IM 8.6.5 Lesson: Describing Trends in Scatter Plots

Which one doesn’t belong?
[img]data:image/png;base64,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[/img]
[size=150]Experiment with finding lines to fit the data. Drag the points to move the line. You can close the expressions list by clicking on the double arrow.[/size]
Here is a scatter plot. Experiment with different lines to fit the data (drag the green points to move the line). Pick the line that you think best fits the data.
Here is a different scatter plot. Experiment with drawing lines to fit the data. Pick the line that you think best fits the data. Compare it with a partner’s.
Compare them with a partner’s line.[br][br]In your own words, describe what makes a line fit a data set well.
The scatter plots both show the year and price for the same 17 used cars. However, each scatter plot shows a different model for the relationship between year and price.
[img]data:image/png;base64,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[/img][br][br]For how many cars does the model in Diagram A make a good prediction of its price?
For how many cars does the model underestimate the price?
For how many cars does it overestimate the price?
[img]data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAXoAAAF/CAYAAABHbQIjAAAgAElEQVR4Ae2dCbRV1XnHu1qnVG01rUmadNm0XUmWWTVpo9WYpKkiJm2jqIiigOKAxhkVREVxRFRARUAEBBFRBJRBZpFJZHZkFEEQCAqKIKMiYnfX72v28/ryHuz73j3nnrPv/6x13n333H3vOfsbfvs7395n7z9z2iQBSUASkASilsCfRV07VU4SkAQkAUnACfQyAklAEpAEIpdAyUH/v//7v479yy+/tFf+95v/rPr7wuP+/329+t/QqyQgCUgCksDeJVBS0ANnAP/FF1+4Xbt2uT179lTB3n9WeIz/d+/ebbs/zvc59vnnn9v3fYPBbxYe23u19KkkIAlIApKAl0DJQf/xxx+7t956y82ePdvNnz/f7dy508C/ZcsWO75y5UoDOGBftWqVmzt3rpV9//33DfAbNmxws2bNcnPmzHGUBfqbNm1yb775ph1fsmSJ+/TTT60B8ZXQqyQgCUgCdZGAD0AJJGGNDzjr8ltZ/k7JQb948WI3YMAA169fP3f99dcbyLdu3eomTJjg2rZt6x599FET6ObNm12PHj1cly5dXOfOnd0jjzzitm/f7nr16uXuu+8+9/DDD7uePXu6devWubFjx7pOnTq57t27u9tvv9299957dueQZcHq2iQBSSD7EiBjQBBKILlw4UIHq3wWIftXH36FJQc96RVaRlI3/fv3d4MGDTJBTpo0yfXt27cK9ET9ffr0ccuXL3effPKJa9asmSOqb9KkiZX/wx/+YA3GqFGj3GOPPWawJ5J/6KGHLLLnHLTGbL5VRkHaJQPZgGwg1AZ27Njhevfu7U477TTXtGlTN2LEiKosROhvlKKcZ1k4uosrWVLQ+1Nz+7N+/Xp34403uqVLl9rtECkchEjETmMwffp099xzz1k53l9yySVuwYIFrlGjRvY56Zphw4ZZZE+DQHnKPf/88/Y7hekblPX222+7FStWVMxOA8leKXV+55133LJlyyqmvuiV+lLvStGxr3Oadk2a+KijjnL777+/22+//Vzjxo3dK6+8kpqtoV/S3TQWScK+pKDnQsl1kWcn9TJ8+PCqDtRC0BONz5gxw0BOFP/ZZ5+5iy66yJF/P+OMM+z9xo0b3dChQy1d8/jjj7upU6fa8SFDhjiifL7D+dgpO23aNPfBBx9Yw0EjE/NOOgtnoA+jEupMHQkYuAvEXiqlzq+99pojFVopdcauCfZWr16dmo4XLVrkfvKTn7hDDz3UHXzwwZZZIIXDtaTBEPRLX2XSfQMlBT2tkoc8MCb3Bfg5DuhHjhxpaRiO4bhE90TigJrbJl6bN29una8oG8BPnDjRUj6jR4+23yB/T0ctv8EG6D/66CM3c+ZMO4+/q4j5lboTBZBPpP6xb9QRuPuO/EqpM75BCjPpaC8r9oNd0/8GK9LSMSnmZ555xgLM888/35FiJnOQ1vnRbxp2XXLQd+vWzZ166qnuiiuusM5XYI2hkmoB1v49ynziiSfcXXfdZeXI5yNgGgM6be+8807rrKXTFoh37NjRdejQwTpjaW29IngV6LPiqslcBzoW6ONv0MsBemyL1C+wXbNmTaqNDN6SS9AjNKJyLh4Yc8tJ5MlxL1AfhfKe/9euXWsC3rZtm5WhQfDH6KSlkaDV5U6BKB+o+2geQfE7An0ygM3Kr6JjgV6gz4o9lvI6cgl6BIBTsvvbTf++8DMvKF/Ol/VleO+PUabweOHv+eMCvYko2j/oXKAX6GM08NyCPm1lAAGBPm2pp3s+gT7ZERnparP2s5UjdVP71aTziUAfKGeBPv5IT6AX6ANxkLtiAn2gygR6gT7QVHJVDLvWqJtcqaxOFyvQB4pNoBfoA00lV8UE+vjtGoMU6APdUqCP3yHQsTpj49ezcvTJ6bik4+gD2VzSYgJ9csZRUkXV48cEeuXo62E+mf6qIvpA9Qj0An2gqeSqGHatHH2uVFanixXoA8Um0Av0gaaSq2ICffx2jUEK9IFuKdDH7xDoWDn6+PWsHH1yOlaOPrBByVIxHEKTmmVJI6W/FkX0yUGv9Nqq+y8qog+UnSL6+B1CEb06YwNxkLtiAn2gygR6gT7QVHJVTBF9/HaNQQr0gW4p0MfvEIroFdEH4iB3xQT6QJUJ9AJ9oKnkqpgi+vjtGoMU6APdUqCP3yEU0SuiD8RB7ooJ9IEqE+gF+kBTyVUxRfTx2zUGKdAHuqVAH79DKKJXRB+Ig9wVE+gDVSbQC/SBppKrYoro47drDFKgD3RLgT5+h1BEr4g+EAe5KybQB6pMoBfoA00lV8UU0cdv1xikQB/olgJ9/A6hiF4RfSAOcldMoA9UmUAv0AeaSq6KKaKP364xSIE+0C0F+vgdQhG9IvpAHOSumEAfqDKBXqAPNJVcFVNEH79dY5ACfaBbCvTxO4QiekX0gTjIXTGBPlBlAr1AH2gquSqmiD5+u8YgBfpAtxTo43cIRfSK6ANxkLtiAn2gygR6gT7QVHJVTBF9/HaNQQr0gW4p0MfvEIroFdEH4iB3xQT6QJUJ9AJ9oKnkqpgi+vjtGoMU6APdUqCP3yEU0SuiD8RB7ooJ9IEqE+gF+kBTyVUxRfTx2zUGKdAHuqVAH79DVFpET313797tFixY4N5991332WefuT179gR6RH6LffHFF+69995zO3fudMigEjaBPlDLAn38DlFJoKeuX375pZs/f767+uqr3c033+yWLFniPv/88+jhVy7QI3O/B2KnZMUE+kBRoqCPPvrIzZw50xwk8Gu5LoZDfPzxx27r1q3ROz+KQscffPCBW7lypUW2vI91o27vvPOOu/DCC903v/lN9zd/8zeuXbt2bv369dHbd9qgp0HlnNwx4UvcRXEszU2gD5S2QB8v9LwJVBLoAc20adPcz372M3fAAQfYfuKJJxr8+SzmRi4N0CM/dg/5jRs3uo4dO7pzzjnHZJx2ikyg916+j1eUpoh+H0LK+cfouJIieqL366+/3qJ5ovoHH3zQffLJJ1FDHhNNGvQe8Lt27bIIfsCAAdagNm3a1L322msGf8qkuQn0gdIW6NM1zEC1lLRYJYEewVFfANCrVy/37LPPOqLOtCPNkiow8MeSAj3yJIIH8Mhy1KhRrlGjRu6UU05xo0ePtuPIl3JpbwJ9oMRRjiL6QGHltBg6rpSI3qsIMNEJu2bNGot0ywEhfy1pvSYBeuRGDn7dunVu3Lhx7vLLLzfIE81v377dGtBypsQE+kDrEujTj0ICVVOyYpUIeur89ttvW2RfThCVTIkBP1Qq0CM7ZMZIJdJgL730kuvQoYM777zzLA1G41mOjteaRCDQ1ySVGo4J9AJ9DWaR+0MCfd3sGrnRYDAqberUqe7ee+91F198sbvnnnvcwoULLU2TpYZToA90VYG+bg4RKN5MFEPHlZa6EejD7RpZAW8Az8NWs2fPdl27dnVXXHGFRfIzZsxw27Zty+TQXIE+EDECfbhDBIo0c8UE+riHVXqDq2vqBsiTinnzzTfdAw884C699FLXvn17N2HCBLdp06ayjKbxddrXq0C/Lwn98XOBXqAPNJVcFcOulaOvXWXIh5EyAH758uWue/fu9pDZTTfdZCNp6Hyl4aAce1Y3gT5QMyhRo24ChZXTYuhYqZvswqpUZhUa0WMPQB6bePzxx12zZs3ctdde60aOHGmjlPI0FFWgD7QegT5+AAj0St1gAz5FQzoGqF9wwQXusssuc88//7xN/sY4+Sx1tIYgTKAPkdIfHy5RRB8orJwWE+grE/To3e9E6Z9++qmbNWuWu+SSS9yZZ57p+vfv71asWGHHKZfHTaAP1BoKFugDhZXTYuhYqZt8gqwYk6ueuvEjaXjgCaC3bdvWMe9P586dLYIH/DQAeYU8shHoAy1EoI8fAAJ95UT0q1atsidWgT4PPDHHD3P9MMkbT7UuXrw4Mw87BSJqr8UE+r2K56sPBXqB/itriOc/7LrSRt0wgoapqJmPhju4Z555xjVo0MBmlnz55ZcN/ETwecvD780qcw16jNTvVNL/j4K8kvwxXv0xX9a/LyxTWI7//cb/St14acT5io6VuvnK5mPTMvoF4Mw9w8NOgwcPdi1atHD/8z//Yx2tO3bsyH2Kpjad5Rb0KA1Q8yQat19svCefBpC5FeM4x2jB6UFn53++y2ebN2+2R5i5daMcOwsD8H3ydbz3G98R6L004nxFxwJ9nKBHt4yWYf4ZRtLQ0dq4cWPXt29f40BsEXx1D80l6FEaEKbjZODAgXYLxjEgPXHiRFMk04IuW7bMlPvqq6+6ESNGuOeee84tWrTIYM/tKu85znJq3gjGjx9vx5m/gkaE32XjtdJAT6NYiStMsX5q3jvfqjt6Te+xaQIefIKctQ94aiqbx2PUD05gx0w6xhOsd955p2vZsqW79dZbLWWVx6GSxeoCOeQW9Fu2bLE5tJnvGeCjUMDOY8nTp093PXv2tGFRLALM48pDhgyx2zPWxqRBuO222+wYoKcThu+Sq+vRo4d78cUXbQ1NGgN+F0GxA/pXXnnFjhUr7LyVp76VCPr333/fRloAQGQQ60bdaMywe+y/d+/eVbDnszzX3V8/9eOunVklATxj4Tt16uQI/PBtUjiF/h2zrnMLemCNsljYmAgMhfHapk0ba7kZ+0rEDpiZExrgk4Nr3ry5/X/GGWfYxES09E8//bQbNGiQGTt3BLTyffr0cVOmTLEoxxvOhx9+aI0IExqRIop9xxEAHw1c7HX19cNOsCtsxR+L8RUbJoq/5ZZb3JFHHun++Z//2SboQt95tm+uHbslEGQsPLNKkqYhgse3Sc3xGevlksqNUbc11YnOZwLipAOYP0uiteSiW7dubYAHxhs2bHB33XWXPaZ84403WktOaw7w+YxbUyL+N954w5122mn2HmUPGzbMjJx8ne9196kehOZBz2+MHTvWjIR5L2LfAR6yeuuttyqizjj/vHnzLDig7ryPVcdE8tj9v//7v7v99tvPdkaeTJ482aL8PNadOi1dutQNHz7cAj46Wpmy4LHHHnNz5sypqhe6pREgZZXHetbFJufOnWv1zy3or7vuOgM9t2lACdDTo04ahn3MmDHWu86tC9A+//zzrWUjoidyJ0pnGTVuXZnPAkOnI5YIn3w9ZTzoKcvn5K25JYx9J5In6lu7dq1FP7HXl0Yfx1+wYIH1+/A+1jpTNxpw8tV/9Vd/5Q499FDXrl078w3sOy9151oZJkkQhv+TovnNb35ja+Hiv9zlY8eFdeI9kOfuhXrmpa51tUXqRwOY64ge0HNbQktFbp7cO7dv/E+ETkvepUsXM2puy2nluXXjoQgqThTQrVs3i+T69etneXwEyvSjTEdKA8IG7DGQmTNnVkSOnjojUxyENBn1j32jjpU06oY+GBo1gqOHHnrI/IFjednQF/6JX5KeZbqCK6+80gI0ghPst6aN47AATlSCXSODXObovfLIyz/yyCPWMqMwWuj77rvP8o6s9ALsybWSm7v99tvtdo7RNBgzq7Ez1SgNA7d6RPtEc0CfR6BpJICcNwReBXov+Thf0XElgR4t4guvv/662X4eRt2gI/weWBOwEbWzdB8BHOlWhk/uaySNQJ9c0JZIjh6lA2gfdfMK2DEAhkZiuJThlfcc9xELyiZSZffpmcLv87sYlN/4HYHeSyPOV3RcaaCnzuSsifiwd95nceO62PFR/Jk0TatWrVzDhg1t4AQRvPfjfV2/QJ+cjhMBPQotNExvDIWvvkzIsdrK+uMCPZKId8NGBPrkIFBXy0EvAB6QE7GTVqUT+Y477rAUDMEbn1MuZBPow+QUIsvqZRIDffUTJfUeIxLok5JuNn5XoM9ORI8u2AE4d9cMg2b0zEknnWSRPKlXAF941x1qRQK9QF+rrQj0yRlHrUJP+QOBPhugRw8AnDQso74YPccouXPOOceGTDMqjgagrqkmgT45X1ZEnzK0SnE6HEKjbkohyez+BlDNSo7eAx6QA3gGSVxxxRWuSZMmNkTaz2tFufpsAn395Lc32Qv0e5NORj8T6JNziKyoPCug5zroZF29erWNnuGBR5bwI13D8yv1ieCry1qgT86uBfrq1paD9wJ9cg6RFfWXE/Scm/QLuXYeeBo3bpx1sPKMy8MPP2x3GvsaKlkXOQr0ydm1QF8XiyzzdwT65ByizKqtOn05QU+UzvDmSZMm2fMspGl4uJGOVh5mqmsOvqpytfwj0Cdn1wJ9LUaX5cMCfXIOkRW9pwl6H8FjV6RpmFeIp3KZVZIHHWfMmGHTEdAAUDapTaBPTrYCfVJWm+DvCvTJOUSCaivqp9MGPTbFtCPMSUMnK0+sT5s2zearIYJPYxPok7NrgT4NCy7xOQT65ByixKqq888lDXp+nwidPPy6detc9+7dbeZYJlBjihKmLeEzyrGnsQn0yclZoE/Dgkt8DoE+OYcosarq/HNJgt5DnmU9GQvP2qwXXXSR5eR5AAr7Kscm0Cdn1wJ9OSy6nucU6JNziHqqpmRfLzXo+T1SMNgODzwxiSAPOp1++uk2bJLRNUmMpClGIAJ9cnYt0BdjiRkpK9An5xAZUbGlS0rxwBSA9xE8Ha1LliyxTtbjjz/eZoT1ETxlyrlxflJFzFPPSlRJd/yWs66F5871NMWFFUn6fwxEc90kLeXy/j461qRmxYMYuQFMwAlAWZeVOWlYppCOV8DqgUrZcm2cm0aIvgI6gLlWhnFybbFvAn2ghjESgT5QWDktho4F+jAQIyt2IOnnpGGFNpbovPjii22BHlI0WYIoKSUWBv/d735nq2qdeOKJtriQ7wzOqdkGXbZAHyQmrTCFU8e+CfRhk5ohJ6BJNEzE/tRTT9kSnc2bN7enW/0aEZTJkt3Q6LBQ0Xe+8x23//77uwMPPNDSSlxvlq4zCT8T6AOliiEoog8UVk6LoWNF9LU36MgHWBKpswzn0KFDHUt5sg7zwIEDHaNr6NfJKjRpeGiUfvjDH7qDDjrIHXHEEfaeSdSyes2lciWBPlCSGIJAHyisnBZDxwJ9zaBHNqQ4WPgDwDPpGE+09unTx3LeNABZi+CrmyF1YK1YnsJt3Lixu/XWW23h+yyll6pfc6neC/SBkhToawZAoPhyUUyg/3qqBXkAb6L0jRs3utGjRxscr776atezZ0+3aNEiWxQk64AvND7qtGnTJjdr1iwL3LJ8B1J43fX9X6APlKBAL9AHmkquimHXtQ2vBOB0tE6ePNnxJCsRPLNKMukYx/ME+EKlAHfmu6cO1L8SNoE+UMsCffwOgY4rOXXj0y+8MgzxzTfftAieHHznzp3d7NmzbSEaPs8rILlu6kYfAwuZpFUXzkvDyPloaNI6r8ebQO8lsY9XFKUc/T6ElPOP0XGlgn7t2rUGIB/tMunYb37zG5t0jDQHqRtAlfcNHTO/zoQJExzwA/pp1IvzMrpn6dKlNlKJDm2OsaexCfSBUkYhAn2gsHJaDB1XGuiBHE+xksrwC3A3aNDAtW7d2iJ4VneiE5ZyaUEpKfOhDm+99ZaNEvrBD35gc+8sXrzY6pd03UgTdezY0R199NHuF7/4hXviiSecX/s2qfoW/q5AXyiNvfwv0KcTeexFBYl/VEmgp67sRPCkaHr06OEaNmxoUweTk6fDks8oE8tGuoRO5O9+97tuv/32c9/4xjfsfRrj6Bmt9E//9E82dp9zM//PypUrTcZpyFegD5QyBq+IPlBYOS2GjmOP6KkjOxAHcKRlzjzzTPcf//EftgC3HwsfQwRf3QypU+/evd0//MM/GOQPPvhgG//v0yjVy5fyPZO5/fjHP3aHHHKIjeFv0aJF1bDUUp6ntt8S6GuTTLXjAn08kV011Va9jRn0HvBEtcxJs3DhQhsLzzQALOHH1ABp5aurBJ7yP16/N998s6VQrrnmmtRgS2MybNgwS9swTcSUKVOsQ5bGJ41NoA+UskAv0AeaSuaKYbsAfsuWLY6cdNeuXd2pp57q2rZta8AH+qtXr44uVVOTIpAF0F2+fLmtV5tWesrrgPPRoPrzcjyNTaAPlDIKUeomUFg5LYaOY0ndUBd2AM+cNIz2YNKxZs2auUsvvdRWd6IzEOAwjp5RNzGma2oyRerME7LIBRlVwibQB2oZgxDoA4WV02LoOBbQA21y8ETwAwYMsIedLrzwQjdq1Ch7UIgGgDLstT0wlVM17vOyBfrkGjctPLJP88teARzi448/tlvcSoh88g56rh9wkxpgrnWW72vTpo1F8EzmhS7RaaEu+V+gz57vlfqKFNEHShSHUEQfKKycFkPHeY7ogTgOPXjwYHfDDTe4q666yvXr18/SFHxGI1AIedQk0CcX3WbJDQT6QG0I9PE7RN5Az/UCb3/nxaRjzCrJpGOPPfaYW7BggeWhawK8N3uBPn67RtcCvbf4fbwK9PE7RN5AD8DJw7/88ss2L3zLli1d9+7d3euvv25DKPl8X5tAH79dYwMC/b484Y+fC/TxO0QeQA+86UglD09unTHhPPD04IMP2lj4mvLwezNxgT4du0ZvDOsk/cvDU/zPMeSfxibQB0pZoE/HIAPVkUixrIOe6wPy9CPce++97vjjjzfQ87DT5s2bDRzFCobfVGdssVIrvjx3XgxvRWdMFjdixIhUH1AT6AN1JtAL9IGmUtJi2B2RHxOLbd261SbDYlIsFuAmRcOUBfWZdEygT8euaZz/5V/+xTHtAssYMvUzzy7QcKexCfSBUhbo03GIQHUkUgwdZ2XUDdfCDgi4zR8/frw76aST3CmnnOJefPFFy83zGWXqs/F9RfT1kWDYd9etW2eTmjGRGpOanX322VWjocJ+oX6lBPpA+eEQGl4ZKKycFkPH5QY918BOlM6UBSz20apVKwM8QyV9Dr5U+V3OJdAnb7Ckbugo/9GPfmTz3bDurr8TS/7s6owNljEOIdAHiyuXBdFxuUDPuYE3QyVJx7Bc3+233+7++7//29111132AFQSYBDo63dHFGroyBn9sYALHEHPHEtrU0QfKGmUItAHCiunxdBxOUDPeUnDkIMn7/7QQw+5c88918bEv/HGG9Zp59M0pYYDv6eIPh2DRdbspbobK+aqBfpAaaEggT5QWDktho7TBD3nA+Dc1rPyUd++fd0ll1ziLr/8cjdp0iR72MkDPimRcg3lAD3nBXjUL23wEU1rUrNkLEpz3SQj10R/1T9xSaSJY8a+Uce0QM+56GRl0jEAf+WVV9rEYyNHjqxatDoNAHIdaYOecwJ4OiipP/aVRl29/Qr0yfmyQO+tLEevAn1pHQLAATRytSwj9+STT9oTrSyA8fTTT9uarciccmlt5QA9MmD5QubiYUm9Xr16Wb8E8E9jE+iTsy+BPg0LLvE5BPrSOgQge//99w3qzEcD4JlCmJkmPeDThDzmUg7QU1dWtWJMOUMNjzvuODdv3jxrAEtswjX+nEBfWrsuFLJAXyiNnPwv0NfPIYAo0StyZCTNuHHj3LXXXms5eJ6SZGWnHTt2pJq2qG565QI948gPPfRQd8ABB7if/exnbubMmSan6teXxHuBvn52vTedCPR7k05GPxPo6+cQQJ48/Jw5cyxNAdweffRRm1Vy27ZtBvhyq74coEcuyISpAI466ih3xx132PMBSt0kZw0adRMoWxxCo24ChZXTYui4vp2x/AbAYtKxNWvWuPbt27uGDRu6zp07G+CZk4YGlHJZ2LiOcnTG0k+xatUqt2TJEpvkC5mlJRNF9MnZniL6LHh1kdegiL44h/CQJ03TpUsXi1bJw5OiIYJPK2ItRs3lAH0x15dEWYG+OLsuRgcCfTHSykhZgX7fDgEoSUUQobLYNMv3/du//Zs766yzbGSJX4CbMmlFrMWYj0C/bx0XI8+sllXqJlAzOIRSN4HCymkxdByauqEsO4BnHDgTjTVu3Njyzs8//3zVAtyUyfLG9aWduim3PBTRJ2eTiujLbd11OL8i+podAjiSg6fhZ3Wn1q1bu9/97nfW0cqiEsgtqxF8dTMQ6GvWcXU55f19riN6jLTQofx7jvnjtR2r7bj/rv++VzDlFdF7acT5io5ri+i9vZBnp0OVWSXvvvtu16RJE3fnnXe6ZcuWWXSP3eRpo15E9MyNXt3m81SPYq5VEX1yjVvJI3oMlJwokz4xFpmN96y2Q5SFI/JwCo6J83KcIV04KcfoMJs7d66bP3++PYqN8rdv326PZM+aNctGBDA0zm+cT6D30ojzFR3XBHqOYzPYBzbEpGMXXnihTTrGgz7YCZ9Tjj1PG9frQe/rkOb1l0NeAn1yNlpS0GMcOB150d///vc2jI1jzJ3BAymPPPKIzR/CRFHkT3m8vFu3bu7hhx+2zjIcc9iwYeawPXr0sGObNm1yr7zyin2XY5TH6b0h8groKZO3qK0ujkt9yT8z/3klzXVDcOCfVEXPwA97IaDo2bOn2RsjaSZOnGg26OHo7aQusi7Hd7hedupGwMMwRzqOfX2SvCbOy3mYbz/t9VM5twc9AaKXQ5L1LfdvU8dcpm64cCLyF154wV100UXmmBxj/pAbbrjBDJYcKgrFgJnwf+nSpTaXCEt4AewWLVpYxM9Y3j59+rjJkye73r17u1GjRtlQuPvuu8/uAvgNbwwe9N4Z/PFYXwE982fjkP62Pta6Ui/qCOhXrFhhjRw2xKRbNPwEFACetT794h/YQV7lwnUzayazZF566aUWIAF8jiVdJ+SGjDt06GAyJRBj+GmhryVpZ9g1fl/4VHKS58vCb5Oa8wEM15PUVtKInovEGIlAiOCpABcP6JnilcmiBg8ebLek06dPd0OGDDEHJnqhYcB5GzVqZB1qgIzVXmgMmEVw2rRpdpzv0JBwDq+oDz/80CI5WkfuHtgBA5F/jDvGwW09ThlzPb3u0Cd3gaRnmBeeaQpY3alZs2buwQcftDQfD0HFoHf0ybQDDAM95JBDbGFzHw4AACAASURBVL/sssus/knXD/9p06aNO+yww2z91F/+8pduypQp1k/gdZHkK+dHv8A+ZrumbujS2/Xy5curGtPcgJ4LJQJgxAOAB8akc8ivz5gxw7Hs2qBBg9zo0aMtTbN+/XoDOPN948we9KRsfBoH0NMwEMkxRI6dCKcQ9KSLMBSE6PckjbKcv11JoEeX1Bfbue2222xWRaJ47vYA4urVq6MAvLcnnH/s2LHu5z//udt///1t/6//+i9r5JIGPXJm+