diff --git a/configs/conf_embedding_samplesize.yaml b/configs/conf_embedding_samplesize.yaml index c958e27..5e9c54d 100644 --- a/configs/conf_embedding_samplesize.yaml +++ b/configs/conf_embedding_samplesize.yaml @@ -1,7 +1,7 @@ exp_log_name: "embeddings_samplesize" # optional but recommended data: ["imagenet_real_embeddings"] experiments: ["ScaleSampleSizeSW", "ScaleSampleSizeC2ST", "ScaleSampleSizeMMD", "ScaleSampleSizeFID",] -n: [10000] +n: [50000] d: [2048] augmentation: ['imagenet_uncond_embeddings'] diff --git a/docs/notebooks/fid/scaling_experiments_embedding_sample_size.ipynb b/docs/notebooks/fid/scaling_experiments_embedding_sample_size.ipynb index b732de7..2e3af02 100644 --- a/docs/notebooks/fid/scaling_experiments_embedding_sample_size.ipynb +++ b/docs/notebooks/fid/scaling_experiments_embedding_sample_size.ipynb @@ -16,18 +16,9 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 1, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The autoreload extension is already loaded. To reload it, use:\n", - " %reload_ext autoreload\n" - ] - } - ], + "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2" @@ -42,7 +33,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -142,38 +133,38 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "imagenet_real_embeddings 10000 2048\n", - "Experiment ScaleSampleSizeSW finished in 0.02710127830505371\n", + "imagenet_real_embeddings 20000 2048\n", + "Experiment ScaleSampleSizeSW finished in 1.1709089279174805\n", "Numerical results saved to results/embedding_samplesize/embeddings_samplesize_SW_imagenet_real_embeddings_0_.pkl\n", - "Experiment ScaleSampleSizeSW finished in 0.030950546264648438\n", + "Experiment ScaleSampleSizeSW finished in 1.2682056427001953\n", "Numerical results saved to results/embedding_samplesize/embeddings_samplesize_SW_imagenet_real_embeddings_1_.pkl\n", - "Experiment ScaleSampleSizeC2ST finished in 20.54231882095337\n", + "Experiment ScaleSampleSizeC2ST finished in 1247.8897092342377\n", "Numerical results saved to results/embedding_samplesize/embeddings_samplesize_C2ST_imagenet_real_embeddings_0_.pkl\n", - "Experiment ScaleSampleSizeC2ST finished in 17.359854698181152\n", + "Experiment ScaleSampleSizeC2ST finished in 1583.934558391571\n", "Numerical results saved to results/embedding_samplesize/embeddings_samplesize_C2ST_imagenet_real_embeddings_1_.pkl\n", "MMD\n", - "Experiment ScaleSampleSizeMMD finished in 0.09720230102539062\n", + "Experiment ScaleSampleSizeMMD finished in 33.50712823867798\n", "Numerical results saved to results/embedding_samplesize/embeddings_samplesize_MMD_imagenet_real_embeddings_0_.pkl\n", "MMD\n", - "Experiment ScaleSampleSizeMMD finished in 0.030948638916015625\n", + "Experiment ScaleSampleSizeMMD finished in 33.10595393180847\n", "Numerical results saved to results/embedding_samplesize/embeddings_samplesize_MMD_imagenet_real_embeddings_1_.pkl\n", - "Experiment ScaleSampleSizeFID finished in 41.014586448669434\n", + "Experiment ScaleSampleSizeFID finished in 387.8903315067291\n", "Numerical results saved to results/embedding_samplesize/embeddings_samplesize_FD_imagenet_real_embeddings_0_.pkl\n", - "Experiment ScaleSampleSizeFID finished in 45.885780572891235\n", + "Experiment ScaleSampleSizeFID finished in 420.0091345310211\n", "Numerical results saved to results/embedding_samplesize/embeddings_samplesize_FD_imagenet_real_embeddings_1_.pkl\n", "Finished running experiments.\n" ] }, { "data": { - "image/png": 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", + "image/png": 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mprJnzx5SUlLo0qULqampzfpeSK0nLiqKuKioZr+uzM9NJ9djqKYh89eXbdnEoZtrftkn/ON13lxwH1R5SxWNhvvWfkdkly4tl+hmsnXrVvbs2cPcuXMRQjBjxgxuu+02X72r1PGcz+sxyPzcdLIqqQmMXbpB9cXKNRq8iyj6x1mhqhzeuAFblXrM9qp379588sknDBw4kIEDB9K7d2/5IZI6LJmfm05WJTWBISGBLs8+z8nH/+ALBKEXX0LM4CEoGg2iSoOXotHgcTnI3LmTyG7dCE9KQqtrn297REQEX5+h37kkdSQyPzdduy8xrFq1itTUVHr16sXTTz9dY39mZibjxo0jJSWF8ePHk5eXB0B6ejrjx49n0KBBjBgxgh07djRruqKvu4Fuf3/19AZFITQigiuf/TNKRWlC0WgYOO1qvv3rX9m/djW5B/aTvW8f9rKyZk2LJElSc2rXbQw5OTmMGDGC7du3Ex4ezuTJk3n44YeZNGmS75irr76a6dOnc8stt7BkyRLWrl3LBx98wHXXXcekSZOYN28e33zzDc8880ydLf1Wq9XvcVxcHFB/nazHamXHkFRQVQxJSaR88jW6yEgKT57k0Pp1CI/KhkWv4LB4A0GfiZcy6OrpBISYiO7eHVN8vF8faklqbudzG4PUdO36W2nt2rWMHz+emJgY9Ho9s2fPZuXKlb79LpeL9evX+/oLz549m6+//hqXy8XKlSu57bbbADh+/DgRERF13ickJMT3VxkUGkIbHExAt+4AOLOycBZ6B55FdelC2jUziO+XSp8JE3zHH/x2LZvefRtnuY2svXvIPXAAp1y7QZKkdqZdB4bMzEySkpJ8zxMTE8nIyPA9LywsxGQy+QaD6HQ6QkNDyc/PR6PRoNFo6NWrF/fffz/33Xdfi6QxaEDF0HUhsP5yerKswNBQEvr1Y/CM6xg1dx6ainaFjF9/Zc3zf0aoKsWn0snctYuy/PwaA3EkSZLaSrsODLV9WVateqnry7TqMYcPH2bz5s3MmjWrxqCUShaLxfeXm5vbqDSGDBnme2zd+atfw3NgWBjxKf3oNWYs4x94EKPJBEDRyZN8+X+P47LbcdvLydy5k4xff6UkMwNHlWotSZKkttCuA0NycjLZVUYPZ2dnk5x8egGcmJgYzGazb1Sh2+2mrKyMqKgoPv/8c8orqmmGDBlC165dOXbsWK33CQ4O9vtrjJARp+dKKT94ANVu99sfFB5OXN8UElP7c9nvHyE03jsXkq2oiC8ef5SMnTspzc6k6NRJsvbsIf3n7WTt3UNZXh5uh6NRaZEkSWoO7TowTJw4kXXr1pGbm4vL5WL58uV+/ZD1ej1jxoxhxYoVAKxYsYKxY8ei1+t5++23Wbp0KQB79uwhNzeXlJSUZk9jQLfuaENDAbAfPYrHVvMXf3BkJPEpKYR36sSlf3iEuD59AXDb7Wx45e/85+mFfPbwQ+Ts24s+MICynBwydv5K+s/byT96FFtxMWrF8HqpfWns7KGS1BG068CQmJjIiy++yMSJE0lNTWXQoEFMnz6defPm+SbBev3111m+fDmpqam88847LFq0yLf9k08+IS0tjXnz5vHhhx+2SI8MRVEISh0AgGq1YD9yuNbjgqOiiE9JISgignEPPEDnocP89gsh+P6N13FYrJji4nyzrBYcPUr6L79w6tdfKD51CntZGe24I9l553cv/KWtkyCdR1prtbt23V21LTSle1/myy+S87o3ICUseJDE3y6o89iy/Hxy9u8je99e1r30