IM 6.8.6 Lesson: Interpreting Histograms

Here is a dot plot showing the weights, in pounds, of 40 dogs at a dog show.
[img]data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAmQAAACRCAYAAABt0aQ/AAAgAElEQVR4Ae3dCbh9U/kH8P79//r3l0LGkJmKFEKIlBCiSaUyEzJEypAkyVhKNBhCKaU5ESHKTJIhQ4O5okyRKDSt//NZz7N+z/4d+9xz7j17n3Pv/b3rec49556z91rv+q53rfXd73rXu56RIgUCgUAgEAgEAoFAIBAIjBSBZ4y09Cg8EAgEAoFAIBAIBAKBQCAFIQslCAQCgUAgEAgEAoFAYMQIBCEbcQNE8YFAIBAIBAKBQCAQCAQhCx0IBAKBQCAQCAQCgUBgxAgEIRtxA0TxgUAgEAgEAoFAIBAIBCELHQgEAoFAIBAIBAKBQGDECAQhG3EDRPGBQCAQCAQCgUAgEAgEIQsdCAQCgUAgEAgEAoFAYMQIBCEbcQNE8YHAdEDgX//6V3rwwQfT1Vdfnc4666x0zjnnpBtvvDH99a9/Tf/5z3+mQxWjDoFAIBAItIpAELJW4Y3MA4Hpj8C///3v9Nhjj6Xjjz8+rbzyyuk5z3lOmnPOOdP666+fLr744vTkk09OfxCihoFAIBAIDIhAELIBAYzbA4FZHYHHH388XXDBBWnhhRdOz3rWs9J//dd/pWc+85npf//3f9PGG2+cbr755lkdoqh/IBAIBAI9EQhC1hOiuCAQCATGQuCBBx5I++67b5pjjjnSM57xjJleSy65ZDr99NPHuj1+CwQCgUAgEEgpjk4KLQgEAoHBELjvvvvSrrvumpcqOwnZoosumk4++eTBCoi7A4FAIBCYBRAIC9ks0MhRxUCgTQQeeeSRTLrmmWee9N///d8zLGQ+8ym74oor2iw+8g4EAoFAYFogEIRsWjRjVCIQGB0Cdlhattxqq63SvPPOmwkZMrbQQgtlR/9HH310dMJFyYFAIBAITBEEgpBNkYYKMQOByYzAP/7xj3Trrbem0047Le2///7poIMOSmeffXaynImwRQoEAoFAIBAYG4EgZGPjE78GAoHAOBD4+9//nixhPvzww0HExoFbXBoIBAKBQBCy0IFAIBAIBAKBQCAQCARGjEAQshE3QBQfCAQCgUAgEAgEAoFAELLQgUmFAF8kx+089NBDOcK7KPBTNTkySAR7y3fqNJXr0m8bxJJlv0jFdYFAIBAIzIxAELKZ8Yj/RoQAx+/7778/nXvuuemQQw7JgUZPPfXUdPvtt6cnnnhiRFJNrFjE629/+1v62c9+lo499thcl6OPPjr/P113HIZT/8R0Je4KBAKBQKAgEISsIBHvI0OAJQmBOe6449LSSy+dj91x/M7ss8+e3vOe96S77757ZLJNpGAE0iHbq6yySq6DYKmOFFp99dXTJZdckv75z39OJNtJe0+EvZi0TROCBQKBwBRCIAjZFGqs6SoqgnLbbbelJZZYIs0222wzAosiZQsssEA66qijplTV77rrrrTlllvmo4TUASHzjpTttNNO6Z577plS9eklbASG7YVQ/B4IBAKBQG8EgpD1xiiuaBkB1rGzzjorzTXXXDPIWDmCxwHVAo5OpXTdddelNddcMxOwUo/yvsYaa6Tf/OY3U6k6PWWNo5N6QhQXBAKBQCDQE4EgZD0higvaRoAj+AUXXJAcvfPMZz5zJlJm2ZJVaSqlG2+8Mb32ta9NyGQhYuV93XXXzdbAqVSfXrLG4eK9EIrfA4FAIBDojUAQst4YxRUtI8AJ/k9/+lNiPXrOc54zw4fsf/7nf9JSSy2VvvnNb7YsQbPZq4to9c9//vOTOliudJSQuh166KHpz3/+c7MFjji3xx9/PBPqhRdeOFsF1RexRkg33njjdPPNN49Ywig+EAgEAoHJj0AQssnfRrOEhE899VS67LLL8gTOUmYyX3755dMJJ5yQI79PJRD4xP3xj39MO+64Y1p88cXT//3f/yVkZZdddsnHC023o4QQauE9jj/++HyYOOI555xzpvXXXz9dfPHFOXzJVGq/kDUQCAQCgVEgEIRsFKhHmU9DwKTO0sKaIvTFmWeema688sr04IMPTskjeISB4Nz/05/+NNflwgsvTL/73e+mXAiPpzVUly/KTku7S/kDnnPOOcnSrfhrdtFGCgQCgUAgEBgbgSBkY+MTvwYCgUAgEAgEAoFAINA6AkHIWoc4CggEAoFAIBAIBAKBQGBsBIKQjY1P/BoIBAKBQCAQCAQCgUDrCAQhax3iKKBfBPgaOcPScUm33HJL3nnZ5rFJbZZXTh9wysCvfvWrdMcddyThPfjKTcekvmUzgzhrv/3tb/NmDL50TSQ+ananCiAsf8F1p9uJB03gFHkEAoHA1EUgCNnUbbtpJbmJ20R7+OGHp/XWWy+tttpqaeedd85HDbVx/mOb5SEKiOVpp52W3v72t+e6vPnNb05f/epXM8mcbqQMGUM27ajcbbfdclBccdicSapNn3zyyYF0FSlHxA477LCsG8KjiE3nGKo2dGMgYePmQCAQCAQmiEAQsgkCF7c1h4AJ/S9/+Uvafvvtc3DYEkRVPKt11lkn77ZsrrSUd/21WR6SgHy94AUvyPHH1EccMsdA+R55mU4JuWUFXHnlldOzn/3sGUdFCV3yvve9L5PQQer7+9//PhM94TSKbpSzQR3gPt0I7iBYxb2BQCAwdREIQjZ1227aSM6CIlzC/PPPP4PAlIlXPKt99tmn0bq2XR6r0EYbbTSDnJS6IGUsZZYvp1MSmoQ1TFsh0aW+Pi+77LLphz/84UDV/clPfpIWWWSRmXRD3kjZ0UcfnUNrDFRA3BwIBAKBwCRAIAjZJGiEWV0EZ1meccYZeUIvk3l5N+m++93vbhSitsv7xS9+kV75ylfWnmVpKZY1aTolJxNYQqxasEr7vfCFL0wnnnjiQNUVk05w3SrZK/kj6w8//PBA+cfNgUAgEAhMBgSCkE2GVpjFZSgWK9HsHTVUJlvvc889d9pvv/0aRajt8ji0v/GNb3yahcxxQptttlni6D+dEmf7I4444mkWMu233HLL5SCxg9RXcF0nHlR1AzlD0o455ph8SsAg+ce9gUAgEAhMBgSCkE2GVpjFZeBD9sgjj6Rtt902zTfffPnYJJYxE+5aa62Vj1RqEqK2y1MXvmILLbRQJmXqwreq+JA5kWA6Jcde2RW70korpTnmmCNbBtXZ5z333DP94Q9/GKi6TjxggXM2KL+0kjeftauuuipOAhgI3bg5EAgEJgsCQcgmS0vM4nIIa8B5+yMf+UiyQ2/VVVdNW221VXbobyP0RZvlcTJ3ZBBS9qY3vSkvX2644Ybp1FNPzbsvp5sTOoLL6sjBfrvttsu7LNdee+10wAEHZH+5QcNT2DTgbFAHttMNuywtYyNjlp8jBQKBQCAwHRAIQjYdWnEa1MGkbuK+77778hmI/LBYRky4fms6tV0e0sVSZvlSXX7961/nEA2DkpOmcWgqP3jaPeq8zuuuuy7dcMMN6f777x845EWRD2581ZyPee2112bdQNSnG7kt9Y33QCAQmPUQCEI267V51DgQCAQCgUAgEAgEJhkCQcgmWYOEOIFAIBAIBAKBQCAw6yEQhGzWa/OocSAQCAQCgUAgEAhMMgSCkA3YII7I+fnPf55OOumkfFQOn6HJvouOvw8nbDvjvvGNb6STTz45XXHFFdnHibP7KFKRSVBVMn3xi19Ml19+eT6/0G9Np7bL4/Nkd+G5556b43AJjsoHCu7TMfHlcvoBx/5TTjklfe1rX8vHJj322GMDV7e0VVv6qr/eeuut6etf/3ruCzYL8P8L/7SBm25KZUDP9NnzzjsvHX/88emss85K9957b7KpJFIgMAwEgpBNEGWDtfhLJ5xwQj6rUCRxsZLEn7rgggvyxNsGkZiguDPdZgegcwA32WSTtOSSS6ZFF100H3tjEOJUP4qEqIjIblcimeC5yiqrZKLLObzp1GZ58r7zzjvTXnvtleNwCY4qYr1jhBDO6TbAI/EIjACwq6++etYnfeENb3hDEkNsUFJGXy+99NJW9BUZcwanvkBmfUFQ3+OOOy7XaVQPKE3re+Q3NgIeoJDy97///enFL35xEhPxRS96UfrABz6QAzlP1rF87FrFr1MNgSBkE2wxky7rx0te8pKZApkKXvn6178+7wKbrIP5TTfdlGUU06kEYXWsj7hZ55xzThq23MgtIiicgdhjRSbviMzpp58+wVaqv63t8hDIAw88MMfhKnURyBTejhhCXqZTsrvSQwj9oUelzt6RMiR0kDSWvp599tkD6SuLNjJWPQVAHZxDev7550dYjUEabgrd66HhQx/6UI4VWNVfx4GJpSfWXpCyKdSgU1TUIGQTbDgd2NPTPPPMM9MEZGBfZpllsrm7jfhZExR3ptt+9KMfpbnmmiuJHF8dfExEBx100NCPohHawuQn8Gd1YiSbgKo77rjjTPIP+k/b5f3yl79Mr371qzMBq+KrbuJoIQHTKSHT+oJAsNX6+szqZPlykOQhoS19tUxJxk651YWFc1QW40HwinvHj4Djt5wqMdtss82kC8bI17zmNdniPewH1fHXIu6Y6ggEIZtgC1pG2XXXXTOJ6BzMLbl9//vfT5OVkPGNMOF0kh/18JQ4bAsOCwsfK5NuJ5asSgLENpnaLk8crjXXXLP2LEtWQDHJplNCWvSFurMsLQHyURwktamv/N0WW2yxp+mduuyyyy7Z728Q2ePeqYEAQrbEEkvMdDxXGYucFnL77bcPZImdGiiElKNGIAjZBFvApP6lL30pd+KqpcmxLiZjwUAnq68Qx2vHzpC1DDrqwNonury6DTPBybKW5V8WsSKTd74cn/nMZxoVp+3yBEfdfvvtZyK9yK+6meQ5Ck+nxJlfX5h//vlnmtBYXPljcZIfJLWpr/Lm91ZdavVZXRBJdYs0/RHwgL3lllvms3Or448H1y222CI/pMYmj+mvB6OuYRCyCbYA8/U999yTttlmm0xkZp999mwh4MB91FFHZevYZPU5ePDBB/MuIj4/BhzWAGTMcTSjWk6zjHj00UdnnzEywZP/xs4775ydbSfYTF1vK+VZXm66PITWRO9sR3WAr/cVV1wxO7lPt2j9Jio7SE1ciIz6wpQfVnGO79oQffzQpr4iXDbmVPuCOrzzne/MdYplqj4aaBpcwkfMRifWsOc+97l5/KHDyLpdl5ECgWEgEIRsAJQN1s7Yc0Yh4sDnhHOzQX6ykjHVJTcfOLLus88+2WojzARn9FFZ9UzqZLJRYt99982HSVtOQnrbkKnN8rS9TR/CNBx55JG5LgcffHD+H1mbzLox0e5QjjZiKbN8qS/wC2wifESb+koPyKgv8INjwWQZQzCnG3GeaNvOCvfpk0iZo7n0WRZuG3BuvvnmSet6Miu0y6xWxyBkA7a4QfvRRx/NxIwvDcuLQX6yJzLa8o+EmXxMSpPBGkCmBx54IOOJ2LZBxqpt01Z5ZYAXGgW+rDzTfacWndJm+oEX8tmUThV9pRtN6ysZyUpmeatDU3JXdS0+T34E+P3qs9wKxJj0YBUpEBgWAkHIhoV0lBMIBAKBQCAQCAQCgUAXBGZZQsaC4SnYayyLlt/KdV0wzPezlLluPMtRJe9+yx9P3t1krX7fLwbVe3wu96nzWLJ33tfP/9W8x1Pfcl+v9uyUodynLuMprzOfbv+XNiZX06nIPl69m6gcpS5jtXm5pg2ZqvUdS4bO+pX7xtLXcs149aezrKn0f7XOPtelck1b/aOuzOp3ytfWpe26yVm9Z5DPwy5vEFk77y1t1Ubf6ywr/m8HgVmSkFFcy0eiqdvObMtzXTIQWMIQwZmvGEXvTPKyZOmau+++u+8divK2ROI+ZXSbYCwl3nHHHVnWJpe8CgZkvu2223IdusnQWWdmfTsJbQBQd3k1leTt+BK7Lu186kemUpde7Vkn40TKq8un7juy99Kfuvv6+U6d4UN/taGllSbboVMGdZks+qrO9K4f3VCPXvraqT/63HRP/epPm/2jH4wRMcvUv/rVr/J72y4Mwy6vHwz6uabf9uwnr7hmdAjMcoRMhxYHyhEZgnSuvfbaeXcYZ3KDj4R4GZS/8IUv5Cjer3rVq9KGG26YPvvZz+YJ1jU6gEmQ47LdiXbnrLPOOmnvvffOztt+75ZM0p///OfTRhttlOQtUvjnPve5TAwL6SOLvMXgIiNZRYw2MA06KMm7HO2z7rrr5vw333zzGRsSusmtTsq3EUCwRLK/613vyo74gxKC0i7yJpO83/GOd+RdiSbfbqncN1Z71t1b7htveXV5dX5X1Z9NN90064a2rupP5z3j+R8ejpmyE5BuwItuIO5Fh8eTX69rq/pKz6eTvhY9GK/+9MJsMv9OfxxpNZb+FFzq+ocHgbaTPsSHyxi88cYb51BCxmCbjzwcN52GXV6T8vfTnk2WF3m1h8AsR8g4ayJN1cjftjkL2GlHDWLBqVcEb0Ety/FCIjgLHOh7uwENWNdff32eDG3zL7Fr5ptvvrzj0lNd3RO8ex0FJHhsiQotHpizG0877bRMBMlghx5SQjZ5ixMmdIKdYIPGsfr973+fdt999xxzR8ylEiNLdHkHpRdSWFU7deGYbheaOpb6qjuyeO21106YKMqblZJMCyywQJaHTHCRtxAS3VJde9quXm3Pznur5QlxoKx+y+vMq+7/fvSn7r5+vtM211xzTSbEjpkitzace+658+5GlssmU1VfHQum3bWL8C5VfdV32tRX54CqY9FXde9HX+34HEtfx9IfRzbpi9MpFf3x8FjVH+MhrIwN3fqHsbBXf2wKKw8W9Mu5kmWcNAYutdRSmZQZf8d66B2vHMMub7zydbu+n/bsdm98P/kQmOUImbPvHBpbCEV5R3wOPfTQTDpY0JzB1xmk1LVvectbsnXJ7jzXIxAlj/L+0pe+ND+B1g3md911V9pss82edo/BjhWFBcqT4eGHH55jOZU8yzvZRS4fJF144YWZAJrcSr7e/S8Iq52incly6UUXXZTUrXqPzzD4+Mc/nndtdt7Xz//yRjLmnXfeTDCq+T/vec/LFrlu+XRrT6SstGfnvYOU15lX3f/96E/dff18p22OOeaYmQKZlrYTRFfbNpmmu77SH5N+Ved8Hkt/msR32Hn1oz9t949+6myFgjW282xbpIylrNsDbz95110z7PLqZJjId/2050TyjXtGg8AsR8iOP/74HP29cwAWiFTsGU/MyMEqq6wy48mseu0rXvGKbEljtnd93XE/jmL55je/WetPxpIg72qePnsKlDcLFRl22GGHHJyw8zqTrmCbg6QzzjgjWzlYVzrz/+AHP5hJaWf+wgJ861vfqj1mBgbbbbdd9mnqvK+f/1lhvvOd72QLYKc8SKLl1G6pn/bsvHeQ8jrzqvu/H/2pu6+f71gptVEnTtqSDmnbJtN019eJ6E+T+A47r370p+3+0U+dhZ4QWBgB69R1J6F4cOXv1VRSnuDAwyqvKbn7ac+myop82kdgliNkfMUc0dPZyVnIWKV0TM7qfH/qLGSsW5aFWMgEEFxwwQWflhcrkqjPnjQ7kyWBt7/97U+zBCmLbw5ndjLIuyxXVmX1NO9w8EES/xGksWohK0t2rC/q1pnU5dJLL00rrLDC0+oLA9jV3deZT93/8nbUFEtbVSb1RvYEiu2WRNGus3BU27Pz3kHK68yr7v9+9Kfuvn6+80TMF82yYZVQw80SO9+yJtN019eJ6E+T+A47r370p+3+0U+dLftbVvWgXB3/LJtbSRA/0dJqU2nY5TUldz/t2VRZkU/7CMxyhMwOPg68Jn8WBR3cpM//5Ze//GV2iubPJOL4sssumwcE1zCd81/g18A6ZtBizdpggw3y/SZE+cn3ve99b96RVueL5V5+aEsvvXTOU94GHUf4iBCubP4MIkYz2ZPNNfLm77THHnvkXYiDqIZdeXzBEClLpfLnn6Y8/lp1cvvOIMjPxH3kUWf3rb/++unqq6+uJaD9yGlgtWTwnve8Jz+lIhvytlzJYf3yyy/vmk239vQUXdqz8+ZByuvMq+7/qv7wsavTn7r7+vlOO8CaMz/s5Q0veue0CEuMTabprq8T0Z8m8R12XkV/+N9105+2+0c/dWaRd1KHh1vjI8uVMZjLhg1QrGNN+pANu7x+MOjnmn7as5984prJgcAsR8h0YqEmPvShD6XlllsuLb744nmXJP+o4vPlGhPRSSedlJ2nOTAjbF/+8pczKSlNZ+BikbDLknWCpebAAw/MuzjLNXXviM1XvvKVTIDk7UnwxBNPzGWWQQbhu/jii/MOUJsJ5M1SxPpSrqnLu5/vDGYsH/vtt1+2eMGA1Q7xsVwxVmLB++hHP5qtjGS3y9KxM7AYJJHJzs8DDjggy2STw9ve9rZsaRxr52C39mQFLO1ZJ9dEy6vLq/M7MsGR/nCC7qY/nff1+z9L5JVXXpl3oWq75ZdfPvvZIdqcnZtOVX3VLibzfvVVX2tSX03Q49XXgw46aIa+2lnIz67oazf9MR7og9Mx9aM/bfaPfjDVLsZgpMz4aPnSGGzctEzXdBp2eU3K3097Nlle5NUeArMcIQOlwcaEyZLhpeObvKsThwHbUxNTtmtYcPzviaSa3Od+y4yu0zl6TYrykJc83aMMpucyScifLCYEebvGi8xkHzTJmwzyKzLYOq28qgx15aibOpJHnd03FvGpy6PuOzKpW2feZKq2S929/bRn532DlNeZV93//epP3b29vpM3XGCvHbShttSmvbDqlXfd7/JFiouuTGV9LX29Ws86/elH76p5TKXP/ehPtX9o99LXh4kLGcoYrHxy0EP62EYadnlN1aGf9myqrMinXQRmSULWLqSReyAQCAQCgUAgEAgEAuNDIAjZ+PCKqwOBQCAQCAQCgUAgEGgcgSBkjUMaGQYCgUAgEAgEAoFAIDA+BIKQjQ+vuDoQCAQCgUAgEAgEAoHGEQhC1jikkWEgEAgEAoFAIBAIBALjQ2BMQmYXV7wCg9CB0IHQgdCB0IHQgdCBwXVARIVukRjGJGTf//73UxOv7373u+nb3/52Ph7ne9/7XiN5VuVy7I6jitrKm+zqUC2zic9VXJrIr5oHLGACm+r3TXyWt3wdpdQGLlO1PWELE68mcK7mAfPSh5rGfCq3JyzoC2zUo4pZE5+nYnuqNyza6v9t9s+p2p4wJ3vpo03oXjWPNtuT3PRcu7bRh9rUl7b6Z5vtef7556d77rmn1nQ2JiETlb2J19Zbb51WX3319MY3vjFHY28iz2oeDvx+2cte1kreAqaSXUBJEfir5Q7yWV7ylLcyBsmr7l5R72ECm7rfB/lO3tryla98ZdK2g+RVd+9UbM9SD5gIBlv+b+p9p512Sq9//evT6173urTttts2mn/b7SnAr8DGymkKj5IPLGACGxiV75t6n4rtqe6whjnsm8Ki5DOV21Pf1KalLk29D2M8b6s9jeEwmYrz81RsTycFHXHEEeMnZI4VaeLlnMItttgiffGLX8xnNTaRZzWPH/zgB/kooNtuu60Reat5i8T/jne8I0f3dixN9bdBPouqftlll+WB03FFg+RVd6+I+m9961vTN77xjcbzhvPXvva1tPvuu6ebbrqp8fzJTHZ1qKvbIN/B2mQFe20wSF5199LzQw45pPF8nWLg2K5DDz00H6xcV/ZEv4Ozvkn2a6+9tnHZnZpgsG+jfzoey6kbn//859Ptt9/euOy77bZbPqpnoth2u4+sZCa7OnS7bqLfwxrmsJ9oHt3uO/vss/ME3kb/dGg4HafrdL6bDBP9Xt+k5xO9v9t9zjc2puywww75aLNu1030e1gjTbCfaB7d7jOG03Njeht9tM3x3DFaZO9Wt4l+b25wogdjSdN96N57781HK9YxsjEtZHU3TOS7Bx54IH3sYx9LP/7xjyd8APVY5crfRNJtXXase3v9RkE//OEP5+OWmoiSX8oTXVnEcwOQKNRNJxHvHbXkiJ2mE5zvu+++dMstt7TSnmQmuzo0nWANc9hrg6aTY3qcVdp0onsGfQ8Fopc3mfg06Jtk15eaTg899FA+I7WN/umkAmTynHPOaeTEiM660/E77rij8+uB/3e6BZnJrg5NJ1h7+IB908kEvtVWW7XSP+k2HafrTY63BQN9k543nYYxnsMc9k0n4yw9N6a30UfbHM/1TbI3nZwG4dg3c7+Hp2GloRAynUzlDPZtdLI2wTJxk92RK20cS9OW7DqWztvGgNyWzCVfMpO9jcGhlNHWu7NGTSZTKemT+iY9b5rstY0DYuNcVk+dbR2p00YdyEpmsjdx9FgbMnbL0xFG11133ZTsn/qmPjrVkrEQ5rCfamkqjufmenO+MREHGFYaCiFTOQOQp4ipRGo0ApnJPtXkJq9O3IYVqG3lJDPZpxrmcKErXlMpwXkq63mRfSphXnSF7FNNz6N/Dl/TYjwfDeaFtwyr9KEQsmFVJsoJBAKBQCAQCAQCgUBgKiLQOiHzNDXWUyDmX57QpxqAk9Vy1gvP8rv3yZT6wbPo02SQuxd+k7k+vWSHb69r+qnfMNuJvOXVrdzyOz0aZhoLS7LAslcaaxztde8of1f3Ucg+Fub94kFur2GnXrL7vVf/GwXmg+KkXl6TEfOC51ht45pBZG+FkBGYX4o12Pvvvz/vZnvwwQezE2jxIXMN3wmB5vhS8GHhXFh+H7Rhx3s/eZ544okss3X66ouMHJ9dU+S2rmwHR6lXPwPqeGUaz/Xkeuqpp9Jjjz2WMYepOsDYbyWpo+/JDnP1GhXmZKK8RSb+HWRSBzIVuV2jblW5XTOI4hc8xvteMNb+Xv6vpn70o1t92tShIpc+Rm5+HXX4NVG/Kh6Dfi5Yae86zNWLzKVORe/Vs1q/Uv9hjTelvG54l9+NkX/84x9zf+Tc39kfy3XqN6zxpmBOdn0OZmONEX4jtzbq9PssfXtY400v/SVfqZe6lfrxnYS1VOo/zPGmtHM3fSn9qNTPOGnzQ5k3i66XfH5XqaEAACAASURBVIalLwWrbv2T3GQuWHe+0w95FLmH1T878awbW1xDLvKTC5fRV11Lbr9JBYMm9KUVQoYE2PkgvMBaa62VXvWqV+V4W3vuuWdWIpVwzY9+9KO02WabpVVXXTWtueaa6cADD8zkLddyyH8AfOaZZ6aNN944y0Om8hLn6FOf+lQedHRcO9LEPVI3ccQ++tGP5oZqc0LtBQelueKKK3JcMNuj11hjjfTqV786b5M2WErk++EPf5hjk5Fb/cRD0bFHlSi34H7rrLNO1oFXvOIVaZ999sl6UCYBk5atxxtttFHGW73233//3EHKQDQM+eEnDMoBBxyQNtlkkxzjyXb0auqmH3/6059mWEHGqk9bOqS/kd0Osze84Q1p/fXXz4NMVfam6lfNc9DPJijhBGBO5i233DKHQyj5mmAvuuii3B50fpVVVsnjzeGHH54ngTJodo43rm1zvOmFd/ldaIrVVlst6764gZ/85CdnChrZjz4VLJp6p5+XXnppHtc22GCDHC8R0e2mm8iWMXCbbbZJN9988wwxXD/M8aYf/bVj7t3vfveMsd0YqI4nn3zyjA0tY/XPtsabog9j9U/A/vznP0977LFH1pm11147GS/9b/c42YatL736J5kEQi1zaef7CSeckI0gnf1zGHygH30xvtglKvZewRtHOOOMMzIp0yZN6kvjhMwAiIy9613vyrHBkC5EwaDphUUiD3Yv6AgIwcUXX5yJw4YbbphOPPHEVraBzxglunww+RtMdMzPfvazM14f+MAHMgn4zGc+k5X9mmuuyR364x//eLrkkktyZHBxbdSDco4iwRyxMbgffPDBGU+T7/ve974cc0foDopllw5ZbeU1ySGgb37zm3PcHx2iTF7DrAMZBILVMU0Coosj6QhXsYKJY4eMHXbYYZmYiYbtnk9/+tPZQjkseentSSedlDEmI1LeuQ2dftD9qn6YAOgHYgzjan30iWp9PPG2kchOt034dGDFFVd8Wj8r9ROiRhy4idSvadnpgFAFRx55ZNp0003zwGjsKEm/vfrqq9Ppp5+e+yMdohcG/q985Su5X6iXPjDM8aYX3iYDW/b1U33RWIJECnRZDZvSS58KDk2+G0voijhpHkaNy0gXmTuT8VzMsOWXXz7HyUIYpDLe0P1hjTf96K/+qj577bVX+tKXvpRlF0n+xhtvnGGVH6t/WhFpI/XSF3pudygjx3bbbZcuuOCCTBToj/mzjC3D1pde/dN4R+5jjz12xkv/ROAXXXTRdPzxx+c+Ouz+qQ370RfxyMQ522+//TJ/YRgQO5AxBgnWJ5rUl8YJGcUwEIoqTDmKdQYAhNdAKoL0rLvuuvkaLFrDfuITn8hBWAVKHHYilwYiL1mYKMVlQQKwY3HOPH14gkF8kE6DThm8PKnYwl6sOsOUH36W+5ZYYok8uauD16mnnpqJC9mRRZMxInH99dfndlBfk6/6sPQMU3Z4w8/gQibmYPphgEfOXvKSl+T4LyXO1Morr5zxdY9BUQc3WajbsBKcyYO4I+pIooFcUh/49dIP9RN7atj1gW1Z5jAYssZ0xr8q9aPbE61f0zrkQUEfKwPj5ptvnh/mSpuTufRbbSB58HjNa16THwhZdsp4g+wYk9yjj+sPAj+2Md70wrvoC1kk9UTMkGBjTvm9lz41jXeRBWZwF8W9jpAV+ZABD3VIPuuk2GeS8eaoo44a6ngzlv5moVLKbf2mN70pP/gZ4+mOMUV7SfRiMvZPc49xkZWYxanojXbw2auf8adpfenVP2EKX7iWlxWZo48+Ouu6/mhcwgeG2T/J1Y++0GerIcg7nbaS5nippZdeOluy6VCT+tI4ITMAssyYLH0msI7NrKdhKBDGbGDdeeed8yQLHA2L9Rfzse9GmchqsjfYYPE6rAnMU7ojjyi2ukjkftGLXpTN86OwklEshGallVbKbJ4FAZnE6j/ykY/kp1tEAAHG7v1W0llnnZXWW2+9fI4ZZRtWgh29oOyeotWhpPPOOy8tueSS+Ww45GfHHXfMS1V0SaIrOvJCCy2UrXylHcr9bb9bfhS4lum6ELLSuXvpB7LTrT4LL7xw6/WhwyKh1xGygtsg9WtL/40fXB70vaqFrMhc3umCBw7jiONsnBlnvHHaxijGm154G0f0O9fpi5aTnaPXrz61hXfBk0WmjpAZDz2AWqaEMysT15RCyPRtE2zneGMJ03jj/MS2xps6/S31Qb49gLLqebAjQyFjrkH8u/XPYYw33fQFnuYi7eHhucyrSA5SOWp96bd/0ndLgPiBlQHz0ij7pzYfS1+M1wwGHjjoBh8yDxpWQbRB0/rSOCGjLJ5ALClZtvFZx3TOnMlLB/AEq1Py4SjkAAFi+jOQum+UyaBOURyDYUBBLCkS/wPyMWFWSYAlWUskxx133NOsDsOqB1wxd3LwIdtll13y020xxXvixepZIXXukiz3aAsWp6o1s/ze1jv8ECtLY0gZvA0qXiamRRZZJMsEWwMRcmnwkVyjTeaZZ568tGJAGmaq68D96seo69NtwK/iN0j95N9G6nfAp8OOgFlmmWVyf6AzoxxveuHtgQOZsaRNz1m19YV+9aktvEsbdiNk2oNbAZILXw9RfGwKISNX3XhjSbPt8aZOf0t9EDLEkR+qMwWNmZZjS3KKxyjHm2764nurBggwCyribtmM/xjMR60v/fZP47ZVGfUwJxnLR9k/tftY+sIy6QHppS99aba6Oy0BL6AnMG9aXxonZNboKcqyyy6blwSscRtwPNmyhPz617/OCqRTeFIvPjMI2Q033JBNsh/84AdL/xjJO8LiCc6yB/kRB+CrGysT/4Nquuqqq7ITvUF1FJHxkRsTD78P8pHbkrHPfFNMUnBeYIEFsqm4EBt1gLkBEglu+2m7ipnPOiMzPId+Z5LBl7yePsjKbwj+zPSW2apye7pFyIpvX2febf5f14H71Y9R16fbgF/Fa5D6taX/vQZ8fYCec7Y1oZq06Ih2MWGNarzphTd94GPFLcLDFH0urg+TYbypI2QIo/GRpYlPjbHFMlqVkPlu/vnnH8l4U6e/Rb/pp/MgLUEZ81j/PGCzutKVMgeNarzppi/ICwudZeHiJ8za6IF22223zfKTfVTzUz/9E75wZ6RxTqR5VRpl/1T+WPqiPWw643OLBC+11FLZVcVSPfmb1pfGCRkTnwmWlcbAgmjpwCrFx4mTP0sYqxml77SQmXz5TYwqMV8Xs7bdfpY8JMqk05LPodrVVCxkSIWOM+xUtTpyxL388ssztvyUmFo9hZML/vxmytIfOT2xMh9b0x82IVO+p1NlG1hY9Xbdddf8Kg6fsLUMyFJZCFnVQmb9vnTsYeFe14H71Q9+QqOsT7cBv4rdIPVrS//HGvD1Wb/bIGJpEhnTb8tSFNeDUY03vfD28Mf/kyWb3EjNF77whbwMZSln1ONNHSEzPiIy3E4s/SHBHq6XW265LDu56cHiiy8+kvGmTn+Lfhs79FWWD9cZe8xV3FJ8Z/6ajP0TnsZEbhKIugcQ9SA3naH7vh+VvozVP2FPVnphnGfVMwdpC2mU/VP5Y+kLA4GHJcuU5kqreh7u6AhfOISsSX1pnJBZ1mPhsO5alsaQMkuZ8847byZmzHwaxpNJITwmVU+LlgQt/Y0qUSwOhsgLsMtkT3n4aWHJtt6XwV7HwPbtMvLUWEjDMOX3NIrEls6qbOQKWbGlnqUJKWa55FOmHiUhyJ6q7G40II0iwQxptONQp0XeLVnC1QDJ8Z+ZuBBJS5TM3AsuuGA2J2uDYaa6Dlz0w/LrWPph4h1lfXoRBDgOUj/9p41UHfDpSDXRn3PPPTcPlHZps4xVE6v8qMabfvAmq/GEf4oJleVJfT2sdhtvkJ9hjDd1hIx1gMXAmLfCCitkIrbYYoulOeaYI/smejAd5XhTp79Vfah+Nu7Am5UJ5nfeeWf+XDfesNpbvmpzvOmmL/A0liMzZc5UD2OmB+ovf/nL2Z9pVPpS7Z+dPp7w0kftIjbX8LmuplH2T3KMpS+MLwgX45I+qh42LXrYsCKFI9CdpvSlcUKGyVsj5mCuoiYqEz1HPuY+AycCUdbBTVCS5QZPhsyZ/JpGlcoWVpOqTlDtfOpi95klEU+1Goh1ylOiJVqduRC1YcpvIKc4yIABRkJaMHoDvCURioSMWbvXASR1Q9bsFvTUiziPIpHDExSZ+RiIOcU0T0+Qess4BiP/u9agdcopp+QJ2HLxsFO3DtyPfpB9lPXpNuBXMRykfm3pf3XArxIymLOietjw9Fq1jJU6jTXe6MvF76lc3+R7P3grD25w90CKIBgPfWe8MSaOarypI2T6qbFR3bybrMrDnyVM430Zb+zSHPZ4001/69qVdcb4h+jQMa/J2D/JxYDB9aeM8erDB87OXA/WdGZU+lLtn52EzNjOmmTjG3cf7VNNY/XPYfCBbvpiruFmRT/MS/qj8cYKlPmIdZVTf5P60jgh01lZNpiBWW3shrNMY+eK5TONhcQgYoK/qZRdUZ66sGemwbb8UKpK0O2zALAlhlGdxUhdDJj8xXQMBNMyCdJDKTXisBPLEdbO8VCMF+QKvogN/zCdVbuYeCg4HwSyayd1sWOQRW0UsrOoGhRZUFnD6IMOgOTCX2c24fKL0zYsYzBnDawueQ8Dcx2SdbcsjdGTr371q/kpqZjge+nHqOqDbFvSENTY05xdrPTCE15ZZmyifk3rkElGjCI+SkJUWJ5hQUXEjSNkR8TmnnvuvKxtCYefinax3KBPdo436tz2eNMLb797+FMPeq9tjCkGepYEA7/US5+axluZxgL90cTD4uLhiGXIAx4S1pk8NImdhhQXclvGG+PLsMabfvQXYTf2IfXmHQSBiw1/LKshk7V/wrOsIHGlocPag3WGo3l5EBm2vvTqn/STfuiTdpHru2XVqehRZ/8cFh/oR1+OOeaYzFPwEnoD90MOOSS9/OUvz0YmDx5Nzk+NEzIgY7yWHS1bssh4SqI0OrgKaCQNyeTne2TNNXbsGJwANaoEbEtKlMKg2ZlMADYpWALh78SPYu+9986NVXd95/1t/G8QsQxpM4T1bnjCkoyImt8K5ixLZOavZWnZE5XJYFTJxFh8xzwBkokfHFJe9MBnu8/8Vrakqx+LZGfnbrMeBkWk0FOTicaTKTKOELASmESr+qFedfoxivrACdk1gJMdwfWARGc8/UmlfnBmpi/1Y1kdT/2abAOECskyTvBbQhBgLtQCEmx5kkWeX4eHDWOOF0sCf8li5R72eNMLb1jzvUKO6TK9VjdYCxhbUj/6VK5t6h1mdKVYx1jtrBh4cKs71QO2dlm63vgtjWK86Ud/TahWE4RmgjmSz8KhTxYSPBn7J9n0BatIxvXtt98+92X92UNWkX3Y+tKrf9KDok+w9kDdmYquDJsP9KMv9N0DhdUn/VR/1RfMUeoO9yb1pRVCBnDkhKVGR7XOXdZgS2NoBNcgA55+TcyUqUzC5bphvpPJ0oABEWv3f10yALGUsDBgx2VjQt21w/qOrCxKBhx4WqdnWVCPavI/2c8555xsQTChdatn9b62Pivfk54nVLrCglpHsoo+qRtiXx1A25KtM1+dj4ma9bH6YuWDfcGxH/0Ydn30K4OLp7yq7HSkbOZosn6d2E30f4OmjR9VmX028fuNrtT9blwx5rhG0jbDHG964Q1rD0osSsYRVl991yDfmfrRp857BvkfpsZBGBbcfWZVKrpSzV9dWUGMm52/D3O86Ud/jRswt9PSCoG+2228UfdhjTe99KXgbZwp47cxnu67t5qGqS/d+icZS98r19APstWlYfdPMvSjL67TJ/VNfZSVUj/oxNzY0oS+tEbICsCUXYN0VkBFXcO6U64B0KgTOb3I1i11yl1Xt273tvl9FXOY1tWjU/ZRY658ymzgJjN9qMO+Wjf6NCq5YUre6qsT506M6/RjFPUhB3w7Za9i2VT9mtJzONXJVPRkrN/d5/eSfB7meNML76L79N5Lu1Tbopvc8m0zFUyruuJzwbyu7HJPFW/XjQLzqn77XNWDgnkZb6q/VetFbvdql2GNN730pRNPstXpQifmdddU6zrIZ2XJvxPzqq6Ua1znc7fUKXddX+h270S/r5O9U86iM6WfqltnInsT+tIaIesUOP4PBAKBQCAQCAQCgUAgEKhHIAhZPS7xbSAQCAQCgUAgEAgEAkNDIAjZ0KCOggKBQCAQCAQCgUAgEKhHIAhZPS7xbSAQCAQCgUAgEAgEAkNDIAjZ0KCOggKBQCAQCAQCgUAgEKhHIAhZPS7xbSAQCAQCgUAgEAgEAkNDIAjZ0KCOggKBQCAQCAQCgUAgEKhHIAhZPS7xbSAQCAQCgUAgEAgEAkNDIAjZ0KCOggKBQCAQCAQCgUAgEKhHIAhZPS7xbSAQCAQCgUAgEAgEAkNDIAjZ0KCOggKBQCAQCAQCgUAgEKhHIAhZPS7xbSAQCAQCgUAgEAgEAkNDIAjZ0KCOggKBQCAQCAQCgUAgEKhHIAhZPS7xbSAQCAQCgUAgEAgEAkNDIAjZ0KCOggKBQCAQCAQCgUAgEKhHIAhZPS7xbSAQCAQCgUAgEAgEAkNDIAjZ0KCOggKBQCAQCAQCgUAgEKhHIAhZPS7xbSAQCAQCgUAgEAgEAkNDIAjZ0KCOggKBQCAQCAQCgUAgEKhHIAhZPS7xbSAQCAQCgUAgEAgEAkNDIAjZ0KCOggKBQCAQCAQCgUAgEKhHIAhZPS7xbSAQCAQCgUAgEAgEAkNDIAjZ0KCOggKBqY/AP//5z/Tkk0+mJ554Iv3nP/+Z+hWahjXQRn//+9/TU089lf79739PwxpGlQKB6YlAELLp2a5Rq0CgFQR+//vfp29+85v5hZRFmnwI3HHHHemLX/xiuuCCC9Kjjz46+QQMiQKBQKAWgSBktbDEl4HA9EGAleTPf/5zOvTQQ9NXv/rV9NBDD024ctdcc016zWtek17/+te3Ntnfdddd6dhjj02nnnpquv/++ycs66x6IyL2kpe8JO22227pvvvum1VhiHoHAlMOgSBkU67JQuBAYHwIIGR/+MMf0sorr5x22GGHdM8994wvg8rVl156aVpxxRXTKquskh555JHKL/UfLW8+/PDDmRj861//qr+o49trr702bbjhhmmbbbZJrD2RxofAWWedleaZZ5601VZb5XYf391xdSAQCIwKgSBko0I+yg0EGkSAPxfiVefX5Xuk6DOf+Uz6zne+09VC5t7y6iZaHSEb6x4WmsMPPzx98IMfTH/729+6ZTvT97/73e/SSSedlL71rW+lBx54YKbfOv8pZXsfJLm/G351+Y73+ro8en3Xb906ZemHkHXe00uW+D0QCATaRyAIWfsYRwmBQKsImFw5cFuKfPzxx2sduZENhIjFqs5SVfL4y1/+kvPoJnAdIVM2axlncvlU080335zWWGONtPzyy/dlUXMv+Tild5O1mr9rHnvssfSPf/zjaWVXrxvrM2z4wyGt8uuV1JNvluvVvY1U2uOvf/1rT5nITBZ1UJdehMw18KUv3jvbrI36RJ6BQCDQG4EgZL0xiisCgcYRMBEeddRR6cMf/nC65ZZbZuSPjPziF79IO+20UzrkkENmWnIycX79619PH/3oR9Ott96aiQsL1He/+9307ne/O2200UbpzW9+czriiCPS7bffngmSjE3ALE3vfe9706c//emZrE7ylAffsi222CJtvPHG6R3veEf61Kc+lc4555y0++67Z3+uImAhZJY/LSeyYm299da5bPf/+Mc/TkgdgnTVVVelLbfcMs0777zpec97Xtp8883ztcccc0wtaSxl/Pa3v00f+tCH0ic/+cl077335q/hok4f+chH0mGHHZbuvvvuvLHAsuYb3vCGLPuPfvSjvkhfNf+rr746nXjiieltb3tbXiZVh2984xuZ4MCtJJ+RTmRn5513zjjB2/Uc6G12QNQkdVeG61j6qku7fvvpT3+adtxxx3TmmWdmMlltH7jTBxsnYKdu2267bS6XzpQED4Tqa1/7WpaBLJtttln6whe+kD7/+c+n5z//+U9bsnSP5eD9998/vfGNb8xt9qY3vSlbMLVZtb6lnHgPBAKB4SEQhGx4WEdJgcAMBFh19tlnn/Syl70sHX/88TO+Z3k5+uij03Oe85y03HLLpcsvvzxbMAohQBw41N92223ZUd8E/MpXvjI72vtt3XXXzT5elghN2CZhL+RpvvnmyxMxYlPSgw8+mMtnwUKyNt1000zI+HB5zT///Ontb397uTwhZGTmNI5QrrfeernstdZaKy2wwAJpnXXWST/72c+y5ejiiy/OhAI5UB+yIQ4f+9jHskwzMu34cNlll+UyXPurX/0q/4rIyJfvGjmRsrXXXju99rWvzfVfdNFFExlc04tYyP+lL31pWnPNNTMxskmB3Cx5iy22WFpppZUyQS0ESH4sVYiXewpOb33rW3OZrteWyCM5Waq0GyL6nve8ZyafPdYs+cw111yZOJc2Ku2jDvAhk9fqq6+ellpqqSwTa6P7izzHHXdcWnXVVdMrXvGKTMTJg8Ctv/76ac4555yJkNEBJPZd73pXrvsmm2ySCbLr3//+92dd6YVbRzPFv4FAINAwAkHIGgY0sgsE+kHAZM+6hNhsv/32M5b77rzzzkyIZp999uT17W9/O/9momfNedWrXpVJhKXJSy65JJMDpOimm27KJOjXv/51dtxHvi688MK8JGUyRsIQIxMxMlfSD37wg/Tyl788Lbnkkuncc8/NliFk0W5KE/xzn/vcbHkp1yNkyIwJH2FEHq+//vps1WGlQ4xY8Fje1NH1K6ywQlp88cXTb37zm/SnP/1pJotRybf67h4EcYMNNkhIiGRpkMUN+WFtUzafuOuuuy7jwlIFL+S2VzgO+S+77LKZbCKJp512WpYNhojVC17wglxHBAtJkd+VV16Z64b8fO9738uWLeRIm7zzne9Mc889d7ZMsYa5XhlIl7atbqLw2wknnJDmmGOOTCoR4mr7aCN1PPLII3PdWUtZNrUDrO2WVa7vkUeEjSUT1pakkWAEGgFmYbOZQ1