From cdce5bc6dab0fc02e62e319a0b5d6d415cd4ed1e Mon Sep 17 00:00:00 2001 From: Silas Santini <70163606+pancakereport@users.noreply.github.com> Date: Fri, 29 May 2026 12:38:12 -0700 Subject: [PATCH 1/4] better alt text ch7.0 --- chapters/07/Visualization.ipynb | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/chapters/07/Visualization.ipynb b/chapters/07/Visualization.ipynb index b585e9f3..660b29cc 100644 --- a/chapters/07/Visualization.ipynb +++ b/chapters/07/Visualization.ipynb @@ -169,7 +169,7 @@ "data": { "image/png": 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", "text/plain": [ - "
" + "A scatter plot shows the relationship between the 'Number of Movies' (x-axis) and 'Total Gross' (y-axis). Most of the blue data points are concentrated between 20 to 50 movies and a gross of 2500 to 3500. A few notable outliers exist higher up on the y-axis, reaching peaks near 4900 and 4750 gross." ] }, "metadata": {}, @@ -209,7 +209,7 @@ "data": { "image/png": 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", "text/plain": [ - "
" + "A scatter plot shows the relationship between the 'Number of Movies' (x-axis) and 'Average per Movie' (y-axis). All of the blue data points are below 200 for the average per Movie with a negative relationship where when the average decreases, so does the number. There is one outlier with a small number of movies (less than 20) but a high average over 400." ] }, "metadata": {}, @@ -247,7 +247,7 @@ "data": { "image/png": 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", "text/plain": [ - "
" + "A scatter plot with most of the data from the previous scatter plot is shown with the outlier removed so the y-axis now ends just above 160. The negative relationship between number and average is shown more clearly." ] }, "metadata": {}, @@ -484,7 +484,7 @@ "data": { "image/png": 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", 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" + "A line graph tracks the 'Number of Movies' on the y-axis over time from 1980 to 2015 on the x-axis. The blue line shows an overall upward trend, starting below 200 movies in 1980, experiencing several cyclical peaks and valleys over the decades, and eventually beginning to plateau at a peak of 700 movies around 2014. Notable sharp declines occur around 1990, 1995, and 2009 before recovering to higher numbers. There is also a large jump from below 200 movies in 1980 to above 500 in 1984." ] }, "metadata": {}, @@ -522,7 +522,7 @@ "data": { "image/png": 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7oSSFbiEIAwAAcIAjJ+XzwfrG+zi8LaAOCMIAAAAUCsI83V0oPtKoSHtAeQjCAAAA7Kyh0UQnsqT5YPERHuTmirdivcJfHgAAwM5OZFVRk0w+WGKUhyLtAXVAEAYAAGBnh63UB0uK8nR4W0A9EIQBAAAoUB/Mw81AMWHuirQH1AFBGAAAgB01NpnoRLY0CEuO9SY31AfTNQRhAAAAdpSaXU0NjdJ8sL6oD6Z7CMIAAAAUqA/WB/XBdA9BGAAAgB0dlskHc3dzocQo7BepdwjCAAAA7KSpyUTHMqQjYcmxPuThjrdgvcMzAAAAwE7Scmpk88FSEvwUaQ+oC4IwAAAAB+eD9euFIAwQhAEAANjNYZkgjMtS9I7FykhAEAYAAGDHfDBpUn5SDPLB4Aw8CwAAAOzgZG4N1TWYJMf7IR8M/gtBGAAAgIOmIlkK8sHgvxCEAQAAOGi/SFeRD4YirXAGgjAAAAAbM5laZPPBEqO9ycvTVZE2gfogCAMAALCxjNwaqqlrlhxHPhi0hSAMAADAUflgCMLAmYKw7777ji6//HJKSEigsLAwGjRoEN16662Uk5PTes2zzz5LgYGBVm+ZmZmy971582a69NJLKTo6mmJiYmjGjBn0008/ObB3AACgRYfTpUGYwcCbdqM+GPyPG6lUS0sL3X///fThhx+KAGz27Nnk6+tLeXl5tGPHDsrOzhbBU1vXXXcdxcbGSu4rICBAcmzVqlW0cOFC6tGjh/g9tmbNGhHw8WPOmjXLjr0DAAAt54MdlckHS4j0JiPywcAZgrB33nlHBEO33XYbPf/88+Tq2v6J29TUJPmd66+/nsaPH3/O+y4rK6OHH36YQkJCxMhXVFSUOH7ffffRhAkT6IEHHqDJkyeTnx+GjQEAoHOy8mupulaaD4bSFOAU05G1tbUi8IqPj6fnnntOEoAxN7eux4/ffPMNlZeX0+23394agDH+fsGCBVRcXEz/+te/unz/AACgX8gHA6ceCduyZYsYrZo7dy41NzfT+vXrKS0tTUwrXnDBBdSrVy/Z39u5cyft2bOHDAaDuIav5SlMS9u3bxdfebTL0pQpU0Tgx1Oe5mlKAACAjjoikw/m4oJ8MHCSIGzfvn3iK4+AjR07llJTU1vPcYB155130tNPPy35PU7Qb4uDNg6oLIMpDuhYYmKi5D7Mx8zXnEtdXR3ZUkNDQ7uveqPn/qPv6Lseaa3/nM98KLWcTKb205HxEUZydWmiuromzfa9M7Tcdy8vL+cOwoqKisTXN998kwYPHixGxnr37k0HDhwQeVtLly4Vyfq8SpINGDBAHBs3bhyFh4dTQUEB/fDDD/SPf/xDBGwcjPEqSLOKigrx1d/fX/LY5jww8zXnkpubK0brbI37oGd67j/6rk967ruW+p9b1EiFJdKk/J7+rmJBmZb73hUFGus7Dx5Zm61zmiDMZDqz4amHhwd9+umnFBERIX4eM2aMSNbnYIuDLnMQdtlll7X7/bi4OJHv1adPH7HakUfN2gZhthQZGWnT++NPBfyk5HIc3H+90XP/0Xf0XW9912L/j5wqIqNROh05dngMxcQEaLrvnaHnvqs+CDOPUA0ZMqQ1ADNLSUkRCfvp6ekib4zrgFkzceJEMWJ2+PBhMbJlvl/zVz4WHBzc7ncqKyutjpJ1d9ixM/hJaa/7dgZ67j/6jr7rkVb6n3aqngwGV0k+2MDeIeTl5abpvneFh477rtrVkcnJyVbre7U93pF8LC5DYV5x2ZG8r7PliwEAAJwtH+yIzMrI2HAj+XmrcswDFKbKIMxc6+v48eOSc42NjWIUzMfHRxRaPZvq6mo6evSouNYcjDFO9mecayZXRb/tNQAAAB1xqrCOyqukNSxRmgKcKgjjKUQuH8HB1ooVK9qde+WVV0SNr+nTp4taYTx92Hb1pBmPfC1evFic57ywtnXFrrjiCjHd+N5779GpU6daj/P3y5YtEwEbb2EEAADQndIUrB+KtIIVqh0ffemll+jCCy+ke++9l9atWyemKHl15M8//yz2eXzqqafEdSUlJTRy5EgaNmyYWEHJSX6nT58WlfA5qOIcMvO1ZpxH9uKLL4ptizhvjIMy87ZFfH8ffPABquUDAEC394tk/RJQHwycLAjj0bCtW7eKMhM8RchThxxgcUV73nIoNDRUXBcUFCS2NuIirRs3bhTJ+kajUQRkHGTx9fyzpWuuuUaMeHGwt3LlSnJxcRHlMB566CFR5BUAAKAz+WCHT0pLU8SEeZG/j7sibQL1U20QxniD7rfeeuus1/C0Io9qdcXUqVPFDQAAoDvyiuqprLJRchz7RYLT5YQBAAA4E7lVkawfkvLhLBCEAQAA2GnTbgRhcDYIwgAAALpbH0wmKT8q1IsC/ZAPBtYhCAMAAOiGgpJ6Ki6X5oP164VVkXB2CMIAAADsUB8spVfHtr8D/UIQBgAA0A1ypSlYCuqDwTkgCAMAALDxysiIHp4U5O+hSHvAeSAIAwAA6KLC0noqLG2QHMeqSOgIBGEAAABdhNIU0B0IwgAAAGy8X2R/VMoHJYKw2tpaOnjwoNgIGwAAQMuOpEuT8sOCPSkkEPlgYKcgbOfOnfT444+LYKut1atXU3JyMk2cOJH69OlDzz//fFfuHgAAQPWKyxpEjTBLqA8Gdg3CPvzwQ1q2bBlFRka2HsvJyaG7776bqqurxabaTU1NIgjbvn17Vx4CAADAKfPBUpAPBvYMwvbs2UMDBgygkJCQ1mOrVq2ihoYGevTRRykjI4PWrVsnji9fvrwrDwEAAOCUm3anIB8M7BmEFRcXtxsFYz///DN5eHjQXXfdJX4eM2YMjRw5kg4cONCVhwAAAHC6IKxHoAeFBnkq0h7QSRDGU45Go7Hd5qV79+6loUOHkq/v/+bCY2NjKT8/3zYtBQAAUInSigbKLZTJB0OVfLB3EBYUFERZWVmtP+/fv58qKyvpvPPOa3ddY2MjubtjB3kAANDHVkUoTQF2D8J4xIvzwv7zn/+In9955x1ycXGhCRMmtLsuLS2NwsPDu/IQAAAATrdpdz8EYWDvIGzRokViCvLiiy+m+Ph4+uKLL8TXyZMnt8sbO3z4MA0aNKgrDwEAAOBU+WDBAe6iRhiAXYOwCy64gJYuXUoxMTFiynHs2LH0+eefk8Hwv7vjn00mkzgHAACgFeVVjZRzuk62NAXPCgF0lBt10fXXXy9u1txyyy00b968don6AAAAWi1Ngf0iwWFB2Lnw6sm2KygBAAC0vF8k6oOBQ4MwzgvbuHGjSNAvKiqi4cOH0w033CDO8c9lZWWUkJBArq6u3XkYAAAA1TgiszIy0M+dInogHwwcFITxvpE85cgrIDkY43lwzg8zB2Fbt26lhQsX0qeffkqXXHJJVx8GAABANSqqGykrv1ZyPCXBF/lg4JjE/FOnTtHll19OqampNG3aNHryySdFINbW9OnTRY2w9evXd+UhAAAAVOeolfpgKE0BDgvCXn75ZSopKaFnn31W7Bl5zz33SK7x9vYW+0v+/vvvXWoYAICjNDe3SD5IAsjBfpGg+HTkpk2bqHfv3nTHHXec9Tretmjbtm1dbRsAgF3VNzTTsjWZtPtQKXl7udGVkyPoovN7Kt0scLJK+QG+bhQV6qVIe0CHI2G8H2RKSso5r+P5cd7OCABAbXjk6/XPT9K2vSXU0NhCZZWN9P7aLNr6a6HSTQOVqqpposy8GsnxvvHIBwMHBmE81cirH88lMzNT7DMJAKA2W38rot8Ol0mOf/hdNuUXSwtxAhzNqCK5WWtMRYJDgzAeBeNNu3lrImt4g+9Dhw7R4MGDu9w4AAB74CDro++yZc/VNZjorS8yRJ4YQFuHUaQV1BCEXXPNNWKakRPya2qkQ7MNDQ304IMPipIVfC0AgFpwcPXmFydFsGXNscwq+vanfIe2C5wzKd/P25Viw1GYHByYmD937lyxaff3339P5513Hk2ZMkUc55Gvhx9+WBzPyckRe0xeeeWVXWwaAIDtrf0pj45nVp/zutWbc2lwb3/qFe3jkHaBulXXNtHJUzL5YNgvEhw9EsYV8HmD7quuuopyc3NpxYoV4viBAwdo2bJlIgCbOXMmffzxx91pGwCATaXlVNOXm/M6PGK2dNVJami0PmIG+nE8Uz4fDFORoEjFfN6YmwOuhx56iP7973+LJHyTyURRUVE0depUGjRoULcaBgBg63IUS1ely+Z6hQS4U0lFo+RN9lRhHa38PodumhnruIaCKv1hZb/I/kjKByU38OZ6YXwDAFCzlRtOUW5hveS4wUB0/9xE2nusnL6SGSX7fudpGto3gAb3DnBQS8FZ9ov0MSIfDBSYjgQAcCb7jpfThp2nZc9dOSmCkmN9xdfEaG/Za97+MoMqa5rs3EpQq9r6Zko/VS1bH8xgQD4YdB2CMADQNA6e3vkyQ/YcB11XTIoQ37u5Gejua3qRh7v0TbW0opGWf5OJrY10ilfLmmRSA5EPBg6ZjgwODharP3bv3k1JSUni547i3ztbPTEAAHvhoOn/1mSKIMoSB1scdHHwZRYZ6kU3TI+h5d9kSa7/5UApDetbQhOGhdi93aAuR6zkg6FIKzhkJIxfyDjpvu3PHb21/T0AAEfiLYl2HSyVPcfBFgddlqaNCqUhffxlf+eDb7OoqEyaVwb6K9Jq9DRQfIT89DWATUfCSktLz/ozAIDaFJbWi6BJDgdZHGxZG72/Y3Y8PfTqH1RZ09zuXE1ds6im/9cFvVEbSifq6pspLUdaH6xPvC+5uuI5AN2DnDAA0ByTqYXeWn1SBE1yFc45yDpbEBXk70ELroy3WqrgX9sKbNpeUK/jWdWyZU0wFQmKBWElJSU2eXAAAHv41/YCOpwuLSnAOLjiIOtcRg0IoonD5fO/Pv/hFGXmSUdHQB9bFbEUJOWDUkFYv3796KabbqKNGzci5wsAVCUjr4ZW/XBK9hwHVRxcddT8GTEUGiQN2JpQTV/XQZiXh4ESIpEPBgoFYZxwv3btWrE5d//+/enJJ5+k1NRUGzQHAKDrOCh6c9VJESRZ4mDqpss6V/nex+hGd12dQHIzl1n5tbTq3/LBHmjn+XQiS1ofrHecb7tVtQBd1aVn0bFjx+i5556jAQMGUH5+Pr366qtiI++LL75Y7BdZVSU/DQAAYE+f//uUCI4scRDFwZS3l2un75NrQc2cGC57bt32AvojraJLbQX1O55VJRvQYyoSFA3CgoKCaOHChfTzzz/Ttm3b6Pbbbxe1w7iO2OLFi6lPnz60aNEi2r59u80aCgBwNofSKmidlYR5DqK6U1hzztRIiouQbk/DtVvf/OIkVdeimr4WoT4Y2Fu3x1N5NIxHxY4ePUofffQRXXjhhdTQ0ECff/45zZw5k4YOHWqblgIAWMFB0FtfnJQ9Fx/pTVdPjezW/bv/t5q+u5t0XrK4vNFqKQzQ3n6RXOTX2vZWAJ1ls0ltNzc3EXRx8HX48GExOsa5Y5mZmbZ6CAAAWe9/myWCIUscNN19TYJN8nd4o+brLo62WhT2lwNYNa4ljU0mOpEtDcL6IB8MbMimz6T6+nr68ssvxVTl8uXLbXnXAACydu4voe175QMgDppiwqTTiF116dieNCBRfiqKt0cqKW+w2WOBslKzq6mhUZoPhv0iQXVB2G+//Ub333+/yAXjEbCtW7eSr68v3XLLLbR582ZbPAQAgAQHPf/3jfxo+8AkPxE02RIXeL1zTgL5GKUJ/lW1zfTWlxnY5Fvj9cEQhIHDty2Sw6siV61aRStXrqQTJ06IFx5+gZowYQLNmzePLrvsMvL09LRpYwEAzPg1h4Oe6lppVXwOkhZdxaUlbL+tTEigB916eRy9/lm65NzBExW0YedpumRsmM