diff --git a/bgnbd_gammagamma_modeling.ipynb b/bgnbd_gammagamma_modeling.ipynb index ec0ba65..fc5885d 100644 --- a/bgnbd_gammagamma_modeling.ipynb +++ b/bgnbd_gammagamma_modeling.ipynb @@ -1265,13 +1265,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Applications/anaconda3/envs/lifetime-env/lib/python3.10/site-packages/lifetimes/generate_data.py:54: RuntimeWarning: divide by zero encountered in double_scalars\n", + "/Applications/anaconda3/envs/lifetime-env/lib/python3.10/site-packages/lifetimes/generate_data.py:54: RuntimeWarning: overflow encountered in double_scalars\n", " next_purchase_in = random.exponential(scale=1.0 / l)\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1424,7 +1424,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1945,6 +1945,16 @@ "execution_count": 57, "metadata": {}, "outputs": [ + { + "data": { + "text/plain": [ + "''" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + }, { "data": { "image/png": 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\n", @@ -1968,8 +1978,9 @@ "ax.set_xlabel(\"Months in The Future\",fontsize=18)\n", "plt.xticks(fontsize=18)\n", "plt.yticks(fontsize=18)\n", + "plt.tight_layout()\n", "plt.savefig(\"visuals/cumulative_clv_future.png\")\n", - "plt.tight_layout();" + ";" ] }, { @@ -2040,7 +2051,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -2066,6 +2077,7 @@ "ax_gamma.set_xticks([0,.5,1,1.5,2]);\n", "plt.xticks(fontsize=18)\n", "plt.yticks(fontsize=18)\n", + "plt.tight_layout();\n", "plt.savefig(\"visuals/gamma_purchase_rate_dist.png\")\n" ] }, @@ -2076,7 +2088,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -2099,6 +2111,7 @@ "ax_beta.set_ylabel('P(p)',fontsize=20)\n", "plt.xticks(fontsize=18)\n", "plt.yticks(fontsize=18)\n", + "plt.tight_layout();\n", "plt.savefig(\"visuals/beta_deactivate_risk_dist.png\")\n" ] }, @@ -2109,7 +2122,7 @@ "outputs": [ { "data": { - "image/png": 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xWBGUPawKaOwj2cbbiUzAn4BHewd/Wxw4cMvxI/gfqln4k6DcqPKxt7gj4jVe2Ro8L3WH336OVKca04n1vRZnXtz1BV3LfQ1fnWQS/oCIVhr9h3OuCV9lq6MijbZ/FzN9Pr5KyafwXww43wjnL8G0c/FX8jDf/e9M/BXa6AadxwTP8W5Fvoz/AewuixLNMLOZ+H17Ov52bWxvBaWHLQR7nXNr40yP9NAxJGran/B1/Jeb2Z/x1XRedM7tjBNLPv7K4OX4H6JBHNo9c2lU2f74u0kVzrklibavi44Nnp+OneGc221mS/D7bTr+Clq0eMd+vP3Tlvn44+sqfJWQiKvwPziH3JruyP5LsZOD5zMSdD84HP/9M5X4n3vAd+MHlAGbnHPr4hRZwOHffYkkfdwlqZ7OVb3Y6OJXJVmA35Zj4szrbm0d16vNbDMw0cwGuUMbDXbkc9+WSFehu+PNDD7b1+Or9U3Ft7mxqCIdOY47s/8P++w655rMrII422hmF+CrHs8Bijm8g5ZikmhA75y7CZ9c9CrB99If8Pugw+MnOOdGBusZga929L/AEjO70Dn3ehdCexZ/zvGfZnYs/jf8ReKf65yEP8H7VzIr7uTvavTy/fDnbpXADf6U7jANQLLd/rb5mcP/1pyD/235jyCGAnzNjB0E5zdxVAXPxUnGEZdzrpxDP+Op9FN8VfZTgGVm9mjwWpG7cnvxv5XJdELwHfz53vuBpWb2FP589BL8sTQuyfUkK3r/bm6rYDKJxXb8ATM6dobzvf4YQNAPbrx6+bfgb8tsw9eJ3YK/WgAH6xPHE6/leXOiec63QQB/NafL64uad2B9ZjYYeBV/+3oRvn1HVVB2MP4HqE+C109a0I3Y+/F3IR6KmX0P/iTlY2b2DedcQzB9PgdP/CIfvKuC59/HrGNQ8FwR+9rOuRYz29WF8NuzPd5EMzsJf3KRh6/X/jD+KnwrvvHiJcTft3sSvE7k/TuQxDrnbjGzSnzvHV8kuF1oZs8CX3OH9sRwH/5kYj2+LcR2/JcnwXLRsQwOnruzG83Ie5bopCAyfXDsDBe/3cVh+6ctzrmFZrYaX1d7SJDMHItPqB6KSVyhY/svlSI/Wl9rp1x73Usm/IwE4h7H8XTwuEvGDhdcQuqg9rZlUIL53SmZ43oc/riO/p7ek6B8h45rDv4WFUb9HzhwEvo0vt3Z2/hjeicHf+dupGPHcWf2/54EyzQTs41mdj3+ot5ufH36jfjG3g5fzWJWB+NNF5H3PdHxGZm+J4l1fQOfwJ3p4rfFTIpzrgJ40Mxex3egcTf+u7Cz66sOfgO/i2/reG4wq9LM/g/4fnCREvxnYbdzbv/hazpUF35Xow3Bn+eVkPzFlLZEf+bieRAf45XBOU4LcCH+LuFtLnE7jr4x6087zrlaMzsVX832/fhzthr8Ods38Behmzl4Et/WurYFF8++jd8/n8Mnf/fhE5g1+EQsVZLev8kkFi/iG5++C191KGlBF7RfxH8pn+JiGmua2RUdWV8auAafVHw3uKJzgJmdjE8sUuFj+A9dIbA/wRWCYfhGfPfAgRO/NfgTv8H4qhdX4A+02Ay/OngeQUzDHzPLDdbdXSfJiU6IvoU/cM90Md3Umtk38F+AXX9x5+4G7g720Sn4k99PAI+b2XTn3E4zmxNMj/ScceCLzPxgWrFXuvYEz911FR4O/riOxPdZHWtUTLnucDe+//kP4fvMjpu4dmL/tcWR+HtqcJxpB05CnHPVceYnK7KeEQnmj0wwPa5kjruOrK4jrx2lvW2JPnYiV7oO2/fBNqRK9HEd785Qdx/XkR/eYRx+BfUSfFIx3zl3SCcHQacYHT3J6sj+75Dgwt5N+CTlWOe79o2ef3K85dpY3zx8daykxf4mplCkgfrUBPOnBM+rk1jXsfiT5AUJflfnmh+gcq9zbnB7K3POvWNmy4HZZlYc5wJL0pzvFvSTQS2PI/CN0T/PwfHDvh0U3QMMM7O+SSQXqfhdjRyXS5xzx7ZZMjnRn7nDRNXAuAZ/5+JfJL5IGi2yvi6dTAffbzd0cLGHnHNLkykYJLTfDB7RrzsJf8Hrtagksr11VeB7/fpCzLrOCv77ajLrSdIwkkx6kkks5uN7mni/mX3fObeiA4FMwn8g/h0nqRgTzM8kkZFB/xZn3hkpfJ1PBc/34q84xRrEwWw3ugrK7zl44leBv2X1szgH6RL8VZtTObxHgZNIfnyTVCoDqmK//AKp3LfAgav4j+J7xsjBn+Sdjn9vI+/zw3GujpzAwcw9sq59ZvY2vseyY5KoDhW5tZ3sVVXw79ml+B/7p6JnBF+EsznY/V93uRvfw8RVZvZbDiau/4wp16H9147d+IGwDhEkwLPjlH8ZX1Uw0vNYpzjnasxsLTDJzCbHqQ41r5Pr3UPi4w6CY8PMcuNUgeiqcWY2IbjVH21e8Bx93EZOsuONtjonwfo7e1wfG8RwyD42PxLzGGBDgrtuqfAm/uRlOr7Bf7TIcfxAnOU6853Ukf3fUcX4RPuBOElFEQernCVrHh1PnG7qYPlkrcPffZlqZhPjVCc7L3g+rDpdHE8Qf5yXIg7+bv6D+L+7iURqc6Tk8xrcjVyGryrzEH7b38vBxOJl/BXq99D+2Ctd/l0NrrIvA2aa2VDnXLsnlu2IVOOczsHeq2LNxycWV5nZa/j3+M12Tt6n4UfybrOaThIG0/Fjv5xDe3jsjI8Fz7E9XoW9rsh3SCl+7Jl2L2zltFcg+EH9Pr5ngsfMj5gYz+A408qD51ODE4HoIO8knBPYrigPnudFTzSzY0jQxZmZ5ZvZdDObnMwLBPt3JrDcOfdh59w1sQ/8F+A7+O4Op0Qtfjf+SuPHOHhgzY/zMncHz/9lZgduLwf1GH+QTJzdoBwYamZHR080s09y8LZwl5jZmRb/MtXw4DnyY1IePM+LWX44vpveeH4WPP86ep8Gy+UEVzgjIlXNxiURdsQf8VUwrgtOuKJ9D983+B+jqsalnPMjyz6NTz6vx98avydO4loePM+LntjO/ktkEf6ELHZE1W8Rvxrlz/H76VYzO+wKp5kVmNlpSb727/DfkT8KkoDIOibSgUEqO3DcQeeOjWTlknhbmvHHWMRi/HfJh4M61pHyQ4H/l2D9nYk9chf8W2ZWEvU6ufguwnPwvQF2lwXB80lx5pUHz/OiJwZXFn/UidfqyP7vqB344+i44Pc1sv58fLWIDtU7d87d5Jyzjjy6EHt7sTj8HVKA/xez/y7BX0RYjm+nQNS8ccFvb7+odf0iwW/qfwZF1gbTvhi1nqmx3+nB9BzzA+QNBxY653bHzC83M2e+y/k2mdlM8+02YkWmRX9HRLphvdnMDrtLHjOtnNT8rt6CPwe8K94dSzMbYr5qbDIWBM/xPnMAOD8I8xr8HZXP4Kukz09UPvgcjcB3KNHZO7qR1y7v6LHvnEsYW5xYB8aZdg6+a+t1xHTnamaDguN4VMz0nOjPetT0j+LP/xZyeFX6zjoe//31TDKFkz2x/2/87cNvAy8GGeQi/C2RwfhG3JH+wJ+LLOSc226+seLl+MYl/8ZfbT8Hf3V1KfGvOqaru/F1t28zszPxB/4U/NWDB/An/LFK8VeR38Hvp/ZEGm0n/DF1zrWa2e/wV4iuDWLCObfJzJ7BV1trBt6Kd/XcOfesmd0RLLvMzP6GPxm7CH/bcyupbfSTjNvwX3QvBLdB9+KvjJ6K