Question
Calculate the time required for the principal to triple itself at the rate of 15% per annum simple interest.
Hint:
Use the formula of total amount and from that find the time period.
The correct answer is: 13.33 Years
Complete step by step solution:
Formula for total amount = A = P + S.I,
where A is the total amount, P is the principal amount and SI is simple interest .
We know that ![S I equals fraction numerator P T R over denominator 100 end fraction](data:image/png;base64,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)
So,
…(i)
Here, let the principal amount = P
So, the total sum is triple the principal amount = A = 3P
It is given that the rate of interest R = ![15 straight percent sign](data:image/png;base64,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)
On substituting the known values in (i) we get, ![3 P equals P plus fraction numerator P cross times T cross times 15 over denominator 100 end fraction](data:image/png;base64,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)
Subtract from both sides.
On subtracting, we get ![2 P equals fraction numerator P cross times T cross times 15 over denominator 100 end fraction](data:image/png;base64,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)
On further simplifications, we get 15T = 200
Divide by 15 on both sides.
On dividing, we get T = 13.33 years.
Hence it takes 13.33 years for the principal amount to triple itself at the rate of 15% per annum simple interest.
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By completing scatter plots for each of the following data sets, describe the correlation between x and y as positive, negative or none.
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)
We could possible draw numerous trends for a line. But the main purpose is to describe the pattern of the values from the line. So, it is necessary to choose the best fit for the set of values.
By completing scatter plots for each of the following data sets, describe the correlation between x and y as positive, negative or none.
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)
We could possible draw numerous trends for a line. But the main purpose is to describe the pattern of the values from the line. So, it is necessary to choose the best fit for the set of values.
Show the conjecture is false by finding a counterexample. Two supplementary angles form a linear pair
Show the conjecture is false by finding a counterexample. Two supplementary angles form a linear pair
Identify Text Structure.
Sharks and orcas hare a lot in common. Both of these sea animals are carnivores (meat-eaters) that hurt for their food. Like sharks, orcas have smooth bodies that can speed through the water, and lots of sharp teeth. But these is are major difference sharks are wish, while orcas are mammals! Like most fish, sharks by lay eggs: But orca babies are born live and drink milk from their mothers. Another difference is that orcas have Sony skeletons, but sharks have no bones at all-only casttly.
Identify Text Structure.
