IM Alg1.3.3 Lesson: Associations in Categorical Data
The table displays the dessert preference and dominant hand (left- or right-handed) for a sample of 300 people.
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[/img][/left][size=150]For each of the calculations, describe the interpretation of the percentage in terms of the situation.[/size][br][br]10% from [math]\frac{10}{100}=0.1[/math]
67% from [math]\frac{180}{270}\approx0.67[/math][br]
30% from [math]\frac{90}{300}=0.3[/math][br]
The two-way table displays data about 55 different locations.
[size=150]Scientists have a list of possible chemicals that may influence the health of the coral.[/size][br][br][table][tr][td][img]data:image/png;base64,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[/img][/td][td]They first look at how nitrate concentration might be related to coral health. The table displays the health of the coral (healthy or unhealthy) and nitrate concentration (low or high).[/td][/tr][/table][center][img]data:image/png;base64,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[/img][/center][br]Complete the two-way relative frequency table for the data in the two-way table in which the relative frequencies are based on the total for each column.
When there is a low nitrate concentration, which had a higher relative frequency, healthy or unhealthy coral?
When there is a high nitrate concentration, is there a higher relative frequency of healthy or unhealthy coral?
Based on this data, is there a possible [b]association[/b] between coral health and the level of nitrate concentration? Explain your reasoning.
The scientists next look at how silicon dioxide concentration might be related to coral health. The relative frequencies based on the total for each column are shown in the table. Based on this data, is there a possible association between coral health and the level of silicon dioxide concentration? Explain your reasoning.[br][center][img]data:image/png;base64,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[/img][/center]
Jada surveyed 300 people from various age groups about their shoe preference.
The two-way table summarizes the results of the survey. [br][center][img]data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAqMAAAHRCAYAAABenbA/AAAgAElEQVR4Ae29MZLcxtK1PRG/+++Fu+AsQdoBV3A3MAuQT58LkK0IeTTk6ZrkNa9kkuZLt7/I0T2DnJxCA41GoRJVDyKGAApZmVknDxJn0E3y4cIGAiAAAiAAAiAAAiAAAo0QeGgUl7AgAAIgAAIgAAIgAAIgcEGMQgIQAAEQAAEQAAEQAIFmCCBGm0FPYBAAARAAARAAARAAgTdi9P///x4u/IABHIADcAAOwAE4AAfgQC0OeAleFKPegOPjELCCs4FARgTgZsaq9JET3OqjjqxiPQJw/vL80tMj9kb9AJKH59hjsD8Wb6KtRwBurscKy9sQgFu34YX1+RGA84jR1CyGoKnLM3RycHPo8lddPNyqCi/OEyIA5xGjCWk5pQRBJyw4yoUA3MxVj56ygVs9VZO1rEEAziNG1/CkmQ0EbQY9gRcQgJsLAHF5MwJwazN0TDwpAnAeMZqauhA0dXmGTg5uDl3+qouHW1XhxXlCBOA8YjQhLaeUIOiEBUe5EICbuerRUzZwq6dqspY1CMB5xOganjSzgaDNoCfwAgJwcwEgLm9GAG5tho6JJ0UAziNGU1MXgqYuz9DJwc2hy1918XCrKrw4T4gAnEeMJqTllBIEnbDgKBcCcDNXPXrKBm71VE3WsgYBOI8YXcOTZjYQtBn0BF5AAG4uAMTlzQjArc3QMfGkCMB5xGhq6kLQ1OUZOjm4OXT5qy4eblWFF+cJEYDziNGEtJxSgqATFhzlQgBu5qpHT9nArZ6qyVrWIADnEaNreNLMBoI2g57ACwjAzQWAuLwZAbi1GTomnhQBOI8YTU1dCJq6PEMnBzeHLn/VxcOtqvDiPCECcB4xmpCWU0oQdMKCo1wIwM1c9egpG7jVUzVZyxoE4DxidA1PmtlA0GbQE3gBAbi5ABCXNyMAtzZDx8STIgDnEaOpqQtBU5dn6OTg5tDlr7p4uFUVXpwnRADOI0YT0nJKCYJOWHCUCwG4eXs9np6eLg8PD88/dsxWRgBulXFhtF8E4DxiNDW7IWjq8gydHNy8rfxeiJogRYzO4we35rHhSp8IwHnEaGpmQ9DU5Rk6Obi5vvxfvny5vHv3jjeiKyGDWyuBwqwbBOA8YjQ1mSFo6vIMnRzcXF/+z58/v3w8/+nTp/UTB7WEW4MWfuBlw3nEaGr6Q9DU5Rk6ubNz07+t/O233y4fPnx4EYz2FtOua9NH7LbXPLP/8ePHs4kXm/YRvL9m4lPfE9Xe+5c/XXt8fLx8+/ZNoZ8/zrdrpdgW3+dtdj72i5OTHZydWyeDm3QTIADnEaMJaDifAgSdx4YrbRE4OzejCJQY1N4LRonR9+/fv3zcLtFXEpteFJauy3cUsYrtBelc7O/fv78Rojbf7M++nZ1bZ8ef/I9HAM4jRo9n3Q0RIegNYGF6KAJn56a9fTTRZwJO4tAA9OJRws6PSTCaGP33v//9Ik5l60WuiU3bvOg0X7b5+BK2fkx2a2LL1t6U+reqz4FO+MfZuXVCyEm5MQJwHjHamILXw0PQ6/hwtR0CZ+emF34Skoam/+hbbyi9IPS2Gvdi1s+XbUmM+jGJVotvc0zwSqAqRnzr6fOP19qxYp/IZ+fWPijgZSQE4DxiNDXfIWjq8gyd3Nm56cWcRKMV1IvJKEa96DRbLxT1xtTvJSi98LQ5tvkxP0fHS7HnfMj/c5CT/nF2bp0UdtJuiACcR4w2pN9yaAi6jBEWbRA4OzfXiFGJSYnObGJUlVd+JmRjjrI50/7s3DoT1uSaAwE4jxjNwcSZLCDoDDAMN0fg7Nz0YtQLOC/s9MZUY97OClD6fmipMP4tqPmyzcfXWGnuXGyb//Xr15cpPoYdn3k7O7fOjD25t0EAziNG2zBvZVQIuhIozA5H4Ozc9GJQH437vT4mN2DnBKFd03c8/dz4htILRS885TfOtXMJStlcE8J+vs/7cFLsFPDs3NoJBtwMhACcR4ympvvZCerfHMWHaWrgKyU3Jywqhavq9uzc9GL0X//616t/JkkfzwvApbp5semFoQSlv26+/ObvET9XdnOxvU/Ni3n7OGc6Pju3Slj7OmfrhZ5L4mxpDRnH/He8z8z/Hjl/K18iBg/RQTSI1zmvh8CZsffN1x6W2RpwvarNe54TFvMz8l45MzcNVS9G9XF8XrTHyuzs3IrVyt4LzyZG//vf/75AXFOM+jgvASsd9Mb5LTBFDBCjW1CsNCcWp1KYKm718SUidIIXMTph0foIMdq6AvPxz9z3SqvK3gvPIEbn7te9xehcnFJd9xzrjfNbsIkYIEa3oFhpTixOpTC7u/UNoofvsO0FEGJ0LyTv99PqoXN/5v17OGvfK1XmDL0QMTpVrlVf6InzE5q3HUUMEKO34VfVOhbn3mD6Dd2+W2P/H7e+a2Z7/1GlPlbSW03N0/eJfIOVD13zN7OuRf/yp+sm0rQtxfaNU/MVWz60L+WidSoHw+Ljx4+vsCj5k71i+pwtnvLWddvH7zCVxKj36+39uPny8RRrrj63YCSsbt3vzc1b499r77lhWLPlQeAIbuletF+W7X6xe0n3rr8PPU/MTvP8/Th3r/q58m17z7d4r94Su+Tf+/YVvWbrc7DnguWgfP065U/9Rza2Nx9xi3alFxPCU77U07yv6Ee2tlb/LLK8/XMtxvO28uHjXYvj86lxfATna+S9p8+IAWJ0T3Tv9BWLc6e72b/5qxtTjczflD/99NNLY7KGU2pqmn/temwcmqO9mt612L5pap5vJh6fuTwVx/KRj9JezbXUwGQvX9ds/MNFjVc5+/UI+2u+FG8vjDxetx7vzc1b42PfLwJHcEv3ou7luNd96/uI74U2f+le9XO9f93rczmsiT3nWz3Cs2PJ1vchn6eOvc+5nM1W67LYcz69QCz58te1Bt/vlJPiXauB2Xh/pXhmo358LY5yqbU/gvO1ct/Lb8QAMboXsjv4icW516W/GdU4fKPSTenH/M1vDcbm+RvYctKYmqhvEHPNwHzZppxktya2bG2+2Vu8uPlmqFhmZ/a2Ka6tRVj4ORrzdvKjMZ+H/ZuP8h39x3mGs43ZfIsv3JbmKd5eGD0DsfGPvbm5MQ2mdYjAEdzy97ruP9+37L40mzhm4/ZjPUB9QLZWCo3pXvXzNWZ2Xvio1/ixpdg+fzu2zfe354H//bFk66+XchE+Pj+N+fWVnh+y8z3LMPLzZGPpzv2lIT9fOWrNNt9qoPg2bjaqlfAxH/7f5vXrkc+5OP+DstruCM5XS34nxxEDxOhOwO7hJhbnXp9qlP6mNZ++GZmNvyG9rR/Xzevny9Y3GjVgP+abj28IloePIX9at/KPjUfX/d77NXub6zf58jF8bMvx+/fvLx9ZXctZfuVTTVB7xdZ1i/n+/fs3QvRojJT3lv3e3NySA3P6ROAIbvmeJ7FiaPq+YT3O35N2P8vWj1/rDd5OvdDi+F5gMW3zttdixzxL/e3Z4f/+8Gsq2Zaw8Lkob+XscbAQfr7Z+HPhZXa2JpsrvHRuY4rh8/bHvjfbPG0+T/m1az4Hy0lbxMJi+5zm4mh+rf0RnK+V+15+IwaI0b2Q3cFPLM69LtVMvAAzn/HGnbsh/bhu4rg3X75BqMn4sThH55afj+GbjuVZ8iH/JWy0Xvm3vZqjrnksfGxrbF6Meh/+2PyU8oo2lp9i+mt2rJyW/Jit+fB53otRCbc1Y3tzc01MbMZA4Ahu+Z6n+8/Q9WLF7i1/T3qx48fj/azz2Bt8r5rrBZob+4+PLRaUfPi1yM7212xLWPj1KW/vw8eJmHl/Wo/fy5/vY7peWqfl7219z/N5+rk+B8t7DoMYdy7Os4OKfxzB+Yrp7+I6YoAY3QXWfZzE4tzrVc3ECzDz6W9cO567If24buK4t/m+Qajx+LE4R+eWn4/hm45fu7exuXN2mmPXFUP5lLDwfuPDQPPj3vx4/OzcNt+gNaaY5sP8Wy52rJxaYiSs1u735ubauNj1j8AR3PL3rB1ri/etvye92PHjsSfo3O53b6f73GL5XiB7v4/9x8dWrtqX+puuxX3JtoRFKW+fs8fMzzcbf+7XpGOPg+XnMTcb8xE335t9v/d5eox8DubPz5ddaa6383FiPnufH8H5vXPe21/EADG6N8J3+IvFucPV81TfTHSj+ZtPItWPyU6x7dwahm5ojfu9v8l941F8P+bn2fG12H/++edzczc7H6OUy19//XWxH22KrTXG8xhbPmV3LWfZGC5q0n7Mjm3TWMzB5gln2VyLtxdGwmbLfm9ubsmBOX0icAS3vFjRve57iu5lPyY7ob7mXvXz/T3tBZh6hvxq7+fG2Ev9TT5sv2TrsVAuPrby9jkrH2+nvub7k3qfz0fHimXnfo56oezidcW2cR/fj/s1WQ4+d/n3Y5rr89CYz6PW8RGcr5X7Xn4jBojRvZDdwU8szr0u1Tyt0ZZ+1Dj8DakbV7H9DRx9yNY3CDUym+/9xrm68b2N/Cm2ncd5dq68ZWd734z8HMURFmqgMT/Z+Xy8HzuWzTVMfH4xpsfJ7CznNfG8zT0YebxuPd6bm7fGx75fBI7g1lx/0D2u+8rfo7rfhby/DzVPe9n6+b4Xmo+5fqae5OfKn2LP5R/tzH7J1l+3Y9t8bJ+3epjW6fe+D1+zsxjev/dhx8pBa9U+4mUxvB+/dr+maBfj2bmfW4qjHGrtj+B8rdz38hsxQIzuhewOfmJx7nWpBmHN7tq/rembrJqyj+0bgL+xdUP7676RyUe82c2H7OZie58+5lzj0lq9rV+LrqvxW24+ttayJmez8c3PYv7yyy8vH8NbLNtKMeM8recIjLS2Lfu9ubklh6PmlOp2VOw944hT4uM13y3XfAS3/H1nvdD6gHqFx8f3ndgThJ9w1Xzbq5/5+RrTPNv7PPx8G/dzY2zVx8/x/c3HWLL1OdixbT52zNvbK77m+bhzv6RbPr7Xyofvxd6PjuMc8+Pz9Bj5HM3Otjjf7P/1r3+9+aQv2mm+8qixP4LzNfI2nx7rEg/Wxo0YIEbXIneAXSzOvSHtprIbf+mmvzcO8/tHYG9uZkash/vGP2CjuDDs7aFuNtparvkIbu31ABVe7EHgHgT24vzcP421NjfrAdYLbtn2upciBojRW6pQ2TYW595wLR8w9+bO/FwI7M3NXKt7nU0v943e4Nl6tM2tbW5c82ruj+DWXg/QmjjgexwE7uG8fwPt7+1b0FNvKP2iuuRnr3spYoAYXUL+wOuxOPeGbvmAuTd35udCYG9u5lrd62x6vm/m1jY3/hqZOmdHcGuvB2gdBPA6GgL3cB4xOhpbGqz3HoKW0m35gCnlw9h5Edibmx4J/5Gyvk+m78PpN3j7vte17z3Lnxcd5st/r8xsfCNXrGhTum+UR/Tpx+2azdWmWPqajGwtR9tirjZf1+TDY+PzVI7+zYbGzM/vv//+vHafr+LbmH6Um+baueVgfmUTc1Jue+1rcks5eqxrr0cx2YPAHAJbOe95rPvT9r7v6F7Wdd8j/Hdudd32slHP8td837H1+BzuuZciBrwZnWNLg/FYnAYpEBIEigjU4qYXW74BqrmWBJS3880wNmHZqZnONWKzk40tXn4k1HzztXxsu+ZLufvG7v+fc/PnfSpPxYsFiPnYdeHi52jM1uL/AwetTdcVz/aarxj+mj/2OMf87j2vxa1782I+CNRCYCvnS33D7lO7f6/1JLOxuXM2Jkb//vvvl19g/b1vx+ohhofP4Z6+EDFAjNZi2wa/sTgbXDAFBKogUIubpcZmDdNEqm1eJEkI+jka88KvNKamaf9XtXxH/7JRTBNqNqa3hL4hy0ZN3vvSW4Y5oW0+JQxla/PN3tYeN7PXw8GO5VcC18b8QyY+mEp5S4Qqll+PHdvm4wpT2e+5r8WtPXPEFwjsicA9nPe9Tveq5Va6h72t7wOl/mM+1vRH3xfseOsWMUCMbkWywrxYnAohcAkCmxCoxU3fLE1w+eZqiarBevEkMeZ/Yy/ZeYHmxZRsJfC0V2xdt5jv379/FoK+kXu/ftyvxZq0z9Pn79dlseO1WCDvx3JTHP0TRbY2b2Ox53L0azM/2krj3qdfp+bsta/Frb3yww8I7I3APZzX/W+9w+5b2/z97n/BtWsSnr7PaCzamr16gfqi9oqFGH2GvO8/7iFo38iwutYI1ORmqfnpN25d8420JJJkp8YZ9yam/EfX8bqdq9nO+VJOvvGX/MiXz9OLYatlyUfpwaC66+Fhe8vP8LB8bI6tzf63MhuTD+/fC0mtzeNpMUrjPn/vQzntta/Jrb1yxA8I7InAPZy/VYzq3ra+pB6mfqJ+YWvzPaPU18yPbeZD1+VvCzYRA96MbkGx0pxYnEphcAsCNyNwBDfVIK3RqUmqkXrxVBJJslOTjHsTU/aXejSuxlpq7N6XzbNcfE5LTdtszYfP09ZW2ryNzZuz0wPA8rF/uFv4mL0d23+64Of7HL2Q1No8npZXadzn5n2U1nHP2BHcuic/5oLA3gjcw/lSz/L3u3qDclZf9fe8xryteoz6l80vxfJ2iFGh3Nn+HoJ2BgXLSYZALW4u/T/aa0WSb5pzDVK+rNnKxo/ZsW0aU/PWuRd7GvPNPJbMi7koMu1Npj1AbPMPkjnRp/VZTvbVAfmzPGxM/7OM1jXnU3l7DEprtjGf/1xezwu4849a3LozLaaDQDUE7uG8eoHvR5aov7ft2DZv6+9hiVH1uDhffaTk065Z7NhDngPe8EfEgDejN4BX2zQWp3Y8/IPAWgRqcdM3NjU426txqhn6pjknktRgvR871lzfmKONnauBx5he2Jmd5exziL6Uu7eReBTec7kqB9lpH3OQncfPC2Nvr3zMV8RAc+Kazdbn730op732tbi1V374AYG9EbiH8/7eVu+xPlAa13X1QK3D9w2zsfv73//+93Ov1Jy4L/Uc87N1ixggRrciWWFeLE6FEFVc6sEqsl4LUnroXbM/+pq/oWs+gI9e173xanFTfPCNzws3XffN9JpIik1WftU043X7eNsEmdmJv6WYcZ78ifuKY3sJPJ+nX5PnmJ8nn3O1Ul42R7Y+huerj+HHzbf3o1w1thbnuRy3jNfi1pZcmHMcAtc4elwWbSLdy/n4S6X6ga0m9iTd43Gl3k49wvz4nlTqj97Gx43+l84jBojRJcQOvB6Lc2DozaH8w7BEertuTUdb6aGna0ftLR/Lq7SN3CBLeGjsjNxU7uxzIwC39qvPvf9X+X6ZLHsaudfC+cslYoAYXb5nDrOIxTks8J2B9BuWCU1tGosCtaUYXRN75Aap2pX2Z+VmaS2M5UIAbt1XD/9CwPruWbaRey2cR4ymvk97IihiNDXVbk6uJ27evHgmVEUAbt0HL2L0PvxazIbziNEWvFsdsyVB/fdA9IbT/+aq37j9mL319P+FmH3vZO7fctQbUv920mLauL6jUvr+iexlIz8C1X93RjnaNc3Td+AkjuXH9romX7b369P3aGzc4yMfPp58+Pklu+jHx5AP5a75pTxle9S+JTePWiNx2iDQmlul3uB7kXqM7kPZy6Z0z+taRNQLR/tPC+z+130ee5vmxn7g7ZSbfGhf6k3mL/Yfs1euWpflZLnJl7dRTraXvewsT7+VYvm8PG7qgx4f8+t9XosnHOZqFDGUnc/3yOPWnD9yrXOxIgZ8TD+HVIPxWJwjU1hqDKVmYTd4nLdWjKqBxb0ao/cbbexcdmpCNuYbnZqPmk5sZGavax5nH7e05piLj1lqvmavhqqcog/FsTxKNv7h43M98rglN49cJ7GOR6Alt+buWbtHSz1G/wWrrkfx5O9tzfeIXrO3uf5e973I+9Wx+ff9T+O2931J8Utr9T2w1CO9T63nWl7qddfWqdy8H/VAn8Mt8TwOsUYZe2pLzosPrfcRA8Ro64q4+LE47tIhh2oEaojWDKxZ2b9rqDHd9GpipYZiyUZfWoBvDGpcvkmqUZXsFNsapJqXH9Nci6X5ynNuTHlpP7ce/+9Cmq3WJ/+++WpMPm1fytOPGQZzsTP8pYTW3PRYctwXAi25Zfec3dva/H2sHuPHojiLfcD8aEzz5dv2/h43XxJcmuPH1MNsTL3S9wz59/mZn7lNMdTLzc7mWk62+Xjys9Sblb/met9LPdNjYWv57bffXt7Gar0xr7l4HgNfI/uPLsy3jQkv89m6p7bk/HOxE/wRMUCMJiiKUojF0fhRezUeiSlrCNZc9L+72HXZqOnEhqLGVmp8tg41LcWwMd9IrGH4t6uKIwzkV/N9c1YDnYtTii2/2s+tx64rtm92duxxsXPfSOW3FNvHUu4+Rly7fLXYt+ZmizUT8xgEWnPL9x9/b+v+89fVdwwZP67718bVI72tkPT3vBdHmqP+4e2Uh3yoR8j/XB6y1149yGJorq7ZXtf9Ne879mafv+/DthZtytXjasdm49doLzwsrtav+d7mWjyfp8/f/PgcIpaKc/S+NeePXm8pXsQAMVpCqdFYLM7Rafgb2n5LtZvffvQbqzUrNSw137lmoQYQb37N9w3Dx7V418So5quh+SaonAw32fk4pbGIcWk9Pr/YVJWHf5j4Ziz/il2ab2NqtKVYuiZfLfatudlizcQ8BoGW3PL3bbw31bv8Pel7jB+Pc3Uee0GpvxjKPg/rFd5OeagavpfYPJ+Hz0/22nufys/7ll/fM73v2JvlI+7Nj58Xr9u55V3Kx675nOZsvM8YL2JQyqV1T23JefGh9T5igBhtXREXPxbHXTrs0G5ku9H1j93auW5m+y8H7SZWM7GkfLPwN7j8+MZi9rc2vDhfftUwjxCjytmv2z887Nifm33cvA/fSHXssbO5fl1mU/IZY9Q8z8DNmuvDdzsEWnHL9y7fZ9RjNKb+Z/ehXdPmx3Ufx731Bb/5mP6ej/3D2ykP+VF+6oE+D5+f7OPe2/s1qUfJr83ztpavf1EQ16pz8yNfNiYM/Brt2K9ReciH1hFtdN3vLZbPU3PjujP11Facj5i0PI8YIEZbViPEjsUJlw85VRPRxya+afz8888X+/HN0TcL31xjw1Ty8n+t4ZlP2VnTsWPbfDNRLN+ElJcf83G8TzVI5aV9aT2ltWjM8jNfPqbG5DPmPhfb7Pw173OuwfoYNY8zcLPm+vDdDoFW3PL319p+Eu9D9QHNX0Kx1F9sjt33Eljqd75faWypB17Lw3+Hs5SH4vmeWcJIduq3pTULF+9LY+qPMQeLZfkLB/XCNfF8nrFG8mN5XrMrraPWWCvO11rPFr8RA8ToFhQrzYnFqRTmqlvf7OYaib/ZY0Oxc9t8c7XmoiapxuJ9+wYhO+9XzUl7P9di+SYnG+29rV+bXS81Ux9XucS1yLf2anZam8a1t/FreSpHH1tztVeMZ0cN/sjAzQbLJuQBCLTk1rXeof7g+5PvfQZN7Cm6X20fbc3e3+PqLzbue4z6hbf1fu1YPUPlieuQD123fbSRT9naPvr2a1e+fkw+tJeNX4+u+b1d9+vTPI9nCX/vw441z+fkcfcx4tyWPbUl5z0nWh5HDBCjLasRYsfihMuHnPqbV83AAvvmouZl495ejUGJ+uana2sbXsmHNROfk2x8DrKxfK1h27lvOoovO2tifvO+lLNd9/Nsrv07fCX/vpmanf345uhx1HXb27hvqLoWHzo+1yOPM3Cz9npV4yyY115vFv8tueXvd7vnrL/oL2yq1/j70t/Lwi/60L3r+0fJ1l/3fcF46DffR5Vj7Fs+R7OJPuZyLPVGz3/v1+dr+cW8Ym66n4RH7Jk+J+/b+1UNluL5PH2N/Ljy8OvzOB953JLzR67zWqyIAWL0GloHX4vFOTg84UBgFoERuKmHZ4aH1WwhOrwwArc6LBtLugMBOM//wHQHfepPhaD1MSbCNgRG4CZidBs37p01ArfuxYj5fSEA5xGjqRkNQVOXZ+jkRuAmYrQNxUfgVhtkiZoVATiPGM3Kzee8IGjq8gyd3AjcLInR0neA/ffbPCn89/7s+2n+437//Th9d81/X8/8xPlmF218vF6OR+BWL7ViHfsgAOcRo/swqZIXCFoJWNzejcAI3IxitCQgJSS9IJ2z01++KP0lCvmR2CwJUS9m7y5gYgcjcCsx/KTWAAE4jxhtQLv1ISHoeqywPBaBEbgZxagh/PXr1+d/5UBoy8a/tfRj/m/yao7+drAXlxqTqNW5BKzNNRFrQrf3bQRu9V5D1ncbAnAeMXobYw62hqAHA0641QiMwE2JSi8aDSCN622m9jbu34p6ISlg/VtRL1T1JlSxfAyNyUfv+xG41XsNWd9tCMB5xOhtjDnYGoIeDDjhViMwAjclCCUGvdCUAPX7KEb1ltOD6sWon+uPTZiWYpXErffdy/EI3OqlVqxjHwTgPGJ0HyZV8gJBKwGL27sRGIGbUYzq7aUJR7tmm/8LTVGMlsTjWjGqAkV7/zZVNr3tR+BWbzVjPfchAOcRo/cxqPJsCFoZYNxvRmAEbkYxqnMToyZMbfNjdhzHSm9H9X3Q0rVnB5fLZen/DZddj/sRuNVj3VjTdgTgPGJ0O3sOmAlBDwCZEJsQGIGbEpr6mN6/BfUfq+tYYjS+zdR1vSm95kdvPiVYNVd7xdhUtJNMGoFbJykFaR6EAJxHjB5EtW1hIOg23JhVH4ERuBnFqKHqP6o3gWj/b7mJTDuOQjEKSola81P6Tqj5sLel379/f95LgGqvt7H1q9s2wgjcaosw0bMhAOcRo9k4+SofCPoKDk4SIQA3ExWjs1TgVmcFZTmLCMB5xOgiSVoaQNCW6BP7GgJw8xo6XLsHAbh1D3rMPSMCcB4xmpq3EDR1eYZODm4OXf6qi4dbVeHFeUIE4DxiNCEtp5Qg6IQFR7kQgJu56tFTNnCrp2qyljUIwHnE6BqeNLOBoM2gJ/ACAnBzASAub0YAbm2GjoknRQDOI0ZTUxeCpi7P0K3Fr0AAACAASURBVMnBzaHLX3XxcKsqvDhPiACcR4wmpOWUEgSdsOAoFwJwM1c9esoGbvVUTdayBgE4jxhdw5NmNhC0GfQEXkAAbi4AxOXNCMCtzdAx8aQIwHnEaGrqQtDU5Rk6Obg5dPmrLh5uVYUX5wkRgPOI0YS0nFKCoBMWHOVCAG7mqkdP2cCtnqrJWtYgAOcRo2t40swGgjaDnsALCMDNBYC4vBkBuLUZOiaeFAE4jxhNTV0Imro8QycHN4cuf9XFw62q8OI8IQJwHjGakJZTShB0woKjXAjAzVz16CkbuNVTNVnLGgTgPGJ0DU+a2UDQZtATeAEBuLkAEJc3IwC3NkPHxJMiAOcRo6mpC0FTl2fo5ODm0OWvuni4VRVenCdEAM4jRhPSckoJgk5YcJQLAbiZqx49ZQO3eqoma1mDAJxHjK7hSTMbCNoMegIvIAA3FwDi8mYE4NZm6Jh4UgTgPGI0NXUhaOryDJ0c3By6/FUXD7eqwovzhAjAecRoQlpOKUHQCQuOciEAN3PVo6ds4FZP1WQtaxCA8yvFqAHFDxjAATgAB+AAHIADcAAO1OCAF+4P/sSOLSBbGwTAvg3uRF1G4P/+7/+WjbAAgQ0IwK0NoDHl1AjA+cslYvBGeSKI2nEc7NthT+TrCMTGcd2aqyCwHgG4tR4rLPtAAM4jRlMzGTGaujxDJ0fzHLr8VRcPt6rCi/OECMB5xGhCWk4pIUYnLDjKhQDNM1c9esoGbvVUTdayBgE4jxhdw5NmNojRZtATeAEBmucCQFzejADc2gwdE0+KAJxHjKamLmI0dXmGTo7mOXT5qy4eblWFF+cJEYDziNGEtJxSQoxOWHCUCwGaZ6569JQN3OqpmqxlDQJwHjG6hifNbBCjzaAn8AICNM8FgLi8GQG4tRk6Jp4UATiPGE1NXcRo6vIMnRzNc+jyV1083KoKL84TIgDnEaMJaTmlhBidsOAoFwI0z1z16CkbuNVTNVnLGgTgPGJ0DU+a2SBGm0FP4AUEaJ4LAHF5MwJwazN0TDwpAnAeMZqauojR1OUZOjma59Dlr7p4uFUVXpwnRADOI0YT0nJKCTE6YcFRLgRonrnq0VM2cKunarKWNQjAecToGp40s0GMNoOewAsI0DwXAOLyZgTg1mbomHhSBOA8YjQ1dRGjqcszdHI0z6HLX3XxcKsqvDhPiACcR4wmpOWUEmJ0woKjXAjQPHPVo6ds4FZP1WQtaxCA84jRNTxpZoMYbQY9gRcQoHkuAMTlzQjArc3QMfGkCMB5xGhq6iJGU5dn6ORonkOXv+ri4VZVeHGeEAE4jxhNSMspJcTohAVHuRCgeeaqR0/ZwK2eqsla1iAA5w8Uo58+fbo8PDw8/7x79+7y5cuXNTV6ZWNzbK78fP78+dV1nTw9Pb3YmO2cneyz7hGjWStDXjRPOFALAbhVC1n8ZkUAzh8kRr99+3Z5fHx8EYi3itE4f06M/vjx4/Lhw4eXOLKzvYnhs22I0bNVbJx8aZ7j1ProlcKtoxEnXmsE4PxBYlRvKrW/VYwaUWyu/dhbTonM+MbTv33VtXtitiYoYrR1BYg/hwDNcw4Zxu9FAG7diyDzz4YAnD9AjEo82pvRX3/99VlIbhGjIpf8mSCV4LRr/q2oxbK3qbZ5+7O9HUWMqurssyFA88xWkX7ygVv91JKVrEMAzlcWo14gmiiUMKwhRv1H+fY2VNvcuK5n3iNGM1dn7NxonmPXv+bq4VZNdPGdEQE4X1mM6mNz+x6nCVPE6G23AWL0NrywPg4BmudxWI8WCW6NVnHWC+crilH9zXf/FrQkRvWdTn0PNO5tjt/kI35Mr3g2zptRjxjHILA/AjTP/THF4z8IwC2YMBoCcL6iGF0SmRKNS3Zrxejcx/FzIvUMZOfN6BmqNGaONM8x637EquHWESgTIxMCcD6BGL2VEHNvRv33U/W1APPt7fkLTLeijT0IlBGgeZZxYfR+BODW/Rji4VwIwPmKYrREBQlD/9F9ye7amHzEj+ltjr6j6q/pzav/G/bX/Ge6xpvRTNUgF48AzdOjwfGeCMCtPdHE1xkQgPOdiVH/dtQEqf8521tRu4EQo2doI2PmSPMcs+5HrBpuHYEyMTIhAOc7E6Mil96GSoza29QzbojRM1ZtjJxpnmPUucUq4VYL1InZEgE4f7AYbVnsM8ZGjJ6xamPkTPMco84tVgm3WqBOzJYIwHnEaEv+LcZGjC5ChEEjBGiejYAfICzcGqDILPEVAnAeMfqKENlOEKPZKkI+QoDmKSTY740A3NobUfxlRwDOI0ZTcxQxmro8QydH8xy6/FUXD7eqwovzhAjAecRoQlpOKSFGJyw4yoUAzTNXPXrKBm71VE3WsgYBOI8YXcOTZjaI0WbQE3gBAZrnAkBc3owA3NoMHRNPigCcR4ympi5iNHV5hk6O5jl0+asuHm5VhRfnCRGA84jRhLScUkKMTlhwlAsBmmeuevSUDdzqqZqsZQ0CcB4xuoYnzWwQo82gJ/ACAjTPBYC4vBkBuLUZOiaeFAE4jxhNTV3EaOryDJ0czXPo8lddPNyqCi/OEyIA5xGjCWk5pYQYnbDgKBcCNM9c9egpG7jVUzVZyxoE4DxidA1PmtkgRptBT+AFBGieCwBxeTMCcGszdEw8KQJwHjGamrqI0dvK8/nz58vDw8OrHxsrbZ8+fXq2e3p6Kl1mbAEBmmcZoGu8uoWfZe9jjMKt4+r87du3y+Pj46ueSU88Dn9FOoLz6k16Rr579+7y5csXpfBm7+3nnqNvJt0xEDF4iL4QRBGR487Bfj3W1lR//vnnVzeXbiZ/I/348ePy4cOHl+ZL412PsbeMjcNfG/F4iVdr+TkidnHNcCsiUu/ceqT9aDNxYiKFvihEjtnX5rz1H3vu2V6b1bgkSMUBs7e+dtQWMUCMHoX8ijiI0RUgXTGRQPCN1YSp3YC2tzcC/toVV1wKCMTGES4Pd7qFVyV+DgdcYcFwqwDKgUPWE603euFyYPghQ7XgvERn6ZcR/wLnqIJEDHYRo2qyeh3sF2ZEj+N2XWO2j4pcoF2z0Vswm/vXX38930y6oWI+pRhHAX5LHMToLWi9tVXdI5/M0hotYvQtZmtHYuNYO693u1t4dY2fveN0bX1w6xo69a/ZM7rUM+tHHjdCC85LV0mfqR+1ekETMdhFjBqlvMDU4tSovRiUiPRC018XQPG6t7F48mNvvd6/f/8sbk1s/P33368+lpUf5ZSZ/ojR+6oj7pRqLS6Wrt0XdYzZsXGMserlVd7Cq2v8XI7UrwXcaldbPUclUNplMlbkozmvPuV/6ZA4/fXXX59f1EgreZuaVYkY7CZG1WhtQXpDqcXamJHen0sU+DHdEF+/fn31kYFuGPMjGy9+BaLF/eOPP54/llVMA9Nys2Jk3xCj91VIXBJHvDfdjOKdv8bxMgKxcSzPGMPiFl5d4+cYaJVXCbfKuNQaFQ/tGalnda1Y+C0jcBTn7XknfWQ6ym/SVZ4D6mdHCNKIwW5i1BapxelLskvnNseLWC8UNFdAam/jtnkx6oETmLL3Pp8nJv4DMbq9OOKR54L3Jl6ciQ8+/9bHsXG0zidL/LW8WuJnlvW0yANutUD9n5h6jtIXj63B0ZxX/5E2s9WalvLnQkCcKL3Ukc0e+4jBrmLU/8ZlCzWCmyiUQJgTmBKOZvf9+/fix+yyKYnRCJrA1Bzba94eINbygRjdjqxxzf+GFz2tFQ1xHuf/IBAbB7j8g8BaXi3xc2Q84Vbb6tuzsSRK2mbVd/QWnI+9yupeemZKx9XWTBGDXcWo0UcC1L7HaQT3QtAW5wViPDYx+vvvv7/YCAyB4315wRnFqGjs453hZkOMqnK37a3OpZvKe4k3or/G8TICsXEszxjDYg2v1vBzDLTKq4RbZVyOGtXzde45elQeI8VpxXnTZ3o5aPUu6SLxQfqrVl0iBruLUS8STTx6kaBF2vgc8b2AlI0fE0A+juwMNHs42HdOtc3Z6XqmPWL09moYHzzH5jysEQ1zcxl/+79lgMk/CCzxai0/R8YzPpRGxqLF2u0ZWRIlLXIZJWYLzuujehOktkmPSVMJ+6P4EDHYXYxqwXrrqYVroXpzquva62YQQBqPewE3JzLn5q8RLMqx1R4xehvyxgXxZmnmkmhYmj/69dg4RsdD67/Gq1v4KX8j7uHWcVX/7bffXv1lXj0v43P6uIzGjFSb89aXrNZ+sxrH52XsUdf6mfe1x3HEYHcxaknaAk1ExoVrAV5IerFp47bF67/88svz2y+zNd/RRvPiuHzrtfTzxMR/IEbXFydyRLW2fYl3R95k61dxHsvYOM6Ted1M53h1Kz/rZpnbO9w6pj7iqu+Vdqxn6jFZEMUQqM15aTBf67kXcrFXHcWHiMHuYlS/aRkI/LZ1242HGL0NL6yPQyA2juMiE6l3BOBW7xVmfREBOP9WkO8mRuNvXaW3U7EgnL9GADH6Gg/O8iBA88xTi94ygVu9VZT1LCEA5yuK0fhdUf/R+VJhuP4PAohRmJAVAZpn1sqcPy+4df4asoLbEIDzFcWolcK+a8BH87eR0lsjRj0aHGdCgOaZqRp95QK3+qonq1lGAM5XFqPLJcDiGgKI0WvocK0lAjTPluj3HRtu9V1fVvcWATiPGH3LikQjiNFExSCVVwjQPF/BwcmOCMCtHcHE1SkQgPOI0dRERYymLs/QydE8hy5/1cXDrarw4jwhAnAeMZqQllNKiNEJC45yIUDzzFWPnrKBWz1Vk7WsQQDOI0bX8KSZDWK0GfQEXkCA5rkAEJc3IwC3NkPHxJMiAOcRo6mpixhNXZ6hk6N5Dl3+qouHW1XhxXlCBOA8YjQhLaeUEKMTFhzlQoDmmasePWUDt3qqJmtZgwCcTyBG/T+Ov/R/xvv/M/Wo/y91DZFq2SBGayGL33sRoHneiyDz5xCAW3PIMN4rAnAeMZqa24jR1OUZOjma59Dlr7p4uFUVXpwnRADOI0YT0nJKCTE6YcFRLgRonrnq0VM2cKunarKWNQjAecToGp40s0GMNoOewAsI0DwXAOLyZgTg1mbomHhSBOD8AWL027dvl8fHx8vDw8PLj/++57XvjJqd5r179+7y8ePHl3Pv46T8W0wbMboIEQaNEKB5NgJ+gLBwa4Ais8RXCMD5ymLU/4UjiUrt9ZeV5sTo09PTi/DUHL9HjL7iMicgcCgCNM9D4R4qGNwaqtws9vJWiI0ISrzvHyIIW9/O+Tei9mbUzm3zItPEakmMfvny5WJvQk18SrTGuYjRWCnOQeA4BGLjOC4ykXpHAG71XmHWFxGA828F+W5i1L8V9cLRC00TpiUxavZ6C2p+tM351PXe9lt/EegNB9aTDwGaZ76a9JIR3OqlkqxjLQJwvoEY9W9M7a3n9+/fn99++regEqP2dtTEqzbEqJBgDwJtEaB5tsW/5+hwq+fqsrYSAnC+gRjlzWiJiuUx3oyWcWG0PQI0z/Y16DUDuNVrZVnXHAJwvqIY9W9A9/jOqP84396i+o/+5wp89nHE6Nkr2G/+NM9+a9t6ZXCrdQWIfzQCcL6iGLVi+o/V9R1Q7e37orZ5kTn3l5U0x+8Ro0ffLsQDgQkBmueEBUf7IgC39sUTb/kRgPOVxahRwH8sLzHpheScGLW5/m/e2/dHTdzq3yz1PvJTbVuGvBndhhuz6iNA86yP8agR4NaolR933XD+ADE6Lr3uXzli9H4M8VAHAZpnHVzx+vahBCYg0DsC9NO39/1u/7RT7+Q5Yn2I0SNQJsYWBGieW1BjzhoE4NYalLDpCQE4jxhNzWfEaOryDJ0czXPo8lddPNyqCi/OEyIA5xGjCWk5pYQYnbDgKBcCNM9c9egpG7jVUzVZyxoE4DxidA1PmtkgRptBT+AFBGieCwBxeTMCcGszdEw8KQJwHjGamrqI0dTlGTo5mufQ5a+6eLhVFV6cJ0QAziNGE9JySgkxOmHBUS4EaJ656tFTNnCrp2qyljUIwHnE6BqeNLNBjDaDnsALCNA8FwDi8mYE4NZm6Jh4UgTgPGI0NXURo6nLM3RyNM+hy1918XCrKrw4T4gAnEeMJqTllBJidMKCo1wI0Dxz1aOnbOBWT9VkLWsQgPOI0TU8aWaDGG0GPYEXEKB5LgDE5c0IwK3N0DHxpAjAecRoauoiRlOXZ+jkaJ5Dl7/q4uFWVXhxnhABOI8YTUjLKSXE6IQFR7kQoHnmqkdP2cCtnqrJWtYgAOcRo2t40swGMdoMegIvIEDzXACIy5sRgFuboWPiSRGA84jR1NRFjKYuz9DJ0TyHLn/VxcOtqvDiPCECcB4xmpCWU0qI0QkLjnIhQPPMVY+esoFbPVWTtaxBAM4jRtfwpJkNYrQZ9AReQIDmuQAQlzcjALc2Q8fEkyIA5xGjqamLGE1dnqGTo3kOXf6qi4dbVeHFeUIE4DxiNCEtp5QQoxMWHOVCgOaZqx49ZQO3eqoma1mDAJxfKUZNFPHTBgMjKT9gAAfgAByAA3AADvTMAS/cH/yJHfN2LiJy3DnYH4c1kW5DwBoiGwjUQABu1UAVn5kRgPMr34xmLmLPuSFGe67uuddG8zx3/TJnD7cyV4fcaiAA5xGjNXi1m0/E6G5Q4mhnBGieOwOKuxcE4NYLFBwMggCcR4ympjpiNHV5hk6O5jl0+asuHm5VhRfnCRGA84jRhLScUkKMTlhwlAsBmmeuevSUDdzqqZqsZQ0CcB4xuoYnzWwQo82gJ/ACAjTPBYC4vBkBuLUZOiaeFAE4jxhNTV3EaOryDJ0czXPo8lddPNyqCi/OEyIA5xGjCWk5pYQYnbDgKBcCNM9c9egpG7jVUzVZyxoE4DxidA1PmtkgRptBT+AFBGieCwBxeTMCcGszdEw8KQJwHjGamrqI0dTlGTo5mufQ5a+6eLhVFV6cJ0QAziNGE9JySgkxOmHBUS4EaJ656tFTNnCrp2qyljUIwHnE6BqeNLNBjDaDnsALCNA8FwDi8mYE4NZm6Jh4UgTgPGI0NXURo6nLM3RyNM+hy1918XCrKrw4T4gAnEeMJqTllBJidMKCo1wI0Dxz1aOnbOBWT9VkLWsQgPOI0TU8aWaDGG0GPYEXEKB5LgDE5c0IwK3N0DHxpAjAecRoauoiRlOXZ+jkaJ5Dl7/q4uFWVXhxnhABOI8YTUjLKSXE6IQFR7kQoHnmqkdP2cCtnqrJWtYgAOcRo2t40swGMdoMegIvIEDzXACIy5sRgFuboWPiSRGA84jR1NRFjKYuz9DJ0TyHLn/VxcOtqvDiPCECcP4gMfr09HR5eHh4/vnw4cPlx48fb+hgY3ZNdjZn6/b58+cXP+/evbt8+fLlxZUd25jixH20f5nY4AAx2gB0Qq5CgOa5CiaMNiAAtzaAxpRTIwDnK4vRT58+vRF9JTHqxarE4RYxWhKaUVyWbBTT9tG+JcMRoy3RJ/Y1BGie19Dh2j0IwK170GPuGRGA85XFqAm/9+/fX/7888+Xt54lMWpvMh8fHy9fv3593pso3CJG9XbVRLCE8Bpx+e3bt7vi1iI/YrQWsvi9FwGa570IMn8OAbg1hwzjvSIA5yuLURFHItFEZkmMym5PUXiLGL3FVrkesUeMHoEyMbYgQPPcghpz1iAAt9aghE1PCMB5xOjFC+BrQrkF8RGjLVAn5hoEaJ5rUMJmCwJwawtqzDkzAnAeMfrycb69tbWvC2TaEKOZqkEuHgGap0eD4z0RgFt7oomvMyAA508iRv3bSxON8ce+b2o2flvz0fvarw94v0ceI0aPRJtYtyBA87wFLWxvQQBu3YIWtj0gAOcHF6P+n4DK9lbUbjDEaA9tps810Dz7rGuGVcGtDFUghyMRgPMnEaNbSLH0ZtS/FS29Wd0Sc+85iNG9EcXfXgjQPPdCEj8RAbgVEeG8dwTg/MBi1L8VNeGacUOMZqwKORkCNE94UAsBuFULWfxmRQDOv32mPMRi7SGI/FvIa39j3X83dMu/M+pzv/Zm1OeT9a2orWUP7D0mHIPAXgjQPPdCEj8RAbgVEeG8dwTg/KBiVELV/iJU1reidvMhRntvQeddH83zvLXLnjncyl4h8tsbATh/kBjdu3Cj+EOMjlLp862T5nm+mp0lY7h1lkqR514IwHnE6F5cquIHMVoFVpzugADNcwcQcVFEAG4VYWGwYwTgPGI0Nb0Ro6nLM3RyNM+hy1918XCrKrw4T4gAnEeMJqTllBJidMKCo1wI0Dxz1aOnbOBWT9VkLWsQgPOI0TU8aWaDGG0GPYEXEKB5LgDE5c0IwK3N0DHxpAjAecRoauoiRlOXZ+jkaJ5Dl7/q4uFWVXhxnhABOI8YTUjLKSXE6IQFR7kQoHnmqkdP2cCtnqrJWtYgAOcRo2t40swGMdoMegIvIEDzXACIy5sRgFuboWPiSRGA84jR1NRFjKYuz9DJ0TyHLn/VxcOtqvDiPCECcB4xmpCWU0qI0QkLjnIhQPPMVY+esoFbPVWTtaxBAM4jRtfwpJkNYrQZ9AReQIDmuQAQlzcjALc2Q8fEkyIA5xGjqamLGE1dnqGTo3kOXf6qi4dbVeHFeUIE4DxiNCEtp5QQoxMWa44+f/58eXh4ePVjY6Xt06dPz3ZPT0+ly4wtIEDznAfo27dvl8fHx+cfO/abeCeewj+Pzj/HcOstJnuNRP69e/fu8uXLlzfuYy+1eWz1EKjFefWiuTr/+PHj8uHDh5dnph3bmN/kQz1rzpefs+U4YvAQnSCIIiLHnYP9eqzthvn5559fNVY1Xi9I482HGFiPsbeMjcNfG/3YOGWN2wSpF6M27sdMBFhjh4OvGQO3XuOx15lx0cRG5GQUF9Y3/Zh4iiDdqxJv/dTgvP+FwtdT0fUslACN52ZXqr31q5I/+d26jxggRrciWWEeYvQ+UHVz+Ye93aB2I9nehIG/dl+0sWbHxjHW6udXqwfATz/99Ep4mgAwvsUHup17gTrveZwrcOu4WkexAU+Pw95H2pvz/tkXf7lQXD0LjQPaxAe7ZlupP81xRD627iMGu4hRAaHXulqYJWkP/ziuBq5xKXUtSgDpuu2jjYGm8b/++uu5wavJx3xkZ+OZN8TofdVR3SNXzKtuKMToNoxj49jmpa9Z4ptxKjZx8c3G/Wa2JX56m9GO4dZxFdezVc9o25feeukZLbvjMhwjUk3OW88p1bTUe3wPM+RjH7OxyJm9KhQx2EWMWnIirwk/PfDVkL0YtMXaefxRgxY48br3IdBszEB///79sz8To3///fer70TIj3LaC8gafhCj96Eq7pRqLS6Wrt0XdYzZsXGMserrq/RNv9TE1etsb5t6JA/417jCrdd41DpTD9Sz1uJ4Dvu4EiDirr/G8f0I1OR8qaaqfen5Z2PihOziiz1dv3/lk4eIwW5iVELAxJ8WIkLbmAHkzwWKH1OT/vr166vvudhciUrZqLFrXHH/+OOPZ4GqmLZ0y81Azr4hRu+rkLgkjnhvusnEO3+N42UEYuNYntG3ReSa9Sj1Pb9y2Vk/Kr2t8LajHsOtupW3nqfnpPHUb3qOxp6p8Wjv53K8HYGanLeaxV6j51+pnsaP2Ls8Z2o9MyMGu4lRK4st1DfdpXOb40WsX7Tm6ibSXmDqZrFxr9oFuuy9z+3UOWYmYnQ7zuKR54L3Jl6ciQ8+/9bHsXG0zqdlfHHNc8n6Uqmh+4eC2Vtf8vNariNLbLh1TCXEW89JjXnuqlcaV6NIPSbT/qPU5Lz1Il9jQ1M1lX7yCFs/0nNTvzyrR+k8+vPztx5HDHYVo0rcSGyLVvPVQm1MIrG0N7vv378XP2aXvcD0YjTeMP5anLcVuCPmIUa3o2xc8w01etLNqJssXuf8OgKxcVy37vuq9aDItTimHhR7k9nVaOxnRhxuHVe9Uh+UINWz0rj966+/wtOKZanJ+VKPKdVdy7Nnotde0mu6fm2ubLbsIwa7ilFLSALUvsdpTdcIbuDYZnsRvrQ3EH7//fcXG82LItd8qdmbn9jwn4OFeGd4ACBGVbnb9saTKA6ih1o3VIzT63lsHL2uc2ld8cFd6mPWA42TpZ6jXjbXs5bi93gdbh1bVYkP4/LcZjb2w1YHgZqcn+s9pbqrn9m1a8/I0tx7kYkY7C5GvUi0Ru1FghrxWgGphm3gqunbsW0+juxs3AC175xqm7PT9Ux7xOjt1TA+eI7Nebh2o83NYXxCIDaO6QpHhkDkofWdkhhVP/I9a3QE4dZxDPDiYy7qHHfn7Bm/HYGanLdeVOo9pXFpMqv5HDc0Ht+Y3r7q1zMiBruLUSUu8Rh/u7JzXfN7gSdw/DV/bIDapqZu13xjn5u/RrC8hur4M8TobZiXbq45D4jROWTWjcfGsW7WOFbGRd9jxLfS2N5N/ewow606FTQO/vbbb6+c2/NXz9pXF/53ouezf6aW7Bi7D4GanJ97Lkqbqf/Ec1uRzTVNZXttGtubExGD3cWoX9Ac6b2Q9EJTi43Xf/nll+dG70HyNppnsf24fAt8gZt1jxhdX5lSnVXvEu8kDuIvR+sjjm0ZG8fYaLxdvTVsLzzNQs1evPT9662HcUfgVp3aS0R4/kWOWmRvR3+sU4votSbnrZ6lZ6DlEHtSSRvFZ2uJM3E9W84jBruLUf9mEmLfViLE6G14YX0cArFxHBeZSL0jALd6rzDriwjA+cslYrCbGNWbJ/0WNqfMY1E4nxBAjE5YcJQLgdg4cmVHNmdGAG6duXrkvgUBOF9RjMbXv/6j8y3FGnEOYnTEqp9jzTTPc9TpjFnCrTNWjZzvQQDOVxSjVhj7rgIfzW+nKGJ0O3bMrIsAzbMuviN7h1sjV3/MtcP5ymJ0TFrtt2rE6H5Y4mlfBGie++KJtwkBuDVhwdEYCMB5xGhqpiNGU5dn6ORonkOXv+ri4VZVeHGeEAE4jxhNSMspJcTohAVHD+EYtAAAIABJREFUuRCgeeaqR0/ZwK2eqsla1iAA5xGja3jSzAYx2gx6Ai8gQPNcAIjLmxGAW5uhY+JJEYDziNHU1EWMpi7P0MnRPIcuf9XFw62q8OI8IQJwHjGakJZTSojRCQuOciFA88xVj56ygVs9VZO1rEEAziNG1/CkmQ1itBn0BF5AgOa5ABCXNyMAtzZDx8STIgDnE4hR/4/jl/5fVM8t/3+k2r9h2vuGGO29wuddH83zvLXLnjncyl4h8tsbATiPGN2bU7v6Q4zuCifOdkSA5rkjmLh6hQDcegUHJwMgAOcRo6lpjhhNXZ6hk6N5Dl3+qouHW1XhxXlCBOA8YjQhLaeUEKMTFhzlQoDmmasePWUDt3qqJmtZgwCcP0CMfvv27fL4+Hh5eHh4+fHf97z2nVGz07x3795dPn78+HLufawp9hltEKNnrNoYOdM8x6hzi1XCrRaoE7MlAnC+shj1f+FIolJ7/WWlOTH69PT0Ijw1x+8Roy1vHWKPjgDNc3QG1Fs/3KqHLZ5zIgDnK4pR/0bU3ozauW1eZJpYLYnRL1++XOxNqIlPidY4FzGa86YiqzEQoHmOUecWq4RbLVAnZksE4HxFMerfinrh6IWmCdOSGDV7vQU1P9rmfOp6b3s+pu+tov2sh+bZTy2zrQRuZasI+dRGAM43EKP+jam99fz+/fvz20//FlRi1N6OmnjVhhgVEuxBoC0CNM+2+PccHW71XF3WVkIAzjcQo7wZLVGxPMab0TIujLZHgObZvga9ZgC3eq0s65pDAM5XFKP+Dege3xn1H+fbW1T/0f9cgc8+jhg9ewX7zZ/m2W9tW68MbrWuAPGPRgDOVxSjVkz/sbq+A6q9fV/UNi8y5/6ykub4PWL06NuFeCAwIUDznLDgaF8E4Na+eOItPwJwvrIYNQr4j+UlJr2QnBOjNtf/zXv7/qiJW/2bpd5Hfqpty5A3o9twY1Z9BGie9TEeNQLcGrXy464bzh8gRsel1/0rR4zejyEe6iBA86yDK17fPpTABAR6R4B++va+f4hFRxBFRI47B/vjsCbSbQjQPG/DC+v1CMCt9Vhh2QcCcB4xmprJiNHU5Rk6