IM Alg1.3.4 Lesson: Linear Models

What do you notice? What do you wonder?
[math]y=1.5x+22.7[/math][br][br][img]data:image/png;base64,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[/img]
Use the applet below to help answer the questions.
[list][*]Watch the video and record the weight for the number of oranges in the table.[/*][*]Adjust the window settings as needed to fit the scatter plot of the data.[/*][*]Drag the moveable points to reposition the line through the points so it fits the data well.[/*][/list]Estimate a value for the slope of the line. What does the value of the slope represent?[br]
Estimate the weight of a box containing 11 oranges. Will this estimate be close to the actual value? Explain your reasoning.[br]
Estimate the weight of a box containing 50 oranges. Will this estimate be close to the actual value? Explain your reasoning.[br]
Estimate the coordinates for the vertical intercept of the line you drew. What does the [math]y[/math]-coordinate for this point represent?[br]
Which point(s) are best fit by your linear model? How did you decide?[br]
Which point(s) are fit the least well by your linear model? How did you decide?[br]
The scatter plot shows the sale price of several food items, y, and the cost of the ingredients used to produce those items, x, as well as a line that models the data.
[size=150]The line is also represented by the equation [math]y=3.48x+0.76[/math].[/size][br][br]What is the predicted sale price of an item that has ingredients that cost $1.50? Explain or show your reasoning.[br]
What is the predicted ingredient cost of an item that has a sale price of $7? Explain or show your reasoning.[br]
What is the slope of the linear model? What does that mean in this situation?[br]
What is the [math]y[/math]-intercept of the linear model? What does this mean in this situation? Does this make sense?[br]
Here is a scatter plot.
[math]y=-9.25x+400[/math][br][br][img]data:image/png;base64,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[/img][br][br]Using the horizontal axis for [math]x[/math] and the vertical axis for [math]y[/math], interpret the slope of the linear model in the situation shown in the scatter plot.
If the linear relationship continues to hold for the situation, interpret the [math]y[/math]-intercept of the linear model in the situation provided.
Here is another scatter plot.
[math]y=0.44x+0.04[/math][br][br][img]data:image/png;base64,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[/img][br][br]Using the horizontal axis for [math]x[/math] and the vertical axis for [math]y[/math], interpret the slope of the linear model in the situation shown in the scatter plot.
If the linear relationship continues to hold for the situation, interpret the [math]y[/math]-intercept of the linear model in the situation provided.
Here is another scatter plot.
[math]y=4x+87[/math][br][br][img]data:image/png;base64,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[/img][br][br]Using the horizontal axis for [math]x[/math] and the vertical axis for [math]y[/math], interpret the slope of the linear model in the situation shown in the scatter plot.
If the linear relationship continues to hold for the situation, interpret the [math]y[/math]-intercept of the linear model in the situation provided.
Here is another scatter plot.
[math]y=-2.4x+25.0[/math][br][br][img]data:image/png;base64,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[/img][br]Using the horizontal axis for [math]x[/math] and the vertical axis for [math]y[/math], interpret the slope of the linear model in the situation shown in the scatter plot.
Clare, Diego, and Elena collect data on the mass and fuel economy of cars at different dealerships.