Lu97///fTiF784Wynlo1zyahP4xtJlhir+BAIjQyAI2cigj4JnZQQQrBtvvDFbZVh5WC9MkEIWIF0m02c/+9l5ic7kabJFNkzAwkGw2Oy1116Z0Fnmkp8J1TuiZ2K3HCpsRHXCrxIy31s6e+ELX5iXsUzOCEixwJx++ul50rcUVlIhS6w/p5xySkIolEke8iFerEISeW644YZMMFh5XFvyL/nVvZcyuhGyJZZYIi8F8ptSNisTkoO0HHTQQX0RPsTEblHLh8iM5UZ5WS5kYUKwkFXkFGH5wAc+kPNHlOCkbl6IjGXMRRZZZAaBHISQIVmIF8JNHuTLcjKCxZJleVmbHnDAAZmYWta13Fjkcb0lbO1f3WWpjpa7tYP2RNS0f2kP90cKBAKB0SIQhGy0+EfpsygChfSYHFmoEDET+cc//vG8fMYKw3rGJ4y/mEnXtZaYWHL8b5nNMuFb3vKWdOCBB+YXHysWGxYspI5vUx0hUz4iY1mSdYwlzqRdEllM7H7rJGSWLFnJTOrFb8q9LE3IEp+nkn75y19mKx4igED1k3oRMst6LIGlbMu8fKlYzhAVBHasJH8WNtYxpLiakK899tgjky8WODLzB7OUK5QEkgbPamIlYznTXvIehJBpUyS2JERJOyBk/Pn++Mc/ZgunNifPGWec8TR56pz6YVXIJtKnPgg0aymyHykQCARGj0AQstG3QUgwiyJgsj344IPzRP6JT3wi+yBZbuJobaIUM2y11VZLZ599dv7fRIpwsTQhCpYCTcoIHb+y8kI0TOz77bdftu7UETLfIWusc6xFlitZV0oai5DVxSFDyJCiYRAyS7SICVIpIWSseeMhZJ1LoqXeSCpyW5YU/Y+0wWmhhRZK559/frl0xjvS+epXvzovaRZijZhNZMmyasEsBSDnCJlAr+pNHm1MnvPOO69cNuO9jpDRNe1Ll+iXJdsXvehF2Y/Md+HUPwO++BAIjAyBIGQjgz4KDgRSJkJ8huxutHxmouXHxGrxpS99KS+r2XH45S9/OU/AJmdkyrIZsmaJ0BIXUmCiLi9WNPG8TMJ1hAyZMbkjN0svvXS2/CBhJSFYdvrJv9NCNlFC1styVcruZSFrk5BZDrQhwvLn5z73uUx8+bFZxmSN5K/VubzHj42zP2viT37yk2whs3GgELLix6V+liJtxCiEr9OHrF9ChiDydUOkq/L4bPdm55JlwVa7I+IILGsrQs+6d9FFF+Xl13JdvAcCgcDwEQhCNnzMo8RAYAYCLGFCEJhALVeytFiGKk7sSJfJntO6XYWc7SU+WyxoxWqGePE5Ki9LVIiYCbqOkPleGUJRsLQI3oosSH5jgUMETdhNEDLEbioQMpsqYIJMsXYhpgjM1ltvnUkafy64VRNHehYnu121D2Jrl6U83Of+kpBkS4+DEDI6w8rFIohYafOSfBa2Q9lVH7Lyu3f6oF5CoQjNwarpIYC/XKRAIBAYHQJByEaHfZQcCGRLFyI222yzZYdrOxv5LLFkmDCFfjC58sHaZZddZuzYQ8BYQixbcvRn4TChus+Ey8JmGQp5qCNkoEe8xMlCJixbssIhFJblLI8JqcC5XTiNklivxmMhs7PS8ilix9JUtcKVPDvfh2Ehs1zH5wuGyCcsyMYqaDkTpiyIsEN+ER8bGWDBF8v3sLaD0kYC9eN7ZmcmMixch++QaLG/5MEXkI8bAjQIIWNVozOseGLGsYpqaw7/lh9ZWf1WJWTkJZt76UapryVz8ti0EISsUxPj/0BguAgEIRsu3lFaIDATAiZvFjFO+M961rOyT1mxJJlEi4M5YsTx3sQu+c3kuu+++2YHe6THUpi8OIFbbkO2ENAN7gAABHNJREFUTNSu7Rb2gsVm7733zsuWnPURCLs8TeqW7iyLiV1V0ngJGZKw5557ZjIj2K06IChjpWERMpZBOzlhxe/q5JNPzuTREh5yyookwQ85Zu2CEaJjJ6swEqyICKqNBurlHmRHG4ojhkjb5GCDgBAYyrMsOQghQxwtUSPMlklt/BATjs+gpW9LkZ0WMgQe2dSm4qAhoqx9ZGTZs1mhH7I8VrvFb4FAIDAYAkHIBsMv7g4EBkZATCkkyLKeaPMsLyWxzLDYsISVuFjlN+/8k0RmLw7+/JwWXHDBbPGyDIlIIBR33XVXnrwtxwmxUU2sPEJYIBwsLiw+YpwhJfzLhMYoyY5C5ON1r3tddqYv35vMEUHkhHWtJGWLH4bgiY2GBCFmYyXBXQVptVTKWihZioMT4omA8PUqOLHsKNvy7aGHHtpX2AvWMWWwOvLhIxeLlg0Sdh8ivohVSYiz4K0IMJLFWgbrhRdeOJ+SwGesupSJALFWaVfL0a4nOxKHOAs14tQE1rle7SMfYTUsK6q3BG8kEqEiN8LO0oX4CYtCRsuRdo2W62Gk7QT7RbS9w4CvIgyr9c03xZ9AIBAYKgJByIYKdxQWCDwdAWSDJcvkbCKvJhOv3zjxm7g7k+8sQbGWWW5kXWI9QcRYa8o93uXBTwy5qCa/uRYJsWPRNWSxnLXMMsvkQK/leqSjXFcIkd/KEli5v1zv3T12K3J+Z0Ui21jJ9eqMJBRZ5Q8n+Su/WrbP7iGzelR/qysHRsJecNSHmaVJpNHL57KkV71X+WQhEwIrUKx8+JyRSflVQuOztkSIEEkvVjPtSUay+lxkHat95ON6cpX2lL/7tTtM+azxVdN2rut2ve+FDEEgLXUWPanKXq13fA4EAoHhIRCEbHhYR0mBQGsImFCRApM34tLvBIvcIBisbyZz9yMOrFSsRSxedvINmop8ZCukYtA8J3p/55IoedTbqxCksfIu1yNEveoiP3XuJGxj5T+e30r+hdz1ane/I5auJ1c/9R2PPHFtIBAITByBIGQTxy7uDASmPAIsQny8vPhSWb6y1CmmGeuYmFyumU6JNQnZ5G9VzsqcTvWLugQCgcDURCAI2dRst5A6EGgEAT5onMFF3ufjxd+JfxHfp2OPPTYvg/WyujQiyBAzsXRqt+Suu+6a/cKGWHQUFQgEAoFAVwSCkHWFJn4IBKY/Apavis8Rh3EO//ye+JtVfZamExKW6izV1vnTTad6Rl0CgUBgaiEQhGxqtVdIGwi0hgBLGJ+i6WYRaw2wyDgQCAQCgQYRCELWIJiRVSAQCAQCgUAgEAgEAhNBIAjZRFCLewKBQCAQCAQCgUAgEGgQgSBkDYIZWQUCgUAgEAgEAoFAIDARBIKQTQS1uCcQCAQCgUAgEAgEAoEGEQhC1iCYkVUgEAgEAoFAIBAIBAITQSAI2URQi3sCgUAgEAgEAoFAIBBoEIEgZA2CGVkFAoFAIBAIBAKBQCAwEQSCkE0EtbgnEAgEAoFAIBAIBAKBBhH4f3YNahLTSkPEAAAAAElFTkSuQmCC[/img][br]Write two statistical questions that can be answered using the dot plot.