Sharks and orcas hare a lot in common. Both of these sea animals are carnivores (meat-eaters) that hurt for their food. Like sharks, orcas have smooth bodies that can speed through the water, and lots of sharp teeth. But these is are major difference sharks are wish, while orcas are mammals! Like most fish, sharks by lay eggs: But orca babies are born live and drink milk from their mothers. Another difference is that orcas have Sony skeletons, but sharks have no bones at all-only casttly.
Consider this simple bivariate data set. Draw a scatter plot for the data.
a)Describe the correlation between x and y as positive or negative .
b)Describe the correlation between x and y as strong or weak.
c)Identify any outliers.
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d/7kR0lC2OA4UcnNrf8xfcDknU/fXF7gNEWX2PMZkL0LmJ5QbGn+GpQfd34c63hznwfhvobm63mp8/Hhgo30caRrm0/ty5h2sIp//kMqd5pM/PTSuZvNWX3EvwM/up3m/Vp3GnZ5e+syJv9vBp4tIhw3OIVX3s9aVcAHQAt3K/p7OGqzstkgk2utOB396+zzJ9f3wO0XfuIjgVj04uVs3XKvUg3TrO3uso3W8udiyb3zMliXLmvzhKdMy7SNftbVZ+25sb40xUSmwdITwzEQe7W9bMKEhlg9fO+kFklYqxXkw2eaE+zKVlM7GYN/CrdFWfYU6F3fb4ucmr0l5Veac+1dvdnXq3d7FcXh5j0hc80VEan3kA0V4O8w+rKz8Frm4TuDtIIfDANSudWI6XiTvYqdRRDq47iErHBHkDn+bd3vuPg96r8i2/UyErv74/Xh1vrCufWZ9x9voQO5aDK59pqeBSchif8iuh416zcq4+jtFBXDohj6mpb/VnkNPXQH97gmq4wFnPpEY/ang7PoBP9UTfKe9l75MVn9F6pW+108Ead3xp9+MyB5f6ex3+siyECc4LO5qzbzUqKq6DP36hYjQRfjwLdOZCqG25Tj4jq33X+QY/UlHaNLBvF/sRJ60OVkeiIoTAbUz6Pd6FeFVY71FW41R8+tX9MsTV4mUmPwLUHluitdTKE+GlQ6YlU8XvFAm8myiUR//udHu5g7+H9759u7ni+VXXsmVe0759xfPo/kL7triefZsN2LfTQPrrJdOB+tNVgZ+tLznq8i+0b1/1fMkrRfW3ni95rfqcvf2r9m3rSw70+/kkkeHOD0sKWcWfMPgbjOPPQbgeP/+vjD+n2HViENc8/znFKv9h9PbfToW/dPz5avX5iuPPQ/PDrC85/u35YUkiH9rfE5BiksnV+Hlw/XMaXJGfe+dLJsP5/Bw83fTP/Ixk9lP+zPR2qehnts6ymPN2vfnbmL0T2pvlX2cRtvcYOv95VRTOdnk1JTTCBgdD5z/zwjnIj6t1ExG26uvpz6vMS766IM338P5/n5/rbL38KZ1SiiQUlXVoFenNJ+GbqbfWVGQNibH81NOfhYRg/RljE7kEQUMX0/T5GWUDc9OQpEVo/frN/DALzJpyNjdrGAUjJZExJye7/PzwUuV5vnX33EaSlO9+Ff86BvgZL93NBvl0I+k0fNFQn5/ronnprF/AsgU5ZxH2CPT4Gd02zv6eNzeLjTrdMjymnv6MNvmsfHM2j8FFOSvzKrTH5a2vggJIJX3tVqgJ3Uj5SsJzyuVn9NJC+fN2LBffQahZ+RIolMfPv6BUb3srJMX+nUoeujbjE/1ZreA9LvtGzT2LusgQ9GfrU5Btk2Ukz7vLasUiK50HF2KAn0GwbuFfEHVHw09X8fVnvCd6L5lTPu1bkmVN6cR+GVz9GastN51teVDxnasEDF5c2+NnSRraNFm3j8Gn0817Q0M7A57+zAi05oJ09qJEjWqG63mEnOrys5CFXDB9slMHHCi7aULXUPr7e+pS7RMMKqIc39rTn/3zJfeVrVC4nkYe9AF+/ihpqFiubjCiednNKFHTnAY2WYCB/UkKtQm3vQHhzPGCiyp4H+S9x8987m6MiooCokAxtmPz+HmlttvqPMG17uQX4Tti+ftvI5qJnXsmonihSDyHH5Po6s+rqT6gcD//kGs51+VhWZLQrqKzvmqlT3LnlbPhlSiekHgQwdsS++dXCfHNb2RXdB5li7RP9/fEUMO03KKIvSebs76Kmw7Uosqdcg7RR9hwsb+/55rSsrMVBa/uVeUWr/aAy8uxLJ3aUx+8LQ0X5uyWugo/B7Vn3y5K2qFMvNOpyzqbEF0If//tfZ9J+GOczRVd/VmWui2CRDyGjhpT4+oqeDdHl591GgnihMpeQ0uDQU9/VudLWq+ByCKdpQb87FZoR39WqC2Rsdc4OfYBZM5tNRCmiDw0bsu1K+yWrUHo8TNv/oGy8lGfs61p7sN7A3tnP4NVrzmyFCY24XpEz76dlc2z9X6AtcGjgp7+LGjb22Mga4som0Q49VkUM12fxTQ/9sKROSIcYxJ8GMKAfRttun0ZQe/jCNWzb6tjaZ0EXNwHE4nB5/tv43X5BqlZv0YfXBranwRNnf42pGkMfvb390SNFLKz+fyqyb/p9A0/cnLt6M+3ZbW/qSf9MFffIvS3e+djzLr8bFGEq2XoQKxPQ5Z53rpjAYs2z6tmH5h2AGd/En28pPI0ObWWm/rwprtauAluDwfmh/GmKxWfg1Cb8J2i+vuTYPrmNLLiMX/EuzqCsfmM/bfVge4cF+H2Gx9D48+IuBVqF+WQZo+ff0ko4/vyY//hZ5KbneizXG/DHIB92dGfIelaqYZXFr6gz+Tea7O/jiF+9nU9wcjAyMgX4Y0/83dyr46v6uRLTV/bbV66I4CXwNGfEWSLTjh6MgzAo42KF+pzaLnwz69SUjhhLui0nb15THoJBvm5UyJwXW3p/omQ8FHMc+aH8TbfLDdx+gNdDM0PY/6IAY1xioVn3+aKXJYdfgadwrT2WV4FVjNn/Lk+AJEVFN59XYVF2C7Y52dQwrwyjut1WdLgOQP98edF0UIjb28AEEO9JnkZvA+nY9+u56XpwX3U5x3NtaUDQY4FxrX0+BkxkrfezoNKqODDQXE26/GzU/TxOi8pLd6r2VNooThr/7B9md+Ht1I9DPAzevf2+I7Ez+7+nnofYNCfT6