\n",
"RangeIndex: 891 entries, 0 to 890\n",
"Data columns (total 15 columns):\n",
"survived 891 non-null int64\n",
"pclass 891 non-null int64\n",
"sex 891 non-null object\n",
"age 714 non-null float64\n",
"sibsp 891 non-null int64\n",
"parch 891 non-null int64\n",
"fare 891 non-null float64\n",
"embarked 889 non-null object\n",
"class 891 non-null category\n",
"who 891 non-null object\n",
"adult_male 891 non-null bool\n",
"deck 203 non-null category\n",
"embark_town 889 non-null object\n",
"alive 891 non-null object\n",
"alone 891 non-null bool\n",
"dtypes: bool(2), category(2), float64(2), int64(4), object(5)\n",
"memory usage: 80.6+ KB\n"
]
}
],
"source": [
"titanic = sns.load_dataset('titanic');\n",
"titanic.info();"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['survived', 'pclass', 'sex', 'age', 'sibsp', 'parch', 'fare', 'embarked', 'class', 'who', 'adult_male', 'deck', 'embark_town', 'alive', 'alone'], dtype='object')"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"titanic.columns"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" Exercise: Drop the following features:
\n",
" \n",
"'embarked', 'who', 'adult_male', 'embark_town', 'alive', 'alone' "
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" survived \n",
" pclass \n",
" sex \n",
" age \n",
" sibsp \n",
" parch \n",
" fare \n",
" class \n",
" deck \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 0 \n",
" 3 \n",
" male \n",
" 22.0 \n",
" 1 \n",
" 0 \n",
" 7.2500 \n",
" Third \n",
" NaN \n",
" \n",
" \n",
" 1 \n",
" 1 \n",
" 1 \n",
" female \n",
" 38.0 \n",
" 1 \n",
" 0 \n",
" 71.2833 \n",
" First \n",
" C \n",
" \n",
" \n",
" 2 \n",
" 1 \n",
" 3 \n",
" female \n",
" 26.0 \n",
" 0 \n",
" 0 \n",
" 7.9250 \n",
" Third \n",
" NaN \n",
" \n",
" \n",
" 3 \n",
" 1 \n",
" 1 \n",
" female \n",
" 35.0 \n",
" 1 \n",
" 0 \n",
" 53.1000 \n",
" First \n",
" C \n",
" \n",
" \n",
" 4 \n",
" 0 \n",
" 3 \n",
" male \n",
" 35.0 \n",
" 0 \n",
" 0 \n",
" 8.0500 \n",
" Third \n",
" NaN \n",
" \n",
" \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" \n",
" \n",
" 886 \n",
" 0 \n",
" 2 \n",
" male \n",
" 27.0 \n",
" 0 \n",
" 0 \n",
" 13.0000 \n",
" Second \n",
" NaN \n",
" \n",
" \n",
" 887 \n",
" 1 \n",
" 1 \n",
" female \n",
" 19.0 \n",
" 0 \n",
" 0 \n",
" 30.0000 \n",
" First \n",
" B \n",
" \n",
" \n",
" 888 \n",
" 0 \n",
" 3 \n",
" female \n",
" NaN \n",
" 1 \n",
" 2 \n",
" 23.4500 \n",
" Third \n",
" NaN \n",
" \n",
" \n",
" 889 \n",
" 1 \n",
" 1 \n",
" male \n",
" 26.0 \n",
" 0 \n",
" 0 \n",
" 30.0000 \n",
" First \n",
" C \n",
" \n",
" \n",
" 890 \n",
" 0 \n",
" 3 \n",
" male \n",
" 32.0 \n",
" 0 \n",
" 0 \n",
" 7.7500 \n",
" Third \n",
" NaN \n",
" \n",
" \n",
"
\n",
"
891 rows × 9 columns
\n",
"
"
],
"text/plain": [
" survived pclass sex age sibsp parch fare class deck\n",
"0 0 3 male 22.0 1 0 7.2500 Third NaN\n",
"1 1 1 female 38.0 1 0 71.2833 First C\n",
"2 1 3 female 26.0 0 0 7.9250 Third NaN\n",
"3 1 1 female 35.0 1 0 53.1000 First C\n",
"4 0 3 male 35.0 0 0 8.0500 Third NaN\n",
".. ... ... ... ... ... ... ... ... ...\n",
"886 0 2 male 27.0 0 0 13.0000 Second NaN\n",
"887 1 1 female 19.0 0 0 30.0000 First B\n",
"888 0 3 female NaN 1 2 23.4500 Third NaN\n",
"889 1 1 male 26.0 0 0 30.0000 First C\n",
"890 0 3 male 32.0 0 0 7.7500 Third NaN\n",
"\n",
"[891 rows x 9 columns]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# your code here\n",
"mary = ['embarked', 'who', 'adult_male', 'embark_town', 'alive', 'alone']\n",
"titanic = titanic.drop(columns=mary)\n",
"titanic"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" Exercise: Find for how many passengeres we do not have their deck information.
"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"688"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# your code here\n",
"missing_decks = len(titanic[(pd.isna(titanic['deck']) == True)])\n",
"missing_decks"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Histograms\n",
"\n",
"#### Plotting one variable's distribution (categorical and continous)\n",
"The most convenient way to take a quick look at a univariate distribution in `seaborn` is the `distplot()` function. By default, this will draw a histogram and fit a kernel density estimate (KDE).\n",
"\n",
"A histogram displays a quantitative (numerical) distribution by showing the number (or percentage) of the data values that fall in specified intervals. The intervals are on the x-axis and the number of values falling in each interval, shown as either a number or percentage, are represented by bars drawn above the corresponding intervals."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 212,
"width": 510
}
},
"output_type": "display_data"
}
],
"source": [
"# What was the age distribution among passengers in the Titanic?\n",
"import seaborn as sns\n",
"sns.set(color_codes=True)\n",
"\n",
"f, ax = plt.subplots(1,1, figsize=(8, 3));\n",
"ax = sns.distplot(titanic.age, kde=False, bins=20)\n",
"\n",
"# bug\n",
"#ax = sns.distplot(titanic.age, kde=False, bins=20).set(xlim=(0, 90));\n",
"\n",
"ax.set(xlim=(0, 90));\n",
"ax.set_ylabel('counts');"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 196,
"width": 494
}
},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots(1,1, figsize=(8, 3))\n",
"ax.hist(titanic.age, bins=20);\n",
"ax.set_xlim(0,90);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" Exercise (pandas trick): Count all the infants on board (age less than 3) and all the children ages 3-10.
"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"There were 24 infants and 38 children on board the Titanic\n"
]
}
],
"source": [
"# your code here\n",
"infants = len(titanic[(titanic.age < 3)]) \n",
"children = len(titanic[(titanic.age >= 3) & (titanic.age < 10)]) \n",
"print(f'There were {infants} infants and {children} children on board the Titanic')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Pandas trick:** We want to creat virtual \"bins\" for readability and replace ranges of values with categories. \n",
"\n",
"We will do this in an ad hoc way, **it can be done better**. For example in the previous plot we could set:\n",
" \n",
"- `(age<3) = 'infants'`, \n",
"- `(3\n",
"\n",
"See matplotlib [colors](https://matplotlib.org/3.1.0/tutorials/colors/colormaps.html) here."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 251,
"width": 377
}
},
"output_type": "display_data"
}
],
"source": [
"# set the colors\n",
"cmap = plt.get_cmap('Pastel1')\n",
"young = cmap(0.5)\n",
"middle = cmap(0.2)\n",
"older = cmap(0.8)\n",
"\n",
"# get the object we will change - patches is an array with len: num of bins\n",
"fig, ax = plt.subplots()\n",
"y_values, bins, patches = ax.hist(titanic.age, 10)\n",
"\n",
"[patches[i].set_facecolor(young) for i in range(0,1)] # bin 0\n",
"[patches[i].set_facecolor(middle) for i in range(1,3)] # bins 1 and 2\n",
"[patches[i].set_facecolor(older) for i in range(3,10)] # 7 remaining bins \n",
"\n",
"ax.grid(True)\n",
"fig.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Kernel Density Estimation\n",
"The kernel density estimate can be a useful tool for plotting the shape of a distribution. The **bandwidth (bw)** parameter of the KDE controls how tightly the estimation is fit to the data, much like the bin size in a histogram. It corresponds to the width of the kernels we plotted above. The default behavior tries to guess a good value using a common reference rule, but it may be helpful to try larger or smaller values."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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BAA6HI+h+73aLxdLsOGaz58/Yak3EtGnXBOyfOdPTcn/Xrrw2n2t74JQhIop5rCEgos6WNuPaqE69OV95p974895499YLpKWl44ILhmP//r2w2+1KpiA7exwGDx4Co9GkXFRv374VBoMBl146oc3n1a1bBgAoRcv+Wqox8EpJSQUA9OwZPPDxBkTV59i/Q8wQEFHM8w8IXJwyRETUKbwZAH8lJWcAABkZ3ZVtl112OVwuF3bvzkd+fh4SEhIwbNgFMBqNuPjikTh8uABlZaXYt28PsrLGICHB2ubz8nYXOnbsaND9x48fazpuSLPjDB7s2V9RETyw8AYc3sDhXMGAgIhinn9AIDU2QAqRFiYiovbz3Xc7AraVlZVi//69ygW/l7f96I4d27Bv315kZY2BXq8HAIwZMxaiKOK1116B2+1uc7tRr0svvQwA8M03WyBJkmZfSUkJfvihAD169Gx2DQIAGDx4KLp1y0BlZQXy8wOnBXmnN51rXYYYEBBRzJPsjQHb3FyLgIiow23fvhUfffSh8ryhoR5/+ctiiKKIWbNuhNFoVPYNHz4Cqalp+OSTj9HQUI/Ro8cq+7KzxwEAPv30YwDB6weKi0/h+PFjsNlsLZ5Xr169cemlE3HixHGsXLlC2d7Y2Ihlyx6FKIq4+WbtImnV1dU4fvwYSkpKlG06nQ433TQXAPDkk49p9uXn5+H99/8Jo9GEn/xkVovn1JFYQ0BEMS9YNsBdXQ1j9x6dcDZERF3XiBEj8dRTj2PdurXo0aMHdu/ehaqqSmRljcGvf32b5lhBEDBhwkR89tl/AADZ2b6A4KKLLobJZILD4UDfvv3Qt2+/gPe6667/DXulYgD4wx/uwx133Io333wN33zzFfr164+9e/egoqIcEyZMxKxZN2qO/9e/1mDVqlcwenQ2XnjhH8r2OXPmYv/+Pfjqq02YO/dnGDt2HOrr67F//17Isox77nmgVS1ROwIzBEQU82R7YKs/rkVARNTxfv7zm3HPPQ/AZrMhN/drxMfH49Zbf4O//e2FoAXHl13mmQpktVoxdKhvOlFcXBwuvtizPkEk3YXUevfug3/84w1cd91PUF1dja1bc5GYmITf/Oa3eOyxp5SC55bo9Xo8+ugy3H//wxg8eDDy8/NQVHQU2dnj8OyzL+KGG34alfONJkFuqaEqRczpdKOmJnDKQleTkeFZPKSsrK6Tz4TOFR3xmZDdbvxw+8LA975pDlKns+PHuYbfE6R2Pn0eSkqOAwB69OjfyWcS2wwGz71st1tq4cjY0JrPVXKyBUZj2yb/MENARDHNv6DYi61HiYiIPBgQEFFMC1ZQDAAiAwIiIiIADAiIKMaFyhBwLQIiIiIPBgREFNPUAYHO7FtynlOGiIiIPBgQEFFMUwcEcd3SlcfuqiqwpwIREREDAiKKceqAQG9NhBDnWfRGdrsg1dd31mkRERGdMxgQEFFM00wZMhmht1qV526uRUBERMSAgIhim+TwBQRCnDYgEKtZWExERMSAgIhimiZDYPTLELCwmIiIiAEBEcU2dUAgGI3QWROV5wwIiIiIgLatb0xEdJ7QBARxRuitvvsgbk4ZIiIiYkBARLFN9isqFsxm5TkzBERERAwIiCjG+WcIdOqAgKsVExERsYaAiGKbfw2BnjUEREREGswQEFFMkxyNymMhLg76hATlubumGrIkQdDx3ggRUXt69dWXsWrVK1i48Hbk5Czs7NMJad++vXj77Tewb98e1NXVIjk5GdnZl2D+/FsxYMDAzj69dsN/BYkopvlnCASDATqLxbNBliHW1nTSmRER0bnkiy8+w//7fwvx9debkZGRgcsuuwLx8QnYsGE9Fi78FXbt2tnZp9humCEgopgm2R3KY11cHABAb7VCavRkDtzV1TCkpHbKuRER0bmhuroaTz/9V8iyjMcffxo/+tEUAIAsy1i9+nW8/PKLePTRP2PNmrUwGGLv8pkZAiKKaeoMAeKMAOBXR8DCYiKirm7z5i/R0FCP6dOvVYIBABAEAb/61QIMG3YBzp4twd69uzvvJNsRAwIiilmyLENyqNqONmUIdOfYasX1+/fhzCsvo+FwQWefChFRu9uwYT3mz/8Fpk6diJ/97Ho8//yzqK2tVfa/+OJzuOKKcViz5u2A11533TRMmJCNr77aqNleV1eHyZMvxfz5v1C23XjjT3DFFePw6afrWjwnWZYxbNgFGDv2kqD7+/TpBwAoLy8L62c83zAgIKJ2U5P7DU4uexx1ed93yvvLbhcgip4nej0Evd7zUBUQiJ0cEMiiiJKVL6Nu+zacfW1lp54LEVF727BhPZYseRiSJGLixEmQZRlr1ryN229fgNqmmq7LLrscAJCX953mtUePFqKysgIAkJ+vnc//3XfbIYoiJk68ok3n9dOf3ojXXnsb1157fcA+SZJQUHAQAJCZ2b1N45/rYm8SFBGdEyS7HaWr34DscsFVVorEseM65Ry8dCaT8rg9pwzV79sL287vkTxlKsz9+rd4vFhfD7GuDgDgKi+DLIpK4EJEFGuOHz+GnJyFuPXW30AQBDgcDjzyyEP4+uvNePnlF3HvvQ9i1KjRsFqt2LUrH263W5mz//33ngBBr9cHFPh++20uAODyyycp25577iW43W6kp3eL6Jw//XQdiotPoVu3DIwYMTKisc5VDAiIqF04Tp+G7HIB8EzL6Yz2npqAwGhUHuvbacqQ5HTizMv/B6mxEfbjx9B/0ZKWX1Nv0z632zWtUYkoNqzffgIf5RbB4RQ7+1TCZjLqMfPygbjm0n5RG7N//wH49a9vgyAInvcwmfCnPz2M7du3Yv36T/Db3/4eFosF48Zdis2bv8TBg/sxcmQWAGDnzu+QkGDFyJGjsGPHt6irq0NioucGz44d3yIlJQUXXXSx8l69e/eJ+HwPHTqI5557BgBw++2/jcmCYoBThoionThPn9I89wYHHUnWBATqDEH7BARiTY3Svchx6hRkSWr5NfX1mueaImgiihmff3fivAoGAMDhFPH5dyeiOubUqdOg87s5lJycghEjRsLhcODQoQMAoEz98U4bEkURu3btxOjRozFq1GhIkoTdu/MBAD/8cBjl5WWYMOHygLEjcfDgfvzhD79FY2MDZs36Ga655sdRG/tcw4CAiNqF45Q2IJAcjhBHth/NGgSmEBmCqsoovp9vETSIIkSbLfTB3sNs/hmCxhBHEtH5bMYl/WAynl/TAU1GPWZcEr3sAAD06NEz6PbMzEwAvqLdCRMmQhAEfP/9DgBAQcFB2Gw2ZGePw+jRYwBACQi+/XYrAGDixEn+w7bZtm3f4M47/xe1tTW47rqf4A9/uD9qY5+Lopb32Lp1K1asWIGCggK4XC6MGDECt912GyZNCv8Pp6ioCM8//zzy8vJQXV2Nfv36Yc6cOZg7d27QiC8/Px8rVqxAfn4+7HY7+vbti+uuuw633norzGZzwPHz58/Ht99+G/L9v/jiC/Tv3/KcXyJqmbO4WPNc7uSAQJ0h0MUnAILgWZisvh6SywldnDHYEK0iNmov5t3VVTAkJTX/Gr8MgcyAgCgmXXNpv6hOvTlfmVT1XGqy7Pm/d0pOWlo6LrhgOPbv3wu73a5kCrKzx2Hw4CEwGk3YtSsPALB9+1YYDAZceumEqJzj2rX/wrPPPglRFDFnzjz89rd3K1OcYlVUAoIPP/wQDzzwAIxGIyZMmABJkrB9+3YsXLgQS5cuxZw5c1oc49ChQ5g3b15T9JeNkSNHYvv27Xj00Uexa9cuPP3005rjv/nmG9x2220QRRFZWVno1q0b9u7di+XLl2PDhg1YvXo1rKq7gN73iI+Px1VXXRX0HBI4b5coahyn/TMEHT8Vxn+VYuWxIEBvtSrFvGJ1DXQZGVF4P+3FfDirIEv+U4YaGRAQUewK1bazpOQMACAjw9fF57LLLsehQwewe3c+8vPzkJCQgGHDLoBer8fFF4/E7t35KCsrxb59e5CVNQYJCdagY7fGqlWv4NVXX4ZOp8Odd/4BN900N+IxzwcRBwSlpaVYvHgxEhMT8c4772DYsGEAgD179mDBggV47LHHMGXKFHTvHrpNkyzLuO+++2Cz2fDkk09i5syZAIDKykrk5ORg3bp1mDZtGmbMmAEAcDgc+OMf/whJkvDCCy9g2rRpAAC73Y67774bmzZtwsqVK3H33Xcr71FcXIzq6mpMnDgxILggougS6+og1mgvhmVnJ2QIHMGLigFAZzb7AoLGBsRF4/0atUFPOPUJYoN2ypDIGgIiimHffbcDN9/8S822srJS7N+/V7ng97rsssuxatUr2LFjG/bt24vRo8dA39SFbcyYsdi583u89torcLvdbW43qvbBB+/i1VdfhsFgwKJFS3HVVdMjHvN8EXENwerVq+F0OpGTk6MEAwAwatQoLFy4EA6HA2vWrGl2jNzcXBQUFGD8+PFKMAAAaWlpWLx4MQDgrbfeUrZ/9dVXqK6uxtSpU5VgAADMZjPuuOMOAMDXX3+teY+DBz39Y0eMGNHGn5SIwuUoPhWwTXI4O/w8QmUI/J/LUboID8gQ1IQRENhYVExEXcf27Vvx0UcfKs8bGurxl78shiiKmDXrRhhV383Dh49AamoaPvnkYzQ01GP06LHKvuxsTyvrTz/9GEDw+oHi4lM4fvwYbGHUcx05UogXXvg7AODhh5d0qWAAiEKGwHvhffXVVwfsmzZtGv7+979jy5YtuPPOO9s0xtixY5Geno68vDzYbDZYrVZMnz4dmzdvDjpWfVP63b8t1IEDnqp1BgRE7c9xujhgW6dkCEK0HfU8N6mOi840Hf/pPuFkCPzbjrKGgIhi2YgRI/HUU49j3bq16NGjB3bv3oWqqkpkZY3Br399m+ZYQRAwYcJEfPbZfwAA2dm+gOCiiy6GyWSCw+FA37790LdvYH3GXXf9L0pKzuDBBxfjuut+0ux5vfnmq3C73bBaE7F16zfYuvWboMfNnDkbWVljWvtjn/MiCghkWUZhYSF0Oh0GDRoUsH/AgAHQ6XQoLCyELMshCzIKCwsBQJNhUBs4cCAqKipw5MgRZGV5etH27BlYpV5WVqZMB7rhhhs0+7wBQU1NDW699Vbs378fDocDF198cauLn4moec5TwTIEndxlqJkMQbTuyvsHFu6almsIAtqOsoaAiGLYz39+M6699nq8++7byM39GpmZ3TF79s8xd+4tQQuOL7vsCnz22X9gtVoxdKhvOlFcXBwuvjgLeXk7otJdyLvysc1Why+++CzkcePGjWdA4K+mpgZOpxNpaWmaFI8yuMGA1NRUVFRUoL6+PqDI16u0tBQAkBGiqM+7vby8POj+VatWYePGjcjP97Sfuv322zFv3jzNMd4pQ4sXL8awYcNwySWX4NixY9ixYwd27NiBBx98EPPnzw/jp249o9GAjIzElg/sIvi7iH1nSs8EbIuPE0L+2bfXZ6JW8PX8jk9KQEpKvPK8PjEB3kvveL0clXOoE/zWHairbXHcYr9iayNE/h0BvydI63z4PJSX6+F2SzAY2NE9mN/85n/xm9/8r/L8xht/Htbrpk+fjunTA6fvGAw6vPjiimZfu3btJ2Gf36efbgj72I4lwGDQtfvfgYgCgsamO1kWiyXkMd72n80FBN5xgrUKVW9vaGgIun/9+vXYtWsXAMBoNKKkpASVlZVIS0sD4ClOLikpgcFgwLJly3D99dcrr/30009x7733YtmyZRg/fjyGDx8e8mchopbJsoyGEycDtndGlyF1G1D1FCEA0KnWJXCH+G5p9fs1aO/uO6uqWnyN21anHYMZAiIi6mARBQThrAYnexvLhjFOqClF3jFCjbV8+XKkpKTg6NGjeOaZZ7B27VocOHAA//73v2EwGJCWloZt27ahtrYWAwYM0Lz2uuuuw65du/DGG2/gn//8J5YuXdri+baW0+lGTQ3/kfdGt2VldS0cSeczV0UFxCAX2HWVdQF/9u39mWio9o1rF2VUV/vOyyX7vr9slbVROYeG6lrNc2dVFUrP1kBo5rvSVat938bqwN9TV8LvCVI7nz4PbrfY9P+WVyintvNmYLrO71mG2y2G9XcgOdkCo7Ftl/YR5bXi42ipcZ0AACAASURBVD3pd0czc4O9+5rLInjHsYeYx+sdw3ucv+7du8NkMmH48OF46aWXcMEFF+Dw4cNYv369ckxaWlpAMOB15ZVXAgD2798f8hyJKDzBOgwB59bCZAAgqIuKo3RXPmCcFlYrlt3ugNcwQ0BERB0tooDAarUiPj4eVVVVcLvdAfvdbjeqqqpgMpmQ1Mxqnb7lqoPXCJSVeRaxCFVjoBYXF4drr70WgK+QuCXecUMFJEQUPs0KxaqsX2cvTIY47UoDOk1RcZQCgiDjNNd6VGwMzKRE61yIiIjCFVFAIAgChgwZAlEUcezYsYD9RUVFkCQpZPcgr6FDhwLwdRtSk2UZR48ehV6vx+DBgwEAn3/+Oe6//35s27Yt6HjeAmdvkLJ161bce++9eP3114Mef6qpI0qPHj2aPU8iapmj2Fc/ENcU7AOd02VIvb6Azi8gaJcuQ42B47ibCQj8VykONQYREVF7irgU3tuu87///W/APu+2yZMnhzXGl19+GbBv586dqKysxNixY5Wi5KKiIqxduxbvvvtu0PG86xp41xyw2+34+OOP8eabbwbNZKxduxYAcMUVka9yR9TVqTMEpp69lMeysxMWJlMFIYLRL0NgaocpQ8EyBNWhW48Gm07EDAEREXW0iAOC2bNnw2Qy4ZVXXsG+ffuU7Xv37sXKlSthNpsxd+5cZfuJEydw5MgR1NX5iiPGjx+PoUOHIjc3F++9956yvbKyEkuWLAEALFiwQNk+c+ZMmM1mrF+/HuvWrVO2i6KI5cuXY9u2bejduzeuueYaAJ4L/d69e6O4uBhPPfUURNHXivBf//oXPvvsM2RkZODGG2+M9NdB1KXJogjnmdPK8zjVeiGdsw6B7+JaiPOvIWiHKUNBAgt3TehOQ/5rEIQag4iIup5wGvNES8QrFffp0wf3338/li5diptvvhkTJkyALMvYvn073G43li1bhvT0dOX4nJwcFBcX44knnsDs2bMBeLoMPf7445g/fz4WLVqEDz74AJmZmdixYwdqampw0003YerUqcoYPXv2xJIlS/Dggw/innvuwapVq9CjRw8cOnQIxcXFSEtLwwsvvKAscGE0GvH000/j1ltvxeuvv46NGzfiwgsvxMmTJ3Hw4EHEx8fj+eefR2Liud/nmOhc5io9C7kpC6dPSoI+wddquKMDAlmWtQuTBdQQqDMEkU/TkSUp6M/obiZDEGzKkGi3N7uQIxGdqwQAMiRJCqsLI1FLZNnbSan9/z2Iyid23rx5WLFiBbKyspCXl4d9+/YhOzsbq1atwsyZM8MaY9SoUXj//fcxY8YMHD9+HLm5uejVqxeWLFmCRx55JOD4WbNm4e2338bUqVNRXFyMLVu2AAB++ctfYu3atbjooos0x2dnZ+Pf//43Zs2ahcbGRmzatAkVFRWYPXs2Pv74Y4wZE3urzhF1NIdqupAxI1NzEd7RXYZkpxNoursiGAwBrT/VGQIxChkC2elQ3k+tuRoCsT5IByJRhOxyRXw+RNSxDAbP953TyTogig673dN4Ii4ucPHfaIs4Q+B15ZVXKu07m7Nx48aQ+4YMGYLly5eH/Z5jxozBSy+9FPbxAwYMwLJly8I+nohaR91yNC4jA4LqS0xydmxAoMkOmEwB+7U1BJH/Ay6GGMNd3bopQ4Dn3HVBVn8nonOX2RwPm82J2tpKAIDRaIYgCMz2Udi8U4TcbhccjgbYbJ61beLj238GS9QCAiIipzog6Jah6ewT7pShyvWfomr9Z0iePAXdfvqzNp+Ldg2CwItr/xqCSKfpqOf+CwaDMnXKXd3KDIF3rGZaNRPRuSc+PhEOhx0ulx3V1WWdfToxzPs93XHz6ztTfHwSzObg63BFEye5EVHUqKcMxXVL13T2CScgkGUZFes+gmirQ+Un69D4w+E2n4t63QP/RckAQNDpIBgM3jeOuAuSujA5Ls1XN+WuqYEsBV9RM1gNgf9YRHR+0Ol0SE3NgNWaAoPBiI6Y990VGQw6ZbXi2CRApzPAYrEiNTUTSUmpHZJlYoaAiKJCcjrhKj3reSII0KWkAZKvo1dYAYHTqak1KPtgDfr+6eE2fRlqMgSm4NNvBKNJuZMvNTZqphG1+v1UGQJdQgIEs9mzDoIoQqy3wZAYeMc/1JQhmQEB0XlJp9PBak2G1Zrc2acSszIyPNNnysrqWjiSWiOWQywi6kDOM6eVotq41FToDAYIBm1Rcag75V7+LTftR47AtvP7Np2PpuVoiPn40VytWP16ndEIfUKC8lwMMW1IHRDo4n0p4WgtlEZERBQOBgREFBXO06r1B5pWKBZ0OsDgS0S21D1HamwI2Fb+rw+Uu/itIdt9mYZQBbqCKnMQaf9/dWGyzmSC3upruSqG6DQkqRYmMyT57igyICAioo7EgICIokJULTaoVxXEtqawWAxyUe4qPYvqLZtbfT6aLkMhMwSqTkOOyC7CtV2NjJo1GEKtRaAuKlb/zlhDQEREHYkBARFFhdigmv5iMiuP/acNNUd7l95XN1D58UdKsCC5XKjftxe1O75tNnOgDQiC1wZoOg1FmiHQTBnSZgiCrVYsi6LvPQUBetXCiNFog0pERBQuFhUTUVRI6oDArAoI1BmCFtYiUF+UW4YMhrO0FGJtLURbHUrfeh0QBNTv2a0c55g2AxlzfhF8LEfzbUf9t0c6TUfTdtRo1GQfgmUIpAbf9Cid2az5nUUanBAREbUGAwIiigpRfYGr6tYjtGLKkLqGQJ9gRdLlF6Dqs08AAHU7tgcc33ikMPRYYRQVqzMHcqQBgV+GAKr3DLZasaag2GLRnAtrCIiIqCNxyhARRYX6jrcQIkMgt5gh0K4uHH/RCKVAOZjmVgHWtB0Nsey7uh1pxF2GGrU1C9oagmABgap+wGKJascjIiKi1mBAQERRobnjrbrbrS4qbqmGQFRlCHRGIwRBQNq11yMuMxPG7t2RfMUkdL8lRzmm2UW/wigqVm8PVtDcGpqMhMmorSEIErioAwJPhiB69QxEREStwSlDRBQV6uk+glk1ZUh9oetofjVgzeJeTdOO4jIy0P2WBZrjNIt+2WwwJAUu+qUNCOIC9gN+XYYiLOTVnLvfOgTewEXQ+e7BqFcp1pktmmlWIjMERETUgZghIKKoEOvDqCFoacpQGPP+AfhNxwk+bSicKUPq95AdUcwQxBkhxMVB8P4emlYrVgusIVBnCFhDQEREHYcBARFFhbrLkGAMUUPQirajgil4q1AA4S36pS7MDVVDoJkyFGmGIHCKkuY8/eoIRNWiZDqzWZutYIaAiIg6EAMCIoqY5HL6ViHW6SCoViduzcJkUoNfp54QNPPzq0IEBJq2o8GnDKmDjsjXIVAFBE0BiDqT4R+4MENARETnCgYERBQxTU99iwWC4FtUrFUZgnCnDFl9i3iJQRb98owVTg2Bur4hmm1HAzME/msRaGoITGbNNCtmCIiIqCMxICCiiKnrB/SqlqNA69Yh0HYZCjNDEKSlJ6BdV0AIWUMQnQyB5HL5Vk3W6z3/AdCpax0CMgTaKUOa35PdHrJ7EhERUbSxyxARRUzdYUgXEBCoCndbsVKxYGouQxA8IDhb2YA9RytQVeeA2dAdA3SnYZZcEAxhZAgiCQjs2u5I3gxJc4GLesqQYDZD0OkgxBkhuzydmCSHA3qLpc3nREREFC4GBEQUMdGvhaZa61YqDm/KkK7pQluCgEM1AjZvOIw9RytQWqW6qO8xGYIsobejHKN/qMfIHmb0TtYGBuqgQ4xgdWD1nH/11B9161H/GgJJnSEwmZXzUQKCxkYGBERE1CEYEBBRxNQdhnRm7VSfcIuKZbcbsrNpnQJBCHlXH/AU65bHJeOjHpNQZkgD8k4FH1PQ4ZQ5E6cO2vCfgzZMHZKAWSMSoWu6g6/JXjgcAWsFhEtbP6AKCFS1Dq4WMgSe1xrhnSjEOgIiIuoorCEgoohpioqbqyFoZsqQZt0A1bQbf7IsY1uZDq/3/THKTGmafUaDDhf2S8Flg5LQw14e8NqNhfVY8W0VGpyey25BELTdfdp4ER5sQTUA0FtVi5Op1kuQJcn3OxMEZepStGoaiIiIWoMZAiKKmKgOCEyhA4LmugyFuqhWq3dKeCe/GrvPOACd5+tLL4kYNzQdgwdmoGd6PPQ6HXDmJCZ/8Snq9WYUZV6IvX3H4XilJ/tw4KwDz2ypwG0TUtHdaoDOaITo9E7TsUMfnxD0vZsTqvZBW1TsW63YP4DyZiXUNQ1yBFOYiIiIWoMZAiKKmBRk+ovyPE7d2jN0QKDpMOQXVADAsSonnthY5gkGmnRzVGH+qU8wuY8efTKsnmAAAJreJ0G04yKU44YLE3BJX998/LM2N57+qhwHzjq0d+XbeBGuXfPAN54uxGrFmkXJVHUCAluPEhFRJ2BAQEQR017Mt62GQJMh8KtDKKp04oXcSlTbfa04s6UzmH/qU2Q6qyHYtD3+4dSuUiwIAi7rZ8E1wxJgaPrWa3TJeOnbShTE91EOlaMwZci/O5JmcbKmtQjULUf1qiJsnTp4YoaAiIg6CAMCIoqYVB9mDUGYAYH6TvmxKide3FoJu1sGAFjidJg9Og1T9WcQJ4ueg+pqtYN5i5MByKqL7GEZJtw4MglWk+erT5aBD00jcdzS3XMObQ4IgmcIAECf5Cssdp4+CSBwlWIvdTDBgICIiDoKAwIiipjYoF11V60tAYE3y3C8yokXc33BQLxRh5uyU9EnAZDVc/0DAgJthkAt02rAnFFJSLF4Fg8TBR3+1fNKlJjS2j5lKMgqxV6m3n2Vx/X79nmO1wQEvt+XjkXFRETUCRgQEFHE1EWygt+UIU1RsdMJWZaDj+G3uNfJahde2FqJRlUw8PMxKUg2eJ5L8b6pOKjzmzKkCjzkIO1LE4w6zLrIigSj5yvQqTPivZ5X4WxlNKYMaX9+88CByuP6/fshS1LoDIGRGQIiIup4DAiIKGLaDIFfQKDTAXrP3XjIsm+tAT/qi+qzukQ8n1uBRpdvmtDPR6ciWdUXTbb4MgSCX0AgqNubhljgLMmsx6yLrDDBM+2owWDBS3tdqKprfvG0oOfeTIYgrnsP5aJfrK2B49RJTQ2BeiE3HYuKiYioEzAgIKKIaTIExsCWobow1iLwti616+Lwdl1PNKiDgTGpSI7TZhbkZjMEqovpuNArHqcnGPBT4ykYJDcAoNIp4G/v7UJtffCgJRR1DYH/zy8IAkwDfFmChv37tKsUq2ouNBkCThkiIqIOwoCAiCIiS5J2ykyQO/LhrEUg2e2QAXySeTkq3J7jjXoBN45JRUpc4DSjZmsIykp8xyUkNXv+vSwiZpV8BUH2dDAqLqvHsnd2tipToL6bH+znN6sDgn17tVOGzOoagsgXSSMiImotBgREFJFQi2ypadciCDVlqAHbU0bgB2s/Zdu1I1KQGiQYAACYLJC9qxk31gNuz11+yDJw5pRymJiW0fwPYIjDkIZiXH82FwI873WmogF/fTsP5dXhXZSr5/sLQTIS5gEDlMcNhT/AVe5bRVmbIfBlF8RG1hAQEVHHYEBARBHRrEFgDlxQDAiv01ChTYev0scozy8ZkIj+iULoN9bpNHUEsDVlCWqqIDSdk2wyQ4pPDPJiH7npInyErQgz405A1xRklFXb8dd3duJsZUNzLwfg1yEpSIZAn2BFXGam54kown70iLJPMKlrCNQrFTNDQEREHYMBARFFpLk1CLy0nYYC73xX1TnwnqMfZMHzldTXCkzoHdgdyJ8mIPDWEZw56dvfrTsgNBNUAJoagwvdZZg1aSD0Os9rKmsd+OvbO3HibF2zQ4jqKUOm4OdtHjBIdeK+rId6ETYdMwRERNQJGBAQUUQ0HYZUHXPUdM3UELhFCS+t3Yd6eC7M492NuLYf0MJlvGcsVR2Bd7ViQTVdSErv3vIY6ik+DjuG9E7Gz340CAa95+uxpt6JJa9/h9c+OYjymuB37TVFxXGBRdWAtv2ommAKUVTMDAEREXUQBgREFBH/GoJgtFOGtDUE//nmKAqLmy7mZQkzz25BvNGAcGg7DTVNGVJnCNIzWx7DLyAAgAE9k/DzKYNhNPhWNP5m7xk8+I9v8c6Gw5ouRLIkQXaoA4LgGQJjr95B6wvUrUZ17DJERESdILx/dcOwdetWrFixAgUFBXC5XBgxYgRuu+02TJo0KewxioqK8PzzzyMvLw/V1dXo168f5syZg7lz50IXpFAxPz8fK1asQH5+Pux2O/r27YvrrrsOt956K8xBLkzsdjveeOMNfPzxxzh16hQSExMxZcoU3HnnncjMbPnCgYgCaTMEwe+OCyHajtbYHHj3iwLl+aTK3ejfeBYNhtCtQtUCagj8C4rTWygoBrRtSVXn1jfTil9OH4bNu07j6GlPsOEWZfw37xQ27zqNbslmpCaakGzWA+nZMIsO6PU6FB5tgF4H6AQB3a0GDE6PgyAIEPR6mPr3h73wB+U9AoqwDQZApwMkCbLbDcnl0mRXiIiI2kNUAoIPP/wQDzzwAIxGIyZMmABJkrB9+3YsXLgQS5cuxZw5c1oc49ChQ5g3bx5sNhuys7MxcuRIbN++HY8++ih27dqFp59+WnP8N998g9tuuw2iKCIrKwvdunXD3r17sXz5cmzYsAGrV6+G1eq7e+hyuXDHHXcgNzcXPXv2xOTJk3H06FG8//772Lx5M9577z306tUrGr8Ooi4lvBoCVbGsasrQ258fQr3d0x0o1VmLS6v2e3aEeRGszhAIdTWQa6shNHoCFNloghTffMtRIHiGwKtbsgU3Th6ME6V1+GbPGZwq84ztFiWUVDagxFtwnHqx70V7tS1QMxL0mDggHhP6WWAeMFAbEFi0U6wEQYDOaFS6Fsl2e9i/CyIioraKOCAoLS3F4sWLkZiYiHfeeQfDhg0DAOzZswcLFizAY489hilTpqB799BzeWVZxn333QebzYYnn3wSM2fOBABUVlYiJycH69atw7Rp0zBjxgwAgMPhwB//+EdIkoQXXngB06ZNA+DJANx9993YtGkTVq5cibvvvlt5j9WrVyM3NxdTpkzB888/D2NTav7ZZ5/FihUrsHTpUqxYsSLSXwdRlyOpuwyZwikq9gQEp8ps+HzbMWX71PLvoYcE2WAAdPqw3jtgLYLWFhQD2gyBI3ghb7/MRPziKiuOnK5F7r4zOFsZ/nSesnoRH+2vw7oDdRjZrRfGmNLQw1EJANBbAmsuBKMRaAoIRHsj9InNd0kiIiKKVMQ1BKtXr4bT6UROTo4SDADAqFGjsHDhQjgcDqxZs6bZMXJzc1FQUIDx48crwQAApKWlYfHixQCAt956S9n+1Vdfobq6GlOnTlWCAQAwm8244447AABff/21sl2WZaxatQqCIGDRokVKMAAAd911FwYOHIhNmzbh5EnfxQQRhUezyFaIgEDn13ZUlmWs+fIHSE3NdgZ1j8eQhqapPkFWOg7Ff7ViTUFxt5YLigEAer3S3Qii6FvPwI8gCBjSOxnzZ1yI380eiV9fdyHmXDkEP74gAZMq8jG+aj/GOU9gbL8EjOkTjxE9LTAZfAGJJAO7yyS81edaHLd4zs0/QwBoOw2xjoCIiDpCxAGB98L76quvDtjnvVjfsmVLm8cYO3Ys0tPTkZeXB5vNBgCYPn06Nm/ejEWLFgUcX990cWIw+JIfBQUFOHv2LC688EL06dNHc7xOp8PUqVPDOk8iCiQ1BF91V81/HYI9Ryqw/1iVZ58ATB1i9XUVCtGlJ5iAtqOtLChWTkC9dkCQtqj+LCYDuiVb0L9HIkYkS7i8ai+mVuRhqngMl/c1YVJ/M64aZMGvx6Vg+jAreqf4xhcFPT7scSVKjSlBuzIJmrUI2HqUiIjaX0QBgSzLKCwshE6nw6BBgwL2DxgwADqdDoWFhZDlEKuNAigsLAQATYZBbeDAgZAkCUeO+Bbz6dmzJ3r27Kk5rqysTKk1uOGGGwLGHzp0aNDxved++PDhkOdIRMGJqi5DgilEUbHqgtvtcODdjYXK88su7ok0nUt5LrciQwCTGbJ3epHDDpw65juvtPAbBTRXR9Ai9fF+i5LF6QVcmGHEz0ZYMXd0EhKMnq9ch96I93pdjYYe/QOG02QI2HqUiIg6QEQ1BDU1NXA6nUhLS9NMw1EGNxiQmpqKiooK1NfXa4p81UpLSwEAGRnBO4J4t5eXlwfdv2rVKmzcuBH5+fkAgNtvvx3z5s1T9peVlYU1fkVFRdD9kTIaDcjI4DxgL/4uYstpVWeexPQkxKfEBx6UnIDqpoc7bFacrfUEEWajHlMv6QfjscPwhhV6ixlWa/BMQzBSglVZlEzwXpwbjbB0z4QQTg0BAMlkAmxNP4NRgD7YzxCCUy/DGxLoLZaQ5261AjdbTFj9XTkcbhk2QzzeqE7GIrMJiWZfzUSdNV4ZLyGu6/596ao/NwXHzwP542ciuiLKEDQ2zW+1BJkH6+Vt/1mvmmccapxgrULV2xtUdyLV1q9fjx07dsDlckEQBJSUlKCyslLZ731dqPNsaXwiCs1db1Me60MtTNZ0w8AhxOGLuhRl+7Tx/RFvMkBW3wlvTYYAABICbzQImT3DDgb831NuZYZAdqjPvfl2qd2T4vCz0WloWvMMp2tc+NvGEjjcknKMei0CsYEZAiIian8RZQiCrQ3gr7mpQv7jhPoH3DtGqLGWL1+OlJQUHD16FM888wzWrl2LAwcO4N///jcMBkPE40fK6XSjJsQKp12JN5ovK6vr5DOhaHLV+QICm1NGY3VgYG13ei54DyYOQKPsuRuelmTC+BGe4tr6yhrl7oRbFweHLfyLcqMpPuCLzJWaAWcrxjDpDPDeo6+vqIac1oqbA9V1yrm7BEOL79vNBEwbmoD1BZ6bJD+U2vF/m0uwYJwnUHLBly2oLa+Gvov9feH3BKnx80D++JkILTnZAmOYC3v6iyhDEB/vSas7VH3F/Xn3NZdF8I5jD1FA5x3De5y/7t27w2QyYfjw4XjppZdwwQUX4PDhw1i/fn2rxm/uHIkokCzLmhoCXYg75N6i4t1JvjqeSy7MhN57U0F1V15u4S57wDmoW496t6WH2WHIe7y6178z9PdZMII6oxBkJeJghnUz4UcDfd9neacacaTCs/qxzsTViomIqGNFFBBYrVbEx8ejqqoK7iCt+txuN6qqqmAymZCUFHqBIO8qwaFqBFqqAVCLi4vDtddeCwA4cOBA1McnIh/Z4fC06oTnol8wBL8zIcTFodSYgjPmbgAAvU7Ahf1Sffvt4U+7CTgHS2BAIKa18u+yurNRMzc4glIHM2EGBAAwupcZw7r5jv/4oA2yLEPQFBV3fpchWZbhOHkCksvZ2adCRETtJKKAQBAEDBkyBKIo4tixYwH7i4qKIElSyO5BXt7uP95uQGqyLOPo0aPQ6/UYPHgwAODzzz/H/fffj23btgUdz1vg7A1SvO8fbHwASveils6TiLQ02YEQNUCAJyBQZwcuGpAGU5xq8THNXfbW1RBo1iKA56Jcsia3boy41rUd1VAFEK0JCADgsv4W6JpmMh4pd2D/WYc2Q3AOdBkqf38Nji/5M04sfQSyJLX8AiIiOu9EvA7BpEmTAAD//e9/A/Z5t02ePDmsMb788suAfTt37kRlZSXGjh2rdCkqKirC2rVr8e677wYdz7uuwYgRIwAAgwcPRu/evXHgwAGcOXNGc6wkSdi4cSMEQVDOg4jCE84aBAAg6gzYn+hrTTxqcLr2gDbeZQcCpwzJ3TLDW6FYTT1lqLVtR9UBhHqcMCSb9bi4hy8AWnfQBtmgDgg6P0NQu+NbAIDzzGk4S0o6+WyIiKg9RBwQzJ49GyaTCa+88gr27dunbN+7dy9WrlwJs9mMuXPnKttPnDiBI0eOoK7OVwwyfvx4DB06FLm5uXjvvfeU7ZWVlViyZAkAYMGCBcr2mTNnwmw2Y/369Vi3bp2yXRRFLF++HNu2bUPv3r1xzTXXKPtuvvlmiKKIhx56SNNN6LnnnsOxY8cwbdo09OvXL9JfB1GXos0QhK7B2VsJ2PWeC99ktw290v3qgSKpIbD4ZQhaWT8AALJmylDb1yFobTADAOP7WBDX9E1cXOPC7kbf76azawhktxtiTY3vuZPThoiIYlFEXYYAoE+fPrj//vuxdOlS3HzzzZgwYQJkWcb27dvhdruxbNkypKf77gbm5OSguLgYTzzxBGbPng3A02Xo8ccfx/z587Fo0SJ88MEHyMzMxI4dO1BTU4ObbrpJWU0Y8CxKtmTJEjz44IO45557sGrVKvTo0QOHDh1CcXEx0tLS8MILL8CkWiQpJycHmzdvRm5uLqZPn47s7GwUFRXh8OHD6NWrV9BVj4moeZI6ILCEzhBsK/YtPDaqphACrtAeoG7d2eopQ9oMgdSmgMB3IS84HWhVv7EIpgwBQLxRhzG9zNhxyhNYfH7WiFuhgx5Sp08ZcldXAarua7KbAQERUSyKOEMAAPPmzcOKFSuQlZWFvLw87Nu3D9nZ2Vi1ahVmzpwZ1hijRo3C+++/jxkzZuD48ePIzc1Fr169sGTJEjzyyCMBx8+aNQtvv/02pk6diuLiYmzZsgUA8Mtf/hJr167FRRddpDneaDTi1VdfxR133AGLxYJNmzahvr4ec+bMwZo1a5TCYyIKn6haX0RnCh4QlNe7cbjccyEpyBJG1hYCbpf2INVFtdTKaTeIM0I2+F7T6oJiQFvIHNGUodYHBAAwprcZZoNnmlOlA9iV7Km3kBo7d8qQS7WeCwDIDgYERESxKOIMgdeVV16JK6+8ssXjNm7cGHLfkCFDsHz58rDfc8yYMXjppZfCPt5iseCuu+7CXXfdFfZriCi0cGoIth333eUe1HAaSWKDp2ON+uLZ3vYMAQQB4sALYPhhH+TuvSElprT8Gj/qgCKSKUOSoW0BgcmgI3XHYgAAIABJREFUw7g+ZnxzzPN7yE0dhZG1R2Do7AxBpXb1dnYaIiKKTVELCIio62mpy5Aoyfj2hO+YrNofPA+cTkBdRhDhPHznZVfBNXwM5JTU1hcUA9rVkVvTdlSWtQFEiLar4RjV04zdZxyoc0hoMFjwXcpwTGoM3hmto7j9MwROV4gjiYjofBaVKUNE1DVpaghMgXf2D5Q6UGP3tKpMkBwYXH/Ks8N/8a8IAwIIAuTUdEBo21ea5j1bkyFwuyA0teKU9XpA3/aAwKATcGlfX2H2zuQL4bI7220F9XC4qvwCAmYIiIhiEgMCImozsYUpQ9uO+QKGi12nofeW66ouLGVRhNBUUyALQkQX1W3W1raj6myCsZVTnYK4MNMIq9HztVxvsKAgoa9n8bdOEpAhcDFDQEQUixgQEFGbqTMEgl+GwOGWcKDUdzE70u3rYS+oAwJ1a02jqW1TfiKkaTvqn71oThQKitV0gqBZlyAv+cJO7TQUUEPAtqNERDGJAQERtVlzU4aOVDjhblrYNjMxDqk61d1l9dQTh19A0Bn8MwThTtNxRDcgAICLu5ugkz2/uGJLJo4XV0Vl3LYI6DLEKUNERDGJAQERtZm67ajg13b0UKnv4rF/mknbySdkhiA6F9WtptND9k5VkmVtwNIc9RoEUQpm4o06XODyZVM27y+PyritJTkckFR/vgAXJiMiilUMCIiozaRGdYZAGxAUlPkulvulxGk78KguLGXVlJhoXVS3SVsKi9shQwAAo91nlMc7jttQbw+cuy+5nGg4eABSO9UY+E8XAjhliIgoVjEgIKI202YIfBfEtXYRxbVuAIBeALon6EJnCOzqi+rOCwg0nYbCrSNQd0eKYjDTS9+ITIdnuo5LBHL3nAk45vSLL+DUM0/i1N+eapdORP7ThQAWFRMRxSoGBETUJrLb7ZtCotNBUF3wF5T5Lvh7p5pgEGTtPH1XjGQIolxUrLDEI7umQHm6Kb8YkuqiX3a70bBvDwDAfqRQU8sRLe6qIAEBMwRERDGJAQERtYn/omSCqjvQIdV0of5pngtlTYZAfQfefg7UEACQVQGLEGaGQKj0ze+XLfHNHNnKc7FYcVFdEUyi5wL8bFUjDhT5LtDdNdWa40VbXdTe28tVEWTKEDMEREQxiQEBEbWJFGINAlmWUaBqN9onqal2QBMQhMgQRPMueytpW4+GmSE4fcL3+vTu0TuX+AQYZTdG1vlWKv5yZ7Hy2F2l7Twk1kU/IGCGgIio62BAQERtoq4f0Jt9K+yetYmoblqd2GTQoZulKXOgCgiEEFOGOq3tKKDNToRTqCtJQInqIj0tI2qnIsdbAUAzbWhPYTnKqj2/K3e1X0DQDhkC/0XJABYVExHFKgYERNQmmg5DFl+G4JAqO9A/3QTvRKJwioo7NUNgaOVqxeVnlcBGTrBCNkdxylB8AgAgzVWHgS7PtCQZwFe7PAGIu9p/ypAtau/t5QrSZYgZAiKi2MSAgIjaRKwP3nJUUz+QqrrAD1FDoMkQdGKXIU2G4Ptc4OTR5o8/c1J5KGf0iOqpeDMEAJBdc0h5/M3eErhFKWDKkBTlKUOyLAfNEHBhMiKi2MSAgIjaRF1DIDTVEIiSjMJy30VjnyS98lhWr0OgvrDUdBnqvAyBlNJNeSyUlUD3+vMQPv4nUB/87rugCgik9OgGBDBZIOs8X8+Dq4tgtXh+d7X1Tuz6obzdpwxJ9fVBswGSk0XFRESxiAEBEbWJusuQvikgOFblgt3taY+ZbNHDalD1xw9ZVHxuTBkSB10I59grNIGLsHsHhP97HDh+JPAFp1UBQbfoFRR73liAbPFMG9JBxqhevhqNr3afDpwyFOUMgXq6kKDqvsQMARFRbGJAQERtoskQmDxTfdT1AwPSta1IQ9cQnBtdhiAIcF88DvaZt0DsP8S32d7oyRSoF/8SRU1BsRjFgmIv9bShUSm+995fVImyGm2NgzvKAYF6ulBcWrrymEXFRESxiQEBEbWJpoagKUNQoKof6Jti0L4gjLajnVpD0ES2JsEx5XrYr5qprE0gVFdoAgCUlUAQPSsxy4nJkI3mYENFdh5NhcUAkOyqw6BeScrzPLGb5thoFxWrW47GpfsCAq5UTEQUmxgQEFGbaLoMmcxodEk4VuW7YOxt1WtfEHKlYt/dbqkzMwR+pD4DIfYZpDwXDu/z7WzHgmJlXFWGAHW1yBrsuzDfkzAQInzZF7GuNqrvrV6UzJCWpjyWHA7I6kwJERHFBAYERNQm6rvSgsmEwnInpKZrxe5JRpj84oFgKxXLsqxdqdjgl1XoZGI/1dShQ3t8j1ULkklRXJBMzVtDAACoq8HgXslKcXG9wYLChL7K7qhPGVJlCAzJyYB36pcse6ZLERFRTGFAQERt4qooVx7rExM17UYHpAe50+9fQyDLngXAmu44y4Y4QKcPfF0nEnv3h6xvOqfSM0Bl08+sKSjObJf3VmcIhLoa6HQCRg7yZQl2JQ31HetwRHV+v7qGQJ+YBEH1Z8c6AiKi2MOAgIhaTXa74fZOKxEE6BOTcKRC1W40Ocidfp0OsveCX5YBtwuy4xxZpTiUOCOknv2Up8LhvYDb5QkOmoip7R8QoK4GADBqUDo8S5QBRfG9UG3wHRPN1qPqLkO6RCsEVeaGnYaIiGIPAwIiajVXeblyZ9+QlAQ3dDhT61b2Z1hCfLX4rUUgN6oDgnOnfkDNrZk2tBcoPQNB8kybkZNT260zkrqo2BsQJFtNGGhuqtMQBOxJ8p1btAqLZUnStDXVJSRCiFMFBFyLgIgo5jAgIKJWc5WVKo8NqWkoqXNDbKofSI03wBjim0X26zSkaTl6LmYIAIh9B0L2zqE/eQzCDweUfVI7FRQD/jUEtUoANlrnm86zJ2mIUlwcrdWKxdoapU5AFx8PncGgyRBIzBAQEcUcBgRE1GpOTUCQihPVvrvG3ZPigr2k6WBtHYFU7JuLfy60HA3KHA8ps1fTExnY/pWyS26ngmIAgNHkC6DcLqX4erD9DBLcng5PNkM8fmgqLo7WlCFNh6HkZADQ1BAEW8GYiIjObwwIiKjVXKVnlceGlBScVAcEic10ClJdWApr34b9w38qz2WLJdgrzgliv8HKY8Hha5MqtmdAgOB1BHpbDbJqC5XN36cM95xLlKYMaToMJXnWPmANARFRbGNAQESt5ipVZQhSUjUBQUZ86E5B6ilDQskp33ajCeKFo6N8ltGjDgi8ZABSWrfAg6NIXUcg2DwBAepqMKamADpZAgCcsnTHGVN61NYi8O8wBPgFBKwhICKKOQwIiKjVXGVlymMhMQnFtb6LxPT4Zr5W4gKzB8KI0bD/LAfudr7bHgnZmgwpLUO7MTUdsr6Z6VHReF+/xckgSYCtFoliI4bbjim7vk++EGKUagjUHYaCZQhYQ0BEFHsYEBBRq8iSpCkqLtVZ4fbcrEayRQ9TM98qUpqvRafcvRd0cxZAmPL/2bvzOCnqO3/8r6q+e3rug+G+0YCOAopoZBEDMWs2SthECK7r8A2bRH85duNvMWbjg4BBF1ezWdFdFfPVjcR4RY2YmCBK1ICCGW6QkeE+Zpije3qmr+murvr+UdN1TB9z9DADPa/nP1ZXVX+6GGe6+13vz/v9+RIU+4U7XShB6pIlOJ8FxQldFydDsB1CZ3HxzNBR7dCn+ePga4t0fXqfmDME+QAAwWasIWCGgIgo11xYy4IS0QVPavVBkdQWo6LbjRNB/diwgswtOGNV10Dx5EPwFCA2Yhw8Huf5vNR+FR8zCdj9sfb4vBYUJ16ja4ags44AAIbbJYxwxHG2wwJZsODjdjcu6YfXjBkCAtHTGRCwhoCIKKcxQ0BEvWKsH7CVlPS8oBgArFZIU6oQGzHuPF3d+aMUlULOL9Qex0sHIENgrCFobzUFBEpePq4sF7THnygViEnxrF9TMkwZ0jIEpoCAGQIiolzDgICIeiXWpeXoKX/PCooveoKA6Kwb1HqCS6sQ71pTcB5kyhAo7jxMKHeiIKamaEKCHR8fONd1iF6RYzHE2zqLkwUBYmdAYqohiHZk9RpERHThYUBARL0SNWQIxMJinDYEBGWZCopzgDxqPMJ/vwyRa24EBKH7J2Sp62rFQpsxIPBAdLow039I2/fOX09B6awx6Aup1adtW/LzIYjq/0/zOgTMEBAR5Zrc/vQmon5nzBD43CWIdc5SyXda4MzhBMFgMBUVB9qBtlb9mNsDiBZUhU/AJqtf0k83BXHohK/rMD1maidbqE+PYg0BEVFuY0BARL1i/NJ4VijQtjOuUEx9Y7FCcXR2YFJkoOGMdiiRPXA4rLi87Yi2f3PNafRVtL5e27aV6WssmKcMMSAgIso1/dZlaNu2bXjyySdRW1uLWCyGadOm4Vvf+hbmzJnT4zGOHTuGdevWoaamBq2trRgzZgwWL16MpUuXQhSTY5fdu3dj/fr12LVrF9ra2lBUVIRrrrkGd999NyZOTF5IaP78+Th16lTa1z9w4ACsVjZeIkpHURRThuCs5ACgzikfls+A4HxQ3HkQOsLqg+YGbb/cmT1QHC7MbD2EnUWXAgB2H27G6aYARpV7ksbqTrT+rLZtKzUEBMa2oywqJiLKOf3y7fe1117DfffdB7vdjtmzZ0OWZWzfvh3Lly/H6tWrsXjx4m7HOHToEG6//XYEAgHMmDEDl19+ObZv344HHngAu3fvxiOPPGI6/80338SPfvQjxONxTJ06FdOnT0ddXR3eeustvPvuu1i/fj2uvvpq7fz29nacPn0aZWVluPbaa1NeQ6qgg4h0ciAAOax+ORXsdpwKyNqx8jz+/ZwPijsP8DUDgLYGgbYfgOJ0oTRWj0nBU6jLGw0FwJt/OYa7v3p5r1/LGBBYi4u1bfNKxcwQEBHlmqwDgsbGRqxcuRL5+fl44YUXMGXKFADA3r17sWzZMqxZswY33HADhg1L37NbURSsWLECgUAADz/8MG699VYAgNfrRXV1NTZu3IgFCxbgpptu0vb/9Kc/haIoeOKJJzB//nxtnKeffho///nPsWLFCmzatAm2zjtbn376KRRFwbx58/Czn/0s23820ZAU7dJh6LRf0h6X5XKHoUFk6jSU2CeKUGydazh0Tim63rsHdXmjAQB/rW3CiYZ2jK3M79VrGacMWUtKtG1OGSIiym1Z39LbsGEDotEoqqurtWAAAKqqqrB8+XJ0dHTgpZdeyjjG1q1bUVtbi1mzZmnBAACUlJRg5cqVAIDnn39e279p0yYEg0HccsstWjAAAIIg4Nvf/jamTp2Ks2fPYteuXdqxgwcPAgCmTZuW3T+YaAgzThfyFw9Hh6Tesc5ziHCJfe9uQ+kprhRTf/LytS5HilMNCCo7vJji0luCvvGXY716nXgggHi72nJUsFoh5unBBIuKiYhyW9YBwYcffggApi/mCQsWLAAAfPDBB30eY+bMmSgtLUVNTQ0CgQAAQJZlTJ06FbNnz0453tixYwGo2YuETz/9FAADAqJsGAuKz7kqtO3KAjuEAWjDORSZWo9q+/QgIREQAMD19mZte09dM46c8aOnuhYUC4YplOYMAWsIiIhyTVYBgaIoqKurgyiKmDBhQtLxcePGQRRF1NXVZeyNXVdXBwCmDIPR+PHjIcsyjhxRO2ksXboUr7/+Or761a8mnSvLMg4cOAAAqKzUVxI9ePAgLBYLjh07httvvx1XXXUVrr76anznO9/B3r17e/6PJhrCjAFBvcXQYYgFxedNyilDeYaAwKEHBBXRVnxurD73vzdZAlNBsaHDENB1HQJmCIiIck1WAYHf70c0GkVRURHsdnvScavViuLiYoTDYQSDwbTjJO7kl5enXvkzsb+5uTnlcaPXXnsNJ0+eREVFBa688koAQDQaxdGjRxGPx7FixQp0dHTgmmuuQXFxMbZs2YKlS5fij3/8Y7djEw11xhqCs3Gntl2ex/qB80XuRYYAoQA+f1mltmbagWNe1J7U1yVQZBmR48cgdySvNmwKCEpKTccEG6cMERHlsqyKisOd3UZcLlfac5xO9UtDMBiEx5O6DV5inMS56cYIhUIZr2f//v1Ys2YNAOCee+7RWojW1tZCkiTk5eXhiSeeMHUZeu655/DQQw/hvvvuw8yZM9MGJdmw260oL+9dcV8u48/i4nWspQkAoAA4E7F0bgFjSp3wOPp+f8HjSf23T4AilKJrftVWVAh7589MKS7SjouRECaMKcGMSypQc0gN3t76+CQ+P2M0BEHA4ceeQOO77yFv4kRc8R8PQbDogVyTVw/2CkYNR0GRW3scieYjcVSISwPyN8z3CTLi7wN1xd+J/pVVhqAnbTozTRXqOk66OciJMTKNtXfvXnzzm99EKBTCkiVLsHDhQu3Y5Zdfjr/85S/YuHFjUsvR6upqzJ8/H6FQCK+//nq310o0VMUjEcR86kq5fkchwjH179FtF+Gxs37gvHG5tQJijaHgF4YbMkpnndW8maMhiupzDhxtwe7P1ECuees2AEDwyBEEjhw1DRk6rS96Zu8yZUg0ZAjiHcwQEBHlmqwyBG63egepI0X6OSFxLFMWITFOJBLJOEbivK7ef/99/PM//zNCoRAWLVqkdSYyynTnf968edi8eTP279+f9pxsRKMS/P7weRn7YpKI5pua2gf5SqgvOgyL+jUVj9K2hxXYEQymfw/IJJEZCARS/+2TyunKgxgKaI8jogPxxM8sLiLxzqgEA2j1BSEKAqomlGJ3nTrN8tmN+1HpmgbZ8B579uOdKClW66zkaBQdjWrQAEFA2OJEpFXPyMZDenvZeEfHef0b5vsEGfH3gbri70R6hYUu2O19+2qfVYbA4/HA7XbD5/NBkqSk45IkwefzweFwoKCgIMUIqooKtVtJuhqBpib1gyrVl/oXX3wRd911F0KhEJYtW4YHH3yw1wuMJcZNF5AQkbl+oNGjrytS4eHq3udb105DpsdWG5TE1B8pBnTO8b922jBYOrMEx+rb8VHNCdMY4c8+1bajDfVAZwbWVlxsmkoEcB0CIqJcl1VAIAgCJk2ahHg8juPHjycdP3bsGGRZTts9KGHy5MkA9G5DRoqi4OjRo7BYLJg4caLp2OOPP46VK1dCURTcd999+NGPfpRy2tEf/vAH3HPPPdi4cWPK1z99+jQAc1ciIjIzrkHQbCvUtktZUHzedV2LQHYZAgJBMHUaQkht4JDvtuPqS/XWsK//9Ryigv7FPvTZZ1A6b+SYW44m33jpulJxT6aCEhHRxSPrdQjmzJkDANi8eXPSscS+uXPn9miMd999N+nYzp074fV6MXPmTFNR8vPPP49169bBZrPh0UcfRXV1ddrxW1pa8NZbb+E3v/lN0jFFUfDmm28CAK6//vqM10k0lBlbjjZD/wJa7Mz6bYS6Yeoq5HACli5ZmS6dhhKumToMeU713NaIjO3F+josSkcHIieOAzB3GLKWmjsMAVAzBonMq6IA8Xhf/ylERHQByvqTfNGiRXA4HFi/fr1pDv6+ffvwzDPPwOl0YunSpdr+kydP4siRI2hv1+d+zZo1C5MnT8bWrVvx8ssva/u9Xi9WrVoFAFi2bJm2v7a2FmvXrgUArF27FjfffHPGa/zyl78Mj8eDmpoaPPfcc9p+RVHwxBNPYPfu3ZgyZQpuvPHGvv0QiIaAREAQh4iWmJ4VKHCwoPh8M00RSrUugSFDIBgCAofNgjlVI7TH24umoc2q12KFaw8B6NJytNRcUKyNy2lDREQ5K+vJv6NGjcK9996L1atXY8mSJZg9ezYURcH27dshSRLWrl2LUsMdp+rqapw5cwYPPfQQFi1aBEDtMvTggw/izjvvxP33349XX30VFRUV2LFjB/x+P2677TbTl/Unn3wSsVgMBQUF2LJlC7Zs2ZLy2pYsWYKrrroKJSUlePDBB3HPPffgoYcewquvvooJEyagtrYWx48fR3l5OdatW6e1KSWiZIkpQz5bPmSoQUCBywIb44HzzhgQGBcl0/Y5k6cMJVw2vgS7DjfhnC8MSbTi/dIZ+Mq5vwDoDAhu/jvTlCFrSUnKaxCsVm1RMnUtgtRNHoiI6OLTL9+Ab7/9dowYMQLPPPMMampqYLfbMWPGDNx1111JbT7TqaqqwiuvvILHHnsM27dvx+HDhzF27Fj88Ic/xNe//nXTuTt27AAAtLW1pa0LAIDrrrsOV111FQDgpptuwsiRI/HUU0/hk08+wfHjx1FRUYE77rgDd999N0rSfAgSEaBIEmLeFgBAi0OvHyjL4wrFA0GuHA1FFCHIMuRR45KOZwoIRFHAvBkj8eK7ao3WgfwJmNF6CCM7mhE6/BnkaBTRcw3a+ZaiopTXwAwBEVHu6rdb4vPmzcO8efO6Pe+9995Le2zSpEl47LHHuh1j69atvbq2hMsuuwzr1q3r03OJhjLJ5wNkGQDg8+iFqiUsKB4QiqcAkVv+AZZQEFLlqOTjjtQ1BAljKvIxJd6EzyxqwfC75VfjjtNvA9Eo2j/ZrtUEWPLzIdodKa/BXFgcy+afQ0REFxhWAxJRt2I+r7btderZtGIXA4KBohSWQBo+OnmRMqBLUXEw+TiAeb49sCjqF/+zznIc9IwHAPj/rE+5tKfoMJQgWPVskBJjhoCIKJcwICCibkmtPm272aavklvsZEBwIVCc+nx+IUWGAIqMorYGXN2qrz3wful0SBAROaavWGwrS+4wpI1rWK2YAQERUW5hQEBE3ZJ8akCgAGhW9LvRRU5WFF8IFIdTfxBMERAEgxBkGdd698EVV1eVbrN5sKvQvEaMtSRDQMApQ0REOYsBARF1KxEQtFvdiHa+bThtIhwiF6i6EBgzBCmnDLW3AgAcSgzXRvSMwLaSKnQI+lSgzAGBfp7MDAERUU5hQEBE3ZI6awhaDCsUl3msKVcGp4GnOA0ZglRThtrbtM0rrS3Id6hv/WGLE9uLp2rHrMXpu611Xa2YiIhyBwMCIuqW1KreYW6x6wFBaR7X7bhg2J3QcjWRcPJKwu1+bdPizsPsMfq0r0+KpiJocUJ0OiG4XEiHU4aIiHIXAwIi6paWITAEBCUuBgQXDFEEjK1Hw+ZpQ4IhIFDcHlxSbkdpZ/1HTLRha3EVbGVlGTM+poCAU4aIiHIKAwIiykiRZS1D0GwICIpcfPu4kJimDXUtLO4SEIiCgOvG66sf7y6cgraSERnHNy1MxoCAiCin8BOdiDKKt7Vpi5J57foqtkVOvn1cSBSHofVolwyBOSBQA4FxxTaMQjsAQBZEbBHHZhxfsBnWIeCUISKinMJPdCLKKDFdKCLaEbSod6GtogCPjR2GLiSKM8NqxYaiYtmlBgSCIOC6SXqAtzvgwqnW9F/0OWWIiCh3MSAgoowSi5IZpwuVeKwQwA5DF5LEnX8AgK/FfNCYIXDp51UOK8SEEv3O/zt1obTjm6YMscsQEVFOYUBARBnFOtcgMLYcZYehC49cXKY/aDijb0sxbQqRIghQ7E7T84wdh3adCaElKKUc37gOAduOEhHlFgYERJRRYlEyU8tRNwOCC41SUq5tC8aAwDBdCG6P2pHIoCzPitGF6v9PRQHePx5OOT6nDBER5S4GBESUkd5ytEDbV8wOQxccubgMSqJtqLcJ6Iio28bpQnn5KZ87faSeNdh2LIhwTE46xzxliEXFRES5hJ/qRJSRtiiZYcoQOwxdgCxWKIWGlYYbz6r/NQQEyPOkfOrYIhtK3BYAQERSsO1EcpbA1GWIGQIiopzCT3UiykjyeSEJIvw29cukAKDAzoLiC5FsmjaUHBAo7tQBgSAImD5CzxL8+WgQcdncRYoZAiKi3MWAgIjSUhQFks8Hr60AiqC+XRS5rbAwHrggySUV+oNzah2BkGINglQuKbfDbVP/x/pCcew6GzEdZw0BEVHuYkBARGnJoRCUaNRcUOxhQfGFypwhOK1uGIqK02UIAHVticsr9SzBe0dCUBQ9S2DKEHQwICAiyiUMCIgorcQaBMb6gRJ2GLpgGQMCNNYD8XjaNQhSuXy4A5bOT4WTvijqWvQv/swQEBHlLgYERJSW3mHIEBC4LIN1OdQdhxNyopNQPA40nwMCekAgZ5gyBABum4jPlTu0x1uO6sXFxnUIuDAZEVFuYUBARGmlWoOgiC1HL2imaUPnTgNthoDAmTkgAIArDcXF+86G0RhQFyozZwhYVExElEv4yU5EaUk+H2QI8Nr0NQiK2GHogmYqLD5eB0FSv7wrVhtguMufTonbgnHF6nkKgI9PqcXFgs3YZYgZAiKiXMKAgIjSklp9aLPmQRLVL4N5dhF2zhi6oJlWLK77VD+Qlw8IPQvmLqvUpw1tPxlCXFZMU4aUaNRUcExERBc3BgRElFbM6zOtUFzq6f4OMw0uU2FxMKBtKmkWJUtlXLFNa0HqD8dxsDEKQRQBsfMjQ1HUGgUiIsoJDAiIKC2p1QefYboQOwxd+JS8fCgOZ/L+DC1HuxIFAZ+rMGQJTqnFxebFyTqyuEoiIrqQMCAgorQknxc+W772uIgdhi58ggC5uDxpd28yBAAw1RAQ7D0bRntH3FxYzNWKiYhyBgMCIkpJjkYhB4OmDEGhkwXFFwPTtKGEXmQIAKDYbcHwfDUAkBXgk9MRc4aAaxEQEeUMBgRElFKi5agxQ1Dg4FvGxSBVQCB3syhZKlOH6VmCj06ETV2KmCEgIsod/HQnopQknxdxCPDb9DvL+Ww5elEwtR7t1N0qxalMLrXD1vkpUd8WQ72jVB+PGQIiopzBgICIUkq0HJUF9W0i32mBlfHARUEpLIZiMdd79KaoOMFuFTC5zK493u0YrY/HgICIKGcwICCilCSfDz5Dy9Fidhi6eIgi5KIy0y7Z4erTUMZpQ/stwxAT1EBD4eJkREQ5gwEBEaUk+Xym+oFiNzsMXUzkUr2OQHG5AUvf/v8Nz7eiyKnTqsueAAAgAElEQVR+VEQFK2o9Y9XxGRAQEeUMBgRElFLXgKDIyYDgYqIY6wh62XLUSBAEU5Zgb/4kdfwYi4qJiHIFAwIiSqnromQFTr5dXEzilaOgCGrRh1xWmdVYn6twIFE+ctJdiVarh12GiIhyCD/hiSilWJdFyQrZcvSiohSWIHrD30Gafh2i06/Laqw8u4ixxXrL0QP541lUTESUQ/gJT0RJlHgcMX8bWtly9KIWHzMR0apZUOzOrMe6tFzvNrQ/fyLirCEgIsoZ/dY2ZNu2bXjyySdRW1uLWCyGadOm4Vvf+hbmzJnT4zGOHTuGdevWoaamBq2trRgzZgwWL16MpUuXQhSTY5fdu3dj/fr12LVrF9ra2lBUVIRrrrkGd999NyZOnJh0fltbG5566ils3rwZ9fX1KCsrwxe/+EV897vfhcfT9zm2RLlG8vvRZnFB7uwok+cQtX70NDRNKLHDjjZEYYHPXoDj/iBKBvuiiIioX/TLR/xrr72GZcuWYdeuXaiqqsL06dOxa9cuLF++HC+99FKPxjh06BC+9rWv4fe//z1GjBiBOXPmoKGhAQ888ABWrFiRdP6bb76JpUuXYvPmzRg2bBjmzp2LvLw8vPXWW/j7v/97fPLJJ6bzA4EA/uEf/gHPPPMMBEHADTfcAEEQ8Oyzz2Lx4sVob2/vjx8FUU6QWn1oNdQPlOTZMpxNQ4HVImCKLaA9/msLi8yJiHJF1hmCxsZGrFy5Evn5+XjhhRcwZcoUAMDevXuxbNkyrFmzBjfccAOGDRuWdgxFUbBixQoEAgE8/PDDuPXWWwEAXq8X1dXV2LhxIxYsWICbbrpJ2//Tn/4UiqLgiSeewPz587Vxnn76afz85z/HihUrsGnTJths6heZX/ziF6itrcVtt92GVatWQRRFSJKEH//4x/jd736HX/ziF7j//vuz/XEQ5QSpS/1AkYtf/giY6ghhf6wQALCn3Y6YJMNmZeqIiOhil/U7+YYNGxCNRlFdXa0FAwBQVVWF5cuXo6Ojo9sswdatW1FbW4tZs2ZpwQAAlJSUYOXKlQCA559/Xtu/adMmBINB3HLLLVowAKjt8b797W9j6tSpOHv2LHbt2gVAnSr0yiuvwOPx4N5779WmH1mtVqxcuRKFhYV49dVXEQqFsv1xEOUEydfKgICSjHTEURhTs6lhWcTeI82DfEVERNQfsg4IPvzwQwAwfTFPWLBgAQDggw8+6PMYM2fORGlpKWpqahAIqOlqWZYxdepUzJ49O+V4Y8eqC+c0NjYCAD755BNEIhHMnj07qVYgLy8P1157LSKRSNI0I6KhSmr1wWuYMlTElqMEAFYrprUf1R5uO9AwiBdDRET9JatPeUVRUFdXB1EUMWHChKTj48aNgyiKqKurg6Ioacepq6sDAFOGwWj8+PGQZRlHjhwBACxduhSvv/46vvrVryadK8syDhw4AACorKw0jT958uSU4yeuvba2Nu01Eg0lkr8VrYYMQQFbjhIAWK24zBAQ7K1rQXuI3YaIiC52WdUQ+P1+RKNRlJSUwG63Jx23Wq0oLi5GS0sLgsFg2k4+iTv55eXlKY8n9jc3d5+efu2113Dy5ElUVFTgyiuvBAA0NTX1aPyWlpZux+8Lu92K8vL87k8cIvizuPDVB9rhs43XHlcWO+GwnL+2ox5P9m0x6fxT8lxwxNoxMtyIM64KxGUFB0/58XfXJ98QyhbfJ8iIvw/UFX8n+ldWt/3C4TAAwOVypT3H6VQ/6IPBYLfjJM5NN0Z3c/z379+PNWvWAADuueceWK1W0/PSXWdPxycaKlp8IcRFtW7AbRPOazBAFxGr2qTBmCXYUnNqsK6GiIj6SVYZglRrA3SVaapQ13EEIfWXjsQYmcbau3cv/umf/gmhUAhLlizBwoUL+3X8bESjEvz+8HkZ+2KSiOabmtji9ULX0B4DOuPzYrcFgUDkvLxOIjNwvsan/iXGZDgBXBo4js3lsxAXRHx2shV7DzVgeGlev7wG3yfIiL8P1BV/J9IrLHTBbu/bV/usMgRutxsA0NHRkfacxLFMWYTEOJFI6i8FiTES53X1/vvv484770RraysWLVqkdSbq7fiZrpFoqJA7OuBVHNrjIq5BQJ0Ui/pB45KjmCjpUzg/OnBusC6JiIj6QVYBgcfjgdvths/ngyRJScclSYLP54PD4UBBQUGKEVQVFRUA0tcIZKoBePHFF3HXXXchFAph2bJlePDBB5MyF9mMTzTUSK3mlqPFrn5b0Jwudlb9d+GyDn2q0LZ99ZDl85NhJSKi8y+rgEAQBEyaNAnxeBzHjx9POn7s2DHIspy2e1BCovtPohuQkaIoOHr0KCwWCyZOnGg69vjjj2PlypVQFAX33XcffvSjH6WcFpRpfABa96JLLrkk43USDQWS3xwQFLLlKCVY9IBgYugs3A71sbe9A/uOnp+mDEREdP5l/Uk/Z84cAMDmzZuTjiX2zZ07t0djvPvuu0nHdu7cCa/Xi5kzZ5q6FD3//PNYt24dbDYbHn30UVRXV6cd/+qrr4bT6cRHH32UVDgcDAbx0Ucfwe12Y+bMmRmvk2gokFp98BnWIGDLUUpQDAGBRYrisgkl2uMP9pzNevzouQZIgfQNKIiI6PzI+pN+0aJFcDgcWL9+Pfbv36/t37dvH5555hk4nU4sXbpU23/y5EkcOXIE7e16McisWbMwefJkbN26FS+//LK23+v1YtWqVQCAZcuWaftra2uxdu1aAMDatWtx8803Z7xGt9uNhQsXwu/3Y9WqVdr0JkmSsHr1arS1tWHx4sVp26ISDSWSz2/OENjZYYg6GaYMIRZD1cRS7eHuumb42tPXk3Wn5c03cPzffoSd/9/3IWXoSkdERP0v68nBo0aNwr333ovVq1djyZIlmD17NhRFwfbt2yFJEtauXYvSUv1Do7q6GmfOnMFDDz2ERYsWAVC7AD344IO48847cf/99+PVV19FRUUFduzYAb/fj9tuuw033nijNsaTTz6JWCyGgoICbNmyBVu2bEl5bUuWLMFVV10FAPiXf/kXbN++HW+88QZqamowdepUHDx4EKdOncLUqVPxve99L9sfBVFO8Hn9kMQyAIBTkGG3DPIF0YXDkCGAFEOJx4ExFR6cbAxAUYC/7D2Lr3x+fPrnpxHcvw8tb74BAIi1tqLtwEFg/KX9ddVERNSNfqkWvP322zFixAg888wzqKmpgd1ux4wZM3DXXXfh2muv7dEYVVVVeOWVV/DYY49h+/btOHz4MMaOHYsf/vCH+PrXv246d8eOHQCAtrY2bNy4Me2Y1113nRYQFBUV4cUXX8Tjjz+OzZs3Y8uWLRg+fDiWL1+O73znO8jL65+WeUQXu3M+vUVuiZ2FomQgilAEEYIiA4oCxOO4YlIZTjYGAAAf7KnHl68dB1HseVZJam1Fwy+fNu2L+f3Zp6+JiKjH+q19yLx58zBv3rxuz3vvvffSHps0aRIee+yxbsfYunVrr64toaioCD/5yU/wk5/8pE/PJxoKmtpj2naRi9OFqAurFYhF1W0phsmjCuFyWBDuiKOlLYL9x7ymqUSZKLKMhl8+jXi7uZ94tNUPrl1NRDRweBOGiEyaDct1FLm5BgF1YZw2FIvCahFx2Xg9AOhNcbH37d8j9OnBpP2x1tasLpGIiHqHAQERmbTE9SCg0OPIcCYNRYrVXEcAwFxcfLhnxcXhw4fR8rvXtce2imHadqzV3w9XSkREPcWAgIg0ciQMr0WvpynKsw/i1dAFyWLuNAQApQVOjK5Qu7TJioKt++ozDqHIMhr+73pAlgEAzjFjUPg3envqKDMEREQDigEBEWliPh9aDS1H87kGAXVlSc4QAMAVE83ThmQlfUF6tL4esaZGAIDocKDky7dANDR2YIaAiGhg8dOeiDS+c15ERXXKkEOR4BDZZYjMjFOGBENAMGV0EZydPWqb/REcPOZNO0bH6ZPatnPMWIh5ebC4DQGBnwEBEdFAYkBARJqGc/pUjSIhCkFglyHqIsWUIQCwWkRMG6+vXPzuztNph+g4dUrbtlVUAABElwvo/H2T2tuhdC4gSURE5x8DAiLSNLboK8QWW+ODeCV0oUpVVJxw5aQybXtPXQtOnjO3E03oOG0ICMrVgEAQRTUo6BQPpH4uERH1PwYERKRpatO7wxSzwRClkqaGAFCLi6eMLtIev/3xSaRizBBYy8r1oQ3ThqS2tmyvlIiIeogBARFpmkN6VqDIZRnEK6ELVpopQwmzp+rtQ3ccOodz3pDpuNTehrhfnZom2GywFBRox8Q8t7Ytt7GOgIhooDAgICJNS1R/SyjgomSUQqYpQwBQWeLG+Eq1U5WiAG9vN2cJjNkBe0UFBFH/nRNNGQJOGSIiGigMCIhI45X1eUL5+ZwzRCl0kyEAgNnTKrXtrfvq4W3Tl7/uOKUHCPZhw0zPs7j1DEG8nRkCIqKBwoCAiAAAoUgMIVFdiMwix+Fyu7p5Bg1JpgxBNOUpo8rzMLJMvdsflxVs+kTPCqQqKE4wZgjirCEgIhowDAiICABwrsGnbRfFAxBsXKWYkinG34tIOOU5giCYagn+vPsM2kJq8GAqKC4vNz3PkseiYiKiwcCAgIgAAA31+kJSRUpE6wlPZKQ49MyREA6lPW/CiAKUFzkBANGYjHf/ehqKJCFaf1Y7x1ZaanqOaJwyxICAiGjAMCAgIgBAY5P+BaxYTD03nAgOp74dCqY9Tc0S6LUE7+48Df/J00Bc7WRlLSqCYDPXqZgzBKwhICIaKAwIiAgATO0hi2zyIF4JXcgUY0AQTh8QAMAlo4tQ7FG/9IciEv708QntmH1YZdL5xgyB5GeGgIhooDAgICIAQFNAzwoUOThdiFIzThlCKP2UIQAQRQGzp+m1BO+dktBmVb/02yoqks43LkwWb2+DIjMwJSIaCAwIiAgA0BJWtO1ClzXDmTSU9SZDAADTxpWgolgNImKKgD+XzgQA2MuTAwLBYoHF1RlwKAriwUD2F0xERN1iQEBEiEky/PHOlYkVBfl5XIOA0jAGBJEw0M1dfFEU8IUZo7THB/PH47SzHNayspTnWz1sPUpENNAYEBARmv1hKFCnCRVIQQgudzfPoCFLFPXWo4qStvWo0egKDy4Zrn/R31w+C/DkpzzXkufRthkQEBENDAYERIRGn/6lrjjWDsUwl5uoK1MdQQ+mDQHADeUxWGS1w1CDoxSfnO5IeR4zBEREA48BARGZAoKiWDtkJzMElJ65jiBzYXFCYWs9rmk9oD1+82A7IrHk6UamgKCdrUeJiAYCAwIiMq9BIIcBq20Qr4YueE49IBB6mCEQztVjtm8/PJIaQLRF4th0OPm5VsOUIbYeJSIaGAwIiAjnWvRuLkXW+CBeCV0MzFOGepYhwLkzsCsS5rbs1Ha9VxdEU0AyncYMARHRwGNAQERo8ke07SK7kuFMot63HoUUA1qaAADT2o9iWJ760SPJCl7a2wZF0X/nrB5DhqCtvX8umIiIMmJAQDTEybKC5qCeFSh08G2BMjMFBN0sTgYAaGqAoKj1AkJhMeZN8iCx9N2hxg789bQekBoDgngbMwRERAOBn/xEQ5yvvQPxzhu0bikMm9uV+QlEve0ydLxO21RKK1DhseKK4fpaF6/tb0MwqgYMxilDErsMERENCAYERENcY6uhw5AUANhylLphzBB0W1QcCkL4y2btYbxSXaRs9hg3PHb1I6i9Q8bvDqrTg6x55rajxulERER0fjAgIBrimlq7rEHgYkBAmfVmypDw/h8hRNRzlIIiSBOnAgDsVgE3TNDb2247HkJdcwdEux2iXV34TJEkyD2ZkkRERFlhQEA0xCWtQcBViqkbPV6Y7NxZoGar9lC65gYookV7PKHUjokleovbF/e0IRZXWEdARDTAGBAQDXGNPv0OrJoh8GQ4mwiAKUOQJiBQFAib3oDQOeVHHjUOseFjk06bOyEPdotaYtzQLuGt/a1dWo+y0xAR0fnGgIBoiDPVEMTaITtZVEyZ9Wil4tp9EI4fVs8XBMRmzQUEIek0j0PEtWP037nf7fGhNa9Ue8wMARHR+ceAgGgIUxQFTcYpQ0qEqxRT96w2feqPFANiUfNxKQbhnd9pD+VpMxDPL0473OXDHRjmUceTZAW/UyYiUUrMTkNEROcfAwKiISwQjiEcVdcgsMkxuJ3WQb4iuigIQpfC4i7ThrZ/AKHVCwBQnC5Er5iVcThREHDjxDwtgXBEysP+/AkA1E5DRER0fjEgIBrCGrt0GGLLUeqxDNOGhIO7tW1p5vVQrA50p9xjxfTh+pjvlV2FkOiAxClDRETnXb/dDty2bRuefPJJ1NbWIhaLYdq0afjWt76FOXPm9HiMY8eOYd26daipqUFrayvGjBmDxYsXY+nSpRDFzLGL1+vFzTffjC984QtYs2ZNynPuvPNOfPzxx2nH2LRpE8aOTS56I8pVXTsMKQwIqIe6rkVgWi2gMzsAANKoCT0e85oxLhzxxeAPxxG2OPFe2UwsGYQMQczbgvbtHyPvssvhGD1mwF+fiGig9UtA8Nprr+G+++6D3W7H7NmzIcsytm/fjuXLl2P16tVYvHhxt2McOnQIt99+OwKBAGbMmIHLL78c27dvxwMPPIDdu3fjkUceSfvccDiM73//+/D5fN2+htvtxhe+8IWUx/Py+GWIhhZj/QDXIKDeSNt6tCOirztgsZinFnXDZhFw0+cK8fJONaDYXzAJn7Xtx4h+ueKea1j/FMKHP4Nv0x8x/uFHIdrsA3wFREQDK+uAoLGxEStXrkR+fj5eeOEFTJkyBQCwd+9eLFu2DGvWrMENN9yAYcOGpR1DURSsWLECgUAADz/8MG699VYA6l3/6upqbNy4EQsWLMBNN92U9Nz6+nr84Ac/wJ49ezJe55kzZ9Da2orrrrsuY3BBNJR07TAEV+UgXg1dVNJNGfIbbsx4ClJ2FspkUrkTl5aIOOSVAQBvKePxeSkOm9XSzTP7RzwQQPjwZ+p2ezukFi/slfy7IKLclnUNwYYNGxCNRlFdXa0FAwBQVVWF5cuXo6OjAy+99FLGMbZu3Yra2lrMmjVLCwYAoKSkBCtXrgQAPP/886bnSJKEDRs2YOHChdizZw9Gjx6d8TU+/fRTAMC0adN69e8jymVdawgULkpGPZS29ahfny6keAr6NPaCSwvhiKudi7yWPLy17UT661CUtMf6InykzvQ4HuA6CESU+7IOCD788EMAwPz585OOLViwAADwwQcf9HmMmTNnorS0FDU1NQgEAtr+mpoaPPDAA5AkCatWrcLdd9+d8TUOHjwIgAEBkVFSDQGnDFEPmaYMGbsMGTIEfQ0IPB4n5nr1wuS3t59Agzd5vYPwkToc/f//BafWPgi5a+vTPgrXHTY9ZkBARENBVgGBoiioq6uDKIqYMCG5cGzcuHEQRRF1dXUZ7+LU1al3ZIwZBqPx48dDlmUcOXJE2+dyuVBdXY133nkHS5Ys6fZaEwGB3+/HN7/5TcyePRvTp0/HHXfcoQUkRENJuENCW1D9EmVR4iiQQpCZIaAe6lpUrG23Zh8QCIKAK6QzGBFpAgBIcQUbNn2W9Dniffv3iPtbET78GYJ7dqcaqtciSQFBIM2ZRES5I6saAr/fj2g0ipKSEtjtyUVXVqsVxcXFaGlpQTAYhMfjSTlOY2MjAKC8vDzl8cT+5uZmbV9VVRWqqqp6fK2JKUMrV67ElClTcPXVV+P48ePYsWMHduzYgR//+Me48847ezxeb9jtVpSX55+XsS9G/FlcGOpOt2rbRbF2iFDgKimC4O55EWh/8XgG/jUpO0pRgdZZyBqLwF2kBpOhcBukzv22khLY+/j/1pLnwRcbt+N/R98MRRBx8LgXtWfaMWf6SO2c4yf1qUT2oD/r9xY5FkPdieOmfU45yvesCwD/H1BX/J3oX1llCMJhdbqBy+VKe47TqX4YBIPBtOckxkmcm26MUCg5ZdwTXq8XDQ0NsFqtePTRR7Fx40asW7cOGzduxH/+53/CarVi7dq1WtBANBScbdLvfBZH2wEIgJMZAuohp/6+rxje3xWfXkMg5PctQwAAcLtRGfVihr9W2/XMm/sQisQAAFGfD1Gv/lodTU19f61OwaPHIEfNU49iXBiNiIaArDIE3a0NAPSs4CsxjpCmG0VijL4Wj5WUlOCjjz5CW1sbxo0bZzp28803Y/fu3fjf//1f/OY3v8Hq1av79BqZRKMS/P5w9yfmuEQ039TEObkXgsMn9C9TJbE2KC4XQqH+mYfdU4nMQCAQGdDXpewJsohESBAPtKO1Vb1hI3hbkHgnD4lOyL38f5v4nZBsTlgBzPHuxqHSSxGMC/C2deCZ1/fhG/MnI7jvoOl57Wcasn5v8X6SPO0o2Ozle9Yg4ucGdcXfifQKC12w2/v21T6rDIHbrd5N7OjoSHtO4limLEJinEgk9QdHYozEeX1RUlKSFAwkzJs3DwBw4MCBPo9PdLE5ZyjSLIm1cZVi6hVTl6FE9jYuAe3qHXVFELKqSVE6s1VOOYYbC/W79JtrTuHkuXZEukztkVpa+vxaCZG6uqR98XbWEBBR7ssqIPB4PHC73fD5fJAkKem4JEnw+XxwOBwoKEifOq6oqABgrhEwaupMBaerMchWYtx0AQkNjJjPh3go/dQy6l/nTIuStUFxp67xIUrJbggIOsKALAP+VgiJygK3BxD7vnaAYpi+9rl4M8YMU38/FQXYsOkzhE+YW5HGvC1ZtSBVFCWpwxDALkNENDRkFRAIgoBJkyYhHo/j+PHjScePHTsGWZbTdg9KmDx5MgC925CRoig4evQoLBYLJk6c2Kfr3LZtG/71X/8Vzz33XMrjp0+fBgBUcvGZQRM8sB/H7r0HR/7l+/C+/QcosjzYl5TzTBmCaBtbjlLviCIUu0PdVhQgEjK3HM0vzGp44/PF+pNYcNVoiKI6GanujB8fnzO/R8iRCOQMtWrdiTU1Id6eXC8gtTMgIKLcl/U6BHPmzAEAbN68OelYYt/cuXN7NMa7776bdGznzp3wer2YOXNm2i5F3YlEInjzzTfxq1/9KmUm44033gAAXH/99X0an7LX9vE29Q5jPI7m376M048+jFg/TAGg1ALhGIIR9W/BJsfgiYe5KBn1WtK0oX5YlCwhPmwElERdWf1plNpkzLq0Qjv+ruMSBCzmqagxb9/fM4ztRh0j9U5GnDJERENB1gHBokWL4HA4sH79euzfv1/bv2/fPjzzzDNwOp1YunSptv/kyZM4cuQI2g13XWbNmoXJkydj69atePnll7X9Xq8Xq1atAgAsW7asz9d4/fXXY+TIkThz5gz+4z/+A/F4XDv229/+Fm+//TbKy8vxta99rc+vQdmJdekQEq49hBM//Qnadnw8SFeU24yLPBXH2tUiUGYIqJfMqxUHIBgzBHlZtgS0OyGXdAYAigKcOIJrp1WiyKNmJTosdrxTPsv0FKkl9bTTnjBOF3JNmgx0BiNyOAQlxY0kIqJcknVAMGrUKNx7770IBAJYsmQJli9fjm9+85v4xje+gWAwiNWrV6O0tFQ7v7q6GjfffDPeeecd/SJEEQ8++CDcbjfuv/9+3Hbbbfjud7+LL33pS6itrcVtt92GG2+8sc/XaLfb8cgjj8DtduO5557Dl770JXzve9/DwoUL8eMf/xhutxvr1q1Dfj572g6WWFNj0j45HEbD00/Ct+mPg3BFua3rdCEAUJwMCKiXDKsVC+FQv6xSbCQPH62Pf+IwbFYRN12t76v1jEVtnv5YavGir4wBgX3kKIiGNtjxILMERJTbsg4IAOD222/Hk08+iSuuuAI1NTXYv38/ZsyYgWeffRa33nprj8aoqqrCK6+8gptuugknTpzA1q1bMWLECKxatQo//elPs77GGTNm4PXXX8fChQsRDoexZcsWtLS0YNGiRXjzzTcxffr0rF+D+kbu6EDc71cfiCLKlyyFtahIO97OLEG/O+czZgjUgICrFFNvmTMEXaYMZZshABA3BgTH1C/sYyvzUSXqr/NOxbWIiDYAQMzbtwxBPBhE9OwZ9YEowloxDKKhMx5XKyaiXJfVOgRG8+bN09p3ZvLee++lPTZp0iQ89thjfXr9RYsWYdGiRRnPGTduHNauXdun8en8iTXr04WsRUVwjBqNsq8tRsMzT6nHvX2/60epNXj1DkMlnQGBkkVbXxqazAFBEPDrq1/L/RAQyBUjoIgWCHIcaGoA2v1AfiHmtdTgSP7nEbS6EbA4saV0Jv626WNIfawhCB/RG1o4KodDtFohutwA1PcemZ2GiCjH9UuGgCgbsUZ9upCtuBgAYCko0ObwxtvaIMdig3JtuaqxSw0BAMgOBgTUO4phyhCCAaBNnzIku/thCqbVBrlc7/4mnKgDOiJwtdRjQdMObf+ewik44RqGWHPfAgJTQfHoUQBgzhCw0xAR5TgGBDTojAXFialCgijCYugqJfl8Sc+jvlEUxbQGQUm0DYrFClhtg3hVdFEyZgiaz0HobNigOF2AtX8S0PHhY/QHxw4D59SpPZcET2JytEE79MfyaxHqYw2BMUNgH6F2GLIYMmYSpwwRUY5jQECDLmooKLYWFWvbFkORd1+nAlCy1kAUHTH1i5sj3gGX3KGuUpxo8UjUQ8YpQ0L9af1APxQUJ5gKi48fBjpfRwAw39EEh0X9vfXZC7DJeSnkzpXte0qRJESOHdUe24ePAGDOEMgMCIgoxzEgoEFnzBBYCvViYku+/qWCGYL+Y+owFGuDAEBxs8MQ9Z7iNEwZavfr+7NclMxILhsGJZG9avVC+HSPdiyvrBjXj9fv5O8uvATb/nq06xAZdZw6CSUaBaBmKMXOvwVzUTGnDBFRbmNAQIPO2HLUUqh/kTBmCOKtLCzuL8YOQyWd9QNw923RPxraTEXFBv1RUK/D8HoAACAASURBVKwRLZCH6QuFCaeOadvxknJMrbDj0tg5bd+GbQ2ob+n5isXho0e0bccoPRshGrpuscsQEeU6BgQ0qBRZNnUZshToWQFjQMBOQ/3nnKHDUHFiDQK2HKW+cLhS7+/HKUOAuf1oggIgXlQGQRDwRetplETVDEU0ruC/39ivTYvrTuSonlFwjBihbbOomIiGEgYENKgknw/oLEQU8/Ig2uzaMdOUIQYE/cacIUgEBJwyRL2XPkNw/gMCFJVohfC2PA8WNrwPq6yuKHymKYhfb/qsR2Mb6wdslcO1bQunDBHREMKAgAaVcbpQouVogpUZgvOiwcuAgPqJ1QbFYknaLef17xQ0pbg8KfiQy4bp2558VERbTa1I/7KvHn/ZW59x3Hh7O2KNndONLBZYS8u0Y8YpQxIzBESU4xgQ0KCKpekwBHQtKmZA0B9kWUFTq3HKkPpFx1QcStQLSoppQ/2xSrGJICBeac4SKKUVhtdT3yuq2uswLa6/pzy/qRaHTqRvSBA2ZAccw4dDMAQ3opsrFRPR0MGAgAZVqjUIEkS3GxDVX9F4INDrdoKUrKUtAimuAADylA44FHXBN5k1BNRXXe7cK1YbFJuj319G7jJtSC4xBAQeNQARANzk/SvKCtVrikky/uvVvfjsVCtSMU4XcowYaTom2OxAZ4CgRKN8/yGinMaAgAaVOUNgDgi4OFn/M9YPFMcMdz2d7DJEfZNUR5BfcF7WtOiaIYgXl+vXYMhI2Nu8+Ornx8LjUusLOmJx/OKVPThyxo+uIoYOQ/bhw03HBEHo0nqUWQIiyl0MCGhQRdOsQaDt47ShfmXsMFQS0QMs2dH/d3RpaOg6ZUjx9N8aBKZxC4q0oEAeOwmKoQEBLFYozs4slyKjGB1YfOMk5DnV1ZIj0Th+/vJuHKtv08eTZXNB8TBzQACwsJiIhg4GBDSoYo2GDEFB8hcJ82rFDAiyZVyUTGs56nABFutgXRJd5LpmCBLTd/qdIKBj/kKEv7IUkblfTjosG1/X70VpgROLb5wEt0P93Q53xPHoS7txokH9Yh9rPAc5pP49iG43xPzk6zYWFnO1YiLKZQwIaNDEg0HIIXUBIcFqheBOnsduyhBwcbKsNaRoOQquUkzZSAoI+rflqInFAqWkIuWUJMXQ6lTwq9mvskIXbps3CS67WgsQikj491/vxI5Pz5nWH3COHAUhxZhcrZiIhgoGBDRoTAXFxcUpP5CtzBD0q0bjomSJlqMMCCgLSVOG+nkNgh5fhzEQ8evT4SqKXfj6vElwdgYFHbE4nvzdAby0sxnxzo9Au2FBMiOuVkxEQwUDAho0sWbDdKEuaxAkcLXi/iPFZTT5jQFBZ8tRrkFAWUhaH6C/W4729DqMr+s3NyCoLHHjG1+YjOJ8vVbmo0A+fj3qJrRZ3aYFyYy4WjERDRUMCGjQmOoHitIFBCwq7i9NrWEoasdRFFhl2BR1hWhmCCgbF0xA4EmeMmRUXuTCP37xElwyWm9ecNZZjmdH/x0+VUpSjtmbomLJ3wrvH/9gKlQmIrpYMCCgQRNrTr8GQYIpQ9DCgCAbpg5DQlQ/wDUIKBuGgEARxZQLlQ0EUyDiT/1e4bBbcMvnx2HeOCcERQYAhC1OPLOzHU9v98IXjpvO783iZI2/fh7Nr76Mkw8+gMCunX38VxARDQ4GBDRoosYMQWHqVoWi260tDiSHQ5Aj4ZTnJbTvrMG5X/8K0XMN/XehOcK0BoEc1LYVJzME1HeK27CGRX6htpjggF+HsctQqw9aOqwLQRBwNRqw9MwmeCT9b2JvfQd+9m4T/nwkCLnzub2pIQgfPtx5IQrqn/4fhD6r7eO/hIho4DEgoEFjXJQs1RoEgPrhbfEY6wjSL04Wa2lB/VP/Df+W99D46+f770JzhLHlaEnU0I/dyQwB9Z3iKUDs0iuguD2QZn5+8C7E7tTXJpBiQCiY9lThzAmMjjTimyffRJVL/7vokBS8uq8Nj7zfguPeqDkgaG9LNRQAQI7FTMeVWAxn1/0XOk6dyuIfREQ0cBgQ0KBQJEnvGiQIplqBrozThuIZ6ghCnx4A4mrKP3LieL9cZy5pMK5BENZ/jnKKdq9EvRG7Zh7CX1+O2OhJg3od5k5DGaYYnjkBAHDJUXxhghN/f1k+SvMs2uGTrTE88kELfnNUQLtFnTYktafPEMT9rUn75HAIp3/xiKmbGhHRhYoBAQ2KWEuzltK35OdDsFjSnmst0D/kYxkCgrAhRS8Hg4iHQmnPHWoURcHpJv2OaVlbvbYtOxgQUG4wdhoS2pK/pAMA2v3aMcVqRbywFCMLbVhcVYBrx7pgMXwqftIg4emxC7G1+HJEgiEoaaYhST49c2kpKITQufJ33O/H6f98hC1LieiCx4CABoXxrpmtOHWHjwTjlKFMaxF0nbNrLFoe6tpCMQTCMQCA3SqiMKT+HBVRBOyOTE8lumjIeanXIjA5c1LbVMoqtUXOrKKAq0e5cPuVhZhUpv9NxEQbPiydjvWjvoK/7DwBWU4OCow3KhwjR6Bs4SKt9inWeA6t723O5p9FRHTeMSCgQWGsH7AWp64fSDBOGUrXejTW0gKpudm0T2ppTnnuUHSmSb9DWZ5vg7YEnCsv5aqvRBcjU2FxmilDwpnj2rZckbz+QJHLgpsvycNXp+Wj3GPV9rfZPHj2naP46bOfYO+RFlO2wJQhyM+HY/QYFN04X9sX+vRAX/45REQDhgEBDQrTKsVp1iBIsBimDKXLEIQ/O5T8Gs0MCBLOGKYLlTv0LzJKnifV6UQXJdNaBC1pMoSnj+vnl1emHWt0kQ2Lq/LxxdABuCW9u9nppgB+8coe/MdvduHIWT8A840Ka2dQ4po8RdsXPnoUciTSq38LEdFAYkBAgyLa1H3L0QTTWgRpMgSpWvx1zRgMZWea9QxBmaB/MVHyM//siS4mckmF/uDUMUCWzSdIkmnKkFQ2IuN4oiDgCqEF3z7xBq7z7oHN8Il56GQr1vyqBj9/eTeONul/U4n3K4vbDVt5ubozHke47rO+/aOIiAYAAwIaFMYMQbqWo9rxfHOGIFVhXzhFQMAaAp0xQ1AmGdojetJ3dyK62Cj5hZBdnetqdESAxnrzCfUnIcQl9dzCYijO7hdRUxwuOJQY/sa7B9+aFMP0yWUQDbPs9h/14ungeLw4Yj5OOSsgGqYtOUaP0bbDh5KzmBlfV5YhR6OIh0KIBwKIh4KQIxHI0SgUSerVWERE3bF2fwpR/zPO7zdOCUpFdDoBqxWQJPUDMRyGxdAqU2ptRezcuaTnMSBQKYqC082GgCCo/+wZEFBOEQTIw0ZCPK7ejRdOHoFSOVI/fvKYtikPG9n12SkpTn0lZk80iAXXjsbMKeX46EADDp7waeufHXePwHH3CHx0SMR8RHBZpQOOMWMR2FkDAAgdOtjta0VOHEfjhl8hcvxY2oXVEvIur8KI7/4gY4c2IqKeYoaABpwiy6b5tEI3XW4EQYA1Q2GxMTtgHzZM2442N6dtEziUtLRF0BFV12dwOaxwt+mBkrFNI1EuMH3RP3nUdEw4dTT1eRkoDkMWIaROvSspcOLL147D/7n5c7h8fAkERZ+adNQv4+ntPvzs3Sb8ValATFTvu0VOnEA8mHqxNEVR0Pr+n3HqoZ8hcuxot8EAAAT37WWxMhH1GwYENODkSET7wBPsdghi97+GpmlDXQICY/2Aa8olEOzqaqVKRwfigfb+uOSL2llDdqCi2AXB0H3F1KaRKAfEDV/0hRNH9C/XigycOq6fV5G5fiDBOK1ICJu/0JcWOPG304rwrRNvoKrtMERDYNAYiOOlAyH8z7iv4eOiaYjCkrL5gdzRgYb/ux6Nzz9nngokCBCsVogOB0SXC6LTqb63Gd4vU2VGiYj6glOGaMDJEb1jh+joWQ98U+tRb9cMgf4h6xg1GtZPP9WmC8WammHNsAryUGDqMFToBAyrqspuZggotyhFpVAcTggdEfWOfnMjUD4MaDoHIaIuVqi43D0Phk0ZghR3+NtaUSwFcHPjR7heOYMdl92MffVhdEhqIBIS7fhz2UxsL56GG7afwlemXQGnXf3ojTU14czj/4XomdPacPbKSpTeshCWgtQF/23bP0bbh+9rzyci6g/MENCAk8OGgMAwPzeTdAGB1N6G6NmznSdZYB1WCYuha5GUrvXgEGJcobjcqUCQ1elDitOl1mYQ5RJBMN39F04dUTdO6fUDSuWoHq+/YSo8ThkQ+LVNj9uO68Y4UT2zCH8zIQ8FTn1+f9jixNutBVjxPx/h7e0nEItJOPvUf5uCAc+V01H+jX9IGwwAgLVIb8LAOiki6i8MCGjAyaG+ZAhSTxkKf6a38nOMGAHRajW1MWXrUXPL0RKw5SjlPnnYKP1BZx2BqX6gh9OFgC41BMFA8gntesZNcavrejisAq4c7sAd0wvwhQlOFMT05wXCMbyy5QhWPfkhTp1VFzQTLBaUfuUWFM3/YrdFwlZDVzbjAo9ERNlgQEADLtspQzFTQKDXDzjHjFXPNX5gDvHVimVZwdnmkPa4LKq3HMUQn0pFuctYMCwcr1PrCAwZgp7WDwDmLkOpMgRCmyEg6LLQn0UUMG24G8vDO/Clxo9MgcHZoIL/Hf1lfFw0DZ7Z18F1yed6dD3GDEG0qYmNE4ioXzAgoAEXD+tfUHsaEFjzU69WbAwIHKNGq+caMgRDfY5tY2sYUlwtdMx32+BoNxQUe5ghoNwkl5RDsdrUB+1+4NRRCK3q775itSFeXNbzwexOaF+5IyGgc8qdpl2fMpTIEHQlDB+JK9sO49sn3sCNziZYBXXEuGDBn8tm4pfRyWgK9mxtAdHphND5vqlEo4j7/d08g4ioewwIaMAZawiEvmQIvF6E6w4jWn8WHadPqTtFEbbKSvVcY0AwxOfYnmnS70hWFJk7DHENAspZomiaFiRsfVfbVoaNAIRefPSJIuAwZAkMNzQAmGoI0gUE8Ur1ZoUFMmad2Ibq039AZUTPXh71Sfj3Lc2oa4726JJMdQRD/KYHEfWPfgsItm3bhn/8x3/ENddcgxkzZuCOO+7Ahx9+2Ksxjh07hh/+8IeYO3currjiCnzlK1/Bhg0bIHddfj4Fr9eL2bNn49/+7d/SnhOJRPDUU0/hy1/+Mq644gpcf/31+MlPfoLGRs7DHEh9qSEQHA4INvWOnxKN4tS/r8Hx+3+stRR0DB8Owaa2GzVlCFpaoPTg9ydXmToMFbsAY0DANQgoh5naj9Z9qm33dP0BIyVTp6F2Y9eu1AGBXF4JJVEb0O5HWbgFd5x+G9eHDmurHndICv7nY2+PggJTHUEzP7+IKHv9EhC89tprWLZsGXbt2oWqqipMnz4du3btwvLly/HSSy/1aIxDhw7ha1/7Gn7/+99jxIgRmDNnDhoaGvDAAw9gxYoVGZ8bDofx/e9/Hz6fL+05sVgMd999N37+858jGAxi7ty5KCoqwiuvvIJFixbhbKJTDZ13phqCbhYlSxAEAfYR6T/InWPGmMYUXeoHuCJJkIZwSt24QnF5oQto1f9GZAYElMPSffHvTUFxQtq1CBQFMNQQyK681ANYrJArzNdjgYJZV4zE1y8vQJ5d/SjuaVBgzBBIQzwLSkT9I+uAoLGxEStXrkR+fj5++9vfYv369fjlL3+JF154AR6PB2vWrMG5bhZPURQFK1asQCAQwMMPP4zf/OY3ePzxx/GnP/0Jl1xyCTZu3Ig//elPKZ9bX1+PO++8E5988knG19iwYQO2bt2KG264AZs2bcJjjz2Gt956C9/5znfQ1NSE1atX9/lnQL0jG1LuPZ0yBAAlf3szCq69Du5LPwf78OEQ3W4AgKWgAHlXzjSda2zbN5Q/MI1Thko8dsBvCAi4BgHlMLlsGBTR3LFHEQTEy4aleUZ6inHKUMjQaSgUhBDvbONrdwCJuoUU4sNHmR7LoydAqhiFYflWfHVaflJQcKQlfVBgbJwQ5ZQhIuoHWQcEGzZsQDQaRXV1NaZMmaLtr6qqwvLly9HR0dFtlmDr1q2ora3FrFmzcOutt2r7S0pKsHLlSgDA888/b3qOJEnYsGEDFi5ciD179mD06NFpx1cUBc8++ywEQcD9998Pe+dKtgDwgx/8AOPHj8eWLVtw6tSpXv3bqW/i4d5PGQIAiycfBZ+fg5K/uwUVt/8jRtz9PYz4wQ9R+U/fgZhnvjNnZR0BYpKMRp/+sy6xRCHE1cJFxeEEbPZ0TyW6+FmskMsrzftKh0GxpP/SnpZxLYKgIUNgKChGNxk3uVL/jFIEAbGr52iPS9yWpKDgvz9KHxSwhoCI+lvWAUGiTmD+/PlJxxYsWAAA+OCDD/o8xsyZM1FaWoqamhoEAvqdmZqaGjzwwAOQJAmrVq3C3XffnXb82tpanDt3DpdeeilGjTLfpRFFETfeeGOPrpP6h6mo2J7dl1LRZoOQYoEh8+JkQ7P16DlvCHFZrbEoznfAFjB8eeEaBDQEyJVd7spX9r5+AOhSLNxsyHibWo52ExCUVSI+Um2NHJ/5ecTzi03HE0GB25gp+MiLpkBy9yHzWgQMCIgoe1kFBIqioK6uDqIoYsKECUnHx40bB1EUUVdXl7FXcl1dHQCYMgxG48ePhyzLOHLkiLbP5XKhuroa77zzDpYsWZLxOhPjT548OeXxxLV/Zljkis4f00rFPQwIAh0yPmvqQHNQgtyDvtv8wAROGxYkqyh24f+x995xepV1/vf73L1M7z0zycykJ5CuEEJCQihCMCogoIC6rj93XZ5n3dfuz8d1BV3ruq6yIqhYAaUoAiIECUmA9GTS2yTTMy3T6z13Pef548zcZVqmJ8x83/9wynWuc93DyTnX5/o22iTDkDCzCPSLI1BTRx8/ABBITg9uK1Wh71BEUTLn4AHFoQsVPDfdheu+L+JduGLQJgkOI1vDRIHbr/HrojZ8gch3njE6Olhp2d/WiuodWXYiQRCEoTCN5+L29na8Xi8JCQkRbjjBzk0m4uPjaW5upru7m6iowV+YfVl+kpOTBz3fd7wprOrskiVLWLJkyYjG2dg7Ibxc/83NzSPqb7RYLCaSk8Vfuw+DzxPcjk6IxR7nGLZ9fYePb++socOt++qaDQqpMWbSY83MT7OzoTAGkzHSSmDMSKHvU621t87Iv39rd8gFLjMlGnvnRfr+8sb4eKKibINfeAW4msYiXB1MxDOh5eaiGQzQm2nMMisXq330/Wp5eWiKogcRX6ol1qKhOJy4vd30TcVNcXGYRzRm+7Bno6LgHquZ3x5oQtWgqtXHW6U9PLAqsnZCQ1wcvt5EGtEBF47kxFH/rg8SM/EdLgyPPBMTy7gsBD29K712+9AvOFtvlcfu7oEVHvv3Y7MN/jLtO+5yuQY9fzn6rhtqnOPtXxgdAdfIC5N1eQL8YHtdUAwA+FSN6jYvhyq7+d2BJn7y7qUBVgNLfMhC4JmhaWWr6juD2ynxDtSWMMErLkPCDEAxW1BWfBiMJpRrV6MMlQXocv1YrJDcG4ysafgrdCuB1h6yEBA1cZOT9FgLGwpDVrxtZ9o5cjHyG2qJD7kcuS+TuEMQBOFyjMtCYDBcXk+MpKx6Xz+D+YKH9zHWEu2T3f/l8Hr9tLf3XL7hNKdPzXu7Qh+2Lo9KT9vgQsyvavx0bwv1HT4ATAYFm1mhyxNZV+BwVTfP7W/gjvmhD7KmhISGp7GJhrpWFNO4HvcPHGU1ocmK06LgbWyk71+Ax+zA3+W+MgMLo28VuOsqGItwdTDhz8T8FTB3mV5gbBx9mpMyMDfUA+A6exYtIx+lqTn0b8pondB/U/MTjZQmmClv0d9/P3u/gf+7Pol4e2/mpDAB0lxaRSB37oTd+2qi77vR2Nh5mZbCTEGeiaGJjbVjsYxtrjMuC4GjN+2jx+MZsk3fueGsCH39uN2Dv0z7+uhrN9ZxXq7/4cYoTAyapo0ohkDTNF443s75sHzcH1kcz2dWxPH3q+O495oYFqWHLEpvFXdx6GJYsLLJhKHPp1fT8LWG/OdnAh5vgMY2/Xk3KBAXZY2IIVAncDVTEK56RrB4dTnC6xoolXpcWkQNgiGKko0VRVHYmO8kyqqPvdur8tuitmCiAKPESQmCMIGM6y0ZFRWFw+GgtbUVv39gJgS/309raytWq5WYmKGDGFNSUoDIGIFwLhcDcDkmu39h5KheL/Tm7cZoHHLV/p2SbvZVhib46wpjyen93lpNBlKcJm7MszMrPpRC8Lmj7VS0hgREeOpR/xD/76crtc0hK0xirA2jokQKAqlBIAijIpCaSdCGXFsNXk+/omQTKwgA7GYDmwucQStESZOXbef1ZAERqUdnaGplQRAmjnEJAkVRyM/PJxAIUFFRMeB8eXk5qqoOmT2oj77sP33ZgMLRNI2ysjKMRiNz5swZ0zj77j9Y/0Awe9HlximMn4j4gSFiRo7Xunn1dMgUuDjLydLkgY+qQVG4pdBJgkM3oftVjZ8faKW1RxccEbUIZljq0eqwgmTJcXa9gJJfdz3QLFapQSAIo8VqQ4vvDezVVCg5i+LTFyA0k2nS/k1lxppZnROyXr9V3EVNu69fJrWZGSclCMLEMW476tq1enGV7du3DzjXd2zdunUj6uOdd94ZcO7IkSO0tLSwfPnyIbMUXY45c+aQmZnJmTNnqKurizinqio7duxAUZTgOITJI+AaviiZL6Dxh2PtwZW4nAQr62bZgMHjP6wmAx+ZF4XNpJ/vcKv8/EAr3oAWWYtghq2gVdX3EwTtYS5TUTHBlIWCIIyc8DSmyumjoRPO6En9N7Uiy0ZGjG5NVTV44UQHhrD3m7excdJi4ARBmBmMWxBs3boVq9XKL37xC06dOhU8fvLkSZ5++mlsNhv33Xdf8HhVVRWlpaV0doZWgFetWkVBQQF79uzhxRdfDB5vaWnhscceA+Dhhx8e1zjvvfdeAoEAX/3qVyOyCf34xz+moqKCTZs2kZOTM657CJfHf5kMQ0dre+jy6kHDMTYjt8+LwsDwH7o4u5Fb50Zh6P0eX2zzsaOku1+14qm3EGiqGlGVeSopqQ0VIUtPcETWIJAMQ4IwJtTUUKEz5cLp4PblipKNF4OisGGOM/iOK2v2crBBQ+l9h2peL4H29mF6EARBGJ5xp13Jysri3/7t3/jGN77Bvffey5o1a9A0jQMHDuD3+/ne975HYmIoP/JDDz1ETU0N3/nOd9i6dSugZwH69re/zYMPPsjXvvY1/vjHP5KSksLBgwdpb2/n7rvvDlYTHisPPfQQu3btYs+ePdx8880sW7aM8vJyzp8/T0ZGBl/72tfG1b8wMgJh6WcN1oEuQ3sqQhPoa7OdmJWRrXplx5m5PtfBe+W64Hj7QhfL5of72E6tIAh0dVH5za8T6Ogg44tfwrl4ZDUzJgKPL0B1Q8hCkJbggLLW4L4qRckEYUwEwgubBUKpkCdbEIBetGxZpo3D1XqygFdOd/KF+GQs9dWAHlgcHlcgCIIwGsafegG4//77eeqpp1i6dClFRUWcOnWKZcuW8etf/5otW7aMqI8lS5bw0ksvsXnzZiorK9mzZw8ZGRk89thjPProo+Meo8Vi4Ze//CVf/OIXsdvt7Ny5k+7ubu655x5eeOGFYOCxMLkMZyGo7/RR2qz75BoUmJdkZjQsSbeS2BtP4PFrvN0cyko11UF3HQf3429uRvP5aH//3Sm9d0VdRzATSXKcHYvZiNLWz2VIEITRY3eixsQPOKxNcIahoViZZSfGpn+2XV6VHdGLg+d8TRJHIAjC2JmwxOzr169n/fr1l223Y8eOIc/l5+fz+OOPj+n+W7duDVochsJut/PII4/wyCOPjOkewvgZLoYg3DpQmGrHahidT6xBUbg+186rZ/TV8f11fhZY40n2tOJva0P1eodMczrR9Jw/H9z2t0xOBeyhKK3tCG5nJfcWYgqLIdCcIggEYawE0jIxdLRGHNOcUyMIzEaFG2c7eK33HXdMS2a+PZVZPZdmXJyUIAgTy4RYCARhpIRnGVLCBIEvoHGgKnQuvMbAaJgVbyEnTrcsaBrsTF0VuscUuQ1pmkZPSUgQ+FqmtgZCSXXIlzizTxC0hbsMTc3kRRCmI+FxBH1oY6yAPBZy4y3kJ4YWNv6WvBo/BrxSi0AQhHEggkCYUoZyGTpW68bl0y0CcQ4TGY6xZ+y4PtcezElUZkml3J6u37vx0pj7HA2+pkYCbaH85IGODlSfb0rurWkapf0DijUtwkKgioVAEMZMeIGy4LEpshD0cUOeA4tRf8s1W+I4GL9QipMJgjAuRBAIU0p4ULES5r6zpyIkFJZmjq0idR9JThPzU0JiY0fSclQUPP1Szk4W4e5CffhbWwdpOfE0tvXQ6dLFh81i1CsUu10oXr0at2Yyo5kHZncSBGFkaM7oAYH52iQUJRuOKKuBNWG1CfbGL6apuWuYKwRBEIZHBIEwpfgHiSGo7/RTEhZMPDdp/KEta3LsmHqf7kZrAqeiZ+Orrx93vyOh58IggmCK4ghKa8LjB6JQ+lUoJjpWahAIwjgJdxvSDAY0q32Y1pPDknQryc7eoowGE3+z5OuV4AVBEMaACAJhSomIIbDogmBvmHWgINWObQKeyiirgeWZoY/0e4nX0lU/NS5D4fEDffhbpyaOILz+QDB+oD1knZAaBIIwfsILlOGIuiIi26AorJsdsqYWR+Vy8mTFlI9DEITpgQgCYUoJ9Ish8AU0DlwMHVucNrZg4sFYlmnD2Zu5tMvkYG/n5Af++Ts6BrVETJXLUGlYQHFGYl9AcViGoajJz5cuCNMdNWMWmlG3ZGrhtQmmmIwYMwv8offNC/vq8AfUKzYeQRA+uIggEKaU8KBixWzheJ2bbq8eTBxrN5LhnLiVNrNRYXV2aAVtn6OAzqbJnZgP5i4EU+My5Pb6udio+xEr9BYkA5SmctrL7QAAIABJREFUkGVELASCMH40ZxSeTR/Ft2ItnlU3XtGxrDU3YFH1uKH6rgA7iqqv6HgEQfhgIoJAmFIiLQQW9leGBRNnTfwK/vxUK3EBPZDZbbTy5u7SCb9HOD0lF4LbpoRQhe6psBCU13Wi9ZZuSIm3Y+4LoqgPTRDUhORJH4cgzATU1Ex8C5ejWSbOqjkWnNFOrms5Htx/ZXc57V2eKzgiQRA+iIggEKYUf3dIAHiMZi40hYLg5iZOWJ28IEaDwnXUBvd3nO+gvXvyAu/CLQTOBQuC21NRi6C0Jjx+oDfrSSAADaHsSoF4EQSCMJ3QouNY0XaORK+e6tjtDfDHdyd34UMQhOmHCAJhSgm3EFzoMBDoXdFOjTFjN07OPedGqyR79BV6rwpv7KuYlPuobjeeqkp9R1Gwz50XPDcVLkMRgiCp19rSWI8SCAC6u5CkHBWE6YUam4ARlY2Nh4LH9pys50J12zBXCYIgRCKCQJgytEAA1dNrylYUzjb5g+dmJ06e2V2LjeeG5qPB/Z1Ha2hud0/4fXrKSkHVA/osKSkY4+LBoP8TC3R3h377JKAXJAulHE1P7I2dCHMX0pJSJ+3+giBcGbSYODRFIa+njrldlcHjv91WLAHGgiCMGBEEwpQREVBstXKmITRBnhU/8e5CfaixCeS7qslw65U8/QGN1/aWT/h9wt2FrNk5KIqCMSyrz2SmHr3U2kNXjx5YaLeaiHXqRd+UiPiBlEm7vyAIVwijES06DoANTYcx91Ywrm3q5q/7Koe7UhAEIYgIAmHKCHcXanYk0dqjr15ZTQaS7ZOXx1uLiUcB1jUfCR7bc6KeuubuoS8aAxGCIFMvXGSMmRpBEO4uFCxIBlAXJggSRRAIwnREjUsAINbfzbqUkOX19b0V1DRN7HtOEITpiQgCYcoIDygudYRyd+clWZnUsj5mM6ozmlk9l8h16QHGqqbxyvsTZyXQ/H7cZaFAPnOmXrjIGB0TPOafxMDiyIDi3vgBVYVLoYBqCSgWhOmJFpsQ3L5WvURGr8tgQNX4zZvnUFXtsn0EurvpLDqEv7Pjsm0FQZh+iCAQpoxAT5ggsIT82fMSLJN+by0mHiAiluDQuQbOVEzMJN1dVYnm1bMXmeLjMTr0SbkpemosBCU1oY9432SA5kYUnz4mzRGFZrMPdqkgCB9w1LhQimNj8yVuWZ2DwaAvs5TWtLPzaM2w12uaRs2Pf0jdk09Q/b3voKkSeyAIMw0RBMKUEei1EHgUM1WGUIGsrJhJSi8UhhqrC4IMTzPzHaHYhWf+VozPHxh3/+HuQrbs7OB2uIVgslKP9nj81DT1FiRTIDVeAooFYSahhlkIaKwnKdbOmgWhf/N/erd02EQK3SdPBC2c3vo6vDVS3EwQZhoiCIQpoy+ouMKRhtr76KXFWCYt3Wg4fRYCgA1UYTXr97/U0jMhgXfhgsCSFS4IwiwEkyQISmragwXJUuMdwYJkEQHFEj8gCNMWLTaeoFNQSzP4/axZkEpijJ69ze0N8MzfitG0wV2HWre9EbE/VMV1QRCmLyIIhCmjz0JQ5sgKHpudNPnuQhC5ghbdUscNS0MxDG/srxxXgLGmqhEVii0ZmcHtqYghOHyuIbidmx4SIBEWAhEEgjB9MZnRonrfNZoKLY2YjAZuWZ0TbHKitJldx2oHXNpTWkLP+eLIYyIIBGHGIYJAmDICPT1oQJkzNBmfFWeekntrsSELAU0NLJ2dGMzV7w9oPPPW0Ktnl8NbX4fapbvsGBwOjLFxwXPhFgLfJBQn8wdUjpxvDO7Py+69t6ZFZBgKJEhAsSBMZ8IDi5XmS4BeoHBZYejf/h+2n6eiPjJouPWtNwf01XPhwpjfh4IgfDARQSBMGf7ubhotcXSa9IBbm9lA0iSmGw1Hc0ShmXrFh9uFwe3i5pXZ9GXnPFfVxt5T9WPqOyJ+ICcnlPITMNjtYNJrLKhud0Tq1YngTEUr3W49zWBclIXkuN7A4bZmFI/uM6xZ7ag254TeVxCEq4vIOIJLwc11SzNIidffC/6AxpOvnKLbrdcs8dbX03U0lI4Zo+6/6W9rxdcUWmgQBGH6I4JAmDICLhdljpA7zaSnGw1HUdBiQiv3NDeQGu9gxdyQK82LO0uCxb1GQ8/5sPoDYfED+m2VSc00dOhc6MO/IDdh0PoDWlIqKFP2lxYE4QrQV4sAgKbQe8FsMrDlurxg3FRjm5tf/vUsmqbR+rdt9AUg2QsKsGaHXIzcYW6QgiBMf0QQCFOG39VDqTNMEExButFw1AiTuu53f92iNGIcuuWg0+Xjt9tGlrM7nJ6SsIDizKwB58PjCAITKAh0d6Gm4P7c7JDgUepDaQbVJIkfEITpToTLUJggAIiPtnLr6lnB/WMXmnjj3fN07N0dPBazag3WrND7S+IIBGFmIYJAmDK6ut1U20KT06wY05TeXw3LNESvILCYjdy0PLSqX1TcyO+3nx+x/6yvpRl/sx4boFgsmJIG+uobo8LjCFrHMvRBOV3eQo9HdxeKj7aSFGsLnQwPKE4QQSAI051IC0GDXpgwjMLsOFbMDb2f/ry/miqTfo01MwtTWjrWzNC7MNzyKQjC9EcEgTBlnO82oyn6I5fuAJthaoPWwgOL+ywEAAVZsRGBdzuO1PD6CFORRsQPZGZFxA/0YYyZHJehQ2HZhRbMCnMXkoBiQZh5WGyo9t5YoYAf2gYmMVh3TSYZSXobFYVX0tbRao4mes0aFEXBkpYGBv0d7a2vk6rFgjCDEEEgTBnFXkdwOy926h89tV+moXBuWpbJvJyQy82f3yvjveMDU/T1p+dCyM/Wmp09aJvI1KMTk2nI5w9w9EIo6G9uTqjQG53tKC4965FmtqA6Y/pfLgjCNGQ4tyEAo0Hhzg/nBmu/dJvsPJ+1GVeq7k6kmM1Y0tKD7cPfb4IgTG9EEAhTRhmhSeusuKl1F4LI4mS0NuuraL0oisJta2YxKzW0mv/bbec4en74TBsRBckGiR+AfqlHJ8hCcKq8hR6PXmE5IcYaLEAE9KtQnCIBxYIwQxgqsDicGKeFj0ZdwqTq7792o4Of7G2ls/d9Eh5H4C4RtyFBmCmIIBCmhKb2HloNuqnapPpJdEy9IMBkRnX2Ts41Va/oGX7aaOCutXmkJugp+jQNnnrtNO8eq0EdJKYg0NWFt6Z38m0wYEpJHfy2k1CcLMJdKDy7EERmGEocfEyCIEw/wi0EQwkCgOzmUrbW78Kg6SKgocvPT/a24vKqEQsbYiEQhJmDCAJhSjhbEQqmzXY3YLBMTUGy/oRbCZSWgR9Mq9nIx2+YQ1yUFQCfX+W324r53nNHqGmKrGYcXp3Ymp6BwTz4b4osTtYy7oI/Xl+AoxcGzy4E/TIMSYViQZgxhFsIlMYhBIGmQl01s1213Fn/fjD1c027j5/ub0FLDWWCc1dWoLrdkzhiQRCuFkQQCFPC2fLQBHaWuwEMxisyjojiPf3iCPpw2s3cvX4O8dHW4LEL1e08+quDvPxeKV6fvqoWIQiGiB8AUKxWFLOeYlXzelG7u4dsOxJOlbfg8epjSIy1kRA2TiDCZUiNTxrXvQRB+OCg9rcQDLb40NwULFo4V21iY34otquixceTR1x4k3tFgarSU1Y6mUMWBOEqQQSBMOlomsa5qvbg/qzAxBbnGg0RE+TKoT90cVFWHrplHh9amIqh1x0noGq8vreSr/x8P396t5SqCxeD7cP9bvujKEo/K8H4AosPng0rRjYrPtJdqKcbpaMNAM1gJBAeNyEIwvTG5kCz9sYTeT3Q+y6IoC703tKS05mfamPd7JAoKG/x8pu462k2666OUqBMEGYGIgiESae+xUWbS68AbA14SVFcV2wsakaoEqdSWQo+75BtzSYDa5dk8NCtc8lKdgaPt3Z6+Ou+Sp5QruW3WbdSFDsXT0LasPcNTz06nuJk7V0ejpeEBMW8nH4T/oa60HZCEijyT1wQZgyKMtBK0L9JbVVwW03SY4yWptu4IS8kClo0K89k3UqVLVUKlAnCDEFmC8Kkc7YyFD+Q01OPYrYO03py0aJiQh9Mv29YK0EfSbF2PnlTAZtXZeOwRQZD19mSeTt5Nf++s52f72/haE0PvsBAM3146tHxFCd79u3zeHpdllLj7cRF9av2fCmUKlWV+gOCMOO4XOrRCAtBWNKBazJs3D4vCpNBtzi6jVaez9zIwTo/mt8/oBtBEKYXIgiESSdcEMzqqQfLlRMEAIHMWcFtpfTciK5RFIWlc5L4P3cuZOsNecy1e4IZOgBUDU7Ue/jloTa+uu0Szx9rp67DFzxvig4vTjY2l6Gi4gaKikNpUDetzB5QCE0JEwSaCAJBmHEMayFQAxFZyPz9qpjPSbTwsUXROC361EBVjLyetIbnXjuKzx9Z+VgQhOmFCAJhUlE1jXMRgqAOLJZhrph8Ahm5wW2l9OyorjUaDeRnxnFX9zG+VP4Smxv2k2mNXD1z+TR2V7j49o4mfn2olfpOf7/iZKN3Gep2+3j2byHT/bLCZDISnQMbXgrLMCQBxYIw44jINNRfEDReQvHrCxVaVDSazT7g+tRoE59YHE0SPcFjO8538q1nDlPXPL6ECIIgXL2IIBAmlYuXuuh26xNmh7+HJG872hW2EKhpmWjGXtef5kZobRr+gv74vFBdgV31cm3HeT6xwM6nl8WyZpaDWHsoe5IGFNW4+dY7jbzQkkCLWbcS+FtH7zL04o4S2rv1eIdoh5kblqQPbKQGICzVYCBOBIEgzDQiahE01OvvhT7C3YWSho57irEZ+cRshTndIWtC1aUuHvvNId47Xjvu1MmCIFx9TFh1qL179/LUU09RXFyMz+dj4cKFfP7zn2ft2rUj7qO8vJz//d//paioiLa2NnJycrjnnnu47777MBgGapdLly7xxBNPsGfPHhobG0lPT+fOO+/k7/7u77AMsgq9ceNGLl68OOB4H6dPn8ZkugIFs6Yx/d2FFEAzX1kLAUYTaloWxpoKAJSyYrTlo5g8HzuA4vUAoMXEodqjiFMUVmUZWZlppa7Tz9E6L6VNvW2AI61GjuZsYWlHCetbqxk6J9FAzlS08P6JULDwLatzsJgHSdva3BRa/XNGX3HhJQjC1KM5o9FsDhS3C9wuKDkLhYsAUGpD3z91GEEAYE7PYEvVBU7U1bIzaTkBxYjXp/KbN89xsqyZBzYVEhsl7xhBmC5MyOz35Zdf5itf+QoWi4U1a9agqioHDhzgc5/7HN/4xje45557LtvHuXPnuP/+++nq6mLZsmUsXryYAwcO8M1vfpNjx47xgx/8IKJ9fX0999xzD/X19SxYsICFCxdy5MgRHn/8cfbv38+vfvUrzGGFojo7O6muriYpKYkPfehDg45hMNEhjI9zVf3iB+CKxxAABDJzg4KA0nOw/LoRXhhA2bcztLtoOYT58SuKQkaMmYwYM/UZVg7VuClv1lf2NcXAsdhCzqh53La7jM2rZ2EdbGIfhscX4LfbQnEOC3LjyUuLGbxxmLuQxA8IwgxFUfDnL8B86rC+e2QfWq8gIDzD0AiKFvqXf5hlf3mOnIt/5bXUG2iy6kUQi4obOVPRwpbrZ3PT8kyMo/h2+js6aNv5Do6583DMmz+KHyYIwmQybkHQ0NDA17/+daKjo/n9739PYWEhACdOnODhhx/mW9/6FjfeeCOpqalD9qFpGv/6r/9KV1cX3//+99myZQsALS0tPPTQQ/zlL39h06ZNbN68OXjNo48+Sn19PY888ghf/OIXAXC5XPzDP/wDe/fu5ZlnnuEzn/lMsP3Zs2fRNI3169fzn//5n+P92cII8AdUii+G8mDnunpXua8KQRAWWFx2Hi3gB+MI/jmcOoLSrosczebAN2fBkE3Tok3cMS+Kug4fB6o9VLXqwsBrMPPK7gp2HavlzuvzWDE3hSh7ZJVjVdM4VdbCtgOVNLbpRYRsFiMblw1T7yA8w1CiCAJBmKn4CxeHBMGFs2htLRAVE5GFLDCSKuYmM97rbib5zRd5sPqv7EhawdHYuQD0eAI8/84F3j9RywObCpnbPwXyIGh+P9U/+C7e2lpat71B7je+jTlZ3lWCcDUw7iXxZ599Fq/Xy0MPPRQUAwBLlizhc5/7HB6PhxdeeGHYPvbs2UNxcTGrVq0KigGAhIQEvv71rwPwzDPPBI+XlZWxa9cucnJy+MIXvhA87nA4+Na3voXRaOTZZ5+NuMeZM2cAWLhw4dh/rDAqKuo6gxV1YxUfsf4u4CpwGQK06DjUqFh9x+eFi+UjuEhF2ftOcDeweDnaCCoup8eY2TLfyce4QJInZDFp6/Lyu23FPPL4+3z7mSL+sqeckpp2th2o4v/72X5+9NJxzlWFBNXNK7OxWYcRLQ1hGYbi5SMrCDMVLTqWQLDmioZydD801qH0xhNoMXFoI0z/rKZk4F+wDLMWYHPjAe69tIvEqNACRk1jN9/7/VGefOUU1Q1dw/bV8tabeGv195Tm89Gx9/3R/zhBECaFcQuC99/X/0Fv3LhxwLlNmzYB8N577425j+XLl5OYmEhRURFdXfrLZvfu3cHV/v5uPhkZGSxYsICamhpKSkqCx8+e1bPJiCCYOs5WhrLpzFI66HOsuRoEAYoy+vSjxaeCWTs0swVfweJR3E4hJyOOz1x8nVsb9uLUQgXRNA1Katr58/vlfPuZIl7cWUJDW0/E9avmpzA3O274m4Sv/sUnjnhsgiBMP/yFS4LbytH9EYseavIgSQmGwXfth1F7q57ndlbxcMUr3DjbgdkU+v4eOtfAf/zqID966TjnLw6skOxtbKDl9dcijrXv2Y2mSjpTQbgaGJcg0DSNkpISDAYDs2fPHnA+NzcXg8FASUnJsFkJ+ibu4RaGcPLy8lBVldLS0oj2BQUFg7bvG8v586E0jWfOnMFoNFJeXs7999/PihUrWLlyJV/4whc4ceLECH6tMFoiAor9YZl1rgZBAKiZucFtpeQy6Uc1DWX39tC1C68dtbAJpGdjQGNpRwl/X/4y6xelkJXsRBmivc1iZM3CVL6wZSE3XpM5oOZABK5ulM52fahGI6ozdlRjEwRhehHIzkN19KYm7u5E2bsjeE5LGoG7UDgmE97rNqH1voNMbc2sfudpPjerh/mzIl2FTpQ2893njvDtZ4s4cOYSHm8ATdNoeO4ZNJ8voq2/pQXX2TOXvX1XWRnV//MDGn7/DL7mUWaFEwRhRIwrhqC9vR2v10tCQsKgWX1MJhPx8fE0NzfT3d1NVFTUoP00NDQAkDyEL2Hf8aampoj2KSmDv9T6t/d6vZSVlREIBPjXf/1XFi9ezOrVq7lw4QI7d+5k9+7d/OAHP+CWW24Z6U8fFRaLieTk6Ms3nEZ4fAFKazuC+3neUEEta0wUtijblRhWBNqcfLRdRj0tX0MdMYoHQ+zgfrD+82dx9aXsM5kwLV+N2TbK3xBlQ01OhcZLWFQvN8Z3s2ntNXT3+CitbuP8xTYq6jqIdphZtSCNRXMSMZsu75IE4G+swtW7bUhKISrGMbqxXWGiroLnQbi6kGdi/KgLroHDewCCCwYAlswsLKP9+0bNRrt1K9r218HrQQn4iX3rBT6+6jqatnyE3acaOFXaTN/SX0l1OyXV7dgsRpammMgqayUPAyZFwzlnNt0l+gKf5/A+cm8cPNEH6AuPF378E1wVlbhOn6L9vXdJ3XQTWR//GNakoS2hmqrSWXwea1IS1mRJwTwdmWnzqslmXIKgp0d3a7DbBxY36cPWO2kaThD09WMbYoLVd9zlco2pfXFxMX6/H6fTyRNPPBGRZeg3v/kN3/nOd/jKV77C8uXLhxQlwug4V94SrGyZkuAgqqydoGH4KggqBlAsFrSMLKiuBMB/7gyW1YNnG/K882bouoXXoNjGOOHOzgvWCvCfP4t50TU47WaWFCSzpGDsz14grPooSUMH8AuCMHNQFixFK9qr+yWGjqIlpQxpmRy2v7wC+MSDaNv+rNdwAXwH95DQUM+9/+efaVyZw+7jtRwtbiCg6vd0ewMcqA5wIGMD1oCXfLuXhXkJOC62kuJppXn/QXydnZijB5/cdZw6jauiMriv+f3Uv/kWl95+h7TNm8j+5D0DrvV3dVH8g/+h7egxjA4H1z7+Q6zybReEYRmXIBhJms6RFDDp62col4i+Pvr+O9r2ixcvZvfu3Xi9XjIzMyPaPvTQQxw6dIjt27fz5z//mc9//vOXHe9o8Xr9tLf3XL7hNGLPsdAEdVZKFIFTruAHqNunQZf7ygysH6bUHCy9gqDn1HFcc68d2Ki6AkNJMQCaouApvIbAGMdvSMqgT8b6zp3G0+YKndQ0KNqDcqkW7fpNMIS1YjCUisrg39cXk4D3Kvn7Xo6+VeCuD8h4hclHnokJRLFgyczDVF0WPKTFJ+DyaOAZ49/X5IDNd2M5sANTb6X3QEUpHX95Bcv629hwTQYrC5M4Vd7C2cpWmtpD9/EYLZz2Wjhd7IXsj2BRvWT2NHL45+8wd80SctOiiY+2Rnzbm15/I7htsNtRexcENb+fur++ScP7e0j55ANErViJoih4amuo/cnj+Br0hZeAy0XFX/9Gwu13ju33ClcdfZaBxsbOKzySq4/YWDsWy9im9uMSBA6Hvkrq8XiGbNN3bjgrQl8/bvfgL6i+PvrajbR9+D2HW/lfv34927dv59SpU0O2EUbHqfJQQHFeekzkx+cqiSGA3vSjRXpQu1J8Cq21GcIDcjUN5Z3XQ7sFCwg4Brd0jQQ1JQPNaEQJBPQVtrYWiOutLHruJIY3/6Rvez1oH/3UyDsOq0Ggxot5XBAEHf/cxRGCQE0eviDZiDDr6UjV6Fgsx/YDoOzZjlawALJyiXZY+NDCNNaotTSdfJ1zUbmcic6l3Ry5ku81WCh3ZlJeC2+/fBKAGKeF3LRoctOiyXJoKEWn6Lsq9YFP42ttpWPfHrw1+jsv0NFB3c9+inPfUqKWraDx+edQ+80NOouKRBAIwmUYlyCIiorC4XDQ2tqK3+8fUOXX7/fT2tqK1WolJmaIYkrosQBnz56lqamJOXPmDDjf2KibJvsm9X2xA30xAkO1HyrGoD99/Q4lMITR0d7l4WJv+jmDQSEz3ooS8NN7YGT5/qcILS6RQHI6xsY6vejYjtfRPvZgqEHJWZQq3ddVMxjwLV09vhsaTaipWRhrdauEUn4e7do1oAZQdv412Eyp6A3EHy6QuI9AABrrQ7txIggEQdBRM2ahOqMxdOurqWriBAgC0AugLVmNsb4aY321vnjy6u/R/u7LultoWTGG135PqhogtaWV653t1F1zG/UujZoOH9WtXjo9AzMMdXR7OVHazInSZv3ArI/h9LuYZXRxbZuFBWk5JN+bi7vkAm07thPo1H9X94njdJ84Hhqe2YwWCICq4qmqxNvYgCV5lMHUgjCDGFeWIUVRyM/PJxAIUFFRMeB8eXk5qqoOmT2oj75sQeFpQvvQNI2ysjKMRmNQLAzXHghmI+q77xtvvMGXv/xl/vKXvwzavrpad29JS5ugF+UMJ9w6kJMShdkfZkGyWEc2yZ0qFAXfirWh3TPHQun5VBVlR8g6oM6/hoBjaGE7UkL5wYFy3RWJE4dRmhtCx7s6ICwIcFiaG3SLA6BFxVwdaV0FQbg6MBjwLV0D6OmS/TkDMwKOGUXBe93NwXeO0tKoW1Rrq1Be+nWo7kF8Et61m0lwmliQbGbTHAcPLY/lc4Fj3Fn/HqtaT5NjdmMxDz4l6TY5OKMk8dzRdr66rYHv7WribV8agY89iPOagW6epvh40j79ELZZuaE+jhRN3O8WhGnIuOsQrF2rT6a2b98+4FzfsXXr1o2oj3feeWfAuSNHjtDS0sLy5cuDQcl97Xfs2IHaL4dxbW0tZ8+eJTMzk/z8fACam5t5/fXX+cMf/jCgf03TeO01PTfy9ddfP+w4hZFxOkwQzM7o5y5kvToCisNRUzLw54ZS2CrbX9X9+U8WoTTo1ZU1sxnvkpUTcr9AekgQKGUXwOdFeXfbgHZKbdXIOgyrP6BJhWJBEPoRKFhIz10P4v7EZ9FszgntW4uKwbsy9I1XDu9Gee4pFK+n93w0nk0fHVAITVEUovLzWdBVwYbmIu6r+CuPbFnAZ2+fzx0fzmVlgp+snkuY1chUpQDV7X7+dr6b7+7u4NeWZVRtegB63332OXNIeeBBjPEJ2AvnBq/pEkEgCMMybkGwdetWrFYrv/jFLyJ88E+ePMnTTz+NzWbjvvvuCx6vqqqitLSUzs5QMMiqVasoKChgz549vPjii8HjLS0tPPbYYwA8/PDDwePZ2dmsXbuW8vJyfvzjHwePu1wu/v3f/51AIBDR/vbbbycqKoqioiJ+85vfBI9rmsYTTzzBsWPHKCwsZMOGDeP9c8x4VE2LsBDkpvUTBJarM5Wgb9n1warDSnUlnDiE8m4os5C6ZBWaZeg4mNGgxSeh9WUp6ulGef0FlI6BhXwYoSBQwgSBKhWKBUEYBC02fsTViUdLIH8B/uyQ5UFx9wb+Wm14b/4Yqn1wEaKmZ6M6eyMEeroxvPEiiUYf83Pi2FD2Dg/UvMX/W/Y8n0tp4oY5TnLiLRj6GZjLWnz8vtzA/6bexsGbPovxlo9i6F14suUXBC3SPaUl+FpbEQRhcBRtJGmALsNzzz3HN77xDcxmM2vWrEHTNA4cOIDf7+d73/seW7ZsCbbdsGEDNTU1fOc732Hr1q3B4ydOnODBBx/E5XKxdOlSUlJSOHjwIO3t7dx9991885vfjLjnxYsX+eQnP0ljYyOFhYXk5eVx5MgRGhsbueGGG3jyyScjYhreeustvvzlL+Pz+SgoKGD27NkUFxdTUVFBcnIyzz77LLm5ueP9UwzKTMoyVFHfwTd+cxgAp83EF+9ahFJRguHZn+oNMnNwbdw6TA9XDvPh9zGf1lcCCDLzAAAgAElEQVSRNMWAounWJ83uwP2xz6BNYOyD5f1tmMoGVkdWM3Iw9AmB3ALUT33xsn0pv/9ZsNKyb8NH8GXnT9g4JxvJKCP0R56JDyg93dhfezYkBkwmfLfdjT9+eL990/H9wcBk0EUEC67RqysDWKwoD32Rbo8+VfH4NWo6/ZQ0+zjf4EbtN4OxGBVuyneyscCJ1WSg8cXn8VTpMVsp9z1A3IaNE/SDhSuFZBkamvFkGRq3hQDg/vvv56mnnmLp0qUUFRVx6tQpli1bxq9//esIMTAcS5Ys4aWXXmLz5s1UVlayZ88eMjIyeOyxx3j00UcHtM/Ozuall15i69attLS0sGvXLmJjY/nyl7/MT37ykwEBzps3b+b555/n5ptvpqmpiR07duDz+fjUpz7Fa6+9NmliYKZxqixkHZiTGaunj3N1BY8ptolZZZ8MfEtW6h8jCIoBAP+1H55QMQD94gh60aJj8ay5KXSgtgq0gUF3AwizEAQkw5AgCFcCuxPPdTejGY1oJjP+m+68rBgA8C9aQSA7lExE8bhDYgC9loISZtmwmhRmx5u5Od/BZ1bEcV2ugxhbqICjN6DxZnEXj77dyO4KF5aCcLehw+P9lYIwbZkQC4EwPDPJQvDd545w/qLu/rLl+jzmZsfBvp0YtutxGso1K+leOnjxr6sB09ljWA7uCu5rMfH0bPmUnh1pAlFcXdhfejrimO/G2/DlFGB/8Rcobr0+gfqF/wvJwxQa6+7C8MOv6WM1mej55BcnfKyTiawGC/2RZ+IDTo9LfwdZR+ceaqgux3L4PQztkW49hk9/AaLjhn0eVE2jstXP/os9NHb5I86lOQ1sLP4rWe5GUBRm//DHmKLHnxxCuHKIhWBorriFQBAAejx+SmtCmXFmpehB4EpH2As+6uouNe6fuxg1JlQQzL/i+kmZYGuOKNS4UL0DLSEZX47u7xpICmW7UuoqB7s8RH2oAJyWkPyBEgOCIExD7I5RiwEANSsP9x0P4F25Dq23mr1asBCi4y57rUFRyEswc8+SaDYVOIm2ht6D9d0qz2XewrsJ1xDQFLqPHhn12ARhJnD1JIQXPvCcrWwNlqtPT3Rgs/Y+Xu1hAbPOq3xlxmDEs+EOLEf2oqVm4MuawBR9/fDnFmA5pufa9q+8IRj8pialQl8hoZqLsGTVkH0o1RXBbS05fdLGKgiCMOkYjfgXXIs/fz6GjjbUxBRGUwbSoCjMT7GSn2jheL2Hwxd78AY0NEVhX8ISyhyZfOLwaZbdcONk/QJB+MAigkCYMMKzC83JCJv4h+XTV6KvbgsBgBabgGf9Ryb9Pv5FK9Cc0ShRsfjTsoLH1XALQW0lw/r01YQsCKoIAkEQpgMWW8R7cLSYjQorMm3MTTKzvcTFxTY9deklWyJPuuP42O4SNl83R49xEwQBEJchYYLQNI1TZc3B/dy0MEEQ5jKkOUaz3jPNMZoI5C+MEAPQayHoo74W/APzcAN6wHGYIAgkDRNrIAiCMMOIthq5a0EUa/McGDW9SFrAYOTF3VU8+eppPN7AFR6hIFw9iCAQJoSG1h6a2vWgL4vZQFpCbzahgB+6+rIMKSCC4PJYbagxvX6zaiAii1AEzY2hFH92B6rj6re+CIIgTCWKonBtho37o2pIdYcWrQ6fa+A7zxbRNEzCD19LC5eee4aax/8Hb339VAxXEK4YIgiECSHcXSgvPQZDX3BrRztKn9NLVBSK0TjI1UJ/It2GhihQFmYd0FIygjEIgiAIQiTxBXP4VO1bLGsL1X+paujim789HMyM10egp4eml/9Ixb//X9p3vkP3iePU/+oXXE1JGTVNw11VSefBA6jumZHFUJhcJIZAmBDC3YVmp4fHD4RetErUVR5QfBWhJqZCX+GyIQRBeECxxA8IgiAMjeaMhjlzufnCQVK8rfwtZTUqBjpdPv7rD0d54OZCbliSTvu7O2l+7RUCnZEpLd1lpbhOncS5eMkV+gU63oYGOg/up3P/Prz1dQA4Fy8h85F/vqLjEj74iCAQxo0/oHKuKjTxn5UW5hYUnmHoKk85ejURHkeg1FQNHlhcHR5QPPYAPEEQhJmAb9EKjCVnuKbjAonedv6cdysun0ZA1fjttmJq9h1iedErhNtaDVYrqscDQPNrf8axaPEVCUYOdHVR97MncZ09PeBc96mT+NvbMcXGTvm4hOmDuAwJ4+Z0eQsenx6clRBtJcYRqipJR5ggkGIwI0ZNSEFTev95NjdAf5Owxw2N+uqQpigEEi9fEVQQBGEmo8XEE5hVAEC2u4EH1VOkxtuD57e3x7A9aSUaYIqLI2nLXaQ8/FnodXV1l5fTffL4lRg67e+/N6gYAEDT6D55bGoHJEw7RBAI4+bAmUvB7fmzEiLOKeGCQFyGRo7JhBafFNrv7zZUdxGlz581IRnNaJ66sQmCIHxA8YXVdYktLuKTS6PJS7AEjxXFzefNgttJfuiz2ArmYoqKJmrpNcHzLa++ckViCdxlpcFt26xZJN31UWKuXxs81n1MBIEwPkQQCOPC4wtw9EJTcH/erH5VJTskhmCshKcRVWovRp4MdxdKkfgBQRCEkaDFJ+HPDhWctL63jY9deIV5nRXBYye0RH5+qAOvX5/4R69ag2LSPazdlRV0H5/6ybe7sjy4HXfTJmz5hdjnzgse6z5zOujaJAhjQQSBMC6OlzQF3YWS42wkRFsjG3RIDMFY6V+gLBwJKBYEQRgb/sUhK4Fy/hSm1ibuvPQ+13SWBI+fvuThp/tb8PhVjFFROMOsBM2v/XlKrQT+9nb8LXomP8VsxhivW+LN8QmYEhIB0LxeXGfPTNmYhOmHCAJhXIS7Cy3MSxgYbBUmCDSnc6qGNS2IqNRZUwV9HyBNi6xQPI6KnoIgCDMNNTmNQHpOxDEDGhsWJbEy2xY8VtLk5Yl9rbh9aoSVwFNVRdfRI1M23nDrgCUtLeI7a88vCG53Hz86ZWMSph8iCIQx43L7OBmWbnRednxkA78PxaUXJdMUBexSlGw0aLHxaOZe39auDjhxWN9uaw79Xa02AlGSWUIQBGE0+BavjNgPXLMaf9ZsPpTj4PrcUKBxWbMuCrwWO85rlgWPt7w2dbEEnoqK4LY1PdIibMvPD253HT+GpqpTMiZh+iGCQBgzRcWN+AP6CzEjyUmM0xLZINxdyBmNYpDHbVQYDPgLFoV2334Fujoj4ge0lHQpSCYIgjBK1LQs/LmF+nZeIZ4la4LnlmXaWZvnCO6Xt3j56b4WTNesRDHrCRw81RcjAn0nE3dFyEJgTosUBJa0dAwOfayBjg7c5WVTMiZh+iEzNGHMHDgb5i6UmzCwQYS7kMQPjAXfNWtQ+4Kxe1wob72MUlMRPC/xA4IgCGNAUfDecCuuuz+Pe+2tAxZWrs2wsS5CFPh48rgbZW5okaZjz/uTPkxN0yIFQUpqxHnFYMA2J2QlELchYayIIBDGRHuXh7OVrQAoQGH2IG4r4YJAAorHhtmCd81NwV3lzLGQ6xAiCARBEMaMooDdMaSVdWmGjXWzQ6KgstXHM8ZFuA26Nbzz4IFJz+zjb20l0NGhD9dqxRgbN6CNPUwQdB0TQSCMDREEwpg4dK4hGOM6Ky0ap22QPPhiIZgQ1MxZ+OcsCO4rHndwO5CYOtglgiAIwgSwNN3G+jBRcLFb4fmcW+gxWFDdbrqOFE3q/cOtA9b09EGrJFtn5QYDnr21tXgv1U/qmITpiQgCYUyEuwstGMxdiH5FyUQQjAvvyhvQ7I6IY1pcYijoWBAEQZgUFqfb2DAn9P6tN8XxfMYmegxWOvbuntR7e8IEgSV9cIuwwWzGOis3uC9uQ8JYEEEgjJqmth5Ka3QTpsGgUJA5RJabMEGgOiTD0Liw2vCuWh9xSAqSCYIgTA2L0iJFwSVbIn/I3ETT+TJ8zU3DXDk+wi0EltShU0zb88PjCKRqsTB6RBAIoybcOjAnIwarxTh4w3CXIREE4yYwKx9/9pzgvpo56wqORhAEYWaxKM3GTfmhejoN1gT+kLGJ2vf2Tsr99IDiiuC+eRhBYJsdEgSu8+cJdHZOypiE6YsIAmFUaJrG/tOXdxcC+lkIxGVo3CgK3utvxrdwOf4V1+PLKbj8NYIgCMKEsTDVyqYCJ6AH0TVa4/nxWQM1DRM/Afc1NaK6ugEw2O0YhknOYXQ6sWRk6DuaRvfpkxM+HmF6I4JAGBXHLjRR06S/oMwmA7MzYgZv6POi9LgA0AwGNKtt8HbC6LBY8a1Yi3fhiis9EkEQhBnJ/BQrm+bYUTS9CFibwcG3fneY0xUtE3ofT3l4QHHGoAHF4dhmhyzIrpMnJnQswvRHBIEwYjRN49XdoRfUynkpmI1DPELt/QKKpXiWIAiCME2Yn+Zgi7ECs+oDwO3X+J8XjvPusZoJu4e78vIBxeGEC4KuUyelarEwKkQQCCPmyPkmqhq6AN06sGJe8tCNO1qDm1KDQBAEQZhu5BZk8UD1NqL9utVc1TR+u62YF3ZcwOcf/2Q8PH7AkjZ0/EAf5uQUDFF6vJ7a3Y27dGoqKQvTAxEEwohQ+1kHVs1PwWY2DX1BZ3twU3MO4VYkCIIgCB9Q1MRUku0Kn774Bqnu5uDxtw5e5GtPH+DYhSa0voI9o0RTVTyVFcF9U2+FYm9Ao9ur4vKquH0qHr+KL6DfQ1EU7Hmzg9d0nxK3IWHkDDOjE4QQR4obqW4Msw7MHcY6ABEuQ1KUTBAEQZh2KAr+/IVEF73P/TVv8VreZkoMiQA0tPXw+J9OsCgvgU9uLCA90XmZziLxXarH5Q1Qb0+jMTqdtjM+qtsbaOgKMJjESHIYKUy2kJc4lwTjeZwBN90nj5P00Y9NwA8VZgIiCITLomoar+4Jtw6kYh3OOgAo4S5DTkk5KgiCIEw//HPmYT6yG4vmZ2vZGxy540vsLu3E7Q0AcKq8hf/45UFWzEthbk4chVlxpCc6Bg0Qbulwc766jQvV7ZwrrqUu795Q/F2Ne0D7cJpcAZoqe9iLHfLuJtnTyoKOcrbUNRKXfpkFPEFABIEwAo4UN1LTqPtIWkZiHQCpQSAIgiBMf+xO1MxcjNXlGNBY3naWeR+5mT0n63SXISCgahw4c4kDZ/SU3VF2M3npMQRUlS6Xjy63jy6XD2//uINBRIMCWM0GNE1D0/Tkp35V3w6n0RrPu9Z49j1zkuuuyWTTimzSEhwD+hOEPkQQCMMywDqwIBWreYhCZOFIlWJBEARhBuDPX4ixWv9OKscP4bjhFjatyGbJnER2HKnhYm8yjj66enycLGserKsIFE0lxdNKenocyanxJDuMxNkUTP10QkDVuNQVoLYrwMU2HzWtHlT0Rl4Vdh6pYdeRGpbmJ/GRD+cOnS5cmNGIIBCG5fC5hpB1wGxgecEITY/hFgJxGRIEQRCmKYGsPDSrDcXj1r99FRdg9lxS4x3cuyGf+hYXNU3d1DR2c7GhC5fHP2g/ZpOBrOQospwame++TIa7EbOi4l7792iWoadrRoNCRoyJjBgTKzKs+Fu9VO7czcG4BTRa9eKhGnCspIljJU0snZPIXWtnMytt8Pg+b10t/vZ27HPnXbb2gTB9EEEgDElDq4tn3ioO7q+an4rVMgLrgMetvxgBzWhCM0tRMkEQBGGaYjTinz0P89ljACgnDqHNnqtvKwrpiU7SE52smKvX82np8NDS6cZqMWKzGLFZTNgsRsxGA4qioLz9KkpPHQBq3lw0i3VUwzHFxbNQa2bRxdeptKdxeNGtlLQGguePlzZzvLSZawuSuGvtbLJTQot2rrNnqP7Rf0MgQOwNN5LyqQevKlHga2mhueQ0sUsWX+mhTDtEEAiD4nL7+PEfT9Dt1lcyouxmlheO3jpAlBQlEwRBEKY3/vwFIUFw9gTaLT1gsw9opygKibE2EmOHWCgL+OHEoVC/BYtGPxhFIZCVi/nccXJ76pllLKPp9lvYf7qeMxWtwSxFRy80cfRCE9cWJHH7h3LJcQSo+/lTENDFQ/t7uzDGxpK05aOjH8Mk4Kmp4eJ3vonqdmNJTCD505/BuXAMfx9hUKQOgTCAgKry5KunqWt2AWAyKnzixjkjix2Afu5CknJUEARBmN5oCSmoCb2LZn4fnDk6to6KT6G4dDddLSoGf2rWmLoJZOUFt5ULZ0mMsXH7h3J5+LZ5zMuJi2h79EIT//m7w3z3qV2U+e0RaU1b/vIqbe/uHNMYJpKAy0XtT/8X1a17H3ibW6j5nx9w6dnfBY8J40MEgTCA598p4XR5S3D/zuvySI4buNIxJCIIBEEQhBmGf86C4LZy/OCY+lCOHQhuq4WLxmxhV1Oz0Iy9TiDNDdDSBEBSrJ07r8vjoVvmMjc7UhiUEcsfMjfzu6zbOJ29HK+iX9/w7O/oOlo0pnFMBJqmcenXv8R3qX7AufZdO6h87D/oKblwBUY2vZgwQbB3714+/elPs3r1apYtW8anPvUp3n///VH1UV5ezj//8z+zbt06li5dyh133MGzzz6Lqg5eAvzSpUv8x3/8BzfddBNLlixh8+bNPPHEE3i93kHbd3R08F//9V9s3ryZJUuWsGHDBr773e/S1dU1aPuZyM4j1bxTVB3cX3dNBvmZsaPqQxFBIAiCIMww/LPnoRn0aZVSXQmNl0bXQXsrlOpxexrgnzN/7IMxmVDTs4O7Sj+LRUq8gy3X5/GZ2+axKMmIooXmWXW2JP5iXchPZt/NtuTV1Fviqfv5U/RcOD/28YyD1m1vRgiSjLvuJGZB6G/ja2yg+gffw3Xu7JUY3rTB+Oijjz463k5efvllvvSlL9HY2Mjy5ctJS0vj8OHDvPLKK6SkpLBo0eV9vM6dO8e9997L6dOnKSwsZN68eRQXF/P2229TVVXFzTffHNG+vr6ee+65hwMHDpCVlcXSpUupqqpi586dFBUVcccdd2A0hlxcurq6uP/++3n77beJj49n+fLlNDY28t5777Fjxw7uvPNOrNbRBe6MlEBAxTNEVoGrBX9AZdvBKl7cURo0Fy7MS2D9tRnAKFYo/H6UnX9F6WwHIDBnPmpCCgCW3iwJXu/V/bcQpg55JoT+yDMhhPOBeh5MZgwtjRjaQxZ2ChYM3b4/B9/DUFkCgJaVi2/u0vGNx+/D1JcOtaoULXs2xCdGNHF4uih842kWtRQTUAw0WhPQeq0SAcVAvS2JY7GFnHVkU110EmtcDIlpCRimKDbQdfYM9b/6RXA/ZvUa0tbfQMyihfhtTjwXq/SYB1Wl6+gRnIuXYIod3SLmdMJmM2M0jm2tf9yCoKGhgYcffhiHw8GLL77Iww8/zJYtW7j++ut588032bVrF1u3biUqaujUk5qm8dnPfpa6ujq+//3v89WvfpXbbruNj3/84+zevZu9e/dSWFhIfn5+8Jp/+Zd/4dSpUzzyyCP893//N7feeiv33nsvJ0+eZP/+/URHR3PttdcG23//+99nx44d3H333Tz99NPcdttt3H///dTU1LBv3z5cLhfr1q0bz59iSK52QVBS087jfzzB/jOXgmIgI8nJR9fOHt0/ek1DeeMllAtn9F1Fwb/yBjSLHjz1gXqxC1OCPBNCf+SZEML5wD0PJhOmcn2VX6mt0gtzZuZc/jpVRXntD8EMff4Va1FjE8Y1FC02EWNNBUpPN2ganD8FcxeDw6k3qK1Cee4plO5ObKqXOUoH89cux+mw0uXV6PGFrAY9RhvV1iT2lXWy4/BFapq66XT5UBSFKLsZg2HiBYK3vp6ax3+I5vEAYMvJIe6W27DbLSiKghoTj2PuPHrOF6N5vWh+P13HjhC9bAVGp3PCx/NBYDyCQNG0/vXtRscPf/hDfvazn/GlL32Jf/zHf4w49+STT/KjH/2If/iHf+Cf/umfhuxj9+7dfPazn2XVqlU888wzEeeKioq47777WLlyJc8++ywAZWVl3HbbbWRnZ/PWW29hMIR+fG1tLRs3biQtLY0dO3YAuqvQ2rVrMZlMvPvuuxHipLu7m/Xr1+PxeNi3bx8Ox8RX8vN6/bS390x4v+PF5fbxp3fL2HW0JiKIKD3RwcfXzcZuNY+uwwPvYvjbK8Fd/5r1eMNWOKKidGHQ1SUBQIKOPBNCf+SZEML5wD0PmoZ1+ysYayuDh9S7HoDFy4e/rvQcht//TO/CZqfnE58DwwgTeQyD0t2F7Y0/hAKVE5LQHv5/oOQsyusvoAR0oaUZDPhuvwd/Qmrvz9Co7fBztsnH+QY3/Ysoh2M2GchJjWJWarSeQSnGRkKMjYRoK9EOC0ajMmBxUdM0vD4Vjy+A2xfA5fbR7fbT3ePD5fbTUn6RpqIj9KhGeowWPGY7pKSDYsDQO+H1+wOYjApWzYehuhKr340t4CXGYSLvro+QlBJPQoyVGIdlUgTL1UhsrD0ookfLuNOO9sUJbNy4ccC5TZs28aMf/Yj33ntvWEEwXB/Lly8nMTGRoqIiurq6iIqKYvfu3Wiaxvr16yPEAEBGRgYLFizg5MmTlJSUkJ+fz6FDh3C73WzcuHGApcLpdPKhD32Ibdu2cejQoUmzElwtNLX3cLKshZOlzZytbMXjC+UmNpsMrL82k6VzEkefd7j0HMrbrwZ31cJFeAuXTNSwBUEQBOHqR1Hw3Hg7trdfxtCoB8EaXv09qtUGhQsHv0ZTUY7sC+6qBQsnRAyAXhjUveFObG++hBLwo7Q0wdP/jdLeGmpjteHbcEdQDOg/QyEz1kxmrJkbc+3UVF2ioriKUnsGXabIhVOfX6W0poPSmo4hx2E0KJiMBkxGBX9Aw+sLcNnV6Oh5kfvtASAwaFOcsyL3t5VG3DsuykJ8r0iJj7aSEG0jPtpKfIy+HeucOaJhKMYlCDRNo6SkBIPBwOzZswecz83NxWAwUFJSgqZpQ04yS0p0n7nCwsJBz+fl5dHc3ExpaSlLly4Nti8oKBi0/ezZszl58iTnz58nPz9/RO0BiouLp40gqGvupr7FFSyA0trh4WJDFzVN3YO2L8yOY+PyLKLso7QKADQ3oLz8O5ReY5OWmoln9XqpPyAIgiDMPMwW3Dfdhe2tlzC0NusT/j/9Fu3mLRCfBM5o3W2noQ6l+KSearQrNJn25w8hHMaIlpiKd+0tWHe9DhApBuKT8G68k4Dj/2/v7oOjru49jr83u9lNNgmQBAIRAgTC4kArQibc0BpACzpaUnqxPFcBSxWdVocptaMybSG1DC1ojaAOhGkLgq2XKzqMmOkAVmikiZUCQSAVEpCLIYQ8k0022d3f/SPdlbAJYLMbTPbzmtmBnHPy27Psl83vm/PUp9Pvt5hNDEsdRKrVxX373+JSZD/ORidTHpfMxegB1HlvfN/g8Rp4vB5crV1/PV+Wx2tQVe+iqt7VaZsIk4l+cdYvEoU4Gwl9ooizR7Y7PC7KasZqMWMxmzCbI4g0R2A2mwJud0ymwFGRr7ouJQR1dXW0tLSQkJCA1WoNvLjFQnx8PFVVVTQ2Nna6juDSpUsADBjQ8cFXvvLLly+3a5+UlHRT7SsrK2/q+lVVVR3W9zT/+8EZ3j107sYNgf59o5g6fjCpg+L+49MITXt2YmpumxJlxMThuvvbGEH67YaIiEiPY4vCNe2/sb33P0RcqcPkbsW0Z+cNv80YNARPn/igd8czLI2WCd/EerjAX+YdPgrXXfd9sT3pDXgHD6N18v0M/GAPg1zVUPsJAI3mKMptiVRZ+1EfGUODJYZ6Swz1FjuuiEg8po7vByxeN1bDTaS3FZu3lWiPiyhvC1GeFqK8LqJi7VhvH4MtykaUxYTl3xNC7NFt95tNzS14vNDiNnB5/v0o/xzn/31OvcVOgyWGBoudJnMnh8Bd/dp8J0hfJ2n4MuLskTx83+2kj77JA12/ArqUEDQ1td0ERkd3vkd9VFTbG3G9hMB3HV/bzq7hdDr/o/a+Pzvr57Xtg81qtTBgQPdtvzntv4bzzTs7PszEZIJomwV7VCQx0RYiLV2/cW994hGMlhYwmTAnD8ZkC0wORUREwo3x7W/iKf+87QTi6zGbMdljiOgXjykIP5c7ND0db908vI1XiIiJJaJvvy+1iWCbdLzzZ+CtugydbAnfEQMThgnantDAZIDpOpOGIvr0JSIh8T/oHxjNLrwN9RjORvB62zY4MZnxWqMgMQm3x/vvh+H/u8fTpeW0HYqzR3brvV9XdSkhuHb+fkduZs2y7zqd/Ybadw3fn6Fu39OlXXPYSKhFj+54qpeIiEjYi+98Ok63iwvCximxdhjU8QyNr4RYO/QP/ihLb9elg8l8O/K4XJ0PsfjqrjeK4LtOcyfHT/uu4Wt3s+19z/ll24uIiIiIhIsuJQSxsbHY7XZqampwuwOHw9xuNzU1NdhsNvr06TxD9q0F8M35v9a1awButr2v3Ze9voiIiIhIuOhSQmAymUhLS8Pj8XD27NmA+rKyMrxeb6e7B/n4dv/x7QZ0NcMwKC0txWw2M3LkyBu2Bzhzpm27Kd/z3mz70aNHX7efIiIiIiK9TZcSAoCsrCwA9u7dG1DnK7vRVp6+a+zbty+g7vDhw1RXV5Oenu5flOxrv3//frzXLGr5/PPPOXnyJIMHD/afbJyRkUFUVJT/ROKrNTY2+g8kS0+/wcEhIiIiIiK9TJcTglmzZmGz2di8eTPHjx/3lxcXF5OXl0dUVBQLFizwl3/22WecOXOGhoYGf9nEiRMZNWoUBQUFvPnmm/7y6upqVq1aBcCSJUv85SkpKWRlZVFWVsZLL73kL3c6naxcuRKPx9Ouvd1u57vf/S51dXWsWrXKP73J7XazevVq6uvrmTt3bqe7IImIiIiI9FYmIwhb62zfvp3Vq1cTGRlJZmYmhmFQWFiI2+1m7dq1zJw509/2nnvu4cKFC6xZs4ZZs2b5y48dO8aiRYtwOp2MGzeOpKQkioqKqKurY86cOeTk5LR7zvPnzzN//nwqK1/eiVMAAA0wSURBVCtxOBykpqZy+PBhKisrmTx5Mq+++ioWyxebKNXW1jJv3jzKyspISUlhzJgxnDhxgvPnzzNmzBhef/11YmJiuvpPISIiIiLSowQlIQB4//33ycvL48SJE1itVkaPHs3jjz/OpEmT2rXrLCGAtjn+ubm5FBYW0tLSwrBhw5g3bx6zZ8/GbA7cl7e8vJzc3FwOHDhAQ0MDKSkpzJw5k0WLFmGz2QLa19bWsmHDBvbu3UtVVRXJyclMnz6dZcuWERfXc/aKFREREREJlqAlBCIiIiIi0vN0eQ2BiIiIiIj0XEoIRERERETCmBICEREREZEwpoRARERERCSMKSEQEREREQljSghERERERMKYEgIRERERkTCmhEBEREREJIwpIRARERERCWNKCEREREREwpjlVndAer8PP/yQ1157jZKSElpbWxk7diyPPvooWVlZt7prEkIej4c33niDXbt2UVpaisfjISUlhQceeIClS5dis9natS8uLmbjxo0UFxfjdDpJS0vj4YcfJjs7+xa9Agm12tpaZsyYQWVlJSUlJQH1ZWVlvPzyy3z88cfU1tYydOhQ5s6dy4IFC4iI0O+zeosLFy6wceNG/va3v1FdXU18fDxTp07lySefZMCAAe3aKibCwzvvvMP27dv517/+hdfrJTU1lVmzZvH9738fs9ncrq1iIjhMhmEYt7oT0nu99dZbPPPMM1itVjIzM/F6vRQWFtLa2srq1auZO3fure6ihIDH4+GJJ57gr3/9K3a7nXHjxmGxWDh69Cj19fWMGzeOP/7xj0RHRwNQUFDAY489htfrJSMjg+joaA4dOkRzczPLli1j+fLlt/gVSSgsX76cPXv2AAQkBKdOnWLhwoVcuXKFCRMmkJiYSGFhIfX19WRnZ7Nu3bpb0WUJsuLiYpYsWUJDQwMOh4OhQ4dy/PhxLl68yNChQ9m5cyd9+/YFFBPh4je/+Q1btmzBarWSkZGB2WzmH//4B06nk2nTprFhwwZMJhOgmAgqQyREKioqjK997WtGenq6UVJS4i8/evSoMWHCBOPrX/+6cfHixVvYQwmVN954w3A4HEZ2dna797iqqsqYO3eu4XA4jHXr1hmGYRhNTU3GpEmTjLFjxxqHDh3ytz137pwxefJkw+FwGMXFxd3+GiS0du/ebTgcDv/jal6v18jOzjYcDofx9ttv+8urqqr85fn5+d3dZQkyl8tl3HvvvYbD4TC2bt3qL29ubjZ+/OMfGw6Hw8jJyTEMQzERLk6dOmWMHj3ayMzMNEpLS/3lFy9eNO6+++5277NiIrg0liIh8/rrr9PS0sLixYtxOBz+8jvuuIOlS5ficrn485//fAt7KKGya9cuAJ599lkGDhzoL09ISOCXv/wlAO+++y7QNjRcVVVFdnY2mZmZ/rZDhw7lJz/5CQDbtm3rpp5Ld6ioqCAnJ4fx48cHDP9D24hRSUkJEydOZObMmf7yhIQEfvGLXwCKid5gz549nD17luzsbB566CF/uc1m45lnnqF///6UlZUBiolw8eGHH2IYBt/5zndITU31lw8cOJAFCxYA8NFHHwGKiWBTQiAhc/DgQQCmTZsWUDd9+nQADhw40K19ku4RHx/PiBEjuOOOOwLqhg8fDsClS5eAL+LkW9/6VkDbe+65B7PZrDjpZZ577jlcLhdr167tsP56nx3p6ekkJiby8ccfc+XKlZD2U0LrL3/5CwBLliwJqEtOTqagoIAtW7YAiolw4ZsKVFFREVBXU1MDQL9+/QDFRLApIZCQMAyD06dPExERwYgRIwLqhw8fTkREBKdPn8bQMpZe57XXXuO9997DbrcH1BUXFwMwaNAgAD799FOAdqNIPrGxsSQlJVFdXc3ly5dD2GPpLjt27ODgwYOsWLGCYcOGddjm9OnTQMcxAZCamorX6+XMmTMh66eE3okTJ4iMjOT222+nvLycTZs2sXLlStatW8exY8fatVVMhIesrCxMJhP5+fls2rSJ6upq6uvr2blzJ1u3bqVv3748+OCDgGIi2LTLkIREXV0dLS0tJCQkYLVaA+otFgvx8fFUVVXR2NhIbGzsLeildDfDMMjNzQXg3nvvBaCyshIgYDcRnwEDBlBeXs7ly5fp379/93RUQuKzzz7jt7/9LZmZmSxcuLDTdr7Ro+vFBKAksQdraWmhvLycQYMGkZ+fz3PPPUdTU5O/fvPmzfzgBz/g6aefBhQT4WLkyJHk5OTw/PPPs379etavX++vGz9+PGvWrCE5ORlQTASbRggkJHwf7L5dZDoSFRUFQGNjY7f0SW69F154gaKiIvr378/SpUuBL2LFFw/X8pU7nc7u6aSEhMfj4emnn8ZkMrFmzRr/1ICOKCZ6P980jrq6On72s58xbdo08vPz+eijj3jxxRfp168fW7Zs8a8zU0yEjwkTJjBp0iTsdjuZmZl84xvfICYmhuLiYnbs2OGfVaCYCC6NEEhI3Mzev5oqFF5eeuklNm3ahNVq5Xe/+x0JCQkAmM1mDMPo9AbRFyeKl54tLy+Pf/7zn/zqV7/itttuu25b3+eHYqL3crlcQNtN3V133dVue8gHHngAu93OY489xsaNG5kzZ45iIkwcOXKERx55hMGDB7N7926GDBkCtK0p+NGPfsTWrVuJjY3lqaeeUkwEmUYIJCR8c8d9H/od8dVdbxRBej63283Pf/5zXnnlFWw2Gxs2bCAjI8NfHx0djWEYncaKr7yj9QjSM5w6dYqXX36ZKVOmMHv27Bu2973Xzc3NHdYrJnq+qz/358+fH1A/depUBg4cSEVFBefOnVNMhIlf//rXNDY28vzzz/uTAWjbZeiFF17AYrHwhz/8gaamJsVEkGmEQEIiNjYWu91OTU0Nbrcbi6V9qLndbmpqarDZbPTp0+cW9VJCrbGxkaeeeoqDBw/Sp08fXnnllXbJAEBSUhL19fVUVla2+wHgc6M1BvLV9+KLL9La2orb7WbFihXt6rxeL4C//NlnnyUpKYmTJ09y+fJlRo4cGXA9xUTPFxcXR2RkJK2trR3+vwe47bbbqKiooKamRjERBpqbmzl27BhxcXEd7lCXkpJCamoqn376KefOnVNMBJlGCCQkTCYTaWlpeDwezp49G1BfVlaG1+vtdHcA6fnq6up46KGHOHjwIMnJyWzfvj0gGQAYNWoUQIc7QVy5coVLly6RkJCgBcU9mG8Ob0FBAbt372738A3n+752Op3+mPDtInI1wzAoLS3FbDZ3eBMgPcPV719HW0zCF4tBExISFBNhoKGhAcMwOjybxMdX19raqpgIMiUEEjJZWVkA7N27N6DOVzZlypRu7ZN0j5aWFh599FE++eQT0tLS+NOf/tRp8ne9ONm/fz8ej0dx0sNt27aNkpKSDh++H/C+r4cMGeKPiX379gVc6/Dhw1RXV5Oenq7dyXq4yZMnA5Cfnx9QV1payoULF0hKSiIlJUUxEQYSExPp168ftbW1AdvOQlvieObMGSIjIxkxYoRiIsiUEEjIzJo1C5vNxubNmzl+/Li/vLi4mLy8PKKiovwnD0rvkpuby5EjR0hOTmbbtm3+Mwc6ct9995GYmMiuXbv44IMP/OXnz59n/fr1mEwmFi9e3A29lq+KiRMnMmrUKAoKCnjzzTf95dXV1axatQro+DAr6VnmzZuH3W7n7bffZvfu3f7yuro6Vq5cidfrZeHChURERCgmwkBERATf+973gLbDC68eOaqurmbFihW0trby4IMPEhMTo5gIMpOh5dcSQtu3b2f16tVERkaSmZmJYRgUFhbidrtZu3Ztu+PGpXeora1lypQpNDc3M3bs2A4PpvPx7Syyb98+nnzySTweDxkZGcTExPD3v/+dpqYmli9fzrJly7qr+9LNxowZg8fjoaSkpF35sWPHWLRoEU6nk3HjxpGUlERRURF1dXXMmTOHnJycW9RjCaY9e/bw05/+FLfbzdixY0lKSuLIkSPU1NSQmZlJXl4ekZGRgGIiHLhcLpYuXUpRURE2m42MjAxMJhNHjx6lvr6eO++8k9///vf+hcKKieBRQiAh9/7775OXl8eJEyewWq2MHj2axx9/nEmTJt3qrkkIHDhwgB/+8Ic31fbqm8DDhw+zceNGjh49imEYpKWlsXjxYu6///5QdVW+AjpLCKBtbnBubi6FhYW0tLQwbNgw5s2bx+zZs687z1h6lpMnT/Lqq69SVFSE0+kkJSWFmTNnsmTJEn8y4KOY6P1aW1vZsWMH77zzDqWlpXi9XoYPH86MGTNYvHhxwGGniongUEIgIiIiIhLGtIZARERERCSMKSEQEREREQljSghERERERMKYEgIRERERkTCmhEBEREREJIwpIRARERERCWNKCEREREREwpgSAhERERGRMKaEQEREREQkjCkhEBEREREJY0oIRERERETCmBICEREREZEwpoRARERERCSMKSEQEREREQljSghERERERMKYEgIRERERkTCmhEBEREREJIz9P0/Uo/mbIIXQAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 251,
"width": 386
}
},
"output_type": "display_data"
}
],
"source": [
"sns.kdeplot(titanic.age, bw=0.6, label=\"bw: 0.6\", shade=True, color=\"r\");\n",
"sns.kdeplot(titanic.age, bw=2, label=\"bw: 2\", shade=True);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" Exercise: Plot the distribution of fare paid by passengers
"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 251,
"width": 380
}
},
"output_type": "display_data"
}
],
"source": [
"# your code here\n",
"sns.kdeplot(titanic.fare, bw=0.5, label=\"bw: 0.5\", shade=True);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### You can mix elements of `matplotlib` such as Axes with `seaborn` elements for a best use of both worlds."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 338,
"width": 890
}
},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns\n",
"sns.set(color_codes=True)\n",
"\n",
"x1 = np.random.normal(size=100)\n",
"x2 = np.random.normal(size=100)\n",
"\n",
"fig, ax = plt.subplots(1,2, figsize=(15,5))\n",
"\n",
"# seaborn goes in first subplot\n",
"sns.set(font_scale=0.5)\n",
"sns.distplot(x1, kde=False, bins=15, ax=ax[0]);\n",
"sns.distplot(x2, kde=False, bins=15, ax=ax[0]);\n",
"ax[0].set_title('seaborn Graph Here', fontsize=14)\n",
"ax[0].set_xlabel(r'$x$', fontsize=14)\n",
"ax[0].set_ylabel(r'$count$', fontsize=14)\n",
"\n",
"# matplotlib goes in second subplot\n",
"ax[1].hist(x1, alpha=0.2, bins=15, label=r'$x1$');\n",
"ax[1].hist(x2, alpha=0.5, bins=15, label=r'$x2$');\n",
"ax[1].set_xlabel(r'$x$', fontsize=14)\n",
"ax[1].set_ylabel(r'$count$', fontsize=14)\n",
"ax[1].set_title('matplotlib Graph Here', fontsize=14)\n",
"ax[1].legend(loc='best', fontsize=14);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Introduding the heart disease dataset. \n",
"\n",
"More on this in the in-class exercise at the end of the notebook. "
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" age \n",
" sex \n",
" cp \n",
" restbp \n",
" chol \n",
" fbs \n",
" restecg \n",
" thalach \n",
" exang \n",
" oldpeak \n",
" slope \n",
" ca \n",
" thal \n",
" num \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 63.0 \n",
" 1.0 \n",
" 1.0 \n",
" 145.0 \n",
" 233.0 \n",
" 1.0 \n",
" 2.0 \n",
" 150.0 \n",
" 0.0 \n",
" 2.3 \n",
" 3.0 \n",
" 0.0 \n",
" 6.0 \n",
" 0.0 \n",
" \n",
" \n",
" 1 \n",
" 67.0 \n",
" 1.0 \n",
" 4.0 \n",
" 160.0 \n",
" 286.0 \n",
" 0.0 \n",
" 2.0 \n",
" 108.0 \n",
" 1.0 \n",
" 1.5 \n",
" 2.0 \n",
" 3.0 \n",
" 3.0 \n",
" 2.0 \n",
" \n",
" \n",
" 2 \n",
" 67.0 \n",
" 1.0 \n",
" 4.0 \n",
" 120.0 \n",
" 229.0 \n",
" 0.0 \n",
" 2.0 \n",
" 129.0 \n",
" 1.0 \n",
" 2.6 \n",
" 2.0 \n",
" 2.0 \n",
" 7.0 \n",
" 1.0 \n",
" \n",
" \n",
" 3 \n",
" 37.0 \n",
" 1.0 \n",
" 3.0 \n",
" 130.0 \n",
" 250.0 \n",
" 0.0 \n",
" 0.0 \n",
" 187.0 \n",
" 0.0 \n",
" 3.5 \n",
" 3.0 \n",
" 0.0 \n",
" 3.0 \n",
" 0.0 \n",
" \n",
" \n",
" 4 \n",
" 41.0 \n",
" 0.0 \n",
" 2.0 \n",
" 130.0 \n",
" 204.0 \n",
" 0.0 \n",
" 2.0 \n",
" 172.0 \n",
" 0.0 \n",
" 1.4 \n",
" 1.0 \n",
" 0.0 \n",
" 3.0 \n",
" 0.0 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" age sex cp restbp chol fbs restecg thalach exang oldpeak slope ca thal num\n",
"0 63.0 1.0 1.0 145.0 233.0 1.0 2.0 150.0 0.0 2.3 3.0 0.0 6.0 0.0\n",
"1 67.0 1.0 4.0 160.0 286.0 0.0 2.0 108.0 1.0 1.5 2.0 3.0 3.0 2.0\n",
"2 67.0 1.0 4.0 120.0 229.0 0.0 2.0 129.0 1.0 2.6 2.0 2.0 7.0 1.0\n",
"3 37.0 1.0 3.0 130.0 250.0 0.0 0.0 187.0 0.0 3.5 3.0 0.0 3.0 0.0\n",
"4 41.0 0.0 2.0 130.0 204.0 0.0 2.0 172.0 0.0 1.4 1.0 0.0 3.0 0.0"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"columns = [\"age\", \"sex\", \"cp\", \"restbp\", \"chol\", \"fbs\", \"restecg\", \n",
" \"thalach\", \"exang\", \"oldpeak\", \"slope\", \"ca\", \"thal\", \"num\"]\n",
"heart_df = pd.read_csv('../data/heart_disease.csv', header=None, names=columns)\n",
"\n",
"heart_df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Boxplots\n",
"\n",
"#### One variable."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 279,
"width": 349
}
},
"output_type": "display_data"
}
],
"source": [
"# seaborn\n",
"ax = sns.boxplot(x='age', data=titanic)\n",
"#ax = sns.boxplot(x=titanic['age']) # another way to write this\n",
"ax.set_ylabel(None);\n",
"ax.set_xlabel('age', fontsize=14);\n",
"ax.set_title('Distribution of age in the Titanic', fontsize=14);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Two variables"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" Exercise: Did more young people or older ones get first class tickets on the Titanic?