[size=150]Clare finds the line of best fit for data she collected for 12 used cars at a used car dealership. The line of best fit is [math]y=\frac{-9}{1000}x+34.3[/math] where [math]x[/math] is the car’s mass, in kilograms, and [math]y[/math] is the fuel economy, in miles per gallon.[/size][br][br][table][tr][td]Diego made a scatter plot for the data he collected for 10 new cars at a different dealership.[/td][td]Elena made a table for data she collected on 11 hybrid cars at another dealership.[/td][/tr][tr][td][img]data:image/png;base64,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[/img][/td][td][img]data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAZsAAAIRCAYAAACcWxDbAAAgAElEQVR4Ae2dO3LkSLJFuSPuormErh1wBbUBLmD00rmAkttsNOpd4vSI3RTZ4qOaz252XY5nMAJAZiKB+ByYsZAIePyuu+NEgCzy7sCBAiiAAiiAAjdU4D//+c/h7obt0zQKoAAKoAAKHIANQYACKIACKHBzBYDNzSWmAxRAARRAgUnY/N///d+BLzQgBogBYoAYuDYGZmEDj1FgDQUUqBwogAJjKqD8BzZj+n7zWQObzSWnQxSoRgFgU40r+h8IsOnfx8wQBUoKAJuSMpSvrgCwWV1SGkSBZhQANs24qv2BApv2fcgMUOBSBYDNpcpR72wFgM3ZklEBBbpRANh048r6JwJs6vcRI0SBWykAbG6lLO1+UgDYfJKEAhQYRgFgM4yr958osNnfB4wABfZSANjspfyA/QKbAZ3OlFHgpwLAhlDYTAFgs5nUdIQC1SkAbKpzSb8DAjb9+paZocCcAsBmTiHur6YAsFlNShpCgeYUADbNuazdAdcIG/1iwPv7+8Pd3d3xrOs1j+fn55u1veY4W2rLPnt4eDi8vb1dNfT39/fD4+Pj0UcvLy/HtnRWPOjLZVd1QuWjAsCGQNhMgdpg44eWHyyCDrDZLBwu7ujp6Wk1EMQYEHQEH2BzsWsmKwKbSXm4uaYCtcHGD61bQMa6sbOxEuucDYc1djUaETubdfyypBVgs0QlbFZRoCbYxIfMWg+unEjAJqfK5WXedWihcKvDffAabV2Fh4WNV0ha1Sq49MDx6xQHsh8UKk8fSDEg03rRRbEN2cVVtN43x351333HNnr5XAtscrpbe8eFr629/Rj9p3vRXnXSOCnVc7s+p/HkVzq+r3MEpPpKx5iORffVro8472/fvn18ryI3btfx7s/9pePy/FT+22+/feSQ+07H7Ph2Pdm5TH1GHWJ5Oh7V9+G2zh2D6kdN3F8cQ9QvnYvn6HHoHOtas9iGbaOvpJvGbvs0xlRnrm+357qaS2587n+P8/CwsYOXnJ1oMUDTeg5YOdNJEG38MCq1EZNoj4C4ZZ+9wSb3YJGv7eMYA34I5PTNxYnacbypTqkvx0upDbXjmCzFnOMzjnvKNs5lql+3m55VJ7Yf+/VDMvZhzeIDNz7ALx2D2o3jsE5Ra/cT7dL52CbWs01uHurXcLBdeo71lvQd2/v1118/wOWxWcM9z8PCJjrQwR4dJufLUTHAYwD8/vvvx3t2XpoksV58aPz555/HKjEwHRCqo3H1etQCG+kb/WP/qzzGgB8+KvcDzTEQ48f+jWWyz9U7FoZ/cv3FMsVGbNf9hyZOxuyxxPm5TixzfKsdx+5cWYxZa5Mrs1Zqz9rGOXmM0U7txPHZJs7T9z0f37tmDFHb3JzUdtQo9m3dPFZfe86qp/Y17vSI/cY2oyYej9uNdi5z37E96e4vjz/tf49rYBNWfg7mmCRyigMgOlvldrgd67MdHO/HAFTdmHyqpz56P3qCTXzA2d8xJvwQKMWOfZ27H+NQMRT7ysWJ21AcxbGk9WK7Hp/GkdrFB1e0i/Udz7Gu+46xrfHriHXdZrTTHNJra+Szx5Xm4TVjcJvSzmNN28vZaEy283iiH1zmsafnUptRJ2n83//+9+NVu8eX6zu2N9d3OpatroFNCLLoaCeEHOEgshOjYw2YeHbS5exy7ebqbhUAW/bTK2yi//zZD+M0dlK9fd/10rPi5d///vfkSjW24dhTP/HhrQdVKb790FTfaivGbYxXtal2ZOdciHXdd+xX7enI9Z2W+Xs+bvtYMfxj+/T+NWOIc/XDPG0v2qT+8bXqeHwu09lxEKZx/BjbdL+6EdtIYRPbjZ/Vd6m9tN89r4HNBbDJJXcaoNGpMfkUJE5A2ziBp4LTti2fgc3n/zAaYyk+QPw5hU0aO4qH2Ibi0EeMSdnEB1mESGoXH1zRLtb3QzTWdd8x3j3eWDe26foCyC+//HIEWbzvuegc23BfKncb0szlS8cQ5+qHftpetLFf0rP71XhSe7cb5xJt4v04R+nw+vr6sbNJ+/S1+i61F/vc+zOwuQA2hkNcYblMAeDA8zkNQNn+9ddfxy8HgB8YsU3f6+XcAmxi0vqBGsvsn1jmB2rOT3N+jQ/FGC+xrdhXjC/bxDb8oI4PLY85ltlObahfP7g8l1I8207307oefxyP2yv1nc4tNz/PU2ePy+1eO4bY/9Sc3G/ULY5Ln+P3cUvzdZ3Yr/2je44X6eDxLOk7tud67quWM7AJTi0FiAPAQRGT08kXz7of24r39Fn3S21MBXMtQXPpOFqAjebm5E79pmvHgOwcFzk7+TfaxHrHG+GfUn+xTqkvlcd+cmOxTYzJGGcxFm0bH15pm4aw+o11PedzYJOOPbZ9nFjyj3WID9RrxhDn6Tbn2kv1cL2SH61pnErsN21P11GHqGdq675jey6L/dXwGdhcABs5zkFv5+v/LejhoGsFa3S+beYeHrUGyVqB2gps4kNZvlPiy6fRv9ak9CDwA8ZxEn3vuvEcH3COF8eS7XJ9xZjJtaEyH3Fec7BRnWjvMcV6sol9uq84TusQ20rbyNl7zOnZtvFhfM0YYp5ay1x7JT2ki+bz999/n/xfGetlTdJ5xH6/fv16UjfVZ65vaRvb8zzSPve+HhY2ews/Yv81wWZE/Wucc4RQBMjUWPUwTUE8ZV/jvRbgsLZuwGZtRWmvqACwKUoz5A1Dw7sA74LmxMjtbubq1HYf2GQ8wgMiIwpFFylALF0kW7eV/IpRsKn11c+txAc2GWV5QGREoegiBYili2TrtpJ2KF++fDl+v6HbSRYmBmwywvCAyIhC0UUKEEsXyUYlFOhCAeW/Fhh3pdnwgCgpQ/m5ChBL5yqGPQr0owCw6ceX1c8E2FTvIgaIAjdTANjcTFoaThUANqkiXKPAOAoAm3F8vftMgc3uLmAAKLCbAsBmN+nH6xjYjOdzZowCVgDYWAnON1cA2NxcYjpAgWoVqBo2/h1F/l1B/k9gc79nyv8z2f8jOf5KDLdVrUduMDDrtvd/nAM2N3BuRU3m8myL/0/iPuaeCxVJNeRQqoWNAzcGkB+asSz1mgNP/yvZv2vJbalsRNh4/lO6pTre4hrY3ELVetp0nMU8i/l4y8WOF6a37KMepdscSbWwcfBEOCyBjdzAzuZzMFq7PZMR2Hz2S08le8LGUNt7QdWTP9eeS