0fFxzrsExSPk9vJ8X4KNIe0KYuBWFz5swRo11cqJVfCGNjY+n6668Xt5iYGNu3EgDAAgc7HPTI4SCJgyV7GTs4mPYcLqMd+6XToCs35NDAZH+K7mm7aVBwrKYmEx3LlOaDJcf6kIc78sFA4SBs06ZNZDQaacaMGWLUi0e/AAAcJed0rQh2rAVIfLO3W2bF0pGMSiqxWBDAeURcTf/pRX2RwO2keMNuuXww1AcDW+vSK8Qrr7wiSlK89957CMAAwOGjFG98flL2TTIkwF0ER47g6+0m8sPknDxVQ19uznNIO8CB+WCoDwZqCMJ430h/f39btwUA4JxWb8qljFz5zbMXzUkQwZGjDEzyp+nj5PO/vvkxj45lYPcQZ3RYJghzc3Wh3rG+irQHtKvbr1Z5eXm0Y8cO8ZVFRETQmDFjKDKye8URAQAsHc2opLU/5cue42CIgyJHu/aiKNp/vJxyTtfJVtN/fnEKGT07v10SKJgPJhM8c0I+8sFANUFYeXk5PfTQQ/T111+LBP22DAYDzZ49m1544QUKCAiwRTsBQOdq6ppFUCNXASImzEsEQ0rgN+Z7ru1Ff37ziGSfwYKSevrou2y646p4RdoGnXcyt4bqGtq/pzGUpgB76FJYX1dXR5dffrkozNrc3Ez9+/cXSfp8422M+Njq1avpiiuuEAVcAQC6a8W/sul0SYPsNBFvKaTkKIXYGmma/Oj/1t+K6LfDZQ5vE9huKpJhv0iwhy69anFC/r59+2jQoEGiVAVv4r1ixQpx4029f/zxRxoyZIi4hq8FAOiOX/8oFcGMHA5+OAhS2mUTeJNw+Zyh977OoLJK6bZK4Bz7RbqKfDDUBwOVBGE8Benn5ye+crBlafDgwWIkjKvmf/XVV7ZoJwDoFAcv730tXxWfgx4OftTAYHChu65OIKOn9GW1vKqJ3v0K1fTVzmRqkc0H4w27vZDXB2oJwtLS0mj8+PEUHGy9Fk9ISIi4JjU1tTvtAwAd46Dlna8yqKK6SXKOgx0Oejj4UYvQIE+6eaZ8iYzfj5bT5v/Ij+aBOvCqW849tIR8MFBVEMY5X+7u7ue8jq+xTNoHAOgoDlr2Hi2XPcfBDgc9ajNhWAiNGhAoe27FumzKL26/ihKcIB8MQRioKQiLi4ujnTt3Um1trdVr+Bxfw9cCAHRWbmGdCFrkcJDDwY4a8X6Vt10RR4F+0g+q9Q0mUU2/2WIVJah3v0iDgahPPOqDgYqCsEsuuYQKCwtpwYIFVFQkHV7nY+Zz06dPt0U7AUBHOEjhchQctFji4IaDHHtszm0r/j7utMhKWYoTWdWikCuoLx/sqEw+WEKkN+q8gbrqhN17770i8X79+vViJeSUKVNaR7wyMjJo8+bNYiSMN/O+++67bd1mANC4NVvzKDW7WvYcBzcc5KjdkD4BdOHoUPr3rkLJuS8354rzidFYcacWWfm1VF0rzQdDaQpQXRAWGBhI3333Hd122220Z88e+vbbb1s/lZpX/4wYMYKWLVsmrgUA6KgTWVX01ZZc2XMc1HDw4izmXhJNh9IqKLewfb1ETpVduiqdnr07RbG2QXvIBwOnqpgfHx9PmzZtol27dtH27dvbbVs0btw4Gj16tC3bCQA6UNdwpiq+3HqeyFBPmndpNDkTLmvAKzj/+vZRSZ84MPv0+xyae7H83pPgWEdk8sF4bAH5YKDqvSM52ELABQC28NkPeZRXVC9bLJOr4nt6OF9uTlKML101JZK+2Cgd3eOpygGJRgr2UqRp8F88g3NEZiSMiwD7GB23ITzoD3YjBQBVOJxRR1t+LZY9N3tyhFPnT11+QQQlW6m4vmxNDlXJ5CKBY/PBKmtk8sEwFQl2hiAMABTHxVg/3yS/vyIHLxzEODMeyeNpSU8PuWr6jbR6azmq6StIbhSMISkf7K1D46yhoaFdfgBO2D99+nSXfx8AtI2Dj/fX5lBljYmMxvbnOGi5+5oEEcQ4u4geXnTj9Bhatka6BdOB1Dravq+Upp1v8Q8Aiu0XyflgfZEPBmoYCWtqauryrbERm9YCgHU/7SmmPVaq4nPQEh6inYSpKef1oGF95Vd3rliXS6dLpPlwoEw+WGy4kXy9kQ8G9uXWmRGtYcOG0bx582jSpEmqLpQIAM6htKKBPvg2S/YcBysctGgJv24unB1PD736h2Q/TF4Z+t7XGfSX2/oo1j49OlVYJzZYt4R8MFBNEPb3v/+dPv30U1ET7Pfff6eoqCi67rrraO7cudiWCAC6tTdknUxV/ABfNxGsaPHDHlf85769uCJVcu5gaiXlnK6l6J6YllSyNAXrh3wwUMt0JFfI3717N23YsIGuv/56KisroxdffFGMjM2aNUtUz6+vxzA6AHTO/hPy05C3Xxkvu/eiVoxICaRJI+RH+U5kSvOTwLH7RbJ+CcgHA5Wtjhw1ahQtXbqUjh49Sq+//jqNHDmSfv75Z1q4cCH17t2b/vSnP4mRMgCAc6mpa5bdmmhgsr8IUrTu2ouiZI9n5tU6vC16zgc7LJOUz/lgzrA1Fui0RIWPjw/dcMMNYmTs119/pXvuuYe8vLzo/fffp6lTp9LFF19s+5YCgKYcPVkpWxl/cLI/6QGP9AX5S9/oM/NrFGmPHnFh4LJK6eIxjIKB09QJS0pKEjljPF3JwRd/skhNleY6AAC0dTC1QvY4j4TpRVyEUXYkDDXDlK0P1g9J+eAsQdjOnTvpzjvvpAEDBtAPP/xABoOBxowZY5vWAYBmHUqTvgH6ebtRXLh+ktLjIrwlx6prm6morEGR9uiNtU27EYSBo3SpCEp+fj6tXLlS3NLT08WnNl4lyUn7fIuOdq5NdgHAsXgKiLeKkZsG0uKKyM4EYebRsNAgT4e3R3f1wWSS8qNCvTS9KAScNAjjwqvr1q0TpSq2bNlCzc3NZDQa6aqrrhK1wyZMmGDflgKAZvxhZUXagER95eLITUeyzLwaXSxOUFJBST0Vl8vkg/XS13MQnCAIe+yxx0QZipKSEvHpYejQoSLw4gDM318/+RsAYBsHT8jng/XX2RtgZA8v8nAzUK1MEAbK1AdL6YX3NFBZEPbOO++IKQJz8JWSkiKOHzlypMOlLQAAGH+QO5QmDcKC/V2pZ7C+puAMBheKDvOi8sr2QRfKVNifXGkKloKVkaDWnLC9e/eKW2dw8FZcXNzZdgGAhqeBCkuliefJ0foKwMxiwr3oD4sF5fnF9VRb30xGT1elmqXLlZERPTwpyN9DkfaAPnUoCONEe6WSZb/77jtavnw57d+/n2pqaigsLEwUieWyGG0XAFRUVNBzzz1H3377LZ0+fVpcd/nll9MjjzxCvr7STzYmk4mWLVtGH330kVhcwLXPLrjgAvrrX/9K8fHxDu4lgH4cSpWfBuodq88gLDZMPi8sK6+W+sRjVMYeCkvlPwhgVSSoMgg7ePAgKTFlcf/999OHH35ICQkJNHv2bBFM5eXl0Y4dOyg7O7s1CKuurqbp06eLdk6ePFnkqh04cIDeeOMNce369etFMdm27rvvPlqxYgX169dPVPzn+/3mm2/EooNNmzZRYmKiw/sMoAdyU5Gsd7Q+RyBiw9u/NrUt2oogzD5QmgKcukSFI3AeGgdgt912Gz3//PPk6uoqWa1p9tprr4kAjAOrJUuWtB7n71999VV666236IEHHmg9zlstcQDG9cw48PLwOPPiP2fOHHF76KGH6Ouvv3ZIPwF0lw8mU6Q1JsxIvt76nHqLsVIXDcn59nMkXT4frD827QZnK9ZqD7W1tSLw4mlBnmK0DMCYm5tb64v6xx9/LEbJOHhqi3/m4xxwtWX++c9//nNrAMamTZtG48aNE6NhPNIGALbFCeeVNc2k91WRbfl4uVKIv/Q1Dsn59nM0QzoS1jPYg0IC9TkaC8pRZRDGQVBZWZmYYuR6ZJzn9corr4i9KTl/q620tDQxlcgrMDmvqy3+mY9nZGRQTk5O6/Ht27eLc6NHj5Y89pQpU8RXnsYEAMdsVZSi4yCMRfaQFgflYrYmE7YvsrXSigaxZ6QlTEWCElQ5Hblv3z7xlUfAxo4d224vSt4WibdJevrpp1uDMNarVy/Z++LjmzdvFtdxDhnnj3HFfy6zITfCZr4f8/2eS11dHdlSQ0NDu696o+f+66Hv+46VkMnUfiTM1eBCiZHuVF6m7b5bw32ODHWj46fa9722rpkycyvEij0tc/Tzfv+xMslzkCVGetr89fxc9PB/Xo9997LIQXe6IKyoqEh8ffPNN2nw4MFiZKx3794i2Z7zvpYuXSqS9W+99VaxKpIFBATI3pe5mKz5OvNXa0VmLa8/l9zcXDFaZ2sFBQWkZ3ruv1b73tTcQnuPFFFDY/vRnYQIDyovK9J03zsyElZfL81T+u1AJg1J1sdemo762/+yt4xqa6XBlr9HOWVnV5MS9Pq812LfeXDH2qCQ0wRhXD6Ccb4Wb5MUEREhfuZEek7W57wtDsQ4CFNaZGSkTe+PPxXwk5JLbLTNV9MLPfdf630/klFFrm6lZLR41Rk9JIzCwoI13fdz/d2jyk+Rp6eHGOlvq87kRzExZ17/tMrRz/vTFTVkNJ55jzHjvSKHDIh3eCkmrf+fPxs99131QZh5NGrIkCGtAZgZTyNywj7nhnHemPna8vJy2fuyHPk610jXuUbKujPs2Bn8pLTXfTsDPfdfq30/kV1MBoM0BWBo3xDy8HDXdN/PhXcL8DG6U73FVoa5RU26+fdwxN++sqaJcosaJc/DgUmBYi9kpej1ea/3vnc4MZ+T1NvmZdlbcnLyWacYzcd5/t5cz8syYd/MfNx8HSfkh4eHU2Zmpuw0ouX1AGC/Iq2eHgbqHdt+QY0e8QhMTJj0jQhlKmzrqJX6YH2xVRGoOQibMWOGWJ1odtlll4naXPYyfvx48fX48eOSc42Nja0V7nv06CGCJR4t2717t0i6b4t/5uNxcXHtqutzsj+f27Vrl+T+OYnfPPUJALbBW/Ck5kjzbfol+JKbmyoXaTtcrEy9sOLyRjF6A7ZxxNp+kagPBgrp8Ksf1+NqW+JBLkCyFU6658r3HGxZ1vjiYJCnHrl8BdcK40+QN9xwA1VVVdGLL77Y7lr+mY/Pnz+/3XHzz88880y7lRkbN24UfePHjo2NtVv/APTmSHolNTdLyy0MSOzYtL+uK+djNMxmjsjUB/P3caOoUP1Oh4ET5IT5+fk5fAXDSy+9RBdeeCHde++9tG7dOjFFyasjudp9TEwMPfXUU63XLl68WGxNxNXx+RpeUcl7TfKqymHDhtGiRYva3feECRPoxhtvFAHexIkTxeNw2Yo1a9ZQUFAQvfDCCw7tK4DWHUqTnwYamIQgzCwuwlrl/FoEqzZQU9dMJ09JA9q+8b6K7Y0M0KEgrH///iL44ZEj89JLHqX67LPPOvQg1113XZdGw7Zu3Ur/+Mc/xBQhB1S8imLBggX08MMPU2hoaOu1PDXJgRpX1+cNv7dt2yauvfvuu8UG3nIJlxywcZI/b+DNWyTxffC0K2/gzY8NAPYt0sojENYCDz2K7ulFHAu0mXQQMBJmG8czqyT/tqwvirSC2oMwHo3iKTwenTLjXCu+2SsIY5zHxfs+dgQn6z/77LPi1hG8FPyOO+4QNwCwn7LKRlH93VL/RD+MQLTh4W6gyB5edKqwfQ0rbF9k3027U5CUD2oPwi655BIxGsWjTbyn4sqVK8VoEW8JBABwNn+ky7/5YYpNikcGLYOwnIJaamoyYQFDNx2VScr39nKluAhvRdoD0Kk6YQMHDhQ3xkEY77vIFe0BAM7m4An5mnwDkjANZIkDgp0HSiU7DXBghmCh6+obmilNZnVun3hfMhgwGgtOVqyV86wGDRpk+9YAgOYcSpMGYaFBHhQWrO09EbsiPlI+0OIpSQRhXXciu1oEs5b6xWMqEpwwCHv00Udt3xIA0JyC4noqLG2QnYpEPlhnVkhycn6Iw9ujpRIpcvohKR+ceduipqYmWrt2rViNmJeXJ45x4VQutjpr1ixRxwsA9EtuVSQbmIx8MDm8hyGvGq2obl+gNVNmYQN03NEMaT6Yh7sL9YrC6CIoq8tREtfj4hWTvP1P20KujOtvcTkL3mwb05YA+iU3Fcn6o0K5LB4d5NGwgxZbPGXl1YjXWYwedh4vajieJQ3C+sRhtwZw0iCMR72uvPJKKi4upp49e4rvzbW1MjIy6Ouvv6aTJ0/S7NmzxSgZ79UIAPrCQcMfMkVaeXseHvEBebER3pIgrLyqSZT6CPL3UKxdziotp4YaGmXywTAVCc4ahHGhUw7AuOo8F0i1LIb6xBNPiOR9HhHjPSY7WrsLALSDk8ktp9UYquR3vXI+grDOOyqzVZG5Uj6A0ro0Frtp0yZRSPXll1+WrUbv5eUlCrvyNf/+979t0U4A0Eg+2IBEjECcTbyVVZConG+7Iq1uri6UHIsgDJw0CDt16pQo1Orq6mr1Gk7KP++888S1AKA/cvlgBgO2iTkX3kyagwRLqJzfebxp/DGZpPykGB+xQwGA0rr0LPTw8KDKSvkh3raqqqrEtQCgv2ToIzIVypNjfEWVcrCOk8WjenpJjmMkrPP436y23iQ5jnwwcOogrG/fviLhPicnx+o1vL0RX9OvX7/utA8AnLQ4Zn2D9M0PVfI7Rq4wK1fNb2iU/puCdUdkRsFYX+wXCc4chF177bVUW1tLl19+uWzO14YNG+iKK66guro6cS0A6Mshq/lgSMrvanI+VwLKLsCUZGcckckH4yofXJ4CwGlXR3J9sG+//ZZ++uknEWQFBQVRXFycOMd1w0pLS8Xy9AsuuEBcCwD6YlligXl6GCg51keR9mhn+6IaSozGv2FH8HvQUZkgjAu0Gj0xJQ5OPBLGCflffPEFLV68mHx8fKikpIT27t0rbvw9H7vvvvto1apVZOBMXADQjbr6ZkqV2SyZSwK4ozhmh1jbJxLJ+R2XXVBHlTXNkuPIBwNNVMznhPslS5bQY489JoKvttsWDR06lDw9sTkvgF6ngHhVmqUBqA/WYX7ebhQc4E4l5Y3tjiM5v/v1wRCEgZp0e3NHDrZGjx5tm9YAgCanItkgBGGdHg0rKS+XjIRh+6LubdrdB0VaQUUwNwAAdi/S6uftarUSPMiLC5f+e9XUNVNhaYMi7XEmHKgelimRwltm8SgjgFogCAMAmymvaqSsfGneUv9Ef4ze2DA5H84uv7he7LVpqR9KU4DKIAgDAJs5JLNhN8N+kZ2H5Pyuk1sVyZAPBmqDIAwA7F8fDEVaOy08xJM83OW2L8JI2LnITUUyBGGgNgjCAMCu+0X2CPSgsGCslu4sg8GFYsOlo2EZCMK6VKQ1MtSTAv3cFWkPgDUIwgDAJgqK6+l0SYPsVCTywbpGbjED/xtzgj7IKyqrl1280Dceo2CgkSCM94U8276RAKA/cqNgDFORtk/Oz8rHaJg1h9MxFQkaD8IGDRpEt956q+1bAwBOC/tF2l6czHQkQ3J+54u0pvTCykjQSBDm5+fXulckAADXZZJbGRkT5oU8nG6ItVJbDcn5ncsHCw3yoB6ByEsEjQRhffv2xXQkALTKzK+liuomyXGUpuge3mhablFDRi6CMDlcGyy3sF5231IAzQRhN954I+3evZt+//1327cIADRUmgJBmD2S87MLaslkku7PqXdyo2AspRfywUBDQdi8efNETtgVV1xBL730Ep04cYLq66WfPgBAH+SmIg0GJEPbKzm/obGF8orqFGmPmh3NQFI+OJcubaIVHBzc+v0zzzwjbtbw0vTi4uKutQ4AVK+pySS7WXJSjA95e7kq0ia9VM6P6on9ONs6LPM85JxELnwLoJmRME7C7ejNZDLZvtUAoBqpOdVU1yD9f45VkbZhbeNzJOe3V1nTJKZp5faLRJ060NRIWGlpqe1bAgBO6VCqfB7OgERMAdkC7zjgY3Sl6tr2BVpROb+945lV1CKTJoepSFAzVMwHgG45KJOUz3se9o7DijRb4FGc2HDpaBhqhZ17KpJhZSSoGYIwAOiyuvpmOpFdLbtFjLsbXl5sJV4mL6y0opEqqhsVaY+zrIz083aVDWAB1KJbr5InT56kJ554gi6++GIaMWKE+N7st99+ow8//JDKy8tt0U4AUOlqtOZm6RwQtipyVF4YRsNYbX0znZSpndYn3g/5YKC9nDC2cuVKeuCBB1pLU1iugqypqRHn3d3dae7cubZpLQCoygEr9cEGoT6YTcVaXSFZg4K4/80Hk1sDxkn5AJobCfv111/p3nvvJQ8PD3ryySdp8+bNYiVkW+PGjSN/f3/asGGDrdoKAE5QpJWngKxtPA1dExNmJLkBHVTOP+PISdQHAx2NhL322msi6Fq1ahWdf/75stcYDAYaOHAgHTt2rLttBAAVKq9qlJ0O4+rkmAKyLQ93A0WFelHO6fYFWjEdaT0fzOhpkM2lA3D6kTDesmj48OFWAzCzsLAwys/P72rbAEDF/pCpks8wPea4oq25hXWiWK6eNTSaKFVmcUifeF9ydcWHAdBgEMbJ9tHR0ee8rra2lhobsXoHQIsOpWG/SKWT85uaWyinUN/bF3EAxv8OlvrFYyoSNBqE8bZF2dnZHVo92bNnz648BAA4YZHWkABsEeP47Yv0nRdmbdNu5IOBZoMwLkexd+9eOnLkiNVrdu3aJc6PHj26O+0DABU6XVJPBSVnVka3NTDZH/lgji5TkavvvDC5IIyLBfeKRj4YaDQIW7BgATU3N9ONN95IBw4ckJznZPy7775bvBjfdttttmgnADjDVCT2i7Qb3og6wFe6lkrPI2GcD3csU7oysnesL4oFg1Po0rN04sSJdNddd1FqaipdcMEFIkmfA64tW7bQmDFjxC0tLU2UsRg5cqTtWw0AisJ+kQptXyQzJclBmGWJIL3gAq0NjdK+Y6sicBZd/qjw9NNP06uvvipWQKanp4sXAV4JyVOQQUFB9MILL9CSJUts21oAUBz/X5cbCYvu6UVB/h6KtEkv4mS24KmsaRZbGOnRYWv5YL3wYQA0XjGfzZ8/X0xJ7t+/nzIzM8lkMlFUVBQNGzaM3Ny6ddcAoFJZ+bVUXtUkOY7SFMol53PR1uAA/QXAR2WKtLq5ulByjI8i7QHoLDdbDJEPGTJE3ABA+w5ZqQ+G0hTK7iE5rF8g6YnJ1CL2LrWUGO1Dnh6uirQJoLMMtpqe4H0ji4qKxGgYAGjXQZmtinhBJPbpsz+ums8jPZYy82t0OSJbU9csOd4Xz0PQSxC2detWmj17tijcmpycTL179xbf8zHeTxIAtLca7Ui6dCQsKcaHfIxIQbA3NzcDRYdJR8P0uELSWj5YCuqDgR6CsL/+9a8i2OIVkTU1Z1bn8I2r5POxOXPm0J///GfbthYAFJWWU0N1DdLRbpSmUHZKMq+onurqpaNCWnZUJgjjEdnkWOSDgcaDMN64e+nSpeTl5SXqge3YsYNycnLEbefOnXTPPfeQ0Wikt99+W1wLAFrfqgijD0om53OFiuwC/RRt5Q/8R2SS8uMjvTEiC9oPwt577z1ydXWlL7/8kp566ilKSUkhHx8fcevXrx89+eST4hwn7S9btsz2rQYA1eSDcXVyLo4Jyifn68WpwjqqqJau0MVUJOgiCDNvR8RFWa05//zzxe1sWxsBgPPg6a4TWdWS433i/cjDHdXJHQV7SJJsXiLD4hBwNl165fT09KSIiIhzXsfXuLu7d+UhAEBluBxAU7O0OvlAVMl3KD9vN7FRup5HwuSmIlkfVMoHPQRhXBPsjz/+OOd1fM3QoUO78hAA4ARTkQxFWtUxGpaVr4/ti0Q+WIZ0JCwmzIv8ffChH3QQhP3pT38Sm3S/9tprVq95/fXXxTUPPPBAd9oHACou0uprdBXJ0KB8EFZbb6KCknrSOu5jSbl0m6Z+yAcDJ9ShZSS8+rEtTrhfsGAB/f3vf6dvvvmGrrnmGoqLixPnePuiL774gvbt20cLFy4kgwG5IgDOrqK6UWyNY6l/oh8ZDNLioaBccn54iBfpbasihiAMNBuEzZgxQwRecsPCHGzx3pGWx9m7774rVlJyNX0AcF5/YKsip0nOHzUgiHS5aTeS8kGrQRivgpQLwgBA5/XBUKRVEeEhnuTlYZAUztVDcr7cSBj/ewT5628Dc9BJELZu3Tr7twQAVOtQqnT0gVfoRfTwVKQ9esdTwDHhRknJEK2XqSgua5DNe8NUJDgrJGwBwFkVltZTfnG97FQkRsjVlRdWWNpA1bXSIqZaIbcqkvXrhalIcE4IwgDgrA5ZKU2BqUi15oVpd0ryCDbtBo3p1iZbdXV1tHfvXsrPzxffW3Pdddd152EAQEEHZaYi2UDsF6mouHDryfkpvfx0kw/G0+I9ApEPBjoLwrgO2EsvvUSVlfIv0G0hCANwTrzSWS4pP7qnFxKhFRYbYSSeDbasz6rVkbDyqkbKOS39sN+vlx+mxUFfQRiXnfjb3/4mvufNuxMTE8nXF3PyAFqTlV9L5VXSHCNUyVee0dOVwoI9Jfl6XDlfq9tmyekXr81RP9CHLgVhy5YtIzc3N1qxYgVdcskltm8VAKi2Sj5DfTD1JOdLg7Baam5uIVdXF11s2q3VqVfQhy4l5mdlZYnaYQjAAPSXlM8zPyiMqd7k/MamFsortp6j66yOyIyEBfi6oUwK6C8ICw0NpR49eti+NQCgGk1NJjosM/qQFONDPsZurekBG9HLCkkuuyFXA43rgyEfDHQXhE2dOpX+85//kMnUvlozAGhHWk6NpCI7Q2kKZ9hDUlt5YccyqiQLEFjfeIzIgg6DsEceeYQaGxvF14aGBtu3CgDUu1URSlOoBpdm8DG6aj4Is7pfJPLBwMl1aU4hIiKCNmzYIEpPjBgxgsaPH0/R0dFkMEhjOh4qfvjhh23RVgBQOAjzcHeh3rEYfVALfn3l0bDD6e3zpTJyazW/MpKDz7hw+ZFAAE0HYVw76O2336bjx4+LKcmVK1fKvjjwdQjCAJxPXX0zHc9svy8h6xPvRx7u2GhDbUVbLYOwsspGUVcrwNedtPBcTD9VIzsViXww0GUQxoVauVYYl6m46KKLRJ0wHx8f27cOABRxNLOKmpqlSTgDEzH94zx5YbU0KNn5g7DjWdWi5IYlbNoNug3CuD6Yt7c3rV+/ngYPHmz7VgGAog6esJYPhqR851khWUODkp3/73XU2qbdKJMCGtCleYVTp07R+eefjwAMQEdFWjkHJyFS/g0flBMdZiSZdFzNJOfLbdrt5WGghEjMvoBOg7CePXtimyIAjaqobpR9A+/fy48MBuTgqA3n6EWFemmyVlhDo4lOZElzE3vH+WpuRwDQpy4FYTNmzKBffvmF6uq0V5UZQO/+SKuUrck0UANTW3qakjxVWEeNTc5dyzEtp1rsAGApBflgoOcg7NFHH6WgoCC69dZbqbi42PatAgD11QdDkVbVipVJzudk9lOnnfuD8tGT8pt290U+GOg5Mf+xxx6jpKQkWrduHW3btk3khp2tTtjSpUtt0VYAcIBDqdIcnOAAd+zR56TJ+fFOnMcnV6TV3c2FEqORDwY6DsK4Lpi5PktlZSVt377d6rUIwgCcR2FpPeUX10uOD0zyR00mFYvX4B6SvHfp8UzpSFhyrA9q1YG+g7A333zT9i0BAMUdSsVUpDMK9HOnAF83Kq9qanc8I9d5V0hm5MnvXYr6YEB6D8Kuv/5627cEAFRZmoINxH6RTjElecCivhtPR5p3LnE2R6zlg8XjuQjagTFdABD4zfqgzEhYdE8vCvL3UKRN0L3K+VW1zVRS3khaqQ/GZSl6xyIfDLRDtUHYwIEDKTAwUPY2ffr0dtd++umnVq/lGy8ekPP777/TnDlzKDY2liIjI2nq1Km0Zs0aB/UQQF2yC+ok01kMVfKdPznf2ZhMLbKbdveK8iYvT1dF2gSgmunIu+66q8PXdicx39/fnxYtWiQ5zkGTnEsvvVQEbx25/ueff6bZs2eTl5cXXXnllaL47Lfffks333wz5eTk0D333NOlNgN0dRQqu6CW8oobKSLSpLLSFJj+cQbWVkFycv6wfoHkTLIKaqm6tllyHPlgoDVdXh15Nub8A3MuQleDsICAAFEOo6N4hGzu3LnnvK6pqYkWL14sSmpwmY1BgwaJ4w8//DBNmTKFnnrqKZo1a5bVYA/Alqpqmui5D0/QsYwKqq2to8CAakrpFSAq1Kf08hNbBbm5GRTZL5L/K3MbQP0ie3iJ8g2WxU05wd3ZHEm3sl9kPOqDgbbYdHWkyWSi7Oxs2rhxI+3du1eMYg0YMIDUhkfBTp48KQI2cwBmDvoeeOABuvPOO+mzzz6jRx55RNF2gj6s3JDTbmuW+gYT7T9eIW7mffJ4mxZzUMZTMrYOyriwp1wODtdj8jF26WUCHIzzpXgfyZOnapx+OlJuKpI/EPRBEAYaY5fVkTx69cQTT9BHH31EP/30U1fbRg0NDSLfKz8/n/z8/GjYsGE0YsQIq9cfOHCASkpKqLm5WYxiXXDBBRQcHCy5zlzXbPLkyZJzPBLGduzY0eV2A3RUbX0zbdt79l0neJk+r3ozr3yzR1DG28PU1kunQTEV6XzJ+ZZBGNd9q6tvdppcKp5BkftAwDlv+EAAWmO3ZzQHYV9//TX94x//oPfee69L91FQUCDJP+NAbPny5ZSQkCC5/t133233s9FoFKNZ9913X7vjaWlp4mtiYqLkPsLCwkR+WHp6eofaaOv9MznwbPtVb/TW/x37Sqiuvql1JLntV2tq6ppp37FScWNcuJJXjPWN96F+Cb7UK8pIbq6dC8p+P1JMJpM0B6d3jKdD9ojV29/dXn2PDHGT/TumZpVRUoyPU/Q/t7COSiukBYOTox3zXHQkPO9Jk33nXHPFgzA3Nzcx1dfVkTCeKjz//PMpJSWFfHx8KDU1VUyDrlq1imbOnEk7d+4Uo2MsLi6OXnjhBTGKxascS0tLxZTjk08+SUuWLBHB2MKFC1vvu6KiojXxXw7fr/mac8nNzRUjb7bGAaie6aX/328rptra9m849fWde1GqrSX69VAN/XqoUPzs4e5C8REelBTFN0+KCXMnN9ez14n6ZV8R1da2f1x3NyKjoZSys8vIUfTyd7dX3z1c6kVeoaU9h7LJk9QZhFn2f+ehatk+BBqrRbqLFuF5rx2urq7Uq1evDl9v17Fd/tRSVta1F3DeJLwtDujMI10ciPFU59133y1+HjdunLiZcdB17bXXij0tJ02aRM8995zYbJwDQ1vjoM+W+FMBPyl5RM7DQ3+1mfTU/7LKRsouKiWj0at1BIwDMH8/L2ppcaGm5vYJ1p2RXci3Rtq6r5E83Hj60vpIWV1DM50u/187zPr38qVeCY5ZnKKnv7s9+x7co4neX/+//EKzmiZfiomJJmfof8nuLDIapSNhE87rRf4+2pqOxPO+QJd9b8tuz+hjx47Rrl27KCoqyqb3yyUkOAjbvXt3axBmTb9+/Wj06NH0448/ivb079+/3QiYtdEu3g+T64vZetixM/hJaa/7dgZ66P/ve8rJxcUgEo7bumJSBM2cGEUnsqvpcHqluHHifleDsiYTb4RcI260tVCMlPWJ96OUBF+RU8alAEwtBjJYzGAO6RPs8L+BHv7u9uw7/3rPYCMVlbUf1cwtalT9vyv339PTk05k15LB4CopGNwzRLtJ+Xjee5FedSkI45WD1lRVVdHx48dFoMQjYVdddRXZUkhIiPhaU1PT5evNuWCcGzZkyJB213Nkzn3g3DMAe9puJSH//IGB5OnhKvZrNO/Z2NBoouNZVSIg46Tl45ldD8oaGltEOQq5khRtDUxGkVZnTc63DMKy8mqdYvsibnexTIX/vgnaDcBA37oUhHEJh7P9Z+b/7ObiqQ899BDZ0m+//Sa+dqSGF+dqcakMFhMT03p87Nix9PLLL9OWLVtEwda2Nm/e3HoNgL1w8nFajvSDRGKUB/UIlA7Nc/K9vYIyOT5GV1GfDJwPryLcc6RcssK2oKSewkPUPeLAz2c5Kb3wgQC0qUtBGOdbWQvCeGgxIiJClIcYNWpUlxrFI2nR0dHk7e0tOc6J9qztCNu+ffskI1ocgPG1vMpx/PjxFB4e3npu4sSJFB8fT19++aVI2DfXCisvLxfBGfeB+whgL9v3yY+CDe8j3f9PjlxQduK/QdlhGwRlPE1pMKh71AQ6Xzlf7UGY1U274zASBtrUpSDs7bffJnv66quv6K233qIxY8aIESwOxnh1JBeBbWxsFAVV245UccDH+V58M6+O5Dpf/Duck/bGG2+0u39O0H/99dfFKBhX2W+7bRGvvuGK+bziEsAeeKSYS1NY4hWMg5M6FoTJBWX9E/3FrW1Qxm9qHJjxqJllJfWzGYj9IjW1kTfLyK2hUQOCSM3k6oOFBXtSiMzoMIAWqHKpCY9c8agXF1/95ZdfRD4X53ZNmzaNbrvtNkmRVU7Q52lKTsDnAIxHsriO2IMPPijOySXZT5gwgTZs2EDPPvus2LSbgzsuh/H3v/9dBGUA9pKaXS0KaFoanOxP3l62qYQvF5Sltkn0P1tQZvQ0qP7NGqzjoIUL+vIUpDNVzi+taJT9f4F8MNAyVQZhliUnzuXpp5/u0uMMHz5cTEkCONJ2mVEwNmYwf1iQz4mxRVDGU4zmfSDNQRmPPHBQdizzTFAW4OtGt14eR4F+7nZpB9gfp4rERhjFlLTldKSaHc2Un4rknSEAdB2EnW01ZEdcd9113fp9AK1oajLRLwekQZi3lysN6e1PBfn2CcLOFpTNnkLU2GQSlfiNnq7iHDi3uHBvSRDGKw95s3hfb1V+9qZjGdL6ZqxvPIIw0C43W6yGPBcEYQBnHEqrpPKqM9sUtcXTf0oGP+5uBgrwRfCl9eT8rPza1tFQtTlqETSy4AB36hmMfDDQeRDG+VOdDcJ+/fVXkcul9ro0AI5kbbPucUOlG80D2Dw5P69GlUFYVW0znTpdJynS2i/eD+8hoGkdCsLWrl3b4TvkPR3/9re/US1vaMdL3VNSut46AA2pq2+mXw9Lt/EK8nenlAQ/amiQJiUDdEVMmFHsxPDfko2qT84/mSu/XypvswWgZTabfzh8+DBdc801NGPGDLFSkUtDcJmJbdu22eohAJwaB2D1FivW2NjBwajJBTbl5elK4SGekuNqTc5PO2UlCFPhqB2ALXU7QzMnJ4eeeeYZWr16tSiQGhwcLOp4LViwQNebcgJ0tEDr+KFnttYCsHXl/Lyi9qOrOQW11NzcQq6u6gr608RIWPupSN6sOypU3cVlARQLwsrKyuif//wnLV++XOwRyQVV77jjDlq8eHHrBtkAcEZ5VSMdkNmrkTcmtpa/A9Ad8RHetOtgabtjXIYkt6hOTFeqRXVdM50q5A3GLfLBEnyRDwaa1+kgjAMunmZ87bXXqLKyklxdXemmm26iRx99lMLCwuzTSgAnt3N/CZmkM5E0bkgI3mjA4ZXz1RSEcb06y9w11jcBU5GgfR0OwkwmE61YsYJeeOEFys/PF1uvXHbZZfTEE09QUlKSfVsJ4OR27Jcv0IpVkWDP6Ug5nJyvpinwo1bqg/FiFQCt61AQxnsqclV63ouRgy/et5G39+GK8wBwdvnFdXQiS/pG0zfel0KDpMnTALbANbZ8ja6i/IOak/PlgjAfoyvFhqtntA5A0SBs/vz5YsrEnPfFezg2NTXR7t27O/Qgo0aN6m47AZzW9r1WRsGGYBQM7Idfs3k07I/0StWWqahvaKaTp6Tt6RPnixXDoAudygnj4qsvv/yyuHXmhaC4WH5VGIDW8cix3KpIXp02ehCCMLB/5XzLIIx3bCirbFTF/qAnsqup2SRNCMOm3aAXHQrCoqOjkTwM0AXpp2okZQLY0D4B5KfSPfxAH5Xzh/gFkNKOWASIZsgHA73o0LvAwYMH7d8SAA3abm2bIkxFgsLJ+UN6Kx+EHc2okhzz9DBQgpW9LwG0Bjv2AtgJF8WUWxVp9DTQ8H6BirQJ9CWqp5dsYdYsFSTnNzaZ6HiWNAjrHedLbm54awJ9wDMdwE4OplWI/BtL5w0IIg93/NcD+3N3M8hWnVdDcn56Tg01NErzwfrFIx8M9APvBAAOn4pUT40m0Gde2KnCOmpolKke7EBHTsrng/VDPhjoCIIwADuoq2+mX/8okxwP8nenAYl4kwFl88J49wbeR1IpJlML7T1WLjnu5upCSTE+irQJQAkIwgDsYM/RcqprkI40jBkUjPpHoJrkfCU0NZnojc/TZZPyk2N9MFUPuoI18gB2gFWRoPYyFUpUzufirC9/mkb7jkk3s2cpvTBKDPqCjxwANlZR3Uj7T0jfZDhBOiEKS+/BsQJ83WULs2bmO3YkrLq2iZ794ITVAMzby5UuOr+nQ9sEoDQEYQA2tutgqShPIbdZN4oegxLiI42yI2G8o4MjlFc10pPLjtORk9IpSObuRnTnnFgRMALoCYIwABvbZmUqcuxgrIoE9eSFVdc2U1FZg90fu7isgZa8e5QycuVH3oyerrRwVggNTva3e1sA1AY5YQA2VFBcT8czqyXHe8f5UFiIpyJtArCenF9LoUH2e17mFtbRM8uPWw32/H3c6E9zY8m1GfsLgz5hJAzAhnbsl38zGT8Uo2CgxuR8++WF8f6UPAJmLQALCXCnJQv7iE3GAfQKI2EANsL5Ndv3Srcp4m1jRg8MUqRNACwixIvc3VyosanFIUHYsYwqev6jE2LKU054iCf95bbeYhSurq7OLm0AcAYYCQOwkZOnakQlckuc6+Lvg4RjUA5/EIgNl0/Ot7V9x8vp6eXHrAZgPCr39zv62nUaFMBZIAgDsJHt+6SjYGwcpiJBBWLDpdN++cX1VFsvHyx1xa6DJfTiR6mye0KyPnG+9Lfb