Question
The __________ counts how many standard deviations a data value is above or below the mean.
- g-score
- a-score
- f-score
- z-score
Hint:
The correct answer is: z-score
Related Questions to study
The _____________ is the normal distribution with mean = 0 and standard deviation = 1
The _____________ is the normal distribution with mean = 0 and standard deviation = 1
What is the other name of the empirical rule?
What is the other name of the empirical rule?
What is the symbol for standard deviation when the data set is the population?
What is the symbol for standard deviation when the data set is the population?
What is the symbol of meaning when data set is population?
What is the symbol of meaning when data set is population?
If slope of a line is 4 and y-intercept made by the line is 2 then the equation of line will be __________
Correct option is (a)
Given slope of the line (m) = 4 and y intercept of the line (c) is 2..
The general equation of slope intercept form is y=mx+c
putting m=4 and c=2 in the general equation
y=4x+2
the resultant equation will be y=4x+2
If slope of a line is 4 and y-intercept made by the line is 2 then the equation of line will be __________
Correct option is (a)
Given slope of the line (m) = 4 and y intercept of the line (c) is 2..
The general equation of slope intercept form is y=mx+c
putting m=4 and c=2 in the general equation
y=4x+2
the resultant equation will be y=4x+2
What is the slope of a line which is parallel to y-axis?
Correct option is (c).
The slope of line parallel to y axis is undefined or not defined .
The line will be vertical.
What is the slope of a line which is parallel to y-axis?
Correct option is (c).
The slope of line parallel to y axis is undefined or not defined .
The line will be vertical.
What is the slope of a line which is parallel to x-axis?
Correct option is (b).
The slope of line parallel to x axis will be 1
The line be horizontal
What is the slope of a line which is parallel to x-axis?
Correct option is (b).
The slope of line parallel to x axis will be 1
The line be horizontal
If slope of a line is 4 and x-intercept made by the line is 2 then the equation of line will be __________
Given
Slope(m)=4 and x intercept is 2
The general equation of slope intercept form is y=mx+c
At x intercept y=0
0=mx+c
0=4*2 +c
c=-8Therefor the equation will be y=4x-8
If slope of a line is 4 and x-intercept made by the line is 2 then the equation of line will be __________
Given
Slope(m)=4 and x intercept is 2
The general equation of slope intercept form is y=mx+c
At x intercept y=0
0=mx+c
0=4*2 +c
c=-8Therefor the equation will be y=4x-8
The slope-intercept form of the linear equation is
Correct option is (a).
The slope-intercept form of the linear equation is
The slope-intercept form of the linear equation is
Correct option is (a).
The slope-intercept form of the linear equation is
The line that passes through the middle of the plotted points is known as
Correct option is (c).
The line that passes through the middle of the plotted points called Trend line
The line that passes through the middle of the plotted points is known as
Correct option is (c).
The line that passes through the middle of the plotted points called Trend line
A survey was made among students in a district and the scatter plot shows the level of reading and height for 16 students in the district. Describe the association and give a possible reason for it.
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)
Correct option is (d)
When the level of reading is 2, heights of student is 50 inches
When the level of reading is 5, heights of student is 55 inches
When the level of reading is 7, heights of student is 60inches
When the level of reading is 6, heights of student is 45,55,60 inches respectively.
The graph shows when level of reading increases heights of students also increase , which means the garph is positive but for same level of reading there are more than one students of different heights which the association is non linear
A survey was made among students in a district and the scatter plot shows the level of reading and height for 16 students in the district. Describe the association and give a possible reason for it.
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)
Correct option is (d)
When the level of reading is 2, heights of student is 50 inches
When the level of reading is 5, heights of student is 55 inches
When the level of reading is 7, heights of student is 60inches
When the level of reading is 6, heights of student is 45,55,60 inches respectively.
The graph shows when level of reading increases heights of students also increase , which means the garph is positive but for same level of reading there are more than one students of different heights which the association is non linear
David asked 20 people if they can buy a new product that he developed at each of several prices. The scatter plot shows how many of the 20 people said “yes” at a given price. Describe the association between price and the number of buyers.
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)
Correct option is (a)
When David kept the price of his product $2 there were total 20 buyers
when he increased the price to $4 the number of buyers reduced to 19
when he further increase the price to $8 the number of buyers reduced to 11
The graph is clearly depicting when the dependent variable increases the independent decreases and the change in the dependent is not constant with the change iof independent variable
and hence it shows a case of non linear association
David asked 20 people if they can buy a new product that he developed at each of several prices. The scatter plot shows how many of the 20 people said “yes” at a given price. Describe the association between price and the number of buyers.
![](data:image/png;base64,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)
Correct option is (a)
When David kept the price of his product $2 there were total 20 buyers
when he increased the price to $4 the number of buyers reduced to 19
when he further increase the price to $8 the number of buyers reduced to 11
The graph is clearly depicting when the dependent variable increases the independent decreases and the change in the dependent is not constant with the change iof independent variable
and hence it shows a case of non linear association
Alexa is training for a 10K race. For each of her training runs, she recorded the distance she ran and the time she ran. She made a scatter plot of her data and drew a trend line. Use the trend line to predict how long it would take Alexa to run 4.5 miles.
![](data:image/png;base64,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)
For 1 mile alexa took 7.5 minute
for 2 miles she took 15 minutes
Similarily the trend of graph is clearly depicting the time taken for alexa to cover a distance of 4.5 mile is 45 minutes .
