General
General
Easy
Question
Which of the following is an example of parallel structure?
- Yesterday, Leon walled to the stare, purchased groceries, and made a delicious diner.
- Yesterday, Leon walked to the store, purchased groceries, and make a delicious dinner
- Yesterday, Leon will walk the store purchased groceries, and made a delicious dinner
- Yesterday, Leon walked to the store, purchased groceries, and made" a delicious dinner
The correct answer is: Yesterday, Leon walled to the stare, purchased groceries, and made a delicious diner.
Correct answer
a) Yesterday, Leon walled to the stare, purchased groceries, and made a delicious diner.
Explanation:-
Parallel structure means using the same patters of words show that two or more ideas have the same level of importance. This can happen at the word, phrase, or clave level. The usual way to join parallel structures is with the use of coordinating conjunctions such as "and" or "or".
Related Questions to study
Maths-
Find the solution of the system of equations.
![y equals x squared minus 5 x minus 8](data:image/png;base64,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)
![y equals negative 2 x minus 4](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAFsAAAAPCAYAAACLKbN4AAAACXBIWXMAAA7EAAAOxAGVKw4bAAAABGJhU0UAAAAMyZLetQAAAY1JREFUeNpjYBh6wBqI1wDxJyD+BcQXgDh6ELrTB4j/MwxxcBCII4GYB8rXAuKjULHBAkBuuzYcAhsbkAfiS4PIPTOBOBlXYM8F4nAs4gVA3DpEAvwHFjGQhzuwiDdD5WhVzO2FsrEGdjwQd6GJcQHxLSAWxqL+PxGYnsASWpRgA+eAWByJnwjEU2jkDjZoDpPHF9heQLwKTaweiGuHQIrmAOKT0BSFDXgAcR+U7YKU6mgBQLkoBy1RYgBQ6r2CxBcF4rtQj9AKUCN3CALxBiB2I6BuNxDbQ1suwjRylx6W3IXTD9+Q2H3Q8pqWAUUpUIIGtAoRagugzUQ9GrrnJBa34AyHw1APKEFTNdMgLjo0gHg2tF4htl3eR+PmIUmJbyEQ+wHxUiCOHcQBLQ6tX1iITP2boJECavueIaIYoXYE4MxqcwdZexUb2AJN2YQAqN7Zhha4oF7d4sEQ2AFQSb9BHtjEZFVQE2wdEEtj0b8c2kIZ0MAGBfJxhlFAF7AN2jkYBTQGOtCycBTQEAAAdPJ3WHyN8L4AAACTdEVYdE1hdGhNTAA8bWF0aCB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMTk5OC9NYXRoL01hdGhNTCI+PG1pPnk8L21pPjxtbz49PC9tbz48bW8+JiN4MjIxMjs8L21vPjxtbj4yPC9tbj48bWk+eDwvbWk+PG1vPiYjeDIyMTI7PC9tbz48bW4+NDwvbW4+PC9tYXRoPgXdaA4AAAAASUVORK5CYII=)
Find the solution of the system of equations.