+8iWzADQIwRhADbahmXnAWkQ5uVhoBH9AhRpE0BH8sKybDQatvXXQnp1ZTo1yZRnYYOS/enxW5LJx4gsGAAzBGEANnAorZJKKxolx0f2DyRPD1dF2gTQoRWSNija+q9t+fTOV5lkrezYqAGB9PD8JPLyxP8FgLbwkQTABrbvs7JNEaYiQcMrJHkxyupNufTV5jyr10wa0YMWXBEn8tIAoD0EYQDd1NBoov8cKpUcD/B1o4GJKEAJ6sDTgKFBHlRY2mCT5HwOwD76Lpu+33na6jXTx4fRDZdGY6cIACsQhAF0054jZVRbb5IcHzs4GJ/+QXVTkpZBWFZ+rchpNBg6/lzlbbne/vIkbZMpyWJ2zYWRdMWkCARgAGeBnDCAbsKqSHDmKcn6BpNYJdmZkd+XP007awB202UxdOXkSARgAOeAIAygGyprmmjvsXLJ8YgentQrCpXAwVm2L+pYXhiXs3j+wxP02+Ey2fMGA9GdV8fTJWPDutVOAL1AEAbQDbsOlIipGUvjhoRgFACcKDm/tkMfOJ7+v+NiJbAcN1cX+tO8JJo4rEe32wmgF8gJA7DLVGSww9sCcC5hwZ6idl1dg6lTI2GlFQ1iI+7sAvkthvg+H7wxiQYmYSEKQGdgJAygiwpL6+loRpXkeHKsD4WHeCnSJoCz4dFZuSnJswVhBcX19Ld3jlkNwHyNrmIfSARgAJ2HIAygi+Q26zavigRwpinJ4vJGMd1oKbuglv727lEqKJFP3A/yd6e/LexLybG+dmkrgNYhCAPoYo0kuQKtnJg8BkEYaCA5Py2nmv7+7lHZnSBYz2APWrKwj+zG4ADQMQjCALqAE5lzTtfJ7o8X4IvNicG5k/MPpVXQk+8do8oa+c29o3t60ZN39MW0O0A3ITEfoAu27bWyTdEQ1AYDdYsJMxIv3LXc59E8EsblJ15dmUaNTfIbQSZGe9Njt/QmP2+8fQB0F0bCADqJq4vv2C/NB/P0MNDIlEBF2gTQUbyJNtexkxsJ+/n3Ynrpk1SrAdiARD/664I+CMAAbARBGEAnHT5ZKZsnwwEYv8EBqJ21FZJvfnGSTNIduITh/QLokZuSyYjnOIDNIAgDsNGqyPHYpgicRFy4NAiznJ60rHv3wNxE8nDHWwaALWFMGaATeN+83YdKJccDfN1QJwmcPjlfzkXnh9LNM2OxAwSAHSAIA+iE34+WUU2ddMXY+YOCydUVb1Lg3GUqLF0xKYKuuRAbcQPYC8aWAWyxTdEQ1AYD5xEc4E5+3mfP7Zp3aTRde1EUAjAAO0IQBtBBVTVNtPdoueR4eIgnJcX4KNImAFtuX3TmHNHC2XF02YRwh7cLQG8QhAF0EOeCNTVLs5fHDgnGaAE4ncF9AiTH3FxdaPF1vWjyyFBF2gSgNwjCADpIbpsihgKt4IymjQqlhKj/jYbx9ORDNyaJ/EYAcAwk5gN0QFFZPR1Or5KtHh4Ziq1bwPlwva+nF/WlfccrxGITrgPmY8RbAoAj4X8cQAfssJaQj9pg4MTc3Aw0Ars8ACgG05EAXVwVyWlgYzB1AwAAXYQgDOAceDuXrPxayXEuzhro565ImwAAwPkhCAPoYm0wbFMEAADdgSAM4CxaWlpoh8yqSA93FxrZH7k0AADQdQjCAM7iyMkqKi5vlBwfmRIkVpcBAAB0FYIwgLPYttdabTAk5AMAQPcgCAOworHJJKrkW+KiloOS/RVpEwAAaAeCMAAreJ/I6tpmyXGuKM71lQAAALoD7yQAVmCbIgAAsCcEYQAyqmubaM+RcsnxnsEe1DvOR5E2AQCAtiAIA5Dxn0Ol1NTcIjsK5sKl8gEAALoJQRhAJwq0YlUkAADYCoIwAAvFZQ30R3ql5HhClDdF9TQq0iYAANAeBGEAFnYcKKEW6UwkRsEAAMCmEIQBWNguU6CV08DGDkYQBgAAtoMgDKCN7IJaysyrlRwfkORPQf4eirQJAAC0CUEYwDlGwdh4TEUCAICNIQgD+K+WlhbZVZEe7i40sn+QIm0CAADtQhAG8F9HM6qoqKxBcnx4v0Dy9nJVpE0AAKBdCMIA/gvbFAEAgCMhCAMgoqYmE+06UCo57uftSkN6+yvSJgAA0DYEYQBEtO94BVXVNkuOjxoYRG5u+G8CAAC2h3cXgLNMRY4fiqlIAACwDwRhoHs1dc2050iZ5HhokAf1ifNVpE0AAKB9CMJA937YeZoaGqX7FHGFfBculQ8AAGAHCMJA14rK6unrrbmy58ZhKhIAAOwIQRjo2ifrc2RHwXgaMibMqEibAABAHxCEgW4dTK2gX2TKUrAbZ0Q7vD0AAKAvCMJAt3XBPvw2S/bcpBE9KCkGCfkAAGBfCMJAlzb8cppyTtdJjvsYXem6i6MUaRMAAOgLgjDQndKKBvpyk3wy/tXTIinA193hbQIAAP1RbRA2cOBACgwMlL1Nnz5dcn19fT09//zzNGzYMAoLC6O+ffvS4sWLqbCw0OpjfPHFFzR58mSKjIykuLg4uuaaa2jfvn127hko7dPvc6i23iQ5HhtupGmjeirSJgAA0B83UjF/f39atGiR5HhsbGy7n00mE11//fW0efNmGjlyJM2cOZPS0tJoxYoV9NNPP9GmTZuoR48e7X7nn//8Jz399NMUExNDN998M1VVVdHXX39NF110Ea1du5ZGjx5t9/6B4x3NqKRte0tkz90yK5ZcXVEXDAAAHEPVQVhAQAA99thj57xu5cqVIgC76qqraNmyZa0FNt9//3164IEHRLD16quvtl7PAdpzzz1HSUlJ4vf4cditt95K06ZNEyNov/zyCxkMqh0ohC4wmVro/bXyyfjjhgZTvwQ/h7cJAAD0SxNRBo94sSeeeKJdhXMe4YqPj6fVq1dTbW1t6/FPP/2Umpqa6E9/+lNrAMYGDRpEs2fPpmPHjokgDLRl038KKTPvf88DMy8PA827BCUpAADAsVQdhDU0NIiA6aWXXqL33nuPfvvtN8k1dXV14nhycrJkmpIDskmTJlF1dTXt3bu39fj27dvFV84HszRlyhTxdceOHXboESilvKqRPv/hlOy5q6ZGUpC/h8PbBAAA+qbq6ciCggK666672h3jxPvly5dTQkKC+PnkyZMiJ6xXr16y92E+zlOQY8aMaf3e19dXJPBbSkxMbL2mIzgItHXg2far3tir/x+vy6bKaul9RvTwoknD/W3+d+wKPf/t0Xd99l3v/UffSZN99/Lycv4gbO7cuXT++edTSkoK+fj4UGpqKr355pu0atUqkXi/c+dO8vPzo4qKCnF922lFy+R+Zr7O/H1oaKjs9XyfltefTW5uLjU3N5OtcQCqZ7bsf2Z+A/2wo4hapLsT0YXDfSgvV36ETCl6/tuj7/ql5/6j79rh6upqdVDIqYKwRx99tN3PnK/17rvviu85EPvoo4/o7rvvJqVxeQtb4k8F/KTkUToPD/1Nkdm6/y0tLfR/61NlP5mc1z+Apo6NJ7XQ898efddn3/Xef/S9QJd9d4ogzBpOtucgbPfu3SIIM490lZeXy15vHtEyX2f+3tpIV2VlpeR6Ww07dgY/Ke11387AVv3f+mshZeTVk8Hg2v7+3V3o5lkJ5OXlSWqj5789+q7Pvuu9/+i7F+mVqhPz5YSEhIivNTU14iuvfuRSEunp6bLXm4+bc73M33NdMLlhUHMuWNvrwTlV1TTRyg3yU41XToqkHoHqC8AAAEA/nC4IM6+QNK+ENBqNNHz4cDpx4gRlZWVJpqK2bt0qcsqGDh3aenzs2LHi65YtWyT3z3XD2l4Dzmv1plyqqG6SHA8P8aTp46WLMgAAAEjvQdjx48dbR7osjy9ZskR8z4VZzebPny++PvnkkyLwMvvggw8oIyOD5syZI4K1tkn/bm5uovRF22nMAwcO0FdffUV9+vQRiwLAeWXk1dAPv5yWPTd/Rgx5uKvyqQ8AADqiypwwDoTeeustUVKCtxXy9vYWqyM3btxIjY2Nogp+25Eq3rJozZo19OWXX1JmZqY4x9OQ3333ndgT8i9/+Uu7++dK+Zz4z5X0x40bJ1ZbmrctYq+99hqq5TsxDsQ/WJsluxpyWN8AGtYvUIlmAQAAqD8IGz9+vBj14pEprlzPo2KcC8ZbCt12222SIqscMPHWRa+88opI2ucALigoiG644QYRgFnuG8kefPBBMaX59ttvi+2N3N3dxejX448/TkOGDHFgb8HWtu8roaMZVZLjbq4uNP+yGEXaBAAA4BRBGI9O8a0zPD09xeiWZWmLs7n66qvFDbSjpq6ZPlmfI3tu5sRwCg/R7yocAABQF8y5gaZ8tTmXyiobJcd7BHrQ5ReEK9ImAAAAOQjCQDNyTtfS9zvlk/FvnBFDnh7ta4UBAAAoCUEYaCYZ/8Nvs6i5WZqNPzDZn87rj2R8AABQFwRhoAm7D5XSwdQzux205erqQjddFkMuLi6KtAsAAMAaBGHg9Orqm2nFv7Jlz106tidF9/xfjTgAAAC1QBAGTu+bH/OpuFyajB/k706zp9h2g3UAAABbQRAGTi2/uI6++zlf9ty8S6PJ6IlkfAAAUCcEYeDUPvoum5pkkvH7JfjS2MHBirQJAACgIxCEgdP6/UgZ/X70f3t/mnEO/s0zY5GMDwAAqoYgDJxSQ6OJPvxOPhn/4vN7UlyEt8PbBAAA0BkIwsAp/WtbPhWU1EuOB/i60ZxpSMYHAAD1QxAGTqewtJ7WbM2TPXfdRVHkY1TllqgAAADtIAgDp/PxumxqaJQm4yfF+NAFI3oo0iYAAIDOQhAGTuXAiQrafahMcpxz8G+ZhWR8AABwHgjCwGk0NZnE/pByJo/sQYnRPg5vEwAAQFchCAOnsX7naTpVWCc57mt0pWsvilKkTQAAAF2FIAycQkl5A321KVf23DUXRZG/j7vD2wQAANAdCMLAKXz6fQ7VNZgkx+MjvWnqeaGKtAkAAKA7EISB6h1Or6Tt+0pkz90yM5YMBiTjAwCA80EQBqrW3NxCH1hJxp8wLIT6xPs6vE0AAAC2gCAMVO3fu05TVn6t5LjR00BzL4lWpE0AAAC2gCAMVKu8qpFWW0nGnzMtigL9kIwPAADOC0EYqNZnG05RdW2z5Hh0Ty+6aDSS8QEAwLkhCINWLS0tYvSJy0Hw90pKza6mrb8VyZ67eVYsubnhqQsAAM4NOx3rGAdap0sa6HB6Bf2RXilWIRaXN7bmXMWGe1N8pFGUgYiL8KaYMCN5uNs/+DGZWmjF9/LTkOcPCqIBif52bwMAAIC9IQjTWdBVUFJPR9IrJUGXpdp6Ex3LrBI3M4OBKCrUi+IivSk+4kxgFhdhpABf2+Zm7T5cQydz68lgcG133NPDQDdcGmPTxwIAAFAKgjAN60zQ1REmE1F2QZ24bd/7v7pdQf7uYrTsTGB2ZuQsPMSzS5tpV9U00bqdFUQunpJzV06KoJBAjy63HwAAQE0QhGkw6DrcJugq6UbQ1VGlFY1UWlFOe4+Wtx7z8jC0jpSdmc40iulMT4/2o1uWvtycT9V1LWQ0tj8e0cOTpo8Ps1cXAAAAHA5BmJMHXfnFZ4KuwycdF3R1BG8xZDmdyQNjYjqTgzPONYvgnDPv1unMjNwa2vKbfGX8my6LJXck4wMAgIYgCHPWoOu/o108CmUrkaGelNLLj3yNbqJAakZejU2DOl5wmXO6Ttx27Kd205k8UlZUKr8qc0RKIA3pE2CzdgAAAKgBgjAV44Akr+h/QRePdtkj6Erp5U8pCb4U5C/Nt+KSFZl5tZSZV/PfWy3lnK4V+WG2nc6U75e7mwvNn4FkfAAA0B4EYSpTXddMOw9VU9GuTDqRXWfToIunAs8EXX7Uz0rQZYmnCgcl8+1/ZSEaGk2UU3AmMMvIqxXTiPw9r6i0tVkTw6lnsDRJHwAAwNkhCFOZuvpmWr2lnIxGaYmGzuLK8v0SzgRdfLPVNj9cK6xXtI+4WdYc4ylMEZzlnrl1ZzVmaJAHzbogwiZtBgAAUBsEYSoTEuBBPQJdqbq+a0HX/0a6bBd0dQSXowgL8RS3UQOCWo9X1jS1TmOaA7NThXXU3Hzuivw3To9xSHFYAAAAJSAIU6GkKE/an25SddDVUX7ebqLCfdsq941NJjp1uq41KMvMPxOkmfeJ5FWUMyf0pPPaBHMAAABagyBMhZKiPGh/ep1TBl0dwaUmRHHXSO9205lFZQ2UU1BJDdWFNLg/piEBAEDbEISpUGIUJ6LXUUxY+6DL1tsDqQlPZ4YGeZKfsYWys0uVbg4AAIDdIQhToUA/V3rrkf4UGuKrdFMAAADATpD1rFJ+PoiPAQAAtAxBGAAAAIACEIQBAAAAKABBGAAAAIACEIQBAAAAKABBGAAAAIACEIQBAAAAKABBGAAAAIACEIQBAAAAKABBGAAAAIACEIQBAAAAKABBGAAAAIACEIQBAAAAKABBGAAAAIACEIQBAAAAKABBGAAAAIACEISpkKurK+mZnvuPvuuTnvuu9/6j7/rmUlZW1qJ0IwAAAAD0BiNhAAAAAApAEAYAAACgAARhAAAAAApAEAYAAACgAARhAAAAAApAEAYAAACgAARhAAAAAApAENZFubm59NZbb9EVV1xBAwYMoNDQUOrduzfdcMMN9Ntvv8n+TkVFBT3++OPi+p49e9LAgQPpr3/9K1VVVclebzKZ6N1336UxY8ZQeHg4JSYm0q233koZGRlW27V582a69NJLKTo6mmJiYmjGjBn0008/kZb7npaWRi+99BJdcskl1LdvX9Ge/v3708KFC+n48eM27bsa+y/ngQceoMDAQHErKCggrfedf+fjjz+miy++mGJjYykiIoKGDx9Od955J1VWVmq2701NTaLf06ZNE9fy//tRo0bRE088YdO/uyP6X1hYSC+//DLdeOONNGjQoNbn77n8/vvvNGfOHPF3j4yMpKlTp9KaNWtIy33vSnu00nc5r776auvv/frrr+RMUKy1i5YsWSL+8AkJCTRu3Djq0aOHCAbWrVtHLS0t9H//93905ZVXtl5fXV0t3iAOHjxIkydPFk+2AwcO0JYtW2jYsGG0fv168vLyavcY9957L61YsYL69etHF154IeXl5dE333xDPj4+tGnTJvGi29aqVatE4MFt4f8wjF+MiouL6cMPP6RZs2Zpsu+33HILff3115SSkkKjR48mPz8/Onz4MG3cuJGMRiN9+eWXNHbsWJv0XY39t7R161bx9+dr+bGPHTtGYWFhmu17fX29eAH/4YcfRPA9fvx48vT0pJycHPr555/pxx9/pKioKE32nd8Iv/vuO+rVqxdNmTJF9JvfGHft2iWCOP4A5ix/+23bttFll11GLi4uop/85l9TU0NlZWVW28R/39mzZ4v74cf29fWlb7/9lrKzs+mpp56ie+65R5N972x7tNR3S/xaP2nSJHJzcxOPza/7I0eOJKfBQRhunb+tWLGi5V//+pfk+Pr161vc3d1bAgMDWwoKClqPP/zwwxzsttx3333truef+fgTTzzR7vi3334rjo8ZM6bl9OnTrcdXr14tjk+ePLnd9RkZGS0BAQEtISEhLX/88Ufrcf6ej/EtOztbk31/8803W3766SdJe5YvXy6u79u3r6b/9m1vmZmZLVFRUS2zZs1qGTt2rLj+2LFjmu77okWLxLklS5ZIzpWUlIibFvu+efNmcXz48OEthYWF7c4tXLhQnHvsscec5m9//PjxlnXr1rW+TiUnJ4vrrLWnqKioJSEhocXT07Pl559/bvd/ICkpqcXDw6PlwIEDmux7Z9ujpb6Xtbnx837w4MEtI0aMaLn66qvF723cuNFmz3lH3DASZgf8qYCjfh6RGDp0qPi0wKM0PC3CoxL8qdaMI/c+ffqITxf79u1rPX7bbbeJERz+tGE5isNTjNu3bxefNHjKkfFI13333UePPfYYPfLII+2uf+6558Tt7bffpuuuu05zfT+bESNGUGpqqvjkFhISQvamdP8XLVokRoR2795NN910E+3YscOmI2Fq6zt/auZP2vzJ9/vvvyelKNH3r776SkxV/ulPfxJTPXKjoQsWLKAXX3zRKfpvif+mJ06csDoiwo/Hjzt37lx68803251buXKlmIqWez3UQt870x4t9/3ZZ58Vo3Q84vvaa6/RZ5995nQjYcgJswN3d/d2m5NyAMDTCpyr0fZJyfhnPs45Hzx9YsYvuHyOp9cs8bQD4zfYttczHv7tyPVa6ntn2qPl/nMQwi9CL7zwgsjbcDQl+r527VqRF3X55ZeLF/4vvvhC5JdwnhQHaFruO+c/Mp5ubWxsbHf9hg0bxNeJEyeSs/S/s7T0mmfP9mi17/v27RO5wBxkm/8vOCMEYTbGuQj8osj5GJyfYn5iMs7bkGM+br6OPzHk5+dTXFyc7H8ky+vbfi+XK2Q+1vZ6LfXdmj179tCRI0dEHkJnEz2drf8lJSW0ePFimj