Alexa is training for a 10K race. For each of her training runs, she recorded the distance she ran and the time she ran. She made a scatter plot of her data and drew a trend line. Use the trend line to predict how long it would take Alexa to run 4.5 miles.
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bPRwvMKTaM3LViW5wfv9pCY0ql92yVIv3VlixsSnDFC9vpTmV/Bzxj5DI97RykNTQpzS0NPkppfjghXS6lSWm+sCzFsxviuElFcQDmjs3jqhlBjs8X6c09RgCl1G7bLEq546Xo+7tvAiwOYOqgP7TQ6b2OM9UfT2V578RM4+28LWS22iZIH2/mbdNostc2rcGSInvHKbITS/adBSkO/DgF8KeXt9GW8sHew4d3KVi+Pc6bm6PMn1p0wG2zzef1g5JJ2jlGa1gV1/xwdYJ/r+nhmJoQX6yyCUr41aokj78Zpb+gaUcCFq52sd0INx4VYVx4ZCTte/55FytXrh74uxCC5cuWIqVEAL/42c9IJVMDF8GSyhpmnP0xrIKSQY329/oaWwheafUJZzjzIAVs64WUgmebvMyCke5E9bhQ26Po8XVGsxdCQNyDjTFFp5tZLIAuVxP34ZU2L7PxGQHtKU3Cg5davazM0PR4mi1xzXPNXkYfxISAhIKtWYgFkNLgSMFrrR6RAyyIEHEEK1oSIPb+bEc9zcK6HkRxBG8QHW5Lpj8M9PZ6rGyMM3G0uXPkYGOSdo7xgKdbUjy2phs35bOqzuOlJoeSgORva2IgfbBFurKKAF9rFm7o4aWJIf6jZmR8tFZKp1fH9/WelVLovlECKSW+r0AKJAK0RmHjCws5yAvsjkI0GhAZ5ww1UEA28/zT16R0vAzzrGTHzQXZGgTovzMho3A6fZyKHV8zbpMQA8eYcdvo7xVn9tpIj0poZN8L7kBj+RqKIg7EkuytfqFjCQrCDmofrxUBWBY4GjY29fDYlh4W18coD0m+MybfVEY8yJiknWOWdnr8YUUvyZQPlmCU0ox3XZaJIN3dLtiCsNJ8fLSFdn3+t1OQ9DU/equb44qLmJj/bixqy64LPvlJlFKIvozjeT7trd9h86ZNCCn5ryuvGHis1hohJNIe/Eu1NaVZ2plkXplNiZPhhVnAq60+3a7ilNF2xklbCtgcTzEhIjmm1MoongI296SYHJEcUZL5eV/brehIecwrszMeoVjR5dPl+pxQbmdckU8AdfEU4/MEJ422M/qAIoCNsRTjshQr6mreak9yVIlFZejAXmtSwP87spwn/l2316UtFSHJpw8toKJk720VWlPXnuTql7azcHM3La7GRvPZmVU4jjRLUQ8yJmnnmK6EYltbAoRgQlDwxyPCFJWG+NsrUfy+i98xoxx+cmyE4hCseCbGkhaPppYkid2ngnOS4+y6pYkQbl+vOJ2kA4FARvGlSM+nIgRWFm6X6Q+RjVg7yzSe1ze2KwTYWWhbfwSZhXhCiIFaA1lpW9+csTVQwCDDeJCdWCLdAxZiaOfznBklfGJVO/fV9eK948fzhebKoyuoKg3vaHQfz1N0pRSLN3dz64oO7l/bQVIIcCzwNSdWhDh5WgnNSZOyDzYmaeeYgfe9r5lY7DB/Sj4ruxTxeDojS6UpcCROXgAnKAlZPenHh0bG0LhhGDuEAhbXnl7NmDdaeXZrN1tiPqWOYHxRgEtml/Kxw0t3eXzKVaxq7uWV2m7uro2zvKmbjpRKJ+v+uRKluPqYCkJWxhMdRg4ySTuHBS2Btiy2a0287+4tAQRtgRQC37wfDWNEE0IwtSLCtQtCrGlJ8LcNvXy4yuHQUSHGlgSQfes+epKKxbUx/rC8hbWtSTbEXHo91d/F3xFQaY4qCzJ3cgEre8wF4mBkknaO2Xk1a9zVdHmahzYm2BT1wBKUW3BRjc3oADzQmV5RaxjGCCYE+SGbQyojVHdbzB4fpLJv5KyrJ8WjKzv4/dutrGpL0b3zEPweb4PUfGRaMfkBiY6NkPky44CYpJ1jxjiaQx3NEhcWRzX/tS7FqjYX1bcUNz9gEckPcGeT4qolcRpjPkg4qVhQ6pgEbhgjlk7fBRBLeCxrTXHfhm4eWtvB8rYEnpC79qj3+POaQwqDLJhajGPqlx+0TNLOMVMKLT4xJcTK5QliCZfb3o6ihU7f5uVpTi2VjAnCnWt7qK3rgYCgUMNlMyJU5Jk3qmGMZK6veXFdF39c0sKK9hRJpWGQC+YkMLc8yKRiZ48bDRkHB5O0c4zjWHxobIhX61M82qHwtZdeneYq5tjwrRlhppU5TC5wQUOBgEsmOsypCPLu1DA3DOO9YkvB0RML+MOYME0dCV5r7OWZrb1sjyWoj3t7rpzWJyzgzCnFlEWcvT7GGPlM0s4xApgxOsjv5kaYt7GHlzsUvZ7m8ArJRdPyOLQqiI9Ml3X0Nd+c4HDp4fmUZHpjrWEYw05IGFUQYGZ5CF0T4bxZkEj6NLQneLUhwQ9faWRrYs/laqojNmePzzO7gh3kTNLONUIgLMGk8WGurAzQ2uHiaigrsAlELBA2QmvOqbCY94E8jpscIT8vC8NhWpPs6WT92nW0xxJ7ahjFVWM5ZNKEvltJ+n/Op6ejiS1btxHtSRLIL2ZMdQ3lpYVZuT/XMN6v+osPhUM2hQUB1rR30ZzcS325lMenjxrF6LLwe9hCYziYpJ2zLAhaFFYE2JbSLPGgu0tjS8XhYcHciiC6MkgvEp9sDIxrtm94nWu+8W1eXt8yUFa0n/IlJ170Tf7w88up7ps7126U1a88wc1/v4fX31hGY3uMcFkNM+Ycw0c+czEfPnE6BUFz/7hhZKK+M8lPFm7jplWdhB3JqRVh1nQm2bZTAg9KwfeOHz2MrTTeKyZp5yhPw+IUPNbo8mabz/oOjx5PM8aG3x+Zx7wyi4TS3NHiM69QMissMtrkQaNJdHcST3oEQ2GSySSpVGqn70s0/o5SDdpl9cuP8KOrf8kb61pAQSi/kK6mrSx6ahurNjZh/fxaLjhh6ojZfcwwck1n3OPnz23j72u7QGvOnZDPL+dXcMVz27lnYwwsAZ7isjmjCIfNXPb7gUnaOcjVmqc7FT9YkmBJfS86nkqvHhdg51l4XgiwiHlw4+udvFYV5jeHhyl1MkiOWtEb7ySW9HAp4KOX/4qzpkZIue7AQ0ZNmEpJIP07kq2buetvN7NoXRuOlpz29eu5+rNzeOuuX3LJrx+me+Nr3HLHw5w99z8pMhcTwzhgCVfxk2ca+NPqLiytObkmj7+eWU1RUYhxRUFQUZCSkoDkvJllw91c4z1iknaO0VrzRpfiyte6WbI1CY7CCgpsIAkDVdEArlqTYGVzivWtLh+ucvjIGGfopZS1ItbSSKI3BXmTOP/zH+fUsr2/PLasWczLL63FsQRqzIf4/nc/zriwYNz3r+KROx7h8XaPFU8/w9L2L3NS9YHvBWwY72fbulJc80w9N63qJC8g+dQhxfxuQTX5kXRd/vPGF/L7t9vwlebcyUUcMio4zC023itmwjHHRBXcW5dieWMCAopREj5bITm/wh7YmrJ/+0RvezcpTxPzFDfVpmjb2yKVQVBK0dmwnVQ8RSASJrpxAytXrqKuqRO1h02Ht216k809CuG5jD39wxzSv5e3rOGsMw7DVwLZsYIHl7UPuU2G8X4jgLaoy0+eaeDWtV04tuCTUwu5Zn4lkbwdI1ZHjM+jMGhRaAlOnRihIGAu5e8XpqedY9Z0+fxzYwJfa0oEXDbB5utzCniyxeee7VFQ6S0ZNXDZ9DDPt/ewvkfz1MYYrTNDDPUDt1aK7S1dJLSF7FzDTy7+DKGARUFxKWXjZ/Ll7/2QU6YWDjy+a1sDCWykL5kxpWKXHv7EQ8Zh+6uwrF5e3tAMTMzgGTGM9w/ha372fCMP1EbxfM0HJxbw0/ljqCwODawmB4jkOZxdEWBVzOe4sflZ34HOyF0maeeYnqSiuyMBGg4fHeBbx+QTDgdxOhLwjlLCNZX5lOUnWR9zCQoy2hsYlSKVaMMP2Ajl09nWgvZd6uvr8d5ezKKFi/nBn2/gs6ceii0FTVsaAHBTYYrLincJFSwqSm99aNn0rGvY7VclEwk83x9I9L7S7FzyKR6PDxyMBqSU2IHgbiva98brG3BQSuOqzPY5EjCwMUtqDyMOQ4mndbpNrtIZtc3vi6N0dtrWH8JTmcdTWqN1ekGlyELbtE7fApXpc7ZD5rHS5zIdwVc6o+dMAD0pnwcWNfN6cweWJTh/SiG3fXgsgVAAV7PLG1wAn5ldzt0bo0weFSK1h++bosYHJ5O0c4wQ4EoBvk4XP9rD3tI77d45kKAy/r12iGPO+wpXH9uLbVnE4z1016/gqccXsryhExVbzR233s4Js69iWnkYJ7T/Pa+1VgSc3Yftbr/tNpYtXz6wg5FWmqVLliClRAA/vOJKfOX3xdCUVU9g9vmfwYqUDOpYkipdWeqlVp+A1Bl9mBECWpLpmE80uvv/gUHEi3mwIaZoT6rMLqwC4h6s7VZs30vBjQPR46fjPdfiZjxv1u1Brw/PNXuojD5N9sfT1PZo4r6b2YdToNfXbOpRxHyV8WsjpQQBKVjU5hOyhrZBhxSQTPrc82YTrze1Y1mSI0ZHOG/WaF7skngdu7/uhIDOSIRDyn2eavJ22/FPCGhOaErMLZcHHZO0c8zAe0/C0i64p1XxuYodd2ELwBIaAdy+3WdDXA+qLvH+WE6Yo07/OEf1t0MrvHgnx0ws4D8u/xsiYLFxxSrW17UyrXwsBaXp3rVluzRFk7vEinV14kuJpRTFNVW7/a7qmhqSO91O5mtYvWYtWmts2+bQ6YfhplIDvZii8jGUhQPYg7gACSDmg0BR7EB4f5ss7IcEYp6iWwhGZeECGJBQH/fJt2BUUGaUtG2RjlVgQ3mGsQCslKZNakYH+1dNDE36JxXtSSgPCnyd2QtUAPW9mpCVPs5MOu4C2BLXhC0oD0gy/aiT6MuWxUFJgXXgvVtLQGuPx58WNfHclk5sS3DepHwumTeGgvxgXzLe8/NXHoDJkeJ01n8HKaDb7Z9IMw4mJmnnmMMj8MkSwd9bNa2xFN99tZuNR+STTKUvMDENz8UFd653ufmtbpK9HgBfK1dMCGfvDSqExImUcvTJH6DGuoV6JH4ySVffLWDlM2djqZexrG7eXrkBmD7ws1tWrkUJSLolHD+nerfYZ51zzkBCBvB9nw1r17J+7Ro83+fL/+//7fJ9IcQBVXxrSWoWtWpmF1sDt6gNlSA9xNuW9Di2LPMSNgJY3uVTFZYcW2ZlPDy+vMunOk8ypyTztq2JKhp7FbOKbfIyDLe8C5qSPrOLLfYw2HJABLA66lMdFhxTmtlzJoClnenn/5gMn3+AblfzQovHjEJJZejAX2spT/ON57excHMUpWFmeZhfn1rNuFGhjNolSE+/NCdN0j7YmKSdY0ojDh85NI8nXo+x3YXWjl5+8VKKgADlCNpSip+90kHc1yg33U+otuETh5cQDgz9dCqVpLu7l2BeIUE7ffHxk1GWLXqdFpmePB0zuoxpRfkAVNZMYUqZTW1U03b/Xaz64VlMLwjgRdfwyJMbCdgOicLpnDNj99u95Dv2AVZKobXa6/cPlBB98+FCILNQ2KU/RDZi9dOkP4xkErF/2FmQvbb1ry7IPN6OY8vWOfCVzvg566d1dmLt3FM/0ONs73G58vE6/rq6k4AtOHt8PvOmjyGvIJiV5ywLsxJGDjJJO8dICfOrAnx5rMP/1Lp0+uAmfVwJWCLd2076A1eLsQHBf05xmFaS2amMN73Nn393N+EJhzOqMIjQHvFtq7j/wSfoIYBUklmnzWfs+HQRh5rxcznpyKlsfn4tgfjr3PD7O/n4MZVsfeEOXooKEA5HnrGAmfnm/lHDeKeGziQ/eb6RG1d1EgpILphSwH/Pr+KeFpHxkL1xcDNJO+cISiMBvnVUISeW9XDDmgSvxQWe0qRcTUJDREI4IDg1X/PpySFOmhIhEsxsPLNtyZPc9vc78EKFWJYFWqO8FElP4QvJjHMu5Zv/7wLK+3YTyyufwCc+/wXe3vBTFm9u54lbfsGif9rEuzpxcaiZdSrf+dy5RILmJWYYO9seTXHVMw38Y0M3wpacNS7CNSdVUVYUxG1O7j+A8b5mrqg5RvctPCnNC0mLkD4AACAASURBVHDGDMlp40Ksa0yyudOjLaVp9BSHhG1ml9tMGBNCh22yUSOnJxVk7twZ1DV1UlvfTCKVomz0GKZOnsUxH/0a3//yiey8dltIhxlnXMSfR4/iV7/8Pc8t3khzczujykuZPu+DXPq9yzn90BJTvccwduIrzY+erOfWtV0gBMeWB7n+9BomlIeJpsx4trF/JmnnmFZP82JM43maipDkAwUhpkcCTO97Pyc9H9u2sKTAFYK7WxRruz2OKrU4uwgCQyyyMP3D3+fmBZdQV7edhvr69K1Wo8qpmjiZ8sLIXuf+qo84i+vvOJo1K2tp6YxTUlbGxGnTKcikDrphHISaoil+8uw2/rq6E8uWnDA6xP+eN4GxZZktOjPeX0zSzjHru3wuX9RNb0Jx3JgAx87LJ2TtGPoO2jv+f8LX3LwyxisNKcaXOMw6uZBJkSEmSyHIyyti2rQipk2bdkA/Ku0yps82GxYYxt5saU/wk4XbuGVdlIAjOXtchJ+eUmUStnHATNIeZindv1o3Pcid8BT1bUkSCUW0QKD0jrKlO/M1tCno7krhxV22KUXCM8NrhpFrWmMuP352G3duiIKGU2vy+MWp1RxSER7uphkjkEnaw8jXmpeaPR7vTpeQDNuC9V0+WgCOYEW3z1WbvT3+bCql2NqjWNsLSIGUWamxYhhGFsVTPtc8Vc9tqzsRluSwfIubzxlLTZlJ2MbQmKQ9jCytyfc8nlrWw5KoRvSNfGsAS7At7vPbRZ17/Fntke5u2wokjJKaoDA9bcPIFXUdSa59toGb1kUJBCxOHRPmLyZhGxkyi3uHk5QcWRHg4gk2xdpDex5a+elKElKABu37e/yD8EH6oDX5Pny9xqbKXAsMIydsbU/yw6fruWVdF46AD46P8Nszahg/yrxJjcyYnvYwsy3JhyaFeXVbkhe2KWRQs0kBUhCxBdX72BEk34FyG44bb/H5IwoIOZmXsjQMIzPRhMe1zzZw54YovhYcXRbg16dVMyHD0qSGASZpDzshBNXFDj87voDOdo9Xuzy+udIlnlDMLrf4w8w8HA0pkS4wKQRIKfB9RWnAJhKSlBQ6BII2ZlbbMAZH9u+RmsXStADtcZernqjn5vVRLARHlzrc9dGJTCg3PWwjO0zSzgmS6tIQ1aUCv93jlPp2oknBsWUWh08uwhmYq975AqMwsxuGMXiur6htTbBqazcNAUGsI8CM8jBjiwPIIdY36CeAze0Jrnq6gTvWdRF0LM4ZF+H6BdVmSNzIKpO0c0Y6AU/Nl/zPsfkoBXlBSXrvjj1dUEzCNoxBU4q7l7bzpzebWd2ZwkNQ4EhmlQb5r2PLOeXQwe3Vvjdt3S6/fX4b/9zYjbQkC6rD/PzUKsaZ+7CNLDNJO8fYjiRSkTfw99ZB/IwindbLADOrbRi7e2NzN59/bCv+wL2RmljSp3FbnLWP1vHvfIcZNfkHHNcCAsBVT2/jka1RXA1HFNnccNZYxpeF0tvKGkYWmaSdY97q8PnS2730JPTgp6gV2GHJY8eEmVow8tK2EAIhsjdyIN7xNVvxjOE11PPg+4rz7q1NJ+x3DoML2NLrc/0rjdx0/mSkdWCvw7aeFP96eTuL2zoJWpIzq0L89UPjqRlCDzvb+d18Xjg4maSdY3qSik11PSR8vfsFZm9cjRMSeGpkzJ0tX7aM5ubm9G5igPIVrS0tA/sbv/D88yiVXjWvtcbJK6Ty0BlYdmBQ8aNeem/jxrgimsqsrQLodDW+FtTG/MyCkb6QpnyIuprNMX+3SncHQgGugo6Uzkrb2lMaT0NdXBHM8DNUe0rjKtgaV31TPJlJKYj5sLnHP6B9ooUQtHT00prwYW/7zduSR7bEWdPhkhd20IP4BUII2rtTXPdCA4tbowgBx1WGufqUatygM6Tz0euDRNDYq+jNsLqhEOnXbTb3gDdyg0nauUrr3WuX7kyyI6nroW8UMhz+cP3vePLppwcuKFpr0BrLslBK8bnPfq5/uzO01ow57CjO+PF15JWMGVR8AdgSHmt0s7I3cXqIU3NPnZuFaGAJwbJOnyWdmSdaSwgWd/i81ZGFDxSkk8aDDZkfZ3+s++qz85ylkxCsjh5YPCmgpSWJv5/3RyyluHdzklBED+414/o8uqyJV+u7QQiqCwLMmVzOSz0WqmdoxywBS8KT2/dcBfFAKQ3Ti0beyJuxbyZp55gJjuYbo8BN7rmr4wP1KDZ6klUJjW1JPlptc9EoyQTHZSTMat/8t1t3+bvvKy775rd48IH7CQWDrNm4IaP4zUnFTRuSfHVqiNJA5h9mXm/zeKPd42tTs7Oo6LbaJIcW2Mwbldnbz1Oa2zenmF1sM7c087fyqi6fV1s9LhwfJJJh93hpp8+b7R4XjQ8StDI/B7fVJpkYkcwf7Rzwz7qTHf78AsT2douXrziiPMiPjoiAvf/3T8JVfOvhLbywtQuBYHKhw+MXTGDKTmtRhiLuaa5fl+DLk4JUhDKfLnq5xaUpaaokHmxM0s4xk0psrjmtFAC5h7KkWkPS03R2+fxhTQ831fu8lHL4zsQCwnkHfkHLBUr5+H66d5LystPLALLSywZ4N/ZhydVLaa62C9JVe4fCcSy+cXQ5v1nchvvOxK01pbbk+8dVDCphN3YlufzxOu5YH8W2JKdVhTl2ehWFxZl/oOuvo5Stc6By+WQaQ2buG8oxwrIIhwOEwwGCoeBuf0LhIEUFQcZXh/nWnEKmRiR12xPcsNWn0zXvUuPgNZi55r353vGVXDyrlCIJeD74CjyfCqG46sQKFgzilq+t7QmueKqBO9ZHsSzJOWMj/GpBDYGIwz4KFxpGVpme9ogkQAhKCoMEwxZ0+jy4ppsrJjkUm1KmhrGbknyHn59ezWdnlXD9a83EPJuTK21OmlTIzKoIIWff/Zfm7hRXPtPAPZu6Qabvw77ujBrKioN47cn36CgMwyTtnJNQmra+NUV7W/iZ0hD14bEmj/UxBULgesoMhxnGPuQHLY4eV8AZfpCZxRZHlQzuA253wuP7j9Xxj/VdSCk5eUyYv35wPNWlITpS5k1nvLdM0s4xa6KKH69J4vnstbRiUimiSZ+l25P0ptJbcxaidyp3ahjG3iR9TSylGMyizbqOJFc908Df13Zh25IzavK4+YPjqCoxlc6M4WGSdo5pS/g8uS5Gr6thr6tu07dIIUnfW6Ph82MkVYO7jdkwjEGobUvwo2cbuGtDN7Yt+ciEfH56apVJ2MawMkk712jQWoHYzw5EfbsUWT6clA+XHllEXtDMZxtGNnTEPX7wVD1313ajtGDB2Dx+vaCaCaaWuDHMTNLOMaMDcEEJ9Hhiv5WkipHMrLI5Y2yQqiLL1C00jCxoi7lc8UQdd62PYtmS40cFuOXccVSXmoRtDD+TtHPMIQUWPz+maFCPdRxBaaGFbUmQWb57T2t8Xw2UE1VaIx0HZ0/z7FqjfIWvFEJK7EHc72oYuWhTay8/XriNO9ZHCTiSD46LcN0ZNSZhGznDJO0cEwxYVFcOfw3xnq5a/viTn7Fw2VYA3FApn/nm1Xzu9MN2eZyOb2Xh0y/yxJPPs25LM3ljpvLBc89i/kknUlUSHI6mG8aQbGlPcMXTDdy3OYYtBR+dVMC1p1Qx3gyJGznEJO0cpPv+k9SauIaohMQ+FoZrH4SEiQKC2ahBrjXLH7qVf9z7GF3KwRLgB0vYtlNNZa01fuc6/vzjy7n2jhexHQfHcfDfeJ2nH7iL486/gt9e8yUmlgfN9oRGzutJ+vz46Qbu2ZiuJX5MqcP1C2oYYz54GjnGJO0cFPU0L0YVDzR4bOx0iXvg76PamSvSC83/NS+PSfmZD03Hm97kplvuJ0YeBSGIJXbfAMHv7eDBW//CjQ+9RV4kj1ETj+DwKZW0rH+dpZvaePOpv3LDEZP4+RfPJOSYpG3krobOJFc/3cBtG6I4lmB+RYhbPjTeJGwjJ5mknWM8DQ80eVzzRpwt0STKV6DEvgsSK0XAkSSPzmzDAgB0J/+67loeW9HFCWecR3X3Gh5aum63h7XULufe/3uMWMpHyxq+88dbuWBWGZ0r7+FDH/wWdT3NPHDrPXz1wvlMLcpCuwzjXbChpZcrn27g/2q7CVqS8yelb+saVzb8U1SGsSem9niO2dijuGl1L7UtcdTArV8K5D7+CI2TlY9fim0vPcD/PLQCp6CCOWedjiqQe1yUvm3zm6zc0onwXKx5/8F5M8uxkJRNP4+PzCzGU9C74XWe3dyTjYYZRlZJkd7846pnGrh/SwyBYEF1OD2HbRadGTnM9LRzTH23x+KGODgCoTUlAo7KExTv4+NVMiUoczRF1tArommt8dvW8Y9/PUxTtJdRM+dz5vFTuOVJvcdOfnPtRlq0jdCCufOOIdSf2EWIOcfPgtdeJSgbefKtRi6eXT7kdhlGtglAK7jmqUbu2tSNFIJjyhz+dPY4xppFZ0aOM0k7xwz0apVmYljyy0MdTp2Qhz2I/Y3DoaHPHWvl8cbCx3jwyTdxQxWc+40rOLxm7y+P5s21AHjJQg6dXLHL9yrHV2MpHyElzVu3A4fv83dLIZBZvGWt/1nIVsR3Y0bezPIfuGwtaOzq8fiv5xtZ1NRNni05tyaP3589ljFDqHQm3vE1E9ler2nWfx6cTNLOMY4UBG1BIqWZVGLzoZlFBN+DnbuSHet54N6H2NrSyyEf+zxfWzAZhy17f3wsvs94ApDSorMtttv3Fr/1Fo3bGpFWOq0qpWja3oQQAgE89uijA4/VWhOIFFM560hsZ/8LgwQQ9cASgs0xRYud2f7EAmhLaXwtWBf10WQWz5aQ9KE9pVnbF2+opICUgtZk5rEE0JzUuAo296i9V9AdZKyWhCLlQ21PZntWir4/SR+63MyOUwpojaa4f/F2FjV1I4BjK8N8/YQqopZDV9Q/4LbFfbClYGtcEXX3PCp1ILEsIdjao+hKDT1Wf7z2VPoDsXFwMUk7xxwe0VxQBn/t1qQUbNcW49+D37v24d/zwIsrccuO51ffv5DKsASVD056EZklLUL2jp5IXknhfmMq36O8avd9iq//zW947PEndvm3UDBIMBjE930+8+mLdvle1YxjOftnN5BXWj2oY7EEBC3BY40uXgZ7MPcLWAIJ3LU1lXEsAYQtyZJOnzfavazEeqvDZ1FbZrEAbAEBKbmvPpXxjnGOFDhCcE9diiycAkKWoN2FZZ1DPweWp3hoyXYWN3UDUJUfYM7k0TzfLVHdQ4trC0HAgie3uxk/Z/2xnshCLEh/AJhVbAodHWxM0s4x+WGHi6bm8WJrjBdaXC5d2svVhwYZHRQIARGRHvbd+T2tSf9bsQRrKPdpq7X84PJ76AkUEOpdzPknHonv+wghcAIO0pKoeDO/+eJJ/M8h5/LYC7dQWl2NYDFOqJMlq+rhvMkD4Zrr6nAtC+FbVE+o3O3X3XHXXbv83fM8vv2f3+Thhx4iGAyyub7uwI9hJ81JxU0bknx1aojSQOY9jVdaPd7u8Lj8sOysKL6tNsmhBTbzRmX29vOU5vbNKWYX28wtzfytvKrL59VWjwvHh4gMYjpmX5Z2+rzZ7nHR+BDBTLrtfW6rTTIxIpk/emi3YbX3uHz30a28sS2KEIITRof4v/MnDmlIfGfRlOb6dQm+MjnImHBmEzLRlOaGDelYFaHMJ3debnFpSpqd/w42JmnnmC1JzTMqQHFxENmc5MnVUWrbQlQV2kgpGBUQWO94P6d8KLQ0Vx8SYmze0C6QgTybiBNBCo0K7BgE9twUGo1AEghGKCgIonyonHYEowMP0pnSbFr8NjE9n3wB6F6WvLwKKTRJUcOZc0bv93drrdObpACul3mPsV9mA7Pvrly9lOZquwD8ITZuc1uC7z1Rx79qY4RsyfTRefzkzKHNYe/Wpr6v2XzeshUrl8+lMXQmaeeYrVGfPy6JEUv6KDu97+aa7XHWbE/P7jl7+ADue5rCkOQ7E4daDGIUF//698TlThcxIQj4ndxy400sWdeAsvI45ZNf4xNnHsloAf7Yw5k1voTnN0VJvfoP7lv8KT47t4Lokn9x5+J2bGyCMz7A/DGRIbbJMHalhzDOvrktweVPN3DvlhgBR3JyZZiConz+/lYzLY0hTp1azKjCg3NP22xMSxi5xyTtHOMrTbzHJeVrdt3mK937dffUfdTgDrUbAiBKOeP8C3f9JyGgt5Z/P3AnrAPhBJk27yTOPnlW+gGTZvCJs09m0e/vRwab+O//OIvbK4tpadhAp7IRwVF88SsfpyJiqkoZw6Otx+W7T9Zx3+YetBBUWvDK9jixhjhaa/6xTDP9xW3cdO54jp26+9oLw8hFJmnnmDJHcGYepLTAGlhDsu8hb9eF/IAmb6hnU4g9rzIVAl9pXNdF2T5aqR233QSKOOkL3+Ib21v529NLiUZbWL26ESuUT0lFGSd98qt89qyjCWRhPtMwDlRTNMW3H93KvZu6CTgW44OC7QlFN32LQhB4wLK44qMP1/HoRyVHTBzc7nqGMZxM0s4xUwskvzmuAAA5yEVlvlJIIagIZjlB2vkce/LZhMqmo0LFzB67a2+kcMwhXPzfv2bW2W+yePEKGtu6ya+cxrzjj2T2rFlUFpletvHe29SaLk1698ZuHCn5yNgIi5ri6YT9Tpaksdfn14uauX1cAdY7F4wYRo4xSTvHRAKSKTU5UqvbLuXTn/sqn/QVIAkEd0/CgeLxzD9rLPNOORff95FWgGDQIRubjRnGgdrUluB7TzXw4Jb09poXTing4tllPHTPJthbvQNbsrA+TtTVlJg7pIwcZ5L2MNJa06ghrtL3Fo+R6YHwRtV3G9cgE5+v0yN+NTLLJ1RYhEL7v81JCEkoZMo/GsOrI+5x+eN13LclBgjOHRfhVwtqaIum9ruILeUr4nGXkpDJ2kZuM0l7GPX68OulcRZFNWUBuGZGiJAUfHdFgnhKD7o2oqshaMFtc/IYHzFdXOP9p74jyZVP1fOv2m5sS7KgKszN546jsjhIQUCSb0vatd5zbU+lOXRUkHIznWOMACZpDyNfw9LmBIu2uJSGoXOSQ54jeW5djITH4Itn+5pISBA/3GwnaLz/rG2O84NntnFvbTdBW/LxyQX89NTqgf2wI3kOXzu2kp+83JiuI7vzEJZSFEvB944uJ2Cms40RwCTtXCDSc8Y76PSWnINdea0UYIb1jPefLe0JLn+ynkfq41hozp9SxM9OrWJsya695stPrKCr1+PmFW30eio9iuVrxkRsrpg7irNnlpkdNowRwSTtYeQIzVl5PtXlkuJ8QbUNAaH5bLnAdzWONbiaXglXkBeG4gy25jSMkaajx+WHT9Xz4JYepBB8YHSY606vprJ492HuSEDyq9OrOGdCAb9b0kqBIxlbmMe5E8KcNKUA2zbdbGNkMEl7GIUkXDKniGRKIaUgP2JhW5KfnVCEGkKxlOIMtuY0jJFkY2svP3q6gbs2dRO00ovO/nDW2D0m7H7BoMWZM4rZYgWYHJGcVhVgt5rAhpHjTNIeTlJSWLD7Raas2KzENoy9WdsU53tP1fNwXQ8hS/KpQwq5Zv4YqksH977RtoUdkCZhGyOSSdo5zAcSum/KehDyLDOzbRy8bCnY3pXiB0838O+6OGjB6VVhrj2lijFFB1Y/3EwkGSOVSdo5KKk0S3s0z7b5rOxRdLmavd3/ZaERpJP1dYcEGJdneg/GwUcAsYTiyoXbuHdLDEcITq4M8Zdzx1G1jyFxwzjYmKSdY3wNCzsUVy7uYW1TkrjnD6xqFXtZ3ap9RcCx+O+Jpe9lUw3jPdMWdfnda9tY0tpD2JZcMKmAXy+oZrS5t9p4nzFJO8c0JRV/25hgSV0cLUl3MVS6RNpeh/Q8jT+CO9iWZWHbTtbiyb5RiWy9uN+NPU9ydclgNtuVrVibWnp5cHEjS9riOFJw0SGFXD1/TEYJO1vntP/e7myU7bX6KiJm661sFsQfnEzSzjFru3weWR9Hp7fPxvI1FTYUCNjrHWCWIGLrPe61nYt++Ytf8vKLLxFwdiTq2tpapJSg4ePnfWzg35VSlIybwgcuvQwnf9R+YwvAUxCUggfq3b2Wmx4sCURdcBXcuSWV8VyoBXS5sKzLZ2PPIBcr7KttHizu8FnTnVksgKSv6fbhgQY341i9nibmw7317pCfMwvwXcXNL9bzwvYe0DCxKMjsaRW8EJWoaOqAYwog4cOqqKa+N0XmzxrkWYInGz1smflceUAIHs9CrPTrVlMZHiEXBWPQTNLOMUpplOcDmkJLcO20AB+qCZLviL0uMnMR4EDJCFl0Hgw45IVDWHb65SelxLbTR6e0IpwXQqn0JUtrRTAUAWnjDLI3o/sueEErOz0qS4DS4IjML8pCAH214gd7PPuk0728bMRyhQCtsUTmvb2kEIi+WENpmgBaYi43vbqdpU0xpBAcXRnmqyeOJRJ28LUe8qJLBUihscTe31MHEkuR7iXbGZ4DrXU6lsg8FqRfa2bB3cHHJO0c4wjI05qEB3PKbb50RCF5IYv0ZWxf7+R3VlXLXd+67DK4bMfffd/nsm9+kwcfeBBpWdxx550ZxW9NKv6yIclZYxxKAplf/Ra1erzVobhg3IGtUN6b22qTHFpgMW9UZm8/T2lu35xidrHF3NLM38qrunxeafX4UJVDJMOssbTT5812j/OqHYJD+OS0vrmX77+wjaVNMUJSMKsin6tPrebs8ZmX6r1xQ5JpBZKTRmc+JdPtan67NsHpFTYVoczefz0pn99vSHF6ZeaxAF5ucWlKmrR9sBkZV/n3kSl5cFKpBKXRUtAjbNKnaX8XvpF7KpVS+L6fvXh9X7MVMRtDqO9kLqV7V9ua4LtP1fNQfQ8Wgo9NKuDCuZWEQ9nrY6gsnQCvL84QaiHtxkeiyd5rI1vHaOSWkXulP0iNKXD4yuH5jMsTvNim+f7GFPWuJqE0yb386f+e2s/2g4aR65q6U3z7iToe2hoDBeeMzeP6M2soLUgPiRvG+50ZHs8xQghOqgrx/RkuVyzp5c4lXaxvjzC52KLAEXvsb6cUhKTginE2leFcXZdsGPu2pS3Btx/byoNbeghaggumFvKb0/tu62pPDnfzDCMnmKSdgza5gqdTNp4lSKV8Xt7YzctSYu9ltZHyoTAguaSymEqzO6cxAq1r6uV7T9Xz0JYeHCm4cGohPz+tmgpTOMUwdmGSdo7p8jU3b0jx8Oo4vsWOJaC+j+ez5+0DPY2rzUyHMTLVtiX41pN1PNEQx5KCT0wu4KenVVN5gKVJDeP9wCTtHLOs3eOOdXF8fECQ72sKLCiy+ws47D6v51oQCTBi7tM2jH5N0RSXPbaVx7b2YEvBeZPyue7MGipMpTPD2COTtHOM62sSvemiERUSvl1lc2SNQ0FQYu1lBbmr0/ecVputOY0RZGNLL5c/Vc8DfUPin5hcwG/PrDGlSQ1jH0zSzkUa8GFmhc0lxxZRlGcNrkLFXmqTG8Z7TYp9l/ZctT29veaj9elFZxdNK+LHJ1eZhG0Y+2GSdo6ZLD1ODGueToFjS2TIfneKX+9Fb28v27dvJ9ZcR48OUFY+kZoJownvow3Kj7GltoH29g7yi0oZM3EqhVkoamKMTN3xFG9ujPFSk8tUL8SM8iAlO+0RX9eR5DuP1/FEYy9Sp1eJ/+y0asoLsld/3jAOViZp55iashD/MSXF60t6ebHN5xdbPb4xzqbIFumTtYdc2L9xp73nbw+Km2jm37fcwP3Pr6Ju0zo2NjQRTyrGjhvPoUefwIc+dSkf/sA0IjtNnKtUjI2vPcj1f7mbN99cQV1bD2XlFcw49hQ+/tkvcM6Js4gEzA7f7xcpT3H34lZ+u7iVJW0JAG5dDMdV/H/27jtOqups4Pjv3Hunb1+2w1KkSFfAThdLokYxiclrYqyxJEZjT+yJGo3Jm/qa8qa9SYw1tpgIAmJBFKkiIG2Bhe3L9t2pt5z3jwEEacveQYblfPPJ5+OyM8+emTtzn3vuKU+Q2ycUct7IHFqjFrfPrmJ2TQRDE1zQP8hPzyqjMEtNOlOU7lBJO810OAKZ66ckO8H6dosnVnZS0RZgRLZO1n62NrRtSUiDrxYb5PZwE2rbMnn79deZs7ASr9+LZvjJMKB5ewML/v1PPvqoBvHYY1wybQgaIO046+c/xwMP/YL3NzeBJ0BJaQkd7a28O/t51m5qIP6DH/LVqUMwUlECSUl7L6xt49vv1NOZsMH45GLt/cYY319YR0vc5JWNHfx7Wxd+Pbms67EZZWrSmaIcApW008zHbTYPr4lSFwd0QXtnghdWmbyqCTTvvpO2tCQeL0w/N4/cHpa1Mjy5nDrjHIyxGUyfPpH8oEZ79Yf86pd/YE1lE53bljPnrfc5e9Jg8gxBpGELT//5/1iypRkcLxfe+Suum1xO47u/5+ofPEv75vf5+V9f4PxTbyMnqHpRvV1Te4KnP2qh03SS1TN2p0FFl8X3322gyXTw6RqXH5/N/VNKVMJWlEOkknaaiVkOdU1xYo7cVerHFpKolMmagvtiQ0hqrvYa1r0BLv7Wg3xltx4SJ0/AXLWMb/9pDgiItDWSMJPtqq1cy/vLKgAHK/98brn+PI4zgNEPcsFvnuflFoutc+expOPbnKWSdq+3scNiTUti3+MzQuAATaYDDlwwIMjD00vpk6k+F4pyqFTSTjNBAQOFQ5cDWjcrXjiOJGDaGKLnWVsIgWf3hC0lic7tVDe3IyWgB+g3ZBRZvmQvqnrbUjZEJDg2xeeem0zYAKIP0z43guf/tgGfuYk5q9s5qzirx+1Sjg5SOkh54NIqukzuJf6rz5WrhK0oPaSSdpo5PlPw85OCOPaBl8zszpKgAyU+t2PHktatq5j33ioi0SiVy9/gP/OXEcrIZMjki/nyF04juOPOZ9PGCkypI00/J580Yo8o/YYNQXfW49E7Sm2KIAAAIABJREFUWbJ4M8zo57JdSrrrl+lhYI6PLRFr3w9wJCcXBfnjhQPUpDNFcUEl7TSTEzQ46/ie9Uy1FKzTbl+3kMd+8DjtUZCOiUmQcTMv44ffv4GRxdmfPK6+EQDH9pId2PNj5A8G0aREGDptDS0H/ZuGYeDxpG65j77jfUhVxMOx4i5dp+b1tF2l2V7OH5LL+3Vhop/+pZT08WncPiHP1bIuPYUTGj897N5TO6eZpKJpupZ8/1P1Mg21Q2KvpJL2ESSlpNWBgACfEGgieZtapCD52hKijkQAoW5nHUnCtEBoCGHjINCJs+2d53mgs4Vb77qTM4blH9LFgbOPM9AjDz/Cgrffwbtboq6qqkLTNATwxYtmYibM5PMdh9z+Q5nynTvxZ+YftNiwYGfVM41XahPouKtPLIBOExKO4B+Vcde1jgXQZsLKNpuKLvcVvzssWNZis7bDfayYDZ02vFCdOOSavboQ5BZlMbw4g49qOrF2O+4+KRldlkV7MJN/bE0ccrsE0J6AtZZDTcTdMRBA1IbVbQ7bwu5j2UBQ15hVa+LVev5Z2xnLKzReqzHxuIi1M16HCaVBlbl7G5W0j6CIDY9WxJFCcH6xh6EhQYEmeryHuATCErabkiUdDvNqEpzdR+dLZd29Hakx9PzvsOz87+DYcao+eo/f/fdj/GP+Ghr+8zQPO0Ge+NmdDM4PUjSgHNiI4Y3Q1r5n3yrSGcYRAtty6DNs71vjpaUlDBkyGMP45OPX1tZKe3sbtuPQv39/5I7ayY7jkFU2gLyAD1833pidSbsxbpNj6BgpOPk5SKJxh1yvnpKk3ZJwCOiC3BRsQNOScAgaqYnVYUoitiTXox1yb08Aug+uPaGAh1ujVEdt/AKm9stg+qBMRvfPBSGwe/AG7nzPdr5Ot8ezKe4QSFEsW0JtxCbHq+NzmbQdR1KHQ7bLWDvjWdJx/XlV0o9K2keQI+GDDZ0sbnV4tdDPKeUBpudrjMrSKfMJsgUc7ELZltAuodmBbRGHxe0OCxpMPqyL0dIYp/+EDOh20v6Epvvof+I0bvrmep6duxrDJ1izYhmrtjYxOL+cnL79CGJjahZLlq+Hy0fteu76ZauxNQ1pZjJpWOFesa+86iquvOqqT16DZXHLzTezbds2NF3nZ7/8xSG3d3fb4w6r2y0mFhrkpSCZvd9k0WE6fL40NTfc/29LnKGZGqf2cff1sxzJ3yoTDM/SGJ/n/qv8cbvNe00W04sMQsahv29r6yL8fEU91VELA8GZ5Rn8/vP9KEtBec3/2xKnf1Awtcj9Mfh9RZxBIcHkQvexOkzJ8laL0/roFO9nH4Xu6ko4fNQR5/Q+OkUuYwEs3G7SEFdpu7dRSfsI8mJzXj6sq7XZUBNmU1OMF70aZcVBRuR5GBsUDM/VyfII8n2C3fNPuw21YYcWU7Kuw+bjLsnqxjgdbSbxuIk0JSM1weBA906+0nGQmrbXbdFYeweWJvAAPuLoIjnRqKj8BPoHBZtjOvVvzqfS+iIDDMDZwKxF2/DoENUHcP6I7E//qb04UuI4B555fCh2nqZSFfFwnPZ626m0sinGLXOqmFMfxUBwSkkGnx9bQkEKZ4nbMnXvmpvlkbvbeecgFfEckj3/VL3KVL1GJb2opH0E+TwGt5+YxZi8KE+si7OoxabNdNhQ0cEGAS/rAj3ow+sRBDTB7p2fiCOJxB1k3EZa1q4MFXQk/b1wcX+DK4f4GFXWvV5OR8Vsrv7W4xRP/iKfP2koHl1Q8/Fi/vTnv6EbGpYD5aNOZHBJEQD9hpzAGVOGs3nuOnxNL3PHYxO570vD+PCpX7GgwUHzBjjhwi8yLCuQ6rdNSTPbOxM8vrCO+bVRPAIuHpjBjZP6sj7h7vazoih7U0n7CNODXs4drDMi18v8qij/qrX4uMOhMgEJS2J3xogC0X11mHdclusSijXoG4IzCwzO7OvjjCI/vmwPdHNKUcOKOSxZ8iHRZat4TkgEAjQDXdfQ8VA6bhrXXHklQ4pCAPj79Oeyq65jS9WPeXN1LYt+fSsz/xgiFulCeLyUnHgOd15zISG/+oj1ZrVtce6eV80/NnTg0QSXj8jhh1NLqXV0ZHw/y78URekxdUY94gTCY9C/SOfSPB8zBpmsr4ryeqPF2qhDdatDYwLCGnTseIZHQI4D+X5JqQ8GZhmcXWAwvMigX46fzICxY3lM98clc0edwzXXWqxbt561S1ezqTNMYVEBx58wjjETJvK5mRdw4qAydm5tLjQPg07+PA/92Mefn3yV+W8upKKqmbJhJ3La9OnMnPllzhhZtmv5ldL71LfGueuNap7a0IGO4LJh2TwwtZSCLC+1be5nsyuKsjeVtNOFEPi8On3zNPrmeZlu2ciEw4aGGNVhi7AtaU+ugsKrQbbU6J+tMyTHwMjyIjwGiB1pugeJss+Ic7nnx+cgpdw1czsZSiCEhtixHG13ui+D/uO+wIMnXsADzo6ZqkKg7Vi2loqla0p6aupM8L35NTy9sRMQfGVwJj+aUUZehiqvqSiHk0raaSaZ6ATCo4EHhg/yMnzngLXFp45Y6spe9jTJ7nqeptaDHiuauxJ8b241T65vRxeCrw7L4qdn9SVfbU2qKIedStppT7ArOaujpRxhda0xvj+/dlfCvmJ4Nj86s0wlbEX5jKg0oChKt9S0xrhzXg3PVnRiCMFVI7K5b2rpfhO2GhxRlNRT9zQVRTmoho4Ed82t4ZmNHUgJXx2WxUPTyyj5dD1sKUlYDu3hODWtMcIRk7jl7DFPQlGUnlM9bUVRDqipI8ED82t4piI5S/ySwRn8ZMa+x7DX1IX51dIWFtRG2d4VY9bKEGPyvdx4Ui4jijPQUlj0Q1GORSppK4qyX1UtMe55o4ZnKjrxaoIrR+Twg2ml+6yHvXhrB7fOrmJhi7nr35rqO1lcDxtao/zm8/0YVhBQqwoUxQV1e1xRjmJCHL6x46qWGN99vYqnKjrRBFw9KpcH9pOwI1GL3y1r5r1WM1lbcuf/dQ1bE7xdF+EPi7cfppYqyrFDJW1FOQqF4zY17XEqGiNsawyzvSOOk8LNphs7Ejz4Vi2vbOlCSvjSoAwemFJC4X4mnVW0xFneENn3tqVC4Eh4pzZCTO2SpiiuqNvjRwELiEkwneTir5AG3S6RrfQ6W1ti/Oq9Bv65uZNWU+IVMDSkcfnYfL4yOp+cUM83ONGEoLE9zuML6vj7+g68muCSwZn89Ox+++xh79RmOjTHD1CiZcctcTNhEfCrDVgUpadU0k5jUQfWRSQfdNqsD0s2hR0KvILbBngYHkjWJv7YhHIDctQ9k2NCXUec++dV8+zmLuK7/fv7cZvlb9bTEbW5+YxivN5D33hHE1DXFufWDxr4d2UXPl1w7cgc7plSQn7GgddhF/sN+gY9VMf2s32plOQZEFB70SuKK+oblKYqLfhVlcVL66PUtcaxHBs74TAgaHBFfg4EPJiO5IeLOzl3YJDLSgx8KnH3egu2dPLStkgyYe8+oUtAXEr+urqFacdlMqE865Bjd4ZNnl5ez8dNYXTga0OyuGdKCXnd6LkPzPdwQomPD5piyH1dL2iCif0zMTzqlKMobqhvUJqRQJ0leWxtjL+sipCIJZK/0Hb8UspdBXdfaHSYvy3GmlaLU6dkMyordduaHk6bN22ira19j+U/4a4wAFJKPlyxYte/SwmeQIicfv3R9e7dVm03JZoQtMUdTNv9OELUTtYmroumpkK35UCXJXsUb/a2KJ0JG/R9X6HVJCRrWk3KCrofWwhoD5v8YVEd6xq7EAjOKs/gtsmlJHSD+lh3qjxrXDO+mAVVMT7uiO/xaB2YXhricyPyuxlrb6YDlhQpOQa2hJiTmuMZtyW6gA5TIlxWcDctGw1BS0IiZQra5qgNbnojlbTTjC3htRqTp1d3kYhZGAIGeEDqgk0xCVoyfwvgH6vbaY1YtIZt/lmd4LihfgJG+n9Nn/ifJ5g/7w28nh1JWAg6OtrRdR3pSL51/Q3YZnLCku049Bk8hrPvfphgVkG34jsSvEIwt8FKyUkr4YDpCF6pMQ/+4IMQQNiGtR0Om7oO7cTs0QQrmw9cPSvmwFuNFtFQgu6csjUBDe0JXvqwgRX1XQQ0weR+GZwztoS328Bu7f5r1oXGFaf35f0trWzZHqE+YjIw20//PB/jBuazPKKxNNyz9zBqwboOh8qw47pGd8yGDTtiuSUBn6Yxv8HC7RJ0CXiE4K0UxAKI2zAgQ91+621U0k4zW8IOT26O0RG1QMDZQcGdYwOstQQ3LgmDAw7JL/jMLJtFXkGbCX9cG+br/bwMzkz/3vZN372Zy6+8Am2327s/++l/M/+NN9B0nT/8+U9IJ3lClRI8/gDZZQVoh9DT/meVycXFHkIpuIhZ3e6wtt1iZt/U7K/9aq3JgKDG6JxDO1aagKoyD6vqBftLfZkanFPmY1o321rXEufWhfWsaAhjCDhrQCY/PrOM/CwvPZmMrgkPXx8W5KPGOCtbLC7s5yMnaIAmXCXbV2tMygIa4/Lcf75frDIZlKFxQq77WHFb8rfKBOcXecnzuvusxWzJ01tNphd5yHUZC2BVm02nrXai621U0k4z1V0WH2yLADDeC4+eFmRMeYj2bSbCDu/x2P8am8NftrezqN6kLWpjpubu7WHXv3//PX42TZNgMLDr55EjR7qKL4SDIyVZXo0+KTj5bepyEAKK/KnptRgCQoboUbzzh2Xym5VNbDcle3THdmwTOr7Ax7TSwEFjSylp7jT52cJa3q5OjmGfUZbBuWNLKc/1EXR5sdOQ7SPP1umf68WXgqUOhgZeTabkGGgCfFpqjmdrQmJLyPb07HjuriMhsZHkeN3HAtig2XSoFXa9jrp3kq4cKCj0cXxpiP2V4BRqUs8xZ0xJBvdPKqbIp2EgwZEIKfEIwUk5Xm4/pZCiHN9B49S3J7hrXjXPVHTi0wXfGJrsYfv9muvbz4qiHD7qrJ9mdj9h1sckFabGiE8dpZ39lrURSXNCqtkmxxCvR+ObJ/ahf6aHtyq7eKPepDQgmFji46JhOYwoCR00xrbmKLe8Xs0rlV34NMENo3O5e3IJ9baG3aS6ZoqSzlTSTjMFmmSgR7LWhjVtJnd9FOPhMX5i2ic3RWKaYFGX5KZlUbaEkxOTRnkdcjTVRzoW+Lw6FwzPZcqgbIZsNRmRLTg138DrOfgYbW1LjNvm1vBSZRcGgqtG5PC9ScXkZXiobz/wJDdFUY48lbTTzPG5Ot84zs+9q2OYtuQ/6zpZ026SoWvYHkG9Dd9bHacqatFYHwUh0YFbhwcoCanRjmOGEAS9Gl6PIOTVu5ew2+PcNb+GlzZ3oQvBZUOz+MH0UvIOsnGKoijpQyXtNOMxdC4o9/FmTZx5bRJH2GypDgMCdIhZDsu2dALJ2+J+4LwCjYnlQdBU0lb2ra4tzp1zqnmmIrk16RUjcvjhNJWwFeVoo87y6UYIhvbx8cDoIJcV6eTtHGIUyUlHODL53xKKLLi0QOOeMSGKMtT1l7Jv1c1RvjO7imcqOjCE4NpRufzozLID7iWuKEp6Umf6NOQxNE4ZlMnYQi+XVkaZVxWjsh2aHYjEoCgIY/Jh2qAgY4u85GT49thdTFF2qm6JcdOcGl7Z0oUhBNeNyuG+qaWuioooinLkqKSdjoRA1yGU7efs0QZTBwcJm5KY5eBYDn6/TrZXwwjqpPoQSsciEU8QS5g4joPX68MfDKCL/V8USGkSCceIJyw0j5dQKIhHXUQccdVtce6YW80rWzrRheDKETk8MK2UvAyVsBXlaKWSdppzNAMjZJANZANgk1zjpe3a6VjuWPXlJk9Kx6GxeiMfrvyQdR9vYMOWauIJi/L+Azlu7EmcfvoUBhb693peV2Ml7yycz5LFa9lSsx1/nwFMPOMkTjltIseVZKdkO0bl0NW1xrj7jRqe39SJRwiuGp7NQ2rSmaIc9VTSTlMdDizvctgYlXTEHcQeBSIkyeSdFLclHg2uLNTJ7+EOYB1bF3L/dffw/rZGOrvCmIk4QjPwBfxonmcZefo3eOChGzihX8au53TVrObXjz7CU68vpisSJ2HaCN3DglkvMObcK7j3jmsZUZLJATrpymFQ2RTltrk1u9ZhXzc6l3unqB62ovQGKmmnoa1xyb1rE7y4IULCcnCcg2x4YSe3xTzv/Hzye1BHGcCTV4iVaKSxNcbw44eSnRmic3st2+oaMO12lr72W343tD+Pf+8SsjRwYs288Ov/5i8vLsASNjkDT2P6icVs+WgxH2xsYMHTf+Q3ZUP46c3nE/Co+Y6flaqWGDfOquK1qjAeTXDt6Fzun1pKdlB91RWlN1Df5DQTtiV/q0rw/JoO4okdyVoIDljOMCExhbvE6A30ZebVN3K6bzAXnjedPkGDcPNWfvuD7/GLF97H47VYuXIR27ZfwKiiAA2bV/Ha2wuJC5DGQO773R+4eFQ+8Q0vcvq0a2nWbf75/Evcfs0MBuYEXbVN2ZvjSNq6LDq74jRqOuEgdMRs7plfw+yqMAaCy4dlce/kEjXpTFF6EZW008zGDpsn10WSCVsTCCnJQKIfYHDY1iUZUroaP9Y9Qc6+5Dp0Q0ffcSs+1GcgX//SNJ54fiFCg7btzUQ6o1AUoKpiMaurwmi2iTZhJmeNzAfAN+RcLhmbzy+XdyG2fsjcmgjXqqSdUu0Ri+fXNDN/U5iFjRH6+HROKQvSHLF4cXMnPk1w9cgcHlTrsBWl11FJO800xx2qWhLsHAj+ah+NL5d4KArp+52R7UjwIunv6/k2pkIIvL69e2SW5eAIgY7En5eNJ5icjNawfjVtFmi2jzFnTiVzZ9NEkHGTRuAsW4LPqWb20mquHdmnx+1S9tQRtXjsnVp+s7KFjh2He1vEYnlrHIQgZAhuGp3HHROLyVU9bEXpdVTSTjMaJKeDW5LJpV6eOD1Ibk6A5MSz/SVljWSV7RQv/7I7mfevd0AX2LbOyKFjKCtIltDcXrsdiSCRCDKyPG+P5xX374/HXoQQDg1rtwEndOOvqdlq3bGipoM/rGlLJuxPz/CTkmFZPi4dk6cS9mcktZ9aVTtAOTiVtNNMgQcGe2FVQuLTwZu5c5nVwSaYpXayl2MlWDPveZ5ZuAJNOARLjuf8GadT6Emepqxo5KAxhKbREd57Et2KFSuor6tD2zkOL6CpaTtCCKSUvD579q7zl0Tiy8ylaMQYPJ6Dl5wE6LRAF4LasENrvHuv90DazGTN5I2dqSmokbChJSEPOZ4mBM9viNCWsPe7Ze22LotFDXG8Gf5DTigNMYkpYUuXg69n8xl3aYw5mA5s7nIwUvDRjNsQsUVKjoElocNKzfFMOMn66PUxSdhyF8+yHHQENRGHTtN9Am+3pFq50QuppJ1mhmXqXDPEz70rI6xut/lbtck3yr0ExWfbF6384F88/rPfU1Hfie3pwzlX38FZpw7b9fuM3CwAdN0iFont8Vw7nsyU0nHIKs7ZK/Y/n3ue+fPewOP5pDfY3Ny8K2k/8tDDu5K24zjkDxrJmXc+gD+z4KDtFiSHCzxCsLDJwtDc9V8EyYRhOYK3Gi3XfSEN6LKTibEm6hz08bu3w9BgUUMM+wCN6LIc3mlI4GSYe/fED8JyIObAe83uy3OaDsQdeLfJ/XsmgIgNlWGH+piTkuO5NezQkIJYEvBqGoubLXTR88/azliGECxtsdFcxILk5yxiQ39VRKjXUUk7zRgeja8NCdDUafL4VosfroyyPiEYk6uRpYn9Ju6ABpNCgkyP+9Rev/g5brnlAVbWdOCIAOd+837uumoa+YFPul/5ZWVoLMUwOtla177H85vqm7A0HWwPg44r2Sv+bXfczrdu/Da7v5qHHnyQWbNmoek6zzz33G6PlmiGl0BOLkLrXvevzZQ8WRnn0jIfGSl4P1a22axss/hKefd6+gfzz6oEx2XonJh76N3ZVYU+ltV17vf3AV1wXj8Pn+vv5VAv8yo6bZa12nyhzENAd/e+re2wWdVuM7PMk5Ld8Z6vSlAe1Dgl3/0p66mtCYZmakzIcx8rZkt+XxHni/289PG5S5AxW/KnzXHOKfGR18P9Fna3otWiOaFuufc2KmmnGQF4Q16KioNoNZ3UN0X45XtxNL+Bz6/t8zxsWZJcj87bU0Ic340SjfvjWAkqF73CTTffx4r6KD49m3Mvv5PHb7uILN+eH5X8AYPJxaETyaqlHxJ3TsOnCZAmH763CikklujDjFF7T0LLy9tzDNw0TXTjk3aXlpX2+DUAxByZnJxnCLJSkLT1HXc5UhELkjvXebWexZvSL8Bf1+q0WM4+xrThuAyd0bl+snqwNt6vJy+jMozkhDY3do/lc3kBAMljoCFTcgyS+wmm5njaMjmbxK+n4LO2K1Zq2qb62L2TStppJibhyZoE96+NE3VInq1wcCJx9juMbEnCfh0pQz3+u7bZwaJXn+Xnv/otqxqjeLyZnHTh5Xz9opOo37qZepIzzPOKy8jPDDJgyEROGvYX3tjUgbngb/x94VlcMraQutUv8cyiZgzNR+64z3Fm/8wet0nZ09bmGM+tb6fDcpL3TqXDJ1dxkhyvzpXjChhRpJbYKUpvpZJ2mtnQ5fA/a2O0tMZh59W2LfHK/U9FMx0wrO6Pj+5L45KnuOcH/82W5ji6riGx2LJkFj/86HWklEgktl7ENfc9yNemHE/egOP50sUzWPbT5+mQ1fz2jptYOKyU+rWLqPf48GT259IrLqIwqNYJp8Lm7RFueK2KeTURArrggoFZNCUEVa1hvJpgTL6Py8bmcs7gHHeb0CuKktZU0k4zzVGbLY2x5InXkkwJwdR8KAjoGPq+b3g5CYnmEZQIi4PPMt+3ivfe5OOqFoLBII5tgx2hoXIjDTsfICUyGKXdTs6Q1bzZnH3lzdRXVfHAn+ZSVbGSxsqVmGYCxwhywZV3cMXnxqtqXylQ2xLj5tdrmFsTwUDwzZG53DutFN3Q+fOmGCdmCU4t9OL3aAg1XVhRejWVtNOMlCClBFtyRh+dv58col++Nzl1WJP7n1tksd9lQN0RKujPqNGj8Xn33TOWEmSghIKdS9CEwMgaxFU/eYrpl8zluZfm8MHaJoaccDKf+9KXOW1UX1Qf273K5hjff6OGWVXJHvWVx2dzz5QS8kMeLEeS69fJCuoEerjnvKIoRxeVtNNMDg79PJKNCcgMGhQUBXeMax+EyyM57vLHmX95D54o/Aw4+QLuPPkCdw1Q9rK1Ocptr1fzSmUXfk3w7RPyuGtiyR7VutTcYEU5tqgJhmlmaJbGhaUecCQfd0lmt7obq1aOTtu2R7nhtSperuzCEIKbT8znHlVeU1GOeaqnnWZCAQ+XDg3xeoPJqrYE1y0O03RKBtNzBQX72WDFkcnVP0GSO4EpRy8pJTWtcW54vYrZVRE8QnD9qBzumlxCVkB9XRXlWKfOAmlmZYfD/bXQ5PGCSNDYEOameSZ5QWOflb6ElkzYGT6NFyYEGJqpxjaPZltbYtw+p5rZ28L4NMH1Y/K47wAJ27IdpC2Skw7UBZui9HoqaaeZ1qjNG+u7iFpOcvKZI4lGTWoi5r6fsGPfzpBXwx4X+EzbqqRWVVOU2+bW8MqWLrxC8N0T8rhr0r7rYa+uDTNvayfz6k3WBgVbCn1cMDwXv199pRWlN1Pf8DTjSJCmndwIujvLpSRgS6IH2pBaSXubGyN86/Vq5lZF8GuCm0/I467JpWQH9/6KLtjUxm3zalndGsdEY54Gf9Pgf1a28OQF/emX79/HX1AUpTdQSTvNDPRKvt0HzLhOd3cyjDuQEZIU6CpxH22klGxpjnHj7GrmVIfx6YJvjcnje5NLydpHwl7XEOHmWVWs6Pyk0pclk0Uw3q2N8uBbNfz6vP4EVY9bUXol9c1OMwNyPPxwet7BH7gPQb9aDHC0qWmJc/cbNbxeHcYrBNeNzOHuSSX7TNgAcyo6+Tjs7HNGoqPB/KowS2u6mDwoW41xK0ovpJJ2mtF0jaDa+rPXE8Cmxgi3za3hP9vCBHXBt8fk8f0pJWQH97+s6/2GBHHbgf3sjtdmQU2HiSPVbqaK0huppH0EmRJeb3OoTYChw7lZAkPAv9uTt7m7u8GZveNO6UWZgtwUlPRTDi9NwLaWGHcvrOatuhhBQ3DbuHxuOaOY7IMs6/IcZDsVKWVyRz0kn20FdkVRPgsqaR9BMUvys0WtvFnjkBcS9J+WRdDQ+M6cdqKW7PbWN9KCTL/g1M/lkKu2s0x77R0mP19Uw+qmGAi4aGAGN55SeNCEDXBGiYd/VmhEnX0v8cr1avTNC6C52NJWUZT0pZJ2OrBNMDWQEiEljmkiuzt7HMCSOPrRm6wFIHb0ClOZbNKxn7mtOcqLK+r5sCmKLuCL/UM8emYZfTK7NyRy1pAcTlzbznsNsb1eoIHkvIEZjCnsnbPHU7lxUKoipfOlkRoe6Z1U0j7C8mybLAF9pMQnJV7pUKxJYrro9uzxmCHIFc7+hjnTzmOPPMKSpUt3/SwdSeWWLWiahmPbfHHmzD0enz9gOCdfdSO+zPxuxbcc8GiCf9ckUnLiClsQteHvlfEex9CFoKElyvPLalm8PQ4ajC/OZMrYYt7qENDRvdjS0ZgyvJCt4TpqwibYO7a51TVOLsxlYP98Xm10gENva8xOvtZ/Vrl/3yI73rNntyVSMh+uNSGJ2A5V0Z4fg526LMmaTodtKYglJfh0wew6E4/L75+UYAjBa7XuYwF0mFAWPEpOCkq3qaR9BAUNuG+Ij6tLDEIeGJUpEJrgd6OTvS7bEgetCKFpgABdl5T7jo4lX0OGDiVhmuh68uPnOA5tra20tbYiNI1x48bveqyUkmCfUsoyAwS6eQLqsqAh7lDg09jPJOxu04SgKmITcwT9engC1IG6lhi/eb+Wio44moALB2Ry/Rll+H2HfoeWA+D4AAAgAElEQVRkQEYW0wdksHlrOy/UmAzJ1plaFqAgP+CqgEhbAmK2Q7+QjuayFElzHOqiDuUhnVSUNekwHTIMGBDSsWXP4wkEbaZNlgHlIR3HRSxIXpzUxGwK/RoZLj9rliOpi5GSWAC10fS826S4o5L2ESQAWZ5Jhp08ENIvyNHhnDG5PQt4lIxjfvHLX+aLX/7yrp8dx6GlqYnNmzejAffcd6+r+M1xyYetMc7o4yU7BRPzPmiGtoTF1MKeFevY0hzjD6sa2doWR9NgVF6QG08rZUY/d7exraI+ZFWbHJ+pc0Ku++GRj9ttmuMOp+TphAx379vKNps20+G0fB1fd6rUHURlOE55UGNSgftT1roOm/KgxuQUxOpISJa0WEzI0yl2ueQybEk+aIkxIc/jOhbAu9tNGuNHx4W80n0qaR9BURt+vKyL95pssj2CX58UYkqh55hbX2vbNqa1n21aexJvR88uVRHdbDa3sSHCnW/U8O+tYYSAq4ZkMWxwIVkpqtYVsaSrnuenpfMp3nZS17pUhbJTGM9OcUG/FH4slDRydHTNeilHQl17gm0NUaqbYkQSqgxnb1LREOGqV7fyr8ouJHDl8Gx+cm4/CrI8ri4EFEU5dqmkfYRpmgBN7KrWpRz9pJRUNUe56fVq3m2MI4Xg4v4hHj6zjJzQwVZaK4qi7J+6PZ5GVM7uHTZuj3H3/Brm1EQwBFw0KIOfzuhLQTeXdSmKouyPStppJCGTC3UOdSzWIZnwQ6hbJ0daRWOEm2ZXMbc6ggZcMzKH+6eUUpLjO9JNUxSlF1BJOx0IaJPwkyqHp9sSHOrIdsKBDOnw6FAvZQGVto+UysYI33ytirdrI0gJ14zI5pEZfcnbRz1sRVGUnlBJOx2I5KS0BWvbe/RcpCTk1fj+gD6UBVLeOuUgpJRs2h7l5jnVvF0bRReCi47L4MHpZSphK4qSUipppwsBaLJna26cHj5PSYnNTTFunVvD7G1hNOC/hmbz6PRSSrLVLXFFUVJLJe10IWGYgD49uLsdF+AXEr+Wuszdsvl93nxvPQ3tYXKHT2fm1OHsb78HM9zAsg8Ws6GqjWDJICaePIHiY2QMd0tDhG+9XsW86giOI/nW6FzunaoStqIoh4dK2unAgRwBPxofZHqJl9ghjmrvLMJYEHQ//1xGq3n64Tv56Ssf0tERJpKQjJxqcNa04ey9f5fNpjf/znfvfJxNrQmisQTeQIDMgsFcd/8DfOPck+nNqWtTY4SrXtvGgroYUsLlw3P44Yy+5Ktb4oqiHCYqaacJTUAwx09O3pFJc45tsvxfv+X2e37CqjqTjJAHXdfQHQ09qPPpnSilHWfdnD9y2y2Ps7LTwefPpk9xLrGWRrZvWcZP7rwfr+dnfG3acIxeVm5ISsn6xii3vF7FgrrkGPbXj8/m0TPLVMJWFOWwUlONFQAEkmi4nXBEZ8Dokzlt/EiydQe5n8HyyPatPPnUS3zc5WA4QS741kP8zxO/5JEbz8NrQ6xxPX94chadMeszfiWHX3VzjO+/UcOc6gjSkVw2NItHppVRrG6JK4pymKmetpIkdEpHT+KyuwZxyqTT0Te9yh23r6JR7rsQRfWWFSx8bx1IG/p+nhuvPZ8hmR7kqFLm/v1lXmlMUPHmf1jS8U3ODvae3ueG+jDXzapiQV0MR8I3R+bw6Fn9yE/RXuKKoigHonra6cCW4BzhDf6FxqAxU/jO9Zdy8sgBZPuTpRD216T6DcuoCNsIy6TvuV9gcGYyaYlgf845ZxSmJTA61/Lyku2f0Qs4/DY0RPjGv7byVl0MIeD6UTk8fo5K2IqifHZUT/sI8mqSLxToDNU95PoEg47gGmtxiBufN27ZjINOwgowblj+J1uwCkHZ0IEIuQZDS7C+og44LtXN/UxpApra4ty+uJElTXEA/mtIFvdMLiGnF91FSHdCbfSrKCppH0k+TXD9qAycHXX9/D73NZE/K+1NbQBYlodARmiP3xn+ALrjIHSN9qqmg8YSQqBpydeup7AmeKpO8Z3tcf6xvJ7NLVE0AZcPzuKRGX1dbU2q0s+hS2W5+FQV59nZpHQs9tPL5n8qO6ikfSQJgd9/dB4CYRz8AkNKh7i59/K1O269jQXvvrv7A2lva0PXdWzb4tSTT9nj8UVDxjDplvsIZBd2q22OBK8meGZrAje7zuhC0NAc5R9La9jYaYKA00qzGTWimBe3S9ge61HchC1YlLBY1upukp7cEWvBdotFze4n/FkSbEfwl81x10nIcsCWgj9sjqfkAiVqQ5vpsKa9Z+/57iI2rGh1WJ2CWAKBXxf8c1vCdZIUCDxC8HwKYgHEbTgu8+jpCCjdc3RmDOWIyy/KB8DjjdHWvOf2q4mOdhxdojlQOqp8r+dOnDSRouKiXT8bhofXZ81i/fr1CKHx1a9+Bcv6JAllFZUzpCgbbzcvcMI2LG+1GZapE9R7lrYFyVniP19Wx8ZOE0PAzIFZXH9GKX6f0eP5B0LAh602hX6dUr9wvZHdh602pUGdQp/7s3yrKanschido2O4zNpNCUl12GFMjo6WgrS9ss0mxwsDQj1/73da3mbTxyvoH9Rdvf8CiDrwQbPF0CyDDBf5UZC8mFjWajMsSyfkMtcKAVURtU1ib6SSttIjhYOHE2Q+th5n2dIt2FePI3mecVi7bC1SGFhOgJOGFe313AtnztzjZ8e2qdy8mbVr16LpOt+99VZXbWuKOyxuNpmQ5yXH27OEsaExwi9WNrCpPQ5IzijO4Jdnl6WkWteGTpu+AcGpfdx9/SxHsr7TpjwoGJ/n/qv8cbtNfdRhQp5ByHCXaFe22TTFHU7OM/B9epF/D2zssin1a5zu8j0DWN1uUxoQnF7gPlZ7QvLudpOxORrF+9sysJvCpuSDFpMxOR7XsQDeazKpj6nE3duo2eNKj5QMHM+QPC+O7mX7m8/xYfOOgqLhtbw4fwse3cEuG88XhuceNJbtOFh26tZz77wh39OIH9eGuXFWFS9u7sQr4Nx+WVwwriSl5TXVqfTQ2SlcXpGqUDs/a04K4tkp/lDYh1ouUDkqqJ620iNlA4cx+aRhfDxnLXrXIh5+7H+5dvogKub+iSURD9IJcNrZFzAie+/NT9PZ+vow33h1K8ub42hCcP2oHC4cX8qaLnUGVBTlyFNJWzkAmfyfs/e+aN68AVxy3Q0sWncPS6u6WPz3R1j2tIG0LITuoWTkGXz70jMJHiUz4qWUVDRGuWVuDcubE2ia4NJBmdw9pZQNcQ15yFXOFUVRUk8lbWWfhMdPRk4uOZogtK8JU0LnuNM+z3//TOPPz73MqtWbqNkeJqeknJFjJ3DRf/0Xk8aWoaXjWph9WFsf4a75tcypjmCI5DrsR6aX0ifTS0W8923FqijK0UklbWWfSsaexwO/GkPchlBhOZn7epDwM/iMi3howmS2VtawvTVKRp8iyvuXk+k5OpI1wOqaLq6bVcWixhiagBtG5XLf1GTCxnGIxyziYZNEwoPXe3TcOVAUpXdSSVvZp1B+ORNO23u51r7ovjwGDctj0GFu0+GwpSHCla9uZWlLAiRcPyKHh2b0JStgUNca4+EF9bxfF6HdhnfWBbh1fB6Th2Qf6WYrinKMUklbOSZJKVlTH+GOeTUsbzHxaoJLhmRx77RSsgIGH9WGueKVLaxoMZOLXjXY3Bpn/pY2fj6tlCtOKkDX1eILRVE+W+qsoxyT1tVHuG1ONXOqwmhIrhyezU9mlFGS7aMzYnLf/FpWtJpgaKCLZOI2NDoRXPN6FfMq2g/+RxRFUVJMJW3lmFNRF+aKf29jbk0Ux5HcPDaXH83ou6se9rKGOHO2de1782ZNgNfg96tbj3BZNkVRjkUqaSvHDCklGxrCfP0/21i8PQ5ScvXIXO6b3pe80CfVura1J4hZzv6rQGiC9oSDlYodNRRFUQ6BStrKMeOj2gg3zq5mcWMcA8k3R+XwyPRSsgN7Tu3I9IgDl22SkoAmcLnTp6IoyiFTSVs5Jmyuj3DrnCreqIkgHYcbRuXy4JRSirL33pr0lJIAg3J84OxnQ5WEzfnlodTWilQURekGddZRer2KujBf/Vclb9ZFcSR8Z0wePzp7//Wwi3N93HdqAT7Yc1NpR0LCZmJZiG+MK/hM2q4oirI7teRL6b2kZFVNmGtf28aSpjg+TXDtqBx+OL2MjAOU+dSE4LJxffBo8KMPtrO108R0oCBo8IVBOfzmgr6f4YtQFEX5hEraSq+kC8HmxigPvlW7Y9IZXDE8m+9NLCEn6Dn483WNr40vZOqALP65Nc5HLTa3HO9lWHHwM2i9oijKvqmkrRxxQgiESN1IjSGgoy3GrYsaWNQQxQG+NTKHB6eXUZDpPaRYZfl+TsXAl2Uzqm/qSnOqOWyHTk/hPvapCrXzU5uOx/Mo2fZfOUQqaSufubq6Oro6O3b9bDnQ1pH82evxsHVrJYl4fNfvPb4MQn2KwDj4vt8eAetqI/xtcRV1cRsduH5kHj88pwyEzvb4oS3TMgR0mMnh7Oa4+1pfXpGMZTrQnJCu6jDrJKuvmQ40xfeuxHYoBJDYUc2t05REbJexbInlQIcpe17YfAeD5JL4iA2tCYnl4oUaO9oXs4XrWALoMB0MIei0wOvi8yGATtNBR9CWkHiEu8+aR+DqGCrpS0i59w4Ra9asYeTIkUeiPcox4PprrmHeG/N3/SyEwLYshBA4joPh8bD7x7J0+Hhm3Pdj/DmlB4yrCWhoifHsslqqwgkMAVP6ZXH2qCLw9KzQh0g2MJkeU7AsWxMgEDhI13uziB2xZApi7YonBQh3FxO7tw3cx0oG3BFPurs4SXUsTZCa15fiWAKwJQzP1vl8qYejqH7PMa07uVf1tJXP3H0PPsB3b7ttt38RPP7YY7w5fz6arvOfWa/h7Lbcyh8IkFFQgtQPPBZduT3KLe83UhVOgC35xvHZ3DutjMyQp8dJTQhY0eqwvtPiq+Ve18nR0AQvVCUYnGkwKltzFU8IwUvVCYZnGRyf5S4WwNaIZHmLxfllXncneQEVXQ6r2mwu6utFpOAC4JUak9KAxkl5usv3DJ6vMhkY0pmQ5/b9h04LnqyM86W+Xvr4RY8v7ISADgue2Zrg4r4G+T7N1UWiELCixaLTVhsA9TYqaSufubK+/fb42bIsQqEQUkqklAwdNuyQY66s6uLm2VUsaUpunHJavxx+cFZf+mYdfNLZwYQMBwH08aVm3N3QwKe5j2c5El1AQE9N27bHbTQB2R5ByOXOMbXRZNuyDYFPd9/N00Vq3jNIjkMHNJmSWMaOuxLZXkGBy3heIZFIcrya61gAAV2opN0LqaStHHHJZN3zEbzVNV1c+kolH3eYeHTB14/PY9CgQvwHWNalHH32MZLX81hpFudwSOe2KT2nNldRjlpSStbUhrl1bg1rO0wMTXD5kCy+P6mYFE5GVxRFSRuqK6IctVbXhLnjjRrm10bxaIJrhmdz79RSdL8HSfzgARRFUY4yKmkrR6UPt3Vy2atbWdNuoQvJLWPzuXtqKVkBg8a424VZiqIo6UklbeWoIqVkY32Eq/+zjdVtJppIbpxy77TSA25NqiiK0huokT/lqPJhTZib59bwYauJVxdcPTyH70858F7iiqIovYU60ylHjY+qu7jp9Wrea4ihIblxdB7fm1xyyFuTKoqiHK1U0laOChtqwnz5pS1s7LSQjuR7E/pw97QyQr6e7XSmKIpyNFJJW0lrjiP5uC7M9bOr2NBp4xOCq0bncMfkEpWwFUU55qikraS15dVd3PFGDe81xDCA68fkcfekA5fXFIDuTeF0DU2geVIXT3g0RAp2CQOS7UpRLDSBSNX7piVfZ6rKXwlDQ3O5S9tOmkegper9J/lZS0k0AbonRbGUXktNRFPS1oaaMDfOruKduijSltw5Lp97JpdQmHXgMex4WwvL/vo7Yq3bU9KO1o+Xsualp1MSC2Dd7JdpXLPSdRzp2Kyd9RJN6z9OQaugbesm1v7nBax41HWs5o3rWffaizimmYKWwfpZL9G6alFKYq391/Ns/3BhSmIlutpY+pffEG1ucB0r3tnG8r//nmhLaj63Su+kkraSljbUhpn5SiUfNMVxbMlt4/K578zu1cNua6zjvT89Tkdra0rasu79d1jx/P+mJBbAu//3ayqXLnAdx7Ftlj71e6pXfpCCVkHD+lUs+PMviIe7XMeqW7uC9/76P1iJRApaBqtf/QdrFsw/+AO7YeWLf+ajd95ISaxwWwsL//dRWutr3cfqaOf9P/2Etsa6FLQsWTVM6X3U7XElbUgkCI2l1V18Z1YVH7clCOqC60/I554pJfi7WV5T13WkbaVs82XD8ODYqStOHPB60fXUXC9LxyZVL1TTNAJeD0K4P9trQuD3GqQgFADSsVJ2DBzHxu/zpSSW0A