Maths-
General
Easy
Question
Consider this simple bivariate data set.
![](data:image/png;base64,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)
a) Draw a scatter plot for the data.
b) Describe the correlation between x and y as positive or negative.
c) Describe the correlation between x and y as strong or weak.
d) Identify any outliers.
Hint:
An outlier is a set of points that lie quite far away from the trend line. The correlation between x and y is strong if the points are clustered around the line. If the slope of the line is negative, then the correlation is negative.
We are asked to plot the scatter graph, check if the correlation between x and y are strong or weak, negative or positive and find any outlier.
The correct answer is:
Step 1 of 4:
The coordinate points corresponding to the table are:
(13,2.1),(9,4),(2,6.2),(17,1.3),(3,5.5),(6,0.9),(8,3.5),(15,1.6).
The scatter plot based on the given coordinate points is:
![](data:image/png;base64,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)
Step 2 of 4:
The trend line that best fits the data is:
![](data:image/png;base64,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)
The line is drawn downwards, which means it has a negative slope. Thus, we can say that the correlation among the variables x and y are negative.
Step 3 of 4:
The points are clustered around the line. They are closely packed. So, the correlation is strong among the variables x and y.
Step 4 of 4:
There exists an outlier in the graph.
It is located at (6, 0.9).
If the variables increase and decrease together, they would have a positive correlation. Or else, their correlation would be negative.
Related Questions to study
Maths-
Find the solution of the system of equations.
![y equals 6 x squared plus 3 x minus 11](data:image/png;base64,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)
y = 3x - 5
You could solve a set of equations by graphing them. The points where the graphs intersect are the solutions.
Find the solution of the system of equations.
![y equals 6 x squared plus 3 x minus 11](data:image/png;base64,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)
y = 3x - 5
Maths-General
You could solve a set of equations by graphing them. The points where the graphs intersect are the solutions.
General
How many syllables in 'poem'.
How many syllables in 'poem'.
GeneralGeneral
Maths-
Consider this simple bivariate data set.
![](data:image/png;base64,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)
a) Draw a scatter plot for the data.
b) Describe the correlation between x and y as positive or negative.
c) Describe the correlation between x and y as strong or weak.
d) Identify any outliers.
Consider this simple bivariate data set.
![](data:image/png;base64,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)
a) Draw a scatter plot for the data.
b) Describe the correlation between x and y as positive or negative.
c) Describe the correlation between x and y as strong or weak.
d) Identify any outliers.
Maths-General
Maths-
Find the amount of Rs. 6000 lent from 18 th January 2006 to 12 th June 2006 at 9% per annum?
Find the amount of Rs. 6000 lent from 18 th January 2006 to 12 th June 2006 at 9% per annum?
Maths-General
General
The first day of spring after a long, cold, winter in always a magical experience
The first day of spring after a long, cold, winter in always a magical experience
GeneralGeneral
Maths-
The amounts of certain sum of money with simple interest at certain rate of interest are Rs. 5440 in 3 years and Rs. 6440 in 5 years. Find the sum and rate of interest?
The amounts of certain sum of money with simple interest at certain rate of interest are Rs. 5440 in 3 years and Rs. 6440 in 5 years. Find the sum and rate of interest?
Maths-General
Maths-
Find the solution of the system of equations.
![y equals negative 2 x squared plus 6 x minus 7](data:image/png;base64,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)
y = 13 - 2x
Find the solution of the system of equations.
![y equals negative 2 x squared plus 6 x minus 7](data:image/png;base64,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)
y = 13 - 2x
Maths-General
General
Choose the words with suffix ness
Choose the words with suffix ness
GeneralGeneral
General
Which sentence has the same meaning?
"It was nice of you to helps tie the boy's shoe”
Which sentence has the same meaning?
"It was nice of you to helps tie the boy's shoe”
GeneralGeneral
Maths-
In a newspaper, the number of photos and number of words were counted for 15 different pages. Here are the results.
![](data:image/png;base64,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)
a) Sketch a scatter plot using ‘Number of photos’ on the horizontal axis and ‘Number of words’ on the vertical axis.
b) From your scatter plot, describe the general relationship between the number of photos and the number of words per page. Use the words positive, negative, strong correlation or weak correlation.