59Ol111VXkaEr13fyJury8XHz6vf322+nJJ58UuUBDhgyRjJBoqe/8WHfccYd4nvOb28MPPyxGxDgf56OPPhKjQDyC5gz974qzvebxyC/nh6Wnp5MW+96Z9mix7/X19WLUnxP++XXPmbkp3QAt4U+jnBjPTxBOZjS/mPJKERYQECD7e/7+/u2uM381Hz/X9ef6HU5Ut7xeS32Xw2/K/J/UYDDQ3//+d7I3pfvPU1INDQ1iFMjRlOx7UVGR+Pr888+L5FxOYuck/J07d4rp+T//+c9iJRevHtTi353TDDhw49WQ7733XutxDsQ42dnebNX/rjjXvxm/7jnDa56926PFvv/jH/8QgRwHgY6a5bAXjITZCC8t5xwEfvGfP38+XXvttaQXaut7bW0tzZs3T5Sn4DdhXi2n5f7zylBeBctvyI7I/VJT3/nxGU+/8qpCnpbgN9+LLrqIXn/9dXFu6dKlmu07jwI888wzYgqac3CysrJo9erV4rnPgSeXb9DL/3tHUlvfHdkepfv+n//8h9544w168MEHRf6Zs0MQZqMn5V133SVe/K6++mp65ZVXZKN/Hp3pyCe6c31akPsEeLbfMddJsvaJ0dn73lZdXR1df/31Ytkz18riESJ7Urr/paWl4sWIgw4lggCl//bm7zn3ydvbu9315pINe/fuJS32/ZNPPhHTjn/5y1/o5ptvFgE4n+fgi4/zFCdPzdqDrfvfFef6N+PXPWd4zbN3e2xJ6b43NTWJGQ6e/rz//vtJCzAdaaNPBZ9//rnIxeEViDwF1pY5Z8FafoL5uPk6TmDkefbMzExqbm6WDLdaXm/+nt9seIg2ODi4w7kTWuh72xEwDsB4pQ6PEPAUjT2pof+cl8H5YLwi0lreG69IMtdU4pWEWuk7S05Otjr9we3hvCBbFWtVW995FRiTG+nlXBl+PnB9JluzR/+7om2uK+f/tcWFarkwKOeDarHvnWmPlvpeVVXV+n5mbfGROfWAP6Q4IieyuzASZqMnJS/V5UrXcvPT/ITjCt5cNoA/nbbFP/NxzuvgatdmvESdz3HRRbmq+Iyrare9nvFyYWvX27JgqZr6bhmAcVK2vfPA1NJ/Dri5YKfczTw1ydXE+WfL4NzZ+942AOGpOEucL8aFirmSuq2oqe+cA2jupyXO1eE3LB4JtCV79r+ztPSaZ8/2aKnvnp6eVl/vzIEd75zCP9vy/709IQjr5rAsPyl5eTwnxVr7D8CVgPlJwS+KljV7+Gc+znPrbZl/5nwP84ut+dMvL83mZdltn2RcE4iHeLkdp06daj3O3y9btkzUyLLVpwK19d08BckBGLeLK2Xbk5r6zy9mnB8hd0tKShLXPP300+Ln7r7oq63vjCt480gf1wniv78Z1ysyT8VxO21BbX03l7LgxRgcdLXF+YE8dWPLfEh797+zeAo6Pj5e1FZrO+LHU2H8b+Lh4WGzKXq19b0z7dFS341Go9XXu/POO09cw2ko/LOtRv3tDcVau4iLxPGKLJ7u4GXick9KLhdgfiLwpwDO2zl06JB4MR08eDDt37+/dSsHLtDIT7CzbWHCS9g5AZunLviF2fwm25Ftiz744AObvRmpre+cI8D1sXjkhwuUyuEgjT+BabH/1nAbbF2sVY195216Zs6cKQIXXhHI+wfyaBKXbuDH421SLGsWaaHvnF/D+yRyEj4HZ/w9bwfDow3cd34d4K2OOFCxBUf0n/8vm/F57mPbAtOcB8SrXR29bZHa+t7Z9mip79aY3wecrVgrgrAuMv/Bz4ZrFHE157af0PgTKu/1xjkL/MbIgREXmzOXkbD8BMKfOjjJlufS+YX4ggsuELWAeB8vOfyiywXs+JMhfyrh/wAPPfSQ+D2t9t0cbJwNP66tRgXU1n9HBmFq7TvXg+M3Cx4x4hwwHvXjDyL8qZjfPLTad75/rhTOgSYXweR8Mg5CeVECL0qxxZ6Zjuz/uer5yf0/5oCT//a8ao5LJ/CKOR65sdXeiWrse1fao5W+W4MgDAAAAAA6DDlhAAAAAApAEAYAAACgAARhAAAAAApAEAYAAACgAARhAAAAAApAEAYAAACgAARhAAAAAApAEAYAAACgAARhAKALt99+u6jMzRuan01ZWZnYNoiv5S2EAADsBUEYAOjCCy+8ILb04W1NeC9Vax588EHKy8sT+9/deOONDm0jAOgLti0CAN3YvHmz2PCZ95PkfSYtN7deu3YtzZ8/n4KDg+mXX36x2Z6bAAByMBIGALrBG1vfcsstVFVVJTb85Q2zzU6fPi02/GYvvfQSAjAAsDsEYQCgK0899RQlJCSIka433nij9fjixYupuLiYrrrqKrriiivEMZ6WfPzxx+m8886jiIgIio6OpkmTJtF7771HTU1NkvsuKiqid955R+SdDRo0iMLDwykmJoYuuOACevXVV6murk62TZx/xjf2ySef0LRp0yg2NlYcy8zMtNu/BQAoC9ORAKA7u3btoksvvZTc3d1py5YttG/fPrrrrrtEoMXBGQc/O3bsoLlz54pEfQ6I+vfvTw0NDbRnzx5xbPLkybRq1SpxH2b888KFC0XuGQd6HIRxYMa/w6NvHMx999135Onp2a495gBswYIFtHz5cho1ahRFRUVRRkYGvf/+++LxAUB7EIQBgC797W9/o9dee02shDx16hRVVFTQ6tWrxShUQUEBnX/++VRaWkr//Oc/6eabbyaD4czEQUlJCd100030888/02OPPUaPPPJI630eO3ZM3M/IkSPbPRYHbTwNygHfk08+Sffee69sEObv709fffWV5PcBQJsQhAGALtXX14upxcOHD4ufObDiKUO2ZMkS8T2PTL344ouS383NzaXBgwdTQEAAnThxglxcXM75eKmpqTRixAgaNmyYCMbkgjCe+nz44Ydt1EMAUDs3pRsAAKAEnhJ84okn6NprrxU/P/30063n/v3vf4uvV155pezv8nRjYmIiHT16lNLS0igpKan1XHNzs1h5uXv3bjGiVltbSy0tLeJmDsasmTVrls36BwDqhyAMAHTLx8en9XsuW2HGuVjskksuOed9cM6XOQjjgGzevHl05MgRq9fzdKU1yP0C0BcEYQAAFsylK3hkytvb+6zXck0xMy7uygEYF3rl1ZZ9+/YlPz8/kbzPSf09e/Y8630ZjUYb9QAAnAGCMAAAC7wykUe17rvvPho6dGiHfuf48eP0xx9/UGhoKH366afk5tb+5ZXvDwCgLdQJAwCwMHXqVPF1zZo1Hf4dXknJuCyFZQDGvvjiCxu2EAC0AEEYAIAFLiHBKx/ffPNNUdCVpxItcd4Y1wUz47wwV1dXsdpy27Zt7a79/vvv6a233nJI2wHAeaBEBQDoFgdLl112WWstr7a4WCvneHEVfZ5i5HpiPMpVXl4uph5PnjwpSk5s2rSp9XceffRRUTGfa4pxnTEu/solLPbv3y82BueaY3KPZS5RYXkcALQNQRgA6NbZgjBWWFgotijikhXp6emithgHZLx9EW9FNHPmTFFJ34zLUPC2Q1z1nktRcDDG57neGJe7sBZsIQgD0CcEYQAAAAAKQE4YAAAAgAIQhAEAAAAoAEEYAAAAgAIQhAEAAAAoAEEYAAAAgAIQhAEAAAAoAEEYAAAAgAIQhAEAAAAoAEEYAAAAgAIQhAEAAAAoAEEYAAAAgAIQhAEAAAAoAEEYAAAAADne/wP8zzSuICajHwAAAABJRU5ErkJggg==", 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" + "A line graph tracks the 'Number of Movies' on the y-axis over time from 2000 to 2015 on the x-axis. The blue line illustrates a general upward trajectory, rising from just under 500 movies in 2000 to a plateau of approximately 700 movies by 2014. This growth includes a prominent peak near 630 movies in 2007 followed by a sharp decline to around 520 movies in 2009 before sharply rebounding." ] }, "metadata": {}, @@ -554,7 +554,7 @@ "data": { "image/png": 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", "text/plain": [ - "
" + "A line graph shows the 'Total Gross' on the y-axis over time from 2000 to 2015 on the x-axis. The blue line depicts a steady upward trend overall, climbing from a low of roughly 7600 in 2000 to a peak exceeding 11000 by 2015. Along this growth trajectory, temporary declines occur around 2005, 2011, and 2014 before the graph quickly rebounds." ] }, "metadata": {}, From e5d8267d685b050f7f74414c5e52843c2b6c8d95 Mon Sep 17 00:00:00 2001 From: Silas Santini <70163606+pancakereport@users.noreply.github.com> Date: Fri, 29 May 2026 13:47:56 -0700 Subject: [PATCH 2/4] better alt text ch7.1 --- .../07/1/Visualizing_Categorical_Distributions.ipynb | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/chapters/07/1/Visualizing_Categorical_Distributions.ipynb b/chapters/07/1/Visualizing_Categorical_Distributions.ipynb index 4ef65446..c272d367 100644 --- a/chapters/07/1/Visualizing_Categorical_Distributions.ipynb +++ b/chapters/07/1/Visualizing_Categorical_Distributions.ipynb @@ -119,7 +119,7 @@ "data": { "image/png": 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", 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" + "A bar chart has 'Number of Cartons' on the x-axis and 'Flavor' on the y-axis. The flavors are 'Chocolate' with a bar measuring at 16, 'Strawberry' with a bar measuring at 5, and 'Vanilla' with a bar measuring at 9." ] }, "metadata": {}, @@ -146,7 +146,7 @@ "data": { "image/png": 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", "text/plain": [ - "
" + "The same bar chart is shown as above with 'Number of Cartons' and 'Flavor' on the axes." ] }, "metadata": {}, @@ -180,7 +180,7 @@ "data": { "image/png": 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", "text/plain": [ - "
" + "A bar chart with 'Number of Cartons' on the x-axis and 'Flavor' on the y-axis. The same information is presented as before, but now the order from top to bottom is 'Chocolate' at 16, 'Vanilla' at 9, and Strawberry' at 5." ] }, "metadata": {}, @@ -434,7 +434,7 @@ "data": { "image/png": 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", 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" + "A bar chart with 'count' on the x-axis and 'Studio' on the y-axis. The bars are shown in descending order with Buena Vista being the largest at 35, followed by Warner Brothers just below 30, Paramount at 25, Fox just below 25, Universal just below Fox, Disney just above 10, and others." ] }, "metadata": {}, @@ -472,7 +472,7 @@ "data": { "image/png": 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", "text/plain": [ - "
" + "A bar chart with 'count' on the x-axis and 'Year' on the y-axis. The years 1921, 1937, 1939, 1940, 1942, 1945, 1950, and 1952 have bars of length 1 and 1941 and 1946 have length 2." ] }, "metadata": {}, From d75d3a190275c72524705926be052733c232757f Mon Sep 17 00:00:00 2001 From: Silas Santini <70163606+pancakereport@users.noreply.github.com> Date: Fri, 29 May 2026 14:26:23 -0700 Subject: [PATCH 3/4] better alt text ch7.2 --- .../Visualizing_Numerical_Distributions.ipynb | 22 +++++++++---------- 1 file changed, 11 insertions(+), 11 deletions(-) diff --git a/chapters/07/2/Visualizing_Numerical_Distributions.ipynb b/chapters/07/2/Visualizing_Numerical_Distributions.ipynb index 6a4ddb23..7d1c9ff3 100644 --- a/chapters/07/2/Visualizing_Numerical_Distributions.ipynb +++ b/chapters/07/2/Visualizing_Numerical_Distributions.ipynb @@ -490,7 +490,7 @@ "data": { "image/png": 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", "text/plain": [ - "
" + "A histogram with 'Adjusted Gross (Million Dollars)' on the x-xis and 'Percent per Million Dollars' on the y-axis. The graph has the highest bar on the left, x below 500 and y about 0.4. The next bar to the right is approximately half the first bar's height at a bit below 0.2. The remaining bars are all smaller and trail to the right until about x=1750." ] }, "metadata": {}, @@ -532,7 +532,7 @@ "data": { "image/png": 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", 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" + "A histogram with the same axes as before (Adjusted Gross and Percent per Million Dollars) with smaller bars. Again, the tallest bars are on the left hand side of the graph and the height of the bars decrease dramatically and are quite small by x=750." ] }, "metadata": {}, @@ -559,7 +559,7 @@ "## The Area Principle ##\n", "Both axes of a histogram are numerical, so you can do arithmetic on both of them. For example, you can multiply the values on either or both of the axes by a factor. To see how this could affect visual perception, let's step back from histograms and look at a graphic provided for this purpose by the site [Flowing Data](https://flowingdata.com/2012/03/16/new-ipad-battery-size-is-huge/). It is a comparison between the battery sizes of two iPad models.\n", "\n", - "![iPad batteries](../../../images/ipad_battery.png)\n", + "![Two bright green batteries are shown on a black background. The left battery is labeled 'Previous iPad' and appears much smaller than the battery on the right labeled 'New iPad.' The new iPad battery looks about twice as tall and twice as wide as the previous iPad battery.](../../../images/ipad_battery.png)\n", "\n", "The larger of the batteries is supposed to be 70% bigger than the smaller. So it's meant to be bigger but not quite twice as big. However, the larger battery in the picture looks almost four times the size of the smaller one.\n", "\n", @@ -626,7 +626,7 @@ "data": { "image/png": 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", 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" + "A histogram with 'Adjusted Gross (Million Dollars)' on the x-xis and 'Percent per Million Dollars' on the y-axis. The graph has the tallest bars on the left side from about x=250 to x=750. After x=750 to anout x=1750 the bars are all shorter than 0.05." ] }, "metadata": {}, @@ -715,7 +715,7 @@ "\n", "For example, later in the course you will see histograms that are approximately bell-shaped. The figure below shows such a shape. The gold shaded area happens to be 95% of the total area under the curve. Notice that this is quite believeable based on the areas you see in the figure, even though there are no numbers on the axes. That is why we draw histograms so that areas represent percents.\n", "\n", - "![shaded bell-shaped curve](../../../images/normal_shaded.png)\n", + "![A symmetical blue curve has the tallest point in the center of the curve. On either side, the the line slopes downward and smoothly tapers on both sides. The middle 95% of the area under the curve is shown shaded in gold.](../../../images/normal_shaded.png)\n", "\n", "Drawing histograms on the density scale also allows us to compare histograms that are based on data sets of different sizes or have different choices of bins. In such cases, neither bin counts nor percents may be directly comparable. But if both histograms are drawn to the density scale then areas and densities are comparable.\n", "\n", @@ -733,7 +733,7 @@ "data": { "image/png": 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", "text/plain": [ - "
" + "A histogram with 'Adjusted Gross (Million Dollars)' on the x-xis and 'Percent per Million Dollars' on the y-axis. The bars have uneven widths: 300 to 350, 350 to 400, 400 to 500, and 500 to just above 1750. The first bar has a height between 0.1 and 0.2, the second bar has a height above 0.5, the third bar has a height of 0.3, and the last, longest bar has a short height, just above 0." ] }, "metadata": {}, @@ -823,7 +823,7 @@ "data": { "image/png": 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", "text/plain": [ - "
" + "A histogram is shown with 'Adjusted Gross' on the x-axis and 'Count' on the y-axis. The same bins as the previous histogram are used (300 to 350, 350 to 400, 400 to 500, and 500 to 1800). The first bar has a height of about 15, the second bar has a height a bit above 50, the third bar has a height of 60, and the last bar has a height just above 70." ] }, "metadata": {}, @@ -861,7 +861,7 @@ "data": { "image/png": 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rjUgkwsWLF5UeJBERkRClFrWOHTtCJBKhRo0aMq+JiIjUValFLTw8XO5rIiIidcNrakREpDFKPVJ78OBBuVbIUUWIiKiqyL1RpDzX0DIzMysUEBERUXmVWtRWrlzJG0OIiKhaKbWojRgxojLjICIiqjDeKEJERBqj1CO1LVu2lGuFXl5e5Q6GiIioIkotauPGjVN4ZSKRiEWNiIiqTKlF7dKlS5UZBxERUYWVWtSsrKwqJYCIiAgsX74caWlpaNmyJRYtWoQOHTqU2DcpKQlTp07FzZs38eLFCzRs2BCDBg1CUFAQdHR0KiVeIiJSXwpPPaNMMTExCAoKQkhICFxdXREREQFPT08kJiaW+BC3jo4OvLy84OjoiLp16+Lq1auYMGEC8vPzMX/+/CrIgIiI1EmpRS0gIAAikQi//PILtLS0EBAQUObKRCIRVq5cKXjjYWFhGD58OLy9vQEAwcHBOHr0KCIjIzF37txi/Zs3b47mzZtLX1tZWeHkyZP4+++/BW+TiIg0V6lF7fjx46hRowYKCwuhpaWF48ePC5p6Rqi8vDxcvHgRgYGBMu1ubm44deqUoHWkpKTg6NGj6N27t+DtEhGR5iq1qF25ckXu64rKyMhAQUEBTE1NZdpNTU3x9OlTue91d3fHpUuX8ObNG3h7e2POnDly+ycnJwtqq6gccR7EYrHg/vn5b3HqwjWlxwEARoa1VJKjutH0HDU9P4A5aorKzNHGxqbUZVV6TQ0ofnQnkUjKPOKLjIxETk4Orl69ijlz5mDZsmWYPHlyqf0//AUkJyfL/aWU17Vb92BgYCC4/6vct1gWuVvpcQDA5NED4NKmlUrWrS5UtR/VhabnBzBHTaFOOVZZUTM2NoaWllaxo7L09PRiR28fsrCwAAC0bNkSBQUFGD9+PMaPH4+aNau8RhMRURWSWwVcXFwUWplIJEJiYqKgvjo6OnByckJcXBw+//xzaXtcXBz69+8veJuFhYXIz89HQUEBixoR0b+c3Cpw69Yt6Ovrw8nJCTVqKH+YyICAAPj7+8PZ2RkuLi6IjIxEamoqfHx8AADz5s3DuXPnEBsbCwDYunUr9PT0YG9vDx0dHVy4cAHz58/HgAEDoKurq/T4iIioepFb1Nq0aYMLFy4gJSUFHh4eGDJkCJycnJS2cQ8PD2RmZiI4OBhpaWmws7NDVFSU9MHv1NRU3Llz5/+DrVkTS5cuRUpKCiQSCSwtLeHr61uuIb2IiEjzyC1qf/75J1JSUrBt2zZs374dq1atQosWLTBkyBB4enqiadOmFQ7A19cXvr6+JS4LDw+XeT148GAMHjy4wtskIiLNVOY5xebNm2PGjBk4d+4cDh06hE8//RRr1qzBxx9/jB49emDNmjWc7ZqIiNSCQhfK2rZti+DgYNy4cQNRUVHQ1dXF9OnTsWbNGlXFR0REJJjCtws+f/4cu3fvRnR0NBISElCnTh21eT6BiIj+3QQVtbdv3+LAgQOIjo7GoUOHALwb1WPdunXo2bMnR8gnIiK1ILeonTx5EtHR0di9ezdevnyJjh07Ijg4GAMGDECdOnUqK0YiIiJB5Ba1fv36QV9fH+7u7hg0aBAaN24MQP4YX87OzsqNkIiISKAyTz++fv0au3fvlj4AXZqiMRt5JyQREVUVuUUtLCyssuIgIiKqMLlFbfjw4ZUVBxERUYUpf0BHIiKiKsKiRkREGoNFjYiINAaLGhERaQwWNSIi0hiCilpubi6WLFmCP//8U9XxEBERlZugoqanp4fQ0FA8fPhQ1fEQERGVm+DTjw4ODkhJSVFlLERERBUiuKjNmTMH69evx8GDB1UZDxERUbkJnk9t+fLlMDIygpeXFxo3boymTZtCX19fpo9IJEJUVJTSgyQiIhJCcFFLSkqCSCSChYUFAOD+/fvF+ohEIuVFRkREpCDBRe3KlSuqjIOIiKjC+JwaERFpDIWKWkFBAaKiovDNN99g6NChuHr1KgAgOzsbO3fuRGpqqkqCJCIiEkJwUXv+/Dnc3d3h7++P3bt34/Dhw8jIyAAA1K5dGzNnzsRvv/2mskCJiIjKIriozZs3D0lJSYiOjsbFixchkUiky7S0tNCvXz8cPnxYJUESEREJIbio7du3D35+fujevXuJdzm2aNECDx48UGpwREREihBc1LKzs9GsWbNSl0skEuTl5SklKCIiovIQXNSsrKxw/fr1UpfHx8fD2tpaKUERERGVh+Ci5unpifXr1yM+Pl7aVnQacvXq1di7dy+GDx+u/AiJiIgEEvzw9aRJk3D27Fn0798f1tbWEIlECAoKQmZmJtLS0tC3b1/4+/urMlYiIiK5BB+paWtrIyoqCqtWrYK1tTX+85//ID8/H61bt8aqVauwYcOGcg2TFRERAUdHR5iZmaFLly5ISEgote+JEyfg5eUFW1tbNGrUCB06dMCGDRsU3iYREWkmwUdqRTw9PeHp6amUjcfExCAoKAghISFwdXVFREQEPD09kZiYCEtLy2L9T58+jVatWmHChAlo2LAhjh49iokTJ0JPT09pMRERUfWlcFEDgKtXr0pv37e0tESrVq3KdZQWFhaG4cOHw9vbGwAQHByMo0ePIjIyEnPnzi3Wf8qUKTKvR48ejRMnTiA2NpZFjYiIFCtqO3bswNy5c/H48WPpw9cikQiNGzfG3LlzFSoseXl5uHjxIgIDA2Xa3dzccOrUKcHrefnyJRo3biy4PxERaS7BRW3Tpk345ptvYGNjg3nz5sHa2hoSiQS3b9/G+vXr4e/vj7y8PIwYMULQ+jIyMlBQUABTU1OZdlNTUzx9+lTQOg4cOIBjx46VOXFpcnKyoLaKyhHnQSwWC+6fX5CvUH9FqSJHdaPpOWp6fgBz1BSVmaONjU2pywQXtaVLl8LZ2Rl79+6Fnp6ezLIxY8agT58+WLp0qeCiVuTD05YSiUTQqczExESMGTMGS5YsgbOzs9y+H/4CkpOT5f5SyuvarXswMDAQ3L+mVk2F+itKFTmqE1XtR3Wh6fkBzFFTqFOOgu9+fPToETw9PYsVNADQ09PD0KFD8fjxY8EbNjY2hpaWVrGjsvT09GJHbx/6+++/4enpiRkzZmD06NGCt0lERJpNcFFr2bIlnjx5Uuryx48fw9bWVvCGdXR04OTkhLi4OJn2uLg4uLi4lPq++Ph4eHp6Ytq0aRg3bpzg7RERkeYTXNTmz5+PdevWYefOncWW7dixA+vXr8eCBQsU2nhAQAA2b96M9evX4+bNm5g+fTpSU1Ph4+MD4N3MAP3795f2P3HiBDw9PeHj44MhQ4YgLS0NaWlpSE9PV2i7RESkmQRfU1uxYgWMjY0xevRoBAUFoVmzZhCJREhJScGzZ8/QokULLF++HMuXL5e+RyQSISoqqtR1enh4IDMzE8HBwUhLS4OdnR2ioqJgZWUFAEhNTcWdO3ek/Tdv3oxXr15hxYoVWLFihbTd0tISV65cUShxIiLSPIKLWlJSEkQiESwsLABAev1MV1cXFhYWePPmDW7evCnzHiE3fPj6+sLX17fEZeHh4cVef9hGRERURHBR45EQERGpO8HX1IiIiNQdixoREWkMFjUiItIYLGpERKQxWNSIiEhjsKgREZHGEFzUWrdujf3795e6/MCBA2jdurVSgiIiIioPwUXt/v37cqdJEYvF0olDiYiIqoJCpx/ljRDyzz//oHbt2hUOiIiIqLzkjiiyefNmbNmyRfr6559/xrp164r1y87OxvXr19GzZ0/lR0hERCSQ3KImFouRlpYmff38+XMUFhbK9BGJRKhVqxa8vb0RFBSkmiiJiIgEkFvUxowZgzFjxgAAHB0dsXjxYvTp06dSAiMiIlKU4AGNL1++rMo4iIiIKkxwUSvy8uVLPHz4EFlZWZBIJMWWd+zYUSmBERERKUpwUcvKysL06dOxc+dOFBQUFFsukUggEomQmZmp1ACJiIiEElzUJk2ahL1792LMmDHo2LEjjIyMVBkXERGRwgQXtSNHjsDf3x8//PCDKuMhIiIqN8FFTUdHBy1atFBlLGop7VkW0rNeCOr7Ji9PxdEQEZE8govagAEDcPjwYYwaNUqV8aid9KwXmL98k6C+E0cNVHE0REQkj+BhsgIDA5Gamoqvv/4aZ86cQWpqKp49e1bsh4iIqKoIPlJzdnaGSCTCxYsXERUVVWo/3v1IRERVRXBRmzZtmtwBjYmIiKqa4KI2Y8YMVcZBRERUYeWa+bqgoACZmZnIz89XdjxERETlplBRO3/+PD7//HM0btwY1tbWiI+PBwBkZGRgyJAhOHbsmEqCJCIiEkJwUTt9+jT69OmDO3fuYNiwYTLjPhobGyMnJwcbNmxQSZBERERCCC5qCxYsQIsWLXDq1CnMmTOn2PJOnTrh7NmzSg2OiIhIEYKL2vnz5/HFF19AT