0cx8ToRq337nBsC1elx6RkQ8Um2pqbaC0YiOPJQiBJ2TiFcsSppK2kD9vCLjuRexY0srg5Do7kurF53HFGMbkh99W6FKXXEwK/z8sD9z9Awp/LuNMmMeS8SYwZNQqhqRurvYFK2krasIpPpGn6jdRUdeIIwb0n9eG2g0w6OxCv0ftPUh6vh2OlF+Xx9O71+B5P8i6HrrvrtZeXl3PrHbdz9RVXUL16KctmPcew4SO4+IsXM23aNAyPOu0fzdTRU9JC4LjTaSy/AUuTGLbD1QVhLjsuk4aqzRzKFB9d16msrMS2bSo2ViA0Dcuyetwuj8dDS0sLsViM9evX9zjOTtlZWUTjMbrCYSoqKrBd3PINBAKYCZPOzk42btyI4/R8z3UhBO0d7cQTJo2NjbS0tPQ4lqZpdHS0E43HaWhooKampsexIHlMo9EYbW1tbNmyhYSLcXLDMIjHY9TX1rJ582ZMlxPlqquqkI6kurqaUEaGq+PZUFeHaVls3lxJIBh0Fau8vJypU6bw9tvvsHnzZjZu2MhzTz/FqLFjufXOOzlz6jRCGUFgxyVfqsYxlMNOyH0UqV2zZg0jR448Eu1RjkGmaXLXo7/jt839iJceR/6G9wm+83u6Gip6NFrrMQxCGRlEIhFXJ/idAoEAHq+Hrs5OHMf9+HFGRgammSAed9c2AYQyMkgkEil5nR6PB7/fT7irC8dl7Wqv14PX6yMc7nI1RAvJ8fFQRga2ZROJRtzF0gQZGZmYpkk06n6WvK5rZGVl09XViWn2/OIwGUsnMzOTcFcXposLzZ2xgoHgjjsxSVJKEokElmkyfMRILpx5IZdddhl5+fkqaaeJ7uRe1dNWjjgpJZHqVfjfeQn/yKl4VrxEvKMaj9fbozu/mtAAia5reH3ub6lqO8YCDU9qxtWTt0ANvCmYCyWEwDCMlNwh33lb1uP1JicFuowlhMDr9bmOBYAAoYmUHE9IHtNUxNI1DSklum64HjPWNR2JRDcMhMuJirqmo+nJtgE4joNt20gpGTVmNGdMnMSYsWMJhkIqYR9lVNJWjjjDMLjnvvv4dlsbmuFHWjNdxaurb+DKb3yDp559lvz8fNfte+GFl3n1Xy/xf3/9q+tYAN+9+bucfsbpXHLJJa7iJEyT2757CzPOmsGFF13kul1vv/UWzz77LD969DFycrJdxZo9azYvv/gSP/vlLwgGA67b9t2bbubkU0/n0ku/4jrWtd+8lsmTJ/P1y77uOlY0GuW8z5/Hn//6VwaU93MXKxLh4pkX879/+iMDBgxwFUsIwTev/ibV27bhOA65uVmMGnMCX730UsZPGE9BQQE+r1cl7KOQStrKEadpGv369aNfP3cnvZ10Xce2bQqKShgxfJjreG/MewOPx8uo0aNT0DrQEBQVFrqOF4/HEQiKi4tT0rZNFZvQEAw7fhgFBQWuYq36aBV+v48RI0eQkZHhum2BYACfV0/J6/T5fGRnZ6Uk1tatW7Fti35lpa7jVVZW4jgOffv2dRXLcRweuO9+NqxfR2lZX2acNYOZMy9i0pQprtqnpAeVtBVFUXqRTZs2sXbdOh5+5BFOnzSRoUOH4vf7j3SzlBRRSVtJOStcz+Y1q1m2aj0rPvyYiKPTb9gJTDj1NE4bfzzBVO2VrSjKXoLBEL9+4glKCgtArc3udVTSVlLIpmblPH7x898x++0lRC0NGwdHCqR8Bd0X4uSv3sBD37mKoSWhw9YKy7LYx6KIHkvFzOzdhSMR1zPHITmBLxwJYyZSs7+3aZl0hSMpee/i8TidXV0pPQ7RaCztYjk7dt6zXM4c30lKScJlrLKy0pS0RUlP+oMPPvjgp/9x+/btFBYWHon2KEcpx4ywet6T3PSde3htyRYc3YvuD5EVCuLz6EjbxnHibFn8FpvjJZx26iiyDlNpzVAoxEmnnMLoUSPxet3PEC4rLea0MyZS7nKi0U6jxo7lpAkTyMnNcRVHaBpjThzH+Anjyc52N3EMIC8/n9MmTmLgwAEYLjf4KCgo5PRJk+lf3m/X7Hs3hgwdysQzTk8uT3Jp2PHHM2ni6eTm5bmO5fP6OPnUUznhxBPwudwa1e8PMP6kkxgzZrS6nX2M6k7uVeu0FdekdNi2bBb3f/9B3lpbj+bN4sQZX+LySy/kpKHFmO0NLHj17zzxt39R35HACJVz+09+zdXnnUiKqi0qiqIc9dQ6beUzYSdizPrbE7y7th5hxRl9ztX85NHrGZQfTC4fLi2lb/8iqj9azRNvrcNur+ODJSv48tljyUtl3WtFUZReTp0xFdfikRU88/wSLMemK3Ec3/nFzZ8k7B30QAkXff5kojELjQQVNTW0RlJXOUtRFOVYoHraijvSpvLVJ1lne/EJSb+vX8dZmfsYDxWCzMJcBAJNOERiXZiWDaRn9S7HjNDSWM+Kd+fwj78/w9KNtWT1PYOHfv0jzhxRcsTaFe1oonLLOipWLmLhuytZ8MFyMsuHM37iNM6eOo1RI4eQn/HZv6eOFaNu8ybWrV3OovffZ/nK9Wyqbqbf0BOYdu65nHPmNIb0L8R7pFcOSIeqpS9z7de+TZ2/GMeMEyubzp+e+jmTCj/7981ORHnmxzfyy+cXk/j06VhKnJyR/PxPv+HMoe7nLCi9g0raikthPnjtHQxdEnOKmTl53H4f2dXWgZQSiUbA58NIUU3pVLM7K/nP03/n5Vlv89YHqzD/v737jq+qPvw//vqccVfuTW4WJIywhwQoKirDhaK4qm2tVVvXt1o7tHVTW7+/2qXW2rpq66xfW22xTqizdYFbQUUwMg1hJIGsO3L3GZ/fHzcQVhAJJozP8/HAhyTn3vs593LP+3y21NGEhhZLIZ3dNxp6F0rGgjkP8PMb7mXphhiaEGiajmhsYeE783jkroc486pfcvVFM+gT7Nmvtkw08n83XcMdT7yJZpoIoaFpGi3N65k/7yWeOORr/OKW65hRXblb9uveVVaklnvvvJuFMQ1vqgXh2lilEXZ9q5XucZ00tStX09jcii5drM3WtnelJEgfkrYa+KF0UqGtdItMNfNRowWahidYxJBBxV0caFO7uA6PR8eVOv1Kygj6vpzR493ltK/mn3+5j7nrMmimB5/HRLpur4ZNnobXK0kmMww87ESOGzcQn+5Q894bLFjZgGA9cx6+l/ETR3DW1JE9OshPCwYJVxQTqprCkUeNYXB5iPYNq3n3tVdZk4T6T1/l4X9PY9qY0/H21tso07w3dzbPvL2cUP9RlObqaYolEAh6qwFAynZiyRy2A/0nn8iRI/qQy3VORwsUV1AV2jNvbpXeoUJb6R7X4rO0B81ph5AXn3f7/6Sk28Kzi+rxaBIHP0MGDia8h4a2ER5OxcCBjO5bzf9eeiyzfv0zXqjvzRr2RoKBh53AlTeP4NiTT6ayKL+md2vtB9z4o4uYtagFPb6S95ev4uuTRmD0YGoLvZhvXHwdp19TRWVJx7KlMsPLt13G1Tc8SZtHsHZ+Da3idHprFnF7Qx3PPPoEkVyAM879IeY7d/DYm9FeKk2enUyQiLYhHJ1Df3gtvz+h+8vuKvs2dQundIso8DKu2EVqOtmGCKvXRLY5RroWq956mU/XNKBpEOw7lIMPPRhfb1dcu6D5y/jJnx9jzrP3MeXAYYg96FtSOehAzvn2NzcFNkDpkBFMPeoQNMcmZ0Gkvg3X7uEGX2HQb8iYzsAGQGfUAQMRIROJIFhSSKBnS9VJZpn377/z3PwGPIMP5/snH0BjcwxX9u4/Qie5nvrmJJYoY2yhQ2tbhHh7ErunPz9lr6Fq2kr3iEpOPnIEDy9cgE808uRT/+aCk8dQttm1MNH0GY/96yka2pLYWRh7yAwOG9O9DSm+VMLL0KoBAHRv9+aeIa0MbdE4rtDw6FDepxC9l9p73VyUhvomkukMa5Z9wL9nzaU1LSkoH8rJpx9Nbw2nSte/x98fnk1bu8FJZ3+ToYP2jDvGdEs9iUgK0/Tw6l9upaYkQKiwlKqhI5k47QQOGtJFd5Oy31KhrXSP8PGV879P1Z1v02j6WffyA5x7uZffz7yYAyp9bFj0En/49U288FEd2VQa74AJXHjp2fQP7Z59kRXYsGwRL738MR5Txxfoz0HDh+LppVVrnLYl/PGqa3m/PkM80kZ7Mk35uGP48eVXcfqx49gtG39/UTLLkz//Ke+uaKOw+kS+e9xBQF3Pl2M7MuuX05q00c123nn1RYQAoenohknooae58vrfcu6xI3u7mMoeRIW20m2himP45U9P59rbnyUqsyyadTNHPng9ruOg6Tr+UBGmplEyajLX3fFXThtX1ttF3idIKclG1/CPO//M/MZ2NE0w7oSTOHLSKIzeGjQnHdbXrWXdhlx+doAQSOkSiUaIJ7IES3R6MrildKh/5R6ueW4ZvpJhnHHe9zhwWDlYa7c4rrfq3WmzkuFHTKOgoGN8QksT9XW1xFNZYp+9zm9/fBnhx/7BV8d2f8lVZd+gQlvpNs3wcuT51/ELf13OzuUAABgpSURBVAWPPPkqqxs20NQG6F4Ki/tQUl7KmAMn863zz+eY8d1fO1rJczNNPPHA7fzt5Q+wHEnp8KP53oXnUFXQe53wRngIF11/M9+0BImWNbz6zFO8s3Aef/j5J7y7+Eru/NUF9O2pwQxSkmhcym33zsHj8VHUt4pBhQkWvvs2jtVGS8rN74KVbmf5h+8QHDyQUcMH4+vBroURMy7hqRmXbPq71V7Pm7Mf5le3PcLa1gTpxCrefP0DTqg+DnPPaNFXepkKbWU3EARKB3DaBZdx0LTTqa1bS/2GJhzpo0+/flQOrKR/v36UFgb2gGlT+waZbmTWrb/i1odeoC1hERp+DDNv/CVHje7dsQLC359jTzsjX0Ynw3GHVPGDi2by8fpW3nx8Fi9861QuOLinWlocVi/9kIUr1qEZBu3rFnH3b2YiNIEmNNoiKTTDRLYs5fYrL2XC8d/mht/9lAE9OKlh69srM9SfI0//Nke8OI9Zb9SAY9HW3ExaokJbAVRoK7uNQPcXM3h0MYNGjd20JaMQAoTotebHfZETr+UPl1/CHc8tRjcEg6acyO9uu4HJgyv2qC+00H1UDh9J0GeApmHF49Q1tgM91z0iNIFmGPmdxqRFNBZDSrnFzaMm08TjFhvaLHbPBpvdo+XSxJ0sLhJheCksLOm9ue3KHmdP+o4r+wghhKpRfykksYblzPrTDdz/30/wenWCZSM576Jz6aelWPVZLa7ronn8DBhYid/ooSqjlMQbl/P086/Tf8RBDK4qxWvoOKkmXnnwFpZvSOZXbyvqx/hB3duO9IvR6D/2aH7xh/4kM1vuXy4SdfzhpttZsb4do984rph5JQcO60OpJumxHm6ZZe6T/yLTfyIjKwswdQ0r3cL8fz/EO4vWgBR4CiuYcGi1Cm1lExXairKXkFaUx++6kbv/NRen48Yo3b6Bh268nn+I/Lxe13EoO+A4/njbtQwr7plZ0RKXDbUf8a+7bqbeChAOF+H1erDT7axpaMKyBY4Z5pgzT+WonlxDW2iEywZwxNEDtvmVnV3KP/98FysabLLeUg6eNo1JZT18Ocyu4s9XX0VN4VAqi/3ouk46lSLS3EgslUPoQU654MecOLF/z5ZL2aOp0FaUnZBNJbFsi95celzm4rz3/oc0RJKYHbVomUySaGugozcC6bpYRYeQ68mamQRXQiBcgtUQZVVdK1Y2B7pJSVGQcEUVx51zMReedRolnj2jyihlO4lkhmQ6gyeRIZO26OnLoWxawUqjECfRzLKmNLZloXn8FPhMhkw8lvO/fzEnH3kYZd49aHUfpdep0FaUHZDeEiZ//duURxxCFUMZXO7//Ad9SYTfx9TTzqLs4PYdHlcyeDzFPdU0DiA0Rh5+Jo+9OJ3lNUv4cP5bLKtPIooHctQhYxl94KFUFOh71NgGzejPSd85n5ENCdIl1VQU9cK6AQNPYf6nB/HRWx/x0SfLqKtvIdBvNBMPm8SksUMpChiqm0nZhpAbRwxtpqamhurq6t4oj6IoiqLsl3Yme1W7i6IoiqLsJVRoK4qiKMpeQoW2oiiKouwlVGgriqIoyl5ChbaiKIqi7CVUaCuKoijKXkLN01b2bZbD/TUJrl1u4e/iFjXpwhljgvx8sElFQMOndc6NjcWzXPRaG//NmFQWmtw9Jci0ol2cAy0lWcvlwxaLjCs5YoB/v/oCZi2LX86L8kBEcPnEIq4YZBLYjdUG15X8Z1mMKxdnaZA6kwcV8K9JfopwmPlcEw8kTXQBdx1VxJl9zN33wtsvDYvWJDjnnRTpgI+nphcy1q/tMfPUlb2Xqmkr+7xU1iaetKhP2tS3W9THt/wTTVnc/36Eqc9HeaAuH6gbuVKyPg3x9hwb2m0yu7yjhOSz1iw3vB1l2ksx3k0JenD5k97nurywNMHta2x8QnBoWNutgb1R1hJE213i8RxtGafz52lBJGnRknBxnB08wW6jMbbMx0EB+Kwlw401aVqtXlxOT9ln7E83+sr+TBNomqC6j48jSnU2rn/llZJZK9OssSUNKYtfzY9jeML8YED+q+H16pwxIsAES6PAqzN4V3dukDazFiX4zWoLzaOja/tXnaslbvFAbY4MML6vj8m72lrxOYaUevifakG7FAwuM9linTNNQA/uB6IFTC4Z4eXRSJa5a7O8N9jHyWX71a2a8iVQoa3sPzSYPMjHb0Z5CXVcuAVw6Wg/P/pvE88kNFpSFncsyXD6gCDlgN9r8KMDC9lYR9J3+YKv0ZbqeALRY7mxh5DMa8jyfswFB7460kfwS6hlCwHj+vkYU+nL/x16uTVDcPDQIMMWZPg0avHkOkuFttJtKrSV/YjABXQhMDcLjQFFJo8cX8qJL0R4OytY2pDknrU+rhtoEIllOX52hA+zkqKQh4dnhPlqqYHtSFbELF5d0s6lizKdae5IRg8J8aeJAQ4r1gnpgoXL4xz9RoKYroEucG2XmfPamPmSyxGHlPH6RC+O4/Jxq81rS+JcvSS3WceV4IihBVw7PsDx5TqGEIDDzBfbuGW1he43uHFyEeOsDGe/lyKWcUE3OH1cAb8YH2B8QeeJuq5kXbvNu7VJznw3mS+zCyJgcvOUIr7R32CIT2NjI4Btu6yI2Ty/KMrVKzr6BVz4ygGF/KXax/hineBO3MVkMg7vNuZodqCgT4BvlXcGV3s2wQEPxal3JaNGh3m6Wuf3H8R5eJ2NY0v69vVz26QQp/bRqYta/PbNVh5dD0hJ/wFBHpwY4Ii+Bn5NICU8URPnB+8liViScSOLmHdMkOIdFNGyXZa35Zj9SYL/XZnb9BlOHRfm9jFeqsM6Pq1jzXRXsj6e45U1aW74IMWSLPnPyYEx/fzMPDjIqX0Nis3N9ur2mMwc7uWCmizP12VYc4CXKrXPptINqk9bUQBvwODwPgaGlGDDp3GXNGBognAA8AoMr4YpBEjJ6rYMl8yL8JPlOfDmwxhdgF9j6fokZ86N8VyTgyvzP/YZW1WvNUAT+ax3XRasSXLhq61c/ZkF3o7nMgR4BW+sSXLO6zGeaXE3PbxA5H/najCrJs6Z7yaJOYBfB6/kyZo433svybpcZz9qbWuWK96IcO5HaQjo+dfwCqRrc+28CD9ckGR5quM1pGR+fZrzX4lwzSoHTLHp+I9XtnPa3Bj3rbVIup/fT7s6luOpegtcmNDXQ8lmVx0BhHQBAZ3m1gznvBLhoXU2TsfPNsRzXPZWO3d+3M6p/43waHO+DBTo1Lek+N47Cea1uWx8Z/wC/J78Y8PezhuQ7XJdXqpNcvYrUf53ldV5jn6Nt5bH+cbrMf7ZYONICUg2RLNc+3aUc95PsUQI8HQc7xN82pbhu29EuWW1hb3VWzKu0sAPbGjL8kizu72SKMpOU6GtKIChaYwK6ng1AcJlaZtFsotBZxJ4uy7DW1EX14XTxhfxzPRiZh8T5twiHSS0RXL8YnGKdkdS1c/PfUcXc1pQBylBCL49JsRj08NcP8QgnnF4YGmaxUmJhmDGiBCPHhPm6aOKmGYAuiCSsLh1tbVlQYRAOi4LIw7Dh4R4+rhirhnux+9KMDU+bcrwbHPnqKt/fBLlmWaHHBD2Gzx0XAl/nVBApQDXkMxdleaZRhtLQiyT457FMRakXKQL4/v7eWF6mJuGe0BASyLH7xclWZ38/BBqjFjUuYAwmFbZxahtAW2JHJ86GpdPDDNnWpiRHf3PzekcNy1OUad7uPXoEv46IcBALX831JiymNtqkfnCWShpiGe5Z2mSxRkJAmYMDfDs9DDXD8w3QK6N5vjloo6bIVcyf0OW/0Rc0ASTqoI8PK2E2dOL+d1wgwDgJm3+vDDJG+1bFiYcNBjhAXC5Z+vPUFG+INU8rijka3xmfvdIADKW3OHe2Ytbc+QA4TW5dqyfUZqk0BScMtgk81gr+uhC/jTWT5EOGCanBiRzF0tIgqYLJpSafHOYt6PyrXP/iaVMWRDjr22Cv00N0lcAUlKUzvL2+xmyGsQtcNi2n3bcoABzJgcZ6BMcXayxvC3HnDYbS0qilsQFhJvkvpUSyyPQAx7Wf7MErwCqvFR7YeobCQJFGi80WVxQZdLUkOXvrRq4koIhRXx8bACAEwb5mRiIcNyiDBs25Hi00ebXoR3100o+bMjiStCCOpPKuzhWAi6cd0gxt43KDx8Lx7Mc9UEadEEy4GXOycWcUiDAMUgkc1y20sZCUpuUZFyJ7wtUQaSE+WtzPBPJv/aQkWFePDy/7erJg/wMebuVC5blWLc2y1+bHK4ohbo2i5QDmILpAzyc2M9D2AMz+nkw9DbmpE0ePzxE3632vw56DIYWwqIIrKtLkpriI6BayJVdpEJbUXZBdakHGjJIx2byI+sZ0tfHCeUmHg2umlFGmVdQvIMs2/Z+QOd/JpZwjuPyWVuORiGw27PcssZB6AJciZVyaAfCWz3y8DKDYk8+BUxT0M8Q6EIgbUkiJ8kB62ptGjTAhWMHetm8W3VMlY97D9cYPyjAIR0jxF5r7WhmkBqn9dVZ2NZZQyyp9KItzOAaLnM22Px6pHcH75RDc8dUJyGgaEc1YtPDNcM6x3v3K9LRXXCEZGDI4OhNW5kLQj4NXHa5rVBKWBndeI46J5RveY7hci/a0hyu6fK3VRbX9PHQJ2Tg0W2wJL99I8I/azzM6O/BFHDMiDD3+AQl5rZp7BGCQi3/5su0pNaGsV/2NHFln6VCW1HIh2jazg/WAgibAqOLQBDAYVU+Dl6Z4YO0BFOwqjXD3S1ZAGY35hhYaHDV2ABfLTN2asS5m7F5ZFWGhUmXN+rSJNDIpSxqcx19p10WXCBk18klOv58FrE7Ak4wbKuacSjo4cLqzSdHOWxIOflkM+CFJQk+XLpl2mr5SjjLEjvRPJ7LH2MaAq+n6+M0v0bVZlck0xD4gCTg8wg23RoI8OjdG4UtcWnNuPkP3nB5fFE7r4nOc7FciegYZFablghDY+pgP9Prcjza7IABtbEsd0ezIASz6jIMCOlcOLqAi6o8bF7Z1oXIj2nosBM9CorSJRXaigLY0mFVyiYtAQTDgjpBDXLbO1gIRpT7mD2jhBs/iDM7Bm0ph6wtQYPV0RyrI1mWxRzeP6mIwZ4dVwfTaZs73otzy+osUSnwewy8Btx1fBmhWJZz30wQ3UFul+j5MVQ70jkvXFKf2aqe77o0p11cr0FfI39Mypab5jTbriS+1YiuPqF8VTEY+PzwtL/AYiZdPdvWg7u6zyVju5vGGFhbn6MQ9O1odYjkf0D/Qg93HlPC1z+N84NaBytrk3ABKWlOWjSnbH7WauMNlHBRn84z0TTw7PpcQUXZggptRQFScZu3ohIpBAhBdamOX2w/tKWUtFuSggKT7x4c5vYigxdrE7wSkYj2LPeutckIQXMsy71rHW4atlVoSzrbx6Xks0iKxxpStEmdYp+XJ08qYlph/jGvRNMICRgCs0DfpmkcQO5EHkzoayKcLFKH5VF7i77x+tYMk56OUdLPx4XDfZw/zMeYEhPqXbA1LjiwiDtH7np7btArAImU+YzcFbs7swUGw4oMaLLA0vjhtDA3VXV9OXSlJG1LDFPjmHGFfPIVweK1af7T6uKxXR5ck6U5J2nP2jy2Msd3yvybls21HEk821m9/jLmqCv7DxXayn5DAF4htukGXdua5cHlad5N5FOlvE+Ar3c1yhnAsbn81RgrXcHHMZc7jwpzwYgQpwJkLRY908pryfwrVmxaq7OzidR1JRFbYknwALEstOQMEGAaLhvX34jEcsxamyWiA1Li2vn+6R20MHeprNzHSF+CZTYs25Dh0UY/Z1YY6LbDE6syrDNhXVOGBwyNs4b4GN3XQ9HiDDHN4Z4lSc4oD3FEsQ64fNKYplaaTCoz6bOjpvuO8x7iz4d2LufSlAJ21AXeQ4SA0WUeCldaxHWH+2tSnFJYwNRw/hwXNmZZp5lMLdUpNgSpjMVdCxM81yZpy7lMGRTkd+MLmDFckLNdTKuN3662QeZvUjavWLsSchvvVnToo666Sjeofz7KfkO6krkrElzckNqiGXZdLMe8dgmuJOAzuXmCn9E7qljqOgcGBX9bkQNNcMUbUV4uN/IjwR2XBUkJUqAXeJge3nj11in3aiAdQDJnWYLV61KEBwS5JGxQ7nNZm9VoTVl897Uoo/yCaLvFcxEnv/ymI3GyLil2LbTxmvxkqMmVyyyyOZtLX4/ybKmO5rg832SBJhC6xreG+Qib4C/1cGaFwX2NNlZbmvPmOUwNaYDk05YMq6TJoUUmVx4aYkbpjprIdQ4u88LqDNiStbZLb69TBvnQnlDhZUZJhsdbbFqbUpw312JyKD9gbHFLjnWayZSQwWWTQhxdYFARMFiyMkWrLVmXTtDQkqFYz9fCP+gYuCcMg2mVxhYX1pTjsD6d724YNNBPiWopV7pBhbay33ClpCZqURPd5hfgQihgcsPkQr7T7/O+FoLzJhSyPBvj/tUWsYzNP+s367h1IWDq/GxiASN9YtNjJlUZiOVZpF9jSdxmSVRSnDG49fgA0yu8LK7NYRmCBW05FriA5TJ9ZIjmpiQfJ2FdxqE+B+FdSm04a3wRHyejPLjWJpq1ebRh4+hpiWYLThkT5LzBHjyawPQaXD0+yLJYnHkJl7q4RV184/kJcB2ylX5GFnx+AlWUeikjTUvW4pUNDj/satpXjxKUhEz+3wQ/n8xrZ0lWUhu3qN14jk7+P+6gABODGoYOZ4/y05R1+emHKeKaw/Prt/zMcTTOnVTI+X31LRZ1ieZy1CQBCV8f7t0DblmUvZkKbWXfJsBnaoz0abhddKhKTeOIsWEuqtSYUGxsUZN1gZBmMMorCXoEHgFCCIpDJr86vISzhyS4aH4G0dHrKhGUVgT4dbWPKWVG5wAxIZg4KMjsgx2urbWRLuBIJg7x4fMa/HxymP4Fcf7ymZV/Lq/JdROCHN9P5//mW2TW2ZCyWdBqU12p4QtojPJqCCEo92y22JoEwysY7tXQDIEhOs+5JGhy0+QwZ1QkuXRRFqHn3yARMPnJQSFO729QvnFNdiEYUeHjH9MFz61MclvtZivNuCZXHFXEqaUaFTsxOXpAyOSkUo2/N7l81JDDrvZgbHodjbKgzmhAbHUz4koY6NeQGlT5tC3O0WvAaK8GpqCPLjd1efh0jcEenUJHEtLkpmlhBX6DUbaLkILCzc5x3IAgzx2n89SKJA+sdTe9QMjr5ceHhTilTCPcUVivz2TmQSFGVAZ4fHGUj+IdhUHQr8jLheMCfKPSwLfVoLOmJpdmCZ6Ah+/2V5dcpXuElNteyWpqaqiuru6N8ijK7iUlGQeSjkTrIrRdIQh5te03O0tJe84lh0AIQdAAz1YjqVuz7qbndoXAqwuCRhc1UNcl1rFIigQKTK1zURDHpdUGTUpcISj25PvfM44k6eRDLGgI/IYglXNJ5xfywmcI/HrH+thSkrRlfoUwAX59s99tdk7NWYlBfuCd6HitLrkukc2WQ3WFoNS786OppOPy0McxLlucIWGYvPm1EqZ0rIkupSSek5vej82f17Yd4jZIITA0QaGRD1qArCNJ2LJjURxBgS7QkFiOJOHkz1HXNUJm/tzbMw45kf//oCm2+Qxd1yXaMU1bSAma1uV7IqUkY0vSbv5YCei6oNDc3n7ZLlc/28wfm1ymDAvx6lHBPaFLX9lD7Uz2qts+Zd8mBD6DLebJftHHh7w7btD8IgGGplHU1VVb19he97DPyJ/D5gIejcD2nkMICkxBwY7KIATlvi/wfmgaxb6dP3ybl9MFkys9DF6RZXG7xf1rbKYc4OkoiqCoiw00DEOnpIsrlFfP3xxt9UqYhqB4O48J+Xb8GWqaRslOpqkQAr8p8H/+oTjRLE/EJH6/wVlDvSqwlW5Tkw8URfmSCUaVeflahQ4CFq9JsraLdd33LQ6Pf5pkdU4yutzD9BLVm610nwptRVG+dMI0uHBMkBEeqI06vLDe3uHa7ns/SbQly1/W2oR8JueMLGBkQF1ule5TzeOKovSIQaVe7phayHJbZ3SB2O7mJ/uSlKFxzrgQ5/t0vlqp79RytoryeVRoK4rSMzSNE4cWcGJvl6NHCPqFfVy8vSXsFKUbVHuNoiiKouwlVGgriqIoyl5ChbaiKIqi7CVUaCuKoijKXqLLgWg1NTU9WQ5FURRFUT7HdpcxVRRFURRlz6OaxxVFURRlL6FCW1EURVH2Eiq0FUVRFGUvoUJbURRFUfYSKrQVRVEUZS/x/wFWiSldOQmO8QAAAABJRU5ErkJggg==)
For 1 mile alexa took 7.5 minute
for 2 miles she took 15 minutes
Similarily the trend of graph is clearly depicting the time taken for alexa to cover a distance of 4.5 mile is 45 minutes .
The slope is undefined means
Correct option is (a)
When there is increase in dependent variable without any change in independent variable the graph shows a vertical line which means the slope of the line is undefined
The slope is undefined means
Correct option is (a)
When there is increase in dependent variable without any change in independent variable the graph shows a vertical line which means the slope of the line is undefined
The slope is zero means
Correct option is (a).
when slop of any equation is zero it means there is no change in dependent variable with change in independent variable hence the graph becomes a horizontal line
The slope is zero means
Correct option is (a).
when slop of any equation is zero it means there is no change in dependent variable with change in independent variable hence the graph becomes a horizontal line