7Ww8cNRZx8uOzegckngNkc51/DLC4FN39GWyzNDYIvff5YuMvtWu73ZVQmbGLTx70HkYOMA89Y9/l0J74piey6zq/wQVn1/xT5t552Wbf71r399/LlWA9Fj0dntur+0vtqRnY+YlPpb7KrnvnJt5IBrfVwv2rj9WOa+tzoDm62UPq+fmB+KHb1+Vnz7s2JHx1wMx3Ycs447tRXjXe05RxyvOsfci/e/f//+kW+yc/txpo7/tJ9ow+f9FKgSNg7Q9MHoYHJ5DH4HWC7gc2WS3O3FYPdntye72I/vx7Pa0aE6KtffUtcY9VlJMfV3xN2P5xzbnfvs70mV5hLvRw1iQh8HvtE/wGYjoc/oJsZFLt4cQ1Px6RiObRkGsZ7tNLwluRdhkxub+/B0nadpue9z3leBqmHjQLdEDlA9yBVYuq8gjMGVC/hcWQxk1492BlpMljgeg0X9GzYeX0wMtx3/Prnm4/ruZ67v2I/rqkw6xLruT338+eeflu54dj1gcyLL0BcxZh3HMTdizJ8Tw47DmD+KPx2xfdvFGHZOxLouy9nZgW7Xbbqccx0KVAkbB00MdMnlxFDgafegh20aWDEYfS9X5rb8wLY7vDrywz29LtnF8amuE8v2Ovthr/vxawoYruNkUztxTPqctp3qdjQI/fuh4vKtzuxstlJ6WT8xL2LMlMrVquMxxq8+l2I4AsM5sTT3cnU1hlL90nNjmRpY3VqBKmHjIIsJkAZZDHY/cGUTE+US2Dhg1b6SI/dgVz+x3A9vJ0EEg2w9nzjm+LmUqKrr5I5axL71udSH5380CG25jsu3OgObrZRe1k8uV1QzljvuLo3hWG8ONmnu5epqfM4z5VCMZddP436ZGljdWoGqYZM+tGOQKaCUCAo4J4TEionioMuVxbZiwOqzQSCb9NoOyZW7zalxu69YX59zY1RfS2HjcTnh4hxSXTwG19nqDGy2UnpZPzHmSjnkcsd2fMAvieEcMHJtacSxPdnk6spurr7zfpkKWG2lQJWwiUkQH4wOMj/Mfa0E8Kop1nXQ5criQzln5z6inRNPzjEE1LfGocPjcV070bax3GVO3twYYz+x75iU1sdn1cklqcviGDy+rc7AZiull/cT49BxnIt528X4cdlUDDvuYo7G9qdyL1dXM3OeuV/P1uUaF0d9ClQJG8nkQHYCqMzB5ICPD2gHXizLBbLLYnuqm37l+k1tfG3bdHx2d4SD68Sz7ufGHXWYgk2sG9vVZ0PICR7b8fi2OgObrZRe3k98oKexo2vHy6UxHNuPEHCu5Pp0Pi2p6/jWjHPPjOVKYHlrBaqFjYM7BwfDRuLYzkH773//+/hDA7p23fgwdpmFTeurXgxg28XkUALq5/7dp+1tE8eXq6963759+/jxaNUvjdEJ5KRP56y6MSk9pnQMHltMeI9tqzOw2Urp8/pJ40exqTxRLMV8cQw5xpbEcGw7jT3Frtvy2bmkGZTqxnHY3rZp3J+nBNa3VKBa2PjhW2vwxERxwN/SUde0XYuWwOYaL25X1/GSwma7EZzfk/MxBdr5LVHjVgpUCxtN2AEUV1e3EmKq3b/++uugLx9eRSkZ447D92s7eyW4dyICm9oi45/xpIslx4viW59rP5yPtS5Ma9dvq/FVDZutRJjrJyaft/s+t5CMc/Pb6j6w2Urp5f34Qe14jucWFlLLZ4rl3goAmwUeyMGGVdQC4RITYJMIUsGlduxfvnz59L2TvXfBFUjDEFZWANisLCjNlRUANmVtuIMCvSsAbHr3cEXzAzYVOYOhoMDGCgCbjQUfuTtgM7L3mfvoCgCb0SNgw/kDmw3FpisUqEwBYFOZQ3oeDrDp2bvMDQWmFQA20/pwd0UFgM2KYtIUCjSmALBpzGEtDxfYtOw9xo4C1ykAbK7Tj9pnKABszhALUxToTAFg05lDa54OsKnZO4wNBW6rALC5rb60HhQANkEMPqLAYAosgo2M+EIDYoAYIAaIgWtiQH9X664EWTXMgQJrKEAsraEibaBAmwoo/4FNm75rbtTApjmXMWAUWE0BYLOalDQ0pwCwmVOI+yjQrwLApl/fVjczYFOdSxgQCmymALDZTGo6AjbEAAqMqwCwGdf3m88c2GwuOR2iQDUKAJtqXNH/QIBN/z5mhihQUgDYlJShfHUFgM3qktIgCjSjALBpxlXtDxTYtO9DZoAClyoAbC5VjnpnKwBszpaMCijQjQLAphtX1j8RYFO/jxghCtxKAWBzK2Vp95MCwOaTJBSgwDAKAJthXL3/RIHN/j5gBCiwlwLAZi/lB+wX2AzodKaMAj8VADaHw+H5+flwd3d3eHp6WhQYb29vh4eHh8P9/f3xt5jmKqkttakv2apOeiyxSeu0fA1sWvbe/NhfXl4+Yt6xr7L0SO0eHx8P7+/vqRnXnSkwNGwU4Ap0J8YS2MREKcFG7UTApNeKobQsve4szo7TATY9evWfOSmXvn79erL48iIuAkdlMW+8cAM4/caGZzY0bJQECnydBQc98KcOw0l2adK4nv5eg9t0mRNKdXQssXHdns7Apidvzs/Fce+8ivkTazsPlRcc/SowNGzs1jQpXD51LsFG5XFX4zaUcF69LbFxvZ7OwKYnb87PxXnlRVYJNqV8mO8Bi5YUADaHw/H7KUt2NtGxSpD4OkD3nEyGSmqvPl5fX4/QmbJRkvZ4AJsevZqfk3MhXXhpF6PX1t7teJdvIOVbo7QHBYDNDWDjRIoBYjj9+PHjCJspm15fJwCbGBF9flacz30P1Dse2wlAHP0rAGw2hE3c2ZRgk64EewpBYNOTN+fnohgXUCJMDCOX+Tq305/vAYuWFAA2N4BNLnGUVBE2Uza8RmsphRhrSQG/SnOsl16Z+dWaAVRqj/K2FQA2K8JGoWCopMDQKs9Jt8Sm7bDKj56dTV6XnktjrJeg4tdqsuXoVwFgszJscgmVJtMSmx5DDtj06NXpOcVFlnc26Q7G5cBmWsvW7wKbCdj4NUDu+yhKjPSn0RwMSrBYJ72WXVqWXrutns7Apidvns5FufL9+/eTQuVI/J6N8ynmjctivpw0wkU3CgCbCdhMrbimYKPoEDz80zalRFpi002kHQ4HYNOTN0/n4t26Y17nCJVoHeNedrrm6F8BYDPhYyVQCRQT1bhVUADYFIShGAUGUADYFJzs7T3vkQsCXVAMbC4QjSoo0IkCwKYTR7YwDWDTgpcYIwrcRgFgcxtdaTWjALDJiEIRCgyiALAZxNE1TBPY1OAFxoAC+ygAbPbRfchegc2QbmfSKHBUANgQCJspAGw2k5qOUKA6BYBNdS7pd0DApl/fMjMUmFMA2MwpxP3VFAA2q0lJQyjQnALApjmXtTtgYNOu7xg5ClyrALC5VkHqL1YA2CyWCkMU6E4BYNOdS+udELCp1zeMDAVurQCwubXCtP+hALD5kIIPKDCcAsBmOJfvN2Fgs5/29IwCeyuwCDYy4gsNiAFigBggBq6JAf3ZlrsS9dQwBwqsoQCxtIaKtIECbSqg/Ac2bfquuVEDm+ZcxoBRYDUFgM1qUtLQnALAZk4h7qNAvwoAm359W93MgE11LmFAKLCZAsBmM6npCNgQAygwrgLAZlzfbz5zYLO55HSIAtUoAGyqcUX/AwE2/fuYGaJASQFgU1KG8tUVADarS0qDKNCMAsCmGVe1P1Bg074PmQEKXKoAsLlUOeqdrQCwOVsyKqBANwoAm25cWf9EgE39PmKEKHArBYDNrZSl3U8KAJtPklCAAsMoAGyGcfX+EwU2+/uAEaDAXgoAm72UH7BfYDOg05