78P7/Sl4jQeBWjN7Gf+Fa/gfpePxDXkjV09exVcBvNTMFuIbuY/AXzVZxcFG/9F+E6zro8AaM/s7vj72aPwt7bs4eEXvJfwPxQ3mOwOI1LG+3SUY1dI5V25mN+BPzF8P9tFO/FWnk/F1M7/eob3ROb/Hf9Z/EPV3rM7sv0R+gj8u/m5+dNUqfFWiifgfqHnRhZ1zK82PY3EX/tj+F76KRD7+hPc0/H6bnsRr34y/UngZfp8/zsGxB57D14VORrLHHfi7UR8AHjDfsG8/fgycPyT5Wm15Ez9w4GvBd/Fg/LYMBv4j+q5MUH/3T/jjeamZ/ROfvJ6P3/Z4DY2fwX9v/NDMjiS46+Gc+36igIIqnP8PXz3ubTP7K74a53n4Ousv4AfB6y5P46uWnItPVqM9gr+L8WUzOwp/R2Ec/vv+n3Q8+Ut6/3dU8JvwM/wJ8lvB908BvhrzUPx7c2Zn159qZjY/6s/IZ/FHZhap2fAb51x05yK34Pf7+4FXzDdUHYf/rNQBn3CHj7p9N/778UwOnsx2xvn4Y/oFfI+Uu/DfZ2fga11s52Atg2iRBCiZzlDOAX5sZi/hv6924O/WXYL/TB34DDjn/m1m38cfryuCuxqbgphOxd/RuDoofhsp+F11zt1lvjOYzwHrgu/CjfhjayL+ruvv8ElAe+t628xW4ce+aOvO7N34i2bfxu/DP7Wx2siFp3i1SdLNSjN7E/+bXY+/m3g2/ji6xAWjcUd5H37f/p6D7ytAP6DC/KjY6/DHyVz8+cAK4AOxnwkzK8b/pkZELjj81nwVQID/dc7FdjjUsf3rOtYN1zR8d45L8V/GTfgf+leD6cfGWaYffiC6tfiduAl/cjSMOF0rEjXiaJx1TQjmzU8Qn+PwLhDnE9PFYdS8m0jQPSKJu788At8AagcHR92+JlFsdGAcC3zStQ/fyDXuyJNRZcfib73uIGoEZfzgOC54fKWN5XPwfXmv5OBIwL8IYqjB90bRoeMjWO+CePu0rfchqsyF+C/FmuD4+jf+CyvRe1GeaL/Ge2/xX3oP4qt/1QXH7hL8Sc2AmOWH4seHKA+O23X4k+l+7bzuR/BXzvYGy23AfyEeG1PuPfgEozbq/ZqQxHH57mC/7ObgaMP/j/jdAC4gQTeQifZpEu9vv2DbHD5xTVSuQ/uvrXjwJ/CLg/Xswo89ML6tYwo/oOZ8Dh1t9m381aCzOrC9kRGut3Bw5O2v0IGRtzt43OUG+2k9/vv1kO+0to69to6dyHrwie4f8d8b9cDrxBn5OVimD/6EZjMHxwb5Bv6C1GHftcEyV+J/H/YT0w1pO+/X5fgkoiaIaxm+a8Z4o1sn3AeJtr+d9/jWYJkZceaNxX9+I52OLAvet7j7IFX7nzZ+BxPtgyCmL+Ov3u/Hn6j8gXY+K2E8OPidl+gR73ugH/4i5xr8Z3onvqvNuKOKk+C3KEHZCUHZeN37Hom/E7oUX42qGf8d+Grwfg+Ns8wQ/O9zUiN54zvIuQX/Pbcz2L5y/Ml/om5Zz8e3P6ji4MjbDxLz/UZqf1cvxFcV24H/TtiOv8j8fTrQzSv+jrcjwejfQZlxwT50JBjDJKrsQmLOhdL1gf9OfYuDXcSvxPcudthxFJSPvE/zY6bn4y9AR0Zq3xcco98E+rVznLf1mBezTE5wbC1NdhstWFAEgKBq1Wrgz865TGtcLyLSIUE1ipXAr5xz13fTazjgWefcvO5Yv6QXM7sY3xveBc65RN2jZq2gOtA6fBWyS7q4rqPxXax/27Vxd1Q6x8wuwl9M/6hzLqnqmu22sZDeycxGRtdVDab14+AYJA/2eFAiIj3M+cbAPwWujVdnXaQTzsBf4VVSEYfzPfbdiO/F8rguru6/8VfUb+5yYHKIoG3gd/F30tqqinaITGs8LalzA3CFmS3A9xU/Et82Ywx+BMv7Q4tMRKRnfR9flWAC3TsejWQB59xXwo4hA/wa376oQ113Rwsuhi7Bj2+RtuNXZLCR+LsVD7kOVG9SVagsZWbvAr6Kbzw/FF9vdDW+e7LbXJL9KIuISNtUFUpEsoUSCxERERER6TK1sRARERERkS5TG4tepri42E2YMCHsMERERETa9dprr1U650raLymZQIlFLzNhwgQWL14cdhgiIiIi7TKzd8KOQVJHVaFERERERKTLlFiIiIiIiEiXKbEQEREREZEuU2IhIiIiIiJdpsRCRERERES6TImFiIiIiIh0mRILERERERHpMiUWIiIiIiLSZUosRERERESky5RYiIiIiIhIlymxEBERERGRLlNiISIiIiIiXabEQkREREREukyJhYiIiIiIdJkSCxERERER6TIlFiIiIiIi0mVKLEQk7TnnqG1opqXVhR2KiIiIJJAXdgAiIvHUN7Xw8NKt/PW1zSzdvIfG5lbycowZowZy0axRvP+4sQztXxB2mCIiIhJQYiEiaWfh2kq+9tc32bJnP1NHFPHRk8YzfEAfdtc18fL6Xfzg0ZXc/vRavnbuNK48cTw5ORZ2yCIiIllPiYWIpA3nHL94Zi0/+fdqJpX054+fPJG5ZcMwOzRxWLm9mu/9Yznf+fsynl9Tya0fmk1RH32diYiIhEltLEQkLTjn+J9/ruAn/17Ne2eP5p/XncapU4oPSyoApo8cyB8/eSI3XnQET6/cwQd/9RJ76hpDiFpEREQilFiISFq447n1/OaFDVx18nhu+eBs+hbktlnezPj43In85qo5rN1Ry0d/u4jq+qYeilZERERiKbEQkdA9sbyCHz62kguPHsWNF83sUJuJM6cN51cfPZYV26q5/t4l6jlKREQkJEosRCRUFdX1fO2vb3Bk6UB+8oFZnWqIfdb0Edx08UyeWbWTHz++qhuiFBERkfYosRCR0Djn+Or9b9DQ1MpPLz+Gwvy2qz+15cqTxnPFCeP41bPreH7NzhRGKSIiIslQYiEioXlo6RaeX1PJNy+YweSSoi6v78aLjqBseBFf+csb7N6nxtwiIiI9SYmFiIRi7/4m/uefK5k1djAfOWFcStZZmJ/LTy+fTdW+Rn7w6IqUrFNERESSo8RCRELxi2fWsmtfA9+/5MiUDnA3c/QgrjltEve/tplFG6pStl4RERFpmxILEelx2/buZ/7Cci47dgxHjRmU8vV/8V1llA7uy7ceeoumltaUr19EREQOp8RCRHrcz55aAw5uOHtKt6y/X0Ee3714Jqsrarn7pXe65TVERETkUEosRKRHbaqq4y+LN/PhE8cxZki/bnuds48YwWlTivn502s0cJ6IiEgPUGIhIj3qty9swIBPnzGp21/r6++Zzu66Ju54dn23v5aIiEi2U2IhIj1m975G7nt1ExfPHs2oQX27/fWOLB3ERbNG89sXNrCjur7bX09ERCSbKbEQkR7zx5ffYX9TC9ee3v13KyK++u6pNLa08stn1/XYa4qIiGQjJRYi0iMamlv4/UvlnDG1hOkjB/bY644f1p9LZo/m3kUb2VXb0GOvKyIikm2UWIhIj/jX29uprG3kk6dO7PHX/ty8MhqaW7nrxQ09/toiIiLZQomFiPSIexdtZOzQvpxaVtzjr102vIjzjhzJ3QvfYe9+9RAlIiLSHZRYiEi3W7+zlpfXV3H58eNSOsp2R3z+zDJqGpr50ysa10JERKQ7KLEQkW5376KN5OUYH5gzJrQYZo4exNyyYfzhpXdo1mjcIiIiKafEQkS6VUNzC399bTPnHDGC4QMKQ43l46dMZNveeh5fVhFqHCIiIr2REgsR6VbPrtrJ7romPjhnbNihcOb04Ywb2o/5C9WIW0REJNWUWIhIt/r70q0M61/AqVN6vtF2rNwc46pTJvBq+W7e3rI37HBERER6laxLLMwsx8y+ZGYrzazezDaZ2c1m1j/Vy5vZB83sd2b2hpk1mZkzswkJ1ntxUHalme0zs61m9qSZvaeLmywSmpr6Jp5cUcEFR48iPzc9vm4+MGcM/Qpy+d2L5WGHIiIi0qukxy99z7oVuAVYDlwH3A98EXjEzJLZHx1Z/nPA5cB+oL1hf+8A5gKPANcDtwGlwGNm9l9JxCWSdh5fVkFDcyuXzC4NO5QDBhbm8/7jxvDIG1vZva8x7HBERER6jbywA+hJZjYTnww84Jy7LGr6BuBn+CTgnhQu/zFgq3Ou2cx+DkxrI7wPO+eejnm9nwNLgBvN7P+cc7uT21KR9PD3pVsYO7Qvx44bHHYoh/jwieO4+6V3eGDJllAG7BMREemNsu2OxRWA4e8GRLsTqAOuTOXyzrmNzrnmZAKLTSqCaXXAP4B82k5KRNLOzpoGXlxbySWzSjELZ+yKRKaPHMjssYO579WNOOfCDkdERKRXyLbE4nigFVgUPdE5Vw8sDeZ35/KdEen4X/1jSkZ5YnkFrQ4uOHpU2KHEdfnxY1ldUcuSTXvCDkVERKRXyLbEYjRQ6ZxriDNvC1BsZgXduHyHmNks4FLgeeec+seUjPKvZdsZP6wf00cOCDuUuC6cNZp+Bbnct2hT2KGIiIj0CtmWWPQD4iUFAPVRZbpr+aSZWQnwAL7h9zXtlL3WzBab2eKdO3em4uVFumTv/iZeWlfJuTNHpl01qIiiPnlcdPRoHnlzK7UNSdVYFBERkTZkW2JRB/RJMK8wqkx3LZ8UMxsKPIG/Q/Je59zqtso75+5wzs1xzs0pKSnp6suLdNkzK3fQ1OI4d+bIsENp0+UnjKWusYVH3tgadigiIiIZL9sSi6346krxkoNSfDWntvqf7Ory7QqSiieB6fik4rBG3SLp7vFl2xk+oA/HjB0cdihtmj12MGXDi3jw9S1hhyIiIpLxsi2xeBW/zSdETzSzQmA2sLibl29TVFJxBPA+59zjXVmfSBjqm1pYsGon7545gpyc9KwGFWFmvO+YUhaVV7F5d5dvNoqIiGS1bEss7gMccEPM9E/h20b8KTLBzCab2fTOLt9RZjYEX/1pJnCZc+6xzq5LJEwL11Wyv6mFc45I72pQERfPGg3A35eqOpSIiEhXZNUAec65t8zsF8AXzOwB4FFgBn7k7Gc5dHC7p4Dx+HErOrM8ZnY6cHrw55zg+QtmtidY3/ejij8BHAvcCwwxs9gxNRY659Z3ZrtFetKCVTvpm5/LiROHhh1KUsYO7cfxE4bw0JItfG7e5LRtbC4iIpLusiqxCNwAlAPXAhcAlcDtwHecc60pXv4s4MaYaV+J+n90YnFc8HxF8Ij1cUCJhaQ15xzPrNrBKZOHUZifG3Y4SXvvMaX814Nvs3xbNTNHDwo7HBERkYyUbVWhcM61OOduds5Nc871cc6VOue+7JyrjSk3wTl32KXLZJcPyt7knLNEj5iyCcsFj/kp3xkiKba+ch+bqvYzb/rwsEPpkAuOGkV+rvHQEjXiFhER6aysSyxEpPssWOXHUZk3NbO6PR7cr4B504bz96VbaWl1YYcjIiKSkZRYiEjKLFi1g7LhRYwdmpJxInvUe2eXsqOmgZfX7wo7FBERkYykxEJEUqKusZlX1ldx5rTMulsR8a4ZwxnQJ4+/L1V1KBERkc5QYiEiKbFw7S4aW1qZNy2z2ldEFObncvYRI/j38gqaWpLpx0FERESiKbEQkZRYsHoH/QtymTNhSNihdNr5R41iT10TL61TdSgREZGOUmIhIinxwppKTpo0jD55mdPNbKzTphRT1CePR9/aFnYoIiIiGUeJhYh02ZY9+ynfVccpZcVhh9Ilhfm5vGvGcB5ftl3VoURERDpIiYWIdNnCtZUAzC0bFnIkXXfekaPYXdfEK+urwg5FREQkoyixEJEue2ndLob1L2Dq8AFhh9Jl86aV0K8gl3+qOpSIiEiHKLEQkS5xzrFw3S5OnjyMnJzDBqvPOIX5uZw13VeHalZ1KBERkaQpsRCRLllfuY/t1fWcMjmz21dEu+CoUVTta2TRBlWHEhERSZYSCxHpkoVB16y9oX1FxLxpw+mbn8ujb6s6lIiISLKUWIhIlyxcW0np4L6MG9ov7FBSpm9BLmdMLeGJ5RW0trqwwxEREckISixEpNNaWx0vrd/FKZOHYZb57SuinXPECCqqG3hry96wQxEREckISixEpNNWbK9mT10Tp/SialARZ00fTm6O8cTyirBDERERyQhKLESk0yKNm0+c2PsSiyH9C5gzfogSCxERkSQpsRCRTnu1vIrSwX0ZPbhv2KF0i3OOGMGqiho27qoLOxQREZG0p8RCRDrFOceiDbs5YeLQsEPpNu8+YiQA/16+PeRIRERE0p8SCxHplPJddVTWNnD8hN6bWIwb1o9pIwaoOpSIiEgSlFiISKe8GrSvOGHikJAj6V7nHDGCV8ur2L2vMexQRERE0poSCxHplEXlVQztX8DkkqKwQ+lW5xwxglYHT6/cEXYoIiIiaU2JhYh0yqvlVcwZP6TXjV8R66jSQYwY2EfVoURERNqhxEJEOmxHdT3v7Krr1Q23I3JyjLNnjOC5NTupb2oJOxwREZG0pcRCRDpsUblvX9GbG25HO+eIEdQ1tvDS+l1hhyIiIpK2lFiISIe9uqGKfgW5zBw9MOxQesRJk4ZRmJ/DArWzEBERSUiJhYh02OJ3dnPMuMHk5WbHV0hhfi5zJxfzzKqdOOfCDkdERCQtZcdZgYikTF1jMyu313DsuN7dzWysedOHs7GqjnU794UdioiISFpSYiEiHfLm5r20tLqsSyzOnFYCwIJVqg4lIiISjxILEemQJRv3ADB77OBQ4+hpY4b0Y+qIIo1nISIikoASCxHpkCUbdzOxuD9D+heEHUqPO3PacF4tr6KmvinsUERERNKOEgsRSZpzjiWb9nBMlt2tiDhz+nCaWhwvrlW3syIiIrGUWIhI0rbs2c/OmgaOGTc47FBCcdz4IQwozOMZVYcSERE5jBILEUna60H7imOyrOF2RH5uDqdPKeGZVTvU7ayIiEgMJRYikrQlG3dTmJ/DtJEDwg4lNPOmlbCjpoFlW6vDDkVERCStKLEQkaQt2biHo8cMJj9LBsaL5wx1OysiIhJX9p4diEiHNDS3sHxrdda2r4gYPqCQo8cMUrezIiIiMZRYiEhSlm2tprGllWPGZmf7imjzpg1nyaY9VO1rDDsUERGRtKHEQkSSsuRAw+3BocaRDs6cVoJz8PyanWGHIiIikjaUWIhIUl7fuJvSwX0ZMbAw7FBCd/SYwQzqm8/zayrDDkVERCRtKLEQkaS8sWkPs7N0YLxYuTnGqWXFPL9mp7qdFRERCSixEJF2Ve1rZPPu/Rw9ZlDYoaSN06cWU1HdwKqKmrBDERERSQtKLESkXW9t2QvAUUosDjh9qu929rnVamchIiICSixEJAlvbd4DwJGlSiwiRg3qy5ThRWpnISIiElBiISLtemPzXiYV92dgYX7YoaSV06eW8MqGKvY3toQdioiISOiUWIhIu97avFfVoOI4bUoxjc2tvLJhV9ihiIiIhE6JhYi0aUd1Pdur6zlK1aAOc+LEYRTk5ag6lIiICEosRKQdkYbbs9TV7GH6FuRy4sShasAtIiJCFiYWZpZjZl8ys5VmVm9mm8zsZjPrn+rlzeyDZvY7M3vDzJrMzJnZhDbWPdrM7jaznWa238wWm9kHurC5Il325ua95BgcMWpg2KGkpdOnlLBmRy1b9+wPOxQREZFQZV1iAdwK3AIsB64D7ge+CDxiZsnsj44s/zngcmA/sK6tlZrZUOAF4FLgl8D1QC3wFzP7eFJbJtIN3tqyl7LhRfTvkxd2KGkp0u3s82t010JERLJbVp0pmNlMfDLwgHPusqjpG4Cf4ZOAe1K4/MeArc65ZjP7OTCtjfD+E5gIXOyceyRY72+Bl4CfmNn9zrnajmyvSFc553hz817OCE6e5XBTRxQxYmAfnltTyYeOHxd2OCIiIqHJtjsWVwAG3BYz/U6gDrgylcs75zY655qTjO3DwLpIUhEs3wLcDgwFzk9yPSIps726nsraBo243QYz47QpJbywppKWVhd2OCIiIqHJtsTieKAVWBQ90TlXDywN5nfn8nGZ2SigFHg5zuzItE6tW6Qr3tysEbeTcfrUEvbub+LNYCBBERGRbJRticVooNI51xBn3hag2MwKunH5ttYbWUe89YJPPER61Fub95KbY2q43Y7Tyooxg+dWq9tZERHJXtmWWPQD4iUFAPVRZbpr+bbWS4J1t7teM7s26EFq8c6dakAqqfPmlr1MHTGAwvzcsENJa0P6F3B06SCeUwNuERHJYtmWWNQBfRLMK4wq013Lt7VeEqy73fU65+5wzs1xzs0pKVEjW0kN5xxvb9nLUaW6W5GMU6cUs3TTHmrqm8IORUREJBTZllhsxVdXincCX4qv5tTYjcu3td7IOuKtF+JXkxLpNtur66na18jM0WpfkYy5ZcW0tDoWbagKOxQREZFQZFti8Sp+m0+InmhmhcBsYHE3Lx+Xc24bPnE4Kc7syLROrVuks5ZtqQZg5mjdsUjGceOHUJifw/Nr1M5CRESyU7YlFvcBDrghZvqn8G0Y/hSZYGaTzWx6Z5fvhHuByWZ2UVQMufhxM/YAj3Zh3SIdtmxrNWYwQw23k9InL5cTJg7jxbVKLEREJDtl1QB5zrm3zOwXwBfM7AH8yfoM/MjZz3Lo4HZPAePx41Z0ZnnM7HTg9ODPOcHzF8xsT7C+70cV/1/gA8A9ZnYL/g7GFfhuZq9xztV0betFOmb5tr1MHNZfI253wKllw/jBoyupqK5nxMDC9hcQERHpRbLxjOEGoBy4FrgAqMQPQvcd51xripc/C7gxZtpXov5/ILFwzu0ys7n4BOPzQBGwHLjcOXdfEnGJpNSyrdXMGjs47DAyytyyYgBeXFvJpceOCTkaERGRnpV1iUUwmvXNwaOtchO6snxQ9ibgpg7EtgX4aLLlRbrL3romNu/ez4dPHBd2KBllxsiBDO1fwAtKLEREJAtlWxsLEUnCsm1+xG31CNUxOTnGKZN9OwvnXNjhiIiI9CglFiJymOVb1SNUZ51aVkxFdQNrd9SGHYqIiEiPUmIhIodZvrWaEQP7UFyUaDxISSTSzuIF9Q4lIiJZRomFiBxm2dZqjlA3s50ydmg/xg/rp25nRUQk6yixEJFD1De1sHZnrdpXdMHcsmJeXl9FU0syHc2JiIj0DkosROQQqytqaGl1al/RBaeWFVPb0Mybm/eEHYqIiEiPUWIhIodYdqDhtu5YdNYpk4dhBi+s2RV2KCIiIj1GiYWIHGLZ1r0M6JPH2KF9ww4lYw3uV8BRpYPUzkJERLKKEgsROcSyrdXMGD0QMws7lIw2t6yY1zfuprahOexQREREeoQSCxE5oKXVsXJbjdpXpMCpZcU0tzoWbVB1KBERyQ5KLETkgA2V+9jf1KL2FSlw3Pgh9MnLUTsLERHJGkosROSAZVv3AhpxOxUK83M5fsJQtbMQEZGsocRCRA5Yub2G/FxjcklR2KH0CnPLillVUcOOmvqwQxEREel2SixE5ICV26opGz6Agjx9NaTCqWXFACxcq+pQIiLS++nsQUQOWLm9hukjB4QdRq9xxOiBDO6Xz/NrVB1KRER6PyUWIgLAnrpGtu2tV2KRQrk5xtzJxby4thLnXNjhiIiIdCslFiIC+LsVANNHqeF2Kp1SNozt1fWsr9wXdigiIiLdSomFiAC+fQXADN2xSKlIOwv1DiUiIr2dEgsRAfwdi6H9CygZ0CfsUHqVcUP7UTq4rxILERHp9ZRYiAgAK4KG22YWdii9iplxalkxC9ftoqVV7SxERKT3UmIhIrS2OlZvr2GaqkF1i1PKhlFT38xbW/aGHYqIiEi3UWIhImysqmN/UwszRqrhdnc4ZbLaWYiISO+nxEJEWLndN9yePkp3LLpDyYA+TB85QImFiIj0akosRIQV22rIMZgyXIlFd5lbVszid3ZT39QSdigiIiLdQomFiLByezUTivvTtyA37FB6rbllw2hsbmVx+e6wQxEREekWSixEhJXba9S+opudMHEYeTnGi+tUHUpERHonJRYiWW5fQzPv7KpjunqE6lZFffKYPXaw2lmIiEivpcRCJMutqqgBUFezPWBuWTFvbdnL3rqmsEMRERFJOSUWIllu5TafWMwYpapQ3W1uWTHOwUvrdddCRER6HyUWIllu5fZqivrkUTq4b9ih9Hqzxw6mX0EuL67dFXYoIiIiKafEQiTLrdzmR9zOybGwQ+n1CvJyOHHiULWzEBGRXkmJhUgWc86xcnu1Gm73oLllxayv3MfWPfvDDkVERCSllFiIZLFte+uprm9mutpX9Ji5ZcUAumshIiK9jhILkSy2cns1ADN0x6LHTBsxgGH9C1i4Tu0sRESkd1FiIZLFVgQ9Qk1VYtFjcnKMU8qKeWFtJc65sMMRERFJGSUWIlls5fYaSgf3ZWBhftihZJW5k4exs6aBtTtqww5FREQkZZRYiGSxlduqmTFKdyt6WqSdxQtqZyEiIr2IEguRLNXQ3ML6yn0acTsEY4f2Y9zQfhrPQkREehUlFiJZav3OfbS0OqaNVI9QYZhbVszL63fR3NIadigiIiIpocRCJEutrggabo8oCjmS7DS3bBi1Dc28sXlv2KGIiIikhBILkSy1uqKGvBxjUrESizCcMtm3s1iodhYiItJLKLEQyVKrttcyobg/BXn6GgjD0P4FHDFqoBpwi4hIr6EzCpEstbqihmkj1HA7TKdOKWbJxj3UNTaHHYqIiEiXKbEQyUJ1jc1s2l3HVCUWoZpbVkxjSyuvlu8OOxQREZEuU2IhkoXW7qjFOTXcDtvxE4aQn2tqZyEiIr2CEguRLLS6wo/4PFVjWISqX0Eex44bonYWIiLSKyixEMlCqytqKMjNYfzQfmGHkvXmlhWzfFs1Vfsaww5FRESkS7IusTCzHDP7kpmtNLN6M9tkZjebWf/uWN7MzjezhWa2z8yqzOx+M5uYoOzJZvawmW02s/1mts7M7jSzSV3ZZpFYq7bXMHl4EXm5WfcVkHbmlhXjHLy0TqNwi4hIZsvGs4pbgVuA5cB1wP3AF4FHzCyZ/ZH08mZ2KfAPoC/wNeDHwOnAi2Y2Oqbse4AXgOnAz4N1Pwx8GFhsZqWd2ViReNZU1DBN7SvSwqwxgyjqk8eL61QdSkREMlte2AH0JDObiT9hf8A5d1nU9A3Az4DLgXtSsbyZ5QO3A5uA05xztcH0x4DXgJuAa6NW/yWgBTjFOVcZte5lwJ3AB4DbOrflIgdV1zexdW89U9QjVFrIy83hpElDeVHtLEREJMNl2x2LKwDj8BP0O4E64MoULn8GMBr4TSSpAHDOLQUWAB8Kko+IgUA9ENvv5NbgeV87sYkkZU3QcFtjWKSPUyYX886uOjZV1YUdioiISKdlW2JxPNAKLIqe6JyrB5YG81O1fOT/L8VZz8v4RGJq1LTHgQHA781slpmVmtm5wM3ACuDP7cQmkpTVFTUATFOPUGnj1CnFACxUdSgREclg2ZZYjAYqnXMNceZtAYrNrCBFy4+Omh6vLEB0u4kfAr8E3o9PUjYD/wLWAyc552raiEskaau219A3P5fSwX3DDkUCU4YXUTKgDy+uVQNuERHJXNmWWPQD4iUF4KshRcqkYvnIc7zy8V6rBZ9wPAlcA1yKv1txNvDnmGpThzCza81ssZkt3rlzZxvhi8CaHTVMHVFETo6FHYoEzIy5k4excF0lzrmwwxEREemUbEss6oA+CeYVRpVJxfKR53jl473WfOCTwAecc791zj3onPsqcD1wHnBVoqCcc3c45+Y45+aUlJS0Eb4IrNpeq4bbaeiUsmIqaxtZVaGbkyIikpmyLbHYiq+uFO9kvxRfzamtUao6svzWqOnxykJQJcrMxgEfAf7pnNsfU/b+4PmMNuISSUrVvkYqaxvUcDsNzS3z7SxeWKN2FiIikpmyLbF4Fb/NJ0RPNLNCYDawOIXLvxo8nxxnPScB1cDq4O9IopEbp2xezLNIp0Uabk9Vw+20Uzq4LxOL+6vbWRERyVjZlljcBzjghpjpn8K3d/hTZIKZTTaz6Z1dHngW2AZcY2YHRiIzs1nAPOB+51xTMHkVvo3Fe81scMy6rw6eX0Wkiw4kFhocLy3NLRvGKxuqaGppDTsUERGRDsuqq+DOubfM7BfAF8zsAeBRYAZ+5OxnOXRwvKeA8fhxKzq8vHOuycyuxycjz5vZnfguZr8E7ARujCpbZWa3AV8BlgRlq4C5+CpS64DfpHBXSJZaXVHDgMI8Rg4sbL+w9LhTy4r548sbWbppD8dPGBp2OCIiIh2SVYlF4AagHD/q9QVAJX6E7O8455K5TJj08s65+81sP/At4Cf4HqKeAr7unIvthvZr+DsX1wDfxDf63oLvgvYm51x1xzZT5HCrt9cydcQAzNQjVDo6adIwzODFtZVKLEREJONkXWLhnGvBd+N6czvlJnRl+ajy/wD+kUQ5hx/B+85k1ivSUc45Vu+o4bwjR4UdiiQwuF8BR5UO4sW1ldxw9tT2FxAREUkj2dbGQiRr7axpYE9dE9PUviKtnTK5mCUb97CvoTnsUERERDpEiYVIllh1oOG2eoRKZ6eWFdPc6li0oSrsUERERDpEiYVIllhdUQuoq9l0N2fCEAryctTtrIiIZBwlFiJZYvX2Gob2L6C4KNHg8ZIOCvNzmTN+CC8osRARkQyjxEIkS6zeUaPxKzLE3LJiVm6vobK2IexQREREkqbEQiQLOOdYvb2GaWpfkRHmlhUDsHDdrpAjERERSZ4SC5EssGXPfvY1tjBFiUVGOKp0EAMK81io6lAiIpJBlFiIZIE1QcPtaWq4nRFyc4yTJw1TOwsREckoSixEssCBrmaHK7HIFHPLitm8ez8bd9WFHYqIiEhSlFiIZIHVFTWMGNiHQf3yww5FkhRpZ6G7FiIikimUWIhkgdUVNRoYL8NMLunPyIGFvLhOiYWIiGQGJRYivVxLq2NNRa0SiwxjZpxSNoyFaytpbXVhhyMiItIuJRYivdymqjoamlvV1WwGOrWsmN11TSzfVh12KCIiIu1SYiHSyx1ouK0eoTLOwfEsVB1KRETSnxILkV5u9XafWEwZrlG3M82IgYWUDS/ihbUaKE9ERNKfEguRXm71jlpKB/elf5+8sEORTpg7eRivbqiiobkl7FBERETalNaJhZlNNbPPmdmfzWyhma02szfM7Akz+7GZnW9mhWHHKZLO1lTUMHWE7lZkqrllxexvamHJxj1hhyIiItKmtLyEaWaXA58D5kYmxSn2LuDLwB4zmw/c7pwr75EARTJEc0sr63fu44xpJWGHIp104qRh5BgsXFvJSZOGhR2OiIhIQml1x8LMzjSzJcA9wJHA74FrgdnASKAAGARMAs4HvgesAr4ErDCzH5nZwBBCF0lL5bvqaGxp1YjbGWxQ33yOHjNYA+WJiEjaS7c7Fk8BrwMfAh52zjXEKVMTPMqBfwE3mdkU4DPAF4BafMIhkvXWRHqEUlezGW1u2TB+9ex6auqbGFCo0dNFRCQ9pdUdC+Ay59wc59z9CZKKuJxza5xzXwEmA090X3gimWV1RS1mUKYeoTLa3LJiWlodr6yvCjsUERGRhNIqsXDOPdjF5bc7515OVTwimW71jhrGDulH34LcsEORLjh23BD65OXwosazEBGRNJZWiYWIpJZ6hOodCvNzOWHiUF5UOwsREUljaZdYmNl6M/u7mQ1OsvyNZtbczWGJZJzGZt8j1BS1r+gVTplczOqKWnZU14cdioiISFxpl1gAE4ALgZeDRtnJiNcdrUhWK9+1j+ZWpzsWvcRpU4oBeH6N7lqIiEh6SsfEAmA7MBWfXJwddjAimWh10CPUFHU12yscMWogxUUFPLdmZ9ihiIiIxJWuicWvgS8CA4FHzewLIccjknFWV9SSox6heo2cHOO0KSU8v6aS1lYXdjgiIiKHSdfEAufcz4ELgDrgp2b2KzNT1zYiSVpTUcO4of0ozNfHprc4fWoxVfsaeXvr3rBDEREROUzaJhYAzrl/AycB64FPAf82syHhRiWSGVZX1Kjhdi9z2pQSAJ5brepQIiKSftI6sQBwzq0ETgCeBc4EXjGz6eFGJZLeGppbKN9Vp4bbvUxxUR+OLB3Ic6vVgFtERNJP2icWAM653cA5wB1AGfCSmb0n3KhE0teGyn20tDqm6o5Fr3P6lBJe37ib6vqmsEMRERE5REYkFgDOuRbn3GeA64Ei4BEz+1LIYYmkpdUVtYB6hOqNTp9aQnOrY+HaXWGHIiIicoiMSSwinHO3A+cDtcBPgM+GG5FI+llTUUOOwaSS/mGHIil27LghFPXJU7ezIiKSdjIusQBwzj3BwUbdw0MORyTtrK6oYcKw/uoRqhcqyMvh5MnDeG71TpxTt7MiIpI+0jGx+D2wtL1CzrlV+EbdjwIbuzkmkYyypqKWKWq43WudPrWEzbv3s6FyX9ihiIiIHJB2iYVz7uPOuYeTLLvbOXehc25id8clkinqm1oo37VPDbd7sTOCbmefVbezIiKSRtIusRCRrlm/cx+tDo1h0YuNG9aPicX9NZ6FiIiklbRKLMzs/V1cfpSZnZyqeEQy0ZodNQAaw6KXO31KMS+vr6KhuSXsUERERIA0SyyAv5jZa2b2ITPrk+xCZjbNzG4F1gJnd194IulvdUUNuTnGxGL1CNWbnT61hP1NLSwu3x12KCIiIgDkhR1AjHcBtwL3AnvN7O/Ai8BiYBuwGygEhgHT8T1DnQvMAZqAnwK39XjUImlkdUUtE4v70ydPPUL1ZidNGkZ+rvHc6p3MLSsOOxwREZH0Siycc8+Y2THAFcDngY8BH21jEQP24BOKnznnyrs7RpF0t6aihiNGDww7DOlm/fvkcfyEoTy7eiffOH9G2OGIiIikV2IB4HzH7PcA95jZNHzVplOBcfg7FfuBHcCbwALgaefc/nCiFUkv9U0tvFNVxyWzS8MORXrA6VNL+N/HVlJRXc+IgYVhhyMiIlku7RKLaMFYFauAX4Qdi0gmWLujFudQV7NZ4vQpPrF4bvVOPjBnbNjhiIhIlku3xtsi0gWrK9QjVDaZMWoAJQP6aDwLERFJC0osRHqR1RW15OcaE9QjVFYwM86YWsLzayppbmkNOxwREclySixEepE1FTVMLO5Pfq4+2tnizGnD2bu/iSWb9oQdioiIZDmdfYj0Iqt31GjE7Sxz2tRi8nKMZ1buCDsUERHJclmXWJhZjpl9ycxWmlm9mW0ys5vNLKm6Ix1d3szON7OFZrbPzKrM7H4zm9jG+i8wsyfNbLeZ1ZnZajP7eWe3V7JHXWMzm6r2M3W4EotsMrAwnzkThvC0EgsREQlZ1iUW+AH4bgGWA9cB9wNfBB4xs2T2R9LLm9mlwD+AvsDXgB8DpwMvmtno2BWb2Y1B+WbgxmC9fwbGdHgrJeus3VELqOF2Njpz2nBWbq9h2171vC0iIuFJ6+5mU83MZuKTgQecc5dFTd8A/Ay4HD+GRpeXN7N84HZgE3Cac642mP4Y8BpwE3Bt1DrODqZ9xzn3va5vrWSb1RU+sVBVqOxz1vTh/PCxlTyzcicfPnFc2OGIiEiWSts7FmY2zswuM7NLzSxVHbRfgR+t+7aY6XcCdcCVKVz+DGA08JtIUgHgnFuKH9jvQ0HyEfFN/MB/PwQws6Ik76CIAL7hdkFuDhOG9Qs7FOlhZcOLKB3cV9WhREQkVGl54mpmPwHWA3/BVzXaYGY/TsGqjwdagUXRE51z9cDSYH6qlo/8/6U463kZGAhMBQjaZ5wOvAJ80sy2ADVArZn92cxGtBOXCKsraphU0p889QiVdcyMs6YP58W1lTQ0t4QdjoiIZKm0OwMxsyuAL+PvDKzEj7xtwJeDeV0xGqh0zjXEmbcFKDazghQtPzpqeryyAKXBcxmQC5wE/BR/B+RS4FfAB4BnzCzhZWgzu9bMFpvZ4p07NVBWtlpdUatqUFnszOkl7G9q4ZX1VWGHIiIiWSrtEgvgGnzj5bOdczOdc0cA5+LvFHyyi+vuB8RLCgDqo8qkYvnIc7zysWUjZ4MlwBecczc55x50zn0Z+B4wA7gqUVDOuTucc3Occ3NKSkraCF96q30NzWzZs5+pw9VwO1udPKmYPnk5PLNK1aFERCQc6ZhYHA383Tn3TGSCc+5J4O/A7C6uuw7ok2BeYVSZVCwfeY5XPrZspCuXVuAPMWV/HzzPayMuyXJrdqjhdrbrW5DLyZOHaTwLEREJTTomFkPwVaBirQQGd3HdW/HVleKd7Jfiqzk1pmj5rVHT45WFg1WiNgfPu+NUs9oWPA9pIy7JcqsragB1NZvtzpo+nPJddWyo3Bd2KCIikoXSMbHIAZriTG/Ct7XoileD9Z8QPdHMCvF3QxancPlXg+eT46znJKAaWA3gnKsANgJD47SliIxhocuQktCaihoK8nIYPyypcR6llzpz2nAA9Q4lIiKhSMfEAsB103rvC9Z9Q8z0T+HbO/wpMsHMJpvZ9M4uDzyLv9twjZkduIxsZrPw1Zrud85FJ1B/wCdOn45Z92eD50cTb5Zku9UVtUwuKSI3p6u5t2SysUP7UTa8SNWhREQkFOk6QN5NZnZTvBlmFq8vReeca3dbnHNvmdkvgC+Y2QP4k/UZ+BGun+XQwfGeAsYTdZekI8s755rM7Hp8MvK8md2J72L2S8BO/Mja0f4fcBnwEzObCrwBnAp8BHg6WI9IXGsqajh+4tCww5A0cNb04fzuxQ3sa2imf590/YoXEZHeKF3vWFgHHx3ZjhuArwIzgV/gR8u+HbjQOdeayuWdc/cDF+N7hvoJ8HXgeWCuc25LTNlq4DTgDuAS/EjepwA/AC5wzqlzeomrpr6JrXvrmaqG2wLMm1ZCU4vjhbWVYYciIiJZJu0uZznnujXZCU7Qbw4ebZWb0JXlo8r/A/hHkmUr8VWfPtteWZGISI9QSiwE4PgJQynqk8eCVTs4d+bIsMMREZEskq53LEQkSWvUI5REyc/N4bQpxTy1Ygetrd3VXE1ERORwSixEMtzqiloK83MYO6StsR0lm5w9YwQ7ahp4e+vesEMREZEsosRCJMOtrqihbHgROeoRSgJnTR9OjsETyyvCDkVERLKIEguRDLdqe43aV8ghhvQvYM6EoUosRESkRymxEMlgu/c1sqOmgekjlVjIoc6ZMYKV22vYVFUXdigiIpIllFiIZLBVBxpuK7GQQ519xAgAnlyhuxYiItIzlFiIZLBV231iMX3kwJAjkXQzsbg/ZcOLlFiIiEiPUWIhksFWVdQwsDCPEQP7hB2KpKGzZ4zglfVV7N3fFHYoIiKSBZRYiGSwVdtrmD5yIGbqEUoOd84Rw2ludSxYtSPsUEREJAsosRDJUM45Vm+vYZoabksCs8cOobiogCdXKLEQEZHup8RCJENt3VtPTUMzU5VYSAK5OcZZ04ezYNUOGptbww5HRER6OSUWIhlq9YGG20osJLGzZ4ygpr6ZRRuqwg5FRER6OSUWIhlqZZBYTB2uxEISO21KCX3yctQ7lIiIdDslFiIZanVFDaMGFTKoX37YoUga61uQy2lTinlieQXOubDDERGRXkyJhUiGWrm9RgPjSVLOnjGCLXv2s2JbTdihiIhIL6bEQiQDNbW0sm5HrdpXSFLOmjEcM/j38u1hhyIiIr2YEguRDPTOrn00trTqjoUkZfiAQuaMH8K/3lZiISIi3UeJhUgGijTc1hgWkqxzZ45k5fYayiv3hR2KiIj0UkosRDLQ6u015BiUDS8KOxTJEO85ciQAj+muhYiIdBMlFiIZaOX2GiYU96cwPzfsUCRDjBnSj6PHDOJfy5RYiIhI91BiIZKBVlfUqOG2dNi5M0fyxqY9bN2zP+xQRESkF1JiIZJh6hqbeaeqTg23pcPOC6pDqRG3iIh0ByUWIhlm7Y5anEN3LKTDJpUUMW3EAFWHEhGRbqHEQiTDRHqE0h0L6YxzjxzJq+VV7KxpCDsUERHpZZRYiGSY1dtr6JOXw/hh/cMORTLQeUeOxDkNliciIqmnxEIkw6yqqGHKiCJycyzsUCQDTR85gPHD+qmdhYiIpJwSC5EMs2p7DdNGDAw7DMlQZsZ7jhzJS+t2sbeuKexwRESkF1FiIZJBdu9rZEdNgxpuS5ecd+QomlsdT6yoCDsUERHpRZRYiGSQAw23lVhIFxxdOohRgwpVHUpERFJKiYVIBlm5vRqAGUospAtycoxzZ47kuTU7qalXdSgREUkNJRYiGWTFtmqG9S+gZECfsEORDHfRrFE0NrfypKpDiYhIiiixEMkgK7bVMGPUQMzUI5R0zTFjhzB6UCGPvLEt7FBERKSXUGIhkiGaW1pZVVHDjFGqBiVdl5NjXHD0KJ5fs5M9dY1hhyMiIr2AEguRDLGhch+Nza3MGKWuZiU1Lpo1mqYWx+PL1IhbRES6TomFSIZYvi1ouK3EQlLkqNJBjBvaj3+8qepQIiLSdUosRDLEim015Ocak0uKwg5Fegkz46JZo1i4bheVtQ1hhyMiIhlOiYVIhlixrZqy4QMoyNPHVlLnwqNH09LqeExjWoiISBfpDEUkQ6zYVq2G25Jy00cOoGx4Ef94Y2vYoYiISIZTYiGSAXbVNrCjpoEj1L5CUszMuPDoUSwqr6Kiuj7scEREJIMpsRDJACu21QBquC3d48KjR+Mc/FONuEVEpAuUWIhkgBVBj1DTR6oqlKRe2fAiZowayD/eVHUoERHpPCUWIhlgxbZqhg/ow7CiPmGHIr3URbNG8frGPWyqqgs7FBERyVBKLEQywPJt1aoGJd3q4lmjAXhoyZaQIxERkUylxEIkzTU2t7JuZ60SC+lWY4b048SJQ3lwyRacc2GHIyIiGUiJhUiaW7ezlqYWp65mpdu975hS1lfu483Ne8MORUREMpASC5E0F2m4ra5mpbudd9QoCvJyeFDVoUREpBOUWIikuRXbqinIy2Ficf+wQ5FeblDffM6ZMYJH3thKU0tr2OGIiEiGybrEwsxyzOxLZrbSzOrNbJOZ3WxmSZ21dXR5MzvfzBaa2T4zqzKz+81sYhKv81kzc8GjuKPbKb3Him01TBsxgLzcrPu4Sgjee0wpu/Y18vyanWGHIiIiGSYbz1RuBW4BlgPXAfcDXwQeMbNk9kfSy5vZpcA/gL7A14AfA6cDL5rZ6EQvEMz7X6C2Q1smvY5zjhXbqtW+QnrMGVNLGNIvnwdeV3UoERHpmLywA+hJZjYTnww84Jy7LGr6BuBnwOXAPalY3szygduBTcBpzrnaYPpjwGvATcC1CV7qF8A6YBlwZSc2VXqJnTUN7NrXqB6hpMcU5OVw0azR3PfqJqrrmxhYmB92SCIikiGy7Y7FFYABt8VMvxOoo/2T+I4sfwYwGvhNJKkAcM4tBRYAHwqSj0OY2fuAi4HPAC3txCO93PKg4bYSC+lJ7z2mlIbmVv719vawQxERkQySbYnF8UArsCh6onOuHlgazE/V8pH/vxRnPS8DA4Gp0RPNbCDwc+DXzrlFcZaTLLNsqxIL6XnHjB3MxOL+PKjqUCIi0gHZlliMBiqdcw1x5m0Bis2sIEXLj46aHq8sQGnM9B/h35NvtBHDYczsWjNbbGaLd+5Ug8veZNnWvYwf1o9BfVUdRXqOmfHe2aW8vGEXm3fXhR2OiIhkiGxLLPoB8ZICgPqoMqlYPvIcr/xhr2Vmc4FPA192znVodCrn3B3OuTnOuTklJSUdWVTS3Ntbqjly9KCww5AsdOmx/rrH317TXQsREUlOtiUWdUCfBPMKo8qkYvnIc7zyh5QN7nLcATzpnLu3jdeXLLK3romNVXXMLFU1KOl5Y4f2Y+7kYu5/bROtrS7scEREJANkW2KxFV9dKd7Jfim+mlNjipbfGjU9Xlk4WCXq88B04BYzK4s8gEgfoxPNbFIbcUkvtGybv3GlOxYSlg/MGcPm3ftZuG5X2KGIiEgGyLbE4lX8Np8QPdHMCoHZwOIULv9q8HxynPWcBFQDq4O/xwfrfQxYE/W4NJi/CHizndikl1m2xTfcnjladywkHOfOHMnAwjz+snhT2KGIiEgGyLbE4j7AATfETP8Uvr3DnyITzGyymU3v7PLAs8A24BozK4pa7yxgHnC/c64pmPw74ANxHguC+Z9A41lknbe37mX0oEKGFSWqfSfSvQrzc3nvMaX8a9l29tY1tb+AiIhktawaIM8595aZ/QL4gpk9ADwKzMCPnP0shw6O9xT+ToJ1ZnnnXJOZXY9PRp43szvxXcx+CdgJ3BhV9g3gjdh4zezC4L+POOcqu7j5kmGWba1mZqmqQUm4PjhnLHe/9A4PLd3CVadMCDscERFJY9l2xwL83YavAjPxI1xfjh8h+0LnXGsql3fO3Y8f7K4B+AnwdeB5YK5zTl2tSEJ1jc2s21mr9hUSuiNLBzFz9EBVhxIRkXZl1R0LAOdcC3Bz8Gir3ISuLB9V/h/APzoW5YFlrwau7syyktlWbKvGOThSPUJJGvjgnLHc+PAy3t6ylyN1F01ERBLIxjsWImnv7aDhtk7iJB28d3YpBXk5umshIiJtUmIhkobe3rKX4qI+DB+ghtsSvkH98nnPzJE8tGQL9U0tYYcjIiJpSomFSBp6e2s1R5YOxMzaLyzSAz50/Fiq65t59K1tYYciIiJpSomFSJqpb2phTUWNxq+QtHLK5GFMKu7PH19+J+xQREQkTSmxEEkzqytqaG516hFK0oqZ8eETx/H6xj0s27o37HBERCQNKbEQSTNquC3p6v3HjaFPXg5/fHlj2KGIiEgaUmIhkmbe3rqXgYV5jBnSN+xQRA4xuF8BF88azd+XbqGmXiNxi4jIoZRYiKSZZcFYAWq4LenoypPGU9fYwoNLNManiIgcSomFSBppbG5lxbYajlI1KElTs8YO5qjSQfzx5XdwzoUdjoiIpBElFiJpZOX2ahpbWpk1dnDYoYgkdOVJ41hdUcuiDVVhhyIiImlEiYVIGnlj0x4Ajh6jOxaSvi6eVcqAwjz++IoacYuIyEFKLETSyBub91JcVEDpYDXclvTVtyCX9x83hn+9vY2dNQ1hhyMiImlCiYVIGnlj0x6OHjNYDbcl7V150niaWhx/ekUD5omIiKfEQiRN1NQ3sXZnLbPGDA47FJF2TS4p4sxpJfzx5XdoaG4JOxwREUkDSixE0sRbW/biHMwaq/YVkhk+cepEKmsbeXjp1rBDERGRNKDEQiRNvLl5LwBH646FZIhTy4qZOqKIu14sV9ezIiKixEIkXbyxaQ/jhvZjaP+CsEMRSYqZ8Ym5E1mxrZqX1u8KOxwREQmZEguRNPHGpj0av0IyznuPKWVo/wLueqE87FBERCRkSixE0sCOmnq27q1nlsavkAxTmJ/LR04cx1MrKyiv3Bd2OCIiEiIlFiJp4M1Nvn2F7lhIJvroSePJyzF+9+KGsEMREZEQKbEQSQNvbN5DjsHM0QPDDkWkw4YPLOSiWaP5y+LN7N7XGHY4IiISEiUWImngjc17mTpiAP0K8sIORaRTPnPGZPY3tfD7l8rDDkVEREKixEIkZK2tzjfcVjezksGmjhjA2TNGMH9hOXWNzWGHIyIiIVBiIRKy9ZX72Lu/iWPHDw47FJEu+ey8Seypa+LPizaFHYqIiIRAiYVIyF5/ZzcAx40fEnIkIl1z3PihnDBhKL95fj2Nza1hhyMiIj1MiYVIyF57ZzeD+uYzqbgo7FBEuuyz8yazdW89D7+xNexQRESkhymxEAnZaxt3c+y4weTkWNihiHTZvGklTB85gF8/u47WVhd2OCIi0oOUWIiEaE9dI2t31KoalPQaZsZn501mzY5anlhREXY4IiLSg5RYiIRoycY9AByrxEJ6kQuOGsWEYf346ZNrcE53LUREsoUSC5EQvb5xN7k5pq5mpVfJy83hurOmsHxbNU8s110LEZFsocRCJESvvbObGaMG0L+PBsaT3uWS2aOZMKwft+muhYhI1lBiIRKS5pZWlm7aw3HjVA1Keh/dtRARyT5KLERCsnJ7DXWNLWpfIb2W7lqIiGQXJRYiIXl9owbGk95Ndy1ERLKLEguRkLz2zm5GDOxD6eC+YYci0m0idy1ufXKNxrUQEenllFiIhOS1d3Zz3PghmGlgPOm98nJzuP7sKazYVs0jb2o0bhGR3kyJhUgItu3dz+bd+zlWDbclC1wyq5QZowZy879X09jcGnY4IiLSTZRYiITglfVVAJw0aVjIkYh0v5wc4z/eM42NVXXcu2hj2OGIiEg3UWIhEoJXNuxiQGEeM0YNDDsUkR4xb2oJJ04cyu1Pr2FfQ3PY4YiISDdQYiESglfWV3H8hKHk5qh9hWQHM+M/z5tOZW0jv3l+Q9jhiIhIN1BiIdLDdlTXs75yHydOHBp2KCI96phxQ3jPzJHc8dw6Kmsbwg5HRERSTImFSA97ZYNvX3Gi2ldIFvrqudOob27ltidXhx2KiIikmBILkR72yoZd9C/I5cjRal8h2adseBFXnjiOe17ZyMrt1WGHIyIiKaTEQqSHvbK+iuMmDCUvVx8/yU43nD2VAYX5/Pcjy3FOg+aJiPQWOrMR6UG7ahtYs6NW7Sskqw3pX8CXzp7CwnW7+PfyirDDERGRFFFiIdKDFm2IjF+hxEKy20dOGs+U4UX8zz9X0NDcEnY4IiKSAlmXWJhZjpl9ycxWmlm9mW0ys5