![y equals x squared minus 5 x minus 8](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAG4AAAATCAYAAABx5zjkAAAACXBIWXMAAA7EAAAOxAGVKw4bAAAABGJhU0UAAAAQ3ZOC+gAAAhZJREFUeNrtmFFEQ1EYx6/JJOklk/QQkyTZy/SQJCOZZDImPSTpJT0kvaeHRJI9pNcekkSyh8xEkkkSSZIkeuqhtx6SzET9D/9xnd3ZXe65d4f758fu3dn23/nO+b7vXMOoX/2SIrgCXYYvrRQAC+DOnwo9VfCnQD8Ng7w/DXqpnTUurLCOWuG1msA2+GK2OQUdugStG2QZPFUNUL1qF6yDBhAEG+BGl52WAy2KO1ddanqAHXZZdCctPrzEqDupOa4eWWt8ryQRtB4XjhxO+3ZKIkU2S4F7kwfNgE2LHPsCWmusDXZqhGjt20zXs2DHxm94vePs+HZKor4tmq4HwJY8aAwcSfdWwYoiU3GQ5usRcO7hIV+kn0/u8GVplXvpO0JvRXbU72BIHiR21aPpOgReQaNCY2ds8+8r7GqnukM7u1U0AFEu1OcqKboW3//11QkOWOeDvBdlTCLy4G/T6zTrm6qJKtXPopURjzVa5czohu9Mhe+PgQv55iXPSmFGNqDQ2CA45gKZ0ugpjVu+C7W8twcS3KLTCk2JhXHC5kfUk1sHUqWT6uPC9dL3k2H9UL2Xta4sBYhjwYPCSQmxCTD/4XGw71GQMuzWAiTOoCU99p1k8GImbzF6m5cHT7A2JRSZCXKirB7bHHLS3FaKR54f8MHOur9OfKd4/CgyPeYZozKJgF0bvrRTjmnDl0YSBTnrT4M++gM/hKBIIJKZQwAAALR0RVh0TWF0aE1MADxtYXRoIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8xOTk4L01hdGgvTWF0aE1MIj48bWk+eTwvbWk+PG1vPj08L21vPjxtc3VwPjxtaT54PC9taT48bW4+MjwvbW4+PC9tc3VwPjxtbz4mI3gyMjEyOzwvbW8+PG1uPjU8L21uPjxtaT54PC9taT48bW8+JiN4MjIxMjs8L21vPjxtbj44PC9tbj48L21hdGg+F8DO5AAAAABJRU5ErkJggg==)
![y equals negative 2 x minus 4](data:image/png;base64,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)
Maths-General
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 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,iVBORw0KGgoAAAANSUhEUgAAAIIAAAATCAYAAABcOdUbAAAACXBIWXMAAA7EAAAOxAGVKw4bAAAABGJhU0UAAAAQ3ZOC+gAAAmlJREFUeNrtmNFHZFEcx49krWTIWElvI0lW9mWtlSR6SFYSSZK1ood5mn8gPaxl7UN66CXpIUkkPayMSMYYa0WS1cNY1j71DyRjjWX6/vSNa5w7TXPvr3sz58uHuacz09fv/s45v98x5vmrQsrgB+gxTk2tFpAG5y4UTqJ/LgROwyDvwvB89BbsgWuu4O98iUHUxRohpeB3BGRBiX5/g1WQjEk8e8ESuAhp3pNokS++l88JMAcKAQNxyGTQUA5MgReesTfgKCaJsM24VkKap65+cBbyb3ZxtSYa7DiC6DqGHVSgeZtgxjKeAV9CNLoOZuucuwC+WsY/82/3kiToUw6cTXIEFQP4jmUifATfqsbaeBYma/TutbCp+MjtW1rBTs/zJ7BWhxfNROikD4nNeADfsUyEcRZvXi2zsAi7tZPz/ICFV5lHxZzP/DGwws+j4CSiwNkSLlNjrrZvtUSQVX/peX4F/oCXCkbPmXit5u4SaJCrK+3znWN2FBchVOmN7mRedYBJcPpAp/MY32H4MmHNK3k+rzyQ8Y0al+Kq2zIuFfiVz3cy3DkGIlxBNrUzGUwEvlUTocACKMXdoEXBaLbG75YtY7Jb7DMxZ2OWCPdHnYnAt2oibIEJsAPmlYymfbqTPsvqSvG+oY2r70zhAidIIgzwSDMR+FZNhAzbyF+KRuVCJs82qpVj7/g/R6tqlGxVAD/wQiSKwInnaU9dIzeNf9ltmQh8qybCJCdMKJuVYG2AG/CfQR6qSpYDn1pilxX5U0v8HfIoEHJ8wSYmvuut0eqaJwnw0zg1vWRLe+/C0Nx6za3PqUl1Cy8wyJdyGwKNAAAAuHRFWHRNYXRoTUwAPG1hdGggeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzE5OTgvTWF0aC9NYXRoTUwiPjxtaT55PC9taT48bW8+PTwvbW8+PG1uPjY8L21uPjxtc3VwPjxtaT54PC9taT48bW4+MjwvbW4+PC9tc3VwPjxtbz4rPC9tbz48bW4+MzwvbW4+PG1pPng8L21pPjxtbz4mI3gyMjEyOzwvbW8+PG1uPjExPC9tbj48L21hdGg+cLxm8QAAAABJRU5ErkJggg==)
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,iVBORw0KGgoAAAANSUhEUgAAA88AAABSCAMAAABdRRbxAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAMAUExURf////f39wAAADpCOiEhGWtra1pSWoSEhJSUlO/m5jEpMQgICEpCSt7m5joxOnNza9bW3r29xa0ZtXtStXsZtVoZSrW1tbWM5uY65uY6rbVSGRlSpbUZGRkZpeYQ5uYQrYxSGRlSe4wZGRkZe+bWWuZj5uZaWubWEOZaEOZjrRlSzhkZzmNaWlJSSq2tnM7WzrVSSkpSpa06hLUZSkoZpVo6GXuUY3s6hObepYSMteat74xSSkpSe60QhIwZSkoZe1oQGXsQhEpSzkoZzhk6SuatpRAQGRAQQubWe+aE5uZae62cYzFSGebWMeZaMeaErRlS7xkZ7617Y0rvWkqlWq2MMUrvGUqlGXuMMaWcpSkpIc7OzoSMjBA6GaWclEpS70oZ7xlaSuatxVpaGYR75ntzezEQQrW95oS9rYS974S9jIS9zq1C5q0I5ntC5nsI5q1CtbVahLXmrRBaGVLO71KE71LOrVKErealWuYpWualEOYpEBnO7xmE7xnOrRmErRnOaxmEaxnOKRmEKYxahLXmjFLOzlKEzlLOjFKEjOaEWuYIWuaEEOYIEBnOzhmEzhnOjBmEjBnOShmEShnOCBmECISc5rWEtbXm763va63vKYTvrYTv73vva3vvKa3Fa63FKXvFa3vFKUrOa0qEa62cEErOKUqEKXucELXmzq3vSq3vCITvjITvznvvSnvvCK3FSq3FCHvFSnvFCErOSkqESq17EErOCEqECHt7EFLv71Kl71LvrVKlreale+Ype+alMeYpMRnv7xml7xnvrRmlrRnvaxmlaxnvKRmlKeb3GVLvzlKlzlLvjFKljOaEe+YIe+aEMeYIMRnvzhmlzhnvjBmljBnvShmlShnvCBmlCK1j5q0p5ntj5nsp5q1jteb3zub3Wub3lK17jCkQCO/ezjpaSu/W72tahDEQGToxUnN7jN7374R7lJR7jPfm9973/wAQCFJjWjpCUiEIGUpSWmtaa5SchP/375SclIRzhAAACPf/7//3//f37wAAANy/ebUAAAEAdFJOU////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////wBT9wclAAAACXBIWXMAABcRAAAXEQHKJvM