kyCvxUANgcDofn5+fD3d3d4enpaTIw3t/fD4+Pj0db2etL1ypPD7Vlm4eHh8Pb21tqcuxvzuZTpYYLgE3Dzlsw9JeXl4+Yd1yrLD30m3/v7+8/bOfyLq3PdZsKDA2bFB5zQS8oRRsBRCBJgSObCJj0WqGSlqXXbYbT9KiBzbQ+Ld9VLn39+vX4K+Q9Dy/iInAMJJc5hxT/HH0rMDRsFPBaYeksOFwS8G5DqzUdXrU5mVTmhFLyLbU5Gnb2D7DpzKEz03HcO6+8uPO1q6c55HLOfSkwNGzsyjQpXL7krETRKwPDRUCJuxq3oQTzDmiJjev1dAY2PXlzfi7Oq6lFllrxAs128y1j0aICwCbsPNIV1xKHxlWZV26GSqxvwLy+vh6hM2WjJO3xADY9ejU/J+dCXHilCzPXNJQuyT+3wbl+BYDNlbCJOxYnWC5pBBu9svvx48cRNlM2fiVXf/icN0Jgc55eLVorzv3DAWmMl3YwLk/tW5w/Yy4rAGyugE26UpuDjVZ53tnkEsu7H3Y25YDlTjsKKMbjK2aNXGVadHlB5ZyRneKfo18FgM2FsPFqLCaIE2fqFZlhM2UDbPpNuJFmVsoHQ0iAEXi+f//+8YM6I+kz2lyBzQWw8TvmCBoHTml3ogQzYJbYuL2ezrxG68mby+ZSivVYWzbOjVjO574UADZnwmYKNAqN9NWaytI6S2z6CrN/ZgNsevTq9JziIitn6TcEygmOvhUANgEGSox4+DWAf6LG0EjtYh191n3XyV3nytI6aZs9XAObHryYn4NyRa/D4qEdS/o9m9x92XH0rwCwmYCNV11KBoNHyZP7SgGka9tF8MSQWmIT7Vv/DGxa92B5/N6tO+Z1jj8I4JrRjldnVmWMM7CZ8LMSowSKiWrcKigAbArCUIwCAygAbApO9k6GLX5BoAuKgc0FolEFBTpRANh04sgWpgFsWvASY0SB2ygAbG6jK61mFAA2GVEoQoFBFAA2gzi6hmkCmxq8wBhQYB8FgM0+ug/ZK7AZ0u1MGgWOCgAbAmEzBYDNZlLTEQpUpwCwqc4l/Q4I2PTrW2aGAnMKAJs5hbi/mgLAZjUpaQgFmlMA2DTnsnYHDGza9R0jR4FrFQA21ypI/cUKAJvFUmGIAt0pAGy6c2m9EwI29fqGkaHArRUANrdWmPY/FAA2H1LwAQWGUwDYDOfy/SYMbPbTnp5RYG8FFsFGRnyhATFADBADxMA1MaA/23JXop4a5kCBNRQgltZQkTZQoE0FlP/Apk3fNTdqYNOcyxgwCqymALBZTUoamlMA2MwpxH0U6FcBYNOvb6ubGbCpziUMCAU2UwDYbCY1HQEbYgAFxlUA2Izr+81nDmw2l5wOUaAaBYBNNa7ofyDApn8fM0MUKCkAbErKUL66AsBmdUlpEAWaUQDYNOOq9gcKbNr3ITNAgUsVADaXKke9sxUANmdLRgUU6EYBYNONK+ufCLCp30eMEAVupQCwuZWytPtJAWDzSRIKUGAYBYDNMK7ef6LAZn8fMAIU2EsBYLOX8gP2C2wGdDpTRoGfCgCbw+Hw/Px8uLu7Ozw9PU0Gxvv7++Hx8fFoK3t96Vrl8Xh5eTmxsa3K46H+fO/h4eHw9vYWb3f3Gdh059KTCeXiPo35XA6V8uikcS6aV2Bo2KSBPwcbQSnaCA6CRAoc2aVlaaSonQiY9Dq17+Ea2PTgxfwclEtfv349/gp5W3gRF4HjnIlltufctwJDw0YBf39/f9BZD/4IkqVudxv6Ow0+1M5UW7J1v67jJFSC9noAm149m5+XYzrmgmL/l19+OYFSvjalvSkwNGzszFxS+N7cWbDRawCdfSi5pqChe3FXE+vN7Yhs2+IZ2LTotcvH7LyKuSDYfPnypftXxper1m9NYHM4HAN/rZ2NX83FBIvh4/s5qJQgFOu3/BnYtOy988buOE8XVX6LIBBxjKUAsLkSNtrFRHB4Nedv/OscXyM4CWOZQ06w0eu1+ErO93o4A5sevDg9B8WwY78U476vc8/xPq3UeHeBzRWwyb1CS0PI35/xCm8ONrZL2+nhGtj04MXlcxBsBJT4ijmtbZvSm4DUnut2FQA2F8LGEFmSJIaSbA2buBty+Og+sLEanFtXYCrWPTfb9Bz3nuvoZ2BzAWz8qmwJaBRgqX0JKlrl5SDUS5Cys+nFk8vnUYr12MISm2jP5zYVADYBBrl3zKlbU3Ck93PX3tn4dUJ6rTqXtJvrq+YyYFOzd24ztrkFlHc2PS+ybqNse60Cm/CgT2HjRPAW30BI7aLb//jjj5Mf6/TrtjSZ1IbbVf30OrbZy2dg04snP89DufL9+/eTG9qxxO/ZyOb3338/sVHcR5uTm1x0pQCwmYCNQaGkMXiUGLkvJU3JRvVzhxNN7UXw5Gx7KAM2PXgxPwfv1mNupD9plrMZIe7zio1XCmwmfK7kIBkmBDrzFrA5UzDMUaAjBYBNwZnepZR2JYVqFE8oAGwmxOEWCnSuALDp3ME1TQ/Y1OQNxoIC2yoAbLbVe+jegM3Q7mfygysAbAYPgC2nD2y2VJu+UKAuBYBNXf7oejTApmv3MjkUmFQA2EzKw801FQA2a6pJWyjQlgLApi1/NT1aYNO0+xg8ClylALC5Sj4qn6MAsDlHLWxRoC8FgE1f/qx6NsCmavcwOBS4qQLA5qby0nhUANhENfiMAmMpAGzG8veuswU2u8pP5yiwqwLAZlf5x+oc2Izlb2aLAlEBYBPV4PNNFQA2N5WXxlGgagUWwUZGfKEBMUAMEAPEwDUxoD/bcldCohrmQIE1FCCW1lCRNlCgTQWU/8CmTd81N2pg05zLGDAKrKYAsFlNShqaUwDYzCnEfRToVwFg069vq5sZsKnOJQwIBTZTANhsJjUdARtiAAXGVQDYjOv7zWcObDaXnA5RoBoFgE01ruh/IMCmfx8zQxQoKQBsSspQvroCwGZ1SWkQBZpRANg046r2Bwps2vchM0CBSxUANpcqR72zFQA2Z0tGBRToRgFg040r658IsKnfR4wQBW6lALC5lbK0+0kBYPNJEgpQYBgFgM0wrt5/osBmfx8wAhTYSwFgs5fyA/YLbAZ0OlNGgZ8KAJvD4fD8/Hy4u7s7PD09TQbG29vb4eHh4Wgr+6k6ass2qqO66bHEJq3T8jWwadl782N/eXn5iHnHvspKR7RXDnL0rcDQsHl/fz88Pj5+JMgcbJQQMSn067Lv7+8/QUrtRMCk1wqptCy97jHsgE2PXv1nTsqlr1+/Hn+FvGfpRVwKHC/aYo64Dud+FRgaNkoCwUJnBb4e+OceKSQMoJhgTi6DaonNueNowR7YtOCl9cbouI955TLnwnq90VLtCgwNGzvHCRCTwvfmzqqj3ZFWdjqURLkVW7RbYjPXb4v3gU2LXrt8zM6rCJaYB5e3TM0WFQA2h8Px+ymX7GyURHo37V2MX8tF+DgoDJjX19cjnKZslKQ9HsCmR6/m5+RciAsvw+fbt28nr6+jTb41SntQANicCRu/AhNk0iRxguV2SIKNXtn9+PHjmGhTNuqjxwPY9OjV0zl5Aab8SGNcizKVKw8c486ZNJdOW+WqBwWAzZmwiU538jipnDi+jrbpzmbKhp1NVI7PrSqgGI87f+eL3wR4Xl7AKUc4+lUA2FwBG4WFdyxKGMNm6hUZr9H6TSZmdqpAmg+CTNzV2Nqv13ILMNtwbl8BYHMlbLwq82rNO5h0d6JEMoSW2LQfWp9nwGu0z5r0XhJjPc0Vzx3YWIm+z8DmStikqzVdx1cHCh8nkxJPxxKbHsMO2PTo1