In a newspaper, the number of photos and number of words were counted for 15 different pages. Here are the results.
![](data:image/png;base64,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)
a) Sketch a scatter plot using ‘Number of photos’ on the horizontal axis and ‘Number of words’ on the vertical axis.
b) From your scatter plot, describe the general relationship between the number of photos and the number of words per page. Use the words positive, negative, strong correlation or weak correlation.
Maths-General
Maths-
Consider the variables x and y and the corresponding bivariate data .
a)Draw a scatter plot for the data.
b)Is there positive, negative or no correlation between x and y?
c)Fit a line of best fit by eye to the data on the scatter plot.
d)Use your line of best fit to estimate:
i)y when x=3.5
ii) y when x=0
iii)x when y=2
iv) x when y=5.5
![](data:image/png;base64,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)
Consider the variables x and y and the corresponding bivariate data .
a)Draw a scatter plot for the data.
b)Is there positive, negative or no correlation between x and y?
c)Fit a line of best fit by eye to the data on the scatter plot.
d)Use your line of best fit to estimate:
i)y when x=3.5
ii) y when x=0
iii)x when y=2
iv) x when y=5.5
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)
Maths-General
Maths-
Find the solution of the system of equations.
![y equals 0.75 x squared plus 4 x minus 5](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAI8AAAATCAYAAACpx16rAAAACXBIWXMAAA7EAAAOxAGVKw4bAAAABGJhU0UAAAAQ3ZOC+gAAArlJREFUeNrtWMFnXEEcflbEiggRVZVDWBE5RIToIXqoEisqIkrUHioil6ocVq8ROVSpHqIqwoqIqgqxcqjYS6xaK6pURFVEyB+wlxxyiBVh+5v4NrZj5r2Z2Zm3G+bjYzMv8+Y33/vmN7+ZIPAIQw28Jh4SB70kHrpIEN8Qj7wUHqaoegk8TPCUWPIytBY9xA3iLzCHtqi6Q0aV/2sWj1DzpGLQZ9pSzLbqPRd6GqNInOHEKhq8Z464yU3WBYaI+zCQa3QTT9rIPG0F9sE/C9o/ETMa73lILBOTjifLDFOIyIw2xWdZePG+mWeL+FLQniW+txhQnpgWtD/DM1V8J4418bHYB/ogaH+HZ3Uw4wzHtHKfNGTgWpNxx2qeeeJHrq2LeEbsM6hDZANfEDsF7aytohjra+KKhY91hAxWxwJxXWGeLszD5v+HOKDQVyXuWM3znLjLta1KPlIzuAl5dq3QfwBFdodksuwdl8gYb1FDyDBFXMPvScO6y5Z5WDZZUuzrOm5tPVl2+dvw9wPiOVdTuDaPyh1KCVtcGJixxmH804ht5wBH8GNJhrV1OgnLWqM4yekYTydu07i09Lxq+L2Gesd2QBXJtpVU2LbmsAJ0kI64m8lidY22MO2zTDqo2ddl3EZ6lnGPkULWSTgYPI+0KwoqrGBOwPVjBmNWQwrUPBZKpoXm0V2EruM20vML7l++EV85GvgFdzdTx3aEELOB2e3uCBYCjxRObF3Yx39b2LZs3pPI+sYRt4met6lwC1W/S/zAWB3YwpYFxuBX3Q5OFWHYI04gSyWQ4c5h2ICr5wqc6Oyi8mubmyeuuHX1vFvdteD/218X6IVJq6izcoIqnjdPBf2iaqIzFOUXOD0+FhyJmSj9gv47ki21Fai1Qdwqet6BmeZn4OFhgALSlIeHdiG072Xw0ME/JbruJxTR7IAAAAC6dEVYdE1hdGhNTAA8bWF0aCB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMTk5OC9NYXRoL01hdGhNTCI+PG1pPnk8L21pPjxtbz49PC9tbz48bW4+MC43NTwvbW4+PG1zdXA+PG1pPng8L21pPjxtbj4yPC9tbj48L21zdXA+PG1vPis8L21vPjxtbj40PC9tbj48bWk+eDwvbWk+PG1vPiYjeDIyMTI7PC9tbz48bW4+NTwvbW4+PC9tYXRoPnnOYaQAAAAASUVORK5CYII=)
y = 4x - 5
Find the solution of the system of equations.