/AAAcWElEQVR4Xu1d3Y6juLYOYEM7RRhzw1NUk7v9BEfMMyTUmTvevFVzUdGOkunaCbto6Sz/JME/1Z3YZo5G4iMEA4kNtpfXj+3lxYwZM2bMmDFjxowZM2bMmDFjxowZM2bMmDFjxowZM2bMmDFjxowZM2bMmDFjxox/Ekg0b/M2b/+8LZIUrKDExzQ9TrCxD4bIp9rY558cP08B4+vZFBt/gdF5+G3aHPo74v+n5k96zGwE/Vtc5EmeT7DDFkPktlshdrYdYuutIDv7TPn87FPE8Suc6HdC7Ukex5bLAXd4AThabgTZWfyN/VagnT+//VaQPZnw+ZuCSBoeAy8HGQqPqEArGZwGuJju4RlyRGVoGtAkl6GJUOS2Mg+HtkllaBoM206GpgH99ipD02AosAyFR7a0lW1nvRoGQ4GmrU5pbtUhQiFKpqbnIpGhibB938nQNCifjjI0Dcgyk6Fp0KK/ZGgakAnpGW9tlR9PSs/LaenhODF/npyep+fP075A23yVoWmwW05HDwwtmrYApuTPXWFrq3EyHUnsCjQtezhOK06Sqel5PTl/fp1WQCqfppW3yXZi/txMK2+TCdsjvLWVLV5OR3KkmJge/pNMK29PrT+vin+2/nyemj8PE/PndTNtAUTJdPrIHfozIWQgEWFXBhYkfuRCkqVuDxtUAqF+9JJq9BzRdRvQAqfrzwPPHfgO1YpY+DPPfIGBrn2bk21uFsBZhgDEN7Ms/Hl1ewGeV151aGXRn6MdpaFkSqM9IrQN2YRb+POwuj78QH1qq92SPdafo1r0lvW7RVR1x/c0a+UdN0QGf6ZZXsogQ5vjUWvyOI6J8nfSJ0VR9F5RKkjQWoYYaJbyXukUj9/BB4b+PLTHa46QL0mRe75ModHzmXav14cfqtQv+2300L9uZHCxP6Xv6btXZlnogfRpegpFc/Sb2qC2ONkWWbAKFEWJ9vwDxf+5EBXJoIA3zk1TZlVmcTK6ui9xE8f4TwhG5RJ11JM/L1X+TOo8RqMmYvUcp14trWrfJhiq/+pU+FbSK/bJ9/HzVyg+NLDFKBQ96/yZvqEYy1dadUlN+9yvcmn6864fFUDbodhXGtTs26Q8Pn270nOFPpqnQzpuEh/FDmn8mVR5WpG9PPOGpj/X7x2l2RYHU0H19oj2RZzIAlh1eQW11bmA8Sf9z8rVVXeIMaex8jXzfa0o2Y4b0h+7NjuMaaFHceqVhmLfjjaog9MB/17LK95Q5G3I/7ce0KHcp4qOQTX9eV2m8VGWR4/Y+J9ueyUPF2j2bVJ2T5cCILROrok5QtefCe3RoZcnO4xPfX/yavvIUu1/jvrtMVRjyrBGhQwx0JQ1PgP+9jbSSbyg68+0PcaFpOeMtVUEL2tHptlZ+XOnSeE0Fw0IyTq/sgbstP7n877cjvhzifPDs1ciCn8e0gMn5FMTyia6V+i57dbnxY8f51rnGe5YJ5r+fM4u/JkWS5ZT5fbdR8fV+DNZ1M32UgDRrot9RRlDf6Zpc2lN65RCdv2QZ27Q+XOP3kOJ2hxqe5SJmlOhZagG2+h/PveN5AYlWrKWqTq4sjQ7fzaovASRjzAt5UZ4riCFwp8B66K5Nq+kezk1qVeFUvTn/fEjY4JY1pzEBX8o9ExFOUQvvByCQOfPUGEvLLM/cNV3lYtGyhGGfbtENwHpRxeaP0Ohph9SoCBd5096Gj2ADljJYBgo9u3zMeY1h+YfgVrsKDL6nysk+XMWv7ICpktX7c1u3zaofHiLm01UpwEybtD0Z2gPR/y5x7T2rFAKf46ywxIemqYXgcYbKn+WMhgIZb56yBWmfRv4M1cOV8+Cd5I09qlbhn1bcgUOAvzZUxM1xoetXi/8uVwuce9L0Sp/XqXeAoUGpT2iRcx1hVXqKTbesDPouW4Szhfoc8wT2RVXBeUxRHhp62cxx4dBFSqyY+8o1Y9BVP0Z0BbX1qhM+8XmEJA/s/LYVqRLNgEenSPKG1PwKos+lHZlGR/WH4SFkCai6kY4Tj0Ebt2+rfDnyJs/m/btP5+fRPUcsjiOG9/OBkV/jmrU1LTsQzXXAIU/g6rJW48VjvNATfZQ6BbHqhHsZp3HnNSJbLgfh33kCFa7fBhqFKMgFgGy3GpJtujCn+lzRhb9R0D+DHm1jJdHXKkGAQ9Yx2+fCkf5yAILf34SpduiJmPvMUDd8mByxviwqrkJSBC3MH26w9CfV18lf47KPnttYuRH0Ap/JjhGGOeoyHzZ/hXteD4GMDLOXkAMeGVdPAFgjt+upf5cbmPeVA0y0cdhn3lhofIImtY3GfZBZNLDTVvoMbxWWP7MlJPYi51psI0P26VpsNpkGR/2RbZwLYq5MWCBYyGfucEYvz3iz9E+c61KF9j0Z8mfGXj/pKv5lkOhB/oeFy911R0OwXqIgT+PDHanp4Y9fJv45ssFkTl+u5b6c1kIYQAEMMcxfL9Z6dlC5SCHxXkIoWZv6M/lhZ5bzPTzXnIjV+jzq/pjAU14MHobLONVS5QFE7cX661Oz8CfORmX6MCnqwNP8ukdM/nzSH8G/nz0VE1M/vx+tW8ztHl89FHRFf683nLRlLHpUCKS2v9MjzHK+ixtnkLN0jT15+og+p+BP/NXI8f43Y0GlJEjV1jmV1U4Rd6aFSAaDP68lvRMMDd+9nG686lRGn/u06rFcYxDcWiQL3RaOvchLaxE769afHmS/Ln4EEzIT97+mX0b+LOnuvMr/gy4NuBuUPTndvnB4wYpTEnDA/RbPm6dKUYo7Z6fnkKVMSn0FvOiPwN/5q/2w52e7fK2QeXt8bTKYi55eELvf4a4pX27R3nWdVkeb71soCp/rtjIMIqDPDqHxR8DzY0R0R5oDXn70v/cFoeOBaD59hFhDPt2dTVgCP05uH37oj9LkKMXPe/QmJ7RgfeF7aSoGgD6/CpS1iXN4mCz0og+3vOqP68TQc+7POYF/Tiwfb6kTuUUg8BKv4aQaSKz/1k216diuV1uCxQ3yKefW+HP5MgJmXVquGWQgShv9Mam3L4FM7dBXhv2sF7yZxAqOR179lcVr9oL6Pqz38v8rP9ZovMyHyr8mRZCBzn75ckYqv4s0CK1SfKB2f980Z/JsxCBSdE4diV9Yg8r1F4skvEB+33jqdoy6OO3Ia8kPdOKAx/yuvVIRuHPNBFjVUq9jjnDtOeRU7jBJIC1yZ+l/hz1MR8YRkcDcByw1eXtqrm9QAT6szd/1vXna/+zBD76yDOK/rx6PrABvYvoPQ5FcEZ7BEUsW9IgsOrPvE5FUgq49fg8Cvv8qk6zb4MOyg6kA7HVk81F2vhtwIU/S9RPfhVK5c9fn3gxr5NA1klm39b05x12VHbsoIb+fB0fRnNezhX66kMPtv7nS/WJoEodPYUNkz9f+p9/7Ph7tNirt17t7+mbgtUnkgTrMmyRoj8zgCroITFqAP1Zhi646M+XoRj14dkmNt+BT+ZXKVybbBLZIFIUo8qToE3/JNAajYui9+wY0MaHNbxh7YuA+rMurhbBxpIyWPjzVVnoGWsaUjbkzR22/ucxf04XfkVs8uc85vJ2VLLJtlGLM5/mSBsfRtMnlv0vfKZKELS6P4OoL9JQjQXA1J83TSF4xMDnY9BUIYhH8Ov5VQObHiOmYZCSOautvazP0Dqp9DCsNujQjyZhbho/A6tq3x7wNluvqzSkfVuj5z+SgIUNpanpz4TiOC9FppO3pG77hI8qcYbW/3ymGWouBbBrU5YYDztC15/Pq7I4YMoKpW7iot+Ibgx3aPOr1nlR0+o1wMBwCdV/WERo/R6s9jDo/c+EZg2qhTsG0uUlzdxH0NnnV43Hh616jHFXsgvrDIIQ9upr1cdv0xpi7epbgmXnx0q1/mfSp133HM6fgUHPZOM/6WwMfX4V7TuMM5npBDLrWPspuBp/pvUbxC8LoM0gMb/pjLp9m5SsgDcs03ZdnuRH37F6Kn+GZ8Zph8MVsN7/XGV8WEQ46P4MVzVQVcYpDE6yZ+yR3ifzqyb0H6bOZ5gA+viwBVlz5hAI5vjtVcjGm/FnXd5WsKKe5iqz/zksTPv2DWfSChXaB8Z4yYiGLGBm3x5xLEI9HXgYMMd7Klj5vIx9fJi9VzoMzP7nwNDHhwWGKW8HxvT+PUP2lltg6M+BsUMhBh5/jp+0R0HwC3r2Al7aVrCyU3kYDEb/c2AY/DksJvfvOb3/bb3/OSx+xp+DgBSK/hwcuv+w0BgS3xG1nyP7ZH6VfZ26ECCF1UVwOPxn2tKYnD/TrTo8KTi2RndMWBjjwwJjcv/bE6+PsZ/Q37Bdsu7QLor2kVyCcj/ILeJgAXHDZdvviv+l++FyDtGyhGS8fIPALcnHt/OxgIdnzy4/7Gp0u++8XWLMm/bH9fnFBqehPufzOikWZIBPRNi6vWJnN2+PAB/xa5cP0DNoaPLJ4Zy/26UAWNw8fv7bx78giqH89noWT3z98Jj5FyTMEmI/f3yDGOCfuyVmgdF2zZUQ29A2ySh71I/fxh4Wnr/APJOvl+D5r2/inhSPx07PWYw4fod9KYIq2I3f0Ra+HtwBHzJyFjGLJzQ+nmRggthZjAfx/Ozx5R4ynSX6fri+wA2yFERK7unxaD4O17CMdoTrVZ7I41+AJhYvICK/XNXSYmfs1qNHhli8wBjstvj239Xnv94QybOQeI6HQ7L+X5//9pMR2AXxa9gvv7j3CJXTuphE9oHfWM8UbAwsfNlvN3jn1W+w/+uBI/yxaVgcPK6OXeYhAXndb19+hwM/YQnK67fbfju8N2pSFhLnDCKb4CzIB+MGdZ15lX2LlPj3+Ob9H/bVNQh3PMwxuie/Ba4pPRRiUR3jJYRZXLCzW+winDGIoDz7F/vHA8dLbWmKa/TX/XbwRXdkGXSJ+BapeMlLgF+/N8TfgFd2fgEtrzcgwEOXnf2H/49/MfwqU65H2KHy2+djFJRJ18MgBDEpg/GdSQz8xsDOOKS8fOdxt0SUi0YAFpcICcjrcudJPX48JnDgJ+wI12H/xV/uPsJ7kwK1TGgU1xgGlhXsTKTj9x1FbSHEPXkuPvAycCoKBL7lHfPvP/8Wjwny9q3w2FVxe/RGDNeUHgqxeMvm9QdPk53xxTBE2uwteGryjJfPI0cG+CvddiIKuV8eW8bqjbLJRaTsyUXc7OuaZ/C2MrF7QxANnPIQXNgtjwuInEfMLsJPeDLsp/AfAl/yzwzi3e47Dnu7vC1GdUd8Mwb/icsO9jLxlx+J7K/SYxmfw1GcXgPy8KtzABYiB7/Ewe+I2/zNHY8ispF/T36Db0GxsvdXXdO6vRhAhO7+5hEUl/EkEBb3BMYpSPDTh0KAVvZXsUujy0qYncCf+DcL3HN+wWh+0uXq6C4L+3wWizUbH3Y5uT0LO7tdeCjEXkSc8Svi+S+3OeTJ9SBC4ngN/PRc4E7/ngEB/G26wSoM+vpVgTG9ffvn40n8sf1rutJlmL7/eWL79j93fcnoE3+A040Pi8z5DIEB8rYMTYPp6Xni8SRFKEeVn+CfPB6DgX6btkHdT7i+5Gf+wzyH2P4EZDnhYFKGFLQfGZwCk49XXU89nsSY/xwYM3/+OSYdH2b1HzaapRENtGwBfLg4act2XfqNZ7XKq7QOR+PHQn0+Wm0qPcVd29K2dUpT908S8fjVJFmmQfxuGWXhz22rx7Rj8bu9gGV8GNVnVO0hg1j8Li9gjg+jm77UYiJrKADHlW91ethVm03IMdaK/23Artxs5GyJEDD8e0brzaYKVP8/sYeN9Od9dUySpGu52l0fk9xvfYPIXB8DciwN6L9a1Z+jPjkcUK7O2l7hAvDulKbWHkUbHr/qgBYuFrD1e5daptNzVOLkTSsl+gzxL49uJYG0+eX0lOuz9VkGJY4ZpPPnaHPsTkfVm270Avm/fHXzKKLx5zJHB5T4TssfQWuPKIb4l+Hce+v+SUi2hBoUaIL1Z/63R1eHzfc4FpPFI5LGjpXogsgir+6z2MuBjgqsrC9ZL5u8OGgen+vigJqDo8sJ5fmjaolY/L8r9Ymmh6Y5OHqZ1uTtaJ01hkuvHj01TePohFib/0z7peEXruLxOzoFLsf+6OE0SWm0WSruBtqEFYBjI67Of17jd4xRHNDlU4vGDeoON0WC4jjcerHD2L9ntO8R1KCPOMwk+l+vjwFJnw4fsjR23ot9W9avisoknPPkRaTwZ3rEFV1n6GO8IiPJus2mrlsnI4HaHu3wESTfDB3Gc4qj/r2v67p0s8tp/DmipeHOk6ZdVfeVG7lp858h/uyguauiuKvrTe0Yf9mM+fPqlS1eSY5j4o0w7iF+xzJX+DOp2cznahnMGyDjz+MGtc9PLa3e43D+ABV9ISpfO6hBuImDzKL/zD+JQuU7HEsH07W3WGDhzyvc3Vaw8odi3y6FnJR9oFFxlF7e9ZXnL4VbjFMTj+agt1gkNuZI98P0N9TrLu77zodZ/Gx9DIHKa3U9VV79Q7ibqZvRO5TYp7jH9BBFYjq4/yo9Nyj+SUjGvWuw5THcitOAqj9HvD1iLpiDMOhOX0yKQ5fCofnjJUyxfytozH8mfVduA9Jzmt+ck0atYMtVM/J7FuGjh/9QtT1ai+emW+F2kCPKiso9fos/wEzjz+TYUY8pUob/sHK0fhUDTb/6xK/oz4P0owtp3LItS33sSxb7dtShUP7hWHs00hd2JV+16tzF7/w8ABT9OZJSXH9bg9sHv/YfxsAU3BfWVgVYONuY/1wey1UyFX+WaIvmxj/L74e8czcomutjAAXkIwMAzeMCc/86TrDw5w/V4+kGNfnFP40Dfsmf+6fmNXNuks4KPbRyvVUogatrWJrECa6dnSpY+nugifavmReo/kkk+kMoB+6gcVqiurjg9sQn/kn0Xiz6yhavqt8D6BB6/3P7nJ1pSHnbNj6sRLc6HPXMvIFc/ccBfzZrIt2OaKR8R4f4kOpdNPfC7K/KnhRhEvg/ewFnJ5lb3b3weP0qAOlF/K4tXvn0LEOADRJrz4PAerViVTlq4uboWn8t/LnGIYhBwjYeJnr7pi4J4AHr+DBfL5gS965fVaEYU2x5jkehry85ZPAeK78FjVTo/c8MJzReP4S0WRHHX90I2rI+BlNIxi57z7TPm9i1C84cT6J7MI5I2W1jZw/vlvXcteyH+NFHjN3WR1X7n/tGGJLW+civd0RPeRznjhmk+fdc/NhVRUgXq6p/T4E/j8LjfQhYx4fhMArDZ/3P+irv57e4+RpkkUZ1fYyoYqYROpX+LEFTXcSkzKDoZEGxjYchWB+iQU4oHpvUH4CFP3+YAlp7dF6S6zof44Lx+lUXsCW/TmbDeA8U/bn/EKZUUEKUdbFWWePaIOn+w+hpCeKE1xK0Cgz/24A6mP92qBumvgDii3fHEYd9ZKfFv2ebx0FaEI0/0zcmO5HJ7NsC/bvhAZV0jgw0yr8b+nOdb3SNa19LQfNhWPRnuX6VAiA4x0Wnx7oBh8GfGSg+OGp0On/meQ/8WetEP428+D8E3X8YoVWHnMUhE8CfdaKgaTj9PDLXrwIVKtR4kjvWxxBwrf86FP48ZOl6QYb1ElUGU3WFyZ9bbFnAYp2Mu7Duh2X95za3OLjf48atR9Fq3zZNfIty60hvJn8erV91g7Zsyf1Q/If1jcjmttCXTCTHxm1dEWV9SQHSN2IJjhAw+TPJAq7Xr48PY6jEglL+sNu3bVayLA5iUFfXr2oTlAJem0OS1k7irwmDP9Ous0m+XeNUA0x5m3bqYEaBqP7uthDUnfx5ccZbN3q7jz8vSOo2hELVn8utWFuyLQ66Fat39Lur688MIM6HW+8GaR6fhVIYDMTw79niPlDlt3vOt1jJzlkcxKAOpTHq8m7T/DXPX4vmqUgrCw9ygW7fppndEpwVTm2iQc+r7GSNv0IvMvQY7tOf4UE6x/GYd+nPED92FMgU/fnPXPRXlaZ0vSn+kKHHYJtfFWGjuXCGMb+qCrtAxl7nz0DONq7qgk/sYebVCPhziEZK1Z/PK0JXlLRbVNNQsxyV8dusIRLkTPRX6l7d2iet/5lkoudrT7Tnrx3JwWLftvLnCDuaUO7kz4OjzqjNr8rijjXU9cGYpdk7rvJtsyctsJv2ZIM+v6o6Vsw6cvZbt+0KY37VqutZDkVGDXXAJ/3Phn2b0XMY/rzXx29DXoW0hw0qf979F5eErGh5nRZGKJcPytRNe9P6n1fZc0l2dNVmlzeIdjylXadPiroTFv6s6s9ELIgC1YyfPgwLf1b7n2X8uWP86vyqcsts/+TtZk3dU56BoKbw04dh488091pSWoHGn6GirMiKrDehBABNf6a4W5PdalVvbKLyg/is/9m4Gl3HcPshGiz9PTRo//NYf6Yd2qbPr2m6xbsFKXtIpkzTnpxL10VL1f5nkqHi+BVS2DKLSdtXBJLMMxrRrHOczmDqzy8X0zCpWKtUvx8rEtXOQprJn6UsHO3rHtrsMoX4Sekcv0YPLwgazpavvx21fTksVs9szm3buY7oUfTnXd2XLM8DLui6/jYeH1YlKE/f0/eiCNUjpsyvWqyfm4TZkP5avjjm9xh2eduYRUkq3MRxcQrAoW3rV1EUcL7k2L5NcHwBr1SH3wgwjLgpEjxa0fIhKP6S6Cj+CDTaOGlZmodt/uo8TVy3b7f/RXGD+fBLyCdgElUTo+IdxA5x/2Fo/Jmeijh+5cRbJh/dwMYONUmOnWcUK+PDoAy6AncFl93J8ekvslgl8VORpL0rQ1Xs27RoUJLkV+koAJT2qEayfGOrpckFir5AX2X0Ydil8OSpw6Ry5oSjrkvXOjrC3rJ+1bmsgklL2vwq9tibuq5ZAuQLm/g0lN0Rn1xHY7L1q26Mdyg3EDvEv+EOVoDpw2GdPePOfUaGzp93ZV3V3ANKRDJmaN3XOMUeTavGn0kJWVRxDyi7nlExNN74eDJcotwLwz8J6btMtm51x9qNNns+XhbAdYDCn1lmHDvnxtMG+i3/IYNwIioQFHF5u+gFVX8mEL1IwG/VbYm77dvBMIzt21PANn77AkHpg4/lwdL/fIOM18uyYerPI4hXi3Tb20Mw9OcbiMgg4hW/5p8EcMsP2dR6ZZCmP0fyoYOhtIz3DAlL/3Mw3G3fDgZi0Z+DYuyMYQLYxnsGxT3+AH3IDfjzpBlk8OfQsNq3A2Kt9z8HBrHNrwqET/jzlP63/2frNs7/Tux/xp8DwPTHEBg/5c8hUEy+/vO060va7Nsh0R6CTXW2giR/N3/OlhOSRIECjYX5BHhaaWnx/n1afYFM7a+3MIYnh8Va8Tc0AYpp13NfTSxvy/UxJsEn62Ogl75/0TZ5yBy3SzQZarLx9aw/vcjP+KLr9tIv0TWt2/ZlfMI2cfjy4Ab/ydCh6/99Te0SFdz9krFkvsDOzvnVx7e+7xC65fWLiFTeu374qdvW9w26ZBbbxGUzDbGNf3nf1p9wvIVv8W/2Ec/LcwQ+X+CSSIOX/Pivv94gUsjmJrk9INt4tOKm5863LkZqkrDxr9tFlw0S4ElADSrU55ebuO+6860vlrZ5ECdpQp8EjTxOhYM8TobJX+BDBibC09Q5NHUGPcnjVGgmLoAp89+69kn5lv2NeJHHUDDiC5vAF3n8/0XoTAuKkzxOhX/L49+EwHn9okUYNPrNpMajGTNmzJgxY8aMGTNmzJgxY8aMGTNmzJgxY0IsFv8HHnml4VezGqoAAAAASUVORK5CYII=)
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,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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