ek5xUWW8yDdwZQgNN0yd1tTANgEGKRJ4NcA/ublb7/9dvKbAJwkaT1du44CIr3OleVsWgumufECmzmF2r2vXPn+/fvJBLS4Shde6ULLOeZd/0kDXHSlALCZgI1hoqTxqkzJE7+8W0mjQvCwXQRPtGeojtsAACAASURBVFtiE+1b/wxsWvdgefyGiGNe59z3Z9SC88q2ygOO/hUANhM+VgKVQDFRjVsFBYBNQRiKUWAABYBNwcne3pd2LoVqFE8oAGwmxOEWCnSuALDp3ME1TQ/Y1OQNxoIC2yoAbLbVe+jegM3Q7mfygysAbAYPgC2nD2y2VJu+UKAuBYBNXf7oejTApmv3MjkUmFQA2EzKw801FQA2a6pJWyjQlgLApi1/NT1aYNO0+xg8ClylALC5Sj4qn6MAsDlHLWxRoC8FgE1f/qx6NsCmavcwOBS4qQLA5qby0nhUANhENfiMAmMpAGzG8veuswU2u8pP5yiwqwLAZlf5x+oc2Izlb2aLAlEBYBPV4PNNFQA2N5WXxlGgagUWwUZGfKEBMUAMEAPEwDUxoD8vcVdCohrmQIE1FCCW1lCRNlCgTQWU/8CmTd81N2pg05zLGDAKrKYAsFlNShqaUwDYzCnEfRToVwFg069vq5sZsKnOJQwIBTZTANhsJjUdARtiAAXGVQDYjOv7zWcObDaXnA5RoBoFgE01ruh/IMCmfx8zQxQoKQBsSspQvroCwGZ1SWkQBZpRANg046r2Bwps2vchM0CBSxUANpcqR72zFQA2Z0tGBRToRgFg040r658IsKnfR4wQBW6lALC5lbK0+0kBYPNJEgpQYBgFgM0wrt5/osBmfx8wAhTYSwFgs5fyA/YLbAZ0OlNGgZ8KAJvD4fD8/Hy4u7s7PD09nRUYrqdzeqgttamvh4eHw9vbW2py7G/O5lOlhguATcPOWzD0l5eXj5h3XKssd9j28fHx8P7+njOhrDMFhoaNglzB7sQ4Bzb6Vdn39/fHuils1E4ETHqtGErL0uvO4uw4HWDTo1f/mZNy6evXr8dfIe9ZejGWAkex7pwDNlar//PQsFESCBg6Cw5KgiWHIfXLL78c60fYGEIxwbSrUfu2W2KzZByt2QCb1jx23Xgd9zGvHPu//fbbcaEHbK7TuKXaQ8PGjsolhe/lzimkDBHZ6nPc1bi+Es6JtcTG9Xo6A5uevDk/F+dVzA/X8oLNOeFyzv0qAGwOh+P3U5bubJxAgoc/O5mmEsiAeX19La7obKN2ezyATY9ezc/JuZBbeKmG7wObvH49lgKbM2ETdygl2MTXBg4agUSv7H78+HGEzZSNXjX0eACbHr16OifFub8fk4txWwMbKzHOGdicARu/PjMMzoWNVnne2eQSkZ3NOIk3wkwV4wJP/P6l5w1srMQ4Z2CzEDYpWBQiadlUAhkkhk3u9YFt1G6PBzubHr1antNUPkzdK7fInZYVADYBGrndhp2r1ZlfD+TOekWmHU8JGGrbgFli4357OgObnry5bC6lWAc2y/TryQrYLIRNzunpzkY2hlJ8dZDaLbHJ9dd6GbBp3YPnjz8usmJtYBPVGOMzsJmAjROi9BM1KUQcMkqwWCe9ll1all67rZ7OwKYnb57ORbny/fv3k0LtaviezYkkQ18AmwnY+D+gKWlyRwk2shU8/Lotgie2s8Qm2rf+Gdi07sHy+L1bd8zr7FfLuVpeyPnVcs6Gsr4UADYT/lQClUAxUY1bBQWATUEYilFgAAWATcHJXnmVdjWFahRPKABsJsThFgp0rgCw6dzBNU0P2NTkDcaCAtsqAGy21Xvo3oDN0O5n8oMrAGwGD4Atpw9stlSbvlCgLgWATV3+6Ho0wKZr9zI5FJhUANhMysPNNRUANmuqSVso0JYCwKYtfzU9WmDTtPsYPApcpQCwuUo+Kp+jALA5Ry1sUaAvBYBNX/6sejbApmr3MDgUuKkCwOam8tJ4VADYRDX4jAJjKQBsxvL3rrMFNrvKT+cosKsCwGZX+cfqHNiM5W9miwJRAWAT1eDzTRUANjeVl8ZRoGoFFsFGRnyhATFADBADxMA1MaA/23JXQqIa5kCBNRQgltZQkTZQoE0FlP/Apk3fNTdqYNOcyxgwCqymALBZTUoamlMA2MwpxH0U6FcBYNOvb6ubGbCpziUMCAU2UwDYbCY1HQEbYgAFxlUA2Izr+81nDmw2l5wOUaAaBYBNNa7ofyDApn8fM0MUKCkAbErKUL66AsBmdUlpEAWaUQDYNOOq9gcKbNr3ITNAgUsVADaXKke9sxUANmdLRgUU6EYBYNONK+ufCLCp30eMEAVupQCwuZWytPtJAWDzSRIKUGAYBYDNMK7ef6LAZn8fMAIU2EsBYLOX8gP2C2wGdDpTRoGfCgCbw+Hw/Px8uLu7Ozw9PS0OjLe3t8PDw8Ox3uPj4+H9/f2krtpSm/qSnezTY4lNWqfla2DTsvfmx67f6Ht/f/8R94p95ZaPmDPOjXh+eXmxKecOFRgaNgKEQOGAXwobQ6KUHLofAZNeK47SsvS6w1g7/k2kHufFnA7HxZZyKeaEPqfAyWklIMV8ydlQ1r4CQ8NGyaCVmM4Kdj3w5w7Z5HYyrufVXUw6r+i8ylti4/Z6OrOz6cmby+Yyly/OjSW5t6xHrGpVYGjY2ClLA95wEixKR2mVFpNuiU2p/ZbLgU3L3rts7Ir7qV3Lkpy6rGdq1aYAsDkcjt9PWbKzMTC+ffv28epNrwm8i/FrudzOx4B5fX097oymbAS/Hg9g06NXp+fknEm/p6lazhfZcPSvALBZCBvvftJ30IKIgTOVPLLTK7sfP34cYZNLMNtM7ZxaDklg07L3zh+7c0ZxnTu0SHPu5O5T1pcCwOZM2KSQMGC0U/n7778nQaLdk3c2aTsKKyXl1CuH1kMP2LTuwfPGrxgvxXPMG33m6F8BYHMmbHKrNCeVQTL1imyJDa/R+k+83mc4t0vP/ZBM75qMPj9gsxA2XonldiSGjSBR2p3IxhBaYtNjYLKz6dGrn+e05Jv+MR8+t0BJjwoAm4WwkfMjVBwMKYRy76HTd9dLbNx+T2dg05M383NZAhrvanJvCfKtUtqDAsBmAjYGid87GxqCjo/c64IUSum16qZl6bXb7+kMbHry5ue55BZRn60+x37OhrL+FAA2E7DJrcAMIP0Ujb4MojQ0BI81bNJ2W74GNi17b3rszhXHfHoWiHQYSOxqpvXs8S6wmfCqEqMEk4lq3CooAGwKwlCMAgMoAGwKTvYOhhVYQaALioHNBaJRBQU6UQDYdOLIFqYBbFrwEmNEgdsoAGxuoyutZhQANhlRKEKBQRQANoM4uoZpApsavMAYUGAfBYDNProP2SuwGdLtTBoFjgoAGwJhMwWAzWZS0xEKVKcAsKnOJf0OCNj061tmhgJzCgCbOYW4v5oCwGY1KWkIBZpTANg057J2Bwxs2vUdI0eBaxUANtcqSP3FCgCbxVJhiALdKQBsunNpvRMCNvX6hpGhwK0VADa3Vpj2PxQANh9S8AEFhlMA2Azn8v0mDGz2056eUWBvBRbBRkZ8oQExQAwQA8TANTGgP0VxV6KeGuZAgTUUIJbWUJE2UKBNBZT/wKZN3zU3amDTnMsYMAqspgCwWU1KGppTANjMKcR9FOhXAWDTr2+rmxmwqc4lDAgFNlMA2GwmNR0BG2IABcZVANiM6/vNZw5sNpecDlGgGgWATTWu6H8gwKZ/HzNDFCgpAGxKylC+ugLAZnVJaRAFmlEA2DTjqvYHCmza9yEzQIFLFQA2lypHvbMVADZnS0YFFOhGAWDTjSvrnwiwqd9HjBAFbqUAsLmVsrT7SQFg80kSClBgGAWAzTCu3n+iwGZ/HzACFNhLAWCzl/ID9gtsBnQ6U0aBnwoAm8Ph8Pz8fLi7uzs8PT0tDoy3t7fDw8PDsd7j4+Ph/f39o+7Ly8uxXG3GL5XHQ/35vtpSmz0fwKZn7x6Ov9H3/v7+I6YV28qt9EjzI82f1J7rPhQYGjYChALdD/ylsDEkUng4JJRgcwmkNiJg0mu31dMZ2PTkzdO5OJdiThgqETj6LCDpV83r8KJtLl9Oe+OqRQWGho2SQYGvsx78S2Ajm7nEkM1UW0o09+ugcdLFxPS9Xs7AphdPLp9HzBcDKc0N56EBtLx1LFtSYGjY2FF+0KdJ4Ps+L00KtTMFDd2Luxq3HxPTZT2dgU1P3lw2F8W0Y70Em1I+LOsBq1YUADZhKz8HG8Pg27dvH6/e9ApOEPLhhCrBxvdzu6Pekw7YOErGOTtnFPc6lCvKGeead/mlfBlHqf5nCmwWwsa7n/SbnkqSCJxop/KYWAonw8bJFkNMbcX32fFeD5+BTQ9eXD4H50IKEpc7P+JibXnrWLamALA5EzYpJAyP3E5FweCV29yrBNkqKW3XWiAtGS+wWaJSPzbKlTSe08WZr0v5048azATYnAmbdJWmEMolVQwtvzpQ3Sk46X6anLGd1j8Dm9Y9uHz8iuV0l+6FV5pDzg92OMv1bdES2CyEjSGR7mzk9DnY+LWBk6wEFbXT8woP2LT4iDh/zIJGChq1UoJKmh/n90iNFhQANgthI2fmoDIFIQdAmmTptexGSDhg44jo91wCjWbsnY1s4uFyL8biPT73owCwCQ/6dNdikPjVloEQ7ZQgcRX3xx9/nPwmACdSumNJwZVe9xNi/5sJsPmfFj1+yi2i4jydTzFfXOYci/Z87ksBYDMBG4MirricHP5Jmpgk6T3bxPoxfAQY28R2ok1Pn4FNT948nYtzxfGcnuNuJsa97HTN0b8CwGbCx0qQESAwIcGqt4DNqnLSGAo0pQCwKbjLu5TSrqRQjeIJBYDNhDjcQoHOFQA2nTu4pukBm5q8wVhQYFsFgM22eg/dG7AZ2v1MfnAFgM3gAbDl9IHNlmrTFwrUpQCwqcsfXY8G2HTtXiaHApMKAJtJebi5pgLAZk01aQsF2lIA2LTlr6ZHC2yadh+DR4GrFAA2V8lH5XMUADbnqIUtCvSlALDpy59VzwbYVO0eBocCN1UA2NxUXhqPCgCbqAafUWAsBYDNWP7edbbAZlf56RwFdlUA2Owq/1idA5ux/M1sUSAqAGyiGny+qQLA5qby0jgKVK3AItjIiC80IAaIAWKAGLgmBvSnKO5KSFTDHCiwhgLE0hoq0gYKtKmA8h/YtOm75kYNbJpzGQNGgdUUADarSUlDcwoAmzmFuI8C/SoAbPr1bXUzAzbVuYQBocBmCgCbzaSmI2BDDKDAuAoAm3F9v/nMgc3mktMhClSjALCpxhX9DwTY9O9jZogCJQWATUkZyldXANisLikNokAzCgCbZlzV/kCBTfs+ZAYocKkCwOZS5ah3tgLA5mzJqIAC3SgAbLpxZf0TATb1+4gRosCtFAA2t1KWdj8pAGw+SUIBCgyjALAZxtX7TxTY7O8DRoACeykAbPZSfsB+gc2ATmfKKPBTAWBzOByen58Pd3d3h6enp8nA0H3Z5b7SutH24eHh8Pb29qntJTafKjVcAGwadt6Coes3+t7f35/kh3KrdLy8vHzYTtmV6lPelgJDw+b9/f3w+Pj4EfApMJa40gmmxPGhdiJg0mvZpWXptdvq6QxsevLm6VycSzEPDJMUJFp4KT9ijpy2xlWPCgwNGyWDVmI6K/D1wD/3SCGRg4+Ty0m3xObccbRgD2xa8NK6Y1R+aEEnGOlIc2Hd3mitZgWGho0d4wQ4FzauZ4ioPX3Ordhi0i2x8dh6OgObnry5bC7pYizmwbIWsOpFAWATVlvnwiaFhl8lxJWcA8W2r6+vx5XelI0g1uMBbHr06vScIly8OPv27dvJ6+vc4my6Ve62qACwuRA2TpwIKMMmljkoBBu9svvx48cx0aZs9JqtxwPY9OjV8pycI4p9Hf4ejvLAMe6cAThlHXu5A2wuhI3h4aRRQDhxSiBRQnlnM2XDzqaX9Bp7HorxCBHDRud4+HuYhlK8x+d+FAA2F8CmBBWXT70iM2ymbIBNPwk26kxyizFBJu5qrI13QLkFmG04t68AsLkANqWkUTgoyeJqziGiRDJglti4Xk9nXqP15M3yXEr54R1MurMBNmUte7oDbM6EzdTuRYGhRNJ/+owJ5WTya4IlNj0FmecCbKxEv2fFdm73ohk7D9IdTAlC/ao05syAzUQSGCxxp5IDRRo66bvq9Fr2aVl6nbbZwzWw6cGL5TksyY3UxjnmXX+5de60rgCwmYCNV1zekXhltiQxBA//WpsIqxgwS2yifeufgU3rHiyP37nimE/PgoyP1FZ5wNG/AsBmwsdKkBIoJqpxq6AAsCkIQzEKDKAAsCk42dt772oKZhSfoQCwOUMsTFGgMwWATWcOrXk6wKZm7zA2FLitAsDmtvrSelAA2AQx+IgCgykAbAZz+J7TBTZ7qk/fKLCvAsBmX/2H6h3YDOVuJosCJwoAmxM5uLilAsDmlurSNgrUrQCwqds/XY0O2HTlTiaDAmcpAGzOkgvjaxQANteoR10UaFsBYNO2/5oaPbBpyl0MFgVWVQDYrConjU0pAGym1OEeCvStALDp279VzQ7YVOUOBoMCmyoAbDaVe+zOgM3Y/mf2YysAbMb2/6azBzabyk1nKFCVAotgIyO+0IAYIAaIAWLgmhjQn5e4KyFQDXOgwBoKEEtrqEgbKNCmAsp/YNOm75obNbBpzmUMGAVWUwDYrCYlDc0pAGzmFOI+CvSrALDp17fVzQzYVOcSBoQCmykAbDaTmo6ADTGAAuMqAGzG9f3mMwc2m0tOhyhQjQLAphpX9D8QYNO/j5khCpQUADYlZShfXQFgs7qkNIgCzSgAbJpxVfsDBTbt+5AZoMClCgCbS5Wj3tkKAJuzJaMCCnSjALDpxpX1TwTY1O8jRogCt1IA2NxKWdr9pACw+SQJBSgwjALAZhhX7z9RYLO/DxgBCuylALDZS/kB+wU2AzqdKaPATwWAzeFweH5+Ptzd3R2enp5mA+Pt7e3w8PBwtFed+/v7428yTSuqLd3Xl+xVLz2W2KR1Wr4GNi17b37s+o2+ygfHvc7KrfR4eXk5sXl8fDy8v7+nZlx3psDQsFGAK9CdHHOwcTLFBFKdFDgqi4BJrxVDaVl63VmcHacDbHr06j9zci4JJD4MlZgv+hzzxYs3gGPV+j0PDRslgwJfZ8FBD/ypQ4kSISJbJ4sTykCKSXeJzdQ4Wr0HbFr13OXjVk4ZJAZSmmfOQ+UOR78KDA0bu9UwSJPA933OwSaFS85G9WPSLbFxnz2dgU1P3lw2F8W9F2gl2JTyYVkPWLWiALAJu5M52BhKafKkKzdfxyBwQr2+vh5XelM26qfHA9j06NXpOcVFliy1i9Fra+eaF2vKD46+FQA2Z8DGoaBEyX2fp7RyUz0lk17Z/fjx4wgbJ5vbjDa9vk4ANtHb/X/24iwFicudQ/GVc/+qjDtDYHMGbLwKMyh87W94zsFGOyLvbNxGDD3vftjZRFX43KoCinG/BfAcFOOCjAHj69xO33U496EAsFkIG4MkTQqv0pRYJRuFikFi2KTtRBtg00dyjTwLxbsXYdbBizPdi4dfrRlA8R6f+1EA2CyETYRK6n6BxvAwVFJgnGuT9tHDNa/RevDi/BwEjRQ0qlWCinMrhdB8T1i0pACwWQgb71oEjXi43LDJJVSaTEtsYh+9fAY2vXiyPI8SaFTDOxvZxMPlwCaq0t9nYDMBG4PE752VDHrfHJPCZTGBBCTXUcik17mynE1v4QZsevPo6Xxyi6ho4XyKux6XxXyJdfjcjwLAZgI2uRWXE8o/SVNKEsFjDZt+Qu1wADY9efN0Ls4Vx3x6Thdj8b5yhaN/BYDNhI+VICWYTFTjVkEBYFMQhmIUGEABYFNwsrf38ZVZwZTihQoAm4VCYYYCHSoAbDp0aq1TAja1eoZxocDtFQA2t9eYHn4qAGwIBRQYVwFgM67vN585sNlccjpEgWoUADbVuKL/gQCb/n3MDFGgpACwKSlD+eoKAJvVJaVBFGhGAWDTjKvaHyiwad+HzAAFLlUA2FyqHPXOVgDYnC0ZFVCgGwWATTeurH8iwKZ+HzFCFLiVAsDmVsrS7icFgM0nSShAgWEUADbDuHr/iQKb/X3ACFBgLwWAzV7KD9gvsBnQ6UwZBX4qAGwIhc0UADabSU1HKFCdAotgIyO+0IAYIAaIAWLgmhjQn6K4K2FQDXOgwBoKEEtrqEgbKNCmAsp/YNOm75obNbBpzmUMGAVWUwDYrCYlDc0pAGzmFOI+CvSrALDp17fVzQzYVOcSBoQCmykAbDaTmo6ADTGAAuMqAGzG9f3mMwc2m0tOhyhQjQLAphpX9D8QYNO/j5khCpQUADYlZShfXQFgs7qkNIgCzSgAbJpxVfsDBTbt+5AZoMClCgCbS5Wj3tkKAJuzJaMCCnSjALDpxpX1TwTY1O8jRogCt1IA2NxKWdr9pACw+SQJBSgwjALAZhhX7z9RYLO/DxgBCuylALDZS/kB+wU2AzqdKaPATwWGhs3Ly8vh7u7u5EtlU8f7+/vh8fHxo44+qyw9np6ePmweHh4Ob29vqclhic2nSg0XAJuGnbdg6PqNvvf39x9xr9x6fn4u1nQuqY7qcvStwLCw0cP/y5cvJ0GuxFCClIDj5DBg0muHiiASAZNeyy4tS6/dVk9nYNOTN0/n4lyIuePFXAk4zjdgc6plr1fDwibnUCeMHvy5Q8mTJoZXc06y9FrtCGyCj5NuiU2u/9bLgE3rHjx//MolL85ibefAr7/++imnoh2f+1EA2ARfGja55JBZLnFcx4ASUOKuxs3HuktsXK+nM7DpyZvL5qK4n8qH3377Ddgsk7J5K2ATXJiCI9z62J0YKvGeQfL3338fV3E5WBkwr6+vsza57+/E/lr9DGxa9dzl43ZuKLd8+PWazrm3Bbbj3JcCwCb401t7vxILtz5g41dh8Z5XbwZJDkiqp1dwP378OMJmykbj6PEANj16tTyn9PWxLNMyYFPWr7c7wOanR72rye1KckkSA8GrN+9sSiDR64Q5IOVeOcS+Wv4MbFr23vljVx6k8exc8U4H2Jyva6s1gM1Pz+USIzrVK7IcSJxAhk0OWLxGOxyATYyovj97Jx936Tmw5Mr6Vmbc2QGbw+H4U2LpCiwXEoaKV2Wy8Y7IEDJU0u+7xLpLbHL9t14GbFr34LLxlwCiHEj/X1u8zi3SlvWIVQsKDA+b0oM/57zcai39Po8SLf2/Ot4Vqb6OJTa5/lsvAzate3B+/CXQlGqea19qh/L6FRgaNjl4RJd51+Jdj6+9AkuvXVcrONdRWXqdK8vZuL1ezsCmF0/m55FbROUt/1cKbP6nRe+fhoWNEyNu4/3Z/3HTuxbvSBQMBoxtDZ40UOIrgwieaLfEJtq3/hnYtO7B8vidK86L9Kx8yx3AJqdKn2XDwmaJO5UIJVAsqY/NqQLA5lQPrlBgJAWATcHb3sHEXU3BlOKFCgCbhUJhhgIdKgBsOnRqrVMCNrV6hnGhwO0VADa315gefioAbAgFFBhXAWAzru83nzmw2VxyOkSBahQANtW4ov+BAJv+fcwMUaCkALApKUP56goAm9UlpUEUaEYBYNOMq9ofKLBp34fMAAUuVQDYXKoc9c5WANicLRkVUKAbBYBNN66sfyLApn4fMUIUuJUCwOZWytLuJwWAzSdJKECBYRQANsO4ev+JApv9fcAIUGAvBYDNXsoP2C+wGdDpTBkFfioAbAiFzRQANptJTUcoUJ0Ci2AjI77QgBggBogBYuCaGNCforgrYVANc6DAGgoQS2uoSBso0KYCyn9g06bvmhs1sGnOZQwYBVZTANisJiUNzSkAbOYU4j4K9KsAsOnXt9XNDNhU5xIGhAKbKQBsNpOajoANMYAC4yoAbMb1/eYzBzabS06HKFCNAsCmGlf0PxBg07+PmSEKlBQANiVlKF9dAWCzuqQ0iALNKABsmnFV+wMFNu37kBmgwKUKAJtLlaPe2QoAm7MlowIKdKMAsOnGlfVPBNjU7yNGiAK3UgDY3EpZ2v2kALD5JAkFKDCMAsBmGFfvP1Fgs78PGAEK7KUAsNlL+QH7BTYDOp0po8BPBYaGzcvLy+Hu7u7kS2VTx/v7++Hx8fGjjj6rLB65dtVP2vbT09NHOw8PD4e3t7fYTHefgU13Lj2ZkH6j7/39/UdMK+afn5/PtjmpwEU3CgwLGz3Yv3z5cvyV1/amEiMHBd83aAyY9Np2asc2LkvPAk0ETHqd2vdwDWx68GJ+Ds6FuKDyosvAWWKTb53SHhQYFjY55zkZ9ODPHUoerdy0gvPh1VxMMtUvtaF6uTqCn+DjxHT7PZ2BTU/eXDYX5cGShdeczbLesKpZAWATvGPYlAI/lziuE+Giz1PQ0L24q/EQcu37Xg9nYNODF8+bg2I6F+uxlSU20Z7PbSoAbILfcuDwbe88lBjpESHhNkqw8f0c0EoQSvtr9RrYtOq5y8cdc6PUyhKbUl3K21EA2ARf5V5v+bZhk4OIksWrN9vFHzzQfR+GTSzzPbWdvqbzvR7OwKYHLy6fg3MhlzNuZYmNbTm3rQCw+ek/QyC345DJVFJMrcwMMMPI/ZRgY7u2wyo/emCT16XXUsX4XDwvselVn9HmBWx+enwu6A2bHCRUVoKUmo8/lWPY5Ox5jTZa+vU73yW79CU2/So03syAzeFw/Gb+3ApMoZGDiuGRg5DDyaDy64QSVHLtu40ezuxsevDi/BxyP7WZ1lpik9bhum0FhodN6cGfc2tuJebXZPFHn9O63tnYJr2WfQqktI0eroFND16cnoNie+77jktspnvhbosKDA2bHDyiE71r8a7H134Fll6r7h9//HHymwAMI9dx+9rFuF2Vpde26+kMbHry5ue55BZRqdUSm7QO130oMCxsHPTxp8b82Sszg0JQ8mHA2DZCJL1nm1jf7egswNgmgifa9PQZ2PTkzdO5OFccz+lZ+bbE5rRVrnpSYFjYLHGiEmQECCzRYg0bYLOGirSBAm0qAGwKfvMupbQrKVSjeEIBYDMhDrdQoHMFgE3nDq5pesCmJm8wFhTYVgFgs63eQ/cGbIZ2sH/k1gAAAS9JREFUP5MfXAFgM3gAbDl9YLOl2vSFAnUpAGzq8kfXowE2XbuXyaHApALAZlIebq6pALBZU03aQoG2FAA2bfmr6dECm6bdx+BR4CoFgM1V8lH5HAWAzTlqYYsCfSkAbPryZ9WzATZVu4fBocBNFQA2N5WXxqMCwCaqwWcUGEsBYDOWv3edLbDZVX46R4FdFQA2u8o/VufAZix/M1sUiAoAm6gGn2+qALC5qbw0jgJVK7AINjLiCw2IAWKAGCAGrokB/ZmJu6qRyOBQAAVQAAWaVwDYNO9CJoACKIAC9SsAbOr3ESNEARRAgeYVADbNu5AJoAAKoED9CgCb+n3ECFEABVCgeQWATfMuZAIogAIoUL8CwKZ+HzFCFEABFGheAWDTvAuZAAqgAArUr4Bg8/+UanGsC0hPIQAAAABJRU5ErkJggg==[/img][/td][/tr][/table][br]Interpret the slope and [math]y[/math]-intercept of Clare’s line of best fit in this situation.