0+vxLsgzc3NZSYUJSIiqmyCi1qNGjVQo0bp3dPS0qCvr6+UoIiIiMpDcFFzcnLCgQMHSlyWl5eH6OhotG/fXuEAIiIi4OjoCDMzM3Tp0gUJCQml9s3NzcXYsWPRoUMHmJiYoG/fvgpvj4iINJfgojZ58mQcP34c33zzDa5cuQIASE1NxZEjR9C/f3/cuXMHU6ZMUWjjMTExCAoKwpQpU3D8+HG0b98enp6eePDgQYn9CwoKoKenBz8/P7i7uyu0LSIi0nyCi1rXrl2xevVq7Nu3DwMHvhu4d+zYsfD09ERSUhIiIiLQrl07hTYeFhaG4cOHw9vbG7a2tggODoaZmRkiIyNL7G9gYIDQ0FCMHDkS5ubmCm2LiIg0n+ARRQBg8ODB6NOnD+Li4nD79m0UFhaiWbNm6NatGwwNDRXacF5eHi5evIjAwECZdjc3N5w6dUqhdREREQEKFjUAqFWrllKuZWVkZKCgoACmpqYy7aampnj69GmF1/++5ORkQW0lyRHnQSwWC+qbX5AvuG95+itKaI7VmabnqOn5AcxRU1RmjjY2NqUuE1zU9u/fj7i4OAQHB5e4/Ntvv0W3bt3Qq1cvhYL78PEAiUSi9IGTP/wFJCcny/2lvO/arXswMDAQ1LemVk3BfcvTX1FCc6yuFNmP1ZGm5wcwR02hTjkKvqa2YsUKvHr1qtTlubm5+OWXXwRv2NjYGFpaWsWOytLT04sdvREREQkhuKhdv34dTk5OpS5v3bo1kpKSBG9YR0cHTk5OiIuLk2mPi4uDi4uL4PUQEREVEXz6MT8/H69fvy51+evXr/HmzRuFNh4QEAB/f384OzvDxcUFkZGRSE1NhY+PDwBg3rx5OHfuHGJjY6XvSUpKQl5eHjIyMiAWi3H58mUAgKOjo0LbJiIizSO4qNnb2yM2NhbffPNNsZFFCgsLERsbi5YtWyq0cQ8PD2RmZiI4OBhpaWmws7NDVFQUrKysALx7Du7OnTsy7/nwObbOnTsDALKzsxXaNhERaR7BRe3rr7+Gr68vvLy8MGPGDNjZ2QEAbty4gcWLF+PcuXMIDw9XOABfX1/4+vqWuKyk9RU9+E1ERPQhwUVt0KBBuHPnDhYtWoTDhw8DeHfnYtHditOnT8fQoUNVFigREVFZFHpOberUqRg8eDD27NmDu3fvQiKRoFmzZujXrx+aNm2qohCJiIiEEVTUXr9+jSFDhmDo0KH44osvio0CQkREpA4E3dKvr6+PS5cuoaCgQNXxEBERlZvg59Q++eQTudPCEBERVTXBRW3JkiU4f/48Zs+ejbt376KwsFCVcRERESlM8I0i7dq1g0QiQVhYGMLCwlCjRg1oa2vL9BGJRHj8+LHSgyQiIhJCcFEbOHCg0gcaJiIiUibBRa08D1YTERFVJsHX1IiIiNSdQkXt/v37GD9+PJycnGBpaYmTJ08CeDfh55QpU3Dx4kWVBElERCSE4NOPN2/eRK9evVBYWIi2bdvi/v370ufWjI2NcebMGbx58wYrV65UWbBERETyCC5qc+fORe3atXHkyBFoaWnB2tpaZrm7uzt27dql9ACJiIiEEnz6MSEhAb6+vmjQoEGJd0FaWlriyZMnSg2OiIhIEYKLWn5+PgwMDEpdnpWVBS0tLaUERUREVB6Ci5q9vT1OnDhR4jKJRII9e/bAyclJaYEREREpSnBRG9sJHT4AABxBSURBVDt2LHbv3o2ffvoJmZmZAN7NeH3r1i2MGjUKFy5c4Oj9RERUpRSaJPTBgwf44YcfsHjxYmkbAGhpaWHhwoXo0aOHaqIkIiISQKFJQidOnIjBgwcjNjYWKSkpKCwsRLNmzdC/f380adJEVTESEREJUmZRe/PmDfbv34+7d++ifv366NmzJ8aNG1cZsRERESlEblFLS0tDnz59cOfOHUgkEgCAgYEBtm3bho4dO1ZKgERERELJvVFk4cKFuHv3LsaNG4dt27Zh0aJF0NXVxbRp0yorPiIiIsHkHqn9+eef8PLywsKFC6VtDRo0gK+vLx49egRzc3OVB0hERCRUmacfXVxcZNpcXV0hkUjw8OFDFjU1pqeri2u37lV1GCqVI87T6Bw1PT+AOWoKRXM0qVcHZqb1VBKL3KJWUFAAPT09mbai17m5uSoJiJTjhfg1Vq6LquowVEosFssd5aa60/T8AOaoKRTNcc74EVVT1ADg7t27OHfunPT1ixcvAADJyckwNDQs1t/Z2VmJ4REREQlXZlFbtGgRFi1aVKz9w5tFJBIJRCKRdLQRIiKiyia3qIWFhVVWHERERBUmt6gNHz68suIgIiKqMMEDGhMREam7alnUIiIi4OjoCDMzM3Tp0gUJCQlVHRIREamBalfUYmJiEBQUhClTpuD48eNo3749PD098eDBg6oOjYiIqli1K2phYWEYPnw4vL29YWtri+DgYJiZmSEyMrKqQyMioiomys7OllR1EELl5eWhUaNGWLt2LT7//HNp+9SpU3H9+nXs37+/CqMjIqKqVq2O1DIyMlBQUABTU1OZdlNTUzx9+rSKoiIiInVRrYpaEZFIJPO66MFvIiL6d6tWRc3Y2BhaWlrFjsrS09OLHb0REdG/T7Uqajo6OnByckJcXJxMe1xcXLHZBIiI6N+nzLEf1U1AQAD8/f3h7OwMFxcXREZGIjU1FT4+PlUdGhERVbFqdaQGAB4eHli0aBGCg4PRqVMnxMbGonHjxujYsSNatGiBoUOH4vr16zLvGTt2LIyMjGR+unfvLtPnzZs3+Pbbb9G8eXM0btwYw4YNw6NHjyoztVItWrSoWPz/+c9/pMslEgkWLVqEli1bomHDhujbty9u3Lghsw51zg8AHBwciuVoZGSEIUOGAKie+zA+Ph7Dhg2DnZ0djIyMsGnTJpnlytpv2dnZ8PPzg5WVFaysrODn54fs7GyV5wfIz/Ht27eYO3cuOnTogMaNG8PW1ha+vr7Fnint27dvsX07atSoapEjoLzPpjrnWNLfppGREaZOnSrtoy77sdoVNQDw9fXFlStX8PTpU9jZ2WHChAk4ePAgYmNjUbNmTXz++efIysqSec+nn36KmzdvSn+io6Nlls+YMQN79uzB2rVrsX//frx8+RJDhw5FQUFBZaZWKhsbG5n43x9F5ZdffkFYWBiWLFmCP//8E6amphg4cCBevnwp7aPu+cXFxcnkd+zYMYhEIplHN6rbPhSLxbC3t8fixYuhr69fbLmy9puvry8uX76M6OhobN++HZcvX4a/v3+V5/jq1StcunQJU6dOxbFjx7B582Y8evQIgwcPRn5+vkzfESNGyOzb0NBQmeXqmmMRZXw21TnH93O7efMmtm7dCgAyf5+AeuzHanf68UMxMTEyr1evXg0rKyskJiaid+/e0nZdXV2YmZmVuI7nz59jw4YNCAsLQ9euXaXrcXBwwF9//YVu3bqpLgGBatasWWL8EokE4eHhmDhxIgYMGAAACA8Ph42NDbZv3w4fH59qkZ+JiYnM6w0bNqB27doyfzTVbR+6u7vD3d0dADBu3DiZZcrabzdv3sSRI0dw4MAB6XXl0NBQ9O7dG8nJybCxsamyHOvWrYtdu3bJtIWGhsLV1RU3b95Eq1atpO21atUqdd+qc45FKvrZVPccP8xt//79sLa2xieffCLTrg77sVoeqcmTk5ODwsJCGBkZybT//fffsLa2hrOzM8aPH49nz55Jl128eBFv376Fm5ubtM3CwgK2trY4depUpcUuz927d2FnZwdHR0eMGjUKd+/eBQDcu3cPaWlpMrHr6+ujQ4cO0tirQ37vk0gk2LBhA4YOHYpatWpJ26v7Pnyfsvbb6dOnYWhoKHOjlKurKwwMDNQy76Kj0A//Pnfs2IHmzZvD1dUVs2bNkjlarQ45VvSzWR1yLJKTk4OYmBh4e3sXW6YO+7HaH6l9KCgoCA4ODmjfvr20rXv37ujXrx+aNGmC+/fvY+HChejfvz/++usv6Orq4unTp9DS0oKxsbHMutTloe62bdvi119/hY2NDdLT0xEcHAx3d3ckJiYiLS0NAEp8IP3JkycAoPb5fSguLg737t3Dl19+KW2r7vvwQ8rab0+fPoWxsbHMc5oikQgmJiZql3deXh5mzZqFXr16wdzcXNru6ekJS0tLNGzYEElJSZg3bx6uXr0qPcpT9xyV8dlU9xzft337drx58wZeXl4y7eqyHzWqqH333XdITEzEgQMHoKWlJW0fNGiQ9P9btWoFJycnODg44ODBg+jfv3+p61OXh7p79Ogh87pt27ZwcnLC5s2b0a5dOwDleyBdXfL70Lp16/Dxxx/D0dFR2lbd92FplLHfSuqvbnnn5+fDz88Pz58/x5YtW2SWjRw5Uvr/rVq1QtOmTdGtWzdcvHgRTk5OANQ7R2V9NtU5x/etW7cOffv2LXbJQF32o8acfpwxYwZ27NiB2NhYNG3aVG7fRo0aoXHjxkhJSQEANGjQAAUFBcjIyJDpp64PdRsaGqJly5ZISUmRnr+W90B6dcrv2bNn2L9/f4mnNt5X3fehsvZbgwYNkJ6eDonk/4dwlUgkyMjIUJu88/PzMXr0aFy7dg27d+9G/fr15fZv06YNtLS0ZPatuuf4vvJ8NqtLjpcvX8aFCxfK/PsEqm4/akRRmz59OrZv347Y2FiZW91Lk5GRgSdPnki/WJycnKCtrS3zUPejR49w8+ZNtXyoOzc3F8nJyTAzM0OTJk1gZmYmE3tubi7+/vtvaezVKb/NmzdDV1cXHh4ecvtV932orP3Wvn175OTk4PTp09I+p0+fhlgsVou83759Cx8fH1y7dg179uwp9SaC9127dg0FBQXSvuqe44fK89msLjmuW7cOVlZW+PTTT8vsW1X7USsoKOh7pa2tCkydOhVbt27F77//DgsLC4jFYojFYgDvRiDJycnB/PnzYWhoiPz8fFy5cgWBgYEoKChAcHAwdHV1oaenh9TUVKxZswYfffQRnj9/jkmTJqFOnTqYN28eatSo2to/a9Ys6OjooLCwEP/88w++/fZbpKSkIDQ0FEZGRigoKEBoaCisra1RUFCAmTNnIi0tDcuWLasW+RWRSCQICAhAz549Ze56rK77MCcnB0lJSUhLS8OGDRtgb2+POnXqIC8vD3Xr1lXKfjMxMcHZs2exfft2ODo64tGjR5g0aRI+/vjjSrkdXF6OBgYG8Pb2xvnz57F+/XrUrl1b+veppaUFbW1t3LlzB7/99hsMDAyQl5eH06dPY+LEiTA3N8esWbPUPkctLS2lfDbVOce6desCePeIxrhx4+Dn54eOHTvKvF+d9mO1mnqmJB/eRVVk+vTpmDFjBl6/fo0RI0bg8uXLeP78OczMzNCpUyfMnDkTFhYW0v65ubmYPXs2tm/fjtzcXHTu3BkhISEyfarKqFGjkJCQgIyMDJiYmKBt27aYOXMmWrZsCeBdMVi8eDF+//13ZGdnw9nZGT///DPs7e2l61Dn/IocP34c/fv3x9GjR+Hs7Cxtr6778MSJE+jXr1+xdi8vL4SHhyttv2VlZWH69On4448/AAC9e/fGTz/9VOrfRmXlGBQUhNatW5f4vrCwMIwYMQIPHz6En58fbty4AbFYDHNzc7i7uyMoKAj16tWT9lfXHJcuXaq0z6a65hgeHg4A2LhxIyZMmICrV6+iUaNGMv3UaT9W+6JGRERURD3OOxERESkBixoREWkMFjUiItIYLGpERKQxWNSIiEhjsKgREZHGYFH7FwgMDISRkRG+++47hd5nZGSERYsWSV8XTVaqCnv37sXKlSuVvt6xY8fCwcFBUN+cnByEhoaia9eusLS0hKmpKT766CN4e3tj3759MsP7qDOxWAxbW1vs3r1b2la07xo2bIjnz58Xe8+mTZukEzsWDWsEvJv4sW/fvtLXJ06cgJGREU6cOKFQn8rw4WS6FhYW+Pjjj+Hr64ujR49WeL3v+/BvozJMnz5dOmkulY5FTcO9fv1a+uUWHR1dbHJGRXz11Vc4fPiwskKTsW/fPvz6668qWbcQjx8/Rrdu3bBs2TJ07doVkZGR2LlzJ4KCgvDq1SuMGDEC586dq7L4FLFy5UoYGxuXOJiutra2TLErsnXrVtSuXbtYe0hICEJCQhTafuvWrXH48OFSH7xWtQMHDuDw4cPYtGkTJk6ciOzsbAwaNAh+fn4oLCyskpiUYdKkSTh+/DiOHTtW1aGoNY0apZ+K27t3L168eAF3d3ccOnQIR44cQa9evcq1LnNzc5kpQzTJmDFj8OzZM/z1119o1qyZtP2TTz7BF198gb/++gt16tSRu443b95AV1dX1aHKlZeXh99++w1BQUEljnz+2WefYdu2bfjqq6+kbQ8fPkR8fDyGDRuGzZs3y/QvGrVGEXXq1JHOHlEV2rZti5o1//+r7auvvkJYWBhmzpwJBwcHBAYGVllsJRH6uWnYsCF69eqFlStXokuXLpUQWfXEIzUNt2XLFhgZGeHXX3+Fvr6+dBr29xUUFGDhwoWwtbVFo0aN0LdvX9y4caNYvw9Pw9y7dw9GRkbYtGmTTL+STj8dPXoU7u7usLKygrm5Odq2bYslS5YAeHeKcMuWLXj8+LH01NH7pwwzMjIwefJk2NnZoUGDBmjXrh1+//33YvEdO3YMnTt3hpmZGZycnPC///1P0O/ozJkziI+Px5QpU2QK2vs+/fRTmcGyx44dC3t7e5w+fRru7u5o2LAh5syZAwBITk7GiBEjYGVlhYYNG6J79+44cuSIzPr++ecfjBgxAtbW1jAzM5Oe5iw6ks7JycG3336Ljz76CA0aNICNjQ0GDBiAW7duyc1l7969yMrKKnVA6GHDhiEhIQH379+Xtm3btg0WFhbo0KFDsf4fnloUoqT9L5FIEBYWhrZt28LU1BS2trb49ttv8eLFC5n3GhkZYeHChVi1ahUcHR1hYWGBPn36lPh5VERAQAAcHR2xatUqmXYh+0qIlJQU+Pn5wdHREQ0bNkTr1q0xefJkZGdny/ST97mJjo5Gp06dYG5uDisrK3To0KHYZ9jDwwNHjx7Fw4cPFY7x34JHahrsyZMn+OuvvzBy5EiYmJigb9++2LNnD7Kzs2WK06JFixASEoKAgAC4ubnhwoULxSYArIi7d+/Cy8sLAwYMwLRp06CtrY2UlBTp7N3Tpk1DRkYGzp8/L51rS0dHBwDw4sUL9OzZE7m5uQgKCkKTJk1w9OhRTJ48GW/evJEOhHrz5k14enqiTZs2WLt2LfLy8rB48WKIxeIyBzMuOp2j6BHsixcvMGrUKAQGBmL27NnQ19fHkydP0KtXLxgaGiI4OBh16tRBREQEhgwZgm3btknnxhs6dCjq1q2LkJAQGBsb48mTJzh8+LD09Nh3332HP/74A7Nnz0aLFi2QmZmJU6dOlXg97H1HjhyBra1tsQkpi3To0AFWVlaIjo7GlClTALwrakOGDFHpvF0LFizA0qVLMWbMGPTq1QtJSUn48ccfcfXqVezbt09mH23btg02NjZYvHgx3r59i9mzZ2P48OE4c+aMzBGYonr06IGQkBA8ePAAlpaWgveVEE+ePIG5ubn0H353797F0qVL4enpWeyUfUmfm7///ht+fn7w9/fHggULUFhYiFu3bhXb3x07dkRhYSHi4uJkJtGl/8eipsG2bduGwsJCDBs2DMC7wUm3b9+OmJgYjBo1CgCQnZ2N8PBwjBw5EgsXLgQAuLm5QUtLC99//71S4rh06RLy8vIQEhIiPYX3/umTZs2awdjYGDo6OsVOW61atQoPHjxAQkICWrRoAeDdUdPz58+xZMkSjB49GjVr1sTPP/8MQ0NDxMTEwMDAAMC7qS7atGmDhg0byo3v8ePHAFBs4OPCwkKZazA1atSQ+fLNycnB6tWrZY5kZs2ahezsbBw+fBjNmzcHALi7u8PFxQULFixAjx49kJGRgdu3b2Pz5s3o06eP9L2enp7S/z9z5gw8PT1lThOWNODsh86ePSv3WpZIJJJ+aU+ZMgXnzp3DrVu34OXlhcTExDLXXx5ZWVkICwuDl5cXgoODAQDdunWDiYkJ/P39ceDAAZnfg7a2NrZt2wZtbW1pm7e3N86dO1ehKUqK9m9aWhosLS0RFhZW5r4SqmPHjjIj17u4uKB58+bo3bs3Ll26JLNPSvrcrFixAnXr1sXixYulbW5ubsW2Y2xsDHNzc5w9e5ZFrRQ8/ajBtm7dihYtWqB9+/YA3hWDRo0ayZyCvHbtGsRiscxULwDKnM9MEQ4ODtDW1sbo0aOxe/duPHv2TPB7i0bsb9KkCfLz86U/3bp1Q2ZmJpKSkgC8m5epR48e0oIGvPsSE/IlWNpdjVOmTIGJiYn058cff5RZXrNmzWJHdwkJCWjXrp30SxIAtLS0MGjQIFy5cgUvXrxA/fr10bRpU8ybNw/r1q3D7du3i227TZs22Lx5M0JCQnDhwgUUFBSUmQcApKamlnqUVsTLywu3bt3C+fPnsXXrVrRr1076DwZVOHPmDN68eYOhQ4fKtA8aNAg1a9ZEfHy8THvXrl1lClrRrAUVPeVWtJ+LjkiF7Cuhiv7R1q5dOzRs2BAmJibo3bs3gHenmt9X0uemTZs2yM7Ohp+fHw4cOFDstOX7jI2NkZqaKji2fxsWNQ11/vx5JCUloV+/fsjOzkZ2djZevnyJzz77DKdPn5b+oaWlpQF4Nyvt+z58XRHNmzfHjh07UFhYCH9/f/znP/9Bt27dcPLkyTLf++zZMyQkJMgUFxMTE+nMu5mZmdI8SopZSB5FN798+KU5efJkxMXFyUzu+D5TU1NoaWnJtGVlZZU4EaaZmRkkEgmys7MhEomwa9cuODk5Yd68eXB2dkbr1q2xdu1aaf+ffvoJPj4+2LhxI7p27Qpra2vMmDEDr169kptLbm5umTcdNG/eHO3bt8eGDRuwY8cO6ZG8qmRlZQFAsd9LzZo1Ub9+fenyIu9PVQL8/6no3NzcCsXx6NEjmTiE7Cuh5s2bh8WLF0uPgv/8809s2LChxLhL+tx88sknWLduHR4+fIgvvvgC1tbWGDBgAK5evVpsW/r6+nj9+rXg2P5tWNQ0VNG1qWXLlqFp06bSnzVr1gCA9Git6I/66dOnMu//8HVJ9PT0ALyb3fh9RYXmfZ07d8aOHTtw79497Nq1C9ra2hg6dGixKe4/VL9+fbi4uEiLy4c/bdq0keZRUsxC8ujcuTOAd7eCv8/S0hJt2rSRbuNDJV2DqlevXonbTEtLg0gkkn5hN23aFKtXr8bt27dx/PhxdO7cGVOmTJFefzE0NMTcuXNx4cIFXL58GZMnT8aaNWukN9eUpn79+oK+jIcNG4Z169YhJydHqUflJSnK+cPfS35+PjIzM1G/fn2Vbr/IoUOHYGFhIT0NKXRfCRETE4Nhw4bh22+/RZcuXfDxxx9LJ9f8UGnXLgcMGID9+/fj7t272LhxI9LS0jB48OBijyFkZWWVeTT+b8aipoHy8vKwY8cOtG3bFnv27Cn24+DggK1bt0IikaBVq1YwMDDArl27ZNYRExNT5nYaNGgAXV1dXL9+Xab90KFDpb5HV1cXXbp0wfjx4yEWi3Hv3j1pe0n/+uzWrRtu3boFCwsLaYF5/6fo2ar27dvj8OHD0lnPgXdHXqdOnSozj/bt2+O///0vQkJCcOfOnTL7y9OxY0ecOXNGmhfw7u7SnTt3wtHRsdizYCKRCI6Ojvjhhx8AoMS7/KysrBAYGAh7e/sy7wK0sbGR3oAjj4eHB3r37o2JEycq9OVdHu3atYOuri527Ngh0x4TE4P8/PxisyirQlhYGK5cuYKAgABpm6L7Sp5Xr17JnDIFUOyuYKEMDQ3Rq1cvjBw5EqmpqTL/SCwoKMCjR49gbW1drnX/G/BGEQ104MABZGZmYuHChejUqVOx5T4+Ppg8eTJOnDiBzp07Y+zYsQgJCYGhoSHc3Nxw/vx56akTeUQiEQYOHIiNGzfC2toaNjY2OHjwYLHTipGRkUhISECPHj1gbm6OjIwMhIaGolGjRrCzswMA2NraIisrC2vXrkWbNm2gq6uLVq1aYdy4cdi5cyd69+6NcePGwdraGq9evUJycjISEhKkR6RTp07Frl274OHhgcDAQLx9+xaLFi0SfBo1IiICAwYMwKeffgpfX1/897//Ra1atZCeni49/WhoaFjmesaNG4fNmzdj4MCBmDFjBmrXro21a9fin3/+QVRUFADg6tWrCAoKgoeHB5o3b46CggJs3rwZNWvWlB419ujRA71794a9vT0MDAwQHx+Pq1evlnlXaocOHRAeHo7CwkK5d32W9CiGqtSrVw8BAQFYunQpatWqBXd3d9y8eRM//PAD/vvf/6Jnz55K3d7Zs2ehpaWF3Nxc3L17F7GxsTh8+DC8vLzw9ddfS/sJ2VdCde/eHVu2bIG9vT2aN2+OPXv24PTp04Lf/8MPP+DZs2fo1KkTGjZsiMePH2P16tVwcHCAiYmJtN/169chFosr5R8C1RWLmgbasmULateuXezmjyKDBg3CzJkzsWXLFnTu3BkzZswAAKxfvx5r1qyBs7Mztm7dCldX1zK3tXjxYhQWFkr/O3DgQPz0008yNwV89NFHOHz4MObPn49nz56hXr16cHV1xZo1a6Cvrw/g3QOyZ8+exfz58/H8+XNYWlriypUrqFu3Lg4dOoQlS5Zg2bJlePLkCerWrQsbGxuZuwFtbW0RHR2N2bNnY9SoUWjUqBEmTpyI06dPC7p2Z25ujri4OPz222+IjY3F6tWr8ebNG5iZmcHZ2RlbtmyRXviXp1GjRjhw4ADmzp2LKVOm4M2bN3BwcEBUVBS6d+8O4N2pUgsLC4SFheHx48fQ1dWFvb09tm3bBicnJwDvitPOnTuxbNky5Ofno2nTpvjxxx9lvpRL4uHhgSVLliAhIQGffPJJmfFWltmzZ8PY2Bj/+9//sHbtWtSvXx/Dhg3DnDlzynzkQlFFN2HUqlVLuv927NiBbt26yfQTsq+E+umnnyCRSLBgwQIA7+6iXLt2bYl3MJakbdu2WL16Nb777jtkZWXB1NQUXbt2xcyZM2X6HTx4EGZmZmq1b9WNKDs7u3oMaEdV7rvvvsPWrVtlxgYk9dO3b180b94cK1asqOpQSMlcXFzQr18/zJo1q6pDUVu8pkZlysrKwh9//IG9e/dW6fBHJMzs2bMRHR0tff6ONMO+ffvw9OlTfPPNN1UdilpjUaMyxcfHY/To0bCysqr0kclJca6urvjxxx/x4MGDqg6FlCg3Nxe//fabymbK0BQ8/UhERBqDR2pERKQxWNSIiEhjsKgREZHGYFEjIiKNwaJGREQag0WNiIg0xv8Bt6P4ciEjs7EAAAAASUVORK5CYII=", "text/plain": [ - "
" + "A histogram with 'Adjusted Gross (Million Dollars)' on the x-xis and 'Percent per Million Dollars' on the y-axis. The bars have uneven widths: 300 to 350, 350 to 400, 400 to 500, and 500 to just above 1750. The first bar has a height between 0.1 and 0.2, the second bar has a height above 0.5, the third bar has a height of 0.3, and the last, longest bar has a short height, just above 0." ] }, "metadata": {}, @@ -888,7 +888,7 @@ "data": { "image/png": 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", "text/plain": [ - "
" + "The same histogram as directly above is shown, but the third bar has been split into ten tiny bars. The highest of those tiny bars is the left most one with a height of about 0.45. There are also two other tiny bars towards the right with height 0.4. The remaining 7 tiny bars are all at or less than height of 0.3" ] }, "metadata": {}, @@ -935,7 +935,7 @@ "data": { "image/png": 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", "text/plain": [ - "
" + "A histogram with 'Adjusted Gross (Million Dollars)' on the x-xis and 'Percent per Million Dollars' on the y-axis. The bars have uneven widths: 300 to 350, 350 to 400, 400 to 500, and 500 to just above 1750. The first bar has a height between 0.1 and 0.2, the second bar has a height above 0.5, the third bar has a height of 0.3, and the last, longest bar has a short height, just above 0." ] }, "metadata": {}, @@ -1199,7 +1199,7 @@ "data": { "image/png": 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", "text/plain": [ - "
" + "A histogram with 'Adjusted Gross' on the x-xis and 'Percent per unit' on the y-axis. The bars have uneven widths: 300 to 350, 350 to 400, 400 to 500, and 500 to just above 1750. The first bar has a height between 0.1 and 0.2, the second bar has a height above 0.5, the third bar has a height of 0.3, and the last, longest bar has a short height, just above 0." ] }, "metadata": {}, From bdb52157534a272ec905a371ca732b6cdc9b7b23 Mon Sep 17 00:00:00 2001 From: Silas Santini <70163606+pancakereport@users.noreply.github.com> Date: Fri, 29 May 2026 14:43:07 -0700 Subject: [PATCH 4/4] better alt text ch7.3 --- chapters/07/3/Overlaid_Graphs.ipynb | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/chapters/07/3/Overlaid_Graphs.ipynb b/chapters/07/3/Overlaid_Graphs.ipynb index 2b825b0f..780ca13d 100644 --- a/chapters/07/3/Overlaid_Graphs.ipynb +++ b/chapters/07/3/Overlaid_Graphs.ipynb @@ -136,7 +136,7 @@ "data": { "image/png": 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", "text/plain": [ - "
" + "A scatter plot shows the relationship between the height of a 'son' on the x-axis and the heights of parents on the y-axis. Dark blue dots represent the 'father' data, which generally cluster higher on the y-axis, while gold dots represent the 'mother' data, clustering noticeably lower. Both sets of data show a slight upward trend, indicating that taller sons tend to have taller parents." ] }, "metadata": {}, @@ -280,7 +280,7 @@ "data": { "image/png": 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", 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" + "A line graph compares population data by 'AGE' on the x-axis, ranging from 0 to 18, against a numerical scale in millions on the y-axis. Two lines track the data: a dark blue line for '2014' and a gold line for '2019'. Both lines follow a fluctuating but generally upward trend as age increases, with '2019' starting significantly lower at age 0 but rising to cross over and match or exceed '2014' values at multiple points." ] }, "metadata": {}, @@ -385,7 +385,7 @@ "data": { "image/png": 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", "text/plain": [ - "
" + "A horizontal bar chart compares demographic percentages across different groups labeled 'Ethnicity/Race' on the y-axis, including API, Black, Hispanic, White, and Other. Each demographic contains four bars representing different categories: 'USA All' (dark blue), 'CA All' (gold), 'USA Children' (light blue), and 'CA Children' (green). The data shows distinct regional and age variations, but generally within an Ethnicity/Race, the bars are either all on the shorter end, like for API, Black, and Other, or all on the longer end, like for Hispanic and White. " ] }, "metadata": {}, @@ -414,7 +414,7 @@ "data": { "image/png": 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", "text/plain": [ - "
" + "A horizontal bar chart compares demographic percentages across different groups labeled 'Ethnicity/Race' on the y-axis: API, Black, Hispanic, White, and Other. Each demographic contains two bars representing different categories: 'USA All' (dark blue) and 'CA All' (gold). The longest bar is for White-USA All at 60. The next longest bar is Hispanic-CA All at just below 40 and White-CA All between 30 and 40. The remaining bars are all less than 20 long." ] }, "metadata": {}, @@ -443,7 +443,7 @@ "data": { "image/png": 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", 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" + "A horizontal bar chart compares demographic percentages across different groups labeled 'Ethnicity/Race' on the y-axis: API, Black, Hispanic, White, and Other. Each demographic contains two bars representing different categories: 'CA All' (dark blue) and 'CA Children' (gold). The longest bar is just above 50 for Hispanic-CA Children, followed by Hispanic-CA All around 40, and White-CA All below that. The remain bars have lengths below 30." ] }, "metadata": {},