gPWT/2Lv/gL9+Mf/9gNHz7cUrD++pJ8xX9JxVUC6D2jYF6uQX/ddddVgZ5bQiBNFE5k3r9/f0vJAH2ifnLNTZs2tRQO845w64ZRDxw40KCOUzPxFN8nz08+nts8D3pSN4CAc3A89p1GjhwqjWGMdUWP3OVRT9IxgK958+Y2kgbb4c6PtBVlYtM59eEOtVOnTu773/++++EPf2jBEbpOuq7IE1kD+G9961uWFgO++F0adsZ5PA+Srmsa9Qk5Bwut5DJ1Q0QP2K+//nprmUnlkGJg2lcicYa+8ZQixnz//ffbGGduv1l/E8dmcimOk5enLBEE0f8DDzxgv0E+lt8D8my8AnqiO85VCRt3TDF3xqJHnIRoh2lziWiZYIu8te+XiFnP2DSpS4Ib7mT9iLSk68x5gT1DUpkegqgTX/a+lvT5sWutMJWMlEueo+cycVSclJQNRkKHDkMrx48fb4+f+w4eYI8hkwfEsDEqHJmInWNE9SifCJ8FERhRAeRp7f3G7wv0Xhr5fUWP/s6PRowOwWOPPdYCAMDD/s4771gDkBZ4yilNfIgBC/Q94ANp1ZnzcG50wWta50XWAn2OOmO9cxQaiDceDIfdb4XHffmajlHef9eXK/wNgd5LI3+v6JMdsPC8Bam5I4880l1wwQUGOhp1PuPOjltc/q9uA/mr9b6vmDpqCoR9yynvJUiN0ZeZtF0nEtHXJHzv0DV9Vp9j/K5AXx8Jlue76I3Gm7ws+efnnnvONWjQwJ1++ul29wfgifB8Ay/QJxftlccC/vSsiuiT03FqoP9TtZbmiECfnHGURkNf/xXf4ANyUncTJkxwLVu2tDw8o7H8tMGU8xv/A/o0Ih9/znK/UmdF9OXWQvLnjy6iT0pkOIQi+qSkW9rfRVcAnhFDPAh30003OUZZka6h44+IrqZbWIE+3Vx5abUe/muK6L8KbsKlFlZSEX2YnDJVCofIy6gbIE36BYDz1DSd8jzdTA7+9ttvd4sWLTL4U6a2TaAX6GuzjbwfV0QfqEEgoIg+UFhlKAbAGTbL8FeGyPJY/y233GKT25Gf9xE8eqxtE+gF+tpsI+/HBfpADQr0tQMyUIQlL4ZOADhpGp505DkJHuNv27at5eT9uPC9wb3wogR6gb7QHmL6X6AP1KZAny3Qow9SS0xWx6ykTG3BhHZMSsedV0gEX131Ar1AX90mYnkv0AdqUqAvP+jRASkaAM98KUxTcPHFF9vT0cyVwnw0fEYZyha7CfR1k1uxci53eWxET8YmowV1xiYj10R/FYfIUmcsUTrXw2yjzElDHp4J6XjAifQNoK4L4L0QBXqB3ttCbK+K6AM1CgTUGRsorBIVQ+Y+gmeaC0bSkKI555xzbCI6ZuNj2gqfpqnvaQV6gb6+NpTV7wv0gZoR6ItPhQSKttZiHvJE7FdddZVj3nKW8eOBJqYx4PNSbgK9QF9Ke8rSbwn0gdoQ6NMBPXL2I2mYeI7ZRn/0ox+5du3aGeAZKlmfPPze1C3QC/R7s488f1Y20HuHLnRajmV149qUuklOO8iXCJ1cO3PSsIbAT3/6U3uilYXdmU641BF89dpwDZoCIbs+WF1fdX2vztjkdPy1zliclsfTWbKNhTwAKNEbO0rI4ibQJ2McHvA87MR00awlwPJ2Z5xxhk0XDfgLg4EkbUOgV0SfpH2V87dTj+hxJobG8Xg6MwgycmL+/Pm24gyLBLMKVBY3gb60oPeAB+TMP8OKQ1dffXXV6k5MYwDgKZfWxrkU0acn77T0Wv08iuiT03FVRM/tNwt+sOADt+Ss8AToWYH+3nvvtei+umKy8F6gL51xIEvu6ljHl1klsQXmpKGjlbHwfFaqkTTF2I5Ar4i+GHvJU9nUI3pAzwLed955p81D8thjj1n6ZvDgwa579+62nFkWBSjQ1w/0yA/dA3Du2qZOnWoNe6tWrWwpR1YKo6OVMpQtxybQl0/2aepbEX1y/lUV0eNMLFvWo0cPm5PkvPPOc9dee6278cYbrQFgLcksbly3OmPrrhkAjm6ZdOyee+6xBaFZn5W7O8bI+wi+XJCnZgK9QF93C8/2N1OP6HEmHJ51OVkAgnlKWKibCI9ID4fP4ibQFx8FIDP0SSqGtXhZjJ0Hntq3b28drTzl6gGfBZ0L9AJ9FuwwiWsoC+iZZ+LFF1+0aWXpjGNnvvDZs2fbgzBJVLS+vynQFwd65MUtMk+vMqskUxYwFp6cPCOuPOApl5VNoBfos2KLpb6O1EHPLTy368wZDuB93nbevHnWGUeUl8VNoN83kJER+gTwdLQOGDDANWvWzCYdGzdunE0kRXRPmSwB3tubQJ+OXgrtBAZgL2nahHL0+/Zl7xPFvlbl6FHo9OnT3W233Wbj5nF8lP3SSy+5Ll26uI0bNxb726mUxziVo9+7qNEt6bfRo0e7c889151//vk2Lp6RNOg4i3AvrJFAnw7osRPStwQCjLgiyPOwL9RHUv8L9CmAHmfC8VnerXXr1jY5FWt5MlEVsFdnbFLmXfzv4hB7m70SXeK0lOOBJ4bLXnTRRbYAN06MnpmTxqdpir+CdL8h0KcDeuyBjvi///u/d4cffrj77W9/65YsWWJ2lIbGBfoUQI8iUTQPpjCk8tZbb7WHp2jVgQXOlsWN61JE/3XNeMjzRCsjp37yk5/YkEkfwfN5njaBPh3Qcxf/q1/9yh100EHuz//8z91RRx3lxowZY3d9adiLQJ8cYy11g4CZVpbx0kx3wJwmpGrYWfbNR39pKLvYcwj0/28cyIGGmkb5ww8/tI5W5qThqVaisnLkXIvVZW3lBfp0QI/93Hzzze5b3/qWO/TQQ92JJ57oFi5cqIi+NsMswfHUOmNxomXLltmDUq+99pqNob/iiivc5ZdfbvuVV17phgwZYg1BCepV8p8Q6P8/TQPgMZonn3zSnXzyyTYnDZ3rRGk4cJ43gT4d0CNn7Khnz56uTZs29mwFQWBad4CK6BOO6InY3377bZvbhA7Z119/3RZ1ZmFnxlkDEJSQxa1SQc/dFvPOoLtVq1bZ6k4s30dn68iRI3MdwVe3M4E+PdADdQIDAgQPeeSfxibQJyfnqlE3KJfH3ZnAjNt83rOjeBSdlrKLNSiuq5Jy9NQX/dCXsnjxYlt0m6eXGUnTp08fkwUOk1V9FatfylMXTWqWHATqopMkviPQJ6fjKtADdFI3zF7J07HcwgEUf+uf1u1bsQZUSaCnrjgDs0rSYc7tNbOMduvWrWp9VhrnmCAv0P+hKtgq1jfyVl6gTwH0wIFOO5aGIz/PjIVMgeAnN6OjNotb7KCnfv52mrlnJk+ebEPgGC7JKk8MnaQj3d95ZVFH9b0mZKCIPjkI1Fc/pfq+QJ+cjqsiepzJR4oAvlevXpYK6Nu3ryY1K5Ul1+F3ADh3VswsykMsRPDMMMqwN/TlI3j0F+sm0KeToy+3/Qj0yflwFehRMoImZQNAyNeTwuGJStI3St2k5waADYAjd+Ya6tixo01ZwMNsU6ZMMf0whJKhsDED3ku8EkGPvzFAgsWAfGPu5ZHGKzJP27YE+hRAj1IZxfHss8865iJn/DWvzGjIqA6UkMWN646pM5b6IGsebiJ9duaZZ9rY5mnTptk8NTg9ET6jbmiE03bGctgAday01A2gX7p0qU0djj2kqWfOxfnTPCd2JdCnBHryvTfddJNNeYCRLViwwHXt2tX179/foFIOJ9/XOTHGvIPeOxaGTl0Y+dSkSRPrL2E2UYa3+rsqylJub1Mg7EtmefucOlcK6KkrOw09KVRsgYno0oA9cMfOCCqGDh1a1chwPI1NoE8B9ESKjKEnTcC8NiiXY4yp79SpkwEoDWUXew6cIu+gR9aMh2dOIQBPFM9i3KTQiN6pY+Em0H9dHoWyyfv/6Bq9M6LqO9/5jvu7v/s7C7Z4Wj1p4OLvzIX0j//4j+7b3/62a9y4cRXs05CrQJ+cXVfl6DEw8vKkC4ggGWVDvv6pp56yJ2OZCoHWHmPI0pZH0HPN7Bg2cuYxcx52Yp4R1urF0WlskTXlqm8C/Z/KpLqM8voefdPgMz/RgQceaPuxxx5raRxAX5M9lKqu2NUpp5ziDjnkELf//vvbNXAtHE9j4zysiUHQk2Q906hL6Dlg7cqVK2v19dDf2Ve5r4Ee4DBb5XHHHefOOusse5T+6KOPtgiTRaIZ0sd0CVlSAteSt4gehwXwdLTRB3LMMce4W265xa1YscKcal+Rm0AfL+jRPX54xhlnuL/8y7+0nSAAW0kD9Ex5cthhh9nEZieccILd0RPgpbEJ9MnZ9ddAT2csD03NnTv3T3ZmsZw/f37mcvV5AT3XSYS+bds269xmPpFf//rXtkYr00yQosHQQ5xZoE/OIdIA2t7O4e2ENGqLFi3smRZvH3yW5Ibt8awGa1KwtOQLL7xgdsnxNDaBPjn9VoEeRWJIfke5hbs/nrSxFWtQXE+WI3quDzlyO/ruu+/apGNnn322a9q0qd2iA/hi02ECfXIOUaz9JVUem2CKCzpliajT8jtvr9hYbanDpOos0Cdn118DvVcgyq5p959n6ZXrzCrouTb6OUjJMGyVp45btmxpIxoAP4ZNI0C5YjaBvjh5FSPbrJTFLvzwyrSBiz3WxS7rKzuBPjm7rhH09VVYmt/PGui9kxCF0dEyfPhwG7LKMwlMOkZHa30jNIE+OYdI03b3di7siAemsKFyQHdv15bUZwJ9cnYt0JfQanFOjJU7jFGjRlkHK1F8jx49zGn9sFXK1WcT6Osnv/rIPq3vCvTx6xhbSn3UTVoGXOrz4BDlTN1wfiIubq9J0zDpGMswsngLi6rTgU0HbCmjMoE+fggI9PHrWKAvojUoN+gBOB2qjEriqWLmhb///vttEjJGMfn8KtdZqk2gL50sS6WTUv+OQB+/jrEZRfSBnlNO0HNuOlp5mpinWe+++27H8n0bNmywFE4p4V4oDoE+fggI9PHrWKAvpNo+/i8X6DkvDz21bdvWtWvXztbXZEbJJCL46iIQ6OOHgEAfv44F+upk28v7coKetA3ROzNJkr4pZR5+L1W2uwVNarY3CeX/M4FeoC+lFWvUTSmlmdJvKaKPHwICffw6BhfK0QdCs1wRfeDlJVJMoI8fAgJ9/DoW6IvAo0Afv0Og40qZj96bvkAfv10L9N7aA14F+vgdQqAvfpqMANfJXBHuVDVNcTJqSSRHj2MWdkz69yiycFQKx2s6RhmO87nf/bHC30UkfF7OB6aSUcvefxXZqDN27zLK+6fYtaZAyLsW9339uczRY5x+JMrYsWNtDVqOsYg1065OmjTJzZgxw27Dme9lyZIlNoPjhAkTbJY+AEbFx48fb8eZvY9jDFtkfDrlWO6wcGGCcoKeuvqGh+tIaxPo05N1Wjqtfh7sSaCvLpX43ucW9ECdZfB4gIhpeTFYhiAOHDjQ1r/kqdGRI0cavLt3727rYvbq1ct17tzZAM4KV8zV3rdvX/uMBRdGjx5t0wmwzNkdd9xh87kDWDYPehoCfyxJc+B87L6hogFDWcDXf5b0+Tk3ET2y5pyxb9SRyeCwJy/nmOtMfbFlQI/9+7vg2OuMbknd7NixIxVfKrc80XNuQb9161Y3Z84cx0o1HvQYql+acNiwYQZxIvPHH3/cyvCd5s2bu3Xr1tmaqcwNw/80Dsz+yPJ6RPn8Bo0DUPczQCIsUjcc4zw4SNI7BskCyiwM8ctf/tJddtll1nCldX7G7DN2nykWkq5rVn4fe+ApZPSelWtK8jqwJT9NMfaW5Lmy8tvodtWqVbb4SVauKenroCFPI4ApeY4e8KKw1q1bV4HeRyhr1qyxqXpZh3LKlCkO6LPCPeBiGl/WrG3UqJG9ZzFkPifCJ7oncqYcdwvsQJ/fZeeOYcyYMZYKIgpKcsf5FixYYA3ZN7/5TVvT86//+q/diBEjzDGTPLf/bVJarAT2xhtvpHZOf+5yvCJzggfSfqT7eF+O60jznNRx6tSpNmdSpdQZuyZggwOVoGPsafbs2bY8a9J3qiUHPbdDXDSgZ9FbQEx0Qp6dhcaJ0IE4TgvIGTYHwC+88EJzYtbK5D2piaFDh9oUv0T+RNAcHzJkiKVyCkHPb9N4ENkT6Sa5cw6umTVejzjiCAP94YcfblMgpHF+6kbDRhTA6kNJ1jUrv41ccXyW1PNPImfl2pK6DurMXS/ww76TOk+WfhfdEkSRzkjLl8pdf/S7fPnyxFOSiYH+uuuuqwL95s2bXf/+/Q3SGC3ApjUjF48DI2yW1qMBIB3CKxAjkgfgLNjB+pVMA8wEYkz961tAGhKMwqdufJSf1Cu3cpwb5QD70047zXXr1s3y5XyW1HkLfxf5ITNy9Gmds/D8af9PHcnRFy6envY1pH0+6oxv+Bx9JejZp27I0VPf2OtM/XKbuiGiJ4K/4YYbLN8GFCdOnOiOOeYYgzkr2gNwWu1+/fq5G2+80dI25ONZmGPcuHH2vk2bNu7hhx+2xci5bWfB4muuucbmeidfi+Ox8QroZ86caYZhB1P4Qx1pwIhCWFAZpaW14RCVOLySuxjk7nWflrzLcR7qSDDkQV8JdYYVGkefjLUlEtEDPb8mKgYKwOk4pNOVjlbSLiiVV4BFBM//ODHRKgAF3kTwHANsfJcoFqjyXb/x++UAPedlL4w6/DUl/Ur9KxH0pAIrDfQERN7Gkrarcv++QJ/cCLpEQJ+mwZQL9GnWsfq5BPrkHKK6rMv1Hrsmohfoy6WBdM6LftMIYAT6dPRZ0rMI9AJ9SQ0qIz+miD45uxboM2LkxVyGQJ+cQxSjhyTLKqKPX8fYjyL6QC9S6iZ+h0DHmr0yfj0rok9Ox4roAxuULBVTRJ+cQ2RFz4ro49cxtqaIPtDjFNHH7xCK6DVNcSAOcldMoA9UmUAv0AeaSq6KKaKP364xSIE+0C0F+vgdQhG9IvpAHOSumEAfqDKBXqAPNJVcFVNEH79dY5ACfaBbCvTxO4QiekX0gTjIXTGBPlBlAr1AH2gquSqmiD5+u8YgBfpAtxTo43cIRfSK6ANxkLtiAn2gygR6gT7QVOpUDPvyk4rxf1ob59JcN2lJu3znEegDZS/QpwefQJWUvBg6LseTsZyXudGZitov28ixNDbOI9CnIenynkOgD5Q/DlGOaYoDLy+RYnoyNnnYYldMqc1Slqeccoq7/vrrq9ZXSESp1X5UoE9ex9VEXpa3An2g2AX6+B0CHacd0ZOuYXWz733ve+6AAw5whx12mK0oxroJaWwCffx2jR0J9IHeJNDH7xDlAj1rGn/3u9810LMA/JVXXmkL5ASaZr2KCfTx27VAX4SLCPTxO0S5QE9KELgfd9xxrkmTJrZcJSugpbEJ9PHbtUBfhCcJ9PE7RDlAzzlJ37BmKymchQsX2pKWHEtjE+jjt2uBvghPEujjd4hygN6boAe+H2Lpjyf9KtDHb9fYkHL0gZ4k0MfvEOUEPWbI+dPeBPr0ZZ62jjmfQB8odYE+focoN+gDTbGkxQT6+O1aoC/CZQT6+B1CoNcUCEUgIVdFFdEHqkugF+gDTSVXxRTRx2/XGKRAH+iWAn38DqGIXhF9IA5yV0ygD1SZQC/QB5pKroopoo/frjFIgT7QLQX6+B1CEb0i+kAc5K6YQB+oMoFeoA80lVwVU0Qfv11jkAJ9oFsK9PE7hCJ6RfSBOMhdMYE+UGUCvUAfaCq5KqaIPn67xiAF+kC3FOjjdwhF9IroA3GQu2ICfaDKBHqBPtBUclVMEX38do1BCvSBbinQx+8QiugV0QfiIHfFBPpAlQn0An2gqeSqmCL6+O0agxToA91SoI/fIRTRK6IPxEHuign0gSoT6AX6QFPJVTFF9PHbNQYp0Ae6pUAfv0MooldEH4iD3BUT6ANVJtAL9IGmkqtiiujjt2sMUqAPdEuBPn6HUESviD4QB7krJtAHqkygF+gDTSVXxRTRx2/XGKRAH+iWAn38DqGIXhF9IA5yV0ygD1SZQC/QB5pKroopoo/frjFIgT7QLQX6+B1CEb0i+kAc5K6YQB+oMoFeoA80lVwVU0Qfv11jkAJ9oFsK9PE7hCJ6RfSBOMhdMYE+UGUCvUAfaCq5KqaIPn67xiAF+kC3FOjjdwhF9IroA3GQu2ICfaDKBHqBPtBUclVMEX38do1BCvSBbinQx+8QiugV0QfiIHfFBPpAlQn0An2gqeSqmCL6+O0agxToA91SoI/fIRTRK6IPxEHuikUJehyWvfpW/VhN5Wo6xu9w/KOPPnIzZ850X375ZfWfjvL9F1984T7++GO3devWGuUZW6XR8QcffOBWrlzp9uzZUzF1fvvtty3iw66RQewbdv3ee++5nTt3VkR90WdUoMdIP/vsM7dhwwa3bds2UyLHUOzGjRtt9w6MUW/atMngzeeUYwdqfH/Xrl1fMwI+qzTQ796920C/ZcuWr8kiVhCgY4FeoI/RvqMC/ebNm92IESPcsGHD3AsvvOBWrFhhwJ4xY4YbOnSoe+aZZ9yrr77qANhbb73lBg0aZMdffvllK0f5kSNHumeffdaNGTPGFQKu0kBPfT///HP34YcfOuRaCXcxAr0i+hghH1VED4hef/1117ZtW/fKK6+4AQMGGPCBd5cuXawBGDt2rGvTpo3bvn27a9eunRs9erQbN26c69atm1u8eLF7+umnXa9evRzgb9++vVu6dGkV4Dzo+e1KgN6nn35qcrj77rvd448/7tauXWv1Rg6xbtTt/fffd++++67dBcZcV69DbJnUDfr1d7v+s1hffepmx44dVXfysdaVemHH0UT0GOnUqVPdvffea7k3ovh+/fq5UaNGuYEDB7rVq1fb8RYtWrhVq1a5M844wwEz0jSDBw92Tz75pOvTp4+bNGmSRff9+/d3L730kkW1CIqd6Hb69OkOAyG/F/O+YMECd+KJJ7rDDz/c/eAHP3C9e/e2O5zY645t0MATDMSsX1839Imuadxi162vM7p95513LC3pj8X+in4Jen2aOqmG7c+S+mH/u0QmS5Yscddee60BvmPHjhbJA3lSOevXrzdoX3rppe6NN95wjRo1svfk6fm8a9eurm/fvhbFkrLwKSAaAw96GgXuCjAShMaOAOm8i2X3BoFMDj74YHfAAQe4Aw880F1++eWW7qLOsdS1ej2oO6m9WbNmueXLl0en25rqiz4JiubNmxelPddUZ3Q7Z84ca9DReWw+TJ29H6Nf6ot+4VbuQQ/wgfKiRYvc/PnzLf9OhE5qhtw8ty501BLRI4QzzzzTQE8HKzl5ygL6KVOm2HEaiIkTJ1Z1yvqIftq0adZhS1TgdyKhWHZfJ9JgP/3pT903vvEN9+1vf9saTRpFOrljqWv1elB3nISAgU553lcvE9N76oc+6a8CBpVSZ/reSFfh+97eY9IrdfH18q/oF+hHAXrSN0TjjJwgr0xKBsd94IEHzJi5LT///PPNoK+66ioz7mXLlrmHHnrI8vt857nnnnOffPKJu+mmm+yW1uctAT2GQY6+8JiP9mN7xViIepAdndbczVBv7pxiq6uvD3UrzNHHXNfCOhfm6CuhzgzGgAXYeCXUF13TB0OA69nlMyGlfk08dcMFM+b7rrvusg5ZIA+wAf/kyZOtE5a0zezZs23UDZH/lVde6Vq3bm1pGqJ9lE/HbatWrayhIIJFSGy8VtLwShwAmaxbt87qnbSBlNrg6vJ76JggIQ2HqMv1JfEd6lwIem/vSZwrK7/pO2PJy1dCfaljNJ2xGBFwQom02Oy8LzwG9PncH+O9LwvI2Hnvj/PebwirkkBPvZEFzx8UDjP18ojxFR1rHH28o6q8zVYa6Kl3VKD3ikzitRJBj0PoydgkrCk7v4ldE9EDAgIg3se+CfTJ6TiV1E2SBirQJ2ccSeqtmN9Gx4ro49ezQJ+cjgX6YoiTkbKK6JNziIyo2CJ4RfRZ0UZy16HUTaBsFdFXBvQU0cevZ0X0yelYEX1gg5KlYorok3OIrOiZAEYRfVa0kdx1KKIPlK0i+sqAniL6+PWsiD45HSuiD2xQslRMEX1yDpEVPSuij1/H2Joi+kCPU0Qfv0OgY0X08etZEX1yOlZEH9igZKmYIvrkHCIrelZEH7+OsTVF9IEep4g+fodQRK8HpgJxkLtiAn2gygR6gT7QVHJVTBF9/HaNQQr0gW4p0MfvEIroFdEH4iB3xQT6QJUJ9AJ9oKnkqpgi+vjtGoMU6APdUqCP3yEU0SuiD8RB7ooJ9IEqE+gF+kBTyVUxRfTx2zUGKdAHuqVAH79DKKJXRB+Ig9wVE+gDVSbQC/SBppKrYoro47drDFKgD3RLgT5+h1BEr4g+EAe5KybQB6pMoBfoA00lV8UU0cdv1xikQB/olgJ9/A6hiF4RfSAOcldMoA9UWTlBz7nZ09401036Mk9bx9iV5qNPW+rpn0+gD5R5OUDPOffs2eNWr17t5s2b57Zu3WrvAy+53sUEeoG+3kaUwR/Q7JXJ2bVmr6yDwX/55Zdu8uTJ7j//8z/d9773PdewYUO3adOm1KJ7gT45h6iDOSTyFUX08esYw1FEH+g+aUf0nG/Xrl3u6quvdoceeqg76KCD7HXmzJkCfaDOii2GzDUfffzgU0SfnI4V0RdJHQ/6Dh06uL/92791Bx54oDviiCPcggULHJF+Gpsi+uQcIg39hZwDO1OOnm4YFQAAFlZJREFUPkRS+S6jiD5QfzjERx995Iio0wAt5+M85OfbtGnjGjRo4Lp06eK2b9+uiD5QZ8UWQ+aK6ONv3BTRJ6djRfTFUueP5YE9hrl79257TaOR8ZeqiD45h/AyLverIvr4dYyNKaIP9LS0I3p/WT6yB/DsvE9rE+jTk3VaOq1+HoE+fh2jc4G+uuXX8r5coK/lclI5LNDHDwGBPn4dAwuBPhCZAn38DoGOlaOPX88EMO+9957buXNnqnfIgahJpJhAHyhWgT5+AAj06aYGA12v5MUE+uR8WZ2xJTfX5H9QqZvkHCJ57YWdgcZNwyvDZJXnUoroA7WniL4yoKfUTfx6VkSfnI4V0Qc2KFkqpog+OYfIip4V0cevY2xNEX2gxymij98h0LEi+vj1rIg+OR0rog9sULJUTBF9cg6RFT0roo9fx9iaIvpAj1NEH79DKKLXqJtAHOSumEAfqDKBXqAPNJVcFVNEH79dY5ACfaBbCvTxO4QiekX0gTjIXTGBPlBlAr1AH2gquSqmiD5+u8YgBfpAtxTo43cIRfSK6ANxkLtiAn2gygR6gT7QVHJVTBF9/HaNQQr0gW4p0MfvEIroFdEH4iB3xQT6QJUJ9AJ9oKnkqpgi+vjtGoMU6APdUqCP3yEU0SuiD8RB7ooJ9IEqE+gF+kBTyVUxRfTx2zUGKdAHuqVAH79DKKJXRB+Ig9wVE+gDVSbQC/SBppKrYoro47drDFKgD3RLgT5+h1BEr4g+EAe5KybQB6pMoBfoA00lV8UU0cdv1xikQB/olgJ9/A6hiF4RfSAOclcsOtDjrF9++aXt/O/3wmNoKaQcZfzG/x999JGbOXOm/bY/HvOr5qP/Sv+x6hm71pqxsWr3q3pFBXqMdsuWLW7u3LnulVdecevWrTMo8zpjxgw3depUt2nTJoP8J598Yu9ffvllt3btWju2fft29/rrr7uXXnrJLV++3H3++edVkhLoKwN6WmEqfj1rhankdJzKClPbtm1zI0eOdE8++aQbO3ase/fddw38vO/bt697/PHHXf/+/d2uXbvcU089ZceeeOIJN2jQILdx40YD/6OPPmqfPfjgg+7999+3BgDaC/TJGUdVa1rmf9CxQB+/ngX65HScOOhx0hUrVrh27dq5lStXOqCPQhctWuR69uzpli5d6jZs2OBatGhhKZhmzZq59evXu/fee8+AP3HiRNenTx83atQot3XrVvfAAw/YnQG/UYmgR567d+92H3/8sTWWvI99o4407gQI6D32OlM/Upqkbrir3bNnT0XU2YN+x44dVt9K0HM0qRsMlvRM48aNDdy9evVypGWmTJnihgwZYg5MJH/xxRcb/Bs1amSRPZH80KFD3SOPPGLfmzZtmh3nGND/7LPPqozhww8/dOPHj7eGZNWqVc7vNBax7dQN4C1cuNAtWbLE6hpbHavXhzqTupszZ47VnffVy8T2njqS5nz11Ver7Dq2OlavD3Y9b948t2zZsmh9GL0W7uiXdHTSjXniET0VmDx5svv973/vFixYYJAmZQPkhw0bZtE7OXdAz+eAnvdErED9oYceMtBPnz7djj///PNu+PDh7tNPP62Kcnbu3GnCWrNmjUVAREEx79QTJ1m9enXU9SzUIc7BHWGl6Ji6Az7qXSl1pp7Ut9LsevPmzYkPJEkc9ET08+fPdzfeeKPBmcgM0L/wwgsGcNI6pGTOPvtsS+Hwyq0bHbWUGzFihOvdu7fl9oniydEzwob0hb+14xy81y4ZyAZkA3mzAfjlWZZUGjZx0FMB8qu33XabI23TqVMn63wlL3///fe7bt262TGOE5n369fP3Xnnna5Hjx72ytDJMWPGWJnHHnvMXXXVVRbZeeEUCoj/Q/akhFmK3w25/rqUKcW1JfUbNdWHcxVzvLBsUtdZyt8tvN5S/F/Ka0vit4qpI+cvLF94PbUdLyyTlf8Lr3Vv/+/rev1391Vub58nDnpOTvqGnDt59tdee80idjpe6JglOieHzxBKypGSIU9HqoYhl7TORPJ03k6aNMkifY4Ber8jCDb/3jcCHOOzmo7bFzL6p6brLayHV/zejiHLQjlktKp2WYX1KLxmjtdUD19/Xyf/fV/WH8/yq79mX1/es/He18Mf4zj/+/f+f1/WH89yfX0duObCOnPttdXD17OwXv5YHupcWLea6uyP+frVVDf/G9XL+u+EvqYCei4W4wXu7Fw0e+Ex/veV8uUAOh0zpG66du1qHXI0BOykfu6++257pSHgboDOq86dO9sxGgnOQWMyevRod99991n6h3NkeaPOs2fPthQVQ08ZVog8eEUG3bt3tzsajnG3Qz8HdaZTB7nwvAJDVe+55x4b0kp/R5brzLWRphswYIC79957q9Jy1I86cezZZ591PF+BPum4R8/05/A/x9A1nfb05zBShWNZrzPX//DDD5tO6XugvugOu0afBEXYNMfJ4ZLGJFiiXtgIz5RwR/z00087BiNkvc74NyPo0Ce6pi7oDzmgO4ZVMwKFctgsMqFu1N/rks8YhPDiiy+aX2fZj7lmfJZh4fgtAwnQGzxCd126dLEBJOicehHoPvfcczZCkfd8H5unrnyfASxwrq5bKqD3F8fFe6WFHEMoQI+onw7dDh062EgTDIb/ye9j7HTQIsibbrrJ7gYQDB22CA+B4iQYkYe/P3fWXpENaS6UikHzHAFOgFOcfvrpVXK49tprrS44AlDgQbS2bdsaGGnQgD+pMVJgyAXDyepGnXm2AnjTqP/qV78y4FHnU0891eRAw0VqDwCge9J3dOZjH4CAfh2chzvDa665pqpRyGqdcXiAvnjxYrvDPeWUUwzmXP/tt99u+qRBx8npdEenJ5xwgnvnnXeqoPDMM89Yo8bzJnzuG70s1hkd05jjp3QwozsCEWwc8HOnzhBqYI/eZ82aZb6MXoEbjRg78Kevr3379uYn1VmSpbpzbfQv0j8Jw0hdU99x48ZVgR9dk7kA6OjwrLPOMln4BgE/JrXt+zHr48epgr5YRSAsKkfF6Y0ngicCuPXWW81JiGB5f+mll1YJEMOgUUBIRIS33HKLAYDUD+Pz6yOsYq+/LuUL60yai4YMA2/YsKEZPXXAuXmamDpiKNT5rrvuMlgCCPo0GHpJnwi/keU6U1+cGGBTD0ZdYfg4BR3vAIzo1vfh0BDSANI4AHps45hjjrF0IA05DTyOlZc6U9eTTz7ZRtYAO8BAg4aOec9IFO7czj333CrQextBXgwrBpb4AnLM6uavmboxIANY07gTjDAYA5jRoPNcDQ0+DRzP1FBH6kXky7BqAjyiZOyA38zqVmjXjKAiYKMBo4EePHiw1WvChAlu4MCBxiX8FdjT6CEj7kwJWBmGTkBA4Iat17XOmQa9VyKROUpGSNwOXXHFFeYAQIAIASfgc1IdCAnAAwMih5tvvtlu6Yl8ie75POsbyuR2HGhzN4OzN23a1K6d23ieMub2l1s9jAADwJAwijfffNOdd9555kCtW7c2aGYZel4XODN3H1wzjk8Dhk65duCHLPwdGak4IiMP+pNOOslAB+xoFJALDUeWN3TM9dIwoTvuOGmsidqRBdEtgw+wferSvHnzqvHW1Ivv8x3sgMifMlkGvb9mgMVACwIVQE+dkQPDqQlMaASoC5E9dQb0+Dl+wBP03NEhFzhQV+ilaRdcO36JjgE+XCJAg0P0RSILgjfe8zAooOc7MIw7V+yeYI/vIbu61jnToKdSOD2CQsm09AiB2zciAP4nAjj//PMtD4/QEBgGRKuJE3Xs2NEcAij4aDFNRRd7LuqM4jEGctNEc7z3zxfgANQN2AM0HwFiDMiJW2KiBCJ5omDKZRl61BeY48gYOncvODeGTlTLtfMZjTQ6BGbcsRSCnrQG+Ww+J8IFBllu3Kgz10tDRr2I6mnYuU3nDpVrJ90I0BhqzPtC0CMDbAI9E8xQhmP8blY3b9dE7QRswJ0Il4jeD6fmDob6e9DztDzlABwBGwygX+O6666z72InWa0z10U9SMNyBwKnaLTxXXQGuwhmqDO6J1irDnpSO/65AuyERhBbqEudMw16nIHbG25NycFSaS8sWjggCAx95xWpHR62IMoBlKRrAD1RL7eC5Lm5BczyhtJxBjoWgTXXDQgAPRB866233B133GENHQZD5IdcaPzI8TZp0sS+Rz2JfAE/RpTVDaPFGbglJzKljtSXnC4P2RG5oUsiPxpxD3qA7iP63/72t6ZjAgEaN34jy6DHyYEdeds33njDbJY7NeqE7RL5AQdsmzpTF6Dnn6BEPjg+0OOWHxBmvTHnGgEZ6Qj0ROoFcOGf+Cl+7utOfYnwPej5n8+wdRqGVq1aGQ98A5dF28auic5JMxN44MfomCCFwSX4LHcw+CjBLD4Kx+Ac9sGdHVPEEPVjI8iNdCZ6jgr0VIboFejh5ER3dD5yuwoEaAl5j9BwAI7hGERCjMUHiBgCnV4YCMd9hJhFw+CaqDPKBM4oFuMmAsAQqAd14BhPDBPNUEfkwzFkASCIEon0KEN9fYSY1ToDbupFY07Exv/kJ2nk0TF1oR40Bj6awfi5kyHa4xiORBnkAECRDb+bxQ0dA2psGlBz3eiOBp4ghfQjMqARJy1J/agLEMDG+Z9UHrf12D7f504OW68LANKQEdcF1BlEQP3QE3aKL9O4UQd0Td8KeqeO2Dx19o07cgCGNArAEvhTLqt19jqjYaJ+sIlrJwjBN5EBdUbHvjHnDh2oA3MCWgI3/JsdOfnUZV3qnNmInsrgsAiGvDM7gsIAEARQI+KlZeQ9O85COVpPDwEcgO8BRSJADCarG3VGmdyB+DrzPy08sgDa1MUPycJAqCtlubvhPfXmNpHUh5cNRpfVjWtDl+iHelBH6oKeiIAAhE/Tecem/l4GHEP3yInfAKK+XBbr7O2aiM3XmcYdx0Z/yAJnB+qAjfLsNALolv+xY/9dXrEBbITPsrhxXeiUeqJjrpmonvqgL3THe2TgdYdOqTN2UFgv/JkAEFkVHs9avakHAYvXE3Xkrobr5i6V49QPvVGWHX7BNy8D5MFv4PM0bNVlUUydMwt6KoEiqTQVZPcC8Md573d/zJcrLFv9WDECSrss9fD19de9t7pRT1/Oy6LwGN9lz+pWWDdfb6+7wnr4Y9TD16nwtbBsluvrr99fb6HuCmXh6+vrwvvCY15W/vu+XF70XFgf/q+pHtSper147+WQ1brWpGNfP1/v6nX2dfWvhb/hv1NdFsXUP9OgL6YiKisJSAKSgCRQswQE+prloqOSgCQgCUQjAYE+GlWqIpKAJCAJ1CwBgb5mueioJCAJSALRSECgj0aVqkgxEijs1PMdYIWdXoz6YIQEx/znvNKpVv24/x6jZPge5bRJAlmSgECfJW3oWlKRACBmmB7DGD2kGb7GUF6OM/yNcfqM3WdoG/AG8Bxn2CrjmxkO6Md88z9DWnmCl3HR/KY2SSBLEhDos6QNXUsqEgD0PKxz5pln2jhuInGmiuABHca38yATk+HxlC3Ta/gHuHjSkYfZeDSdJ5GZm4fo/oYbbrDH8nkIisfaBfpU1KiTFCEBgb4IYaloHBIAxDyowwyKzILJQ2o8ZcrOo/hMmse0CzypefXVV9v0DDywxsMsNATAnLlXeLKRqP6SSy6xp1n5TRoNgT4OO4mpFgJ9TNpUXYIkQEQPkEnNXH755Tb/O9E7UysAb6YXYII8HlMnume6ZJ7spCFgjiWm1KABYNIxQH/ZZZdZOofGgBSPcvRBalChFCUg0KcobJ0qWxJgigjmX2EKWSafIiJnxlMWsCEPT86e6QWYgItH1plYjrw+j/KTvvGgp2Eg+ieNI8hnS8e6mv+XgEAvS6hYCTBnDJPGMQUwE4sx7whQB/pMskb6hgnGSNfQKdugQQNbJYlJqi666CKL8JmvBdCTr+cuQaCvWHPKdMUF+kyrRxeXpAQAMwtgMB0ukTvvSb3Q+cqyd8ymyUyDTKJFtO/Bz2yZdMwy4RqNA/8zCZmGViapLf12fSQg0NdHevpubiVA5E3nKjl35vcnMvf5dV6ZORDAM0smnascIx/PMEw+Ix/vc/J8V5DPrSlUxIUL9BWhZlWyUAJAnnRMy5YtrTOW+d2rg5oyhTvfL3zv/y/8Xf0vCWRVAgJ9VjWj60pMAkAasBOdE6VXh3xiJ9YPSwJlkoBAXybB67Tlk4CPxn1KRuPey6cLnTkdCQj06chZZ8moBIC+NkkgdgkI9LFrWPWTBCSBipeAQF/xJiABSAKSQOwSEOhj17DqJwlIAhUvAYG+4k1AApAEJIHYJSDQx65h1U8SkAQqXgICfcWbgAQgCUgCsUtAoI9dw6qfJCAJVLwEBPqKNwEJQBKQBGKXgEAfu4ZVP0lAEqh4CQj0FW8CEoAkIAnELgGBPnYNq36SgCRQ8RIQ6CveBCQASUASiF0CAn3sGlb9JAFJoOIlINBXvAlIAJKAJBC7BAT62DWs+kkCkkDFS0Cgr3gTkAAkAUkgdgkI9LFrWPWTBCSBipeAQF/xJiABSAKSQOwSEOhj17DqVycJbNu2zW3YsMF98MEHbv369Y73e/bscawv69ecrdMP60uSQBkkINCXQeg6ZbYlAMx79uzpTj75ZHfCCSe4X/ziF+7Xv/61a9Sokevatatbu3atQT/btdDVSQJfSUCg/0oW+k8SsGidyP3WW291//qv/+pGjBjhJk+e7F588UX3wAMPuOOOO861bt3abd++XdKSBHIjAYE+N6rShaYhAdIyX3zxhYH++OOPd2vWrHGfffaZ27Vrl9uyZYsbOHCgO/30093KlSutUUjjmnQOSaC+EhDo6ytBfT8qCVQH/R/+8Ae3e/dug/+OHTvc4MGD3VlnnWUNAGW1SQJ5kIBAnwct6RpTk4AHffv27d0xxxzj5s6d69599123YsUKN27cOHfuuee6e+65x+3cuTO1a9KJJIH6SkCgr68E9f2oJFAI+iOPPNI6YumUPemkkxypnDZt2riFCxdaOkcRfVSqj7oyAn3U6lXlipVAIejpjJ00aZJ77bXX3Jw5cyxtc8EFF7hWrVopR1+sYFW+rBIQ6Msqfp08axIoBD0jbAo7Y+mUBfzHHnuse/LJJ22IpaL6rGlQ11OTBAT6mqSiYxUrAQ96hlf+/Oc/d+vWrasaM89n06ZNc0cffbTr0aOHddIy5l6bJJB1CQj0WdeQri9VCXjQ+85Y0jY8ILV69Wo3a9Ysd91117kGDRq4mTNnKqJPVTM6WX0kINDXR3r6bnQS8KAnov/+97/vTjvtNNe0aVN3zjnnuMaNG7vzzjvPDRo0yMbUU5ZdmySQdQkI9FnXkK4vdQmQjlm6dKkbP368GzNmjA2r5H+ekF2wYIH75JNPbFy9IJ+6anTCOkpAoK+j4PS1eCUAwIE9D0p9/vnnX9t5apbPBPl49R9jzQT6GLWqOtVbAh72QL1w57ggX2/x6gdSloBAn7LAdTpJQBKQBNKWgECftsR1PklAEpAEUpaAQJ+ywHU6SUASkATSloBAn7bEdT5JQBKQBFKWgECfssB1OklAEpAE0paAQJ+2xHU+SUASkARSloBAn7LAdTpJQBKQBNKWgECftsR1PklAEpAEUpbA/wF3DWI9eM8OVQAAAABJRU5ErkJggg==[/img][br][br]For how many cars does the model in Diagram B make a good prediction of its price?
For how many cars does the model underestimate the price?
For how many cars does it overestimate the price?
[img]data:image/png;base64,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[/img][br][br]For how many cars does the prediction made by the model in Diagram A differ by more than $3,000?
What about the model in Diagram B?
Which model does a better job of predicting the price of a used car from its year?
Is this line a good fit for the data?
[img]data:image/png;base64,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[/img][br][br]Explain your reasoning.
Draw a line that fits the data better.
Is this line a good fit for the data? Explain your reasoning.
[img]data:image/png;base64,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[/img]
Draw a line that fits the data better.
[size=150]These scatter plots were created by multiplying the [math]x[/math]-coordinate by 3 then adding a random number between two values to get the [math]y[/math]-coordinate. The first scatter plot added a random number between -0.5 and 0.5 to the [math]y[/math]-coordinate. The second scatter plot added a random number between -2 and 2 to the [math]y[/math]-coordinate. The third scatter plot added a random number between -10 and 10 to the [math]y[/math]-coordinate.[/size]
Draw a line that fits the data
Draw a line that fits the data
Draw a line that fits the data
[size=150][size=100]Explain why some lines were easier to draw than others.[/size][/size]

IM 8.6.5 Practice: Describing Trends in Scatter Plots

Draw a line that you think is a good fit for this data. For this data, the inputs are the horizontal values, and the outputs are the vertical values.
Use your line of fit to estimate what you would expect the output value to be when the input is 10.
Here is a scatter plot that shows the most popular videos in a 10-year span.
[img]data:image/png;base64,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[/img][br][br]Use the scatter plot to estimate the number of views for the most popular video in this 10-year span.
Estimate when the 4th most popular video was released.
A recipe for bread calls for 1 teaspoon of yeast for every 2 cups of flour.
Name two quantities in this situation that are in a functional relationship.
Write an equation that represents the function.
Draw the graph of the function. Label at least two points with input-output pairs.

Information