![y equals 0.75 x squared plus 4 x minus 5](data:image/png;base64,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)
y = 4x - 5
Maths-General
Maths-
Consider this simple bivariate data set.
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA88AAABcCAMAAABnT3eBAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAMAUExURf////39/cPDw5WVlY6Ojo2NjZaWlpKSkpCQkJGRkY+Pj5SUlPr6+l9fXwAAAAoKCgwMDA4ODggICAsLCw0NDQMDAxAQEAcHB2FhYScnJ5+fn6enp6ampqmpqUtLS6CgoHZ2dlZWVq2trWZmZhQUFIqKiikpKSgoKKqqqlpaWkpKSujo6BYWFnh4eLy8vBcXF4iIiKKioiEhIdvb20FBQT8/P+Li4kBAQNzc3FtbW0dHR/b29uHh4RUVFXR0dLa2toSEhJ2dnSAgINXV1T09PT4+PtbW1vX19eDg4NTU1Pn5+fj4+P7+/vf39+7u7vDw8Pz8/O3t7fPz8/T09O/v7/v7+/Hx8crKyqysrJ6enqGhodHR0a+vr8bGxvLy8ufn57W1tc7OzsXFxYuLi2xsbHFxceXl5aSkpHNzc2dnZ4CAgLq6utLS0oKCgri4uL6+vpubm6urq9/f3+zs7MHBwaWlpb29vcTExN3d3RMTE4WFhebm5n19fcfHxx0dHa6urjo6OhISErGxsXp6ei0tLSUlJS4uLoeHh0JCQlFRUVVVVZmZmYaGhuPj40xMTHl5ecLCwsDAwIGBgURERDU1NTg4OGVlZQUFBRoaGtDQ0BEREcvLy2pqajY2Ns3NzZqamjExMTs7Ozk5OU9PT3d3d0NDQ+np6XBwcCIiIgEBAX9/f3x8fBsbG2tra8zMzIODgwYGBtPT07CwsDIyMuvr6+rq6kVFRS8vL3t7e+Tk5ImJiYyMjB8fH2RkZM/PzxwcHHJycmhoaNnZ2U1NTR4eHtfX19jY2FRUVEZGRklJSaioqG1tbU5OTre3tyMjI5OTk7S0tMjIyF5eXg8PDyoqKjw8PLKysgkJCV1dXSwsLGNjY97e3n5+flNTU1xcXBkZGSQkJBgYGGlpaQICAlBQUJiYmDAwMFhYWKOjo1JSUjMzM9ra2m9vbysrKzc3NwQEBDQ0NFlZWbm5ubOzs8nJyW5ubmBgYJeXl7+/vyYmJnV1dbu7u0hISJycnFdXVwAAAE7tn5MAAAEAdFJOU////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////wBT9wclAAAACXBIWXMAABcRAAAXEQHKJvM/AAATAklEQVR4Xu1dO5q0KhCdFbgJEkJWwnpYA4RmxgRGLMwtkNziYbc8ZrptKP755nK0Fe0Zq4EqDgUIXxMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExOfwyjG2JCPqt/u/gFBlbsYHyepchvhM0rSMEF/MJe8fmf3kD7KROstIZdt0Aa4XmJto+QESZdLzM0Jul5jbYMi5PaRuTQg7dw+LkoyWm8JudMxUIuMIVxYvUgbw8ggm4ohbOz7GElqH6UObCMxhAwrFx2DyFjHqQOJ1ltCrjGADb7pGEKG2VgMYYNuIoawsa5jJPF1lDqIncYQNthmYwgZeuMxhI31B34eloGj7JkOs2e1j7LnY5A9i+OIIWyITcUQNobZM/kd9jzoR/CNjJFkB9rz9+0SfbEeo+x5HD//OXvW46pr/yd+HmnPf4+fR6mD+XP2zIfZM3+bn3043IBjVz4Fe86f1/X5D9ii4OA4gqBmn/Ezx5JU42cMWWIdVt+u2jNGnNjyr/gZ1AFHH97kZ26oAlDQUh+ktuPPKfiZ0x+60RqQ87NlhDAUSRk/C0qIxtGdCj8bhiCq5GfrNaI/8ZitaA/jtq/GRaT8LLyKA7pL4rn/bF1nMUKE3udnoY5t25nLPa72XffMxtx/NmTDaeLM7JlClJbtwBCV8jPX+74tONXIkp85WVh/VSn42a7Ltm1r/+Kw5GdBpDKif5wSe+ZsdxEClSDdy6iMn+mqrWWrQjDo9/1neyxLUH119NWXjJ8NIwuOY5O2b5vj0ExuC4JKZvzMiOGg/gdGVaDkZ7UtCM0EBT/r41iPFaGMEjk/2+PA4DJnZhc1E+t2rBCjfenempP5z/Zw/CUIgj687z+DNeyL51HBCne3DZn/zCHCZZWrBxL/mSsC6ckZivYn/Cx8pdTuKP0wBT9beZTtEe3I+dkQ6pzA/oJAHdJ0MitKFQrArmpmtfUR0gh1w9SeWYggSu/p+/zs6nE+qsA24UYvFP6zOQbUt4V3HqBEWxC0P+HnoPTiQKl05PwsNCMYipLzc+9C/YmsfRt4E6McdEjq2zako1hlmqAdkPnPOjAI3ftn0x1+hqguoDxK9ra1ov/ZrFj8fE3BKFOHWkdfFO3bLvVQepZyfqZE6AH8DLFBaArzSP1nzha0cRCp/xxO9uhe3c75WXkXD/x1hPL9Bj+7EmXRlHQvLSv8PMJ/jtAYxX+l/5kSlDhl/GygtNUD+BnclO3QnStqAWn7tnNTuDAoJp34zxHs6J9Nmf9sjkWaL9q5FcrjFj87LtsQfkXmP2Pyc6XslRjeWcnPhiCU+4CUnwWBpBzBz4aRfVlQHNuEn4Gedy2PA6UxOPGfAzjpX93O+dnx4qqlQhB0c3yYWReESkJpzyP85wjjGxt7I+dnwY5lx1DJlJ+5kiAj+md9UbRvc6H3BYHMUn4Wctk0pXLZaf/Uq4wPsytC2uX9z1xB7QZD7e7yMyeQut1/B/jPMRQxxn8O0CuCShb8LFzHGH77tiEu3Ubws4fzvxAkXfkZGATqps6sEXp3KvasUKocGT9DqQFFIUJ1+y4/UwI00z3C/9J/pitCuQ9qkWUg50IdrjWxO678zLW3hBH+c4DaitEs7Uj42R6xMXhBKOJL/5lLjDzK+dkSRddl++f+s5AKysvuBaUY176d+7CCoFSCob5dJhJ4ggil1JWf1a4VVUousv+YxRo/g/pjuF8JP0d75vHcFaX/jNK6nfOzkOAVGedCxBsdcYefBdHCjT7qXccaxs9FfVtolEqPs6yymDc7hj1f+Blo4Dj2Y/dNz93tucbPXCPUghN+BlUI9ryi2HOeIRiDSXzGXNUhjCcBZvx+LpFPcYuftfNkuO7uB/Jx7dupTggWxpT0R6X/2TFcf+VP+NkP81ds3VbW3Yuo8vMXQ2gNTtu3ZdR6idD6UNgzTnU742cug3bbfe9PJjf4WUkfe6gBdR7xLPIRs1jt25n/zFlgZ9N/dHCVnw/X+Nwb+fgwwDj/WRAESQk/n8NJOEZhWPjP9kCID/z4ZL6h056rKdqI9/mZ23PsPdS4+76BUvCzGOI/cwY0BlAIfZsJP3Ph3g0CcQjV7WJ8GGBA+7bxL0qK7kN/HdLxYXG4p90R+ncK/xmndRtyZLlmkgr9OWZFyKY3+ZlbvS2hcir0siyk52C/jJ+5YSAAY0RQUt820k2j6oBQ8if8bKVkSmnfl9QdFX4m/d8QgkxK2IRuG1GKoQwQS8eHfdF1pYZKjJIjr29z2f9VSYeUn92bVcwYShCEvcvPUBJLqZ2NgbVJQM9pADJ+5hYkaIxupNSeyeoiIleJ0MSd8LOV+75KpPkMKvxMJULipfwMKrkfBGWEU8bPvjjUuusL9yfy+UlE/7HMASk/AyVKoglKYXjDf0ZD4T9jAeUNtSrS/mduLc4LvIAKP6Mg9/aMxRlTXfAzwMZ3n3qj4GekXMr4GSCQonRzfBgOCv8ZC9Xx2yj4g/N7Vtu3MZDzMx4q47dxkPEzIv5X/Fwb74mDWvs2Dv4VP+Oh5Gcs1N6vwkDJz1j4mZ9jABvD1scYZ88D18cYxM/j1