What would you consider a typical weight for a dog at this dog show? Explain your reasoning.
[size=150]Here is a [b]histogram [/b]that shows some dog weights in pounds. Use the histogram to answer the following questions.[br][img]data:image/png;base64,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[/img][br]Each bar includes the left-end value but not the right-end value. For example, the first bar includes dogs that weigh 60 pounds and 68 pounds but not 80 pounds.[/size][br][br]How many dogs weigh at least 100 pounds?
How many dogs weigh at least 70 pounds?
How many dogs weigh at least 120 pounds and less than 160 pounds?
How much does the heaviest dog at the show weigh?
What would you consider a typical weight for a dog at this dog show? Explain your reasoning.
Discuss with a partner:
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[/img][br][br][br]If you used the dot plot to answer the same five questions you just answered, how would your answers be different?
How are the histogram and the dot plot alike? How are they different?
Every ten years, the United States conducts a census, which is an effort to count the entire population. The dot plot shows the population data from the 2010 census for each of the fifty states and the District of Columbia (DC).
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[/img][br][br]Here are some statistical questions about the population of the fifty states and DC. How difficult would it be to answer the questions using the [i]dot plot[/i]?[br]
In the middle column, rate each question with an E (easy to answer), H (hard to answer), or I (impossible to answer). Be prepared to explain your reasoning.
Here are the population data for all states and the District of Columbia from the 2010 census. Use the information to complete the table.
[img]data:image/png;base64,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[/img]
Use the information above to complete the table.
Use the grid and the information in your table to create a histogram.
[size=150]Return to the statistical questions at the beginning of the activity. Which ones are now easier to answer?[/size][br][br]In the last column of the table, rate each question with an E (easy), H (hard), and I (impossible) based on how difficult it is to answer them. Be prepared to explain your reasoning.
Think of two more statistical questions that can be answered using the data about populations of states. Then, decide whether each question can be answered using the dot plot, the histogram, or both.

IM 6.8.6 Practice: Interpreting Histograms

Match histograms A through E to dot plots 1 through 5 so that each match represents the same data set.
[math](-2,3)[/math] is one vertex of a square on a coordinate plane. Name three points that could be the other vertices. Use the applet below if you like.
Here is a histogram that summarizes the lengths, in feet, of a group of adult female sharks.
Select [b]all [/b]the statements that are true, according to the histogram.[br][br][img]data:image/png;base64,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[/img]
This table shows the times, in minutes, it took 40 sixth-grade students to run 1 mile. Draw a histogram for the information in the table.

Informação