OZrn0OWvuni4VRVenCdEAM4jRhPSckoJMTphwVEuBGieuerRUzZwq6dqspY1CMB5xOganjSzQYw2g57ACwjQPBcA4vJmBODWZuiYeFIE4DxiNDV1EaOpyzN0cjTPoctfdfFwqyq8OE+IAJxHjCak5ZQSYnTCgqNcCNA8c9Wjp2zgVk/VZC1rEIDziNE1PGlmgxhtBj2BFxCgeS4AxOXNCMCtzdAx8aQIwHnEaGrqIkZTl2fo5GieQ5e/6uLhVlV4cZ4QATiPGE1IyyklxOiEBUe5EKB55qpHT9nArZ6qyVrWIADnEaNreNLMBjHaDHoCLyBA81wAiMubEYBbm6Fj4kkRgPOI0dTURYymLs/QydE8hy5/1cXDrarw4jwhAnAeMZqQllNKiNEJC45yIUDzzFWPnrKBWz1Vk7WsQQDOI0bX8KSZDWK0GfQEXkCA5rkAEJc3IwC3NkPHxJMiAOcRo6mpixhNXZ6hk6N5Dl3+qouHW1XhxXlCBOA8YjQhLaeUEKMTFhzlQoDmmasePWUDt3qqJmtZgwCcR4yu4UkzG8RoM+gJvIAAzXMBIC5vRgBubYaOiSdFAM4jRlNTFzGaujxDJ0fzHLr8VRcPt6rCi/OECMB5xGhCWk4pIUYnLDjKhQDNM1c9esoGbvVUTdayBgE4v1KMmijipw0GRlJ+wAAOwAE4AAfgABzomQNeuD/4Ezvm7VxE5LhzsD8OayLdhoA1RDYQqIEA3KqBKj4zIwDnV74ZzVzEnnNDjPZc3XOvjeZ57vplzh5uZa4OudVAAM4jRmvwajefiNHdoMTRzgjQPHcGFHcvCMCtFyg4GAQBOI8YTU11xGjq8gydHM1z6PJXXTzcqgovzhMiAOcRowlpOaWEGJ2w4CgXAjTPXPXoKRu41VM1WcsaBOA8YnQNT5rZIEabQU/gBQRongsAcXkzAnBrM3RMPCkCcB4xmpq6iNHU5Rk6OZrn0OWvuni4VRVenCdEAM4jRhPSckoJMTphwVEuBGieuerRUzZwq6dqspY1CMB5xOganjSzQYw2g57ACwjQPBcA4vJmBODWZuiYeFIE4DxiNDV1EaOpyzN0cjTPoctfdfFwqyq8OE+IAJxHjCak5ZQSYnTCgqNcCNA8c9Wjp2zgVk/VZC1rEIDziNE1PGlmgxhtBj2BFxCgeS4AxOXNCMCtzdAx8aQIwHnEaGrqIkZTl2fo5GieQ5e/6uLhVlV4cZ4QATiPGE1IyyklxOiEBUe5EKB55qpHT9nArZ6qyVrWIADnEaNreNLMBjHaDHoCLyBA81wAiMubEYBbm6Fj4kkRgPOI0dTURYymLs/QydE8hy5/1cXDrarw4jwhAnAeMZqQllNKiNEJC45yIUDzzFWPnrKBWz1Vk7WsQQDOI0bX8KSZDWK0GfQEXkCA5rkAEJc3IwC3NkPHxJMiAOcRo6mpixhNXZ6hk6N5Dl3+qouHW1XhxXlCBOD8QWL06enp8vDw8Pzz4cOHy48fP97Q4fPnzy82Zvvu3bvLly9f3tgtDfhYimm+57ZPnz69xN0ac873veOI0XsRZH4tBGietZDFL9yCA6MhAOcri1Ev9CQMS2K0ZCf7a0LSE9YErvnWvLi3GHH79u3b5fHx8WUOYjQixDkIlBGgeZZxYfR+BODW/Rji4VwIwPnKYtTebL5///7y559/vgjFKEa9ILS3mraVxtZQy+L98ssvL6bej4lOO/eb3qJqjxj16HAMAvMI0DznseHKfQjArfvwY/b5EIDzlcWoKOHfWkYxagLSRKC9ydRb0Gv28rl2Pyc09bUAE6m//vrrc3zE6FpUsRsdAZrn6Ayot364VQ9bPOdEAM4nEKOlt5deoJY+Xr+FTiUx6sWuiVIJU8ToLchiOzICNM+Rq1937XCrLr54z4cAnE8gRo0WEoNrvud5C4280PVvZPUdVY0pPmL0FnSxHRkBmufI1a+7drhVF1+850MAzicXo/ro3ovKKFjtvPR9UP/204tMvXX1Y4jRfDcnGeVGgOaZuz5nzg5unbl65L4FATifQIxKCJqotI/UbZNglND8z3/+8+pvvUdBWhKj+njebC2GNj8e/ehceWhOqz3/tFMr5Im7hADNcwkhrm9FAG5tRY55Z0UAzicQo/rI3L+pNELNja8hmxecXojaXH9N4jPuEaNrUMZmZARoniNXv+7a4VZdfPGeDwE4n0CMenGov6w09xH7EoX8PBOYUYjOzdfb2SiI5+yPGufN6FFIE+dWBGietyKG/VoE4NZapLDrBQE4n0CMLn0fdO1byihE49vOa+IUMdrLLc06jkKA5nkU0uPFgVvj1Xz0FcP5BGLUSDgnJNe+2TQfS6IWMTr67c7690SA5rknmvjyCMAtjwbHIyAA5w8SoyOQqcYa+Zi+Bqr43AMBmuceKOKjhADcKqHCWM8IwHnEaGp+I0ZTl2fo5GieQ5e/6uLhVlV4cZ4QATiPGE1IyyklxOiEBUe5EKB55qpHT9nArZ6qyVrWIADnEaNreNLMBjHaDHoCLyBA81wAiMubEYBbm6Fj4kkRgPOI0dTURYymLs/QydE8hy5/1cXDrarw4jwhAnAeMZqQllNKiNEJC45yIUDzzFWPnrKBWz1Vk7WsQQDOI0bX8KSZDWK0GfQEXkCA5rkAEJc3IwC3NkPHxJMiAOcRo6mpixhNXZ6hk6N5Dl3+qouHW1XhxXlCBOA8YjQhLaeUEKMTFhzlQoDmmasePWUDt3qqJmtZgwCcR4yu4UkzG8RoM+gJvIAAzXMBIC5vRgBubYaOiSdFAM4jRlNTFzGaujxDJ0fzHLr8VRcPt6rCi/OECMB5xGhCWk4pIUYnLDjKhQDNM1c9esoGbvVUTdayBgE4jxhdw5NmNojRbdB/+vTp8vDwcHl6enrj4Nu3b5fHx8fn62ajn5Ltm8kMvCBA83yB4vngVl7J3rhox2wTAnBrwqLGkfpjqfd9+fLl8u7du5e+KBvb27hdZ9sfgVqcV5+Zq13kwrU6y5fZfPjw4fLjx49dgYgYPETvCKKIyHHnYH8b1nZz2E2iBloSmNZM379/T1O9Ddo31rFxvDEYbOBWXhk3jaeI0bdEgVtvMdlrxHjnOSfxWeqVPqZdryFAfIyRj2tw/vPnzy/PwjkxanVdqr3VxWysX5nPWlvEADFaC+kNfhGjt4FmN4rddLa3hlu6yXSNt1G3YRutY+OI10c7v4VXZmuN/aeffnolDEbDbG69cGsOmfvG9WbL3ob5zc69QPXX7FiCNc6LdpxvR2BvzuvFjD0DrW4lMSqbpbqajyN+EYkY7CJGtUi9obLmq00K26tsNWfZx4XrZtB120cbA1Tjf/311/PNpRss5iM7G8+8IUa3VUdNd06MRu5sizL2rNg4xkbj8vwL0BpeqRfpIaEeNTp+fv1wy6Ox37H6YhQfS2LD7OHpfnUoearJeavfNTHq9VnMza6V5ka7Pc4jBruIUUvMC0yJAt0MXgxKRNqY/1FjV/P213QsG4snPwacfQxrNnYD/f33368+utVc5bQHiLV8IEa3ISuelWpsPPG82RaBWbFxjI7IWl6ZnZq7HfOQf8scuPUWk71GjHP2DLS9bXpOzwkS9VLZ75UHfl4jUJPzVjv1HB9VtZ2rvdnqF5WPHz++0mfX5vgYtxxHDHYTo15EquH6N5wGkD+XcPBjWvDXr19ffcnf5kpUysb2GtPe4v7xxx/PhfA3oOVmhci+IUa3VUg3mTjlvdiY+GF7cdPbcLyMQGwcyzP6tljDK/U29SzrY/DvLS/g1ltM9hwRD63/lUSKjzUnZLwNx/cjUJPzczX0PNAz0Wy16Tlq1/y4HduY+pjs791HDHYTo5aYkhbhl85tjhexXkxorkDT3sZt82LUv/nygNoc7/N5YuI/EKPbiqOaL9Xac23vG2tb5ueZFRvHeTKvn2mJVxrznLTehRh9Ww+49RaTvUaMf3oem087n3suru2je+U2sp+anLc+42s+h7M0lPTTXP3Vy2Q35+/W8YjBrmLUK28DRMTXImxMorK0N7vv378XP2aXvfmwTUDaeBQW/lqcdytgR9ojRrehPXcTlbzJVpws2TD2FoHYON5ajD0SeWV9KgrP0tjYqP2zerhVhwV6Dsbno/GwJFbMrjReJ7uxvdbk/Fx9S4ibrTSUepiNxc20XOxn0ebW84jBrmLUkpEAte9xGrFtoVqcFi6BGPcmEH7//fcXwap5UeRaHN1oArIEhI93hpsMMVqq4vKYbiLj3prN7BCja5CabGLjmK5wJATEq6VfqK1nreWqfPe8h1t1qmvPv9JzT89TL1L19gte1qlF9FqT83N1jznYuefCNQ4YL04nRr1ItKbrF6CFrxWQulm8qLRj23wc2dm4CRP7zqm2OTtdz7RHjG6rxi1i9Bbbbdn0Oatm8+wBsTW8st7l+2EP695jDXBrDxTf+rBnX0mM6pnon5ulsbceGdkLgZqcv0WMRtuS6LwmUu/BI2Kw+5tRJW6Cs/QGwBara36vm8YLVn9dx0tidG7+GR4CiNFt1J4TAjbufzERN8W1bdHGnBUbx5go/LPqrbxCjJZZA7fKuNw7qr7on30a858MqS/6sXtjM/86AjU5HwWmMvnzzz9f/S9K+gXEvw0XP/zYnD/53bqPGOwuRi0xS97E49xDXyBIYGqv39Ti9V9++eX5jYLZmW/bvI3mxXH5PctNhhh9Lu3Nf5RuIHMiHooHtj8LF24GofKE2Dgqh0vtfiuvbJ4XBqkXeWBycKse2BKavgfqGaqo4rN/juoa+zoI1OS81TNqLz0jPQ/suFTzyJlaPStisLsY9W8mvbquU9K+vCJG+6pnT6uJjaOntbGWtgjArbb4E/14BOD85RIx2E2MRuUdlfnx5T5fRMTo+Wo2SsaxcYyybtZZHwG4VR9jIuRCAM5XFKPx1W7p9W8uOuTLBjGaryZk9A8CNE+YUAsBuFULWfxmRQDOVxSjVnT7rgIfzW+nP2J0O3bMrIsAzbMuviN7h1sjV3/MtcP5ymJ0TFrtt2rE6H5Y4mlfBGie++KJtwkBuDVhwdEYCMB5xGhqpiNGU5dn6ORonkOXv+ri4VZVeHGeEAE4jxhNSMspJcTohAVHuRCgeeaqR0/ZwK2eqsla1iAA5xGja3jSzAYx2gx6Ai8gQPNcAIjLmxGAW5uhY+JJEYDziNHU1EWMpi7P0MnRPIcuf9XFw62q8OI8IQJwHjGakJZTSojRCQuOciFA88xVj56ygVs9VZO1rEEAziNG1/CkmQ1itBn0BF5AgOa5ABCXNyMAtzZDx8STIgDnE4hR/4/jL/0/4fYP5+v/Uo3/n+5JOXg1bcToVXi42BABmmdD8DsPDbc6LzDLe4MAnEeMviFFpgHEaKZqkItHgObp0eB4TwTg1p5o4usMCMB5xGhqniJGU5dn6ORonkOXv+ri4VZVeHGeEAE4jxhNSMspJcTohAVHuRCgeeaqR0/ZwK2eqsla1iAA5w8Qo9++fbs8Pj6+fNfTvvPpv+957TujZqfviL579+7y8ePHl3PvY02xz2iDGD1j1cbImeY5Rp1brBJutUCdmC0RgPOVxaj/C0cSldrrLyvNidGnp6cX4ak5fo8YbXnrEHt0BGieozOg3vrhVj1s8ZwTAThfUYz6N6L2ZtTObfMi08RqSYx++fLlYm9CTXxKtMa5iNGcNxVZjYEAzXOMOrdYJdxqgToxWyIA5yuKUf9W1AtHLzRNmJbEqNnrLaj50TbnU9d72/MxfW8V7Wc9NM9+apltJXArW0XIpzYCcL6BGPVvTO2t5/fv35/ffvq3oBKj9nbUxKs2xKiQYA8CbRGgebbFv+focKvn6rK2EgJwvoEY5c1oiYrlMd6MlnFhtD0CNM/2Neg1A7jVa2VZ1xwCcL6iGPVvQPf4zqj/ON/eovqP/ucKfPZxxOjZK9hv/jTPfmvbemVwq3UFiH80AnC+ohi1YvqP1fUdUO3t+6K2eZE595eVNMfvEaNH3y7EA4EJAZrnhAVH+yIAt/bFE2/5EYDzlcWoUcB/LC8x6YXknBi1uf5v3tv3R03c6t8s9T7yU21bhrwZ3YYbs+ojQPOsj/GoEeDWqJUfd91w/gAxOi697l85YvR+DPFQBwGaZx1c8fr2oQQmINA7AvTTt/f9Qyw6gigictw52B+HNZFuQ4DmeRteWK9HAG6txwrLPhCA84jR1ExGjKYuz9DJ0TyHLn/VxcOtqvDiPCECcB4xmpCWU0qI0QkLjnIhQPPMVY+esoFbPVWTtaxBAM4jRtfwpJkNYrQZ9AReQIDmuQAQlzcjALc2Q8fEkyIA5xGjqamLGE1dnqGTo3kOXf6qi4dbVeHFeUIE4DxiNCEtp5QQoxMWHOVCgOaZqx49ZQO3eqoma1mDAJxHjK7hSTMbxGgz6Am8gADNcwEgLm9GAG5tho6JJ0UAziNGU1MXMZq6PEMnR/McuvxVFw+3qsKL84QIwHnEaEJaTikhRicsOMqFAM0zVz16ygZu9VRN1rIGATiPGF3Dk2Y2iNFm0BN4AQGa5wJAXN6MANzaDB0TT4oAnEeMpqYuYjR1eYZOjuY5dPmrLh5uVYUX5wkRgPOI0YS0nFJCjE5YcJQLAZpnrnr0lA3c6qmarGUNAnAeMbqGJ81sEKPNoCfwAgI0zwWAuLwZAbi1GTomnhQBOI8YTU1dxGjq8gydHM1z6PJXXTzcqgovzhMiAOcRowlpOaWEGJ2w4CgXAjTPXPXoKRu41VM1WcsaBOA8YnQNT5rZIEabQU/gBQRongsAcXkzAnBrM3RMPCkCcB4xmpq6iNHU5Rk6OZrn0OWvuni4VRVenCdEAM4jRhPSckoJMTphwVEuBGieuerRUzZwq6dqspY1CMD5lWLURBE/bTAwkvIDBnAADsABOAAH4EDPHPDC/cGf2DFv5yIix52D/XFYE+k2BKwhsoFADQTgVg1U8ZkZATi/8s1o5iL2nBtitOfqnnttNM9z1y9z9nArc3XIrQYCcB4xWoNXu/lEjO4GJY52RoDmuTOguHtBAG69QMHBIAjAecRoaqojRlOXZ+jkaJ5Dl7/q4uFWVXhxnhABOI8YTUjLKSXE6IQFR7kQoHnmqkdP2cCtnqrJWtYgAOcRo2t40swGMdoMegIvIEDzXACIy5sRgFuboWPiSRGA84jR1NRFjKYuz9DJ0TyHLn/VxcOtqvDiPCECcB4xmpCWU0qI0QkLjnIhQPPMVY+esoFbPVWTtaxBAM4jRtfwpJkNYrQZ9AReQIDmuQAQlzcjALc2Q8fEkyIA5xGjqamLGE1dnqGTo3kOXf6qi4dbVeHFeUIE4DxiNCEtp5QQoxMWHOVCgOaZqx49ZQO3eqoma1mDAJxHjK7hSTMbxGgz6Am8gADNcwEgLm9GAG5tho6JJ0UAziNGU1MXMZq6PEMnR/McuvxVFw+3qsKL84QIwHnEaEJaTikhRicsOMqFAM0zVz16ygZu9VRN1rIGATiPGF3Dk2Y2iNFm0BN4AQGa5wJAXN6MANzaDB0TT4oAnEeMpqYuYjR1eYZOjuY5dPmrLh5uVYUX5wkRgPOI0YS0nFJCjE5YcJQLAZpnrnr0lA3c6qmarGUNAnAeMbqGJ81sEKPNoCfwAgI0zwWAuLwZAbi1GTomnhQBOI8YTU1dxGjq8gydHM1z6PJXXTzcqgovzhMiAOcRowlpOaWEGJ2w4CgXAjTPXPXoKRu41VM1WcsaBOA8YnQNT5rZIEabQU/gBQRongsAcXkzAnBrM3RMPCkCcB4xmpq6iNHU5Rk6OZrn0OWvuni4VRVenCdEAM53LkY/ffp0eXh4uLx79+7y5cuXhBS8nhJi9Do+XG2HAM2zHfa9R4ZbvVeY9UUE4PxBYvTHjx+Xb9++RfxvOv/vf/97k70ZI0ZvhuzUE4xjj4+Pz7+A2C8h+nl6enpel/1CYr+YaNzvz/oLS6uC0Twvzz3N+HaNO+LkNRvVUP3K9iNvcGvf6l/joD2bP3z48Kon2rmN+y3aGe/vfaZ7/6Mf78151dw/4/Qc9FjHuq6pfcnG+9x6HDF4iI7ueTun5rqmEce4du4BLQFZmuPH7o3vfbU4vgf7Fvm2jmli8/379ze/BTdu1brBWmNSK35sHLXiZPX7+fPnlwf4XH9bY6P1+V+UEKP/J1jY34nAEgeNa/7Zqmeu74ca83Z2jCC9szhu+t791Orq+4j6i6+hhKhqHc8tvTgWz90S7j6MGCBG74Z0PweI0duwtMZ7a4PUTepv3NuijmkdG8dIKKghW2M33pTE6BobYSZb+0XKfI3OxZG5JU7ssRevrvG0FMf6qOe08TH2VQnU0blawm/L2BGcj79AxDpb3noe2jXb1thsWW9pTsRgNzFqC/eviO3YE9ySiTZS6HZNoEQfNsc2A2nu2rMBH9MLhmH2xgnPoTULLzXaNfNGt4mNY1Q8jD+xr0UslmzU8G1vD/3RH/BwKzLo/vMlDvoIerba3gtab6PxW/ut98HxhMARnDft5OsVzy0b1VU6a43NtIr7jiIGh4hR/VYVxaQXrNfE6LX5AtFgsRvQ+7wPquNn82b0Nsyt3v5mW5otHo3+8F/CqXQ9No6SzQhjax7y12zEQetbOh6dj3Br/zvnGgdjNP1yZM9gcdI/V2VvY/GNqa6xvw2B2py3+psWstratlRXe47+/fffz/Wdq/0tz9o1aEQMdhOjFlwAxDcHtjgJUYFje41p8QLMxjWmRf3555+vvmQtnz7WXHz5yL5HjN5WIXFAPFpqlLc06Nsy6d86No7+V1xe4RoOXbMxzqqpq9+Z/cgb3Nq/+tc4GKN5TupNmTgqW40v9VjZs7+OQA3O+xd6sU7Xeo3V3+z/85//zH5SIxvzs9cWMaguRgWCCQZPcJHbxgWct7XFx83GJDz8XgLXbkAb9wI1+sh8jhjdXh3PJ/HBexO3SrzydhyXEYiNo2zV/+iah/ycjfHS9yZx0uxH3uDW/tWf42CMpJdCvmdqzPPSju3Z6p/h0Rfn6xGozXnVUM+7a73GbKyuejPq664Vycaes3ttEYNmYtQWZAv04lGA2ZhANDs/btfij24k3TC+4e8F3BF+EKP3oSyelBqmceSsvLgPlX1mx8axj9fzebEes8Sjko246Rt9aex8iNyfMdy6H8PoocTBaKM3aZ6TspGY0bP248ePz4LFP5dly/52BI7gvOeAek2pfjbmxeg1my7FqH+TtfRm1EDVTSHh6W8Wjclu6WFxO3WOmYEYvR9n3Vj+phHXSjfZ/RHH8HBE8zwDkr7Bz+VbsvH9Sr3M78/as+YwuGUcbt2C1jrbEgf9TIkTs1uzmXDd8s/orfE9os0RnNcvG9JHa56Na2z2qlfEoMqbUWuyAsAStwWq8WrcN2eJBN0gZuvfbmm+b9ga87HsxrJzb7cXcEf4QYzeh7L4Iz7Jm7gm7mmc/XoEYuNYP7Mvy6WHvK12jY3Zia9rBUFfSE6rgVsTFnsdXePgrbzjl/m9qjL5OYLz9rzzWqjEiShY19hMq7jvKGKwqxjVwiQ8S288dU172WhZXmSajYEjMaE5cS+RYbZ2zRdAfs+wR4yur5I11K9fv75MUMOMtde4/+XmZRIHqxGIjWP1xM4MS806LnGNjc25VRTEOL2cw639KznHQXEu/sI+l4Ge6fTPOYS2je/N+d9+++25nygb1c3XOT4L47nNjWPxXP732EcMdhWjlqAEoYlCLzS1KC8kSwTXzSI78xf92jX7DosJDztGjO5BjXP58DwTV0p8kp04cq5V5sk2No48mR2bifEp/sITM1hjY3PU68x+5A1u7V/9EgdLz2D1TttLuIiXNrbE9f0zH8Pjnpz39fIuWxHVAAADU0lEQVT1LPWVyIHSM3ONzR5VihjsLkb3SHJUH7wZHbXy+dcdG0f+jMnwLAjArbNUijz3QgDOXy4RA8ToXuzawQ9idAcQcVEFgdg4qgTB6ZAIwK0hyz70ouE8YjT1DYAYTV2eoZOjeQ5d/qqLh1tV4cV5QgTgPGI0IS2nlBCjExYc5UKA5pmrHj1lA7d6qiZrWYMAnEeMruFJMxvEaDPoCbyAAM1zASAub0YAbm2GjoknRQDOI0ZTUxcxmro8QydH8xy6/FUXD7eqwovzhAjAecRoQlpOKSFGJyw4yoUAzTNXPXrKBm71VE3WsgYBOI8YXcOTZjaI0WbQE3gBAZrnAkBc3owA3NoMHRNPigCcR4ympi5iNHV5hk6O5jl0+asuHm5VhRfnCRGA84jRhLScUkKMTlhwlAsBmmeuevSUDdzqqZqsZQ0CcB4xuoYnzWwQo82gJ/ACAjTPBYC4vBkBuLUZOiaeFAE4jxhNTV3EaOryDJ0czXPo8lddPNyqCi/OEyIA5xGjCWk5pYQYnbDgKBcCNM9c9egpG7jVUzVZyxoE4DxidA1PmtkgRptBT+AFBGieCwBxeTMCcGszdEw8KQJwHjGamrqI0dTlGTo5mufQ5a+6eLhVFV6cJ0QAziNGE9JySgkxOmHBUS4EaJ656tFTNnCrp2qyljUIwHnE6BqeNLNBjDaDnsALCNA8FwDi8mYE4NZm6Jh4UgTgPGI0NXURo6nLM3RyNM+hy1918XCrKrw4T4gAnEeMJqTllBJidMKCo1wI0Dxz1aOnbOBWT9VkLWsQgPOI0TU8aWaDGG0GPYEXEKB5LgDE5c0IwK3N0DHxpAjAecRoauoiRlOXZ+jkaJ5Dl7/q4uFWVXhxnhABOI8YTUjLKSXE6IQFR7kQoHnmqkdP2cCtnqrJWtYgAOcRo2t40swGMdoMegIvIEDzXACIy5sRgFuboWPiSRGA8yvFqIkiftpgYCTlBwzgAByAA3AADsCBnjngf5d48CccgwAIgAAIgAAIgAAIgMCRCCBGj0SbWCAAAiAAAiAAAiAAAq8QQIy+goMTEAABEAABEAABEACBIxFAjB6JNrFAAARAAARAAARAAAReIYAYfQUHJyAAAiAAAiAAAiAAAkci8P8A6ke2nHspffAAAAAASUVORK5CYII=[/img][/center][br]Jada concludes that there is a possible association between age and shoe preference. Is Jada’s conclusion reasonable? Explain your reasoning.
The two-way table summarizes data on writing utensil preference and the dominant hand for a sample of 100 people.
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[/img][br][br]Is there a possible association between dominant hand and writing utensil preference? Explain your reasoning.
The incomplete two-way table displays the results of a survey about the type of sports medicine treatment and recovery time for 33 student athletes who visited the athletic trainer.
What 2 values could you use to complete the two-way table to show that there is an association between returning to playing in less than 2 days and the treatment (ice or heat)? Explain your reasoning.
What 2 values could you use to complete the two-way table to show that there is no association between returning to playing in less than 2 days and the treatment (ice or heat)? Explain your reasoning.
Which 2 values were easier to choose, the 2 values showing an association, or the 2 values showing no association? Explain your reasoning.
Work with your group:
Identify a pair of categorical variables you think might be associated and another pair you think would not be associated.[br]
[size=150]Imagine your group collected data for each pair of categorical variables. Create a two-way table that could represent each set of data. Invent some data with 100 total values to complete each table. Remember that one table shows a possible association, and the other table shows no association.[/size]
Explain or show why there appears to be an association for the first pair of variables and why there appears to be no association for the other pair of variables.[br]
Prepare a display of your work to share.
IM Alg1.3.3 Practice: Associations in Categorical Data
Which value would best fit in the missing cell to suggest there is no evidence of an association between the variables?
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[/img][/center]
The relative frequency table shows the percentage of each type of art (painting or sculpture) in a museum that would classify in the different styles (modern or classical).
[br][br][table][tr][td][size=150][img]data:image/png;base64,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[/img][/size][br][br][/td][td]Based on these percentages, is there evidence to suggest an[br]association between the variables? [br]Explain your reasoning.[/td][/tr][/table]
An automobile dealership keeps track of the number of cars and trucks they have for sale, as well as whether they are new or used.
[br][table][tr][td][size=150][img]data:image/png;base64,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[/img][/size][/td][td]Based on the data, does there appear to be an association between [br]the type of automobile and whether it is new or used? [br]Explain your reasoning. [/td][/tr][/table]
A survey is given to 1,432 people about whether they take daily supplemental vitamins and whether they eat breakfast on a regular basis. The results are shown in the table.
[br][center][img]data:image/png;base64,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[/img][/center]
Create a relative frequency table that shows the percentage of the entire group that is in each cell.
Several college students are surveyed about their college location and preferred locations for a spring break trip.
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[/img][/center]What percentage of people who prefer to spend spring break at the beach go to a college away from the coast?[br]
What percentage of people who prefer to spend spring break skiing go to a college away from the coast?[br]
A group of people are surveyed about whether they prefer to bike or run to exercise, and whether they prefer summer or winter weather.
[size=150]The results are in the table. 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[/img][/center][br]What value could go in the blank cell so that the percentage of people who like to bike and also prefer winter weather is 10%?