Yo39Q66/gfSfttF7/AR6XjKGwNBQPC4XDosFV3k5OoORoKhITDGxBEZEoDcam/hKpeZw0x8eYcULz7d1Muoku6t2fGVWKxm5uXy2bh2ffrsOAS2+2l37HILbwYQMu8D32LZ7J8LjQdFqaz3WFBMDIgVrYREoSo15lXL27aPg2DEKjh1jy7KldB42jD7jJ9BpyFCCIiJw2e1YCgoozc7GGBSMKTaW4KgoAsPD0dRxT6nlFJaU8PbH/65z/+0zrm3F1EgdkRCCwpISbHY7natNjDnz4d9zOD29xjlVV7triQkIZWBoBiGDh3rnTlJVyg8fQi0vR3uGhXFMsbF0HzWKEbNvYdvyf/rWbr74zrs49N13vuNUt5sTW7ZwYssWAsLC6HXJGPqMn0BUt24IVcVps1F48gRF6ekEhJowxcUTHBmBMcTUYutNS7WQhW6pmtzCQk5l59ApIZ64qCjcHg+5hYVk5OSQkZtLRm4up3JyyMjJJTM3F7vTSb8ePXj+gftxOJ2U2x3YHPYz3qNytTsZGNopbUgIAd26Yz96BGfGKVxFhWcMDAChcXFcNO8OEvulYi0uJqZnT0Kio+k36XKKT6Vz8LvvOLxhA7Zib+OmvbSU3V9+we4vvyCqWzcuvvMu4vumYAwJweN247CUkXvwADqDgaDwCExxcQSGh6MzGuXo6hYUHR7O7dfNaOtkSO2AEILcwkI27djJC++8gyoEGkVhwsgRfLftJ9/6DHVJz85m16FDCCHQa3Xo9Dq6JCaCohBhMrFtzx6/4ytXu2sJLRYYPn/sEXpePJruF11MYFhYS92m3QgamIb96BHvQLcdvxLQuf5ptsMSEuh24SjyDh/G7XBQbjZjDA4molNnRt4yhwtm3UzGjh0c/G4dJ7ZuQa3ollt4/DgBplDfdbQ6HUHhEQSFR+ByOLAVF1GWl4suMBCdXo9Gp0MXEIDOYEBnMKLR6dBotWj1OjRaHRqd1vuvVotGr5eBpBFkWeH843a7OZWTy4msTI5nZHA0I4MTGZmk5+Rgdzj8Vn9TheDbLVvr7DCi1WiIDA8jJiKS+OgouiYkEhwchFGvx2AwMGLAAPR6PVqNps7V7lpCizU+b3lvKSe2bePULz8TlphIj4tH0/Pi0XQaMrRd14U3tbEuf+UHpD/xBwBibppN54XPNvie5aWlWAoLKMvNxWGxoGgUAkJDMVRZ19ZeVsbRH3/g0HffoWg0XF2tN8yer7+iNDubPuMnEN29O2X5+RSdPEFIdDSB4eEIj4rq8aB63BXfZgooAhQNGq0GjUaHotVUBAw9OoMRrUGPzmhEqzd4g0ZFQNHodCiK4q2uqvwXTj9WFJRqz71PTx9/rlR1FRQXE32G6Vbammx8PrPqVT61cbvdlNlsPP36G6RnZ5OVl4enkTMVRIWFkRwfT2xkJImxsXRJTKBzQgJJcXEEGAwYDQb0DZh1ubI6Kjm+7vQ2h1bplZR/5AgnftrGqZ+3k7N/HxGdOnPj4rda+rZN0tQPkv3YUfZOGgdAcNoQ+nzwMUojp9d2O52Ul5ZSlpeLtbAQV3k5+sAAAkyhaKusAevdHuh7LoTgw7vvxJyT471/VBTWoiIQAkVRuOSe+fS99LJa7ymEqAgYHkTVf1UPqtv7HAHeb3rvA41W640rVAaBii9/hYov/sqrn96n+PYplRdD0VT+q8FWVIw5N5vY3n2I7t4DY0gI+oCAdh9A7A4Hb6z8iMtGXUhqz568tHQZX6xfT68uXfjz/Qta9MPbEDIw1O3z777jz2+9jVrxOZk4cgTBQUGczMqmd5fOXDVuPDZ7OU6XC6fLzeP/+Ac2e+31/oqiEBkWSmRYGEdOpvuVJDUaDf964XmS4uMx6HQdokTe4m0MHpeLsvw8Sk6dovD4cYQqMMU2fKK6jsLYtRtakwlPWRn2o4fx2GzoQkPrP7EKncGAKSYGU0wMDquV8pJizDm5WIuKEW43RlOI9wuzSlAAKM3KxFqlX3PVx0IINr72KltXvE9QWBiXPfIoYQmJvv3F6enkHNhPgMmEMSQEY4gJo8lEQEgIulq+mMvy8ynJzCAsPoGgqChvEbnit4Xw3hCEQCBA4Le/Mj0I1Xusx7vv0MYNbFm21HucojD8pln0GT+BAJOJoMgoAkK8r1vXDrvm/vW999BqtCTExPDjL7+wdvNmVvzlBY6eOsVLS5fx4kMPtnUSpSpUVeV4Zibrtmzx600mhGDt5i2+52VWKyMGDUKv1aLRaNDrtMRHR5OenU1MRASxUVEkxESTGBtHt6QkenbuRGhICAEGA2s3beYvS5f6Vfn06Ny5LV5uk7VYYNj2/nKOfL+RrL17SB6URveLLubav/29Qyxx2RSKRkNQ/4GUbf6fNzgcOUzIkKFNvp4xOBhjcDChCYnYzWashYWU5eZgzs1Bo9ESEBrqCxDhScncvPQ9jv74A7u/+pKSKhMNVrKXlGAvKUGr0/ttz9y1k03vvlNrGjQ6nS9YRHbpQqe0NL5//TVExS+szsMvwBAY6CtxqB43qvt0yUP1uFE9HlIuvcyvxOKwWPh4wb2objcelwunzXb6pkLw0/vLsRUVEdm5M1HduhMYGoYuMIDAsDCCIyMxBIdgDA72K0W1ld2HDvNhxXiU77f/zMSRI+kUH0+n+Hhe/+DDNk6dVMmjqtjKy3nl/RV8VqXnX10sNiuq24Pd40FRFIx6PfNvvJH4qEhCgoMJMBoxVlQB6apVjV972aVcPHRIq1T5tJQWCwz/efopelw8muv+sYjOQ4e1+yqB5hAydBhlm/8HgGXHz2cVGCppNBqCwsMJCg8nolMnyktKKqqairAWFaEPDPT92u93+WQ6DxvOitvn1uhCGRgejstm803kV8lusdR5b9XtprykhPKSEhStluOb/udrRBNCcHLb1ga9huTBQ/yeKxqNX6mmNnv/4115a+rCp4np2ROX3Y61oICMnTvJO3iQyM6diEvpR3T3HgSYQjAEh7RJEb3qPX/et5f7bprle+6q6CwgtR63282B48f5df8Bftq7h9/OnIlBp6OwtJRyu53goKA6z1WA2dOm0bdbN+KiowgLCfEFgACDAYNe3+DvsbioqA4ZECq1WGC4f8P3HP7+eza9+w6fPPQ7kgYOoufoS+g5+hLfRHLnmpChw32Prb/+0uzX1xkMmGJjMcXG4rBYsJWUYM7J9lY1eTwYTSEER0Yy5p75fP/G677xEZfcfU+dbQzdR16IKToau8WCw1KGo8z7r73iX4fFgqPMglanbfJUHKJaQ51GqyU4KhqNVgOKQtkZZrQNS0pGo9X6SlCndvzK9g9WnH5PjEZC4+MJT0omunsPYvv0Ia5PH+L6pmAMCqI0O5uiEyeI7NqVsGqDh5pDmCmEvUeOYLGVk19UzAUD+gPw8759xEZFNvv9JH9Ol4t9R4/yy779/LJ/HzsPHsJeZfLJ7snJDO7TF41Oi1ajoVeXzvTr0YPuycm4XC7Wbt7s61a64OZZTBs/vtZSwPmmVRqfPW43p375mSM/fM/BdesQqspvv1nT0rdtkrNprPOUlbFjaH8QAn1cHL3/9XGDuq2eDdXjwW42YykooCwvD6fNgkarw+N0YisuJjQhgZDo6LO+jzkvlw/vvMMvOCgaDVf+8U+EREejaLX+3V4rey9pNPX+yjqwdo1fIBt6/Q1EdOpMaVYmaddc61sqFWDzsqXs+uzTetMbGh/PsJtmsf7lv/mue+Wzf2bob65v+ptQiyPp6Tz2939QVFrKA7NnM3XMJSz55FNWfvMNf/v970nt2aNZ79dY50rjc/XeQ0s//Yytu3ax+/BhnC5XneddMnQoV4wdg0Gvx6jXYwoJwRQURIDRSKDRSElZGVl5eR22yqeltHhgyD96lPSft3unk961i4CwULqNHMX4+x9oyds22dl+kHaOGoY737vuNBoNXZ59nujrbmjuZNbK7XBgq6hqshUW4XI6vP2CNIr3C7riT1PlsaLVoGi0/tvq+CKv/gV+ppJIJdXjQQiBUNVa/1RVBSGwFBRgzs0hNDaWoKhobxWNUpF2xZsmRaOhOCOD/COHKc3OpjQrC3NWFmX5eTVKJfEpKeQcOFBtyhEtD2z8oUVKDlWdyskhIjSUkDNUW7SWjh4YVFVlxVdf8+q//uX7Zf/ALbP57/c/sK+WafRDg4Pp2bkzvbt1ZVDvPvTp1pWggAACjEYCjEa0HaBHUHvQYoFhxe1zydixA1NcLN1GjqLHRRfRdcRIDO3gw3ImZ/NBcmZns/uSEf4bNVoGbNiEoYW/jKqzl5VhLzOjutx43G48LicetxvV5cLjcnm/lD0qQngQHoFQPaiq919vd6KKcQ4VYx4qg0t5SQllBfmYYmMJCgs//eUOFb2KqDjX+1zRaFG0ChpFCxXX8AYhLYpWg1anQ6PXe//V6hBC9XaTreguKyoasU8HE4FA9aZZqAih4na4KMvLxZyTTVluLubcXPRGI4c3bqjxvsx5/wO6jRzZbO+z2+Nh1erV5BQUMnb4MAZXmdr9jZUrufv65i2hNFZHDAwOp5Pte/fy/faf2fDTTxSVlvrtVxSFEQMHsmXnTiLDwujVuTP9evZkeGoqXZMSCawIBOd7ddDZaLE2hoFXTSN1yhQ6DxlGZJcu7Pvmv6xacC/xKSmMvXdBu+hR0twcJ4/X3Kh6cKSfaPXAEGAyEVCtobkqVVUrxiuop8cvqGrFvx5v0KiyvzK4hMTGEtW9OxpNxYA3nQ6tQe99XlH6UDQa32ONVlsRVCofV5RatNpGdUioHG8hVLVaCcTjDRaVz4U3eJRmZ3Pkh+/9ShKKRtvsveKee/tt3G4Pvbp0YeFrrzN94kTmXD0NgP/98mubB4aOoqSsjE2//sqGn7azZdcuyusYLwDevHBRWhp3/eY6OickEGg0omvkmCHpzFrs3TTn5rDn669J7D+QnP37+OThB5n8xJPkHznC6uf/zJT/e6qlbt1mjF26+SbT81EUDMmd2i5RddBoNKDR0FF+UymKgrYRH35TbCxXPvtnvnzicYTqQdFoufLZPzV7NdK+o8f44EXvKPQpl4zm7mf+SHBgINdNukxOl1EPu8PBv9d+y4aftrHr0OFal+rVarU15hjSaDSMG3GBbBNoQS0WGHZ+9inzVn2CITCQtX95gT4TJjL0+hsQQvDq5Ze21G3blCEhgS7PPs/Jx//gq9vWx8ejMRjaOGXnp6G/uZ6eoy+h6ORJIrt0aZG2BSEEDqcTo8FAZFgYL//h99z+1EJiIiM49ztoN54QArvDgdVup8Rs5s1VH1Fu91/CNjgwkP69enHR4DQuGTqUrbt388K7S1pljiDJq8UCg6IoGCoGYB3fupkLbrrZt/1cFn3dDQQOTOPQzBmoZjOu7GyK160l5jc3+vWukVpHWEJCizY2Xzl2LLc+/gQP33Yrg1NSSIyN5W9/+D0LnnseW8Wa4+czu8PB5p07Wb/tJxwOBzOvmIqtvBy704mCQt9u3fl1/36iwsMZ2Ls3Fw4axMi0QUSEhhJQ8YPqmrg4Lho8uEMPGOtoWiwwaLQ6ys1mHJYycvbto8fFowEoycpEoz236wOD+/Ql/rY7yPr7SwDkL3+PiEsnoY86+26jUvty0xVTSene3W9bQXExf/v9w2z8aXsbpart5BYWsuvgIU5mZ7HzwEF+PXAAh9MJgE6rZfIlowkJCkJRFOwOJ5eNupDpEycwqHdvwkwmgqtN91Kpow8Y62ha7Bv64jvvYvGVU1DdHoZcdz2m2Fj2/udr1v3tJcbMv7elbttuxNw8h/wPluPKzcV+6ADFq/9LzI2zzvkS0/lm96HDPPr3v/PMb+f7th06cYKPVq/hpfNoniSPqvL82++ccboJRVE4kZFJt07JhAQFkRQbx5B+KYQEBXWIieXOJy06jsGcm4utuIj4vt4ufIc2rEcfENis3QWbW3N278t59y0yn/dOvx3Qoye9V6xCL3/1nFPufPppfnvjTAb07uW3/Zd9+3lz1Ue8+VTbdrJoje6q6VnZ3Pn00xSUlNTYFxQQQGqvnqR0705anz4kxsYSGRaGKThYdidtx1o0TIfGxfmCAkDvseMaHRRWrVpFamoqvXr14umnn66xPzMzk3HjxpGSksL48ePJy/MOLissLOTqq69m0KBBDBgwgA8/bP0JzWJuvAlDYhIA9qNHKPrvV02eVkJqn6y28hpBAWBIvxTKrLZazmjfsvPzycjNxd2AeZ7sTiensnPIyq97fYJbp0/nvptu4sbJkxkxcCA9OnUiIjRUBoV2rl2X33JycnjooYfYsGED+/bt44cffmD16tV+x8yfP585c+awf/9+Zs2axYIFCwB48sknGTJkCDt37mTt2rX87ne/I7eOOXmsVqvfX3PRBgUTd/tdvuf57y3BXcuvKqnjcleM9ajOo6oN+nJtT3ILC9m8cydbd+5i39GjlJjNvu3b9+wlt7CQvUeO8uZHH5GRk8Ougwc5ciodrVbLpaMurHE9jUbDuAuG07dbN6IjIjCcg2OXzlXtuhV47dq1jB8/npiYGABmz57NypUrmTRpEgAul4v169ezatUq3/77778fl8vF5MmTGTZsGADx8fFERkaSk5NDXFzNtSBC6lmf+WxE/+ZGcpe+gzP9JI4Txyn64lPibrmtxe4nta5hqam8/fG/ufM31/ltf/vjj+nXxvMkNUb1RWumXnIJowancSIzk3c+/jdq9dl6AwLp07ULpuBgrLZyhqemYtQbWPHVV96pKyq6lXZJTKzjjlJ71q4DQ2ZmJklJSb7niYmJZFRZa6CwsBCTyYS+4peITqcjNDSU/Px8rrjiCt9xH374IQ6Hg9TU1NZLfAWNwUDC3b/l5KMPA5D33hIip01HH95+l4OUGu7uG67ngedfYPp9P9KvRw9UoXLg2HGiI8L568MPt3XyGiS3sNAXFMA71uCrjRv5auPGOs/5ac9uOsXHExRgJCnO225w8dChXD/5ctmt9BzQrgNDbUX0qr0Xattf/Zj333+f3//+93zzzTd1Dpu3VFmTwGq11lqqOBuR02eQ+86b2I8ewXkqncJPPib+ttub9R5S2wgODOTNhU+xfe9eDh4/gUaj8JtJk/zmTGrvTmXn1CgRnMm44cO5YeoUkmJjCTOZfOMNQHYrPVe068CQnJzMxiq/WrKzs0lOTvY9j4mJwWw243a70el03kW7y8qIqsiYzz//PIsXL2bdunWknOGD2tITi2m0WhLmL+D477zddPPfW0L0NdehCw9v0ftKrUNRFIb378/w/v3bOilN0ikhHo2i1AgO3ZKTOV5tNUCNonD3DdfTNSlJdr0+h7XrxueJEyeybt06cnNzcblcLF++nKlTp/r26/V6xowZw4oV3oVbVqxYwdixY9Hr9Sxbtoz33nuPLVu2nDEotJbwqVcS2KcvAM6sTAo+XtnGKZIkr7ioKB6743ZfSVtRFOZcPY17b5rJdZMmoakIABqNhsfuuJ1uyckyKJzjWmWhnrOxatUqnnnmGRwOB9OmTePFF19k3rx5XHXVVVx11VWcOnWKW2+9lezsbCIjI1mxYgWdO3cmqeIXTXSVRWrefPNNRowYcYa7tWy/75K133D0njsA0Mcn0O+rNejCwprt+pJUXWPyc25hIZt+3YHb4yYmMpLo8HASYmJwulxyMZvzTLsPDK2tJQODEIID11yBbc9uABIfeoSEO+9ptutLUnWNzc9HT53CarORGBdHRGioXNjmPCX/11uRoigkPnC6p0ree0vwVPQVl6T2oEtiIqm9ehEdHi6DwnlM/s+3srBLxhI8eCgA7vw88lb8s41TJLUH9Y3wX716NdHR0aSlpZGWlsatt97a7GnIN5vZcyqDoiq99Cq37zhxknz5I+a8IauSqmmNuWXKtm7h0KzfAKCLiiZ17QZ0ptBmv4/UMeTk5DBixAi2b99OeHg4kydP5uGHH/YN5AT44x//SEhICA88UP9a6VVH71ftfn2m/PzfHTv5+39XIyoGuN025hIu6tObDfv3s/yH//m23z95EpPTBp3lK268fLOZzKJikiIjiAlt/5+Vjpbe6mRgqKa11sg9OOt6LFs3A95xDkkPPNzqy39K7cPy5cv57rvvWLp0KQD//Oc/2bBhA0uWLPEdc9VVV2Gz2SgsLKRz58689tprfl23q6qrx1Bd+TnfbGbWa4sbPI9XanISnaKiSIyIICkygsSICOLDwwg2Ghv0hehRVVweD06XG6fHjdNd9c+D0+3G4Xbjqtj2y/ETrNuzF4F3KfFLB/RncLeu6LVa9Fotuop/9Votet3p5zqtFoPW/7m+2pKyLfEF/t8dO/nHf1d7R4ArCguaMZi2VsBp1+MYzmVJD/2Bg9ddDUDRpx9T9NkndH72OWJ+c2PbJkxqdfWN8AeIiIjgnnvu4fLLL+eNN95g5syZfP/9981z/6LiRk3uuDcjk70ZmTW2G3U6HFXmh4oOCcGg13u/4D2nv/jrmnCvIQSwZvce1uze0+RraDUadBoNAoHTfXrZ0ECDAaNOV2VJVkHlk6rvTtX3SpzeiABUISivWH+Ciucv/+cb3ly3Ho2ioADeuOQNTooCSpXHoFAZtxSUysNQULC7nFiqrHb3wJTLW6z0JgNDGzHEVSsdCJX0Jx4hqP9Agvu1/tQdUtupb4Q/wHvvved7fPfdd/Poo49SWlpKWC3dnRs7kj8pMgJFUWoEh64x0ZzIL2jQawD8ggJAQbW2ivbCo6q1Bqdyp9PvS7052RyO+g9qpH/8dzXDundrkZKDDAxtxHHyeM2NQnBo1vUk3P1bYmbdgraO1aykc0t9I/ztdjsvv/wyjz76qG+bEMI3R1h1ja3+jAkN5f7Jk3zVH4qicOOoC7mkbx82Hz7C8h9+9FWL3HjRhaQkJJJrLiXfbKbAYqXIYiGzqIjc0pqN03qtFqNeh05zujpHp9XUqAKqXt1TWS3k9qh8s3OX3zUrq5N0Wq2vWsqjenB51CrPVTwVz92qB48q8Kieiucq5U4Xpbaa06IHGQzotFpO1zYpNdburloVVf0Xv0cVFNcyQ3NEcDBajaZaaaN6iURULhXvew7e5ePdHg+2akFLFYKs4hIZGM4lxi7dQKOBar9c1DIzmX/5M/kfriDx/oeInHIFipy7/pw2ceJEnnzySXJzc4mMjGT58uXcfffdvv0BAQEsW7aM/v37c+WVV7J06VJGjhxJUFBQs6VhctoghnXvRlZxCYkR4b4vm+5xsVw2sH+N7eANTqoQeFSV3NJS5r31rt8Xn0ZReHXObKJCTSgo3hHUFbUjiqJ4/2p5XHlu5eOUpMQadfaTBg1EVNy7Mh2V/9b1WAiBqnof55vL+MMHH9ZI71PXXkOUKQStRuNLg/ff02nyplWpsb/y8drde3h19Vpfeu+7/DImDRp4Vv8/+eYybnnjzRrpTYwIP6vr1kU2PlfTWo3PAAWrPuTkE4+C6gFFQZ+QiCvLv+42OG0wSQ89SsgFI+Q0BOew+kb4//LLL9x9991YLBbi4uJ477336NSpU73Xbc383NKNrrUFp7Mh01s3GRiqac0PEoAzOxtH+gkMyZ1QdDqKv/kPee8twXkq/fRBikLYhEtJevhRArt3nDn+pbbX2vm5Jb4QW5JMb+1kYKimtT9I1Qm3G2duLgUf/YuCD/+Fu6jQt0/R64macT2JCx6Ua0dLDdLW+VnqmGRgqKa9fJBUpxNHxinylr1D0WefopafbijTmkzEzr2TuLl3oA0IaJP0SR1De8nPUsciA0M17e2DpDrs2A4dJvfN1yhZtwaqdAnUxyeQeP9DRF0zQ7Y/SLVqb/lZ6hhkYKimvX6Q1PJyynb8Ss5r//CNmK4UmNKP5D88QehFF7dR6qT2qr3mZ6l9k4Ghmvb+QfJYrZRu+I7sNxZhP3jAb59p9BiSH3mCoN592ih1UnvT3vOz1D7JwFBNR/kguc1mCj//hNy3F+PKzjq9Q6slcto1xM6eg1pWhrFLNzkH03mso+RnqX2RgaGajvZBchUWkLd8GfnL38NjLq15gKLQ+Zk/E3PDTa2fOKnNdbT8LLUPMjBU0xE/SEIInFlZ5LyxiIJPP4Za5nsJGphG6EUXY7rwIkKGDEVjlL2ZzgcdMT9LbU8Ghmo68gdJCEHBxytJf+z3ZzxO0ekJ7JdKyPDhhF54MSFDh6OteM3SuaUj52ep7bT7FdzqW9kqMzOTcePGkZKSwvjx48nLy/Pb/+233zJhwoTWSm6bUhSFsIvHeOdgOgPhdmHbtYO8d9/myLxb2DG0P/uuvJz0p5+gePV/cZeUtE6CJUlql9p1YMjJyeGhhx5iw4YN7Nu3jx9++IHVq1f7HTN//nzmzJnD/v37mTVrFgsWLADA4/Hw0ksvcf311+PxeGq7vI/VavX768gMCQl0efZ50FRMvKfRkPTo/9Fr+YfEz1+AafQY9DGx/iepKuUH9pH//j859ts72Tl8IHsmjePEYw9T+MWnuPJyfYc6s7Mp27IJZ3Z2K74qSZJaU7uuSqpvZSuXy0V0dDQFBQXo9XrcbjeRkZEUFhayb98+Xn31VSZPnswrr7zChg0b6rxPY1e86ggq52Aydu7q1ytJddjxWKw40k9Stvl/WHf+SvmB/Tizai68UpUhKRl9dDTWXTu98wBrNHR59nmir7uhpV+KdBZkVZLUFO162u36VrYqLCzEZDL55qXX6XSEhoaSn5/PoEGDePvtt88YEM5lhoSEWrupaowBaIwB6KOiCBk8BNXhQLXZcGRneQPFjl8o378PR/pJqPKbwZmZgTOzyqpiqsrJx36PIzOT8EsnEdQ3RU4PLknniHYdGOpb2aq2/dWPaYjGrnh1LtEYjWiMRnQREQT3S0W4XHhsVlx5eZRt24Ll5+2U79+L/djRGmtHAOS89g9yXvsHmqAgggYMJGTYBZhGXEhI2hA0cqEhSeqQ2nVgqG9lq5iYGMxmM263G51Oh9vtpqysjKhGzjwqi9enKXo9urBwdGHhBPbqTcz1M/HYrJQfPMChm37jV4qoSrXZsGzdgmXrFnJeewW0WgL7pBAydCimEaMIGXaBnBFWkjqIdt34PHHiRNatW0dubi4ul4vly5czdepU3369Xs+YMWNYsWIFACtWrGDs2LF1LnkoNZ6i06ELDcM0fARd/vSCX6N29MybibnlVkKGXYA2tNrawx4P5fv2kL/8PY799k52jRzMngmjOf7QAgo++gD7yRN+q1HJRm1Jaj/adYkhMTGRF198kYkTJ/pWtpo+fbrfylavv/46t956K3/5y1+IjIz0BQmp+UVfdwOhF4/xa9QWQiDsdtxWC44jRyjbuhnr7p2UHzyAK8f/S96RfhJH+kmKPv8UAF1EJMFpQ1CMBkpW/1c2aktSO9GueyW1BdmL4+ypTieqzYYzK5OyrVuw7PiZ8gP7cZw8AfV0Ha4UlDYYY0IiuqhodNHR6KNj0EdGoYuMRBcZhS4qCq0ptN7pxp3Z2ThOHj9v54yS+VlqChkYqpEfpOYnPB5Umw1XUSGWX37Gsn0b5fv2Un7kMMJe3uTrKjod2vBwb6CIjEIfGYkuyhtEdJGR2A7sp+Bfy8/rkojMz1JTyMBQjfwgtTxf9VOZGfOP33PykYfqbNRuVhotAzZsOq9KDjI/S03RrtsYpHOToigogYEYAgOJvuY68Hg4+cQj3u6wGg2JDz9K+OgxuArycRUW4irIx1NcjKuoEE9pCe7SUjxlZjylpXjKyvBYyhpWRaV6cKSfOK8CgyQ1hQwMUpurrVEbILBP3xrHClUFjwfh8SDcboTHjXB78JhLceXn4y4qxF1UiP3EcfKWvgtUKYlotBg7d22dFyVJHZgMDFK7UNdI7eoUjQY0GpRqXZL1UVEEdOvuty2wV29OPvEoqB7QaOny7HOytCBJDSADg3TOqqskIknSmcnAIJ3TGloSkSTptHY98lmSJElqfTIwSJIkSX7kOIZqhBDYbDYAgoKC6h1ZK0ntmczPUlPIwCBJkiT5kY3PDVD1V5d0bjkff0XL/Hxuas68LANDA9hsNt+0AtK55XycJkLm53NTc+Zl2fgsSZIk+ZFtDA1wLhe9qy5lmpube079em7Ia5NVSeeW8zk/y6qkVqYoyjmVweoSHBx8zr7Oc/m1NZbMzx1fS782WZUkSZIk+ZGBQZIkSfIj2xgkSZIkP7LEIEmSJPmRgUGSJEnyIwODJEmS5EcGBkmSJMmPDAySJEmSHxkYJEmSJD8yMEiSJEl+ZGCQJEmS/MjAIEmSJPmRk+hVI5dClM4lMj9LTSFLDNVULmISEhJyzk5NLJ0/ZH6WmkIGBkmSJMmPDAySJEmSHxkYJEmSJD8yMEiSBECZo5RTxccoc5S2dVKkNiZ7JUmSxK6sn/ju8JcIBKBwae9p9E8Y2tbJktqILDGcJWtZITZLcVsnQ5KarMxRWiUoAAi+PfS5LDmcx2RgOEt2WyklBekIVW3rpEhSk5TYCqsEBS+BoKS8qI1SJLU1GRiagc1ajL3c3NbJkKQmCQ+KQsF/4JuCQnhgZBulSGprMjA0A6fditWc39bJkKQmMRnDmNh7mt+2MT0mYzKGtVGKpLYmA0MzUBQFizkPp0OOLJU6pv4JQ0kO7om5wIKz3EVCaKe2TpLUhmSvpGag0wfgdJRTbi3GYAxq6+RIUqOt3/otn338OUJ42xq+065l5qW3tnGqpLbSqiWGVatWkZqaSq9evXj66adr7M/MzGTcuHGkpKQwfvx48vLyAHC5XMydO5d+/fqRmprK1q1bfecsWrSIlJQUevXqxVtvveXb/q9//YuBAwcycOBApk+fTnFxy/UcUhQFvSEQc1E2qsfdYvepSrXn4irejmrPbbZrlpaWcvXVVzfb9aSOobCkgHc+ft0XFAC+XvMlhSUFrXL/lho/IfNz07VaYMjJyeGhhx5iw4YN7Nu3jx9++IHVq1f7HTN//nzmzJnD/v37mTVrFgsWLADgtddeQwjBvn37WLVqFTfffDNut5tff/2Vt956i+3bt/PLL7+waNEiDhw4QGZmJr///e9Zt24du3btol+/fixcuLDOtFmtVr+/pjAGmrCXmym3ljTp/MZwZH1O6aZpWH69h9JN03Bkfd4s1y0uLmbHjh3Nci2p48gpyPYLCuCdlTW3IKfF770n+2fe3fJXPt61lHe3/JU92T8327Vlfm66VqtKWrt2LePHjycmJgaA2bNns3LlSiZNmgR4SwXr169n1apVvv33338/LpeLL7/8kieffBKAfv36kZyczKZNm9i4cSMzZswgODgYgOuuu46PPvqI22+/nTfffNN3r8GDB7NixYo60xYSEnLWr0+j0aIoCmWluQSZoho9vbH5p9mozvq7BwrhAWdhlS0qtgN/wnZsMYqiPXMaDZGEDv9nnfvnz59PVlYWV111FQcOHCAuLg5FUbjtttvYsGEDy5YtA2DOnDmMHTuWOXPm8P777/Pyyy/j8XhITU1l8eLFmEymhrxkqZ2Ij05AURT/4KBAXHR8k6+54uc3sDktZzxGFSo21+ljBIK1hz7jf8e/RaPU/5s1yBDCTUPvrnO/zM9N12olhszMTJKSknzPExMTycjI8D0vLCzEZDKh1+sB0Ol0hIaGkp+fX+e5dW1PSEhg6tSpgHfa4eeee65FipRlJTlkn9xFudVbTRUQFIqtrBCn/cwfiNqoziKEI6/eP/+gUIWzsN5z6ws8r732GomJibzyyiscPnyYpUuX8v3339d5/P79+1m8eDE//vgjO3bsoF+/frVWEUrtW1R4NPNm3OO3rWvfZKLCo5t8TZvTgsVpPuNf1aDgd66r/nMtTnO9gUfm56ZrtRKDWssAMI1Gc8b9lcfUdW591ywsLOTqq69myJAh3HLLLXWmzWI5ncGsVitxcXF1Hltp95ZPWLPqaYRQQVEYOfF2evYfT7mlFKu5AGNg435laAyRNGSIXM0SQwVDVINKDA0VExNDz549z3jMunXrOHz4MBdeeCHgLfV17969wfeQ2o9xIyaSnZ/JVxs+A0AXrEEVaoN+udcmyFB/Kbx6icF3rj6kwSWGhpL5uXFaLTAkJyezceNG3/Ps7GySk5N9z2NiYjCbzbjdbnQ6HW63m7KyMqKiokhOTiY7O9v3H1t5buX22q558uRJJk2axLRp03j++efPmLbKqqiGKivJOR0UAIRg67fvkNBlEIaAIMpK8wiNSkKnMzT4mmeq4qnOkfU5tgPPASqgIajvoxgTp9V3WqMEBZ3uXVW9msHpdALg8Xi4/vrreeWVVwBvUHU4HM2aDqn1dE8+/cVZbnFgcZgJDQhv0rXOVMVT1Z7sn/n20OcIBAoKE1tojiaZnxun1aqSJk6cyLp168jNzcXlcrF8+XJfdQ+AXq9nzJgxvraAFStWMHbsWPR6PVOnTmXp0qUAHDhwgCNHjjB8+HCmTJnCxx9/jMViwWKxsGrVKqZMmYLdbmfSpEncddddvPDCC82+nGFxfvrpoFBBCJWykhwMAcE4HRbKLS03nYAxcRphoz4nZPAbhI36vNmCQmVAri46Oprdu3ejqip5eXm+AD927Fg+/fRTcnO9PaMeeOAB/vjHPzZLWqTWV7VNwWF1tMqUGP0ThjJ35IPMGHQbc0c+2KxBQebnpmu1wJCYmMiLL77IxIkTSU1NZdCgQUyfPp158+bxxRdfAPD666+zfPlyUlNTeeedd1i0aBEAv/3tb9FoNKSmpjJjxgyWLFmC0Whk2LBhzJs3jxEjRjBkyBDmzJnDkCFDWL58OUeOHGHZsmWkpaWRlpbGrbc2X5/siJjOKNWLuoqCKTweRdGg1RkwF+e06PxJmoA49BFD0QTUX+3VUAkJCXTt2pXRo0f7bb/00kvp2bMnvXv35qabbmLcuHEADBo0iIULF/r+T4uKis7bD9K5ID460ffYbnVSXN46o/lNxjA6hXdr9pHWMj83nSKq91M7z1mtVl8vJYvFUmc10+4tn7B61UKoePuSuw9l7LSHAfC4XZTbSknqmkZgsJxWQGo7Dc3Ple546mYsVgt6o45bb72VsT2ntEYypXZGTonRRANGXsPM+053ga06fkGr0yM8buw2OW2x1DiLFy/2lXLT0tKIiIjg5ptv5s033yQxMdG3/fHHH2+R+8dGeUugLoebAnNei9xDav/klBhnIbHLACKikiguzKQw9yjl1hICg8MB0BsDsZTmERaVhEZz5t5CklTprrvu4q677gLg0KFDTJo0ieeff54nn3yS1157jenTp9d7jaqDNBs7YLNHp97klGYREGKgxFZH12jpnCdLDGcpsWs/3+OsEzt9jw3GYBz2Muw2OR231DTz58/n6aefJikpiZ9++ol33nmHQYMGMXv2bEpKSuo8LyQkxPfXkK7XVd06/Q6Gjh9AjyGdcCnnZ48cSQaGs5bctb/vcebxX32PNVodQqi+wW+S1Bg//PADubm53HzzzaiqSqdOnfjjH//Ijh07SExM5L777muxe4cawwGwu8txeZwtdh+p/ZJVSWcpOr4rer0Rl8tBdvouVI8bjdb7tuqNQVhK8wmP7oRWq2/jlEodyRtvvMHvfvc7FEVBURS+/vpr374//OEP9OjRo85zmzJgs6qwwEjyrFkAmO0lRAXHNjL1UkcnSwxnSaPREhPnHVTnctjIzz7k22cwhuBy2mR1ktQoLpeLb7/9lmuvvRaAvLw8XnvtNd9+VVXR6er+TRccHOz311gRgVGAdyK94nLZznA+koGhGcQmnB7BXbWdQaPRIISQ1UlSo+zevZuePXv6Jm8LCQlh4cKFvplCX3nllQY1QjfVxg3fs2vdQXZ+e5Bim1yZ8HwkA0MziIlNpO+g8Uy89gkGXnid3z5DQDAWcwFud/PW1ZaV5JB+eBtlJS0/NXJr+/LLL/nb3/7WqHPGjh3Lhg0bWiZBrezo0aN07tzZ9zwoKIh//etfzJkzh759+7Jz507+8pe/tNj9rWVWHDYXLrub3NKWz1+FJQXsPbK71dZ/aG0dMT/LNoZmYNDrGXzhVWgDa05TbDAGYSnJw2Ezowtt+myVVVWdwE9RNFx23VMMGHlNs1y7Pfj55+abk78juu6667juOv8fGJdeemmrrS2QEJPI8VPHAMjOz2zRe63f+q1vkSBFUZg34x7GjZjYovdsbR0xP8vA0FxE7SUCRdGgaDRYLYUE1xMYtm94j+0bzzyZnqp6sJWdrvcVQmXNqqc5sOO/FOYeq/O8YWNmM2xs3TPMVnryySf54IMPCA8PJyUlhe7duzNq1CieeOIJ3G43SUlJvsFWXbt2Zfbs2axZs4bCwkJeffVVJk2aRH5+PnfeeScnT54EYOHChVx55ZUsXLiQzZs3k5GRwe23387gwYN57LHHKC8vp7i4mOeee843Bz54J1688cYbuffee9mxYwcej4d7772XefPm4XA4mDdvHj/99BPdu3enoODc/LXZFpLjugA/AlBQ1PRBbl9v/Jz/fv9lnftV1UNJWYnvuRCCdz9+g4F90lj6yVucyKw7P0++5Eqmjql/jjCZn5tGBoazpNMbvDM1qnVXFRmMwdjKCnE57egNAXUe57BbsZQ2/oMohEpZad4Zz3XY6x/o9NVXX7FmzRp27dqFEIIxY8YQGhrK73//e7777jsiIyNZsWIF9913Hx9//DEAYWFhbNmyhU8//ZTHHnuMSZMmsWDBAmbNmsU111xDQUEBI0eOZMSIEYB3fYy9e/cCMGPGDN566y1SU1NZv3499913H7t37/YN8Jo3bx6PPfYY/fv3Z8mSJVitVkaPHs0FF1zAmjVr8Hg87N+/nyNHjjBw4MBGv29S7RKqzJlUUlLi+zXfWOX2copKG9d4rQqV3IIczNbSM55bbi+v91oyPzedDAxnSa8PAEVB9TixmwvIPP4r2em7uGjyvb5pt/XGIMpKcnCUm88YGIwBwYSEnblrYPUSA3hLJaaw2DMuEGQMqL93ypo1a5g5cyaBgYEAzJo1i+XLl3Py5EnGjx9fcX/Vb82Lyhly09LSKCoq8l1n7969PPPMM4C3l83+/fsBfHPdA7z//vt89dVXfPLJJ2zZssWvm2XVNFmtVv75T29Jymw2s2vXLjZs2MAdd9yBoij06tWLUaNG1fv6pIaJi07wPS632rG7bQTqG9+7KTAgkMiwqDr3Vy8xAGgUDXHR8YQGh53x3MCAwHrvL/Nz08nAcJb0hkB0OgMet51dP6/i6F7vFL65p/aS1G0w4J3/XaPVYSkrOOMX/7CxtzSouqel2hi0Wm2NxY88Hg+jR4/2zYDrdDopLj7dyyogwBvoqs5x7/F4WL9+PZGR3oWBsrOziYmJYf369X7z4o8ePZoxY8Ywfvx4JkyYwMyZM2ukyePxsGLFCoYMGQJ4u26GhYWxcuVKvzn1K1f+k85efJXpt+0WJyW2IgLDGh8Ypo6ZVm91z/qt3/Lux2/4FgWaO+NuosKjeei2xxp9v+pkfm462SvpLOn0BvSGQNxOO0ldTxf/Du9eh7XKL3uDMRi7pRinw3bW9xww8hru+L/V/OaeJdzxf6ubreH5sssuY+XKldjtdhwOBx999BFXX301mzdv5tAh7/iMF1980Vc0rsv48eN5/fXXATh8+LBvCuOqioqKOHToEM8++yxTpkzxFaXBfx798ePH88YbbyCEID8/nyFDhrB//34mTpzI8uXLUVWVU6dOsWnTpmZ5DyQIMAYSFOQNBHarg2J7y41lGDdiIv94/E2euOuP/OPxN5u14Vnm56aTJYazpCgKAYEmSksKiU/u7/ulkXF0OxnHfvYt+ak3BFJmM2O3mTEYg+q/cD1M4fGYwpu+WHttJk+ezLZt2xgyZAgmk4no6GgCAwNZsmQJ119/PW63m7i4OJYvX37G6yxatIi77rqLgQMHoqoq7777LrGx/iWlyMhI5s2bR2pqKqGhoYwcORKbzYbFYmHcuHHMmjWLqKgonnrqKebPn8+AAQNwu9088cQTpKWlkZqayp49e0hJSaFLly6kpqY263txvouOjCbdZsXt9JBbkkW/uLQWu1dUePRZrS9dF5mfm06ux1BNY+avV+25OIu2YbOUkpNbiDGsB58ue9TvGEXRcPXcRQSborCWFRAYHElC5/7Nvqpcc9i6dSt79uxh7ty5CCGYMWMGt912m99Ke1LH0tj1GCr94/2/sHXHZgAuv/IyZo9p2FKd7YnMz00nq5KayJ7xMaWbrqL8wB9RMl4hWByjpLBmn+/KJT8BjAEhOGyluJqhOqkl9O7dm08++YSBAwcycOBAevfuLT9E56mxwyfQdVASfUd1QxhrLo/ZEcj83HSyKqkJVHsu5YdeAk4XtkzuLdgC+oGi+FZ1g4oeQxVVPjp9ADZLMeW2UgwN6CXU2iIiIvwma5POXwN7D+HH/P/i9Diwq+3zh0x9ZH5uOlliaAJP+SnAv7eDgiBAW8bIibf7be/aZxTBptPd7nR6I5bSPGQNntSeKYpCaEA4AOUuK6rwtG2CpFYlA0MTaAM7Uf2tEyi4PEZ69h/PuOmn2xkKc48hxOkgYggIwV5uPuOYA0lqD8ICvN0zBYIyh5wh+HxyVoHhu09faK50dCiagDiC+j4KnG5AVsIuQlUCEKpKUtdBxCanAGAtK6C0StuDd8yDk3K5HrTUzmndekrzysg/WUSpXObzvNLgNoZvPvy/GtuO7t2A0+H95Xv5DX9svlR1AMbEaajOUuzHXgVAFxSPTtXgdtnQG0Pof8HVFHdNo+eACRgDQvzO1ekDvOtBRySiaGShTWqfvl//A6cyTwGQfXEmnSN7tnGKpNbS4G+lgKBwju77npjEPiT3GEZyj2HoDIG+x+cjXdjpZT1xF6HT6XFXBMrELoNIHT6tRlAAb+8ke3kZDntZayVVkhotNur0ym8nc463YUqk1tbgwDD2qge5YtYLHPj1v4RGJNJ/+DQCg8LoP3wa/YfXP8vhuUgb3MX3WDhyCQgMwOWqf3IvrU6P8Hgot8rqJKn9Sort5Huc1cLTb0vtS6O6q3bpPZLYpBTWfvwMx/ZtRFXP754Kij4StEHgsaHaczFEGBDltff5djpsKIqC3uCd0Etn8PZOCotKQqPRtmayJalBuiR08z0uLJLTmp9PGl3BHRgcxlW3/JWo2O6EhMa0RJo6DEVR0AR4pygWzkJ0WgWtouBxu3zH2CzFbN/wHp++M5+DO9b4thsDQnDYy3CUy+okqX1KijldYjCbzZQ5ZAn3fNGowFCQc9Q3CVx4dCc69xpJ+uGtLZKwjkITWDlFsUCnlFVMmOXw7fe4HRz49RtcznIO7VyN6vGWKDRaHUKolFvketBS+xQbdXournKLnXe3/JU92R1vNTKp8RocGLZ9t5TPl96P3VbKLz+s4LtPn6fcWsz3X/2dzWvfbMk0tmuagKTTT5xF6PV63E67b5MpPJ7k7t4pdm2WItKPbPPt0xuDsJjz8HhOlzAkqb1w4UAf4K1ttpXZcZQ7+fbQ57LkcB5ocGDYs+0TZj/4EaERCezZ9hnX/3YpY678HTf8dhn7f/6qJdPYrmkCT692pToLCQjQo6r+7Qx9B0/2PT7w6399jw3GYJwOG3abHDwktT8ltkI0Wu9XhOpW2fntQfLSCykpL6rnTKmja3Bg0BsCfdM4GANMaLXe1ckURYOinL+Np5qA06tdqY4C9DoNoPiNdo7rlEp4dGcACrIPk5992HuuRosQgnJrSWsmWZIaRLgUHFb/JWtP7Mqqa3lz6RzS4MAw6MLf8P7fb+SXH/5Fco9hfPL2Pfy04T0+emMe/YZd0ZJpbNc0AfFUjoAWjjz0Oi06rRa363Q7g6IodZcaAoKxmPObZQEfSWpOZeZapm0RYDHXv3641LE1ODAMvHAGl133FMX5J8lJ341GqyM/6yBDRs9kxIR5LZnGdk3RGFD0EQCojlw0GtAbjX6BAaBb34swBpoASD+81be6m8EYhMthJS/zAA45f5IE3HjjjfTu3Zu0tDTS0tL49NNP2bNnDyNHjqRv377MmDEDq7Xlv5zjoxNqrBuiKApx0c27QJTU/jRqHENy9yHEJPamOP8kOr2R8KhO6PTGlkpbh6ExxuBxFYFqR7iKCQjoSrkt3+8Yrc5A74GXsnvrJwjVw6Gdaxh88Y0oioaQsFgspfnkZuwnNrE3AUFhbfRKpOZis9vIyc/CoDcQGxWPQW9o8Lnbt29n69atvjWGwbs4/T/+8Q/GjBnDk08+ybPPPstzzz1X6/lVg8bZBJCo8GjmzbjHtyYzCvQe3I3IsKj6T5Y6tAav4OZy2vn233/kwC//xRgUCkLgdJYz4ILpjJv2MBrtubG0Q2NXvHJbj1N+5FXchT8AENDtDlymS8jNPlVj6U2bpZjP3v0tqurBEBDCNfNe8wVWIQTWsgL0+kBiEnsTFBLRAq9OamlOl4Ml/36T//36A8GB3rzjcNgZO2Iis668Fa32zO1xhYWF9OjRg4suuohTp05x7bXXctttt3HJJZdw/Lh3Wor09HTGjh3LsWPHar1GXasDNmYFN780lRTwwaZ3sGpKMATq+U3aPJLCutR/otRhNfjbfOOXL+Fxu7jj/9YQHOpdn7WsJJfvv3qZ77/+B2OverDFEtneaYynB/qpjnz0ETq0Wj1ulx2dPsC3Lygkgi69LyTn1F76pE3yW5NBURRCQmOwmgvIy9xPTGJvgk3Nvw6u1LJWfLkMt8fNosffIjzUG9yLSgv54Ot/8uF/lnPTlXPOeH5ubi6XXnopixcvJiAggCuvvBK9Xk9S0ulu0YmJiWRkZLTky/ATFR7NmEETWXv4M0pyzWw6uJ7rLpjTaveXWl+D2xjSD29jysw/+4ICgCk8jknXP83Jg5taJHEdhcZ4emFw1ZGP3mAgJDyu1t5Gw8bewvS5i+h/wdXoDQE19geHRqOqHvIyDlBWktuSyZZawN4ju7n7hgW+oAAQGRbF7dfNZ/ehnfWe369fP1atWkVUVBTBwcHce++9fPvttzWO05xhVl6LxeL7y81tnjyksRvY9e0hDm9LZ+svm3GrHXO5T6lhGhwYtDpDrdVFOr0R5Tyf60epUmIQjgIQTsIjk9EbAmo0KBsDTfVWuwWFRIKikJd1EHNxtlztrQPR6/S1VhcZ9IYzfplX2r59O19++aXvuap6uz1nZ2f7tmVnZ5OcnFznNYKDg/3+mkOn+K64nd650fLSCzmcu7dZriu1Tw0ODIoi1w2onYKiM4HG++tfdeaDuxxDQDBhUZ1xlJf5PtyNERgcjlanJy/rIKWFGTI4dBBn+zlxOp3cf//9mM1mnE4nixcv5vbbbycoKIiNGzcCsGTJklZf1D40OJT+fQYA4HZ6WL31/B3Uej5ocBuDuTir1sV6hBCUlWTXckZNq1atYuHChTidTmbNmsVTTz3ltz8zM5NZs2aRk5NDQkICH374IbGxsbhcLu666y42b96MoigsWbKEESNGALBo0SJef/113G43Dz/8MHfccYfvei6Xi8mTJ/PEE08wduzYhr7URtFoA