sfgA/l5jD2n/c+o+NGexQOuyyUcHsF+MBuJIY8goz+4oFCxjxcAF4uwub0j4JFsM/ECEAT0lRGeCNtxXCR5oMgS9jhiYsU7/cUEcLupGEQFxEVvFCcOOchVHdBSzj32+H7MGVn244QPwSHs8dAL+7Jdn3fK6A8QFEMBQRKCvH2/pB2ODP84OKRp54Aja9+WMxhO/cVE5LmEBPjxG+QSThwyOEFPoKWcS7vvu+nJAmJ3F2O/PQKPYK8ddBLOgHCFtMGz3cDmICJco2whHstDznPruPvH+eMG9lx85b/ut/vHgT2f4evW9+D2JO2eB4QNzAxOyY7xcWVhOIf9uXXe4fPDmHB5uOkb/ZyHgDCl/zPocb3+/Ojer4IABMM9HMCzrWtIj+GrrK5ifUTUbkLYI5zgeA207Odj4AD17fKrgHDVeowhszp1uODyd90O7uzmA7zeiwcMsI36pz92lA8A/OcYhGO8F/C42+HoPrM9DAXj2rdHrRcrxq0XO6x9e2B72KD27d/RXzWu//nvtW8fs//5Y4yz5/9X//Mf5Oc/11/1F/ufR9nzb+l/HvUj3pobrcOP+V3jw8Dh6YB37LmHoHf5uT1Wb/Nzs6ja/J7x/ESPbHqv/7lHNr3Jz4JpN4Lcj/M3DII9F4As+JnHV62fEGxd28evl/xsivmGuO3xHlThPxevFgp2HEeHN0Hy8WHcytQcuBPUPm9Dyc+i9pIEJ27SiyYU/MxpJUuEiurYgGJ8mHEz8Fzh9K5d8bL5SQBhsaUrnKT2d8je5mfr5qeMK8TQYyE9R65n/jNY1JZlqSErpTo38tvI7dmwI5s8iRu9Lx3ct2x+Ek7llk42JPS6Hj0mS035mRuWzbkpmARB7WuA5PwsqKzNb6iyeH6AjJ/dq7rF1HmQoEAppfh7yOrbQvkFYC4QUipLQfni9afI+NlpeDZjhyCrsqRZw9/3n8X6WPTRHH1nmcn42WdgEjFOXBa3i83nJxFQMmX2LNTWY2KbjJ+FIelU1Zwx4262zyiW8jM3CqIULzwos0Lo9rnncn4WpmbPPVbRzPgZiqgiS7jee7w8nNozF1YuiYrFtenMXim47iD3n90b/mnOg4aDJNO8dtYN/9nu57QktLlKlaJcvypbX5Ju7qdAqjS6v6X/rIvJDXmXiaqK+cPoltiz8K/LnZNXtiD3nzlJosSN+yFcNgsq/WfIlVz7uJZpPD9B4T+LNfeT1NaFUTL/mbuVpa7PhTj7yzhB0Oco/GeIUpJMdvdzUbHmBtu3+RnyKk6BbHpPGlX4z/n8YXHCjSy176P0n1lh4X3sufCf7Z60kAWL6zGvUuE/k6RyGlpzoChsjVTpP1fsWWm29+Znn0zpr6ftQjwK/1mlURKHZ1GxNlajSv85PvmBqOFQ6l/y7gPcad+GGrdLRiiD82xsxKv1JUGwz0/a6puV9qyLpnVI+w72XPAz2HP528XaPkNgjZ9j8AlOGktC91tzfrZFNdRIWo3nPRT8zDN+Bn0oo/gJiv6q3J6JZxDb7Oi94mdxBA03e2sB/z4/u9guUPTT5taBHK/4GWr6/rJ5RfRyfpJy6rxO/JxnYJVSaIdJsSr8XCq7aW9oeYOfhWTcDOBnthxW0A4TfNTsOVEHP/Vle5N92f+c8TM9NTzONv4x7vU/a/Di/QqGfZG1b0OOpvxMY/MYlF5tsS39Z6hvZ7HpVd9+zc/cyg6zYr3wnx24ke0zLFf4ObdnCjSGwc9gz9d8d2tZMS339lnSyvk9syhxti2StJe6xfiwjJ9Bw/0vMc01jzv87NpvVoRZCUt7TtfHUNGegZ9b7XkYP+f+M/BzpudG7cvWbtAv/GeAWzlra9bJCj9n9W3rFri2+PxsQQtVWHIy3vkUr/xnSE3tumnjxcd4yc9nczcYWNuaGTfHh4EKNidiiVfrS559mhDbttKr0h5Wktko/1kovS+F+Nt4zc+C6mNZWj31mv+ciOZ+7aAOi/rU+Pk68AbcL5eN4EVnxncbr/xniJRat/aFfsGes1+a8TNo