lignocellulosic biomass for the
production of fermentable sugar syrups,” Dyna, vol. 88, no.
218, Jul. 06, 2021. [Online]. Available: https://doi.org/10.15446/
dyna.v88n218.92055
[14] E. Raja-Sathendra, R. Praveenkumar, B. Gurunathan,
S. Chozhavendhan, and M. Jayakumar, “Chapter 5 - refining
lignocellulose of second-generation biomass waste for bioethanol
84
![](data:image/png;base64,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)
G. Panduro-Pisco et al., Revista Facultad de Ingeniería, Universidad de Antioquia, No. 110, pp. 77-85, 2024
production,” Biofuels and Bioenergy, Oct. 22, 2021. [Online].
Available: https://doi.org/10.1016/B978-0-323-85269-2.00016-2
[15] S. Gon-Wi, E. Jin-Cho, D.-S. Lee, S. Jung-Lee, Y. Ju-Lee, and
H. Bae, “Lignocellulose conversion for biofuel: a new pretreatment
greatly improves downstream biocatalytic hydrolysis of various
lignocellulosic materials,” Biotechnology for Biofuels, vol. 8, no.
228, Dec. 24, 2015. [Online]. Available: https://doi.org/10.1186/
s13068-015-0419-4
[16] J. G. Reales, H. I. Castaño, and J. E. Zapata, “Evaluación
de tres métodos de pretratamiento químico sobre la
deslignificación de tallos de yuca,” Información tecnológica, vol. 27,
no. 3, Jun. 2016. [Online]. Available: http://dx.doi.org/10.4067/
S0718-07642016000300003
[17] J. H. Borrero-López, “Obtención de fibra de celulosa
industrialmente útil para la elaboración de papel a partir de
residuos de cosecha agrícola utilizando el proceso diferencial
oxidativo ssohe,” Presentation, Grupo Físicoquímica de Bio y
Nanomateriale, Universidad del Valle, Cali, Colombia, 2017.
[18] C. Ngoc-Dao, E. Mupondwa, L. Tabil, X. Li, E. C. Castellanos-López,
and L. T. et al., “A review on techno-economic analysis and
lifecycle assessment of second generation bioethanol production
via biochemical processes,” presented at CSBE/SCGAB 2018
Annual Conference, Guelph, ON, 2018. [Online]. Available: https:
//library.csbe-scgab.ca/docs/meetings/2018/CSBE18215.pdf
[19] E. Damilano-Dutra, F. Almeida-Santos, B. R. Alves-Alencar,
A. L. Silva-Reis, R. de Fatima-Rodrigues de Souza, K. A.
da Silva-Aquino, M. A. Morais-Jr, and R. S. Cezar-Menezes,
“Alkaline hydrogen peroxide pretreatment of lignocellulosic
biomass: status and perspectives,” Biomass Conversion and
Biorefinery, vol. 8, Jul. 06, 2017. [Online]. Available: https:
//doi.org/10.1007/s13399-017-0277-3
[20] A. M. Beltran, “Obtencion para carton de la madera y corteza
de eucalyptus globulus labill,” Undergraduate thesis, Universidad
Nacional Agraria La Molina, Lima, PE, 1996.
[21] S. Ochi, “Mechanical properties of kenaf fibers and kenaf/pla
composites,” Mechanics of Materials, vol. 40, no. 4-5, Oct. 27, 2007.
[Online]. Available: https://doi.org/10.1016/j.mechmat.2007.10.006
[22] S. Palacios, H. A. Ruiz, R. Ramos-Gonzalez, J. Martínez, E. Segura,
and M. A. et al., “Mechanical properties of kenaf fibers and kenaf/pla
composites,” Food Science and Biotechnology, vol. 26, Jul. 24, 2017.
[Online]. Available: https://doi.org/10.1007/s10068-017-0128-9
[23] L. de la Cruz-Velasco, J. Chamorro-Mejía, and C. Córdoba-Cely,
“Characterization physico-chemical and mechanical of 4 vegetable
fibers used as artisanal raw materials in the department of
nariño,” Dyna, vol. 88, no. 216, Dec. 16, 2020. [Online]. Available:
http://doi.org/10.15446/dyna.v88n216.87958
[24] N. Abu-Bakar, N. Othman, Z. Murni-Yunus, W. A. Hamood-Altowayti,
A. Al-Gheethi, and S. M.-A. et al., “Nipah (musa acuminata
balbisiana) banana peel as a lignocellulosic precursor for activated
carbon: characterization study after carbonization process with
phosphoric acid impregnated activated carbon,” Biomass Conversion
and Biorefinery, Sep. 24, 2021. [Online]. Available: https://doi.org/
10.1007/s13399-021-01937-5
[25] W. Astuti, Megawati, M. A. Mahardhika, D. A. Putri, M. Rohman,
and M. F. S. et al., “Application of kepok banana peel activated
carbon prepared by conventional and microwave heating for
malachite green adsorption,” Materials Science and Engineering,
vol. 625, Sep. 24, 2019. [Online]. Available: https://doi.org/10.1007/
s13399-021-01937-5
[26] D. Torres-Jaramillo, S. P. Morales-Vélez, and J. C. Quintero-Díaz,
“Evaluación de pretratamientos químicos sobre materiales
lignocelulósicos,” Ingeniare Revista chilena de ingeniería, vol. 25,
no. 4, Dec. 2017. [Online]. Available: http://dx.doi.org/10.4067/
S0718-33052017000400733
[27] L. L. nd D. Fasce, V. A. Álvarez, and P. M. Stefani, “Nanocellulose
from rice husk following alkaline treatment to remove silica,”
BioResources, vol. 6, no. 2, 2011. [Online]. Available: https:
//tinyurl.com/yr9zzex7
[28] A. L. M. P. Leite, C. Dalcin-Zanon, and F. C. Menegalli, “Isolation and
characterization of cellulose nanofibers from cassava root bagasse
and peelings,” Carbohydrate Polymers, vol. 157, Feb. 10, 2017.