1DxjmdQbScQziJUt7eUEBoej9Wch91W4i0FVGMpzePgjtX0HDCBsMjEGvsDAkNxKlYKco6gqh4iojvLhX3auYLiPN5cuajGdiGgoDi/ljP8jRo1invuuYcRI0bgdruZMWMGN954IwMGDOD222+ntLSUbt268a9//aslkn9GV4yZzq793uqw/fv3Y59qI0Af1OrpkFpegwPD2GkP17mvU8/h9Z6fk5PDQw89xPbt2wkPD2fy5MmsXr2aSZMm+Y6ZP38+c+bM4ZZbbmHJkiUsWLCADz74gNdeew0hBPv27WPfvn1cffXV7Nu3j927d/PWW2+xfft2VFVl1KhRXHLJJfTt25f9+/czd+5cfv3113rTdlbd+7RBoGjQGONQbScAgWrPRqhutDo94dGdyUnfg8ftQqvT+047deQnvv/qb97AWprL8HG3Emyq2Q3QEBAMikJhzlFU1UNkbFc5TXc7dt3lN2Gso2tqvx6pDbrGgw8+yIMP+nfm6N+/P5s3bz7r9J2N1B4DCQ0LxVxqpqzQyv8ObGDCgCltmiapZTQ4MJztYjxr165l/PjxxMR46+Nnz57NypUrfYHB5XKxfv16Vq1a5dt///3343K5+PLLL3nyyScBb+NccnIymzZtYuPGjcyYMcNXj3rdddfx0Ucf8eSTT/Luu+/yhz/8gZdffrnetFV2T20KRRuEog3w65kk7Nkg3ICO4JAoQsJiKSvJwxR+upE6NjkFRaNFeNxkHN1OxrGfGTnxdnr2H1/jHgZjEBqNhqK84wjVQ2RcN7RafY3jpLa3futa/vzAXwH4ePWHzJh0QxunqPkoisLYCybwxdpPAfhu62oZGM5RDQ4Mbz97+Rn33/7EN2fcn5mZecYud4WFhZhMJvR67xeeTqcjNDSU/Pz8Os/NzMxk2LBhftu3bfPOXvrSSy8BNCgwnA1Fo0PRh/lGPwN47DkI1YWiDUDRaAiP7kS5pRinw4bB6C16u10O3xTcAAjBlrVvER7dhej4HjXuo9MHEGSKorggHVX1EB3f068EIrUPVduCftn30zkVGAAmj7qKL9d9hlAFp45lkl+WS4wprv4TpQ6lwYEhKr4H+VkH6dl/An0HTyYkLLb+k6qorQG2ai+NuhpoNRpNnefWd82GslhO9xyyWq3ExTUuo2v04SiG09VAwpEH4vRU2gGBoYRGJlKYcwy9IRBFUSgryan1WmtWPknfwVNIvaDmetE6nYFgUzSlhZkIoRId31OOPG/HzsUOA2GmcHr17M2hQwdxOz18+b+Pue3y+W2dLKmZNfhb9Jp5r3HLQ/8mJrE3m1a/xuqVT3Ly4CaMAcG1NpxWl5ycfMYudzExMZjNZtxu769ot9tNWVkZUVFRdZ5b3zUb6qy792mD0AScDiaqI7+iKum0sMgkAoJDsdu8c9mbwuOhlhGqquph389f8tmS+9i7/csa+7U6PSFhMZQVZ5OXeRCXs/41pqXWU3XUcV0jkDu6Ky6+2vd4+85t52QAPN816ud1QFAYA0dey3V3vc3Um57H7Xbw77fv4dN376333IkTJ7Ju3Tpyc3NxuVwsX77cr8udXq9nzJgxrFixAoAVK1YwduxY9Ho9U6dOZenSpQAcOHCAI0eOMHz4cKZMmcLHH3/sG8yzatUqpkxp/TpPRRuIRh9aZTK9fFSP/9zE3rmlOuN22lE9boJNUYyceLuve6OiaEjoMgBNRduBy2HDaq69F4tGqyM4LBarOZ+8zIM47XK2y/YiIyedBX++iwV/vsvv8YI/3cmCP9/V1slrFkNTRhARFUZs10iS+sWSbT7V1kmSmlmTJjhyOe1kHPuZjGM/YzUXEJvUt95zEhMTefHFF5k4cSIOh4Np06Yxffp05s2bx1VXXcVVV13F66+/zq233spf/vIXIiMjfUHit7/9LfPnzyc1NdXXXdVoNDJs2DDmzZvHiBEjfF1ahwwZ0pSXdFa87QzhKMYYhKsY1HJUZwEE+ZdeQsJisJTGYLMWERIaQ8/+40noMoiykhxM4fEEm6KwlhWwa8u/ST+0hQEjrvE7X/W4UTQaFEWDRqMlJLzK5HtJfXyzt0pt569/eK2tk9DiFEXh7jn3svbQZwDsyNhKYljntk2U1KwaPIme2+Xg2L7vObDjG7JP7qRrn4vokzaJzr1GnFPdJxs7iV4l1Z6L9cBzuIu804ME9nmUgKTpNY6zWYrJTt+FwRhS65QYlZx2q7erahX7tn/J8QM/knbRDSR2TUNRFO/ke+Z8DAHBxCT0ITBYzswqndbU/Fwfh9vOm5tewCPc6BQ991z8GFrNuTGRptSIEsNrT15CQFAYfQZNYuDIa9HqvH21M497xwl06jHsTKef+7RBFYv2eKm29FoPCwqJIDQikeL8dHT6uDrroasHBafDxp6fPsdpt7D+sxeITepL2kU3EpvUh+DQGKxlBeRm7iMmoXet4yEkqTkZdQH0jE7hYP5u3MLFkfz99Ikb0NbJkppJgwNDfLJ3cE5uxj5yM/ad3iEEKArX3/NusyeuI1F0QWgCT1cdVQ5yU2r5FRUWmYS1rABHeRkBQaENur7dVkJIWCxFFXMv5WUeYM1HT5HUfShpF11PRHRnrGWF5GceQCT2JiQ0pp4rStLZ6Rs3iL2Zv1JwqoT39r/Dn+/6R1snSWomDQ4MDRndfD5TFC3a4F6+56o9B+GxoGjCaxxrMAYREd2ZvMwDGAKCG1QVFxqRyOQb/8SpI9vY8b+VmIuzAMg89jOZx36hW8rFDLrwOlRFQ17GAdQED6ERcqUtqeV0iejJwc0nsZm9PeNOZB+ja0L3Nk6V1Bwa3Ctpy9q32LnpI2yWwpZMT4emDe4MirdXkerIQy3PRojax2eEhMUSFBJFubW4wddXFIXOvUZwxewXGXnpHVXmXxIc3/8DXyx7gAO//geNVsfJw1vY/8t/KMw9htNhw+Usx+1y4HG7UD1uRBMm9pOkqrQaLf1T+vuef7r+wzZMjdScGlxiuPOpbzm44xsO7VyLzpBB38GT6T1gYo268POZRm9CY4xFtWcinIW4zAfQBMT6DX6rpNXqCY9OJvtkMW63E52u4Us/ajRaevYfT9e+F3No5xr2bPsMp92CqnpQUMg4tp0t377tq+YbcvFMuvW92NueoSigaFBQUDQKGo0WRaP19XTSaHRoNBqUiseKRkFRNBV/CtayQsxFWYRHd8IUnuA7tvJ8RaNpUmeEspIcivPTiYjpXGPlO6n9mjr6Gn7ath0hBDv37sDtdqGTI/I7vAb3SqrKXJzNgV+/4cie7wgJiyFl8FR6DZzQEulrdWfTi0MID+YtN6CWn6zYomDscguB3e9EUWp+WQohKqbVziQ4NNr7xdqEQVFOh41927/k2L6NjJv+CF+//wdvUKhGo9GCovi+5FEUFLyP4zsPYOiYm0EIXynnh6//4R2QV3G8y1mOo9zsu54pPJ6QsFi69R1NYpcBoNGgoMHtsnP8wP/QGwIxGIPQG4O8/xoCT/8ZA9Ebggg2RXFgxzes//QFhFBRFA2XXfcUA0ZeUyP9UuO1VK+kSkIIfvfKneSe8o65ue03dzLxgjNPnyO1f03qXxYakcCwMTcTFd+DbeveYfXKJ8+ZwHA2hKOgSlAAEDhOvochZiy60H41jlcUhfCoZJzlZdhtJageDyAA7y95jVaHRutdJlSj1dX5S9xgDCLtousZMPJa8rMO1hoUwDuquu7EqzV6M5XbSrCV1V11WFaSQ1lJDsndh6IzBKCqKkKo2CxF7PjfB3Xfq4rRUx/gh//83ZdmIVRWf/QUu3/6jNCIBIJN0QSbogkyRRFsiiIkNIYgUxQ6ncFbqql4X+p6b2RJpGUpisKooRfz6SnvxHrf/PilDAzngEYFBlX1cOLgJg7u+Ib0w1tJ7j6U4eNupVvfi1sqfR2Kp7y2EaACV+kutCG9UDQ1i9jGgBASu6bhdjvwuJ3eP4/L2y7g8LYLuBw2PKob4ftiV/wChlarQ6PVo9XqTk+1US04hEd3RqPRIipKBEKoIARqxb+BIRE10mYwBuNxORFCxeNx4XE7axwDoDcE+q1t3ZjJ/SrTUV3W8V/JOl7HlOmKQkR0Z8ZN+wMarQZF8QaHnFN78KgeQkKjCQmNIevETjavWSxLIi1s4pCp/GfN1zhsTrKyssjJzyY+JqGtkyWdhQYHhm8+fJITB/9HYtdB9Em7nEtnPCkncKtGG9gJb3u+f8OuojGiOgrQBtb+YdHq9HV+maoet+9L2eN24fG4cDvtOJ3ewOHxOHE7y70Nyni/YNMuuoGd/1vp+0Icesksuva9GBC+eW28//o/tpoLvNeoOGbMlQ/6jim3lrBm1dP+X+KKwpgrHqyYVjwHOF0NNnzcrRXpduHxnE67L/i5vY+DQiJqDWRnJARarQFDYAhC9aCqHjweF3u2fUZh7tE6TlFZs+ppuvYdJUsOzSwiKIoefbqz79cDACz74i1uv3Y+UeHR9ZwptVcNDgx7fvqMwOAIck7tI+fUPr7/8m9+++ubdvt8oAmII7DPI5QffI7KL1QA4XGilmegMUSgaOse7VzrNSuqk/SGwBr7hBDewOF24nY7UT0u3G4nEdGd6dJrJKWFp7y9n0xRKCi+tgJF0YCCX6Ny5WMU0Cgav2Mrjxk95T5+/M8iX8C5eMp99Bo4Hm8sqVISAWIT+yJQvUFH4NtX/ThUwfBxc9i+/j3fdQddeB0xSX0ptxbjKC/DXm7GUW7BYS/DabdgLzcTFpWEomjQ6vW+dhmn48xzRgmhUlxwSgaGFjBxxCRfYNi1fwf3/ekO5s24h3EjJrZxyqSmaHDjc2lR1hn3N2SG1Y6gORrrnEU/4Uh/H3eRd8UtTWBnArrfhdbUB11Qp2ZN75kIVa1obG6+WT7LSnIoLjhFRHSnZv2Crbyut10hCo/HVRH0XKiq21ulVrXLrer2/rndFSUOyDq5g3JbCc5yC9ayQjKP/+J3D0XRcMf/rT6vAkNLNz5XyirM4KHn/CfTVBSFVx5/S5YcOqAGlxjOlS/+1qAL7opIuAq1PBO1PB21PB138c9o9CEIQxSKrnXWyW2J9aFN4fEt8sVa/bp6apaQKnmr19yoHpffv1Hx3X3Bwzu310Z++WGFXxvD+RQUWlNWXkaNbUIIjmUdkYGhA5KzXrUARRuMRheEMfl6yg+/BAicOV+jMfVGMcSgC6m5QpvUcJXVa1B3tZyqekjqlsbAC2dQnH+SmITehEUl1Xm8dHaMQbWMw1Egx3qKQ8fDiI9JJDRETvDYUcjA0AIUXRBKYCc0Hge66EtwF2wE1Y4rdzW6gDhUYywavZwiuyVVdmGNiutOVJycpqGldY3vQbdBSRzflVnZ45quAxPZX/wrn33xKQatgXtm