+MnPbfZ8j59dGvZuDAO88p/P+rZt7Roe6D8X7dtbhbcsqGQrm9X4OQafMHLJC5i7eOU/g+abL16ph9zGK36G6pr/A9Xce1/ac6beXK+WdlhS9VX7djfGusnPUPij2PPP7dtQwfKxbW4Pe8t/Bn5uLI4B77Vvw581zwP6hv8MOBtQP8er9m1zHBpAtk2ySkxv4FX7No2NwCYfRXgbr/xnrtxPcUuqtsXoZfv22R7W3EJ0k595NoCmDyr8nMQWlNHHVrWma8V/LsrDYf6zgziavc232rddrBp1/xU/Wzc/hp8CZmtcNOal/xztWeytvPmy/zkUllDBb1MJyJOsiM34+dRw29oje5efUey5mH8742cerQ5nPEkWSTT/uWbPXDbbc8nPRZQAXDcqSpWfr6K5pW5j284ae5Je+c/g9PlsBJtoTLxX/jPUObxc3Tr8/eX4sMd4kkYN/y38nCZXPj6Mbq41BzS1sTLyT/ufa8pnjkZFqfFzbWinX0K8CW+ND4MYVeN5C6/4GYp3HxkTxkg24FX/s9mDPatGxau0h2Xjw2iIS/PKoDf5Wcjea8U61PqrYpZy4RKCS+/H5Kp7G7Xx29GggiAXaB/qDCj7nx81KS8JDiBX6PYlJyv+8zVKQRBXzYJKfqbbKdrLCLDt9vxD/3PIJbO64p6z/O9uo/SfH+odki22pZBGD6Jmz6fomHbxfYxWDb/Hz+5NyaP/WmeZ/8w53c9XM1kYeG9XYky78uf1bS7kFsf+nCP8OZQl+qmenyLzn93Uc26WOwgKXx8GuibUtr8BWvAzB19Fht/v0w4uvaA2hQTk/OyiFHUBovRIV4T+Zw4Oc8gSsC9fVtFDGkHX5nI385+50NsRXgSGZHOFhVkPK4Q6V0r+FHn/M4co7cyrg6t0urMBDRekWcNv8TO3immtuq+klY3fBjFas5Cuag0jLgwI7j+fgaDwWOrXVXMlBpy4oSC7fTHczH/2UVI+Sm7Vae5ff3Zv8IavW5DyM/x+dv5+uhIRXsgnrH3tuJyfuXW64J/rohRuwp+p5qkTMn7mBrQuRMkJ8k+3mkDGNccpq297dQhRgvzxP8LN3aF188v+2fgwiNJDw0GQP3tJ7cX7Tf85fvqiaN8G8CCHn1QZ6o2NyP1nLyQ81k13GgLnnSYU7dvPx4YoQXzOGn4bCv/Zbz7UVVDhP/uHx2CXmJwo/GeQ8hD0CHRQh7J9+/nMU5JLvmZJ5fgwuETR8Jv+Mw7emz+sA8bNH1a0b6Mh95+xUPrPWCj8ZzRU5g/DwZzfEwVlfxUWCn5GQ3Mj4Zso27exUPAzGor2bSSU/IyFX8HPRfs2FsbZ8+TnzzGSn8fYc9n/jIaf7NkvcCKKPb9u3Dk3UN+u3K4h+6P3dw8KFQF3Tu9GuMv4adwBbPPr3biL/BNOYe8At95NhvLZD4Gf7Q4G+DmEnl88D+Fz+erD3cFufr0bdxU/jz29uu63PwCoBlN3zr4Kewp/78MDfMgSQtcdBS/WlwzraWXHyq2WI2DZYuAd/Py0744eYT06j8vdDN9/cwNupbMf0UUK4Fj8UmcJymf3kAaCTsTH+dN3wj47eqTqcPkioPj7j3HRhzfg//T+wSGsRzcAxw/v0VnGNNOwh9P1WLn1+RG26gm+Tg7ndv3fO0c4Q8id4+UzEMM+GM7n5aeBZ/CbLfxxyx43eE64vu7pFu+cl3cC8eSDZ+gU8DykW/ivz45+e4ZgC6ewX248/z6ebm7uENMu28LuvjjvxO3+4bE9r58Hd8ufY/gSbNhH+XkTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExM38PX1H3EvQxlJUGfFAAAAAElFTkSuQmCC)
a) Draw a scatter plot for the data.
b) Describe the correlation between x and y as positive or negative.
c) Describe the correlation between x and y as strong or weak.