n843jUJPCzX/O+CGf+Nr/PVQ8YqrXXu1kVwUZnVZ+9YuKeXwXADOpd+DkIQ/PD1Jazngg11LXQToejP5+aWZqfrNm8yl/5hKsRn8D67M/frtUo4tyvvPV7vzH+KrJP9GdRQBxqb5syDx1WP2v+NprGOujRQV9/xtIve0p/Dsw3wL6rrIpMF8Su/ly3W1NwIGEDS6Qz/rwvjTVWuqNwappEaBkBEOK2fVBK+nNvJt/KPPScycH524v53JcBtcHz5N36fLBGr03+YeiTVdk2zcGdzXIJZO72t/GNkFXffgJlo0sGF2BIf3aOhtk15nwuMe21kV/FWfwM7UfHFhwL2Bl/1vinufUiXz1tY4w/d/mZtwXjnNPZvTxaL1cd/TkwQWX3mBlWGbPlpHJ7ojUNNoYBhvTn/o7lAgpL4Agq8s9/VoDWoycEK/tk8DX09GddQr7pbo7FJCvW0BUIHn/eD5iU5VtvGAxnb6E9xJ7+jJ+c858hi4xRINuG7vZ8Fj9Ddz9C97CH2m/4Fvawpw7i8HN3/22xrqrD/byt8rI6zigRj7aBhNhC867Lz7y60xzgHcxVxzn4w5+/DTxAB2qunIUOQPfOf9aQ9749STWV1ncpHP15Z8+XFCT3wlXMHVoslh4/K9Rtr9MBHYLAEZY+PwvgZ+tVgGJnsigrQ7uHZ/Gzqs+B7cYQfH5GA2cuQNcgtIYBHPt2/TMrMjXlsqLy2OtgZjAaN/mLeXAxnPlhtR0lFdOyM+yBijhDf6T1Ok3ZbGD8GRqV0BQcXv/8T1+vrIMPHHP62zgrtUqxI7Nb8+SIYhteIOUAP6PX/vgGO4QKNXC+pMPP0PU3qtP+rg3sdZxx/rNpP+L3t73520fWEvWPzr+0i2LfZs78MAgP3+Cf5fQj7Sat7uhM2uBT67Pu/iRqOomSCbUdfQW9aInEJDRJe+c/Z91u6QnSGzL4Ogb1Z7HuNBP2/5Cb0Frmzg/jlbbb8MqTlLfh07eh3zLAz102Mz78Eto3HebnrkBWTuDn0FGPz+eHAYCfQ4dlh+DMD8M1JWvGmMyUqcgeMAmSpxh/1jiOP5uYZKWMRjJ4fZCrP6uMUgWPm9EpodJ68kQyJvesCF6d+fvxZ5N8WJ+Bh2jwhJKdw89IShUg/6bpTUclmOrpQBYGmwXc9VWgo6tsKXTyncrETd20/ar4Zbj6szkvUBo7JaQctPjMyEn7NP5F9M+XpMehHStUoWelC0pCy8Q5/IwnJO+rFeFw7Nt1A/psWd69abMzI6alx8ia/sIwtP45K6cqu+pGK9Fo09a4PoR3Q7z1z2s1wwniUA/lAWrWpMn1NsWlmZocgh4/n8wcHITCojgUXCyMfEFw+Zndlw1HmTrlHyBJsVP2AcLQ/jXcLOCdX/VjOp1gPtfGymOZEJzEGB1wx5+ZOsoPZeZQTrFui9XNDy2UpMFj6j1+xuI0u40dtGw/SMUwlsGnuuNz5ofxp4YcKIve4+7qz3h9aAEEXipJ94bXcF28ts26N7vqqxjiZz7VvLWoDjoREd3AFVz0/fXP+JZsio1eRvhrXUGPgBMQUl1t8Apel59xLRtCCr1WnR/mDLTPqjqQJgufRejat1fqTESS2TMRQSj4L2Q1bwmNcHCcvz9JTWmx+a7llJVir2e+phFEAjjjz5yAAMRSsXipoK3HSyUUNIn6WQj88yUXa9I2ZmuQfWmaW7WbRtHfzePLOMe+LRBCzyjmKXgGjn37Aa12KwTXs4oHcV2HsdhB3OExD/Gz2GnJxWJhUkBwXgdPt1OlrlvJVDX7h+s6poSCLBS7hx1ItVs9BOcdcc6XVGn1AGErv+BKqN2CsWPcQfDs25BS7JRUiKtzT0XN2KI/VvZ19PYP2/F/aqNECCULRotaRRgBzv5huGZ7VlsJMGJWqP3xUQh8fsbiAUG51oquKhNanBXnMdZ+nGXfTgOMZqHa/7kY4udE2N+Fc/yZ6OnPqXDF/T1de5gHXTA9e8/l+Hz/sFgx/XH/sLi17azx50T4w/nPkdFf/5wMjn07LXz9ORkG7dtp8Mf6HBcD66vSoG/fTod/kZ8H11elwRX52bVvJ8XV+Nm1byeFt39YSlxvv97e+HM6/Jv8jEInxp4NHr7Y+Fzs766kQyh+DpzHeS5EczV+FsGrmc4GmyUYsxnEenaljtTQeNV03lwHG5JX1nvEN/sZFe/NN5LfvytPHxv7ioY2J9Y3hI/owkV9LEvyaP0DOEYVQ7py9g7BOOkXI9gBvG6roWxSiCXMEW3edgpF7NC7uIcy8buwI8c779XnjLQHuE7u0BLl7NNoLwBpCAQNIeuXHsOxgzkqNnDqS/0D8wdqMOuLL/Wh3qdHjw7YhG6D1f+Qvf14nUL4yks50kBIxxsdKkigkk5dAHgzQqpvg16tST7lMx8m2dSn+hfgN9Zp0YIu0ujwICD9poPX7+Z78436Ql9ayIteAEJM+MeIlCz6ZX/ykZb2Dy6CigCKnw7GCmUe6tTT8R7j11KGvCBIiMn47AXB2hdAf6cj7P7VZa+W9Ka1PyD0vEKo647wHge6T6H+DYvV7qy/GIL5u50Ow8elYX4CJ6KVk5pRo9w9O8H/EadfXeB+C/V1J5d6BedrTufxA5S/3wG+tvIeI4I/ucidoIL8FCayi18nwI1xQwhLu6NDMQYNR4wYMWLEiBEjRowYMWLEiBEjRowYMWLEiBEjRowYMWLEiBEjRowYMWLEfypubv4ffirrZ2V4FxoAAAAASUVORK5CYII=)
Consider this simple bivariate data set. Draw a scatter plot for the data.
a)Describe the correlation between x and y as positive or negative .
b)Describe the correlation between x and y as strong or weak.
c)Identify any outliers.
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)
Consider this simple bivariate data set
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.
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)
Consider this simple bivariate data set
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.