3s+A3mltnVSpAZq/rkECQBuYgCYgDkPMOBSdNwh4Sn7BVbLLO8GeXPVKqsPf/vY3+vfvT//+/bn11ltxOp28+eabJCYmkpaWRlpaGo8//nhbJ9OPyRjGjRNvJW1CX/pc2JVBE/oQ0zmSU/uyKS8vp9RSynNvPc37XyzF7XbVf0GpTTVp5PO5rDkb64Tbitu8F1fhFhyn3gdAMUQT2OtB9BFD0RjCmyPJ0jlk27ZtzJ07ly1bthAUFMTs2bMZMmQIe/bs4YorrmD69JprfFRntVr9HleuYd6Sjc+VyhyllJQXYTKGsS19IztObOXYjkzM+afXVe+a1J17Z/2OhBhZtddeycBQTXP34lAd+bhK9+E48Q4ey0EA9LETCOg0C21oim9pT0kCOHz4MFlZWYwZMwaAl156iczMTNatW0enTp3IyMhg0KBBvPLKK4SHh9d6jbp6obVGYKhuV9Y2vjv8FdlH88nYn+srKRv1Rm6Zfjtjho8/Z9fG7sjkt1ILUwzRaIOSMSRcARXzJbnyN+A270U4i9o4dVJ706tXL19QyMvL49VXX+XKK6+kU6dO/PGPf2THjh0kJiZy3333tXFKG2Zg4gVcP/h2eqR0JWV0dwKCvY3UDpeDtz56lUXvv4S1XK5Z3t7IEkM1LdHvW6hO3Ob9ODJW4sr7FgBNcHcCez+CPqx/rYv5SOe3EydOMHXqVGbOnFmjPaG4uJgePXpQVFT7D4u2rEqqi9Vp4au9H3Cq6ATpe7MpSD893XxyXCeef/Dlc2qJ4I5OlhhagaIxoA3ugiHuMhSDt0+3aj2GK+9bhFOubyH527FjBxdddBF33XUXjz/+OHl5ebz22mu+/aqqotPV/WMiODjY7689CDaEMGPQbQztMopug5LoMbQTWr3362dA30GUlJW0bQIlPzIwtBKNPhxNcC8MCdN825w5X+MuO4hQZS8NySs/P5/LL7+cRYsWce+93pHEISEhLFy4kB07dgDwyiuvNKgRur3RarSM6zmVy/vOICY5itRLepLUN46SsEx2p//C0fTDeDxnmAFYajWyKqmalpxCQAgPnrLD2A69hMe8CwBdxAUE9nkUXZDsoSHB448/zssvv0zv3r1926ZOncrYsWN5+OGHsdvt9O3bl/fee4+wsPoHjLXWlBiNlW/J5vM9KyhzlPq29QodSK/w/mzZ8SN9uvdj5KCL2jCF5zcZGKpp8YVN3DacBf/DduAZUB0AGJKuxRh/BVpTH9neIDWr9hoYAOwuG1/v/4j04tMz4qqFen7e5J1ufczwCdxy9TwCjI2beFI6e7IqqZUpuiD0EYMxxJ1ezMSZ+W/Kfr6N8mNvoDryEKq7DVMoSa0jQB/E9AGzGd7pEt+29MzTC11t/Gkdj738O45n1D6VutRyZImhmtb4hSWEwFm8FduOml0OjZ1no4u6GF1QEoohstYlQSWpodpziaGqIwX7+Gb/v3F6HBRmlHBydzaqxzs1u1aj5apx15DSI5WE2CQ5KV8rkIGhmtb6IDkLt2DdWXtfdE1gMrqoUehjxqEL6oJiiJABQmqSjhIYAIps+Xy+ZwUl5YXYLQ6O/pKBrbS82lEK11x6HTMm3dgmaTxfyKqkNqIL7kZdb79anoEz4yOsux7CduglXAX/Q3UUnF7cRpLOQZFBMdw05G56RKUQEGIk5eJuxHSpvuSs4JO1H1FQnN8maTxfyBJDNa35C8uR9Tm2A8/hXQpUQRc5CtWeiWo7Ue1IDdrQ/hjiJ6OPGetdCU5OpSE1QEcqMVQSQvBT+vdsOrGO0oIyDm4+UeOY2dPm0qtLH0KCQggzhfPSkj8TFBhMSo9U+vXoT6f4LmhaYD2S84XsAtOGjInT0EWMwGPeDRoDiqJD9ThR7Vm4izbjLvkZhAdQ8Zh3UW7ehSN9Ofq4SRgTp6MJiJPzzEjnHEVRuKDLGOJMSfz753/WeowIdONw2XGZnWTmZbDv6B4Atu/ZCkBIUAgp3VNJ6dGffj36kxzfWQaKRpAlhmra6heWEAI8VlSXGdWRD24LHmcB7uKfcRduQrjN/idogzDEjMWYfCNaU28ZIKRadcQSQ1UHcnfyzzVvcWJXlt86DzGdI9Fp9CSGdsZTqvDN6tXYHdXbI04LCTKR0iOVm6+6jeiIGN/2wpICcgqyiY9OkI3aVcjAUE17+CAJoSLcVoTbGyRURzHu0l9xF21GtZ2sdrSCLnwIxk7Xo4u6RP4qkvy0h/x8Nsocpby75a84yp3YrQ4Cgo0YAvU1jhNCQLkWUaalOM9MVnYmdofd7xiNouFPD/yVuKh4jAYjG7at452PX0cIgaIozJtxN+NGXNpaL61dk4Ghmvb2QfIGCQuqy4xw5uMu3Yur8Ec8pbtA+I930AQmY0iaQUDSdITLjKf8FNrATmgC4too9VJba2/5uSn2ZP/Mt4c+RyBQUOgbNwiXx0lGyQnsblut5wghMDiD8Jg1FOYWkZF1iqjwGG675k4Ayqxm/rH8xRoLZsVFxRMXnUB0RIz3Lzya6IhYEmISCTOFt/RLbTdkYKimPX+QhPB4g4SzFI/1GK7872qvZlIMIJwVTzQE9X0UY+K0GteTzn3tOT83RuUCQOGBkZiM3qlAhBAUWHM5XnSQE0WHyTFn4hG1Dw7VoCHSEE+PuN6E6aPJTM9k2advN/j+V4y9mplX3OJ77vF4+PeaD4nyBY8YosJjfKO0O3oVlQwM1XSUD5I3SJThsRfgyl+HK29dLb2ZTtOGpaEN6Yk2qAvaoM5oApPRBCTIKTjOcR0lPzcHt+omq/QkxwoPkl58lEJbXp3HKi4t277ZWWO7TqvD7akZXKZcchXD+o9Ao9Gi02opKSvhpSV/qnFcSJAJo8FIYUmBb9vsaXO5fPQVvucOp3cqHKPB2KjXB60XcOS3QgelKFoUfTgafTi64K4EJF+Pq+QX7CffQy3bX+N4T+kOPKU7ql1Ei8YYhyYwCU1QZ7RBndEGdkYT1AlNQGKtQUO158oqKqld0ml0dI7oQeeIHgCUu2ykFx/hWOFBTpUcx+os8x0r9B66Dkqs0ag9IHUQIdpwcIK73IO1zEZZmYWenXtjMBhRPR7cHhf5RbUHHYutDIutzG/b8i+W0K9Hf2Kj4tFqtaz539d88PVy9DoDpmATpmATIUHeP1NwKCHBJkxBJmIiYxnWf4TvOuu3flutTeQexo2Y2OzvI8gSQw0d/ReWx5aFect0vLn9bGjQBMShCUhCE5SMNqgLnvJsnJmrKq4tq6g6go6en5uLEIJSexHHCw9xvOgQGaUn8KhunOWuMzZqVwoyhBAeEEV4YCThgZEYCKAovxhrmY2ikiIKivMpLCmgoDiv1hXpbrl6Hl2TugPw7aZv+N+v39eb5q5J3fm/u59Fq9VQYi7hgefv9msT0Sga/vH4my1ScpAlhnOMNiiRoL6PVRk4pyGg5wL0EYPxWNNRbSfxlJ9COHJR7XmoznxQnbVcSUW1Z6Pas6Fke637bQf+RPnJFWiNkSj6MBR9eEUpJqzieejpx7owFL2pzqk9ZElEakmKohAeGMXg5AsZnHwhpfYilmz9O4ZA/RkDQiWb04LNaSHLXK1XoAaMsQEkdokiJaAHOo+R9/75nt/vMkVR6NMtBVNwKE6Xk9ioOLol98BWbsVmt2Irt+FRa65DodPqOJF5DIATmcdqNJSrQiW3IEcGBqlhjInT0EeOxFOegTYw2fdFqzP1BSq69gk3qA5UjwPhyMdtO4GwpeMpz0DYc73dZJ35vqnB6yLKT+AuP9HAlCkouhAUXWhF4AhDow9DdRbiLt5OZZnekHg1huhLQBuIogtC0QaiaL3/ogloVLuIDDhSbcICIrm09zS/3k4Tel1Fz5gUim2FFNsKKLTlU1JeSKm9CIvDjN1d+zgJh9tOblkmuWWZgLdKqmoVVZeBCaw99W+CDSYC9UGYugYzqddEAvRBBOmDCdAFohE6PC4Vl8OFzVZOmdVMYGAQsVFxuN0uPKoHRVFqlBjiouNb5P2RVUnVnO9FbyFUUF0I1Ynw2FGdBXhsJ1DN+3BkrKzlDIWzr7ZqJI2xIlgEeoOHNsj3XNEGVWwLxGM7hbvwRyo/oUF9Hzvvqr7O9/xcn9p6O9XF6XZQai+iqCJoFNsKKoJGKVanxf/YBlZR1UajaHxBI1AfTKA+iEB9MDt3/8pPm3/xBZwpl05l1mXzGvuSG6RVA8OqVatYuHAhTqeTWbNm8dRTT/ntz8zMZNasWeTk5JCQkMCHH35IbGwsLpeLu+66i82bN6MoCkuWLGHECG+jzKJFi3j99ddxu908/PDD3HHHHQBs3LiRBQsWYLPZmDBhAosWLTrjOrmV5AepbvbMTyk/+AKVVVSBPe9DHzsR3FZUVynCbUa4Sr2PXWbvc3dZlT+r989jBU85rR5Q0BA26vPzquQg83PrcKtuzPZissynWHvw0xr7DVojTs+ZS98NUTXgGAMNzB35YL0BrSlarSopJyeHhx56iO3btxMeHs7kyZNZvXo1kyZN8h0zf/585syZwy233MKSJUtYsGABH3zwAa+99hpCCPbt28e+ffu4+uqr2bdvH7t37+att95i+/btqKrKqFGjuOSSS+jWrRuzZ89m7dq19OrVizlz5vDuu+9y55131po2q9Va62PJX0DSdAxRo2pUUQE0ZFJwIVQQKqAiVJd3EJ71GNZdv8M/SCjetbEVEB4buMsRnnKEWo7w2EF1IDwOUO0I1VFHG0ltVDzlGedVYJBah06jIzIohsigGBDCr4pqYu9p9E8YiipUHO5ybE4rNqcFq9OC1VmG1Wmh3GWt+LPhcNtxuMuxu+2owr/toWqbiEBQUl7UsQPD2rVrGT9+PDEx3nlKZs+ezcqVK32BweVysX79elatWuXbf//99+Nyufjyyy958sknAejXrx/Jycls2rSJjRs3MmPGDN+voOuuu46PPvqIcePG0b17d9+6uXPnzmXhwoV1BobKX1RS/bw9lZr2xaooGqiYFVbRGEAXjDYwAVGtsbyxvZ2E8IDHjuq2+Uokankmtn3/h3/A0aANTG5S2iWpofonDKVLZM8aVVQaRVNRNRRMVHBsvdcRQuBSnZQ7bRRYcvhi37/89isohAdGtshraLXAkJmZSVLS6QXvExMTycjI8D0vLCzEZDKh13ujoU6nIzQ0lPz8/DrPzczMZNiwYX7bt23bVu+9pPalrsbyhlIUrTfI6IKBignSwlJBLa8RcGRpQWoNJmPYWf+SVxQFg9aIIdBIWGAEl/a+ukZJpCVKC9CKgUFVay4yU3XCt9r2Vx5T17mN3V4Xi+V0w5HVaiUuTn55tLazKYnU5WwDjiS1J3WVRFpCqwWG5ORkNm7c6HuenZ1NcvLpYn1MTAxmsxm3241Op8PtdlNWVkZUVBTJyclkZ2fTs2dPv3Mrt1e/Zl3b6yIb5M5dLRFwJKmtNEdJpCFabY7miRMnsm7dOnJzc3G5XCxfvpypU6f69uv1esaMGcOKFSsAWLFiBWPHjkWv1zN16lSWLl0KwIEDBzhy5AjDhw9nypQpfPzxx1gsFiwWC6tWrWLKlCmMGDGCQ4cOceDAAQCWLl3qdy9JkiTpDEQr+uijj0T//v1Fr169xEMPPSSEEGLu3Lni888/F0IIkZ6eLiZMmCD69esnLr74YnHy5EkhhBB2u13MnTtX9OvXT6Smpopvv/3Wd81XXnlF9OvXT/Tq1Uv89a9/9W3fsGGDSEtLE3369BE333yzcDgcDUqjqqrCYrEIi8UiVFVtrpcuSW1C5mepKeQAN0mSJMmPXO5LkiRJ8iPnSmoAIQQ2W+0rRUkdW1BQ0Hm3XrbMz+em5szLMjA0gM1mk4PgzlHn4zQRMj+fm5ozL8uqJEmSJMmPbHxugHO56F11QF9ubu459eu5Ia9NViWdW87n/CyrklqZoijnVAarS3Bw8Dn7Os/l19ZYMj93fC392mRVkiRJkuRHBgZJkiTJj2xjkCRJkvzIEoMkSZLkRwYGSZIkyY8MDJIkSZIfGRgkSZIkPzIwnMNuvPFGevfuTVpaGmlpaXz66afs2bOHkSNH0rdvX2bMmIHVagXAbDYzbdo0+vXrx/Dhwzl8+LDvOo899hh9+/alT58+fPnll231cgBvOgcMGMCJEycA2LhxI2lpafTu3Zu7774bt9sNeJeSHTduHCkpKYwfP568vDzAu7b43Llz6devH6mpqWzdutV37UWLFpGSkkKvXr146623Wv21SWcm83Mr5ue2mu9bank9e/YUhYWFftsGDRokNmzYIIQQ4v/+7//EI488IoQQYsGCBWLhwoVCCCHWrVsnLrzwQiGEEJ9++qmYOHGicLlcIisrS3Tr1k0UFRW14qs4bdOmTaJ///5Cr9eL48ePC7vdLjp37iwOHjwoVFUVs2fPFosXLxZCCDFt2jSxbNkyIYQQ7777rrjhhhuEEEK8/PLL4tZbbxVCCLF3717Rq1cv4XK5xC+//CL69+8vLBaLMJvNon///mL//v1t8jql2sn83Hr5WQaGc1RBQYEICwsTU6ZMEQMGDBALFy4U6enpomvXrr5jTp48Kbp16yaEEKJ79+7ixIkTvn3dunUTJ0+eFLfddpsvQwohxK233iree++91nshVcyZM0d8//33okuXLuL48ePi+++/F2PHjvXt37hxoxg3bpxwOp0iNDRUOJ1OIYQQLpdLmEwm4XQ6xfjx431fJEIIMW7cOLFx40bxzDPP+L5IhBDi6aefFk8//XTrvTjpjGR+bt38LKfEOEfl5uZy6aWXsnjxYgICArjyyivR6/UkJSX5jklMTCQjIwPwFlVr21fX9rZQubxrpbrSVlhYiMlkQq/XA6DT6QgNDSU/P/+Mr3PYsGF+27dt29bCr0hqKJmfWzc/yzaGc1S/fv1YtWoVUVFRBAcHc++99/Ltt9/WOE6j8WYBVVVr3VfX9vagMWk+0772/jolmZ9r05L5uX28I1Kz2759u1/DWmVGyc7O9m3Lzs4mOTkZgOTk5Fr31bW9PagrbTExMZjNZl/DndvtpqysjKioqA75OiWZn1s7P8vAcI5yOp3cf//9mM1mnE4nixcv5vbbbycoKIiNGzcCsGTJEqZOnQrA1KlTWbJkCQAbNmwgJCSE5ORkpk6dyvLly3G73eTm5rJu3TomTpzYZq+rqhEjRnDo0CEOHDgAeIvmU6dORa/XM2bMGFasWAHAihUrGDt2LHq9nqlTp/qK8AcOHODIkSMMHz6cKVOm8PHHH2OxWLBYLKxatYopU6a02WuT/Mn83Mr5uRnaUKR26qWXXhJ9+/YVPXv29PXW2L17txg5cqRISUkRU6ZMESUlJUIIIYqLi8U111wjUlNTxZAhQ8SOHTuEEEKoqioeeeQR0a9fP9GnTx+xYsWKNns9lSob64QQYsOGDSItLU306dNH3HzzzcLhcAghhEhPTxcTJkwQ/fr1ExdffLE4efKkEEIIu90u5s6dK/r16ydSU1PFt99+67vuK6+8Ivr16yd69eol/vrXv7b665LOTObn1svPchI9SZIkyY+sSpIkSZL8yMAgSZIk+ZGBQZIkSfIjA4MkSZLkRwYGSZIkyY8MDJIkSZIfGRgkSZIkPzIwSD4nTpyga9euZ32dKVOmkJWVdfYJkqQmknn57MjZVaVm95///KetkyBJzeJ8zcuyxNDOFRQUcOmllzJ06FCGDRvG559/DnhXerrooosYMmQI3bp148MPPwRgzpw53HPPPQwePJjOnTvz/vvvc+2119KjRw/uv/9+AJYtW8YVV1zBJZdcQs+ePVmwYAHVB8Dn5+dzzTXXMHToUIYOHVrrSldHjhzhoosuYtiwYYwYMYJNmzYB0LVrV06cOMEjjzziW22rR48eGI1GrFYrR48e5bLLLmPIkCFceOGFvvOkc5vMyx3I2c/0IbWkv//97+J3v/udEEKIffv2iQceeEAIIcS1114r9uzZI4QQ4rvvvhP9+/cXQghxyy23iKuuukoIIcSyZctEWFiYyM3NFWazWZhMJlFcXCyWLl0qYmJiRHZ2tnA4HOLCCy8UH330kTh+/Ljo0qWLEEKIG2+8Ufz73/8WQgiRn58vevToIXJzc/3Sdv/994tXXnlFCCHE+vXrxQsvvCCE8J/7RQghnE6nGDNmjHjnnXeEEEJcdNFF4qeffhJCCHHkyBHRtWtX4XK5mvV9k9ofmZc7DlmV1M6NHTuWSZMmcfz4cSZPnszChQsBeP/99/nqq6/45JNP2LJlCxaLxXdO5QyTXbp0oX///sTGxgIQGRlJSUkJAFdeeSXx8fEA3HDDDWzcuJHhw4f7rrFmzRr27t3LM888A3jXlt2/f7/vWgCXX345s2bNYsuWLUyZMoX77ruv1tdwzz330L9/f+bOnYvFYmHbtm3MmzfPt9/lcpGenk737t3P8t2S2jOZlzsOGRjauUGDBnHo0CH++9//8tVXX/HXv/6V/fv3M3r0aMaMGcP48eOZMGECM2fO9J1jMBh8j3W62v+Lq25XVRWtVuu33+PxsH79eiIjIwHvfO4xMTF+x0yaNIl9+/bx9ddfs3LlSpYtW8batWv9jvn73//O4cOHfYuqeDweAgIC2LFjh++YzMxMEhISGvGuSB2RzMsdh2xjaOeef/55XnzxRa6//nreeOMN8vLyKC4u5tChQzz77LNMmTKFNWvW4PF4GnXdb775hpKSEux2Ox988AGXXXaZ3/7x48fz+uuvA3D48GFSU1MpKiryO+buu+/m888/Z86cObz66qv88ssvfvtXr17Nq6++yqpVq3wf3rCwMHr16sX7778PwI8//sjQoUN9i5BI5y6ZlzsOWWJo5+bNm8fMmTMZOHAgOp2Op59+msjISObNm0dqaiqhoaGMHDkSm83mVwSvT0JCAldccQV5eXnMnDmTqVOncuLECd/+RYsWcddddzFw4EBUVeXdd9/1K3oDPPjgg9xyyy289tpraLVaFi9e7Lf/3nvvxePxMGnSJN+KW8uWLWPFihXcfffd/OUvf0Gr1fLxxx/7/TKUzk0yL3cccj2G89CyZcvYsGEDy5Yta+ukSNJZkXm5ZciqJEmSJMmPLDFIkiRJfmSJQZIkSfIjA4MkSZLkRwYGSZIkyY8MDJIkSZIfGRgkSZIkPzIwSJIkSX5kYJAkSZL8yMAgSZIk+fl/F4db7Uv1QWYAAAAASUVORK5CYII=", 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" ] @@ -194,14 +185,15 @@ "sample_sizes = cfg.sample_sizes\n", "\n", "# COMMENT OUT THE FOLLOWING LINES TO RUN THE ACTUAL EXPERIMENTS\n", - "sample_sizes = [50,100,200,] # reduced experiment\n", + "#sample_sizes = [50,100,200,] # reduced experiment\n", "\n", "for dd, ds in enumerate(cfg.data):\n", " dataset_fn = get_dataset(cfg.data[dd])\n", " n_samples = cfg.n[dd]\n", "\n", - " dataset_gt = dataset_fn(n_samples, cfg.d[dd])\n", - " dataset_intra = dataset_fn(n_samples, cfg.d[dd])\n", + " dataset_gt = dataset_fn(2*n_samples, cfg.d[dd])[:n_samples]\n", + " # ensure it is different embeddings from the ground truth\n", + " dataset_intra = dataset_fn(2*n_samples, cfg.d[dd])[n_samples:]\n", "\n", " print(cfg.data[dd], n_samples, cfg.d[dd])\n", "\n", @@ -288,6 +280,44 @@ "\n", "print(\"Finished running experiments.\")" ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Finished running experiments.\n" + ] + } + ], + "source": [ + "axes[-1, -1].set_yscale(\"log\")\n", + "fig.tight_layout()\n", + "\n", + "\n", + "fig.tight_layout()\n", + "fig.savefig(\n", + " f\"./results/plots/{cfg.exp_log_name}_metric_comparison_sample_size_{cfg.data}_only_embed_MMD_{cfg.bandwidth}log.png\",\n", + " dpi=300,\n", + ")\n", + "fig.savefig(\n", + " f\"./results/plots/{cfg.exp_log_name}_metric_comparison_sample_size_{cfg.data}_only_embed_MMD_{cfg.bandwidth}log.pdf\",\n", + " dpi=300,\n", + ")\n", + "\n", + "print(\"Finished running experiments.\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": {