[Online]. Available: https://doi.org/10.1016/j.carbpol.2016.10.048
[29] R. Maryana, D. Ma’rifatun, A. I. Wheni, K. W. Striyo, and
W. Angga-Rizal, “Alkaline pretreatment on sugarcane bagasse
for bioethanol production,” Energy Procedia, vol. 47, Feb. 04, 2014.
[Online]. Available: https://doi.org/10.1016/j.egypro.2014.01.221
[30] S. Niju and M. Swathika, “Delignification of sugarcane bagasse using
pretreatment strategies for bioethanol production,” Biocatalysis and
Agricultural Biotechnology, vol. 20, Jul. 22, 2019. [Online]. Available:
https://doi.org/10.1016/j.bcab.2019.101263
[31] Z. Talha, W. Ding, E. Mehryar, M. Hassan, and J. Bi, “Alkaline
pretreatment of sugarcane bagasse and filter mud codigested to
improve biomethane production,” BioMed Research International,
vol. 2016, Sep. 21, 2016. [Online]. Available: https://doi.org/10.1155/
2016/8650597
[32] N. Herlina-Sari and I. N. G. Warda, “The effect of sodium hydroxide
on chemical and mechanical properties of corn husk fiber,” Oriental
Journal of Chemistry, vol. 33, no. 6, 2017. [Online]. Available:
http://dx.doi.org/10.13005/ojc/330642
[33] D. J. Bernier-Oviedo, J. A. Rincón-Moreno, J. F. Solanilla-Duqué,
J. A. Muñoz-Hernández, and H. A. Váquiro-Herrera, “Comparison
of two pretreatments methods to produce second-generation
bioethanol resulting from sugarcane bagasse,” Industrial Crops
and Products, vol. 122, Jun. 14, 2018. [Online]. Available: https:
//doi.org/10.1016/j.indcrop.2018.06.012
[34] J. C. C.S., N. George, and S. K. Narayanankutty, “Isolation and
characterization of cellulose nanofibrils from arecanut husk fibre,”
Carbohydrate Polymers, vol. 142, May. 20, 2016. [Online]. Available:
https://doi.org/10.1016/j.carbpol.2016.01.015
[35] T. Tiwa-Stanislas, J. Foba-Tendo, E. Beckely-Ojo, and
O. Fayen-Ngasoh, “Production and characterization of pulp and
nanofibrillated cellulose from selected tropical plants,” Journal of
Natural Fibers, vol. 119, no. 5, Jul. 20, 2020. [Online]. Available:
https://doi.org/10.1080/15440478.2020.1787915
[36] E. M. Cabascango, K. A. Arteaga-Chinche, A. R. Sánchez-Naranjo,
B. F. Navarro-Merino, and C. R. Jácome-Pilco, “TÉcnicas de
extracciÓn de celulosa en residuos agroindustriales,” Pertinencia
Académica, vol. 5, no. 3, Jul-Sep 2021. [Online]. Available: https:
//revistas.utb.edu.ec/index.php/rpa/article/view/2603
[37] J. Gabhane, S. Prince-William, A. Gadhe, R. Rath, A. Narayan-Vaidya,
and S. Wate, “Pretreatment of banana agricultural waste for
bio-ethanol production: Individual and interactive effects of acid
and alkali pretreatments with autoclaving, microwave heating and
ultrasonication,” Waste Management, vol. 34, no. 2, Feb. 2014.
[Online]. Available: https://doi.org/10.1016/j.wasman.2013.10.013
[38] S. G. Wi, E. J. Cho, D. Lee, S. J. Lee, Y. J. Lee, and H. J.
Bae, “Lignocellulose conversion for biofuel: a new pretreatment
greatly improves downstream biocatalytic hydrolysis of various
lignocellulosic materials,” Biotechnology for Biofuels, vol. 8, no.
228, Dec. 24, 2015. [Online]. Available: https://doi.org/10.1186/
s13068-015-0419-4
[39] H. S. Hafid, F. N. Omar, J. Zhu, and M. Wakisaka, “Enhanced
crystallinity and thermal properties of cellulose from rice husk
using acid hydrolysis treatment,” Carbohydrate Polymers, vol. 260,
Feb. 13, 2021. [Online]. Available: https://doi.org/10.1016/j.carbpol.
2021.117789
[40] M. E. Vallejos, M. D. Zambon, M. C. Area, and A. Curvelo,
“Low liquid-solid ratio fractionation of sugarcane bagasse by hot
water autohydrolysis and organosolv delignification,” Industrial
Crops and Products, vol. 65, Nov. 27, 2014. [Online]. Available:
https://doi.org/10.1016/j.indcrop.2014.11.018
[41] V. D. C. Correia, A. A. da S. Curvelo, K. Marabezi, A. E. F. D. S.
Almeida, and H. Savastano-Junior, “Polpa celulÓsica de bambu
produzida pelo processo etanol/Água para aplicaÇÕes de reforÇo,”
Ciencia Forestal, vol. 25, no. 1, Mar. 2015. [Online]. Available:
https://doi.org/10.5902/1980509817470
[42] B. de Groot, J. E. G. V. Dam, and K. V. Riet, “Alkaline pulping of
hemp woody core: Kinetic modelling of lignin, xylan and cellulose
extraction and degradation,” Holzforschung, vol. 49, Sep. 17 2009.
[Online]. Available: https://doi.org/10.1515/hfsg.1995.49.4.332
85