d) Identify any outliers.
Consider this simple bivariate data set.
![](data:image/png;base64,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)
a) Draw a scatter plot for the data.
b) Describe the correlation between x and y as positive or negative.
c) Describe the correlation between x and y as strong or weak.
d) Identify any outliers.
Maths-General
General
Choose the correct definition of "Mech anise"
Choose the correct definition of "Mech anise"
GeneralGeneral
Maths-
A tomato grower experiments with a new organic fertilizer and sets up five separate garden beds: A, B, C, D and E. The grower applies different amounts of fertilizer to each bed and records the diameter of each tomato picked. The average diameter of a tomato from each garden bed and the corresponding amount of fertilizer are recorded below.
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)
A )Draw a scatter plot for the data with ‘Diameter’ on the vertical axis and ‘Fertilizer’ on the horizontal axis. Label the points A, B, C, D and E.
b)Which garden bed appears to go against the trend?
c)According to the given results, would you be confident saying that the amount of fertilizer fed to tomato plants does affect the size of the tomato produced?
A tomato grower experiments with a new organic fertilizer and sets up five separate garden beds: A, B, C, D and E. The grower applies different amounts of fertilizer to each bed and records the diameter of each tomato picked. The average diameter of a tomato from each garden bed and the corresponding amount of fertilizer are recorded below.
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)
A )Draw a scatter plot for the data with ‘Diameter’ on the vertical axis and ‘Fertilizer’ on the horizontal axis. Label the points A, B, C, D and E.
b)Which garden bed appears to go against the trend?
c)According to the given results, would you be confident saying that the amount of fertilizer fed to tomato plants does affect the size of the tomato produced?
Maths-General