If the linear relationship continues to hold for the situation, interpret the [math]y[/math]-intercept of the linear model in the situation provided.
Diego looks at the data for new cars and used cars. He claims that the fuel economy of new cars decreases as the mass increases. He also claims that the fuel economy of used cars increases as the mass increases. Do you agree with Diego’s claims? Explain your reasoning.
Elena looks at the data for hybrid cars and correctly claims that the fuel economy decreases as the mass increases. How could Elena compare the decrease in fuel economy as mass increases for hybrid cars to the decrease in fuel economy as mass increases for new cars? Explain your reasoning.

IM Alg1.3.4 Practice: Linear Models

The scatter plot shows the number of times a player came to bat and the number of hits they had.
[img]data:image/png;base64,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[/img][br][br]The scatter plot includes a point at [math]\left(318,80\right)[/math]. Describe the meaning of this point in this situation.
The scatter plot shows the number of minutes people had to wait for service at a restaurant and the number of staff available at the time.
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[/img][br][br][size=150]A line that models the data is given by the equation [math]y=-1.62x+18[/math], where [math]y[/math] represents the wait time, and [math]x[/math] represents the number of staff available.[/size][br][br]The slope of the line is -1.62. What does this mean in this situation? Is it realistic?[br]
The [math]y[/math]-intercept is [math]\left(0,18\right)[/math]. What does this mean in this situation? Is it realistic?[br]
A taxi driver records the time required to complete various trips and the distance for each trip.
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[/img][br][br]The best fit line is given by the equation [math]y=0.467x+0.417[/math], where [math]y[/math] represents the distance in miles, and [math]x[/math] represents the time for the trip in minutes.[br][br]Use the best fit line to estimate the distance for a trip that takes 20 minutes. Show your reasoning.
Use the best fit line to estimate the time for a trip that is 6 miles long. Show your reasoning.
Data is collected about the number of wins and losses by a random sample of teams with an animal mascot and those with another kind of mascot.
[size=150]The column relative frequencies are shown in the table.[/size][br]Based on the information in the table, is there an association between the variables? Explain your reasoning.[br][br][center][img]data:image/png;base64,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[/img][/center]
A random selection of indoor and outdoor pool managers are surveyed about the number of people in each age group that swim there.
[size=150]Results from the survey are displayed in the two-way table.[/size][br][br][center][img]data:image/png;base64,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[/img][/center]Based on the data, does there appear to be an association between pool type and age group? Explain your reasoning. 
Data from a random sample of people are collected about how they watch movies in the genres of action or mystery.
Which value would best fit in the missing cell to suggest there is no association between the genre and how the movies are watched? [br][br][center][img]data:image/png;base64,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[/img][/center]

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