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)
At what percent of simple interest will the sum of money amount to 5/3 of itself in 6 years 8 months?
At what percent of simple interest will the sum of money amount to 5/3 of itself in 6 years 8 months?
Show the conjecture is false by finding a counterexample. Two adjacent angles always form a linear pair.
Show the conjecture is false by finding a counterexample. Two adjacent angles always form a linear pair.
For each of the following sets of bivariate data with variables x and y:
Draw a scatter plot by hand. Decide whether y generally increases or decreases as x increases.
![](data:image/png;base64,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)
If the two variables increase and decrease together, then they are directly proportional and have a positive slope.
For each of the following sets of bivariate data with variables x and y:
Draw a scatter plot by hand. Decide whether y generally increases or decreases as x increases.
![](data:image/png;base64,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)
If the two variables increase and decrease together, then they are directly proportional and have a positive slope.
For each of the following sets of bivariate data with variables x and y:
Draw a scatter plot by hand. Decide whether y generally increases or decreases as x increases.
![](data:image/png;base64,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)
For each of the following sets of bivariate data with variables x and y:
Draw a scatter plot by hand. Decide whether y generally increases or decreases as x increases.
![](data:image/png;base64,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)
Explain why the drawn line of best fit is accurate or why not.
This scatter plot shows the amount copper in water in ppm versus plant growth in cm over three months.
![](data:image/png;base64,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)
Explain why the drawn line of best fit is accurate or why not.
This scatter plot shows the amount copper in water in ppm versus plant growth in cm over three months.
![](data:image/png;base64,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)
Show the conjecture is false by finding a counterexample. If AB ≅ BC, then point B is the midpoint of AB.
Show the conjecture is false by finding a counterexample. If AB ≅ BC, then point B is the midpoint of AB.
Construct a scatter plot for the following data set using appropriate scale for both the X and Y axis.
This table shows the age of students and their scores on the MAP test.
![](data:image/png;base64,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)
We usually take the independent variable on the x- axis and the dependent variable on the y-axis. A graph could be drawn in different ways using different scales and intervals.
Construct a scatter plot for the following data set using appropriate scale for both the X and Y axis.
This table shows the age of students and their scores on the MAP test.
![](data:image/png;base64,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)
We usually take the independent variable on the x- axis and the dependent variable on the y-axis. A graph could be drawn in different ways using different scales and intervals.