vNrH93LG9m55vZQjPbZ2ZVZna/mU2MKWNmdqWZ/dnM1ppZnZltNLOHzezEVGy3pIeX1++ib34uR5UODjsUkVDl5+bw7QuPYGNVHXe9UB52OCIikgJZl1gAtwK3AMuB64D7gS8Cj5hZMvsj6eXN7FLgH0Bf4GvAj4HTgRfNbHRU0T7AH4BpwJ+D9d4BHAu8ZGZXdmpLJe28sLaSEyYOpSAvGz96Ioc6fWoJ75o+nJ8/vYbte+vDDkdERLooL+wAepKZzcSftD/gnLssavoG4GfA5cA9qVjezPKB24FNwGnOudpg+mPAa8BNwLXBKpqBec65Z2Ne705gGXCzmd3jnGvt9MZL6Lbt3c+6nfu4/PhxYYcikja+c9ERvPvW5/jvfyzj/z5yXNjhiIhIF2TbZdMrAANui5l+J1AHtHdnoCPLnwGMBn4TSSoAnHNLgQXAh4LkA+dcc2xSEUyvAJ4FhgcPyWAvrKkE4NQpxSFHIpI+xg/rz3VnlfHoW9t5ZuWOsMMREZEuyLbE4nigFVgUPdE5Vw8sDeanavnI/1+Ks56XgYHA1CRiHgM0AnuSKCtp7IW1lRQXFTBtxICwQxFJK9eePpmy4UV8++9vs79RDblFRDJVtiUWo4FK51xDnHlbgGIzK0jR8qOjpscrC1DaVrBmdj5wAnBfkLxIhnLO8eLaSuaWFZOTY2GHI5JWCvJy+P57j2Tz7v387Ok1YYcjIiKdlG2JRT8gXlIAUB9VJhXLR57jlW/3tcxsCr5B9xbgK23EhJlda2aLzWzxzp072yoqIVm5vYbK2kbmlqkalEg8J00axvuPG8Odz61n1faasMMREZFOyLbEog7fA1M8hVFlUrF85Dle+TZfK+iO9inAAec559rMFpxzdzjn5jjn5pSUlLRVVELy4tqgfYUSC5GEvnn+DAYU5vH1v71JS6tG5BYRyTTZllhsxVdXineyX4qv5tSYouW3Rk2PVxbiVJMyswnAM0ARcI5z7q024pEM8cLaSiaV9Gf04L5hhyKStob2L+C7lxzJ0k17uPP59WGHIyIiHZRticWr+G0+IXqimRUCs4HFKVz+1eD55DjrOQmoBlbHrGcCvseoQfikYkk78UgGaGhu4ZX1VZymuxUi7bro6FG8Z+ZIbvn3atZUqEqUiEgmybbE4j589aIbYqZ/Ct/e4U+RCWY22cymd3Z5fDex24BrzKwoar2zgHnA/c65pqjp4/F3KgYD73bOvdahLZO0tWhDFfubWjhtiqqpibTHzPjee4+kf59cvnr/GzS3aPgeEZFMkVUD5Dnn3jKzXwBfMLMHgEeBGfiRs5/l0MHxngLG48et6PDyzrkmM7sen4w8Hwx2NxD4ErATuDFS1swG4JOKCfhB9aaZ2bSY8J8IxrWQDPP0yh30yctRw22RJJUM6MN/X3Ik1927hDueX8/n5pWFHZKIiCQhqxKLwA1AOX7U6wuASvzJ/HeSHNk66eWdc/eb2X7gW8BP8D1EPQV83TkX3b5iGDAx+P91CV73TECJRQZ6ZuUOTp48jL4FuWGHIpIxLjx6FI+9vY3bnljDGVNLmDl6UNghiYhIO8w59bzRm8yZM8ctXtxeUxHpKet31nLWzc/y35fM5GMnTwg7HJGMUrWvkffc9hwDCvN45LpT6VeQjdfCRHo3M3vNOTcn7DgkNbKtjYVIj3p65Q4Azpw2PORIRDLP0P4F3Pqh2ayv3Mf3/rE87HBERKQdSixEutHTK3cwdUQRY4e2Ne6iiCQyt6yYT58+mXsXbeLRt7aFHY6IiLRBiYVIN6mpb2LRhirOnK67FSJd8ZV3T2XWmEH859/eZMue/WGHIyIiCSixEOkmL6yppLnV8a7pI8IORSSj5efm8LMrjqHVwXX3vE5js7qgFRFJR0osRLrJkyt2MKhvPseOGxx2KCIZb/yw/vzosqN5feMevv9PtbcQEUlHSixEukFjcytPLN/Ou2YMJy9XHzORVLjg6FF86rSJ3P3SOzzw+uawwxERkRg64xHpBi+t30V1fTPnHzkq7FBEepWvv2c6J00ayjcffIvlW6vDDkdERKIosRDpBv96exv9C3I5dYpG2xZJpbzcHG6/4lgG9y3gM398jT11jWGHJCIiASUWIinW3NLK48sqeNeMERTma7RtkVQrGdCH/7vyWLbvrefTf3hNjblFRNKEEguRFFtUXkXVvkbOO3Jk2KGI9FrHjhvCjz9wNK9sqOIbD7yFcy7skEREsl5e2AGI9DaPvbWdvvm5zNNo2yLd6pLZpWyo3MdtT65hUkl/Pn9mWdghiYhkNSUWIinU2ur417LtzJtWQt8CVYMS6W7Xv2sKGyr38ePHVzF+WD8uPHp02CGJiGQtJRYiKfTKhip21jRw3lHqDUqkJ5gZP7rsaLbs3s+X73uDIf0KmFumThNERMKgNhYiKfTgks30L8jlnBkabVukpxTm5/Kbq+Ywsbg/1969mDc27Qk7JBGRrKTEQiRF6ptaeOyt7bznyFGqBiXSwwb3K+DuT57A0KICrv7dItbuqAk7JBGRrKPEQiRFnlxRQU1DM5ceWxp2KCJZacTAQv7wiRPJzcnhyt8sYlNVXdghiYhkFSUWIiny4OtbGDmwkJMmDQs7FJGsNaG4P3/45Ansb2rh8jteZuMuJRciIj1FiYVICuyqbeDZ1Tu5ZPZocnMs7HBEstqMUQP50zUnUtvQzOV3vMQ7u/aFHZKISFZQYiGSAn97fTPNrY7LjhsTdigiAhxZOoh7PnUidcGdi/JKJRciIt1NiYVIFznnuHfRJuaMH8LUEQPCDkdEAjNHD+Kea06ivqmFD/76JVZsqw47JBGRXk2JhUgXvbR+Fxsq9/HhE8eFHYqIxDhi9EDu+/TJ5JjxwV+/xKINVWGHJCLSaymxEOmie17ZyKC++ZyvQfFE0tLUEQP42+dOoWRAH6787Ss8vmx72CGJiPRKSixEumBXbQOPL9vOpceWUpivsStE0lXp4L789TOncMSogXz2j69x90vlYYckItLrKLEQ6YI/vbKRphbHR04cH3YoItKOof0LuOdTJ3LW9OF85+/L+NZDb9HU0hp2WCIivYYSC5FOqm9q4e6XyjlzWgllw4vCDkdEktCvII9ff3QOnz5jEn98eSNX3bWIPXWNYYclItIrKLEQ6aSHl26lsraRa06bFHYoItIBuTnGN86bwc0fmMXi8t1c/PMXeXvL3rDDEhHJeEosRDrBOcdvXljP9JEDOGWyRtoWyUSXHTeGe689icbmVi795UL+9Mo7OOfCDktEJGMpsRDphAWrdrK6opZPnjoRM420LZKpjhs/hH9+8VROnDiU/3rwbW64bym1Dc1hhyUikpGUWIh0kHOO255aw5ghfblkdmnY4YhIFw0r6sPvP34CXzlnKo+8sZXzf/o8r5ZrvAsRkY5SYiHSQQtW7eSNTXv4wpllFOTpIyTSG+TkGNe9awp/vvZkHI4P/volfvjYChqaW8IOTUQkY+isSKQDnHPc9uRqxgzpy6XHjgk7HBFJsRMmDuWx60/n8uPH8utn13Px7WrYLSKSLCUWIh3wxPIK3ti8V3crRHqxoj55/PDSo/nd1cezu66Ri3/+Ajc9vIya+qawQxMRSWs6MxJJUmNzKz98bCWTS/pz2XG6WyHS2505fThPfPkMPnLieH7/UjnvuvlZHnljq3qOEhFJQImFSJLufqmcDZX7+NYFR5Cfq4+OSDYY1Def7733SB763FyGD+zDdfcu4SO/eUXVo0RE4tDZkUgSqvY18rOn1nD61BLmTSsJOxwR6WGzxg7m758/le9ePJMV26q58PYX+NJ9S9m8uy7s0ERE0kZe2AGIZILv/3M5dY0tfOuCGRq3QiRL5eYYV50ygfceU8ovF6zjrhc38M+3tvGxk8Zz7RmTGD6gMOwQRURCpTsWIu1YsGoHD7y+hc/Om8zUEQPCDkdEQjaobz7/ed50nvnqPC48ehR3vbiB0370DN99ZBkV1fVhhyciEhpTI7TeZc6cOW7x4sVhh9Fr1DY0c+6tz1GYn8Oj159Gn7zcsEMSkTSzoXIfv3hmLQ8u2UJujvGB48bw8bkTKRteFHZoImnPzF5zzs0JOw5JDSUWvYwSi9RxzvHlv7zB35du4f7PnMxx44eGHZKIpLGNu+r45bNr+dvrW2hsbuWMqSV8fO4ETp9SQk6OqlCKxKPEondRYtHLKLFInb+8uon/+NubfOnsqVx/9pSwwxGRDFFZ28A9r2zkDy+/w86aBiaX9OeKE8bxvmNKGVbUJ+zwRNKKEoveRYlFL6PEIjWWb63m0l++yHHjh3D3J04kV1cbRaSDGptb+edbW5m/8B3e2LSH/FzjXdNH8MHjx3D6lBLy1G21iBKLXkaJRS+jxKLrtu3dz/t+sRCAh6+bq55eRKTLVm2v4f7Fm3hwyRZ27WukuKgP7zlyBBccNZoTJg7VxQvJWkosehclFr2MEouuqa5v4oO/eonNu/fzl0+fzBGjB4Ydkoj0Io3NrTy9cgcPv7GFp1fuoL6pleKiAs6dOZLzjxrF8ROGUpCnOxmSPZRY9C5KLHoZJRadt7euiY/9bhHLtuzlrquP5/SpGghPRLpPXWMzz6zcyaNvbePplTvY39RC/4Jc5pYVM2/acOZNK2H04L5hhynSrZRY9C4aIE8E2FXbwMfuWsTqihr+7yPHKqkQkW7XryCPC44exQVHj6KusZkX1+5iwaodLFi1k38vrwBgyvAiTpo0jBMnDeWECUMZPlBVM0UkfemORS+jOxYdt3xrNdf+YTE7ahr49UeP48xpw8MOSUSymHOOtTtqWbBqJ8+vreS18ir2NbYAMLG4PydMGMpx44dw9NhBlJUUqRG4ZDTdsehdlFj0Mkoskuec42+vb+HbD73NoL75/PqjxzFr7OCwwxIROURzSyvLtlazaEMVr2zYxaINVVTXNwNQmJ/DzNGDOKp0EEePGcQRowcysbi/BvOUjKHEonfJysTCzHKA64FPAxOAncBfgO845/alenkzOx/4FjALaACeAv7DObchTtlpwI+AM4AC4HXgRufc08lsmxKL5Gzds59vP/Q2T63cwQkTh/LzK45RFQMRyQitrY7yXft4a8te3ty8l7c27+XtrXupC+5q5OYYE4b1Y+qIAUwZXsSUEQOYOmIA44f1ozBfCYekFyUWvUu2JhY/Bb4IPAg8BswArgOeB852zrWmankzuxT4K/AGcCcwCLgBaAHmOOe2RpWdDCwCmoHbgL3Ap4AjgfOcc0+2t21KLNq2p66RXz+3nrte8Dnd198znatPmaBRcUUko7W0OtbtrGXFtmrW7qhldUUNaypqKd+1j9aon/nhA/owflg/xg7tx7ih/Rg/zD+PGtSXkgF9yFe1KulhSix6l6xLLMxsJvAW8KBz7rKo6dcBPwM+4py7JxXLm1k+UI5PFGY652qD6bOB14DfOueujVrHX4DLgOOcc0uDaUXAMqAemO7aecOUWBzOOceyrdX8+dWN/O21LdQ3t/De2aV8+ZypjB3aL+zwRES6TX1TCxsq97FmRy0bd+1jY1Ud7+yqY1NVHduq64n+RTGDYf37MHJQH0YOLGTEwEL/PKiQkqI+DOlfwLD+BQzpX0D/glzMdEFGuk6JRe+Sjb1CXQEY/o5AtDuB/wWuBBImFh1c/gxgNL6KVG2koHNuqZktAD5kZp93zjWZWX/gYmBBJKkIytaa2W+A/waOx9/RkHbUNTbz+jt7WLiuksfe3s6Gyn0U5OXw3tmj+cSpE5k+UuNTiEjvV5ify4xRA5kx6vDvvPqmFrbs2c/Gqjq2761n+956Kqrr2V5dz+bd+3ntnd3srmuKu96C3ByG9M9nSL8Chvb3j0F98ykqzGNgYT5FffIYUJgXPOczoPDQvzVWh0jvlI2JxfFAKzEn6M65ejNbGsxP1fKR/78UZz0vA2cBU/F3JI4G+rRRNrI+JRb4Osa1jc3srGlgR3UDO2rq2birjjVBFYC1O2ppbnXk5hgnTxrGtadP4tyZIxnavyDs0EVE0kJhfi6TS4qYXFKUsEx9Uws7qhvYta+B3XWN7KptZHddI1X7mti9r5Gqukaq9jWybGs11fubqKlvprGlzdrEgG8H0jc/l8L8XArzc+ibn0vfglwK83IpLMilbzCtMOpRkGvk5+aQn5dDfm7Owb8j03Ki5xsFkXm5OeTlGjlm5OYYuWbk5BD1/6jn6PlBed2ZEUleNiYWo4FK51xDnHlbgFPMrMA515iC5UdHTY9XFqAUn1gkWzZUK7ZV84NHVxz42zlwOP8c9X8AF/xzYD6+WpI7ZFn/H0ec5aOWaXWO/U0t1DW0sK+xmfqm+D9cpYP7MnVEEWdNH84JE4cyZ8JQivpk42EuItJ1hfm5jBvWj3HDkq822tDcQk19M7X1zdTUN1PT0BT1dxO1Dc3sb2phf2Mr+5taaGhq8X83tVDf1MLe/U1U7G2hvrmF/Y0tQZnWpBKW7mDGIQlIbo6RYxxIOgz8sxH8H4zov4P/x5seKR/9/6AMQE6CZQnK5wTLHog1Ju6D0w/5I+nyl8wezeUnjOv0vpPsk41nXP3wPTPFUx9VJlFi0ZHlI9/E8cpHl6WDZQ9hZtcC1wKMG9e9XwAtrY6a+uYDX0CHfTniv/UsMi8HjJzDvhijYo9a9tC/I69g5r88+xfk0bcgl/598uhXkEv/gjyKBxQwYkAhwwf2YdSgvvRXEiEiEqo+ebn0KcqluKhPStfrnKOl1dHU4mhsaaUp8mh2NLUe/H/0vOagbHOLo8U5Wlv9OlqCdbW0+gtXh/6fONOilz84/7ALZzEX2Q5cNDtwAS36QlrM9M4sG9VG5uBlOw6dnkyZ6L/dgX8OafgvkoxsPAurAxKNgFYYVSYVy0ee4327dqXsIZxzdwB3gG+8nSC2lDiydBAPfX5ud76EiIjIYcyMvFwjLxf6om5zRdJRNrae2goUm1m8E/hSfDWnRHcrOrr81qjp8crCwWpOHSkrIiIiIpJWsjGxeBW/3SdETzSzQmA20F5frR1Z/tXg+eQ46zkJqAZWB3+/ha8GlagsScQmIiIiIhKKbEws7sNXHrwhZvqn8G0Y/hSZYGaTzWx6Z5cHngW2AdcE41FE1jsLmAfc75xrAt+tLPAIMC+YHylbBFwDrEE9QomIiIhImsq6NhbOubfM7BfAF8zsAeBR/MjZX8QnAtFjWDwFjCeq44SOLB+MT3E9Phl53szuBAYCXwJ2AjfGhPcN4F3Av83sVvwdjU/hq0Jd0N7geCIiIiIiYcm6xCJwA35E7GuBC4BK4Hb8QHbJ9GeX9PLOufvNbD/wLeAn+OpOTwFfd85tiSm71szm4gfa+0+gAHgdeI9z7slObKeIiIiISI8wXQTvXebMmeMWL1ZTDBEREUl/Zvaac25O2HFIamRjGwsREREREUkxJRYiIiIiItJlSixERERERKTLlFiIiIiIiEiXKbEQEREREZEuU2IhIiIiIiJdpsRCRERERES6TImFiIiIiIh0mRILERERERHpMiUWIiIiIiLSZUosRERERESky5RYiIiIiIhIl5lzLuwYJIXMbCfwTg+8VDFQ2QOvky20P1NP+zS1tD9TT/s0tbQ/U68n9ul451xJN7+G9BAlFtIpZrbYOTcn7Dh6C+3P1NM+TS3tz9TTPk0t7c/U0z6VjlJVKBERERER6TIlFiIiIiIi0mVKLKSz7gg7gF5G+zP1tE9TS/sz9bRPU0v7M/W0T6VD1MZCRERERES6THcsRERERESky5RYiIiIiIhIlymxkKSYWY6ZfcnMVppZvZltMrObzax/2LGlOzNzCR61ccpOM7OHzGy3me0zs+fN7Kww4k4HZvYNM7vfzNYH+6y8nfInmtmTZlZjZtVm9i8zm52g7Ggzu9vMdprZfjNbbGYf6I7tSBcd2Z9mNr+NY/f9ccr3MbP/NrMNZtZgZuvM7Ftmlt+tGxUiM5sabPPLwXFUY2ZLzey/4n03duTzbWaDzOx2M9sSfOcuM7PPmpl1/5aFoyP708xuauP4/GqcdWflb1hwzP3JzFaY2V4zqwv2wS1mNipBeR2j0ml5YQcgGeNW4IvAg8DNwIzg72PM7GznXGuYwWWA5zm8EVxT9B9mNhlYCDQD/w/YC3wKeNzMznPOPdkTgaaZHwBVwOvA4LYKmtlJwAJgC/CdYPIXgOfN7BTn3FtRZYcCLwDDgVuAzcCHgb+Y2Secc79L7WakjaT3Z5SPxpm2KM60+4BLgLuAl4CTge8BZcDVHYwzU3wC+DzwMPAn/Gf6TOD7wAfN7CTn3H7o2OfbzAqAJ4BjgNuBFcB5wP8BI4CbemLjQpD0/ozyJQ4fwO21OOvO1t+wMcAo/HZvxh9/RwHXApeb2Wzn3A7QMSop4pzTQ482H8BMoBX4W8z06wAHfDjsGNP5Eeyj+UmU+wvQAsyOmlaEH0l9FUFnC9n0ACZF/f9toLyNsouAaqA0alppMO3fMWX/X/C+XBQ1LTdYxy6gKOxtT4P9Od//RCS13vOD/XlzzPSbg+mnhL3t3bQ/5wCD4kz/frDdX4ialvTnG/hcsPx1Mev9G9CIH6k49O0PeX/eFEybkMR69Rt2+D75QLDt/xE1TceoHl1+qCqUJOMKwIDbYqbfCdQBV/Z0QJnIzArMrCjBvP7AxcAC59zSyHTnXC3wG2AqcHxPxJlOnHPrkylnZmX4/XO/c25L1PJbgPuBs81sZNQiHwbWOeceiSrbgr/yNhR/otzrJLs/o5k30Mza+r34cPB8W8z0yN+98jvCObfYObc3zqz7gucjoVOf7w/jv1vvjFnvbUA+8KEUhJ92kt2fsYLjs60aGPoNO9w7wfMQ0DEqqaPEQpJxPP5qzyHVH5xz9cBSsvCEtxPej/8SrjGzHUG91EFR848G+uCrkMR6OXjWfk4ssm8S7T8DjgMI6hWXcnC/xpaNXp/46hB7gf1m9oSZnRinzPHAFufcpuiJwd9byb79OSZ4rgiek/58BwncscCS4Ds22iL8VeJs35/R3sQfn/VmttDMzotTJut/w8ys0MyKzWyMmb0b+HUw69HgWceopITaWEgyRgOVzrmGOPO2AKeYWYFzrrGH48oUi/BXzdcCA/FXw78AnBHU/a/F72Pw+zNWZFppdweawTqy/7Svk7MdXy/9NWAfMAu4Ad9m5Xx3aJuf0cDyBOvZwsETw17PzHKBb+Prqd8TTO7IMTcE6BuvrHOuwcwqyaLjM8H+BNiDb7e2ENgNTMMfn/8M2knNjyqr3zC4Bn9HNqIcuNI593zwt45RSQklFpKMfkC8L2SA+qgyvflLudOcc7FXeO82szeB/wGuD577BfPi7efofSzxdWT/aV8nwTn3nzGTHjKze/BXeH8JTIma1953RDbtz9vwDde/6ZxbFUxL1fEZKZ/t+xPn3G2xBc3sLnzboVvN7K/BRRvQbxjAQ8BKfJuJY/DVnoqj5usYlZRQVShJRh3+Fmk8hVFlJHk/xv+IXRD8Hdl/8faz9nH7OrL/tK87yTm3Bt/As8zMpkbNau87Iiv2p5l9D3838g7n3A+jZqXq+IyUz/b9GZdzbhfwK3yPZ6dEzcr63zDn3Gbn3JPOuYecczcCVwH/z8y+ERTRMSopocRCkrEVKDazeF8ipfhbzL35Sk/KOeeaCPZrMGlr8Bzv9nFkWrxb1OJ1ZP9pX3dNefAcfbVzK4mrPpSSBfvTzG4CvgX8DvhMzOyOHHO7gf3xygbfwcVof7alPHiOPT71GxbFOfcmsATfuxPoGJUUUWIhyXgVf6ycED3RzAqB2cDiEGLKaMG+G8PBxohv4W8rnxyn+EnBs/ZzYq8Gz4n2nyPo2945tw3/o3dSgrKgfd2WSBWo6Ia0rwKlZjY2umDw92h6+f4MToJvBH4PXOOc73czStKfb+fHU3gdP75C7InwCfiOCLJ9f7Yl0fGp37DD9cX3ggc6RiVFlFhIMu7Dn5jdEDP9U/h6lH/q6YAyhZkNSzDre/g2To/AgS79HgHmmdmsqOWL8I3u1hB/UDIBnHNr8T9kHzCzSCNEgv9/AHjaObc9apF7gclmdlFU2Vx8v/Z7ONhTSlYys/7BSVfs9GPw+3OFc25d1Kx7g+cbYhaJ/N1rvyPM7Dv4k+A/AJ9wcQZa68Tn+178d+u1Mau6Ad+I+T56qWT2p5nlxfSqF5k+FvgsfiyahVGzsvY3LKab7ejpZ+K7730ZdIxK6ljHLgRItjKz2/F1XR/En3RFRi19ETgr3pe/gJndir/a8wywEd9w7nz8aLKvAGe6gyPzluG/uJvwvfFU43/4jgIucM493uMbEDIz+ygwPvjzOqAAP+gawDvOuT9ElT0Fv583c7D3k+vwo8DOdc69EVV2GP4OxjD8yNtb8H3dz8NfIf1tN21SqJLdn2Y2G3gM3+BzDQd7hfoEvtvOdzvnXohZ9yPAhcBvOTjy9ieBPzrn4o3enfHM7PPAz/Gf7W/j9020CufcE0HZpD/fwajGC/H7/Gf4UY3PB94HfN859+1u3KzQJLs/zWwwsAF/fK7gYK9Q1+C/Y69wzt0fs+6s/A0zswfxI28/jR+7ohDf9fbl+HYQ8yLjVugYlZQIe4Q+PTLjgR+V+Cv40Tcb8Cdit9BLRyhO4X67BHg82F/1+BO0pcA3gcI45WcAf8dfNa8DXgDODns7Qtx/C/BXGuM9FsQpfzLwFFAL1AT7/tgE6y7FXxWtDN6b14EPhb3N6bA/gZHBvlmJP7lowp/s/R6YnmDdhfgRksuD74j1+JPD/LC3uxv35/w29udhx2hHPt/4Bsg/x9d9b8B35/sFokY/7m2PZPcnvtHwb/DVd3YHx+c24K/ACQnWnZW/YcAHgX8Am4Lvuf3B5/p2YFyc8jpG9ejSQ3csRERERESky9TGQkREREREukyJhYiIiIiIdJkSCxERERER6TIlFiIiIiIi0mVKLEREREREpMuUWIiIiIiISJcpsRARERERkS5TYiEiIkkxswlm5sxsftix9CQzW2BmaTnok5mdGbwnH0zBui4N1vWuVMQmItlHiYWIdJqZ/VdwIuLMbFrY8USY2U1RcSXzKA875nQR7I8FYceRDDN7MYj3/CTKrgrKHtMTsfUEM8sBbgXeAO6Pmj6/k8f+g/gR6G8J1i0i0iF5YQcgIpnJzAy4BnCAAZ8CvhpqUActiDNtNnAJ/iTsoZh5e7o1mt5jCzAD2Bt2IIE7gVPwx+GjiQqZ2RnAVGCxc25JD8XWEy4HZgEfcc5F31F5CChvZ9lrgVHA25EJzjlnZj8C7gvWfU8qgxWR3s8O/S4SEUmOmZ0L/AuYD7wHf6Gi1DnXGGZciZjZ1cDvgN87564ON5r0FVT5edY5Ny/sWNpjZn2BbUA/YKxzriJBuT8AVwLXOufu7MTrLADOcM5ZF8JNOTN7ETgSGOmc29+B5a4DfgasBU50zlVFzSvE79NlzrlTUxyyiPRyutUpIp31qeD5TuBPQDHwvugCZvavoLrFrHgrMLMPBfN/EjP9eDP7t5nVmFm1mT1pZidHVXGal6qNMLN5wTpvMrMTzOyfZlYVTJsQlDnTzO4ws+VBPPvN7G0zuzE4EYtd54E4zez9ZrbIzOqC9f7ZzErjLDMpeI21wfqrzOwtM/uVmQ2LKjfIzL5mZk+b2WYzazSznWb2sJmd3MZ2Tjezu8ys3MwazGyHmT1vZp8N5l8d1Y7gjJjqMjcFZRK2sTCzUWb2i2D9kZgeMLPj4pS9OljP1cG+XRD1Xv/TzGa0974BBCfTfwTygasTbPdg4P1ALXBv1Ov/zczWB/u62ny1qiuTed3YbUgwP26VMjPLM7PPmdnLwevWmdkSM/tCR6ofmdl0/N2ahzuYVLwbX31qL3BRdFIB4Jyrx9/xmBu8hohI0pRYiEiHmdkI4GJgtXNuIf6uBfjqFdF+Hzx/LMGqrgqeI8tjZqcDzwNn4qu3/BzYDzwDnNDF0NtycvC6hcBd+Ngjd1++DrwbWAr8GvhNMO8m4DEzy02wzs/hT3zLgV/gq518CHjSzPpECpnZKOBV4OPAMvzV5D8AG4CP4qusRMwA/gdoBf4J3AI8AZwFPGdm74kNwswuwNedvypY/y3A34Bc4D+CYkuB7wb/fyf4f+SxIMH2RdY/EVgcbO864GbgceACYKGZXZhg0QuBfwPVwK/w+/984FkzK27rNaNE7kB8MsH8K/Hv6b3Oudpg2i+B8cBzwG3An4O//2Bm30vydTvMzPKBf+CPhcH4qkZ34H+Lb+fg5yUZZwfPL3Tg9acDfwn+/JBzbmWCoi/GvIaISHKcc3rooYceHXoA/4lvW/GNqGmL8Se7ZVHTCvHtF7YDeTHrGAk0A69FTcsB1gTrPi+m/GeC6Q6Y14mYrw6WnR8zfV7Uej+dYNlJBFVHY6Z/L1juQzHTbwqmVwNHxcy7J5j3wahp1wXTro/zGv2BvlF/DwKK45QbA2wFVsRML8ZfnW7EV+c5bLmYvx2wIMF+mJBgHz4eTP+vmOmnBO/xLqAoznvRDLwrZpkfBvP+owPv7SuJjgt8wuSAOVHTJscpVwA8BTThq/RFz1vgfy7jHk9XJ4jpsP0YdVzcDuRGTc8FfhvMuyTJbf5zUP64JMsP5eBn67DjLKbsrKDcX5J9D/TQQw89nHO6YyEiHWN2oNF2K3B31Kz5HGzEDRyoVvEXYARwbsyqrsSfUEVfpT0FKAOecc49FlP+DmB117cgoaXOuV/Hm+GcW++ci9cg7dbgOXbbIn7mnHsrZlrkCnu8uy+HVWlxzu1zUVVdnHN7nXOVccptBv4KTDezcVGzrgIGAr90zj2bYLlOM7Mx+Ls5G4H/F7PuhfjqR0OBS+Ms/mfn3FMx0+4InjtydyqyzDUxsR2PP0le4pxbHBXXutgVON826Bf4tkIp7241qOZ0HT7J/pJzriXqtVuAr+BP5j+S5Coj7/G2JF47D39slAG/cc79tJ1Ftse8hohIUpRYiEhHnQVMBp5wzm2Jmn4P/qr41UGVj4j5wfNVHOoq/NXh6J5nIl2BHla9wznXCizsfNjtWpRohpn1N7NvmtmrZrbXzFqD9gi7giKHtZkILI4zbVPwPCRq2sP4NgC/COr+X2tmM4MkLl48c83sL2a2KWgv4YJ4rosTz0nBc2yiliqR9+x551xTnPlPx5SLluz+ac+fgRrgMjOLXi66HdABZjYuaA+yMmjjENl/fwuKJHo/u2IqPsGqAb5lvh3OgQdwAz6xTKp9CRBpd7M7ibI/x1ctfBZfXa09kXYXyVZHExEB1N2siHRcpB3F/OiJzrkqM3sEuAzfretfg+kLzWw1cLGZDXHO7TazY/G92TwUc/V9UPAct3efNqanwvZ4E4Mk6Wn8FfS38V1x7sQnRQA3An3iLUv8bmybg+cD7TKcc++Y2Qn4qjLv4eDV/U1m9hPn3M+i4nkfft/W49tWrAP24e8gzQPOiIlncPAcnQSmUuQ9S3TlPDJ9cJx5e2InOOeag3wqUbuVwzjn9pnZPcCn8XfCbjez/vguU/fhOxcAfCN5fBI5BN+m49/4qmIt+KpeV5H4/eyKSCIwBX/MJFKU5Poid7EKiXOnK8J8D1CfBtYDlyVI/mL1jXkNEZGkKLEQkaSZWQnw3uDPe83s3gRFryVILAJ3A9/HN1z+FQfvXsQ2Vq0OnkckWG+i6amQqO/tS/BJxXzn3MejZwSNrts6SUz+xZ1bAXwoqLYyC99w9jrgp2a2zzn326Do9/B3huYEy0TH82t8YhFtT/BcCsRWy0qFyJgWIxPMHxVTrrvcgT+BvgbfhuFyYABwl3OuOqrcl/En+R93zs2PXoGZXcHhd9YSaQ2eD/sdDXqiihXZ/gedc/GqhXXUjuB5GAnuWpjZOfjqejXAxc65XfHKxRFJgna0WUpEJIaqQolIR1yFb+T6Gr6xabzHTuDsoKegiLvxJ2JXBXcArgAq8b0aRYsMXnZY//lBHfVTUrYlySsLnh+IMy/2JL7LnHPNzrnXnHM/wu8nOJjMReJZHiepyCHOfgNeDp7PSzKEVjpwt4Co9yxIimKdGTy/3oF1dphz7nX8cXl0cPcn0t7ijpiikffzbxyuI+9n5GR+bJx5c+JMW4lP8k6KqSrYWW8Gz3G7hDWzafj2TQZc4Zxb1oF1R9a5tNPRiUhWUmIhIh0RqbP+OefcNfEe+O5YIw28AXDObcJXJzoJuB4oAe6JUy3jRXzVnjPNLPZE+Fp8PfWeVh48z4ueGFSp+VEqXsDMjjOzQXFmRe7Q1MXEM8XMRkctb/hqVEfEWcfv8XeCPht05Rv72mNiJu0i/slyXEHj7yfw1YhuiFn3icCH8SfhDya7zi6ItKX4Cf5Ye9M590pMmfLgeV70RPMDPl5D8iK9oH3YzPpFrWcoMY3YwSeM+Dspo4CfmR/c7xDmxwKJ9x7GsyB4Pil2RhDDP/DVz77unItN4NsTWeczHVxORLKcqkKJSFLMD0o3FXjLOZewoTP+rsV/AR83sxuDEyrwJ7hnAz+I+vsQzrlWM7sGP6L3w2b2N3yicTRwDr4B8nkcrIbSEx7Bj1D8ZTM7Cn+Ffhx+DIZ/kpqecz4KfNrMXsBv7258A/mLgAb8WAsRt+Krky0J9k8TMJf/394dhFhVhQEc/3/iKsRWhZvElSC4MwhKMRMUEkEQRduki0IpMGhrEFgoDC7GQBRaCamUuBEp1MYwWoghFRJu0jZRUFAkCdHic/Gd0eF1583Ta8yD/r/NzLx3z3ln7p2B+91zvvNVUHGutbkvM3+LiFeopWmXI+JT6mn3Yuq8PgPMnF36HNjR8mWut/6vZOaVIePfQwWFE60A29et323UtdqdmXce5oQ8opNUULGm/dxVZfsoVS/kk4g4Q23Ru5LKbfmYWq43p8z8OSI+oq7dNxFxnjqnL1P1MbqS1Q9Qy9z2AJsjYorKfXmayr14gfrf+X6EIUxRMyAbgf0D752gZmZ+BRa15PBhv8vg+xta31P/OliShjCwkDSq6dmKD4cdlJk/RsQlKhDYzIMn1Wep7TwXAzfa0pWu9l9ExFoqJ2NTe/kqtaRmeivOP7va/hdaYvBLwCHqKfcaKhH2AFVobqQb0TmcohKGnwdWUcmzP1G7HR3OzBszxnM8Iv6mZgdepRJsv6RulrcyEFi0Nucj4lmq0N966sbxd2p5zsGBw/dR+SbrqZvkBVSRvFkDi8y81frf39q8SF2jz4D3M/PayGeih8y8ExGnqZmH6arcg8d8FxHrePD3tRD4lkqY/4OHu56vURsK7ATeoLbcPQJMANs7PvufiNhCJZjvooLTRVQAcBt4hxmJ5sNk5t2oCuhvRcSKgaVxK9vXpxgtB+jd6W8iYjk1YzGZmXdnbSFJHaJ7a3ZJGj8R8RXwHPBkZv413+OR5lPLY7oJHMvMfY+pz8PAm8CKzLz1OPqU9P9hjoWksRIRT3TtqhMRu6gn+hcMKiTIzNvAJPB6RPSuvdF2OdsLfGBQIelRuBRK0rhZSuUPXKRyGxZS69VXU0tV3p6/oUlj5z2qVscy+tcqWUZtSDBXZW5J6uRSKEljpVVOnqC2/lxC5R78Alyi1uv/MI/DkyRJszCwkCRJktSbORaSJEmSejOwkCRJktSbgYUkSZKk3gwsJEmSJPVmYCFJkiSpNwMLSZIkSb3dA7QkHzk/X6trAAAAAElFTkSuQmCC\n", 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\n", 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" ] @@ -2130,7 +2143,8 @@ "ax_gamma.set_xlabel(r\"Avg Transaction Value \" '(Z)',fontsize=20)\n", "ax_gamma.set_ylabel(r'P (Z)',fontsize=20)\n", "plt.xticks(fontsize=18)\n", - "plt.yticks(fontsize=18);\n", + "plt.yticks(fontsize=18)\n", + "plt.tight_layout();\n", "plt.savefig(\"visuals/avg_transaction_value_dist.png\")" ] }, diff --git a/visuals/avg_transaction_value_dist.png b/visuals/avg_transaction_value_dist.png index df279b3..060edeb 100644 Binary files a/visuals/avg_transaction_value_dist.png and b/visuals/avg_transaction_value_dist.png differ diff --git a/visuals/beta_deactivate_risk_dist.png b/visuals/beta_deactivate_risk_dist.png index 34cdc93..01de14e 100644 Binary files a/visuals/beta_deactivate_risk_dist.png and b/visuals/beta_deactivate_risk_dist.png differ diff --git a/visuals/cumulative_clv_future.png b/visuals/cumulative_clv_future.png index d5d1ae0..0d0dd99 100644 Binary files a/visuals/cumulative_clv_future.png and b/visuals/cumulative_clv_future.png differ diff --git a/visuals/gamma_purchase_rate_dist.png b/visuals/gamma_purchase_rate_dist.png index db97e57..b5d55e2 100644 Binary files a/visuals/gamma_purchase_rate_dist.png and b/visuals/gamma_purchase_rate_dist.png differ