"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 255,
"width": 373
}
},
"output_type": "display_data"
}
],
"source": [
"# your code here\n",
"# two variables seaborn\n",
"ax = sns.boxplot(x=\"class\", y=\"age\", data=titanic)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 276,
"width": 375
}
},
"output_type": "display_data"
}
],
"source": [
"# two variable boxplot in pandas\n",
"titanic.boxplot('age',by='class')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Scatterplots\n",
"\n",
"#### Plotting the distribution of two variables\n",
"\n",
"Also called a bivariate distribution where each observation is shown with a point with x and y values. You can draw a scatterplot with the `matplotlib plt.scatter` function, or the `seaborn jointplot()` function:"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 309,
"width": 597
}
},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots(1,1, figsize=(10, 5))\n",
"sns.scatterplot(x=\"fare\", y=\"age\", data=titanic, ax=ax); "
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 433,
"width": 431
}
},
"output_type": "display_data"
}
],
"source": [
"sns.jointplot(\"fare\", \"age\", data=titanic, s=40, edgecolor=\"w\", linewidth=1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You may control the `seaborn` [Figure aesthetics](https://seaborn.pydata.org/tutorial/aesthetics.html)."
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Pfcq19yAiIiIiIiIiosoxqUTYokWL8MQTT+BjH/sYfvWrX+G9995zLKBDhw7hxz/+MS6//HKsXbsWixcvdqxtIiIiIiIiIiKqXEJKKU/2RVJKPPzww/jNb34D0zShaRqWL1+Oq6++GkuXLoXf7z+p9vr6+vDSSy/hf//3f7F582bYtg1d13HHHXfgpptughDiZEMsK4ZRQE9PttRhlJ1IpBoAkEz2ljgSIm/jWCJyDscTkTM4loicwbFENLqamiB0fXL7P04qETago6MD3//+97Fp06bBZJWu61iyZAnmz5+Pc845B3PnzkU4HEZVVRUURUEul0MymcTBgwexe/dutLW1YefOnbAsCwOhXHbZZfjWt76FpqamyYZWVpgIGx0f6kTO4Fgicg7HE5EzOJaInMGxRDS6kiXCBrzxxht46KGHsG3btmKjJzmDS0oJIQSWL1+OW2+9Feeee+5UQyorTISNjg91ImdwLBE5h+OJyBkcS0TO4FgiGt1UEmGTe9UIH/rQh7B69Wrs27cPTz75JF544QW88847E3rtWWedhRUrVuCqq65CLBZzIhwiIiIiIiIiIqLjODIjbDTvvvsudu7cif379yOZTKK/vx9CCIRCITQ0NODMM8/EwoULUV9f78bblxXOCBsd/7pB5AyOJSLncDwROYNjicgZHEtEoyv5jLDRzJkzB3PmzHGreSIiIiIiIiIiopPiWiKMiIiIiKgSdaWyiCfSyJsW/JqKWDSMhtpgqcMiIiIiMBFGREREROSIfYk0WtsSiHemkTMKsG1AUYCA7kOsMYyW5iiaouFSh0lERFTRmAgjIiIiIpqit/YmsWFLHKk+A3nTQkBXoSoCRkEi3Z9FT8bA/sNprFoWw+KzI6UOl4iIqGIxEUZERERENAX7Emls2BJHMpVDUFdRUxeEIsTg920pkek3kUzlsGFzHDUhP2eGERERlYhS6gCIiIiIiLystS2BVJ+BoK6iOqQPS4IBgCIEqkM6grqKVJ+B1rZEiSIlIiIizggjIiIiIpqkrlQW8c5iYfyaurEL4oeC2uDxXalsWRTQZ2F/IiKqNEyEERERERFNUjxRLIwf0NXjZoKNpCgCAU1FziggnkiXNOHEwv5ERFSpmAgjIiIiIpqkvGnBtgFVGTsJNkBVBGy7+LpSYWF/IiKqZEyEERERERFNkl9ToSiAUZATOt6yJXRNwK+pLkc2Ohb2JyKiSsdi+UREREREkxSLhhHQfcgZFmw5djLMtiVyplVcflii5BIL+xMRUaVzbUaYZVnYuHEjtm7dioMHD6Knpwc///nPceaZZ2L37t148cUX8ZnPfAannHKKWyEQEREREbmqoTaIWGMYPRkDmX4T1SH9hMdmsmaxIH1jaQrSe72wPxERkRNcSYRt27YNd999Nzo7OwEAUkoIIZDL5QAAu3fvxoMPPohHHnkEd955J6677jo3wiAiIiIicl1LcxT7D6eRTOUAGAgFNShDaobZtkQmayJrWIjUBtDSHC1JnF4t7E9EROQkx5dGvvTSS/jSl76Ezs5OyBNMDz948CAAIJfL4Qc/+AEeeeQRp8MgIiIiIpoWTdEwVl0SQ6Q2gIIt0ZXKItWbR2/GQKo3j65UFgVbIlIbwKplsZLV3PJiYX8iIiKnOZoIO3r0KO68804UCgVEIhH87Gc/w9atW4877qabbsIdd9yBYDAIKSUefPBB/O1vf3MyFCIiIiKiabP4nAhuvGI+Fn3wFDTUBqFrCoQQ0DUFDbVBLPrgKbjxivkl3YVxoLC/ZU+8sL+ioGSF/YmIiNzg6NLIxx9/HH19faipqcHatWtx6qmnjnpcdXU1brnlFlxyySW48cYbkc1m8fvf/x733HOPk+EQEREREU2bpmgYTdFwsbZWoliLy6+piEVLUxNspIHC/un+LGwpx1weOVDYPxzSS1bYn4iIyA2OJsL+8pe/QAiB66+//oRJsKHOP/983HDDDXj44Yexbds2J0MhIiIiIiqJhtpgWSS+RvJSYX8iIiK3OLo0sqOjAwDw4Q9/eMKv+chHPgIAg4X1iYiIiIjIHS3NUdRW6cgaFnozBuwRyyRtW6I3YyBrWKit0ktW2J+IiMgtjibCBnaFnDVr1oRfEwzyL0xERERERNPBK4X9iYiI3OLo0shTTjkFnZ2dOHDgAC644IIJvWbnzp0AgNmzZzsZChERERERjWLxORHUVPnR2pZAvDONnFGAbQO6Joo1wRrDaGmOMglGREQzkqOJsEWLFiGRSOCpp57CJz7xiXGP7+vrw+rVqyGEwKJFi5wMhYiIiIiITqDcC/sTERG5xdGlkddeey0AYPPmzVi9evWYx7777rv40pe+hEQiAQC46qqrnAyFiIiIiIjG0VAbxEfOnYOW5ig+cu4cJsGIiGjGc3RG2LJly3D55Zfj+eefx7//+7/jhRdewMUXXzz4/e3bt2Pnzp149dVX8dxzz8EwDAghsHTpUlx22WVOhkJERERERERERDSMkFLK8Q+buGw2i6985St49dVXIYQ44XEDb3vuuefid7/7HWpqapwMo6wYRgE9PdlSh1F2IpFqAEAy2VviSIi8jWOJyDkcT0TO4FgicgbHEtHoamqC0PXJze1ydGkkUNwFcvXq1bjrrrvwgQ98AFLKUf+rqanBbbfdhj/84Q8zOglGRERERERERETlwdGlkQOEELj55ptx0003Yc+ePdi1axeOHj0Ky7JQU1ODs88+GxdccAE0TXPj7YmIiIiIiIiIiI7jaCJszZo1qKmpwcqVK+H3+yGEwPz58zF//nwn34aIiIiIiIiIiOikOZoIW7t2Ld555x3s2LED3/3ud51smoiIiIiIiIiIaEocrRF2+PBhAMDll1/uZLNERERERERERERT5uiMML/fj3w+D0VxvAY/EREREXlIVyqLeCKNvGnBr6mIRcNoqA2WXZuVrpLPKfvufN/bO47izT1JZPMFBP0+LJkXwYK5dWUZq9Pceua1H+xBzrBg5Ew+R4kc4mgibMWKFfif//kfPP7441i6dKmTTRMRERGRB+xLpNHalkC8M42cUYBtA4oCBHQfYo1htDRH0RQNl7zNSlfJ55R9d77vm3Yk8My2DnSnc7BsCUgJCIHWtgTqwwGsXDoXH10YLYtYneb2M8+0bNi2hJSSz1Eih6j33nvvvU41tnTpUvz1r3/Fli1b8Oqrr0LTNMyaNQuzZs2CqqpOvY3nWJaNfL5Q6jDKTijkBwD09xsljoTI2ziWiJzD8TQ1b+1NYt1Lb2P/4V6k+w0IISAEULAkejIGjvTksOfAUdRU6WisD5WszUo3Hee0XMdSJd9PbvX9jy//HU9tiqO33ygmwYawbIlMzsT/xd+DYVo498zZJY3VadPxzFOVYptGweZzlGiIQECDqk5uNaKjM8K+9a1voaqqCkIIvPHGG3jjjTcGv6dpGoQQJ3ytEALbt293JI6+vj589rOfxX/8x3/gtNNOw1tvvYUf/ehHyGQymDdvHn784x9D13W0t7fjX//1X5HJZPChD30I3/ve9+DzOXpKiIiIiCrCvkQaG7bEkUzlENRV1NQFoQz53c+WEpl+E8lUDhs2x1ET8o87+8CNNitdJZ9T9t35vm/akcDGNw7ALNgQAvCp4rh2LVvCLNjY+PoBNNQFx50Z5pXrNF3PPL9WnFBiFmw+R4kc4mgxr+effx5/+ctfYNs2pJTD/jMMA/l8fsz/nNDW1obPfe5z2L9/P4BiUuxrX/sa7rvvPjz99NMAgCeffBIAcOedd+K73/0unn32WUgpsW7dOkdiICIiIqo0rW0JpPoMBHUV1SF92ActAFCEQHVIR1BXkeoz0NqWKEmbla6Szyn77nzfn9nWgYJVTIJpqjJqu5qqHJt9ZOOZbR0li9VpXnnmeeV8Ek0nR6c/XXjhhU42Nynr1q3DPffcg29961sAgC1btmDRokWYP38+AOA73/kOLMvCoUOHkMvlsGjRIgDAtddeiwcffBD/9E//VLLYiYiIiLyoK5VFvLNYfLmmbuyiy6GgNnh8Vyp7wiLNbrRZ6Sr5nLLvzve9veMoutM5SFmcCTYWVREoWBLd6RzaO46esIC+V66TV555XjmfRNPN0UTYY4895mRzk3L//fcP+//vvPMOZs2ahTvuuAP79u3DkiVLcNddd2HXrl2IRCKDx0UiEbz77ruuxKTrPkQi1a60PRPw3BA5g2OJyDkcTyen/WAPTMtGKOAbXMYzlll+H0zLRnefgfPObpi2NitdKc5puYylSr6f3Or7+s1x2LaEEICqjL3QSBUClmXBtiXaO1Jo+Ye50xqr00rxzNN8w88xn6NEk+fo0shyZFkWNm/ejG984xtYv349stksHnnkEdi2PaxmmZRyzBpmRERERDS6nFH8gKsqE/tdSlUFbFsiZ1jT2malq+Rzyr473/f+XAESwEQ/QQkByGOvm+5YneaVZ55XzifRdJvxleFPOeUUNDc34/TTTwcArFy5Eo8//jiuvfZaJJPJweOOHDmChgZ3st6GUUBPT9aVtr1s4C+EyWRviSMh8jaOJSLncDxNjpEzizVhCzbMgj3u8aZpQ9cUGDnzhOfajTYr3XSe03IbS5V8P7nVdyGLO0RKFCcVjEfKYjJMSOn5cT+dz7yBmWAj34fPUap0NTVB6PrkUlqOJsISiakV1otGx95BZDKWLVuGX//61+js7ERjYyNeeuklnHfeeTj11FPh9/vx17/+Ff/wD/+ADRs2oKWlxfH3JyIiIprpYtEwAroP6f4sbCmPK8Y8lG1L5EwL4ZCO2Bg7k7nRZqWr5HPKvjvf9yXzImhtS8AsyPHblRISgE8RWDIvcsLjvHKdvPLM88r5JJpujibC/vEf/3HSywuFENi1a5eT4QAAGhsbcd999+ErX/kK8vk8FixYgG9/+9sAgJ/97Gf4zne+g76+Ppx33nm48cYbHX9/IiIiopmuoTaIWGMYPRkDmX4T1SH9hMdmsib8mopYY3jMYsxutFnpKvmcsu/O933B3DrUhwN492g/LFtCGaNgvnWsllh9OHDCQvluxuo0rzzzvHI+iaab40sjJzItdjq8+OKLg/++7LLLcNlllx13zPz58/Hkk09OY1REREREM1NLcxT7D6eRTOUAGAgFNShD6tLYtkQmayJrWIjUBtDSPP5KADfarHTTcU67Ulm0H+xBzrBg5EzEouXxwbqS7ye3+r5y6Vw8vnEvzIIN07KhKmLYrCNbSli2hJTFJX4rl45eJH86YnXadD3zhuJzlMgZQjqYufr+978/5vdt20Zvby86OzuxY8cOmKaJM844A3feeSd8Pt+oyaqZgDXCRldutSOIvIpjicg5HE9T89beJDZsiSPVZyBvWghoKlRFwDq25Mavqait0rFqWQyLzz7x8ii326x0bp3TfYk0WtsSiHemYVo2bFtCSomA7kOsMYyW5iiaSrzkqpLvJ7f6/seX/46NbxxAwbKLdcCA4v/IYv0wIQCfqmDFhafjU5eeVdJYnTYdz7xZfh9UVcA0bT5HiYaYSo0wRxNhJ+Po0aO45557sHHjRnzsYx/Dr3/961KEMS2YCBsdP2wQOYNjicg5HE9TNzQZkjMKsG1AUTClZIgbbVY6p8/pyA/aoYAPqiJgFGzkjPL6oF3J95Nbfd+0I4FntnWgO52DZcvByviqIlAfDmDl0rn46MKTm2nklevk9jPPqaSyV84n0UR5MhEGAJZl4dOf/jTa29vxs5/9DJ/85CdLFYqrmAgbHT9sEDmDY4nIORxPzulKZRFPpJE/NtvAieVxbrRZ6Zw4p/sSaTz67G4kUzkEdRWhWRr8mgqguNOdLSUy/e8vvbrxivll8YG7ku8nt/re3nEUb+5JIpsvIOj3Ycm8yJg1wUoZq9PceuZ19xmOLjP2yvkkGo9nE2EAsH79etx9991YunQpVq9eXcpQXMNE2Oj4YYPIGRxLRM7heCI6eauf2Y3tbx+BTxGDxbg1nwKgmAgb0JsxULAlFn3wFNy8cn5JYiXyGv5cIhrdVBJhisOxnLSmpiYAwO7du0scCRERERERnYyuVBbxzuLsktAsbcxjQ0ENedNCvDONrhT/SExERKVR8kRYMpkEAORyuRJHQkREREREJyOeKNYbCujqsN0CR6MoAgFNRc4oIJ5IT1OEREREw5U0EWZZFtasWQMAiEa5TSsRERERkZfkTQu2DajK2EmwAaoiYNvF1xEREZXC5BZUnsCOHTvGPUZKiWw2i0OHDuGJJ57Ajh07IITAZZdd5mQoRERERETkMr+mQlEAozCxssOWLaFrYrCYPhER0XRzNBH2mc98BmKcKdGjqa6uxhe/+EUnQyEiIiIiIpfFomEEdB/S/VnYUo65PNK2JXKmhXBIR6wMdo0kIqLK5PjSSCnlSf03d+5c/Od//ifq6+udDoWIiIiIiFzUUBtErDEMv6Yi02+OeWwma8KvqYg1htFQG5ymCImIiIZzdEbY7bffPrE39flQXV2NefPmYcmSJVCUktfsJyIiIiKiSWhpjmL/4TSSqRwAA6Hg8N0jbVsikzWRNSxEagNoaWZtYKKJ6Epl0X6wBznDgpEzEYsyiUzkBCGlnNiCfpo0wyigp4dbRI8UiVQDAJLJ3hJHQuRtHEtEzuF4Ipqct/YmsWFLHKk+A3nTwiy/D6oqYJo2cqYFv6aitkrHqmUxLD47UupwicravkQarW0JxDvTMC0btl1cTRXQfYg1htHSHEUTlxdThaupCULXJze3y9EZYUREREREVHkWnxNBTZX/uA/vuqYUa4LxwzvRhIxMKocCPqiKgFGwke7PoidjYP/hNJPKRFMw7YmwQ4cOYdOmTcjn87jggguwZMmS6Q6BiIiIiIgc1hQNoykaRlcqi+4+g8u5iE7SvkQaG7bEkUzlENRV1NQFB3dYNQs2bCmR6TeRTOWwYXMcNSE/k8tEk+BKIuzll1/GE088gSuvvBKf+MQnBr++du1a3H///bAsa/BrF110ER544AFUV1e7EQoREREREU2jhtogzju7AQCXGROdjNa2BFJ9BoK6iuqQftz3FSGOfd1Aqs9Aa1uCiTCiSXC8Sv0vf/lLfPWrX8XLL7+MvXv3Dn597969+MEPfoBCoTBs18itW7fi1ltvdToMIiIiIiIiIk/oSmUR70wXl0PO0sY8NhTUkDctxDvT6EqxFjXRyXI0Edbe3o6HH34YUkqoqgpNe38Ar1mzBpZlQQiBm2++Gb/73e9wzTXXQEqJN954Axs3bnQyFCIiIiIiIhpFVyqLV3e9i9a2BF7d9S6TKWUgnkgjZxQQ0FUoQox5rKIIBDQVOaOAeCI9TRESzRyOLo1ct24dAKCurg6rV6/GvHnzAAC2beP555+HEALNzc246667ABSXRR45cgSbNm3C008/jRUrVjgZDhERERERER0zdDfCnFGAbQOKAu5GWAbypgXbBlRl7CTYAFURsO3i64jo5Dg6I+y1116DEAKf//znB5NgALBjxw709PQAwHHJrmuuuQYAsHPnTidDISIiIiIiomPe2pvEo8/uxva3j6ArlYVRsCEhYRRsdKWy2P72ETz67G689bdkqUOtSH5NhaIAli0ndLxlSygKBovpE9HEOTojrKurCwDQ3Nw87OtbtmwZ/PfFF1887HvRaBQA0N3d7WQoREREREREhNF3Ixy6/I67EZZeLBpGQPch3Z+FLeWYyyNtWyJnWgiHdMR4nYhOmqMzwrLZ4tryqqqqYV/funUrAKC2thbz588f9r1MJgMAEOOsgyYiIiIiIqKTN3I3wpFJloHdCIO6OrgbIU2vhtogYo1h+DUVmX5zzGMzWRN+TUWsMYyG2uA0RUg0cziaCKuvrwcAdHZ2Dn6tr68P27dvhxDiuNlgALB7924AQCQScTIUIiIiIqKSYCFyKifcjdA7WpqjqK3SkTUs9GYM2COWSdq2RG/GQNawUFulo6U5WqJIibzN0aWRCxcuxPPPP48//elPuPzyywFzLadtAAAgAElEQVQATz75JAqFAoQQWL58+bDjU6kU1qxZAyEEzj//fCdDISIiIiKaVixETuVoKrsRcrbR9GqKhrHqkhg2bIkj1WegK5XFLL8PqipgmjZypgW/piJSG8CqZTE+T4gmydFE2JVXXonnnnsOzz33HL74xS/ijDPOwJNPPgkhBMLh8GAirK+vDxs3bsRvf/tbdHV1QQiBq6++2slQiIiIiIimzVt7k4MfXvOmhYCuQlUEjIJEuj+LnoyB/YfTWLUshsVncyUETR/uRugti8+JoKbKP5hUNy0bti2ha0qxJhiT6kRT5mgibMWKFVi+fDleeOEFvPLKK3jllVcgZXE657e//W34/X4AQHt7O+6+++7BumBXXHEFLr30UidDISIiIiKaFixETuVsYDdCozDx3Qh1TXA3whJqiobRFA2jK5VFd5+BnGHByJmIRVkTjMgJjibCAOCBBx7Aww8/jPXr1+PIkSNoamrCP//zP2PlypWDxzQ1NRXf3OfD9ddfj2984xtOh0FERERENC1GFiIfaaAQOWAMFiJnIoymC3cj9K6G2iDOO7sBAJBM9pY4GqKZw/FEmM/nw2233YbbbrvthMfU19fjJz/5CZYtW4bZs2c7HQIRERER0bQYWoi8pm7smRqhoDZ4fFcqy5kdNC0GdiPsyRjI9JujJmsHcDdCIqoEju4aeTKuuuoqJsGIiIiIyNOmUoicaLpwN0Iiovc5PiNsPIcOHcKmTZuQz+dxwQUXYMmSJdMdAhERERGRI1iInLxgtN0IA1pxQwfr2HJI7kZIRJXClUTYyy+/jCeeeAJXXnklPvGJTwx+fe3atbj//vthWe//4L/ooovwwAMPoLq62o1QiIiIiIhcw0Lk5BUjdyPMGQXYNqBrgrsRElFFcTwR9stf/hKPPPIIAGDevHmDibC9e/fiBz/4wbAkGABs3boVt956Kx577DGnQyEiIiIichULkZOXDN2NMJ4o1rbzayp3IySiiuJojbD29nY8/PDDkFJCVVVomjb4vTVr1sCyLAghcPPNN+N3v/sdrrnmGkgp8cYbb2Djxo1OhkJERERE5LqBQuR+TUWm3xzzWBYip3LRUBvER86dg5bmKD5y7hzej0RUURydEbZu3ToAQF1dHVavXo158+YBAGzbxvPPPw8hBJqbm3HXXXcBKC6LPHLkCDZt2oSnn34aK1ascDIcIqIZryuVRfvBHuQMC0bO5F90iSoAZ3KUn5bmKPYfTiOZygEw4PerME0bUgJCAJqmIJ+3kDUsRGoDLEROdBLaO47izT1JZPMFBP0+LJkXwYK5daUOi4g8zNFE2GuvvQYhBD7/+c8PJsEAYMeOHejp6YEQ4rhk1zXXXINNmzZh586dToZCRDSj7UukB2t8mJYN25aQUiKg+1jjg2iGGjruB2r7KAo47svAQCHy/3n57+hO53C0Nw8MXSEpAZ9PQX2YhciJJmrTjgSe2daB7nQOli0xkFlubUugPhzAyqVz8dGFTCoT0clzNBHW1dUFAGhubh729S1btgz+++KLLx72vWi0+PDq7u52MhQiohnrrb3JwV2f8qaFUMAHVREwCjbS/Vn0ZAzsP5zGqmUxLD47UupwicgBI8d9QFePjXvJcV9GJI4VzBcj8mBixPeJaEx/fPnv2PjGARSs92dWAgCkhFmQePdoPx7fuBddR7P41KVnlTRWIvIeRxNh2WwWAFBVVTXs61u3bgUA1NbWYv78+cO+l8lkAABijMKiRERUtC+RxoYtcSRTOQR1FTV1wcGdx8yCDVtKZPpNJFM5bNgcR03Iz5kHRB432rgfWpCd4770Bq5ROmOiOqjBr6uDz2RFCGg+BXnDQjpj8hoRjWPTjgQ2vnEAZsGGEIBPFcc98yxbwizY2Pj6ATTUBTkzjIhOiqPF8uvr6wEAnZ2dg1/r6+vD9u3bIYQ4bjYYAOzevRsAEInwr5dERONpbUsg1WcgqKuoDunH7U6mCIHqkI6griLVZ6C1LVGiSInIKRz35W/kNdI1FaGghupZOkJBDbqm8hoRTdAz2zpQsIpJME1VRn3maaoCIYCCZeOZbR0lipSIvMrRRNjChQsBAH/6058Gv/bkk0+iUCgAAJYvXz7s+FQqhTVr1kAIgfPPP9/JUIiIZpyuVBbxzmKB7NAsbcxjQ0ENedNCvDONrlR2miIkIqdx3Jc/XiMi57R3HEV3OgcpAVUZe8WQqghICXSnc2jvODpNERLRTOBoIuzKK6+ElBLPPfccvvjFL+K+++7DL37xCwghEA6HBxNhfX19WL9+PT796U8P1hW7+uqrnQyFiGjGiSeKBbIDunrcX0dHUhSBgKYiZxQQT6SnKUIichrHffnjNSJyzpt7krBsCSEw/ngSAgKAZUu8uSc5PQES0YzgaCJsxYoVWL58OaSUeOWVV7B27VoYhgEpJb797W/D7/cDANrb23H33Xfj4MGDAIArrrgCl156qZOhEBHNOHnTgm2P/xfSAaoiYNvF1xGRN3Hclz9eIyLnZPOF4u6QEyUASFl8HRHRBDmaCAOABx54AF/72tcQjUah6zoWLFiAX/7yl7j22msHj2lqagIA+Hw+fP7zn8dPf/pTp8MgIppx/JoKRSn+5XMiLFtCUTBYTJ+IvIfjvvzxGhE5J+j3DdkicgIkACGKryMimiDHnxg+nw+33XYbbrvtthMeU19fj5/85CdYtmwZZs+e7XQIREQzUiwaRkD3Id2fHdyJ7ERsWyJnWgiHdMS4MxmRZ3Hclz9eIyLnLJkXQWtbAmZBjj+epIQE4FMElszjxmtENHGOzwibqKuuuopJMCKik9BQG0SsMQy/piLTb455bCZrwq+piDWG0VAbnKYIichpHPflj9eIyDkL5tahPhyAEOPPshyoJVYfDmDB3LppipCIZgLXE2HJZBJvvvkmXn75ZfT19QEAcrkc8vm8229NRDTjtDRHUVulI2tY6M0YsEf8kmjbEr0ZA1nDQm2VjpbmaIkiJSKncNyXP14jIuesXDoXPlWBlIBp2bBH1AyzpYRp2ZAS8KkKVi6dW6JIicirhJQnU41wYqSUWLduHR599FHs27dv8OtPPfUU5s+fjxdeeAF33nknPvOZz+D2229HVVWV0yGUFcMooKeHW2SPFIlUAwCSyd4SR0LkLW/tTWLDljhSfQbypoVZfh9UVcA0beRMC35NRW2VjlXLYlh89sxeKtCVyiKeSCN/rN+xaOXMsnCj75V8PoFi/7v7DOQMC0bOLKv+jxz3AU2FqghYx5baleO4r7T7aeg1yuZMDM2FKQIIBrQpX6P2jqN4c08S2XwBQb8PS+ZFpjwTxo3r1N5xFO0dKfTnChBSlm2cXmnTDW7F6VS7f3z579j4xgEUjiW8BHCsMP5gWTD4VAUrLjwdn7r0rCnHXc74mYlodDU1Qej65Kp9OV4jLJPJ4Gtf+xq2bt2KoTk2MWR996FDh9Df3481a9bgxRdfxOrVqxGN8i9jREQTsficCGqq/GhtSyDemS7+tdSW0DWlWHemMYyW5iiaZnD9mX2J9GD/c0YBtg0oChDQfTO+/270vZLPJzC8/wPjSUpZVv0fOe4HrpOuibIb95V6Py0+J4I3/5bEoeS7xy3psgDYWRMXNM2eVBJs044EntnWge50rti2lIAQaG1LoD4cwMqlc/HRhSf3u7Qb12lonLZdrN8EoOzi9EqbbnArTqfb/dRlZ6FhdvD4+14R8Cli0vcTERHgwoywW2+9FS+++CIAIBaLYdmyZXjssccghBicEfbss8/iu9/9Lnp6egAA55xzDtavXw+fb2bu9sEZYaPjXzeIpq6cZ7C45biZMfqQmTFGec6McYobfa/k8wkc3/9QwAdVETAKdtn2v5xnnFTy/fT/1u/EX/cmxz3uQ/MiuPWaCybc7nEzY4bUDh/4/yc7M8aN6zRanMcm8JRVnF5p0w1uxel2/92YCekl/MxENLqpzAhT77333nudCqS1tRUPPvgghBC45ZZb8OCDD+LSSy/FQw89BCEEPvvZz+KUU07BBz/4QVx//fU4ePAg/va3v+G9995DY2MjzjvvPKdCKSuWZSOfL5Q6jLITCvkBAP39RokjIfKuUEDDuWdFcNZptagLaQgFtFKH5Kp9iTTWvfQ2kqkc/D4FdWE/gn4f/JqKgO7DrIAPVsFGT8bEga4+zJ1Tjbpqf6nDdoQbfa/k8wmM3v/qWToCug+6Ty3b/ocCGk6LVOGMD1TjtEhV2Yz7Sr6f1rf+HX/Znhj2NTHkv6ES3f2wbBsLzhh/06hNOxJ4alMcZsE+lkgS8CkKVEVAVQSEKCaZLFti/+Fe1FbpOGNO9ZhtunGdRotTU1WoigJFlE+cXmnTDW7FOR39j9QEsfCseiw5J4KFZ9UjUlMeif/pws9MRKMLBDSo6uTK3jtaLH/9+vUAgIsvvhh33HEHFOXEzQeDQfz85z/HokWLIKXEn//8ZydDISKiGai1LYFUn4GgrqI6pB+3rboiBKpDOoK6ilSfgda2xAla8h43+l7J5xNg/51Wyefzhb8eHPz3aMmvkV8bevxYntnWgYJVTC5pqjLqOdVUBUIABcvGM9s6xm3TjevklTi90qYb3IrTK/0nIhrK0URYW1sbhBC49tprJ/ya6667DgCwe/duJ0MhIqIZpiuVRbyzuBwsNGvsGTChoIa8aSHemUZXyvtL093oeyWfT4D9d1oln8+tuw4jm7dO6jXZvIWtuw6PeUx7x1F0p3OQElCVkam14VRFQEqgO51De8fREx7nxnXySpxeadMNbsXplf4TEY3kaCKsu7sbAHD66adP+DVz5xa3u+3t5ZpnIiI6sXiiWIA3oKvH/cV5JEURCGgqckYB8UR6miJ0jxt9r+TzCbD/Tqvk8/nKzvcTWmP3fPj3h75uNG/uScKyJYTA+OdUCAgUlx6+uefEdcrcuE5eidMrbbrBrTi90n8iopEcTYQFg8X12tnsxLP87733HgAgFAo5GQoREc0wedOCbY8/42CAqgjYdvF1XudG3yv5fALsv9Mq+XzmJlkHdrzXZfOFYmGtiRIApCy+7gTcuE5eidMrbbrBrTi90n8iopEcTYQNzO56/fXXJ/yap59+GgBwxhlnOBkKERHNMH5NhaIUZxJMhGVLKErxdV7nRt8r+XwC7L/TKvl8BvyT27FqvNcF/b7hW0SORwIQovi6E3DjOnklTq+06Qa34vRK/4mIRnI0EXbppZdCSon//u//xpEjR8Y9/plnnsHTTz8NIQQ++tGPOhkKERHNMLFoGAHdh5xhwR5n9oFtS+RMCwHdh1g0PE0RuseNvlfy+QTYf6dV8vm8+IIPDP57vHTA0O8Pfd1olsyLDNbUGvecSgmJ4oybJfMiJzzOjevklTi90qYb3IrTK/0nIhrJ0UTYDTfcgHA4jFQqhRtuuAGvvfbaqMe98847uO+++/DNb34TUkoEAoHBovlERESjaagNItYYhl9Tkek3xzw2kzXh11TEGsNoqPX+Nutu9L2SzyfA/jutks/nRed+AEH/yc1wCfpVXHTu2ImwBXPrUB8OQIjxZ9wM1OiqDwewYG7dCY9z4zp5JU6vtOkGt+L0Sv+JiEZyNBFWU1ODn/70p1AUBfv378dNN92ECy64YPD7d911Fy699FJ8/OMfx9q1a2HbNoQQ+P73v4/Zs2c7GQoREZWRrlQWr+56F61tCby6691J7xjV0hxFbZWOrGGhN2PAHvGhy7YlejMGsoaF2iodLc1RJ8IvC270vZLPJ8D+O62Sz+fyfzht8N8Sx88MG/m1ocePZeXSufCpCqQETMs+btaNLSVMy4aUgE9VsHLp3HHbdOM6TUechmkhkzXR228gkzVhmFZZPPO8ct+7FadX+k9ENJR677333utkg2eeeSaWLFmCzZs3o7+/fzDZBRR3lezr6xs8tqqqCj/+8Y/xyU9+0skQyo5l2chPspDqTBYK+QEA/f1GiSMh8rZyHkv7Emls2BzHxtcPYOe+buzpSGF3x1G8tfcI3jnci3BIR121f8Lt1VX7URPScSDZh/68hXS/gULBhlmwkc0X0NNvQFEE6sN+rFoWw7lnzpw/srjR90o+n8CJ+28ULPRnZ37/nVbJ99OCM2bjYFcfOrv7xz32Q/MiuPHj8yfU7hlzqmEYFvYf7oUtJWy7mFgo/lvClsXyXJpPwYoLT8fHPzJ+zV03rtNYcVpTjPPtRA96MgbS/QZy+QJyhoVsvoC+rImCJVFbreNTl55VsmeeV+57t+L0Sv+9rJx/zyMqpUBAg6pObm6X44kwADj99NNx3XXX4dRTT4WiKMjlcigUiomg2bNnY9GiRfjc5z6Hn/zkJzj//POdfvuyw0TY6PhQJ3JGuY6lt/Ymse6lt7H/cC/S/QaEEBACKFgSPRkDR3py2HPgKGqqdDTWT3zn4Mb6EObOqUbetGAWbBQrzgj4fAI1IT8WnFGHqy6Zmb9su9H3Sj6fwPH9F8d2P1OVyui/0yr5fvrwgjmwbBsHuvpQsI5fIhj0q/j4R+ZOOAk24NwzZ6O2Skdndz/ypnXsjAJCEfCpCiK1QXzq0qYJJZcGuHGdRsYJABACQkw+zsPd/di1/yiy+QLsY8sqB/oPCSiKwCy/hvNisyf8c6SSn6NuxemV/ntVuf6eR1RqU0mECSlPZr/jsSWTSUQiJy58WakMo4CensktA5rJIpFqAEAy2VviSIi8rRzH0r5EGo8+uxvJVA5BXUVolgZlyK5itpTI9JvIGhYitQHceMV8NE2ieG5XKot4Io28aRVrj0Qrp/aIG32v5PMJFPvf3WcgZ1gwcmbF9d9plXw/bd11GK/sPIxcvoCA34eLL/jAuDXBJqK94yje3JNENl9A0O/DknmRMWttTYQb16m94yjaO1LozxUgpJxUnCN/jvj9KkyzuLxSCEDTFOTz1pR+jlTyc9StOL3Sfy8px9/ziMpBTU0Quj65nZsdTYTdfPPNSCQSuPXWW3H11Vc71aznMRE2Oj7UiZxRjmNp9TO7sf3tI/ApAtUh/YTH9WYMFGyJRR88BTevPLlZEkRuKMfxRORFUx1L/DlCVMSfS0Sjm0oizNFi+Xv27MGBAwdgGJy2SURUqbpSWcQ7i38NDs3Sxjw2FNSQNy3EO9OTLqBPREQzC3+OEBGRmxxNhGUyGQDAOeec42SzRETkIfFEGjmjgICuDlsOORpFEQhoKnJGAfFEepoiJCKicsafI0RE5CZHE2FNTU0AgPb2diebJSIiD8mbFmy7WGx8IlRFwLbxfnFlIiKqaPw5QkREbnI0EXbHHXdACIFf/epX2Lp1q5NNExGRR/g1FYoCWPbESlBatoSiFF9HRETEnyNEROSmyVUWO4E5c+bg61//Oh544AF84QtfwNy5c9Hc3IzGxkaEQiGIcaY2f/nLX3YyHCIiKoFYNIyA7kO6PwtbyjGXtdi2RM60EA7piE1i10giIpp5+HOEiIjc5Ggi7Jprrhn8t5QSHR0d6OjomPDrmQgjIvK+htogYo1h9GQMZPrNMXf7ymTN4vbqjdxenYiIivhzhIiI3ORoIkxKOeb/H8t4s8WIiMg7Wpqj2H84jWQqB8BAKKhBGVLrxbYlMlkTWcNCpDaAluZo6YIlIvKIrlQW8URxN0W/piIWnbnJH/4c8aZKukeJyLscTYQ9+uijTjZHREQe1RQNY9UlMWzYEkeqz0BXKouApkJVBKxjy1j8mopIbQCrlsXQxOUsREQntC+RRmtbAvHO4m6Ktg0oChDQfYg1htHSHJ1xz1H+HPGWSrxHici7HE2EffjDH3ayOSIi8rDF50RQU+U/7hdjXRPFWi78xZiIaFxv7U0OJoPypoWAXkwGGQWJdH8WPRkD+w+nsWpZDIvPjpQ6XEfx54g3VPI9SkTe5GgijIiIaKimaBhN0TCXShARTcK+RBobtsSRTOUQ1FXU1AWHFY63pUSm30QylcOGzXHUhPwzLinEnyPljfcoEXmRI4mwN998E3v37kU6nUZdXR0WL16MD37wg040TUREM0BDbZAfWIiITlJrWwKpPgNBXR21YLwixLGvG0j1GWhtS8zYJAN/jpQn3qNE5EVTSoS98MIL+NGPfoRDhw4d973m5mb827/9G84777ypvAURERERUcXpSmUR7yzOgKqpGzsBFApqg8d3pbJMGNG04D1KRF416UTY2rVrcd999wEYfXfI7du343Of+xx+85vfYNmyZZOPkIiIiIiowsQTxZpYAV0dttRsNIoiENBU5IwC4ol0yZMMXaks2g/2IGdYMHKmI8sYvbI00o04y7XvXr5HvcKNsUREk0yEHTp0CD/84Q8HE2CLFy9GS0sL6uvr0d3djb/85S/Yvn07DMPAN7/5Tbz44osIhUKOBk5ERERENFPlTQu2DajK2AmGAaoiYNvF15XK0J0DTcuGbUtIKae0c6BXdiN0I85y77sX71GvcGMsEdH7JpUIW7duHUzThM/nw49+9CNceeWVw77/1a9+FY899hjuv/9+pNNpPPXUU7j++usdCZiIiIiIaKbzayoUBTAKx6+8GI1lS+iagF9TXY5sdCN3DgwFfMd2DrQnvXOgV3YjdCNOL/Tda/eoV7gxlohoOGUyL3r11VchhMBnP/vZ45JgA2644YbBJZHbtm2bfIRERERERBUmFg0joPuQMyzYo5QhGcq2JXKmVZwtUoJZIkN3DvQpAg11QcwOB1BT5UdtlR8NdUH4FDG4c+C+RHpSbdZW+VE9S590m25wI06v9N1L96hXuDGWiOh4k0qEHThwAABw2WWXjXncxz/+cUgpsXv37sm8DRERERFRRWqoDSLWGIZfU5HpN8c8NpM1i7WjGktTP2jkzoEj60UN7BwY1NXBnQNL0aYbKrnvXrpHvcIr157I6yaVCOvt7QUA1NTUjHncmWeeCQDo6emZzNsQERERTZuuVBatbx3Exlffwau73kVXKlvqkKjCtTRHUVulI2tY6M0YsO3hs25sW6I3YyBrWKit0tHSHJ32GIfuHBiapY15bCioIW9agzsHTmebbqjkvg/wwj06mq5UFq/uehetbYmyed577doTedmkaoSZZjHjr2njDNBjBfIzmcxk3oaIiIjIdSxKTOWqKRrGqktig/WCulJZBLRirSjr2FIzv6YiUhvAqmWxktynbuwc6JXdCCu57wO8cI8OVc4bEHjt2hN52aQSYVJKiHEGJ4DBY+Q4a8aJiIiISoFFiancLT4ngpoq/3Ef3nVNIBzSS/7h3Y2dA72yG2El932ocr9HB5T7BgRevPZEXjWpRBgRERGR1w0tShzUVdTUBQd3MzMLNmwpkek3B4sS14T8Jf8gR5WpKRpGUzRcXDqVKC6d8msqYtHS11tyY+dAr+xGWMl9H6mc71Fg9Of90FlX5fC89+q1J/IiJsKIiIioIo0sSjzSQFFiwBgsSsxEGJVSQ22wLJIKQw3sHJjuz8KWcswlXQM7B4ZD+pg7B7rRphsque8nUo73KOCN573Xrz2Rl0yqWD4RERGRl7EoMZEz3Ng50Cu7EVZy373EK897Xnui6TOlRNhE6oQRERERlZupFCUmouHc2DnQK7sRVnLfvcJLz3tee6LpMaWlkVdfffW4xwwkyxYsWDDucbt27ZpKOEREREQTwqLERM4ZbefAWX4fVFXANO1J7Rzold0I3YjTK333Ci89790YS0R0vCklwiayGyR3jiQiIqJyw6LERM4auXOgadmwbQldUya9c6BXdiN0I06v9N0LvPa8d2MsEdFwk0qERaOcgklERETexaLERM4bunNgd5+BnGHByJlT2jmw3HcjHOBGnF7pe7nz4vPejbFERO+bVCLsxRdfdDoOIiIiomkzUJS4J2Mg02+OuovYABYlJjo5DbVBnHd2AwAgmex1rE0vjD834vRK38uVl5/3bowlIpri0kgiIiIanxt/zecMgalraY5i/+E0kqkcAAOh4PDdxGxbIpM1kTUsRGoDM7ooMe8nIprJRnveK0NqhlXS856ImAgjIiJyzb5E+rj6LooCBHTfpGt8uNFmpWJRYt5PRFQZuAEBEQ3FRBgREZEL3tqbHPyFO29aCOjFX7iNgkS6P4uejIH9h9NYtSyGxWdHStZmpavkosS8n4ioknADAiIawEQYERGRw/Yl0tiwJY5kKoegrqKmLjisOK8tJTL9JpKpHDZsjqMm5B/3F2832qSiSixKzPuJiCoRNyAgIoCJMCIiIse1tiWQ6jMQ1NVRi/IqQhz7uoFUn4HWtsS4SQY32qThKqkoMe8nIqpk3ICAqLIppQ6AiIhoJulKZRHvLP6VOTRLG/PYUFBD3rQQ70yjK5Wd1japcvF+IiIiokrGRBgREZGD4oli3ZGArg5bajYaRREIaCpyRgHxRHpa26TKxfuJiIiIKhkTYURERA7KmxZsG1CVsRMMA1RFwLaLr5vONqly8X4iIiKiSsZEGBERkYP8mgpFASxbTuh4y5ZQlOLrprNNqly8n4iIiKiSMRFGRETkoFg0jIDuQ86wYMuxEw22LZEzLQR0H2JjFCJ3o02qXLyfiIiIqJIxEUZEROSghtogYo1h+DUVmX5zzGMzWbO4bXvj2Nu2u9EmVS7eT0RERFTJfJN50euvv+50HACACy+80JV2iYiIplNLcxT7D6eRTOUAGAgFNShD6jHZtkQmayJrWIjUBtDSHC1Jm1S5eD8RERFRpRJSjjMnfhTz58+HGGeXoZMORAjs2rXL0TbLhWEU0NPDLcdHikSqAQDJZG+JIyGaHl2pLOKJNPKmVZxhEZ36DIuuVBbdfQZyhgUjZzrSphvc6LtbnIr1rb1JbNgSR6rPQN60ENBUqIqAdWypmV9TUVulY9WyGBafHTnpNnNGAaoioEDAhoRlSwR030m3Se9zYzw9+3oHtuzoRN6w4NdVXLKwEVdcONehiKdm2D1qFKAoAuMcc3oAACAASURBVIoQ/5+9u4+Oqrr3x//e58w5M5NJJgkxIBGDAeVJhYqiFBR1tYVi20uFarUPeldb+3C/3ra3q+26tusqtrXce3u1XV3q7a9ee1urXsX6gNoiWB8KoviEApoIAsFgJ5AQMplkns7T/v1xkpCHySSZnD0zO/N5rbIqyZnNZ5/P3ntm9jlnbzicw3E4/BNsT6LGPBnKbGrpxK597UimLQT9PiyeW4v59dUTKlOmWJtaOtHUEkUiZYFx7kmZMtVdhjJlel+Whah+T9+ZShP10dFVVgah6znd25X7RJjXGGNoamryvNxiQBNhmdGgTkrFoUgM23ZH0NwaQ8qw4DiAosBdc2d6GCsW1WHWONfeGVimaTtwHA7O+YTKFEFE3UURnSevyty+J4LNO1vQEUu5i51zDjAGVWGoCQewemk9LllId++Mh4j+dO+fG7Hz3WMZF6RXFYalZ0/DVz+1wKsq5ExEe5KlL8nUP2WJdWCZjsPR1/qLrT2JrnsxlynT+7IsRL8v03em0kJ9dOzyPhH2+OOPj/i7I0eO4De/+Q0cx8HMmTPxmc98BgsXLsQpp5wCn8+Hrq4uNDU14cknn8Q777yDsrIy3HzzzTjzzDNxzjnn5FSJYkcTYZnRoE5KwbC7gvQBdwUZE78rKG3aCAV8UBUGw3JyLlMEEXWXNVYhd5kZFlRFAWPuZ27bcSZ8B08pEtGfbrvvDRyMxEY97szTwvjRly+YaBVylvEOw947wnK9wzAfY16xlvnoiwex9Y0jsGyn73twv76/+1QFK5ecjnWXzh5TmTLFmqlMBoBPoEyZ616MZcr0viwLUf1+IPrOVDqoj47PRCbC1PXr168f74vmz5+f8c/pp5+Om2++GT09Pbjuuutw9913Y+nSpZg5cyZqa2tRU1OD0047DYsWLcLVV18Nn8+H7du3Y9euXfjKV76C8vLynCoxVE9PD9auXYsVK1YgHD45W3r//ffjF7/4BdauXQsAiEQi+OY3v4l77rkHO3bswOWXXw5d1z2JYSDbdpBOW56XK7tQyA8ASCSMAkdCiBiHIjFsfOEA2qMp+H0KqsN+BP0++DUVAd2HsoAPtuWgK27iSFsP6qdVoLrCP+4yK8p0BHQfdJ+aU5kiiKi7zLGGAhpm1JZj5qkVmFFbjlBA8yDOAMqDGsoCGkJBDWVBrWjOqSxE9Kd7/9yI3Qc7xvTvn+hO43hXEovn5P/DbOb2pPe3p1AO7SlfY14xlrl9TwSPb2+GaTm9X3wZfIoCVXHvCjk5Yc1x+Gg3qsp1zJxWkbVMmWLNVKamqlAVBQrLrUyZ616MZcr0viwLUf1+KPrOVBqoj45fIKBBVXPb/9HTXSPvuecetLa2YtmyZfjRj34Eny/77Nw3v/lNrFy5EidOnMBvfvMbT2LYvXs3rr32Whw+fHjQzw8cOIDf/va3g35266234gtf+AKeeeYZnHPOObj77rs9iYEQQgBg2+4Ioj0GgrqKipAOZcjaigpjqAjpCOoqoj0Gtu2OFKRMEWSJE5AnVlnilImIc7rz3WPjimG8x3tFlvFJljI372yBZbtfhjVVyVimprp3cFq2g807W0YtU6ZYRZRZynWX5XyWOlH9npQm6qP55elE2DPPPAPGGK699toxv2bdunUAgL/97W+exLBx40bccsstmDp1av/PDMPAzTffjG9/+9v9PzNNE6+//jpWrVoFAFi7di2eeeYZT2IghJC2aBLNre6jcKGy7Hf/hIIa0qaN5tYY2qIjP0YtokwRZIkTkCdWWeKUiYhzuuX1loxrgmVjOxxbXs/vlyNZxidZymxq6URHLAXO3bWwslEVBs6BjlgKTS2dWY+VJVYRZZZy3WU5n6VOVL8npYn6aP7l9kDlCI4ePQoAgyahRlNd7e6k0dExtscIRnPbbbcN+9ntt9+OdevWYcaMGf0/6+zsRHl5ef9da7W1tTh2TMxVWV339T/bTYajc0Mmo6YPu2DaDkIB95bm0ZT5fTBtBx09Bs4+K/MYOlqZmm/wtY2xlCmCiLqLIkusssQpExH96dXG3D5HvNp4DF+64uycXpuLQoxPk7nMx15qhuNwMAaoSvZrzCpjsG0bjsPR1BLFivNH3kFUllhHK3PgTvNjLXOy1L1YyqT3EO+J6vfZ0HemyYv6aP55ekfYlClTAADNzc1jfk1jYyOA8U2ejceOHTvQ2traf+dZH875oDdmAMP+TgghuUoZ7gee0a4S9lFVBqd3Icx8limCLHEC8sQqS5wyEdJH07md71xflytZxidZykykLHC4C8OPBWPuAvKJVPb1Y2WJVUSZpVx3Wc5nqRPV70lpoj6af57eETZnzhy0trbi97//Pa644gpoWvbb+rq7u/Hb3/4WjDEsXLjQy1D6Pf3003j//fexZs0aJBIJHD9+HN/97nfxi1/8At3d3bBtG6qqor29XdhkHO0amRntgEImMyNlgnMOw3JgWs6ox5umA11TYKTMEfvESGX23bky9N8ZS5kiiKi7KLLEKkucMhHRn3xqbhfUfCqTvj2VcpmsdwN2d3fE0R+N7d9RkfOseZcl1pHK7LvAPPTfGUuZste92Mqk9xDvier3mdB3psmP+mhuJrJrpKd3hF1zzTUAgPfeew/f/OY3sz5q+P777+P6669HJOIu8nb99dd7GUq/DRs2YPPmzdi0aRN+9rOf4ZxzzsGvfvUraJqGCy64AH/5y18AAE888QRWrFghJAZCSOlpqAsjoPvcKzyjfEByHI6UaSOg+9BQFx7xOBFliiBLnIA8scoSp0xEnNPlC6fnFEuur8uVLOOTLGUunlvbvwbQqGVyDg53zaDFc7PvFipLrCLKLOW6y3I+S52ofk9KE/XR/PP0jrDLL78cH//4x/HXv/4VL7/8Mj72sY/hvPPOw/z581FVVQUAOHHiBPbu3Ys9e/b0v+5rX/uasDvCsrnlllvwr//6r/jv//5vTJ8+HXfccUfeYyCETE5Tq4JomB5GV9xAPGGiIqSPeGw8acKvqWiYHsbUqmBeyxRBljgBeWKVJU6ZiDinq5bU408vHBzXgvmqwrBqSW7rxeRKlvFJljLn11ejJhzAsc4EbIdDyXJnoN27plBNOID59dUjHidTrCLKLOW6y3I+S52ofk9KE/XR/FPXr1+/3ssCP/7xj+PgwYM4ePAgHMdBa2sr9uzZg9deew2vvfYa9u7di2PHjoFzDlVV8fWvfx3f+973vAwBgHuHWTg8eIZ0xowZWLt2bf/fw+Ew1q5diy9+8YtYs2YNAoGA53EAgG07SKfpefChQiE/ACCRMAocCRlJWzSJdw6dwKFIDEdPJKBrKkKB7I88k5PCIR37jnSiK272L6iaMmykTRtW723PiZSFpGGjJuzHPyxvQHWFf1xlaj4FPtW9uddxOByHoydhjqtMETLFOXAdxmKJM1+xetGXhrUnxV1byjB7b6NnQCI5vvYkIk6ZiOhP7dEkjrT1jDmGZeecisVz8n+HQL7Gp4n2JVnK1DUF7zSfgO1wONw9n4PK5ByWw8G5+/jtuktnYea00Re+zkesgBvXyT8c9jhjzVR/ZYL1FzHm5avuE829iDJF9PlSJ6rfD0XfmUqDTJ+di0UgoEFVc3vI0fOJMFVVsXr1aixevBjJZBLHjh2DYQzutJWVlfj0pz+N2267DZ/5zGe8/OeLEk2EZUaDevE6FIlh00vN2Pr6Eew91IF9LVG819KJt/YfxwdHuxEO6SU/8I5FdYUflSEdByJd6IobiCUMpNIWUoaNZNpCT9KEZXNUVehYd+lsLDhjypjLPNLeg0TaRixhwLIcGJaNRNJCV8KAojDUhP1Yc3HDmMoUYaQ4TctBMl08cYqO1cu+1BfnwUgM0biBWI+BpGG5f9IWehImLIejusKPtZfOKlicMhHRnxbPqcU7hzrQ2Z0e9dgzTwvjO59b5EVVxi2f49NE+pIsZc6cVgHDsHH4aDcczuE4vZOpnPf+v7s+kOZTsHLJ6fjkRTNHLVN0rIdaY3AcDJkIcv8A7mLMqy6sH1Os2epv51h/EWNevuuea+5FlCmiz5c6Uf1+KPrOVBpk+uxcLCYyEebpo5EDLVu2DMuWLYNt22hra8Px48fBGENtbS1qa2uhjLLNLCGkMN7a345NO5oR7TGQNm0EdBWqwmBYHLFEEl1xA4ePxrDm4gacdxatczAWrG9Pod7thfp3GeJDfj9G582pRWW5H9t2R9DcGoNpO3AcDl1TEA7paJgexopFdZhV4HUDhsaZMiw4DqBrrKjiFBWrqL7ETzacQS2HsyG/L3CcshDRn3583QW498+N2PnusYyPSaoKw9Kzp+Grn1rgZVVyInp88qIvyVLmustmY+qUIDbvbEFHLOXmnnNAYfApDDXhAFYvrcclC+vGXKaoWGfVhVEZ0hHtTiPTk7wKAypD+oTq7zjuaMQYJlR/r8e8fNTdi9yLak9e9/lSJypPpDTJ9NlZdoyPZZsLMiG0a2RmtANK8TkUieG+Le+hPZpCUFcRKtOGPdoQ770lt7YqgOtWzaOBOIuh59PvV2GaTv/OQZqmIJ22J3Q+26JJdPQYSBk2jJSJhrriXC+gLZpEcySGtGm76xoUaZyAN7GK6EvD2pOuwrQcOJxDYQyaT0HaGF97oj4/mIj+tOX1FuzY04q0YcOvq1i+cHre1wTLJF/jk9f9XpYym1o6sWtfO5JpC0G/D4vn1nqyNpCI8cnnY0imbTgOh6IwBP0qLItPKPdNLZ1oaokikbLAOM+p/vkY80TV3evce1FmPvp8qRPV7+k7U2mS6bNzoUxk10hhd4QBQCwWw2uvvYb9+/cjGo1CURRUVlZi1qxZuPDCC1FdTYsFElJMtu2OINpjIKirGRdpVBjr/bmBaI+Bbbsj9CEpi0znU/epg45x/577+ZxaFcTZZ00FUNwfkKZWBaV58/YiVhF9KWN70oa0J2187Yn6/GAi+tOqJfVFMfE1VL7GJ6/7vSxlzq+vFrIotqjxKegfshagH5hI7ufXV2PF+W67z7Uv5WvME1F3r3PvRZn56POlTlS/J6VJps/OMhIyEZZMJnHHHXfgkUceQTqdeY0MVVWxdu1a3HTTTQgGKcGEFFpbNInmVveqQ2V19j4ZCmr9x7dFkzRIZ0Dns3SJyL0sZRI5UO5Llyy5pzHPW6Vcd0IIycTzhbpOnDiBq6++Gvfffz9SqRQ45xn/WJaFRx55BOvWrcOJEye8DoMQMk7NEfc59ICuDno0KhNFYQhoKlKGheZILE8RyoXOZ+kSkXtZyiRyoNyXLllyT2Oet0q57oQQkonnd4R95zvfwfvvvw8AOOOMM3DVVVdh0aJFOOWUU2DbNjo6OvD222/j0UcfxQcffIDm5mb88Ic/xP/8z/94HQohZBzSpg3HcRdxHgtVYXAc93VkODqfpUtE7mUpk8iBcl+6ZMk9jXneKuW6E0JIJp7eEbZ161a8/vrrYIzhqquuwlNPPYWvfvWruOCCC3DGGWdg9uzZuPDCC/H1r38dTz/9ND73uc+Bc44dO3bgpZde8jIUQsg4+TUVioKMO5xlYjsciuK+jgxH57N0ici9LGUSOVDuS5csuacxz1ulXHdCCMnE04mwp556CgCwcOFC/PSnP4WmaSMeq2kafvrTn2LhwoUAgEcffdTLUAgh49RQF0ZA9yFl2HBG2UzWcThSpo2A7kMDLaSaEZ3P0iUi97KUSeRAuS9dsuSexjxvlXLdCSEkE08nwvbs2QPGGK699toxHc8Ywxe/+EVwztHY2OhlKISQcZpaFUTD9DD8mop4wsx6bDxputv4TqdtfEdC57N0ici9LGUSOVDuS5csuacxz1ulXHdCCMnE04mwvkXvZ82aNebXNDQ0AACOHTvmZSiEkBysWFSHqnIdScNGd9yAM+QWesfh6I4bSBo2qsp1rFhUV6BI5UDn86S2aBKvNh7Dtt0RvNp4DG3RZKFDEkpE7mUpk4jnRX+i3MuplHJPY563SrnuhBAylKeL5QeDQXR3d6O7u3vMr+k71u/3exkKISQHs+rCWLO8AZt2NCPaY6AtmkRAU6EqDHbvrfJ+TUVtVQBrLm7ALLplPis6n8ChSAzbdkfQ3OruWOU4gKLAfeRiehgrFtVNynqLyL0sZRJxvOxPlHu5lGLuaczzVinXnRBChlLXr1+/3qvCnn32WbS1taGiogIrVqwY02vuu+8+7NmzB2eddRauvvpqr0IpKrbtIJ22Ch1G0QmF3MnPRMIocCRkoOk1IdRPq0DatGFaDjg4AAafj6Ey5Mf8mdX4h+UNWHDGlEKHKoV8nM9i7Utv7W/HxhcO4PDRbsQSBhhjYAywbI6uuIHjXSnsO9KJynId02tChQ7XcyJyL0uZMiul/kS5l4OsufeiL9GY561SrrvMivV9iZBCCwQ0qGpuDzkyzkdZMXEc7rzzTtx5553QNA333XcfzjvvvKzHv/322/jyl78My7LwrW99C9/+9re9CqWoGIaFrq7J/RhQLmprKwAA7e1jv4OQ5FdbNInmSAzp3quEDXW0XsREiDqfxdiXDkViuG/Le2iPphDUVYTKNCjs5LbtDueIJ0wkDRu1VQFct2repL76LCL3spQpm1LtT5T74iRz7r3uSzTmeauU6y6bYnxfIqQYVFYGoeu5PeTo6UTYiRMnsGrVKvT09CAQCOA73/kOPve5z6G8vHzQcT09PfjTn/6EX//610gkEigrK8Nf//pXTJkyOa8+0ERYZjSoE+KNYuxLv9/8Ht4+cBw+haEipI94XHfcgOVwfOTMU/CPq+flMUJCMqP+RIqJzLkvxr5EiIyoLxGS2UQmwjxdI2zKlCm49dZb8f3vfx+pVAr/8R//gf/6r/9CQ0MDpkyZAsYYOjo60NzcDNu20TcH97Of/WzSToIRQkipaYsm0dzqXmWurM5+dTkU1PqPb4sm6Wo0IUNQfypdlHtCCCFEDE8nwgDgiiuugM/nw80334xoNArLsnDgwIFBx/RNgIXDYfzsZz/DypUrvQ6DEEJIjib6uERzxF3MOaCrgx7hyURRGAKaipRhoTkSoy9vhAwhc3+iR9kmJl+5L6Vzmg+ynE9Z4iSEEBE8nwgDgJUrV2LZsmV49NFH8dJLL+H9999HNBoF5xyVlZWYO3culi9fnvGxSUIIIYXh1a5kadOG4wCqkv2LWx9VYXAc93WEkMFk7E8idostxR1oRee+FM+pSLKcT1niJIQQkYRMhAFAeXk5rr/+elx//fWi/glCCCEeeWt/e/+W6mnTRkB3t1Q3LI5YIomuuIHDR2NYc3EDzjurNmtZfk2FogCGNbYlKG2HQ9cY/JrqRVUImVRk609ejiUiy5SByNyX6jkVRZbzKUuchBAimrCJMEIIIXI4FIlh047m/l3JKquDGXcla4+msOmlZlSG/FmvFjfUhRHQfYglknA4z/pIj+NwpEwb4ZCOBroCTcgwMvUnr8cSUWXKQlTuS/mciiDL+ZQlTkIIyQehE2Hbt2/Htm3b+h+NVBQFlZWVmDVrFpYtW4bLL78ciqKIDIEQQsgotu2OINpjIKirGXclU1jfbmUGoj0Gtu2OZP1wPLUqiIbpYXTFDcQTZtadzuJJ012bZDqtTUJIJjL1J6/HElFlykJU7kv5nIogy/mUJU5CCMkHIRNhBw4cwPe//33s27cv4+937tyJBx98ELNnz8Ydd9yBOXPmiAiDEELIKETtSrZiUR0OH42hPZoCYCAU1KAMWOfGcTjiSRNJw0ZtVQArFtV5VSVSAkptkeeh/cnvV2GaDjgHGAM0TUE6bRe0P4kYS/K1a2Ixtyevx9JM59S0HBim3X/Xma6p0HxK0e1EWYx5kmVnT1niJISQfPF8Iuydd97Bddddh2Qy2b87pKZpqKqqguM46OrqgmVZANwJs6uvvhoPPvggFixY4HUohBBCRiFqV7JZdWGsWd7QvxZJWzSJgOauRWL3PsLj11TUVgWw5uIGuupMxqRUF3nu60+PvHgQHbEUOrvTwMDuygGfT0FNuHD9ScRYInrXRBnak9dj6cBzapoOepIm0qYNznn/xCpj7jpj5UGtKHYhLeY8ybKrqyxxEkJIvng6EZZOp/HP//zPSCQSAIArr7wSX/jCF7BgwQKoqrtwp2VZePfdd/Hggw9i06ZNSKVS+Jd/+Rc8+eST8Pv9XoZDCCFkFCJ3JTtvTi0qy/3DvsDoGnPXsSmSL5pEDrTIM8DRu2g6GzIPxob8vgBEjCUixyeZ2pOXY2nfObVtBx2xFGyHgw9Yf4xzwHYc2A7vvfNKgeMoBduFtNjzJMuurrLESQgh+eLpRNjDDz+M1tZWMMawYcMGfPaznx3+D/p8WLRoERYtWoSPfvSjuOmmm9DS0oK//OUvuPLKK70MhxBCyChE70g3qy6MWXXhonykhcij1Bd57qt/LG6iIqjBr6swLaf/UTbNpyBt2IjFzYLVX8RYImp8krE9eTWW+jUVtuMgkbb7J8BUhYENqL/CAYcDlu1OiPlUpSC7kMqQJ1l2dZUlTkIIyRdPJ8L++te/gjGG1atXZ5wEG+qzn/0stm3bhr/85S946qmnaCKMEELyLF870k2tCtLEF8lZqS/ynKn++pAvqO7fC1d/EWOJqPFJ5vY00bG0oS7sTqI6HIrCMt4hxBiDygDuuOfVtJyC7EIqQ55k2dVVljgJISRfPN2y8cCBAwCAT33qU2N+zac//WkAQHNzs5ehEEIIGYO+Xcn8mop4wsx6bKF3pCOlaeAiz6EyLeuxoaCGtGn3L/I8GchSfxFjiYgyZTmfecFHuTtotN8LJEueZHkPlSVOQgjJF08nwmKxGABg6tSpY37NKaecAgA4fvy4l6EQQggZoxWL6lBVriNp2OiOG3CcwV9+HIejO24gadioKtdph0eSVxNZ5HkykKn+IsYSr8uU6XyK0ByJQfMpUBUGDvcRuKHTXQN/rjBA8yl5r79MeZLlPVSWOAkhJB88nQirrKwEALS2to75NUePHgUAhMN06y0hhBRC365ktVUBWA5HWzSJaHca3XED0e402qJJWA6nHR5JQZT6Is8y1V/EWOJ1mTKdTxHSpg1VURD0+6CpCjhOrgXW98eyHXAAmqqgLKBBVfK/WL5MeZLlPVSWOAkhJB88XSNs3rx5ePnll/HEE09g5cqVY3rNE088AQCYO3eul6EQQggZB9rhkRSrUl/kWbb6ixhLvCxTtvPptb76qypDTVkA3QkTadNdOJ9zgDHAp7iL41eUaUikLCgKaHH3UcjyHipLnIQQIpqnE2GrVq3Cjh078MILL+APf/gDrr/++qzH33///Xj++efBGMMnPvEJL0MhhBAyTrTDIylGpb7Is4z1FzGWeFWmjOfTSwPrHw7pqKkMwLIdpA27fyLMr6vwqQot7j5OsryHyhInIYSI5OlE2Gc/+1n87ne/w+HDh/Hv//7v2LlzJz7/+c9j0aJFqK6uBgB0dnZiz549eOihh/Diiy8CAGbMmIHPfe5zXoZCCCEkR7TDIykmfYs8d8UNxBNmxt3j+kzGRZ5lrr+IsWSiZcp8Pr2Qqf4+VYEvOHy1lGJY3F3GPMnyHipLnIQQIoKnE2G6ruNXv/oVvvKVr+DEiRN48cUX+ye7FMV9g3Ucp/94zjnC4TDuuusuaFr2HWEIIYSQoeiKdmlYsagOh4/G0B5NATAQCmpQBqwd5Dgc8aSJpGGjtiow6RZ5lrX+IvpnU0sndu1rRzJtIej3YfHcWsyvrx5XGUPPp9+vwjSd/juiNE1BOm1P6HyKGpu8KFeW9iRLnIQQQuTDOPd+b+QPPvgA69evxyuvvJL1uAsvvBC33XYbTj/9dK9DKCqGYaGraxJuuz1BtbUVAID29u4CR0KI3EqxLx2KxIatcaIoQED30Ronk9Rb+9uxaUczoj0G0qaNgKZCVRjs3sei/JqKqnIday5uwHln1eb87xRrf8pX/b0gon9u3xPB5p0t6IilYDscfbNWqsJQEw5g9dJ6XLJw7BMhb+1vxyMvHkRHLAXLcoCBT95xwOdTUBMO4KrLZ4/rfIoam7wuNx/tyYu+JFO7J0SUYn1fIqTQKiuD0PXc7u3y9I6wPjNnzsT//u//4r333sP27dvx/vvvIxqNwnEcVFVVYe7cubj44osxf/58Ef88IYSQSWzYFyPd/WJkWByxRBJdcQOHj8boi9EkU+qLPMtSfxH989EXD2LrG0fc3Qx779oCAHAO0+I41pnA/Vv3o60ziXWXzh5zrBy914LZkHkwNuT3YyRqbBJRriztSZY4CSGEyEXIRFifefPmYd68eSL/CUIIISXkUCSGTTua0R5NIairqKwODlpE2eEc8YSJ9mgKm15qRmXIT1+QJpFSX+S52Osvon9u3xPB1jeOwLQcd0dDlQ0r03Y4TMvB1tePYGp1cNQ7w/rijMVNVAQ1+HUVpuX0L8qu+RSkDRuxuDnmOEWNTSLHvGJvT31kiZMQQog8hE6EEUIIIV7atjuCaI+BoK5mXDxZYaz35waiPQa27Y7QRNgkVOqLPBdr/UX0z807W2DZ7iSYpg5f0F1hDIrKYNoOLNvB5p0to06EZYpT19RBx7h/H3ucosamfIx5xdqehpIlTkIIIcUvp4mwjo4Or+MAANTU1AgplxBCiPzaokk0t7p3A1RWZ/8yFApq/ce3RZP05YkQwUT0z6aWTnTEUuDcvRMsG1VhsGyOjlgKTS2dIy6gLyJOUWMTjXmEEEKIGDlNhF188cVexwHGGBobGz0vlxBCyOTQHHHXhwno6qBHgzJRFIaApiJlWGiOxOhLISGCieifu/a1w3Y4GMPoZTIGBvcxyV372kecCBMRp6ixicY8QgghRIycJsIEbDRJCCGEZJU2bTiOe+fHWKgKg+O4ryOEiCWifybTlrs75FgxAJy7r8tjnKLGJhrzCCGEEDFymgi78sorqVAGvAAAIABJREFUvY6DEEIIycqvqVAUwLDG9sXYdjh0jcE/ZO0fQoj3RPTPoN/nbhE51skwDkBh7uvyGKeosYnGPEIIIUSMnCbCNmzY4HUchBBCSFYNdWEEdB9iiWT/7m4jcRyOlGkjHNLRQIvlEyKciP65eG4ttu2OwLT46GVyDg7ApzAsnlub1zhFjU005hFCCCFiDN9+hxBCCClCU6uCaJgehl9TEU+YWY+NJ034NRUN08O0Vg4heSCif86vr0ZNOADG3LudsulbS6wmHBhxfTBRcYoam2jMI4QQQsSgiTBCCCHSWLGoDlXlOpKGje64AWfIl2PH4eiOG0gaNqrKdaxYVFegSAkpPSL65+ql9fCpCjgHTNuBM+QxSYdzmLbTu7OkgtVL6wsSp6ixicY8QgghxHuM52nl+2effRaPP/44Dh8+jLKyMsyZMwdXXnkllixZko9/vqAMw0JXV7LQYeSsLZpEc8TdvtuvqWio8+ZqY21tBQCgvb17wmWR0iaqjcrC677U1NKJXfvakUxbCPp9WDy3NusdFmPhZY7e2t+OTTuaEe0xkDIsqAqDAgand8e4gO5DVbmONRc34LyzRn5EaiTFXn+RRMT5SuNRvLz3KFJpCwG/D8vOPRUfXXDqhMoUkaM+MvQnEbzK08D+mTZtBDQVqsJg9z6659fUcffPR188iK1vHIHVO+EF9K6L3/t7xtxJsJVLTse6S2ePO85kyoA7v+SWqjAgGNDHHeegMtNmb5wMvDfSoF/LaWwSPeaJ0NTSiaaWKBIpC4zzoh1HRfTPUn4PId5riybR0WMgZdgwUiblnpABKiuD0PWcVvua+ETYe++9h02bNuGDDz6A3+/HOeecgyuvvBJTpkzpP+amm27CE088kfH1V1xxBTZs2ABd1ycSRlGTdSLsUCSGbbsjaG51t+92HEBRgIDuQ8P0MFYsqsOsCaxDQRNhZKJEt1FZeNWXtu+JYPPOFnTEUu5jSJwDjEFVGGrCAaxeWo9LFo7vbgNRORIRq0z195qIOB/bdhDPvfkhkunhO9gF/So+dv4MrF0xtkmLPiJyNFQx9ycRRORJlvZ0758bsfPdYxkfu1QVhqVnT8NXP7Wg4HEC8rSngXE6Du+frCy2cZTeQ0ixG5h703bc/sQ55Z6QASYyEaauX79+fS4vTKfT+NGPfoSf/OQnePvtt3H48GEcOHAAL7/8Mh566CHMnj0bs2bNwl133YU//OEPI5Zz4MABtLS0YNWqVTlVQAa27SCdZSvvYvTW/nZsfOEADh/tRixhgDEGxgDL5uiKGzjelcK+I52oLNcxvSaU078RCvkBAImE4WXopETko43Kwou+9OiLB/H49mZ0J4xhXwpthyOeMvFO8wkYpo0FZ0wZoZTBROXorf3t2PxqC7qTJhzHge5TofkU+BQF6L33orUjPq5yZaq/10TEeddje/G3tyOw7MzX2iybY/+RLvy9vQdL5k8bU5kicpRJsfYnEUTkCQCqK/z4yFmn4OyGKZg+JYTZp1Xi3Fk1WHlhPZafOx3VFf5xxfnW/vb+RfM5d6AqClSF9f4B/LoPXXFj3G301aa2ETek5Bw40tYz7ja69fUjMCwHgHt/Wd8fwM19c2v3uPMuYswTIVO777tzr5jGURH9s5TfQ4j3huZeVdzcG5ZDuSdkgEBAg6rmttpXzhNhN954I7Zu3YpMN5SZpomtW7fivPPOw4YNG2AYBmbOnIkf/vCH+O53v4vPf/7zOOOMM9DY2IhkMokDBw7gkksuwamnTuxRiWIl20TYoUgMG184gPZoCn6fguqwH0G/D35NRUD3oSzgg2056IqbONLWg/ppFeP+UAvQRBjJXb7aqCwm2pe274ng8e3NMC2n9xEjBt+AL5qMuV8KbYfj8NFuVJXrmDmtImuZonI0vNwAyoMaygIaQkENZUFt3OXKVH+viYjzsW0H8be3I4N+NnRCoE+kIwHbcTB/ZvYvhiJyNJJi7E8iiMjTUKGAhhm15Zh5agVm1JYjFNDGHeewNloZQDiko6LM/RPKoc/nrY2qE8+7iDFPhEz111QVqqJAYcUzjoron6X8HkK8lyn3FWU6AroPuk+l3BMywEQmwnJ61XPPPYcXX3wRAHD++efj3nvvxeuvv44333wTf/zjH7FkyRJYloWvf/3r6O7uxsyZM7Fx40asW7cOc+bMwbx58/CP//iPePjhh1FZWQkAeOqpp3KqAPHett0RRHsMBHUVFSF92HbdCmOoCOkI6iqiPQa27Y6MUBIhYlAb9dbmnS2wbPcDvKYqGc+npiq9V6IdbN7ZMmqZonIkolyZ6u81EXE+9+aH/f+daWJh6M8GHj8SETkSRZZYReRJhFJvo7KMJbKMoyLilKXuRA6Ue0LyI6eJsC1btgAAFixYgD/+8Y9Yvnw5KioqEAqFsGTJEvzud7/DWWedBdM0wRjDDTfc0D/hNdDpp5+Oa665Bpxz7NmzZ2I1IZ5oiybR3Oouxhkqy37lNhTUkDZtNLfG0BaVbw00Iidqo95qaulERywFzt01XLJRFQbOgY5YCk0tnSMeJypHIsqVqf5eExHnK41HM66NlE0ybeOVxqMj/l5EjkbSFk1i21sfYuurH+DVxmPjzkk+Y50IEXkSodTbqCxjiSzjqIg4Zak7kQPlnpD8yWkibPfu3WCM4fOf/zwUZXgRmqbhS1/6Uv/fL7jgghHLuvDCCwEAH35YmCuNZLDmiLsYZ0BXh12BGEpRGAKaipRhoTkSy1OEpNRRG/XWrn3tsB0OxjD6+WQMDO7jHbv2tY94nKgciShXpvp7TUScL+89OVmQvcTBvx/4uqFE5GioQ5EYfr/5Pdz12F78cXMTHn52Hx7bdhB3PbYXv9/8Hg6NMTf5iNULIvIkQqm3UVnGElnGURFxylJ3IgfKPSH5k9MS+52d7lWMmTNnjnjM7Nknd8SprR15K+e+O8V6enpyCYV4LG3acJzRr2r1URUGx3FfR0g+UBv1VjJtYcTVojNhADh3XzcCUTkSUa5M9feaiDhTOa6Hme11InI00Fv727FpRzOiPYZ7FT7gg6owGJaDWCKJrriBw0djWHNxA847a+TPM/mI1Ssi8iRCqbdRWcYSWcZREXHKUnciB8o9IfmT0x1h3d3uluLl5eUjHhMKhTL+91A+nzsXZ5pmLqEQj/k1FYqCjFuJZ2I7HIrivo6QfKA26q2g3weMctVxEA6AMfd1IxCVIxHlylR/r4mIM5DlvGST7XUictTnUCSGTTua0R5NwacwTK0OYko4gMpyP6rK/ZhaHYRPYWiPprDppeZR7wwTGauXRORJhFJvo7KMJbKMoyLilKXuRA6Ue0LyJ6eJsL6dIlV15E7HxvOmQIpGQ10YAd2HlGHDGeUKl+NwpEwbAd2HhrpwniIkpY7aqLcWz63tX7dk1PPJOTjcK5CL5458Z4yoHIkoV6b6e01EnMvOPbn782gf4wf+fuDrhhKRoz5eL0osMlYviciTCKXeRmUZS2QZR0XEKUvdiRwo94TkT257TZJJa2pVEA3Tw/BrKuKJ7HfpxZMm/JqKhulhTK0K5ilCUuqojXprfn01asIBMDb6Fci+dVBqwgHMr68e8ThRORJRrkz195qIOD+64FQE/eO7Mh30q/jogpEnGUTkCBCzKLGoWL0mIk8ilHoblWUskWUcFRGnLHUncqDcE5I/NBFGhlmxqA5V5TqSho3uuAFnyBu743B0xw0kDRtV5TpWLKorUKSkVFEb9dbqpfXwqQo4B0zbGXYV0uEcpu2Ac8CnKli9tH7UMkXlSES5+ai/YdqIJ010JwzEkyYM0y6KNirifH7s/Bn9/80x/K6boT8bePxIRORI1KLEImIdqqmlEw88ux//83QjHnh2f067TorIkwgi+lI+2qjtOLAcDst2/992nJzyPrT+ybSJE7EUjkeTOBFLIZk2i2IskeV9JFOebIcP+DP+PJXyewjxHn3GJSQ/1PXr168f74vuvPNOMMZwzTXX4JRTTsl4zPHjx/HQQw+BMYYbb7xxxLLGepzMbNtBOs8LzE5EdYUflSEdR9p7kEjbiCUMWJYD03KQTFvoShhQFIaasB9rLm7AgjOm5PTvhEJ+AEAiYXgZPikB+WqjsphoX5o5rQKGYePw0W44nMNx3A9a7n9zONxdAkXzKVi55HR88qKRN0rpIypHIsoVWf8DkS50xQ3EEgZSaQspw0YybaEnacKyOaoqdKy7dHbB2qiI8zl/5hR82NaD1o7EqMdeMLcW131y3qjHicjRoUgM+1qiYGzw+ip9ixQP/fJhWg4AhtmnVWLmqRV5jbXP9j0R/H+b3sULu/6OQ60xfNjWg8NHu/Fa4zG88s5R6JqCmdNGjm0gEXkSQURfEtlGD0VicLi7fjrnvZNq/OR66qrCsOrC+jHnva/+TS2diPak0ZO0YJhuHzVMB/GUhbRpo6JMw1WXn1mwsSRbu7eL6H2kP0+tMTjOgDzxIXlSx56nUn4PId4bqd0blo1EsvQ+4xKSTSCgQVVzu7drQquePvTQQ1knwvrceeedI5Yx8DhSPM6bU4vKcj+27Y6gudW9au44gK4xhEM6GqaHsWJRHWbRM+mkQKiNemvdZbMxdUoQm3e2oCOWch/x4BxQGHwKQ004gNVL63HJwrFfeRSVIxHliqg/ADD03mnEAbD+/+u/3aT/9wUk4nz+v7Xn4rFtB/Hcmx8imR6+m1XQr+Jj58/A2hWzM7w6M69z1LcosWGNfVFiXWNjWpRYRHt69MWD2PrGEVi9d5b038TGOUyL41hnAvdv3Y+2ziTWXTq28yoiT6J43ZdE1Z2PsvLYaL/P5FAkhq64gZGevHM40BU3cCgSG3VnU5GGtnvH4X1rwxfV+8isujAqQzqi3emM51RhQGVIp/cQUjBD271pO3AcDl1T6DMuIR5hnPNxvyPPmzfP08XwOedgjKGpqcmzMouJYVjo6hp5TZFi1xZNojnirqPi11Q01HnzLHptrXvVur29e8JlkdImqo3Kwuu+1NTSiV372pFMWwj6fVg8t3bCaxiJypGIcr2o/6FIDPdteQ/t0RSCugq/X4VpnpzA0DQF6bSNpGGjtiqA61bNK4oPtCLO5yuNR/Hy3qNIpS0E/D4sO/fUCa815UWO2qJJ3PXYXrRFk5haHex/PFLzuVcW3TvAXI7D3eOqgvh/a88d1znxItbteyK4f+t+mJYDxty7igY+ztl31w3nbvxfWjln3F+4ReTJC/noS17UfWiOGAY/Xtn39/HmaGi57g2LAz+D8/470HLNvQhNLZ1oaokikbLAOC+a95Gh7cnnY0imbTgOh6IwBP0qLItPqD2V8nsI8V5bNImOHgMpw4aRMkvuMy4h2VRWBqHrud3blfNEmNdoIqz00EQYId6gvlR8fr/5Pbx94Dh8irvr4Ei64wYsh+MjZ56Cf1xdmEfPSlmmPGWaCCt0nn7025041uk+xqdleQTAtN2Yp1WX4edfX5qX2ESTpS+JypHMuS/G9yZZ2pMscZL8KMa+REgxmMhEWE6v2rBhQ07/GCGEEDLZDdyNsLI6+1XbUFDrP77vjiOSPysW1eHw0RjaoykABkLBwbtHOg5HPGn233VRiEWJm1o60RFL9S60nf1ufFVhsGyOjlgKTS2ded+N0muy9CVROSrl3IsgS3uSJU5CCJFZThNhV155pddxEEIIIZPCRHYjpC8x+TWrLow1yxuwaUczoj0G2qJJlPl9UFUG03SQ6n0Eq7YqgDUXNxTk0aNd+9phO7z3sbhR2hNjYHAfk9y1r136yRBZ+pKoHJVy7kWQpT3JEichhMhsQovlE0IIIWSwtGnDcU7uPjgaVWFwHPd1JP+KfVHiZNo6uZXdWDAAnLuvk5wsfUlUjko59yLI0p5kiZMQQmRGE2GEEEKIh0TuRkjEmFUXxqy6cFEuShz0+9zVscc6IcIBKMx9neRk6UuiclTKuRdBlvYkS5yEECKzkVfdJIQQQsi4NdSFEdB9SBk2nFG+wDoOR8q0EdB9aKAdvwpualUQK86bgZUXzcRFC6YVfBIMABbPrYWqMHCO0dsT5+Bw7xBZPLc2PwEKJEtfEpWjUs69CLK0J1niJIQQmdFEGCGEEOKhqVVBNEwPw6+piCfMrMfGkyb8moqG6YW/84gUp/n11agJB8CYe+dHNn3rSdWEA5NijShZ+pKoHJVy7kWQpT3JEichhMiMJsIIISNqiybxauMxbNsdwauNx9AWTRY6JJIHlPeJW7GoDlXlOpKGje64AWfIl1jH4eiOG0gaNqrK9YLsRkjksXppPXyqAs7hrmE25C4Rh3OYttO7u6CC1UvrCxSp92TpS6JylI/cl9KYL0t7kiVOQgiRFS0iQAgZ5lAk1r9wdMqw4DiAosC99b7AC0cTcSjv3sm0G2FAU6EqDHbvoyyF3o2QyOOShXVoO5HE1jeOwLIdWDYHA+9dHN1dGooxQPMpWLnkdFyycPJ8KZalL4nKkcjcl+KYL0t7kiVOQgiRlbp+/fr1hQ5isrNtB2nawWeYUMgPAEgkjAJHQgZ6a387Nr5wAIePdiOWMMAYA2OAZXN0xQ0c70ph35FOVJbrmF4TKnS4BN70Jcq796bXhFA/rQJp04ZpOXBX8GHw+RgqQ37Mn1mNf1jegAVnTCl0qGSAYn1vWnDGFFSV62jtSCBt2r2tCWAKg09VUFsVxLpLZ+GTF80sdKiek6UvicqRiHLzMeYXa1+SpT3JEicRr1j7EiGFFghoUNXcHnJknI9nX2aSC8Ow0NU1eW8zz1VtbQUAoL29u8CRkD6HIjHct+U9tEdTCOoqQmUaFHZy+26Hc8QTJpKGjdqqAK5bNY+uQhaBifYlyrt4bdEkmiMxpHuv4hfDboQkMxnem5paOrFrXzuSaQtBvw+L59aWzLpQsvQlUTnyotx8jfky9CVZ2pMscRIxZOhLhBRCZWUQup7bQ470aCQhpN+23RFEewwEdRUVIX3Y7xXGen9uINpjYNvuCE2ITAKUd/GmVgXpSwvxzPz66pKZ+BpKlr4kKkdelEtj/kmytCdZ4iSEEFnQRBghBEDv1cZW92pjZXX2D1uhoNZ/fFs0SR/OJEZ5J0QsEXcGyXJ3CMXpvYnGmq8xvy2aRNOHXUgZNoyUWdTnVAYytVERSr3+hHiF+tJJNBFGCAEANEfcxXIDujroEYlMFIUhoKlIGRaaI7GSHUAnA8o7IWJs3xPB5p0t6IilYDsc4BxgDNt2R1ATDmD10vpxL2ovy+LmFKf3vIpV9Jg/ME7TduA4HJzzojynMpCpjYpQ6vUnxCvUl4bzdCJs/vz5Ob1O13WUlZVh6tSpmDdvHlauXImPfexjXoZGCBlF2rThOICqZP9g3EdVGBzHfR2RF+WdEO89+uLB/l3+eue/XJzDtDiOdSZw/9b9aOtMYt2ls8dU5lv72/t3kEubNgK6u4OcYXHEEkl0xQ0cPhrDmosbcN5ZteIqR3FKHavIMX9onKGArzdOp+jOqQxkaqMilHr9CfEK9aXMPJ0Iy3Xd/XQ6jXQ6jc7OTuzfvx9PPvkkLr/8cvznf/4nysvLvQyREDICv6ZCUQDDGls/th0OXWPwa6rgyIhIlHdCvLV9TwRb3zgC03LAGOBT2bCFyG2Hw7QcbH39CKZWB0e9M+xQJIZNO5r7FzevrA5mXNy8PZrCppeaURnyF+TKLsVZ/LGKGvMzxdn3GtNyiuqcykCmNipCqdefEK9QXxpZbntNjuB73/sevvWtb0HTNLDeE3zmmWdi7dq1uOGGG3DDDTfgqquuwoIFC/pfwxjDkiVLsGTJEsyZMweqqoJzjhdeeAE//vGPvQyPEJJFQ10YAd2HlGHDGWVS23E4Uqbt3k5bIoPlZEV5J8Rbm3e2wLLdSTBNVYY9fqYwBk1VwBhg2Q4272wZtcyhi5tnKrMipCOoq/2LmxcCxek9r2MVNebLdE5lUOrns9TrT4hXqC+NzNM7wm644QZcf/31ME0TM2fOxM9//nOcf/75GY/dt28fbrrpJjQ1NaGyshJ33nknAKCtrQ233XYbtmzZgq1bt+Lll1/GsmXLvAyTEJLB1KogGqaH0RU3EE+YGXeS6hNPmu4Ci9NLd4HFyYLyToh3mlo60RFLgXP3TrBsVIXBsjk6Yik0tXSOuIC+LBtaUJzeExGriDFfpnMqg1I/n6Vef0K8Qn0pO0/vCNu4cSNee+01nHLKKXjwwQdHnAQDgLlz5+K+++5DXV0dnnvuOWzatAkAMHXqVPzyl7/EueeeCwB44oknvAyREJLFikV1qCrXkTRsdMcNOM7gq8WOw9EdN5A0bFSV61ixaHwLPZPiRHknIjW1dOKBZ/fjf55uxAPP7kdTS2ehQxJm17522A4HYxh9IXLGwOA+erZrX/uIx01kcfN8yhSnZTuIJ030JEzEkyYs2ynKOEcykTjbokm82ngM23ZH8GrjMbRFk0UTq9djvixtNBMv8uR1mTKfTy+Uev0J8Qr1pew8vSPs8ccfB2MMN9xwA2pqakY9vry8HF/96lfxk5/8BA8//DDWrFkDAFAUBVdffTX27t2LvXv3ehkiISSLWXVhrFne0L+gYls0iYDmLqho9z4i4ddU1FYFsObihpJ5hnyyo7wTEUTsmljskmnLredYMQCcu68bgSwbWgyM0zBtdCdMpE0bnPP+DQMYc9eaqijTiiLOsRhvnF7uzCUqVq/HfFna6EAidlDzqkwZz6eXSr3+hHiF+lJ2nk6EHThwAADwkY98ZMyvOeeccwC4j0oOdMYZZwBwH5UkhOTPeXNqUVnuH/ZhTtcYwiG9ZLfYnewo78RLInZNlEHQ73MrO9bJMA5AYe7rRiDLhhZ9cSZSNnoSJiyHg3PefxWac8B2HNgOh2Ha8KkKQkFfweIUcT693plLZKxejvmytNE+InZQ87JM2c6n10q9/oR4hfpSdp5OhJmmCQCIx+Njfk1PTw+A4TtOqqo6qExCSP7MqgtjVl3YfVY84j5b7tdUNNTR2lCTGeWdeEHEromyWDy3Ftt2R2BaHM6ASaBMHM7BAfgUhsVzR/5i3Le4eSyRHL3M3rt5wiE97xtaNNSFwRhDImWBw72yrKoKBkargMFxOAzLgWk5qCjTChKniPMpYmcu0bn3asyXpY0CYvLkdZkynU8RSr3+hHiF+lJ2nk6EnX766Th48CCeeeaZMS9wv3XrVgBAXd3gD8EffvghAGDKlClehkgIGYepVUGaAClBlHcyEUN3TRxKYQyKymDaTv+uiZNlImx+fTVqwgEc60zAdjiULAvm960lVhMOjLhQPiDPhhZTq3q//Lv/y/goRt/P+3YrZIwVJE4R53PozlxD9e3MBRj9O3ONNsGSr9xPdMyXpY0CYvLkdZkynU8RSr3+hHiF+lJ2ni6Wf/nll4NzjkcffRSbN28e9fgXXngBjzzyCBhjuOyyywb97k9/+hMYY1iwYIGXIRJCCCFEkIG7Jo62JoWqMHCO/l0TJ4vVS+vhUxVwDpi20z/p08fhHGbvI6M+VcHqpfWjlinDhhZt0eSgutq9j0YOxHvvBuzjcO7J4uTj5fX5HLgzV6hMy3psKKghbdr9O3PlO1ZRZIhTRJ5E5V6G8ylSqdefEK9QXxqZun79+vVeFTZv3jw89thjSCaT2LJlCz744ANUVFSgqqoKfr8fABCNRrFr1y7cfffduOOOO+A4DiorK3H77bcjGAxi3759uPnmm/HSSy+BMYYbb7wRc+bM8SrEgrBtB+ksC+GWqlDIbROJhFHgSAiRG/UlUiy2vnYEh1rd3YZ8SvZrbYy5j8lxAAFNxcLZo2+ykw8T7U8zp1XAMGwcPtoNh3M4jvtB0/1vDqd3zTTNp2DlktPxyYtmjlpmdYUflSEdR9p7kEjbiCUMWL2PFybTFroSBhSFoSbsx5qLG7DgjPHfTd8WTeKdQydwKBLD0RMJ6JqKUCD7F/uB3jl0Ak0fnEDfR2yH9z7+2fsIaF/dwRh8qgK/pkLzKZg+JYQZteXjjncivD6f7xw6gb2HOsBY9vXeALfdW5YDDj6muucj914YKU7DspFIFkecIvIkKvey5F2UUq//UPQ5j+RqsvelQECDmuHpg7Hw9NHIKVOm4J577sH111+PeDyOp59+Gk8//TQAd80vx3EGXR3knCMUCuHOO+/sfwTyT3/6E55//nkAwKJFi/CpT33KyxAJIYQQIoiIXRNltO6y2Zg6JTh810yFwaewnHbNFLWhhdc73QV0FeEyHT3JwbtGKgrr3zWyPKjB6D2+ULtTeXk+Re/MJctmJkPjNG0HjsOha0pRxCkiTyJzL0veRSn1+hPiFepLmXk6EQa4u0A++eST+PnPf47nnnuu/+eWNfxD7iWXXIJ/+7d/Q339yccCWlpaoCgKPv7xj+PWW2/1OjxCCCGECCJi10RZXbKwDpcsrENTSyd27WtHMm0h6Pdh8dzarGuCZeP1hhaidrrz6yr8ugrTctwJr95FevXeu8AAd9K00LtTeXU+87EzlyybmQyMs6PHQMqwYaTMoohTRJ5E516WvItS6vUnxCvUl4YT8snztNNOw1133YXW1lY8//zzeO+993D8+HGYponq6mrMnz8fl112GWbNmjXstT/4wQ+wYcMGWiSfEEIIkYyIXRNlN7++OueJr5F4saFFPna603xK/8TXQMW2O9VEz2c+d+aSZTOTqVVBnH3WVABAe3t3gaNxichTvnIvS95FKfX6E+IV6ksnCb0EO336dHzxi18c12vOPPNMQdEQQgghRCQRuyYSMWinO++Uct1lIiJPlHtCCJGTp7tGEkIml7ZoEq82HsO23RG82nisILt7EZINtdHik2nXRKd3t8C+/x7vronEW/na6c4wbcSTJroTBuJJE4ZpT9rdqWhnLjmIyBPlnhBC5CPsjjDbtvHhhx8iHo9nXB8sk4ULF4qiNCTWAAAgAElEQVQKhxAyDl4tnkyIKNRGi9clC+vQdiKJLa+3wLI5LDvz2jk+lWHlktPHtWA88UZzxO03AV3N+igX4C5yH9BUpAwLzZFY1jtZZtWFsWZ5Aza+eAAnYml09qQxsHQOd/JzSu/uVJOpj/bVvW/NtbZoEgHNXXPN7n0kzq+pqK0KTLq6y0REnij3hBAiH88nwmKxGH75y1/i6aefRk9Pz5hfxxhDY2Oj1+EQQsbJy8WTCRGB2mjxm1UXRjiko7M7nXHdfMaAcEinL4QFInqXQ9Y3/cUBsP7/c/9j4O8nGdqZSw4i8kS5J4QQuXg6EWYYBr785S9j//794OPZPp0QUhS8XjyZEK9RGy1+fTlKpm1Ul/uhqgyp9MmdAwN+FbbNkUzblKMCEbXTXV/uu+IGKoIa/H4Vpuk+BssYoGkK0mkbXXFj0uaeduaSg4g8Ue4JIUQenk6E/d///R/27dsHAAgGg1i2bBnq6+tRVlYGNsqt94SQwvN68WRCvEZttPhlylFZINM6VJSjQhG1012m3Ou+wZNn7t8nf+5pZy45iMgT5Z4QQoqfpxNhmzdvBgBMmzYNDzzwAGbMmOFl8YQQgQYunlxZnf0DXCio9R/fFk3SBz6SF9RGix/lSA4idrqj3BNCCCFEFp7uGnnw4EEwxvCNb3yDJsEIkcxEFk8mJB+ojRY/ypE8vN7pjnJPCCGEEFl4OhHWtzvk2Wef7WWxhJA8EL14MiETRW20+FGO5NG3011tVQCWw9EWTSLanUZ33EC0O422aBKWw8e80x3lnhBCCCGy8PTRyOnTp6O5uXlcu0USQoqDqMWTCfEKtdHiRzmSi5c73VHuCSGEECILTyfCLrvsMhw6dAjPP/88li9f7mXRhBDBRC2eTIhXqI0WP8qRfLza6Y5yTwghhBBZePpo5Fe+8hVUVlbi4Ycfxo4dO7wsmhAiWN/iyX5NRTxhZj12rIsnE+IlaqPFj3Ikr6lVQVy0YBpWLKrDRQumjTsnlHtCCCGEyMLTO8JOOeUU3H333finf/onfOMb38AnPvEJLF++HDNmzEBZWdmor1+4cKGX4RBCxmnFojocPhpDezQFwIDfr8I0HXAOMAZomoJ02kbSsFFbFRh18eR8meidDPkqUxYi6v5K41G8vPcoUmkLAb8Py849FR9dcOq4y8lHG93yegt27GlF2rDh11UsXzgdq5bUj7sc0Yq1jQ7NUSioQRmwbpTjcMST5oRyJKruTS2deOylZiRSFhjnWDy3FvPrqydUZimNT0Nz7/MxJNM2HIdDURiCfhWWxYvuPUREnxfZRnfta0cybSHo93nSRkVoiybR9GEXUoYNI2UWbbuX6XzKMo7IkqdiHUeJeJR7AgCMcz62xRzG4MILLwQApFIpGIYBNsquQYMCYQyNjY1ehVJUDMNCV1ey0GEUndraCgBAe3t3gSMhA721vx2PvHgQHbEULMsBBnZjDvh8CmrCAVx1+Wycd1ZtweIEgEOR2LC1bRQFCOi+ca1tI7pM0bzqSyLq/ti2g3juzQ+RTA9fEDvoV/Gx82dg7YrZ4ypTVBu998+N2PnuMdjO8LdFVWFYevY0fPVTC8YVqwgytNG39rdj045mRHsMpE0bAU2FqjDYvY/E+TUVVeU61lzcMK4ciar79j0RbN7Zgo5YCo7D0dcCVIWhJhzA6qX1uGTh+CZtSnV8emt/Ox74635Eu9PI0JWgMKCqwo8vfmJOwd9DRPT5fLRR2+Hom/2fSBsVYWD9Tdtx+xPnRdfuZTyfxT6OyJInGcbRoeg7kzdkzD3JrrIyCF3P7d4udf369eu9CuT2229HOp2Gbee2A9CNN97oVShFxbYdpNNWocMoOqGQHwCQSBgFjoQMdLQjgXcPn3Cv4nMOBvT/AUP/Vf2zG6Zgek2oYHG+tb8dG184gMNHuxFLuBPvjAGWzdEVN3C8K4V9RzpRWa6POU4RZeaDF31JRN3vemwv/vZ2BJad+XqLZXPsP9KFv7f3YMn8aWOOVUQbve2+N7D7YAdGujTEOXCkrQfvNnfgkgLexSJLG51eE0L9tAqkTRum5cCdWmLw+RgqQ37Mn1mNf1jegAVnTBlzmaLq/uiLB/H49mZ0J4z+CREGgMNd0D2eMvFO8wkYpj3meEt5fHp571G8e/gEHCfz7zkAw3JQEw6MK/9eE9Hn89lG++TaRkUYWn9VcetvWE5RtXtZz2cxjyOy5EmWcXQo+s40cbLmnmQXCGhQ1dxW+/L00cjJOpFFSKk4FIlh045mxOImKoIa/LoK03L6Fz7WfArSho1Y3MSml5pRGfIX5MpJX5zt0RSCuorK6uCghZkdzhFPmGiPpsYcp4gyZSGi7o9tO4g397cP+tmQG7f6vbGvHY9tOzimO8NEtNF7/9yIg5HYqP82ABz4ewz3/rmxIHeGydZGvVqEHRBX9+17Itj6xhGYlgPGAJ/KoCruByrOORzOYTscpuVg6+tHMLU6OOrdB6U8PvWdT9vmYMy9+2toz3c4YNt8zOdTBBF9Pp9tdGi5422jImSqf9+OoH1jdDG0e5nPZ7GOI7LkSZZxlHiPck8ymZQTYT09Pbjmmmvwm9/8BjNmzMDDDz+MP/7xj2CM4ZxzzsGtt94KXdfR1NSEH//4x4jH47jgggtw6623wufz9JQQIpVtuyOI9hgI6ioqQjoAQB+ytb37dwPRHgPbdkcK8kaRKc6BFMZ6fz72OEWUKQsRdX/uzQ/7/zvTQ/J9P+ubEHvuzQ/HNBEmoo3ufPfYqP/u0OMLMREmaxudWhWc8Nobouq+eWcLLNv9oqVluKKoMAZFZTBtB5btYPPOllG/bJXy+DTa+QQYVGBc51MEEX1epjYqgiztns6n921UljzJMo4S71HuSSae7hpZDHbv3o1rr70Whw8fBgA0Nzfj3nvvxUMPPYQnn3wSjuPgwQcfBAD84Ac/wM0334wtW7aAc46NGzcWMHJCCqstmkRzq3vXRqhMy3psKKghbdpobo2hLZrf9e9ExClL3UUQUfdXGo9mXBMsm2TaxiuNR/Me65bXWzKuD5SN7XBseb1lXK+ZKGqj3te9qaUTHbEUOHfXg8pGVRg4BzpiKTS1dOY1VllyL+J8iiCiz8vURkWQpd3T+fS+jcqSJ1nGUeI9yj0ZyaS7/Wnjxo245ZZb8MMf/hAAoOs6brnlFpSXlwMA5syZg0gkgr///e9IpVL4yEc+AgBYu3Ytfv3rX+MLX/iC5zHpuq9/kUMyHJ2b4tD0YRdM20Eo4Ot/nCGbMr8Ppu2go8fA2WdNzUOELhFxylL30eTSl0TU/Y19e/v/e7Q9UxjQv0bPG/va8Q+XnpXXWF9tHN+dIQNf96Urzs7ptbmYLG00F6Lq/thLzXAc9xG+vschBxq44Y/KGGzb3f2wqSWKFedn3lGwlMen0c7nQGM9nyKI6POFaqMDFfKcjlZ/zTc49kK1+8lyPocq5DgiS55kGUdHQ9+Zxm+y5J54L6eJsHvuuaf/v2+44YaMP8/FwLJyddtttw36+2mnnYbTTjsNAHDixAk88MAD2LBhA9ra2lBbe3K3otraWhw7ltuHI0Img5ThfpAY7epbH1VlcByOlJHb5hi5EhGnLHUXQUTdk6ncNgcZ7XVCcj/OO9cm+rpcURv1vu6JlNW7hP/YMOY+ypvI0k5LeXwScT5FENHnZWqjIsjS7ul8et9GZcmTLOMo8R7lnowkp4mw22+/vf9K6cDJq4E/z4UXE2EjOXbsGL72ta9h3bp1uOiii/Dmm28OipVzPqHYszEMC11ddHvlULQVcHExUiY45zD+f/buPUiO6rz7+K+n56qVZleIXaQVrLzCICQbCQE2EpfFVyFMsABjGxMMIZcqxy7HcVVsJ47LKH7jQBJSxH4xSV6nitjwgo0hWCnKgFz4xQIJcRMRYISIpRUreSTtSmg0u7Mz0zPd/f4x2mVv2mv3XLa/nyrZ0kxP85w5c87MPHP6OSVHxdJJtvsaolh0FI2EZOWLFe1DP+Ksl7afzEzGkh9tH/ZhYwpXIJkhY9w2+BFr2JzevB82x4/Va/X+Gp0Jv9punFiK6Kr8GWDw9hOfBYbeVv53+QuX4boVnUvqpe9P9nyezGSeTz/4MeYr/Ro9mWo9pydr/8BKsJHPSbVe9/X+fJ5MNeeReumneplHT4bvTNNX732P8TU2JhSNTu8ix2nXCDvZxOS67rT++GnPnj264YYbdO211+pLX/qSJGnhwoXq6Xl3R7MjR46opYXljwiu9tak4tFw+ZeTCcak47jKF23Fo2G1V7iYpB9x1kvb/eBH2y8+d+Hg3yea3YfeP/RxlYr1kpWLJojQ28dNF69R79t+/rLmwfoyE57XdeWqnKw9f1nzSY8L8vzkx/PpBz/GfD29Rv1QL697nk/vX6P10k/1Mo/Ce/Q9TmZa6bMf//jHU7q9mvr6+vRHf/RH+vM//3Ndc801g7cvXrxYsVhML7/8si644AJt2rRJHR0dVYwUqK6WpoTaFyV1PGsp218cc1eVAdlcUbGIqfZFyRnvBjdVfsRZL233gx9tX7tioe5/cveUCuYnYqbWrhg/EeZHrFd8oE0P/789UyqebYYMXfGBytWLkXiN+tH25W3ztSAZ1+Fj/bIdV6FxVgrZJ+rVLEjGtbxtfkVjrZe+9+P59IMfY76eXqN+qJfXPc+n96/ReumneplH4T36HiczrUTYBz/4wSndXk0PP/ywjhw5onvvvVf33nuvJOkjH/mIvvKVr+jOO+/Ut771LfX19el973ufbr755ipHC1RXx6pW7TuUUU86L8lSQyKi0JDL3BzHVTZXVM6y1dwUV8eqym8p7lec9dJ2P/jR9o9ecLoe2/a2pHdXfQ39KDvyK+hHLzi9arGued9p2vra+DtWjjy+GniNet/2K9e06f7Nb6lYclS0HZkhQ+aQMgmO68p2XLlu+TKvK9dMnAAN8vw01vMZmuHz6Qc/xnwlX6O1+JyO1f6hauV1X8/PZ63OI/XST/Uyj8J79D3GYm7cuHGjVydLpVLq7e1VIpFQaIJdPgYUCgXt2LFDO3fu1FlnnXy3sKm65ZZblEwmdd555+mLX/yiPve5zw3+WbNmjSTp1FNP1Wc+8xnddNNNuuKKK2SaE+8kMR227ahQqGyhzXrQ0BCTJPX3W1WOpP7t6jqmzS/s1wu7DmvX28cUiYTU3Dj1XzLmz4upsSGq/T196i/YyvRbKp24pj5XKOl4v6VQyNCCZEwbLm3Xivec4kNrqhNnJdrenc7p9b3vaG8qo0Pv9CsaMdUQH38r58mY6Vjyo+3Ll5yiA919Oni0f8JjL1zWrJvXn1O1WM8/u1mv7z2qY72FCY997+KkvnL9qknF6rV6GZ9+GNn249mCcoWScvmS+vJF9eaKCoVCU277ktPmybJs7TvUK8d15TjlD8QDX7KcE7VnIuGQ1n3gDK2/aMmUY/VjfvKq/V4b7/l0pvl8+sGPMe/X+KyX5/Rk7bdKtvpztfO+XO/PZy1+zqmXfhoVZ7ag/kJJuUJJfbmi+mpkHh0L35lmJsifn2a7eDwi05xetS9PE2Ef+MAHdN999+njH/+4Tj311Ek95rXXXtNNN92k//7v/9att97qVSg1hUTY2JjUZ+6ZV1P6t02/0f/b8TvtPZjRge4+7TvUqxfeOKznXj+kaCSkJadNbavlRQsa1HbaPBWKtoolR+6JvXvCYUONDTEtXzJfn7yk+m8SfsTpV9v3pjLa9GynNr+4X6/tPardXWm92XVMr7x1RG8f6lWyIar582JTewKG8GIs+dH2Dy4/TbbjaH93n0r26MuQEjFT6y9qm3QSzM9YO1a1qvPgcXUfG3tjE0PSyjNP0dc+d/6UYvVavYxPPyxa0CDTNPT2oV71F0oq2q5KtiPbKRe4b2yIat0Hz9BFE1xiO9KK95yiprlRHTzar0LxxOW8hiHDMBQ2Q2puSuhTly+d0hdiv+YnP9rvtZHP58Dub0Zo+s+nHzpWterI8ZxSR7Iaq2yMGTJ08fsXTinx7df4rJfndGT7jRMrLsxQbb0v1+vzWcufc+qln8acR0u1N4+OxHemmQvy56fZbCaJMMP1sFL9OeecI8Mw9Oijj+qccyb3xebFF1/U5z//eUUiEb322mtehVJT2DVybOyAMjOPPL1Hm1/ar5LtDO6YM2Dg32Gz/EvZpy4/c1r/je50Tp2pjApFu3zNfGttXjPvR5xenfOVt3q0aWun0n2WCkVb8agpM2TIPrE1cyxiqmluVBsubdfqs6ZXkNfrseTH8/ncG4e07bVDyhdKisfCuvjchRPWBKtkrEP7qT9naWjezjSkOYnojPvJa/UyPr0ybCxZJZmhkAyjPN/ZjqNYNDzjPtrVdUy7utLqz5dkuK7OX9Y84/pAvswlPrXfa7u6jmnH7h7lCiUlYmFPnk8/PPlil7a+elAFy1YsauqSlYtmXAfQr/FZL89pdzqno32W8pYtK1+sqffloerp+azVzzmVOK9X/TR0Hs1bpcFLLgdWAcdrcB6V+M7ktaB9fprNZrJr5LQSYfv379fLL7886va//Mu/lGEY+vKXv6zW1omvrc1ms/rJT36i//mf/9Gpp56qZ599dqqh1AUSYWNjUp++Z15NDdZOMAxNWDvhpnVn67KVXO9eaXtTGf34yTfVk84rETXVMCcyqp+y/e/WJLj5inO0dBq71DCWZqZS/YTpq2Qf1eJ44jWKelSLYwnBVc/zKGMJGNtMEmHTetSCBQt01113qbu7e9R9ruvqf//v/z2l8xmGoYsvvng6oQCB9Pj2LpXschIsMsZy0JBhKGQaKtqOSrajx7d3kQirgi07U0r3WUpEzTF3qQkZxonbLaX7LG3ZmaqZD11BQj/VvqD3UdDbDwAzxTwKYKhpXVA5Z84cfeMb35DrusP+DBh5+0R/VqxYoa9//eueNQqYzXZ1HdPRTF6uW14JNh4zZMh1paOZvHZ1HatQhJBOLLs+WF523TBn/IL4DYmICkVbnQcz6k6zerSS6KfaF/Q+Cnr7UZ+60zlteeWANj//tp5/4zCvR1QV8yiAkaa3jkzSJz7xCbW0tMhxHEnl5Nctt9wiwzD0ne98R0uWjF+4MBQKKRqNqrm5WYsWLZpuGEDg7NjdI9txZRgatqR7LCHDkKHyZZI7dvfUZN2L2aozlVHeKikeNSfup5CheMRU3iqpM5WhTkEF0U+1L+h9FPT2o77sTWW0ZWdKnQczKtqOHKf8o3c8Glb7oqQ6VrWyygYVxzwKYKRpJ8Ik6cILLxzz9nPPPXfSxfIBTE2uUNKYW1ydjCHJdcuPQ8UUirYcZ+JVewPMkCHH0bu71qEi6KfaF/Q+Cnr7UT9Gbg7TEA/LDBmySo4y/Tkdz1radyhTc4XIMfsxjwIYaUaJsJGeeuopSVJLS4uXpwUwRCIW1uBWYZPhSgoZ5cehYmIRU6GQZJUm10+24yoaMRSLmD5HhqHop9oX9D4KevtRH/amMtq0tXOwEHnj/MTga7BYcgYLkfek89r0bKcaG2KsDEPFMI8CGGlaNcJOZvHixVq8eLEikfGvvd67d6/efPNNFQoFL//zQCCcv6x5sPaXM0EyzHFduSr/snX+Mn59raT21qTi0bDylj1xPzmu8kW7fOkIXwwqin6qfUHvo6C3H/VhZCHykZefDRQiT0TNwULkQKUwjwIYydNE2IAjR47oP/7jP7Rjx45ht7/22mtav369rrrqKl177bW65JJL9K//+q9+hADMWsvb5mtBMi7DKP9iNZ6BWmILknHqg1VYS1NC7YuSikVMZfuL4x6bzRUVi5hqX5SkFkWF0U+1L+h9FPT2o/ZRiBy1jnkUwEieJ8KeeuoprVu3Tn//93+vF154YfD2d955R3/0R3+kt99+e3C3yL6+Pn3ve9/T3/7t33odBjCrXbmmTWEzJNdVuRjtiF+3HNdV0XbkulLYDOnKNW1VijTYOla1qmluVDnLVm/WkjMicek4rnqzlnKWraa5UXWsaq1SpMFGP9W+oPdR0NuP2jaTQuRApTCPAhjK3Lhx40avTtbT06ObbrpJuVz5F562tjZ9+MMfliT967/+q7Zt2ybDMHTeeefpmmuu0fHjx3X06FG9/vrruuyyy3Taaad5FUpNsW1HBQqVj9LQEJMk9fdbVY6k/iw5bZ4sy9a+Q71yXFeOU34DL//dleOWy4hFwiGt+8AZWn/R+Lu4wh/z58XU2BDV/p4+9RdsZfotlUqOiiVHuUJJx/sthUKGFiRj2nBpu1a855Rp/XcYSzNTqX7C9FWyj2pxPPEaRS3bm8pod1dahqFhNZUGCpOPTDgUS44kQ2cubtSShfMqGSoCrJ7n0Vp8XwJqQTwekWlOb22Xp9WzH3jgAeXzeYXDYX3zm9/U9ddfP3jf448/LqlcR+y+++5TJBLRF77wBX3605/Wb3/7Wz3yyCNauXKll+EAs9qnPnSmWk5J6PHtXTqayZcvk3RdKWQoHDK0IBnXlWvadNlKftGqptVnN6txbmxwO/m8VZLjSNGIoWRDlO3kawT9VPuC3kdBbz9qF4XIUS+YRwEM8DQRtnXrVhmGoRtuuEE33njj4O2dnZ3q6uqSYRi66qqrBovpx+Nx3XTTTbrtttuGXUYJYHIuW9mqy1a2alfXMe3Y3aNcoaRELKzzlzVTE6yGLG1NamlrslxHJVWuoxKLmGpvpf5ELaGfal/Q+yjo7UdtGihEnunPyXHdcS+PHChEnmyIUogcVcE8CkDyOBG2f/9+SVJHR8ew27du3Tr490suuWTYfUuXLpUkdXd3exkKECjL2+aT+KoDLU0JPmTVAfqp9gW9j4LeftSWgULkx7OWsv1FzWuInvRYCpGjVjCPAsHmaSKst7dXkrRgwYJht2/btk1SeQXY6tWrh91nnPjVqFgcfwcPAABGqpdfdOslTgCYjo5Vrdp3KKOedF6SpYbE8N0jHcdVNldUzrLV3BSnEDmmhPdQAF7zNBHW0NCgTCaj48ePD95WKpX0/PPPyzAMXXDBBYOXRQ7Yt2+fJKmxsdHLUAAAs9jeVGZUjY9QSIpHwzVV46Ne4gSAmVjamtSGS9q1aWun0n2WutM5zYmFZZqGikVH+RMJjOamuDZc2s68h0nhPRSAXzxNhC1btkwvvviitm7dqosvvliS9PTTTyubzcowjMEdJId68MEHZRiGzj77bC9DAQDMUq+81TP4ZatQtBWPmjJDhqySq0x/TsezlvYdymjDpe1afVYzcQJABYwsRF60HTmOq2gkRCFyTBnvoQD85Gki7GMf+5heeOEF/ehHP1JjY6Pa2tp0++23S5JM09T69esHjz1w4IDuuOMO/eY3v5FhGFq3bp2XoQAAZqG9qYw2be1UTzqvRNRU4/zEsMLMjusq219UTzqvTc92qrEhVpUvXfUSJwB4aWgh8qN9lvKWLStf5FI2TAnvoQD85mki7LOf/awefPBBdXZ26q677hq83TAM3XTTTYO1w7Zv365bb7118P73vve9uu6667wMBQAwC23ZmVK6z1Iiao5ZkDlkGCdut5Tus7RlZ6oqH47rJU4A8ENLU0LvO6tFktTT01vlaFBveA8F4LeQlyeLxWK69957ddFFF8l1XbmuK9M0dcMNN+hrX/va4HGnn3764P3nnnuu/v3f/31U7TAAAIbqTufUebBcLLdhzvjvGQ2JiApFW50HM+pO5yoUYVm9xAkAQK3hPRRAJXi6IkySFi5cqB/96EdKpVI6cuSI2tra1NTUNOyYxYsX6/rrr9eHPvQhffSjHx3cORIAgJPpTJWL5caj5rBLJMYSChmKR0zlrZI6U5mKXpJTL3ECqD/snofZjvdQAJXgeSJsQGtrq1pbx94a2TAM/e3f/q1f/2kAwCxUKNpyHMkMTe7HEzNkyHHKj6ukeokTQP1g9zwEBe+hACrBt0TYSP39/UokEqz+AgBMSyxiKhSSrJI7qeNtx1U0YigWMX2ObLh6iRNAfWD3PAQJ76EAKsHTGmFD7dmzR3/zN3+j9evX6/3vf78uvPBC7d69W5L03HPP6Q/+4A/0q1/9yq//PABglmlvTSoeDStv2XLc8T8gO46rfNEur5ao8CqJeokTQO0bunteOGSoZX5CTXNjmjcnqqa5MbXMTygcMgZ3z9ubylQ7ZGBGeA8FUAm+rAi7++67dc899wwWxJc0bCVYV1eXtm/frueff14f//jHdeeddyoaHb0jCAAAA1qaEmpflNTxrKVsf3HMnaQGZHPFcv2cRZWvn1MvcQKofeyeh6DhPRRAJXi+Iuzuu+/WD37wAzmOI8MwtGzZslHH9Pf3S5Jc19Uvf/nLYTtKAgBwMh2rWtU0N6qcZas3a8lxhv9a7DiuerOWcpatprlRdawau1YlcQKodeyeh6DiPRSA3zxNhO3Zs0f33HOPJGnt2rV66qmntGnTplHH3XrrrXrwwQd15plnynVdbd68Wc8884yXoQAAZqGlrUltuKRdzU1xlRxX3emc0r0F9WYtpXsL6k7nVHJcNTfFteHS9qqtjKiXOAHUrpnsngfUM95DAfjN00sj77vvPjmOo/b2dv3bv/3buJc7rl69Wg888ICuvfZaHTx4UA8//LAuu+wyL8MBAMxCq89uVuPc2Kgd1KIRQ8mGaM3soFYvcQKoTeyehyDjPRSAnzxNhD3//PMyDEOf//znJ1Xzq7GxUbfeequ++93vaufOnV6GAgCYxZa2JrW0NVm+dChVvnQoFjHV3lpbdULqJU4AtYfd8xB0vIcC8IunibBDhw5JklasWDHpxyxfvlySdPToUS9DAQAEQEtToi4+DNdLnABqx8DueZn+nBzXHffyyIHd85INUXbPw6zDeygAr3leLH+qSqWSJLFrJAAAAHDCwO55sYipbH9x3GPZPQ8AgMnzdEXYwoULtW/fPr3xxhs677zzJvWYrXwQvL0AACAASURBVFu3Dj4WAFB9u7qOacfuHuUKJSViYZ2/rFnL2+ZXO6yK8eMSjHq5rKNe4gw6+ik4Ola1at+hjHrSeUmWYjFTxaIj15UMQ4pEQioUbOUsW81NcXbPQ9UxP9U++gjwOBG2Zs0adXZ26oEHHtBnPvMZhcPjn37Pnj26//77ZRiGPvjBD3oZCgBgip55NaXHt3fpaCYv23E18E1ry86UFiTjunJNmy5bOXu/ZO1NZUYV5Q2FpHg0PO2ivH6c0w/1EmfQ0U/BM7B73s+e3qOjmbyO9RakoVdIulI4HNKCJLvnobqYn2offQS8y9NE2E033aSHHnpIe/bs0V/8xV/ou9/9rhoaGsY89oknntD/+l//S7lcTqFQSDfccIOXoQAApuCRp/do80v7VbLfXWkgSXJdFUuuDh/r1/2b31L3sZw+dfmZVY3VD6+81aNNWzuV7rNUKNqKR02ZIUNWyVWmP6fjWUv7DmW04dJ2rT6ruWrn9EO9xBl09FOwuTpRMN8YkQczRtwPVAHzU+2jj4DhPE2EnXnmmfrSl76k73//+3ryySf1zDPPaOXKlYP333///SoUCnrxxRd1+PBhua4rwzB0yy23aNmyZV6GAgCYpGdeTWnzS/tVLDkyDClsGsOKMjuuK9txVSw52vzifrXMT8yqlWF7Uxlt2tqpnnReiaipxvmJUe3P9hfVk85r07OdamyITfiLqR/n9EO9xBl09FNwDfR9JlvUvEREsaipYskZLJ4fCYdUsGxlskX6HlXB/FT76CNgNM+L5X/xi1/Ul770JRmGoWw2q+3bt8s4MdAeeeQRPfbYY4NJMEm64YYb9PWvf93rMAAAk/T49i6V7HISLGKGRu1MFjIMRcyQDEMq2Y4e395VpUj9sWVnSuk+S4moqXkN0THbP68hqkTUVLrP0padqaqc0w/1EmfQ0U/BNbLvoxFTDYmI5s2JqiERUTRi0veoKuan2kcfAaP5smvkl7/8ZT388MO66qqrlEwm5brusD/xeFwf+tCH9KMf/Ui33XbbYKIMAFBZu7qO6WgmL9eVzND4c7EZMuS60tFMXru6jlUoQn91p3PqPFguGNswJzLusQ2JiApFW50HM+pO5yp6Tj/US5xBRz8FF32PWsdrtPbRR8DYPL00cqgVK1bon/7pnyRJBw4c0LFjx2TbthobG3XGGWdMWEgfAOC/Hbt7ZDuuDEOjfiEcKWQYMlS+THLH7p5ZsZNkZ6pcMDYeNSduf8hQPGIqb5XUmcqcdIclP87ph3qJM+jop+Ci71HreI3WPvoIGFtFslGnn366Tj/99HGPyWazJy2sDwDwR65QKu8OOVmGJNctP24WKBRtOc7Eq+EGmCFDjlN+XCXP6Yd6iTPo6Kfgou9R63iN1j76CBibL5dGTtWTTz6pT3ziE9UOAwACJxELD9kichJcSYZRftwsEIuYCoUk25lcMtB2XIVC5cdV8px+qJc4g45+Ci76HrWO12jto4+Asc34m4xlWXruuefU1dWlUqmk9vZ2rV27VrFYbMLHplIpfec739Gvf/3rmYYBAJiG85c1a8vOlIold3AXspNxXFeupHDI0PnLZsfW2u2tScWjYWX6cxO333GVL9pKNkTVPs5uSn6c0w/1EmfQ0U/BRd+j1vEarX30ETC2GSXC7rvvPv3Lv/yLjh0bXjR5/vz5+sY3vqENGzaM+TjbtnXvvffqBz/4gfL5vFzXpWA+AFTB8rb5WpCM6/Cx/vKvgObJ5+KBWmILkvFZUR9MklqaEmpflNTxrKVsf1HzGqInPTabKyoWMdW+KDlu3Qw/zumHeokz6Oin4KLvUet4jdY++ggY27QTYd/97nd1//33S5LcEfVl3nnnHf3lX/6l8vm8PvvZzw677ze/+Y3+6q/+Sv/zP/8z+LhQKDTqOADAxLrTOe06cFx5y5aVL6q9deofXq5c06b7N7+lYslR0XYUMsplw1yVS4IZhuS45dsi4ZCuXNPmS1umozudU2eqvBtSLGJOq/0dq1q171BGPem8JEuxqKliyRn85TQSDqlg2cpZtpqb4upY1VqVc/qhEnF60UeV4sV4GuucXr9GGxIRhYbUe3EcV9lcseqvp5Gee+OQtr12SPlCSfFYWBefu1BrVyysdlgVsavrmHbs7lGuUFIiFtb5y5qn9QNCJfq+nsZoUPnRR16ds17npyAZ9V4fM1UsOnLd8me8SCSkQqH6n0mASjLckVmsSdixY4duvPHGwVVcH/nIR7R27VrZtq2XXnpJv/rVr2TbthKJhJ544gmddtppkqQf/vCH+t73vifbtgeTYCtWrNDGjRu1cuVKD5tVWyyrpOPH2YJ2pObmeZKknp7eKkcC1J+9qYy27Eyp82BGRduR47hyXVfxaFjti5LqWNWqpVNY1v7I03v0xAtvy3ZOfowZktZftESfuvxMD1owM0Pbn7dKchwpFNK02//KWz166Onf6p1MQSXb0dB1ca6ksBnSKcmYPvPh92r1WZO7LNSPc/rBrzi97iM/eT2eRp7Tq9fopq2dSvdZKhRtxSOmzJAh+8SlLLGIqaa5UW24tL2qrydJ+s8te/TUyweUK4wutpyImfroBafruo7qzyN+eObVlB7f3qWjmXy5Js+Jb5pmyNCCZFxXrmnTZSun9iXTr773e4zyOW/m/OgjP85ZT/NTPfJiLL3yVo9+9vQeHc3kVSo5GvlmHw6HtCAZ16c/fCZ9hLrR2JhQNDq9tV3TetTDDz8sSTIMQ3fddZeuuOKKwftuueUWbdu2TV/4wheUz+f18MMP60tf+pJuu+02PfTQQ5LKK8jmzp2rr3zlK/r93/99hUI1UbMfAOrCyA+cDfGwzJAhq+Qo05/T8aylfYcy0/jAaaic+hjv/uob9YE7ap5ovzuj9hsD7TuxFG5gRdzAU2JMo/1+nNMPXsfpVx/5wY/x5Ef7V5/drMa5sVFfYKMRo1zPpUaSiz/4z9f08ls9J70/V7D12La3dehov7547bkVjMx/jzy9R5tf2q+S/e5KC0mS66pYcnX4WL/u3/yWuo/lpvSDgh99X09jNKj86CO/+r1e5qegc999Ux+eBzNG3A8EwLQSYa+//roMw9DVV189LAk24OKLL9Ytt9yiH/7wh9qyZYuSyaR++tOfyjAMua6rj3zkI9q4caNaWlpm3AAACJK9qYw2be1UTzqvRNRU4/zE4M4+A5e0ZfuL6knntenZTjU2xCb84PnMqyltfmn/YA2w8qWRA0kxQ4bhynHLNcI2v7hfLfMTU17R4JWx2j+08Ot02j9wzuNZS/MSkZNeMnA8a1X1nH7ws+1e9pFf/BhPfrZ/aWtSS1uTNXsp239u2TMqCTZyheGAl3b36D+37Jk1K8MG5tFiyZFhSGHTGNXvtuOqWHKmNY962ff1NEaDys/3Or/6vdbnpyAb6PtMtlh+rz9JGYRMtsiYR2BMKxF2+PBhSeVLIk/m4x//uH74wx/qzTffVGdnpyRpzpw5+va3v33SIvoAgPFt2ZlSus9SImqOWfA0ZBgnbreU7rO0ZWdqwg8zj2/vKl8SZ0gRc+gKXWPw/01JRdtRyXb0+PauqiXC/Gj/WOeMhodvG17+d3XP6YdKtX2o6fSRXyr1eprpOUdqaUrU5BfLp14+MPj3sdYQDi6QGnL8bEmEnXweLQsZhkKmMeN51Iu+r6cxGlT1OjdJtTs/BdmY7/WREe/1kep/JgEqaVrXJGazWUnSokWLTnrMkiVLJEmWZSmTyai9vV2PPvooSTAAmKbudE6dB8u/sjbMiYx7bEMiokLRVufBjLrTJ69RuKvrmI5m8nJdyQyNf/mbGTLkutLRTF67uo6Ne6wf/Gh/vZzTD0Fuu0T7vfbcG4fGrAk2nlzB1nNvHPIposoJ+jwKbzE3wUv0PTC2aSXCSqWSJCkaPfn2q/PmzRv8e3Nzs+677z61tdXOTmMAUG86U+W6G/GoOexyhrGEQobiEVN5q6TOVOakx+3Y3TPkksgJzmmUK0XZjqsdu09eA8gvfrS/Xs7phyC3XaL9Xtv22rsJrYkqyg29f+jj6lXQ51F4i7kJXqLvgbH5VqV+aAH8P/7jP9app57q138KAAKhULTlOBOvOBhghgw5TvlxJ5MrlMq7mk2WIcl1y4+rMD/aXy/n9EOQ2y7Rfq/lpzknTPdxtSTo8yi8xdwEL9H3wNgqsl3jypUrK/GfAYBZLRYxFQqVVxJMhu24CoU0WPx7LIlYeMjWZpPgSjKM8uMqzI/218s5/RDktku032vxac4J031cLQn6PApvMTfBS/Q9MLaKJMISCQomAsBMtbcmFY+GlbdsOROsPnAcV/mirXg0rPZxCp6ev6x5sGbNhOd0yxtrmyFD5y+b/LbqXvGj/fVyTj8Eue0S7ffaxecuHPz7RF+3ht4/9HH1KujzKLzF3AQv0ffA2CqSCAMAzFxLU0Lti5KKRUxl+4vjHpvNFcvbli8af9vy5W3ztSAZl2FM/GvhQA2cBcm4lrfNn1YbZsKP9tfLOf0Q5LZLtN9ra1csVCI2tRUEiZiptSvqPxEW9HkU3mJugpfoe2BsJMIAoI50rGpV09yocpat3qwlZ8SXLsdx1Zu1lLNsNc2NqmNV64TnvHJNm8JmSK4rFW1n1C+GjuuqaDtyXSlshnTlmuptfOJH++vlnH4Ictsl2u+1j15w+uDfXY1eGTbytqHH17ugz6PwFnMTvETfA6OZGzdu3DjVB919990yDEPvf//7lc1mlUqlxvzz6KOPTuq4gT+LFy/2oYnVZ9uOCrOgGKzXGhpikqT+fqvKkQD1Y/68mBobotrf06f+gq1Mv6VSyZFVstWfK+l4v6VQyNCCZEwbLm3XivecMuE5l5w2T5Zla9+hXjmuK8cpfygq/92V45bL30TCIa37wBlaf9GSCrR0bCdrf7HkKFeYXvtHnvN4tqBcoaRcvqS+fFG9uaJCodCMzulFnH4YFWe2oP5CSblCSX25ovpmcdvHi3Um46kS7e9O5/T63ne0N5XRoXf6FY2YaohHpvMUeGr5klN0oLtPB4/2T3jshcuadfP6cyoQVWUEfR4dS1A/53kxPivxXlfLczOGm+lYou8xW8XjEZnm9NZ2Ga47lW1uys455xwZUykKOplADENvvPGGp+esFZZV0vHjuWqHUXOam+dJknp6eqscCVB/9qYy2rIzpc6DmfLqA8eV67rlug6LkupY1aqlU6zv8MyrKT2+vUtHM/ny5T1u+ZubGTK0IBnXlWvadNnK2viVcGj781ZJjiOFQqq59vsRpx+C3HbJn/HkR/vr5Tn955/9t17b886YtcIMSeeeeYr+/NPnVTqsigj6PDpU0D7n1cuYr5d5BO/yaizR95htGhsTikant/HMtBNhXjMMQ7t27fL8vLWARNjYgvYBCfBDdzqno32W8pYtK19Ue+vM6zrs6jqmHbt7lCuUlIiFdf6y5qrUspmM7nROnamMCkW7XNdimu1/5a0ebdraqXSfpYJVkhkKyTDK32Ftx1EsGlbT3Kg2XNqu1WdNvcC1V3H6YWjb81ZJZshQyDDkuK5sp5wMmq1tH8mP8eTLa7RoKx41ZYYM2Y6rvFU+90z6ySuPPL1Hm1/ar9KJywBHMozypYHrPnCGPnX5mZUPsEKCOI+OFKTPeX6PTz/6qJ7m5qDzeizR95gtKp4I+6u/+qtp/ccmcvvtt/ty3mojETa2IH1AAvzEWJqZvamMfvzkm+pJ55WImmqYE1FoyKpnx3WV7S8qZ9lqborr5ivOmTW/mAa57SdTi+OpXvrpmVdTun/zWyqWHBmGBpOqQ+O0HVeuW75E8KZ1Z9fM6ih4rxbHkh/qZXyifgVlLAFTNZNE2LQeNVsTVgCA4NmyM6V0n6VE1NS8huio+0OGceJ2S+k+S1t2pmbNl5ggt72e1Es/Pb69SyW7nASLjFGzI2QYCpmGirajku3o8e1dJMJQ9+plfAIA3sWukQCAwOpO59R5sHx5QMOc8YsZNyQiKhRtdR7MqDtd/6t8g9z2elIv/bSr65iOZvJy3fJKsPGYIUOuKx3N5LWr61iFIgS8Vy/jEwAwHIkwAEBgdabKBWPjUXPYpSxjCYUMxSOm8lZJnalMhSL0T5DbXk/qpZ927O6R7bgyDE0cp2HIkGQ7rnbs7qlMgIAP6mV8AgCGIxEGAAisQtGW40y8gmWAGTLkOOXH1bsgt72e1Es/5QoljVkd/2QMSa5bfhxQp+plfAIAhiMRBgAIrFjEVChUXpkyGbbjKhQqP67eBbnt9aRe+ikRC5e3hJwsV5JhlB8H1Kl6GZ8AgOFIhAEAAqu9Nal4NKy8ZcuZYDWL47jKF23Fo2G1z4JCx0Fuez2pl346f1nzYO2vCeN0Xbkqr445f1lzZQIEfFAv4xMAMByJMABAYLU0JdS+KKlYxFS2vzjusdlcUbGIqfZFSbU0JSoUoX+C3PZ6Ui/9tLxtvhYk4zKMiVfHDNQSW5CMa3nb/ApFCHivXsYnAGA4EmEAgEDrWNWqprlR5SxbvVlLzogv8Y7jqjdrKWfZapobVceq1ipF6r0gt72e1Es/XbmmTWEzJNeVirYzaoWM47oq2o5cVwqbIV25pq0qcQJeqpfxWc+60zk9/8ZhbdmZ0vNvHGbXTQAzZm7cuHFjtYOY7WzbUYFisKM0NMQkSf39VpUjAeobY2lm5s+LqbEhqv09feov2Mr0WyqVHBVLjnKFko73WwqFDC1IxrTh0nateM8p1Q7ZM0Fu+8nU4niql35acto8WZatfYd65biuHKecBCj/3ZXjlsuIRcIhrfvAGVp/0ZKqxInKqMWx5Id6GZ/1aG8qo03Pdmrzi/v12t6j2t2V1ptdx/TKW0f09qFeJRuimj8vVu0wfReUsQRMVTwekWlOb20XibAKIBE2NiZ1wBuMpZlbtKBBbafNU6Foq1hyVK5gZCgcNtTYENPyJfP1yUtm5xeYILd9LLU6nuqln1a85xQ1zY3q4NF+FYr2iSglI2QobIbU3JTQpy5fShIsAGp1LPmhXsZnPXnlrR499P9+q32HepXpt2QYhgxDKtmujmctHTme1+79x9Q4N6pFCxqqHa6vgjSWgKmYSSLMcN2p7HWN6bCsko4fZwnvSM3N8yRJPT29VY4EqG+MJW91p3PqTGVUKNrlei6twannEuS2D6iH8VQv/bSr65h27O5RrlBSIhbW+cuaqQkWIPUwlvxQL+Ozlu1NZfTjJ99UTzqvRNRUw5yIQkN2pXVcV9n+onKWreamuG6+4hwtncUbEAR1LAETaWxMKBqd3u7T7FkNAMAQLU2JwH5pCXLb60m99NPytvkkvhA49TI+a9mWnSml+ywloqbmNURH3R8yjBO3W0r3WdqyMzWrE2EAvEciDAAwDL9m1wf6CQgexj1mu+50Tp0Hy6/xxvnjv7YbEpHB47vTOcYCgEkjEQYAkFS+FGHLzpQ6D2aUt0pyHCkUkuLRsNoXJdWxqpVfXGsA/QQED+MeQdGZKr/G41Fz2OWQYwmFDMUjpvJWSZ2pDIkwAJNGIgwAoFfe6tGmrZ1K91kqFG3Fo6bMkCGr5CrTn9PxrKV9hzLacGm7Vp/VXO1wA4t+AoKHcY8gKRRtOY5khsZPgg0wQ4Ycp/w4AJgsEmEAEHB7Uxlt2to5WJS2cX5izKK0Pem8Nj3bqcaGGCsPqoB+AoKHcY+giUVMhUKSVZrcfm624yoaMRSLmD5HBmA2md5ekwCAWWNkUdqRlyIMFKVNRM3BorSoPPoJCB7GPYKmvTWpeDSsvGXLccdPhjmOq3zRLl8iTAIYwBSQCAOAABtalLZhTmTcYxsSERWK9mBRWlQO/QQED+MeQdTSlFD7oqRiEVPZ/uK4x2ZzxfKmEYvYNALA1JAIA4AAm0lRWkxedzqn5984rC07U3r+jcNT/qJKPwHBw7hHUHWsalXT3Khylq3erCXHGb4yzHFc9WYt5SxbTXOj6ljVWqVIAdQraoQBQIBRlNZfXu30Rj8BwcO4R1AtbU1qwyXtg5tEdKdzikfKm0TYJy6HjEVMNTfFteHSduriAZgyEmEAEGAUpfWPlzu90U9A8DDuEWSrz25W49zYqB+TohFDyYbolH5MAoCRSIQBQIANFKXN9OfkuO64l98MFKVNNkQpSjsBr3d6o5+A4GHcI+iWtia1tDVZrpeXKtfLi0VMtbdSEwzAzJAIA4AAGyhKezxrKdtf1LyG6EmPpSjt5I3c6W2kgZ3eJGtwp7fxEmH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Qw3mSk5ON49pBmGVIFh8fb7fXmCOW67x3757T13Xv3p3ff/+dCxcuUFRUhLe3N/Hx8Rw9ehSAcePG0aZNG5vXWwZhtpr81+bu7s6kSZOYOHEiKSkpJCYmsnfvXk6cOIHJZCIxMZExY8YQFxdnt1k+/LUl1N3dHS8vL6fuLyIiIv9tqggTERERsaKiooLFixf/7eutVYXl5OQYx76+vnavr6ysZNeuXUB1aFY7VLOcy9EWS0csQ7kHCcLM2yOrqqpISUmhpKSEpUuXAuDn58eUKVPsXm8Owtzd3e02ybfGxcWFLl26MGnSJNatW8e2bduMr02Wl5cbWzPtMT9rYGAgLi4uD3R/ERER+W9SRZiIiIiIFT///LPRXL5v3741vuBoy9GjR41qqLNnz9bZ/ujm5mYcZ2dn262C2rp1Kzdv3gSsN8q33M548+ZN/P39Ha7PlpYtW+Ll5UVxcTGXLl1y+rrafcISEhKMSrU5c+Y4DOjMYWFISIjVZvoPokOHDsTExBj9yG7fvm13fGZmJqWlpQA8/fTT/+jeIiIi8t+hIExERESklrt37xIbGwuAl5cXy5Ytw8/Pz+F1GzduNIIw89cQLVlWXh0/fpznnnvO6jzXr18nOjra+G0tCLPcchgfH0/Xrl0drs8WNzc3OnfuzLFjx8jIyKCwsNCpKrOuXbvSoEEDKioq2LlzJ+np6UB1QGbrowJmd+7cMcKq2h8C+Lvy8/ON49atW9sda9lH7J+8OxEREflv0dZIERERkVpiYmKMbXOTJk1yKgQDx1+OtKwQW7duHZcvX64z5uLFi0yYMIHc3Fzjb9aCooiICBo0qP6f5tq1a4mPj7e7tszMTJYsWcL9+/etnu/Xrx9Qvc3x9OnTducy8/T0NKqpUlJSKCsrw9XVlY8++sjhVsMzZ84Yx46CsHPnzhEdHU1WVpbNMbm5uURFRQHV2yaHDRtmd07L/msDBgywO1ZEREQeH6oIExEREbGQnp7O+vXrAfD392fChAlOXxsSEoKLiwsmk4kLFy5QUVFhhFUAoaGh9OrVi2PHjlFSUsKrr77Ka6+9RseOHSkqKiIpKYn4+HjKy8vp1KmTERZZ20IZFBTEuHHjWLVqFRUVFcycOZP169cTHh5OQEAAVVVV5OXlkZGRwYkTJ0hNTaVVq1a8//77VtceGRnJV199BVRv8ezbt69TzxwWFkZqaqrxe+TIkXTp0sXhdZZBoaMg7NSpU6xatYrVq1fTtWtXevbsSbt27fD29iYnJ4e0tDR27NhBSUkJABMnTiQ0NNTunImJiUD1ttBnnnnG4XpFRETk8aAgTERERMTC4sWLqaysBGDWrFl4eno6fa23tzeBgYFkZWVRVlZGRkZGnSbwixcvZuzYsdy4cYP8/Hy+++67GuebNWvGggUL2Lx5M2fOnCE4ONhm/685c+ZQWlrKTz/9BMCRI0c4cuSIzfX16NHD5rkOHTrQsWNH0tLS2L59OzNmzHDqmcPCwoz7+/r6MmvWLKeuMzfKd3V1dRhEmbeZmkwmkpOTa1RzWfLw8GD69OlMnjzZ7nwXL1407u+ockxEREQeLwrCRERERP7P3r17SUhIAKqrsBz1ubKmffv2xha+tLS0OkFYcHAwmzZtYuXKlezdu5fs7Gy8vb1p27YtgwYNYtSoUTRq1Mio3DJvWbTG1dWVqKgoRowYwYYNG/jzzz+5fv06JSUlNGzYkObNm9OmTRu6d+/OgAEDHPbCGjNmDFFRUVy9epWkpCS7wZmZZVP6adOm0axZM4fXwF9BWOvWrfH29rY7du7cuQwcOJDExERSUlLIzs4mJyeH4uJifHx8CAkJoW/fvrz88ssEBgY6vPfWrVuB6t5oo0aNcmq9IiIi8nhwMZlMpke9CBERERH5S1xcHB9//DFQ3UvMmUDq/0NpaSkRERHk5OQwevRoFixYYHd8YWEhkZGR5ObmEhISwtatW2tsBf03qqysJDIykqysLIYMGcKKFSse9ZJERETkIVKzfBEREZF/kaysLJYvXw5At27dHloIBtCwYUNjW+Gvv/7KzZs37Y6PjY01mvpHRUX960MwgO3bt5OVlYWrqyvTpk171MsRERGRh0xBmIiIiMhDkpKSYjR0tyYpKYmxY8eSl5dHgwYNjK8gPkyvv/46LVu2pLS0tE7/MkuHDh1izZo1QHWfLWeb6z9KlZWVfPPNNwCMGDGCkJCQR7wiERERedi0NVJERETkIZk4cSKnT58mIiKC0NBQmjVrhslkIisri4MHD3L06FEAXFxcWLRoESNHjnwk69yzZw9Tp07Fw8ODPXv24O/vz507dzhz5gz379/n+PHjrFu3jrKyMgICAti6dSuNGzd+JGt9EFu2bGHevHn4+vqya9cup/uZiYiIyONDQZiIiIjIQ9KvXz9ycnLsjmnevDmff/454eHhD2dRTlq1ahXR0dE1/ubr68uaNWvo3LnzI1qViIiIyIP59zdyEBEREXlMREdHs3//fo4fP05ubi55eXm4ubnRtGlTOnXqxMCBAxk2bBiNGjV61EutIzU1FQB3d3datGhB//79mTRpEq1bt37EKxMRERFxnirCRERERERERESkXlCzfBERERERERERqRcUhImIiIiIiIiISL2gIExEREREREREROoFBWEiIiIiIiIiIlIvKAgTEREREREREZF6QUGYiIiIiIiIiIjUCwrCRERERERERESkXlAQJiIiIiIiIiIi9YKCMBERERERERERqRcUhImIiIiIiIiISL2gIExEREREREREROoFBWEiIiIiIiIiIlIvKAgTEREREREREZF6QUGYiIiIiIiIiIjUCwrCRERERERERESkXvgfoHJ4xEUy5z8AAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 391,
"width": 609
}
},
"output_type": "display_data"
}
],
"source": [
"# matplotlib\n",
"fig, ax = plt.subplots(1,1, figsize=(10,6))\n",
"ax.scatter(heart_df['age'], heart_df['restbp'], alpha=0.8);\n",
"ax.set_xlabel(r'$Age (yrs)$', fontsize=15);\n",
"ax.set_ylabel(r'Resting Blood Pressure (mmHg)', fontsize=15);\n",
"ax.set_title('Age vs. Resting Blood Pressure', fontsize=14)\n",
"plt.show();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Plotting the distribution of three variables"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 309,
"width": 597
}
},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots(1,1, figsize=(10, 5))\n",
"sns.scatterplot(x=\"fare\", y=\"age\", hue=\"survived\", data=titanic, ax=ax);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Plotting the distribution of four variables (going too far?)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" Exercise: Plot the distribution of fare paid by passengers according to age, survival and sex.
\n",
" \n",
"Use `size=` for the fourth variable"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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ERTyWJB632mh2IiIiIiIiItnJ0+tojNJhpCq2kdpehpOIYngDuHoMb3ZNKqmnoKqTCQQ8BAJeXC6T9duqmb1kC5U1MUzToFtRkIlj+1JSFMSyUtTVJUgkFFiJiIiIiIiI7MtV1FPBVCtRUNWJ5OT4CAa9LCrbwdNvrmHN5spGbf49aw0jh5RwxeRhHNUzn9raOLFYsg1mKyIiIiIiIiKdjYKqTiIQ8BIMenn53XU8/PLyg9aichxYsmoXy9d9xs++M5rRQ7th245WVomIiIiIiIhIq9Opf52AaRoEc7y8/+G2Q4ZU+4onU9z398Ws31ZNTo639ScpIiIiIiIiIp2egqpOwO/3YBoGf59eltapfvFkin/NXI3b7cLr1eI7EREREREREWldSh86AZ/PzZJVO9nxWSTtvovLdrCnKkoo4NH2PxEREREREZFWtGvXTu655w6i0SimafDjH9+My2Xyv/97P/F4jPz8Am6++VYKCgq48sqvc8stdzB69FhuvPGHTJhwGpdc8tW2fgnNpqCqg3O7TdxuF7MWbc6ov+3ArEWb+frEIS08MxERERERERHZ16uvTmP8+Al885tXMn/+PD76aCkzZ77Bffc9QGlpKQsWfMB9993LH/84lZ///E5+//vfcNllX8cwzA4RUoGCqg7PNA0AdldEMx5jd2W0YSzbTmPvoIiIiIiIiIg02ejRY7nttp+yZs1qxo+fwEknnczjjz/MLbfc2NCmrq4OgFGjxjBq1BgefPAv/POfz7fVlFucgqpOwk6nONWXOM3oKyIiIiIiIiJNc9xxJ/CPfzzDvHnv89ZbM3nllZfo0aMnjz/+LwBSqRSVlRVA/ffqmzdvwu/3s3nzRrp27dqWU28xKqbewe1dAdUl35/xGIV59X0VWImIiIiIiIi0nqlT/8iMGa8zefIF3HDDz1i7dg01NTV89NEyAF577WXuuus2AF544VkCgQC/+c0f+N3v7iUSSb8udTbSiqoOzrJsrJTN6SN7MX/5jozGOHN0bxIJK60TA0VEREREREQkPZde+jXuvvt2pk9/BdM0ufPOX5KXl8cf//h7EokEwWAOt99+N9u3b+OJJx7hwQf/TrdupYwdO46pU/+Xm266pa1fQrMpqOoEEnGLccf2oCjPT0VNLK2+xw3sSs/iXGpqMq9xJSIiIiIiIiKH161bKVOnPtzo4w899ESjj02bNqPh1zfe+LNWndeRpK1/nUA0msA04PKzB6fVzzQNvjZxMFbKJh63Wml2IiIiIiIiIiL1FFR1ArbtEI0mOf/k/nzl9KOa1Mc04AeXHc9xA4uJRhKtPEMREREREREREW396zTq6uKYpsE1U46he5ccnn1rLburDrydr29piKsuOJrRw7pRVxcnFkse4dmKiIiIiIiIZJ9IJMLMmTOYOfN1duwoJxqNEggEKC3tzqRJkznzzIkEg8G2nma7pqCqEwmHY9i2w7kn9eOccf1YWLaDOUu3UlETwzQNuhUFmTi2L0cP6IJtO4TDMYVUIiIiIiIi0unFYlH+/vdHmDFjOtHo/os+wuEk4XANa9eu5tFH/8akSZO56qrv4fcH2mi27ZuCqk6mri5ONJogEPAwemg3xh3Tfb/ryWSK2tr6gEqn/ImIiIiIiEhnV1VVyZ13/py1a1cftm00GmXatBcoK1vBPff8hoKCwiMww45FQVUnZNsOdXUJ6uoSuN0mhmE0fDyVstt4ds1jmgY+nxvDMDAMsG1IJi0sq3Vfl8/nxuWqfy8dp/59VAF6ERERERGR9i0WizY5pNrX2rWr+cUvbuW+++7Xyqo0qZh6J2dZNslkimQy1a5DKo/HRV6en6KiHHJz/fgDXrxeD7m5PgoLc8jPD+D3e1r0nqZpkJPjpbAwh7y8ADk5PtweFzk5PvLyAhQV5ZCT48PlMlr0viIiIiIiInJkPP74w2mHVHutWbOKxx9/uIVndGiXXTaF8vLtR/SeLU0rqqTdC4X8+P0eqmvjvPTuGt5cuJmdFREAgn43p5zQkwsmDKBf9zx8fg/hmii23bx9jV6vi9yQHwODBSt2MH3eBj75dA8p28E0DYb2LWTy+H5MOL4nfr+H2tqYVliJiIiIiIi0I/WF019v1hgzZ77BlVd+VwXW06CgqhMzTQOPx4VpGjhO/da/ZNJqV7WpQnl+/D4P/3xjJc+9vRYrtf/kIzGLGfM3MWP+JkYP68ZPrxhNXn6AmurMwyqv10UoL8CGbdX8+vGF7Krcv5CebTuUbaigbEMFj0xbwc1XjOK4QcUqTi8iIiIiItKOvP32m40Kp6crGo0we/Yszj//wib3Wbp0MU888Sgej4fy8u2cfPKpBAIB3ntvDo7j8Pvf/5HZs2fxxhvTicWieDwe7rrrXvr06dcwRiqVYurUP7Js2RJSKZvzzruAr33tW816LUeKtv51Ql7vF9vk8vIC5Ob6CYX85OcHKCzMITfXh8uV/V8aOTle/D4Pf3vxY55+c02jkOrLFq/cyc+nvk/KdgiF/Bnd0+UyyQ35+XRLFbf85f1GIdWXVdXG+cVDH7B09S5ycn243a6M7isiIiIiIiJHVnNXUzVnnLKyFdx00895+OEneeGFZygoKOSRR55k4MBBzJo1k3ffncOf//w3nnzyGcaPP4Xnn39mv/6vvPIiAI8++k8eeujvvPfeHD76aFmLvJ7WphVVnYhhQCgUwOdzUxWO8+KcNbz34TaqauOYpkH3LjlMOrEvp47oSVGRl0gkTl1doq2nfUCGAT6/h3eWbuHV9zc0ud+6bdVMfe5jbvzmSLxeF4lEKq37BgIeUimHXz66gFgT+1oph9/+fREP3Xo2waCHmpr07ikiIiIiIiJH3o4d5S00Tvo1owYMOIpu3UoByM8vYPTosQB061ZKOFzDXXf9ilmzZrJly2YWLJjHoEFD9uu/ePFC1q5dw5Ili4H6lV3r1n3K8cePaOaraX0KqjoJw4C8vACmy+Qvz37IrEWbG61AqgrHWbmxgrcWbeayswYxamg3XC6T2tp4s2s6tTSfz4PLNHlpzrq0+7734VaumTKcgN+TVlBlGOD1uZm1cDNV4Xha94zGLd74YCOXnz0Y0zTa9P10u+u3ewI4joNlpdrVdk8REREREZEjobnb/vaKRNIfx+3eP65xub7YnbNr106+//2rufTSyxk3bjxFRV0aFXxPpWyuv/5HnHbamQBUVVURCLSP0wezf3+XtIhQyI/pMrnn4fm8MX9To5Aq4HNz3vh+/PmmM/jNDyYwamg3oD4QKirKIRTy4/Fkz7Y1n9/Nms2VrNtanXZfK+Xwxgeb8HrdDYFNk+75eTj2+ryNad8TYMb8TTgOLX76YFOYpkEw6KWwMEhhYZD8/AD5+QEKCoLtaruniIiIiIjIkdJSwU4w2LIB0apVZfTq1Zuvfe1bDBs2nHffnY1t778IY9So0bz88ktYlkUkEuH667/LihWftOg8WotWVHUCHo8Ln8/Dgy99wrI1uxtdHzW0hJuvGE1OwMPaLVX877+XsbG8hngyRW7Aw5jhpZwzri8FBUHicYtwOIbTxktwvB43i8p2ZNx/YdkOvj5pCG632eRVVW63SVU4xrpt6YdjALuromwsr6Fn15yM+mcqEPAQzPEBsHTVLt5cuIkdn0WwbYfCkI9TRvTktBG9KCryEo0mqK1Nb7WYiIiIiIhIR1Ra2p1wuKYFxunRArP5wpgx4/j00zVcccVXcRyHE04Yyfr1++82uvjiy9i6dQtXX/1NUqkU5503hZEjR7foPFqLgqpOwO/3UBdNMnP+pkbXTh3Rkxu/OYoN26qZ+vxHrN1S1ahN2YYK/jVjFWeM6s33v3Is+fkBqqujbRZWGUb9KqjaaOYn6NV93nfvWE1hmga1kead2heOJDCMIxdU5eR4CQZ9zPt4O4+9uoIdn0X2u76xHJat2c2jL6/gK6cPbNiaWFMTO2JzFBERERERyUaTJk1utKUu03HSMXLk6P1Cpeeee6Xh19/97vcP2Xfftj/5yc1p3TdbaK9PB2cYBl6vmzcXbiKe3H/l0PD+Rfzk6yMpW/8ZP5/6/gFDqr2Sls3MBZu49a9zsR2HvLzMTs1rCXsDMm8ztiLu7ZtO1uY49ScmNoe/mf3TupffQzDoY/q8Dfz2iUWNQqp91UaTPPn6Sv7n6aX4fB5yc31HbJ4iIiIiIiLZ6MwzJzZ7+18gEOSMM85uoRl1DgqqOjiPx8Q0DeZ93Pi0gm9PHkZVOMa9jy9s8gl2qzdVcv+/luL1uvH52m5BXipl079HXsb9+/fIB8C27Sb3sW2bojw/eTnejO7pcZv0KgkdsULqgaCXD9fs5m8vfNzkQO6tRVt4ZtYaAgGvalaJiIiIiEinFgwG014N9WWTJp1LMBhsoRl1Dlnxneizzz7LRRdd1PDfqFGjuOeee5g3bx5Tpkxh0qRJPPDAA209zXZp79a2cCSx38f7lIY45qiuvPL+hoZtcE0175Nytu2qbZOi4HslEhYTjuuZcWh03sn9SCRTWFbTg6pYzMLtMjlrTJ+M7jnh+J7kBDzEYs3bPtgUPp8bt8vk2bfWkG4u9tKcT0lYKQKBtvv8ioiIiIiIZIOrrvoegwYNyajv4MFDueqq77XwjDq+rAiqvvrVrzJt2jSmTZvG73//e7p06cK1117LrbfeytSpU5k+fTrLly9nzpw5bT3VdmfvShr3l1bHnDe+P4lkircWbc5o3FfnrsfrdeN2t82XUDSaxO02mTg2/dBoQM98hvYtIhFPLzBKpWziCYsLTu5PGqWtGlwwoT/JZIpksmmr15rD7/ewbXctH3+6J+2+4UiSd5duw+t1Z/Q6RUREREREOgq/P8A99/wm7bBq8OCh3H33b/D7W/bEv84gK4Kqfd11113ccMMNbNmyhb59+9K7d2/cbjdTpkzhjTfeaOvptTt7t5n1LM7d7+PHHtWVZWt2UVOXOFC3w5qzdCtQf6JgW0ilbOJxi8vPHkyfbqEm9/N5XfzgsuNJ2XZGK5ti0SQlRUG+ec7QtPqdd3J/BvcpPCKrqQC8XnfD5ygT7y7bistl4na3zedXREREREQkWxQUFPK73z3AxRdfethtfIFAkIsuuoT77rufgoKCIzTDjiWrTv2bN28esViMyZMn8+qrr1JcXNxwraSkhJ07d7bKfb1eN8XFTQ87stmBXkfKdpg8vh9zP97e8LHcoIeqjfGM7xOOJEnZDrm5fnJz266wesq2+dV/jufOv33AxvJDHxsa9Lu57aqxDOpdgGEYdO2a+ef86xOHkLRsnpm15rBtzx3Xl+9ffCyO4xAK+QmFjsz7VRnO/PO7t29BQcfYS91Rnm+RlqTnQqQxPRcijem5kI5uzx4XlmUfdrdQbm4OP/jBj7j66u/x1ltvMmPGdMrLy4lGIwQCQbp3784555zHWWdN7GQ1qQzcbrNF/6zIqqDq6aef5uqrrwbqC1cb++w7chxnv99L07lMg+MHFdOrJJetu2qB+vDKNDN/Pw2DrNgW5jJN8nK8/OHHpzJjwSZen7eRLTvD+7XJy/Fy1pg+XHjKALrk+1vs6+jbk4cxYnAxr7y/ngXLd5DapxiUacCIISVcMGEAo4d1a5Ov3+Z8fl3N6CsiIiIiItJRBYNBpky5iClTLmrrqXRYWRNUJRIJFi1axG9/+1sASktL2b17d8P13bt3U1JS0kr3tqiujrbK2EfK3vRy9+5wo2uGYVBUlMP3v3Isdz00n5TtUFMXp7QoJ+P7lRQGMQ2D2toY0TSLsbc00zTIyfFx/vj+TJkwgJUbKyjfU4eVsikM+ThhcAket0n8889zS9WICgQ8DOlbyDFHjaUyHGP5us+IxJL4fW6G9S2ipCiIZaWoq4sTiWS2xTJTXbvm0r1L5il+t8/7VlZGsKzWr6nVWg71XIh0VnouRBrTcyHSmJ4L6Sz2fr/TlIO29q66iseTLFmyiNmzZ1FdXUV+fgFnnHE2o0aNweVqfvmUX//6bpYtW8p11/0nEyee2+zx9nXvvXcxYsQozjtvSguN6GBZqUZ/VuTnB/B6M4ucsiaoWr16Nf369WtYInf88cezYcMGNm3aRK9evXj11Ve59NJL23iW7ZPjONTVxThhcAk3fUrW0AEAACAASURBVGsU9z+1lA8+LueKycPo3jWH8j11aY856cS+OI5DPG61wozTY9sO4XAMwzDw+z0c1SOPgT3zwQDHdrCSFuGaJKlU00/4a4poNEk0msTrdRH0ezhxeDcM08BxwLFtamqibfb+xBMWZ47uzd9fW4mVweuedGJfLCvVrkMqERERERGRllZZWckdd/yc1atX7vfxd955iyFDhnHXXfdSUFDYrHu8/vqrvP32PDyeznkSe9YEVVu2bKG0tLTh9z6fj9/+9rf813/9F/F4nNNOO41zz23ZJLEzicUsDCPGhBN60qM4lxnzN2KlbCaf1I9HX1mR1lhul8k54/oST1gNxdqzgeM4RKMJokd4cVwikSKRyK5AJxZNUlAQ5OTjujNn2ba0+pZ2CTJqaDfq6jKvcSUiIiIiItLRpFIp7rzz1kYh1V6rV6/krrtu4/77/4xpZnZ23c9+dgOO43Dttd/ha1/7Js8++xS27TBkyFBuvPFn+Hw+LrzwHE455TTKypZTVNSV88+/kOeee5rdu3dx662/YMSIUSxbtoQHH5xKPB4jHK7lRz+6gVNOOX2/e73++qsHHL+tZc2pf+eddx4PPPDAfh876aSTePnll5kxYwa33nqralQ1UzSapLo6Su+SXP7z0uOxbYdzT+pH7zROzQO49IyB5Of6iLXxlj85uGQyRTKZ4hvnDCUn0PQU3jDg6guOxnacI3ZCoYiIiIiISHuwePEiVq0qO2Sb1atXsmTJoozvcd999bnInXf+kldeeYm//vVRHn/8XxQWFvHUU08CUFHxGePGjeexx/5FIhHn3XdnM3Xqw1xzzXU888xTADz//L+55ZY7ePTRf3LLLbfz0EN/3e8+69evO+j4bS1rVlTJkZFIWCQSFh6Pi0DAg9fj4p7rTuK2v85lexO2AE4+qR9XTB5GLJZssVpP0jrq6uJ075LDL747jrsfmU/dYYJF04D/uOQ4xh/Xg9raWFatlhMREREREWlrb7/9ZpPazZ49izFjTmzWvZYtW8zWrVv4/vfrD5yzrCSDBw9tuD5u3MkAlJZ257jjTgCgW7dSwuEaAO6445fMm/ces2fPYsWKT4h+aevR4cZvSwqqOqm9K27cbpOCUIA//PhUnpq5mrcWbzlgoNGvex4Xn3YUZ43pQzyeJByOtcGsJR3JZIpwOMaQvoUNn9+5H20/YM2q4wZ15atnDuaEwcVEIvE2L5AvIiIiIiKSbaqqKlu03aGkUjZnnnk2P/nJzQBEIhFSqS8Wi+xbv+pABdx/8INrGTlyFCNGjGLUqDHcffftaY3flhRUdXKWZVNdHSE35Ofai4/lO+cPZ86yrWzcXkMimSI36GXs8FKG9S/Cth0ikYRqF7UjiYRFTU2UkoIAN31rFNddfAxvL97Cjs8i2LZDQcjHaSN70bM4FytlEw7HtOVPRERERETkAJpaJL25xdQBRowYxdNP/4PvfOe7FBQU8oc//IYePXrx3e9+/7B9a2qq2bJlE3/5y0N4vV7++tc/Ydv7L1hozvitTUGVYNsONdVR3G4Tv9/DmaN749qn8FsimaK2tj7AcLQbrN1JJlNUVUUatntedOpR+9V72xtmZcMJjiIiIiIiItnqzDMn8vbbsw7b7owzzm72vQYNGszVV1/Lj370HziOw8CBg7niiqua1DcvL58LLriIb3/7ctxuNyNHjiEWi+23/a8547c2w3EUPSQSFtXVR/iouBZWXFxfEH337nCLjGcYYBiG6hR1UIZhYBh0+M9vSz8XIh2BnguRxvRciDSm50I6ix07NgFQWtr3sG0Nw+EnP/nhIQuqDxkyrFmn/rU3B3v/8vMDeL2ZrY3qHO+cpM1xOn6I0Zk5jqPPr4iIiIiISBpcLhf33PNrhgwZdsDrQ4YM4667ft1pQqrWoq1/IiIiIiIiIiJNUFhYyP33/5klSxYxe/YsqqoqKSgo5IwzzmbUqDEKqVqAgioRERERERER6dQcx9mvlu+hmKbJmDEnMmbMia08q+zWWpWkFPWJiIiIiIiISKdkGPWxSCIRa7XgpSNyHIdEIgZ88R62FK2oEhEREREREZFOye8PEo3WUlm5qwmt9664UqC1L78/2KLjKaiS/RgGeL1uTNPEMOpTUsuySSZTbT01ERERERERkRaVl1cEQCwWwXHsQ7Z1u+tXDlmWvj+G+pVUfn+w4T1sKQqqBACXyyQQ8OD1unG5Gi/bSyRTJOJJYrEkWg0pIiIiIiIiHYFhGOTndyE/v8th2xYXhwDYvTvc2tPq1BRUCYGAh5wcH0nLZvaSrbz+wUY2bq8mmbLJ8XsYM7wbF0wYwOA+hfj8HsI1MVKpQyfNIiIiIiIiIiLpUlDVyQWDXnJyfLz/4TamPv8R4Uhyv+u10SSzl2xl9pKtDO1XyM+/M5b8/ADV1VGFVSIiIiIiIiLSonTqXyfm9brJyfHx1qLN/O4fixuFVF+2amMlN/3xXarrEoTy/DTx5E4RERERERERkSZRUNWJBYJeNpbX8KdnPmxy3andVVF+/dhCPG4Xfr+ndScoIiIiIiIiIp2Ktv51Uh6PC6/HxcIV5ZwwuBjbdqiuS7Bhe/VhQ6vVmytZubGCgT3ziUYPvQorE263iWEYGAbYdv2pg1Jf8N40974vkEqlVNheREREREREOhQFVZ2Qy2WSm+sjZdtcfvaQ/a6V76nj9Q82MGvh5kNuBXxt7gZu+tYoPB4XyWTzj+Y0DAO/34PP78bjdu13zUrZJOIW0WgC2+5cyYxhgM/nwedz4/Xu/7im7Pr3JRZLKswTERERERGRDkFBVSeTm+sjEPBipWze+3Ab7324nepwHNM0KO2Sw6QT+3DNlGP41rnDePDFj5m5YPMBx1mwvBwAt7v5QVUg4CEY9GGaBh+v3c3MhZvZVRHBth0K83ycNqIXJx3bnWDQSzSaoLY23qz7tRder4vcXD8ul8mG7dVMn7uBzTvDJC2bvBwv447pzhmjelNY6CUWT1IbjmmFlYiIiIiIiLRrCqo6kVCeH7/Pwwuz1/LiO+uo+lLgs3JjBbOXbKFvaYhrLjyG/7p8BHk5Pp57e22jsWKJFFbKxmxmlbO9pw4uWFHO46+WsXVXbaM285fvoCjPz2VnDWLKhAEYhkE4HGvejbOcz+cmFPLz6dYq/vbCJ6zeXNmozZJVu3js1RWcN74/V0weRl5egJqaqMIqERERERERabdUTL2TCIXqQ6o/PfMhj71a1iik2temHWHueXg+7yzdwnfOH85pI3s1amOaBm6X2axQxO/3kJPjY8b8jfz6sYUHDKn2qqiJ8eCLn/DgS5/g93vIzfVlfuMs5/G4yA35+fjTPfx86twDhlR7RWIWz729lnsfXYDLZRIK+Y/gTEVERERERERaloKqTsDlMvH7PTwzaw0zF2xqUp+U7fDHp5excmMFV18wHJdp7He9T7cQQLNqRgWCXj5au5upz39MU4d55b31vPzuOgIBLy6XcfgO7VAw6GXnZxHufWwh8UTTtlUuWrmTv734CT6fB6/XdfgOIiIiIiIiIllIQVUnEAh4SCRTvPDOp2n1s1IOz761hi75AU48unS/a5PH98O2HeLxzE798/ncuF0m/35zzX5hl2kahIIeQkEPpnngIOrZt9eSStn4/d6M7p3N3G4Tr9fNi+98SjRupdV35oJNVIZj+P2eVpqdiIi0N4ZRf2CJiIiISHuhGlUdnGGA1+fmrUVbqIumHyotWbmTnRURzju5P/M+qS+gHvC5OWt0bxIJK+Otf36/h227avlk3R5MA0YN68b54/szYkhJQ0Bl2w7L1uxi+ryNLC7b0bDqqiocZ+7H2xl/XA/q6jpWYfVAwEssbvHO0q1p903ZDq/P28g3Jg3BNI1Od0KiiIjUc7lMAgEPXq8bl+uLn0kmkikS8SSxWFL1DEVERCRrKajq4NxuFy7TZE4GwQeA7cC7y7Zy6RmDGsKP73/lWHxeN5WVdRnPy+t1M3vJFsYeXcr3Lz6WkqIgn1VHeXHOp3xWVV8ovUuBn9NH9uKOa05kV0WEh6Z9wvzlOwB4Z+lWTh3RC7fbhWU179TBbOJymcz9ZHvaq6n2emfpVr55zlC8XjexWGar3UREpH0yTYPcXD8+n5ukleKdpVvZWF5DwrLJDXg48ehSBvcpJBD0Eo8lqatLtPWURURERBpRUNXB7V2dVFGT+Sl5leF4/Za8gJuvTxrKWWP6UFcXx7LsZs2pR3EO3zxnKBvKq3nk8eUsWLGD1JdWAT05fSVjjy7la2cP5uffGcv/vfAxr3+wkcqa+OdjZfyyspLpMqiobsbn6vPPs3Z5iIh0Li6XSV5egHgyxT9fWc6shZsJR/b/gcUzs9ZwVK98Ljr1KM4Y1RvTZRJuxr8PRERERFqDgqpOwmxGcrG3VNRd145nYO8CIpEEkUjzfwp7+qjeLC7bye+eXEw8eeBVUSnb4YNPylm6ahc3f3sU1192PDV1CXZXRZt9/6zkcNDaXE3RnL4iItI+maZBKM9PdV2c2/9v3iFP0V23tZr7/7WUtZuruO4rx0IIwmGFVSIiIpI9Oth6FPmyvXWKSoqCGY9RUhjEcRz6loaoqYk2uy6UbTvYtsPazZXc98Sig4ZU+4onU9z3xGJWbazgB189nh7FOQ1jdSS27VBS2LzP1d5xRESkc8jJ8ZGyHe588INDhlT7euX99Tw1cxV+vwePR6fFioiISPZQUNXBJZMprJTNxLF9MurvcZucMbo3yWSKqqoI8QxrJ+3L53NjmgaPv1ZGIo3tg0nL5u+vlREKern0jEEkrVTG2w+zVTKZYuzRpeTnZnai4dlj+2DbDolEx6nbJSIiB2cYBl6vmxkfbGLzjnBafZ+ZtZZwXQJ/QKfFioiISPZQUNUJJOJJTjymO13y/Wn3nXB8D0JBb4ts9dvL7/ewdVeY5es+S7vv8vWfsXlHDX26hUi0QGiWbWKxJG6XycSxfdPu6/O6mDi2z+enMWpFlYhIZxAIeDBNg+nzNqTd10rZvDF/Iz6vW1vHRUREJGsoqOoEotEkpgFXnjc8rX45fjdfmziERDJFsgnb85rCND//ye/8TRmPMXPBJkzTIJHoeEFVKmUTj1tcfNpRdC1IL1i8/KzBBP0enfYnItKJeDwulq/bw/Y9mZ3EO2P+poZVWSIiIiLZQEFVJ2DbDpFIgjNH9+bqC4Y36US4HL+bO747ju5dcog0sybVvvb+xHbHZ5n9g7q+b6SlppOV6uri5AY83H3dSRTlNS2smnLKAC4/ezDRaKLFQkUREcl+hmFQ3oy/U3dVRrAdRyuqREREJGvox2edRCSSwDQNLjljED1Lcnl21lpWb65s1M5lGpx4TCnfnjyMHl1zqa2NtUrwkUplvjUt1cELhadSNuFwjJ5dc/nDj0/lH2+s5L1l2w5Yz6tPaYhLTh/IWWP6EIsnqa1tuVBRRETaAaN5B2g4Tv1/zTgcWERERKRFKajqRGpr46RSNqOHduPEo7uzbmsVc5Zto7o2jss0GNK3kNNG9sLvdZOybWprYy1SPH1fe/8xXRDyZTxGfm59345chymZTFFTEyUv18dPvj6Say86llkLN7N5Z5ikZRMKehh/XA+OHtClYcVcc09jPBTDqK8t5na7cBxIJq0W/9oQEZH0Oc4Xfy9mIhT04DINnRYrIiIiWUNBVScTjSaJxZL4fB56l+RyzZSjgfrQxzAMnFSSZNUu3LmF5OUFiMWShMOxFru/bTskrRSnjujJmws3ZzTGaSN6krRSzVqV1R5Ylk11VRSPx4Xf72HKqQMw9/mRdzKZorY2RiyWpDUzO6/XTSjkwzRNrHAFhstDIC9EyrKorqkPP0VEpG2krBQjh5QQCnoIR9KvUXjKiF4A2jYuIiIiWUNBVSfkOPWny8ViSQwDcnP9+P0eKt9/jsi6ZeQMGo27oBvekj74u/bCNA1qaqItFoYk4hYnDC6hR9ecRsVfjxvUlXHHdCc/x4tpGtRGkny0djfzl5djpRy6d81hxJCSVl09lG2Se4vZh7+o8VW/VaP1gzq32yQvz0d826fsmfEgiR0bAIPAUSMoPv968vNCVFbFOvTqNhGRbBaNJikq8nLWmD68NGdd2v0vOLk/iYSFdYDt5SIiIiJtQUFVJ2cYBj6fm8i6Zfj7DKdwwmU4VhIr/Fn9/2sr8eYW0qUoh1jcIhpNNnsFTTSaJBDwcvnZg/mfp5fhdZucc1I/zhvfj14lISIxi8pwDNt2yM/1ce5J/aioiTFzwSZKuwSxbafTnmx3pLdmBINe7Ggt5U/dg5OIfv5Rh+i6pex4+pf0uvZ+/H4P0WjiiM5LRETqpVI28YTFhacMYOaCTURiTd+WPe6YUnp3C1FTEz18YxEREZEjREFVJ+f1ujEMg+BRI0hWlPPZrMcJfzwbO1r7RZvSAeSNOofcY07F5wsQDsdIJDLfIuA4DrFYgrPG9GF3VZQTBhUztF8RKzdW8Id/LmHux9tJfv6TXcOAkUNKOG98fy4/ezCOA4lEUrU0jhCv1031B2/tE1J9IbFrE9HNZfhKBxHV9zgiIm0mGknQJT/AbVeP5Z5HFhBvwt/Rg/sU8v++OYpEQjUHRUREJLsoqOrk/H4PAJXvPUPlu88AjQOgxI717Hntr1TOeYpul99KXukAamqizQqr6uoSmKbJ5WcNxkrZ/Obxhcz7pLxRO8eBJat2sWTVLgb2KuAX3xtHKMeD253UNoVWZhgGhmFghT87aBurejee7oOO4KxEROTL9tYsPPaorvzm+pP5y7MfsW5b9QHbul0mp4/qxX985ThMA62mEhERkayjoKoTCwQ8eDwuKmb/k6p5Lxy2faq2ivJ/3EmPK39FqLgPlZXRZq1scrtNHOBXjy1g2erdh23/6dYqfvbn9/jDj08llBegsqLusH0kc47jYKdS+HsNpWbx642u+7oPJHjUSBxMXC5TRdVFRNpQPG7hOFEG9Mjnf248ndWbKpg+byMby2tIJFPkBDyMHV7KuSf1JS/HRzxhUV2tGoMiIiKSfRRUdWIBv5voxuVNCqn2chIxdj733/S+/i/4/R4ikcxqE7nd9eHGs2+tbVJItdf2PXX85fmP+Nm3xxAMeohkcMKRNF0sniJn6Dh83Y8iXl5fpNdT1IPiC/8Lf8/BDe2KinKIx5OEw3F90yMi0kYSiRSVlXX4/R7698jnhm+M3O+64zjEExZVVRGd8iciIiJZS0FVJ+NyGXg8btxuFy63m+rFr6U9hlW1k8inS/D3P4FIJLN55Ob6cBx4/YMNaff94ONyKsMx8oJekkkbl6s+9DJNA8eBVCqFbTskElaLnVTYWUUiCXxeP92vuIfqRa8R27qakik/BGDPGw9St3oBhukh95gJFEy4nIJ8H1XVMb3vIiJtxHHqDy2JRpO43SamaWIY9SGVZdmq8SgiIiJZT0FVJ+H1uvH7Pfh89Z9yx3GwwhVE1izOaLyaxa+TM2g0Xq+bRCL9Iqymy2TBih3sqYql3Tcn4GFjeQ3HDexKQUGw0fWU7cZlGg1hVTSaUD2rDDmOQ1V1jNxcHwXjL8EwDJyUxdaH/x/JPVsb2lXNe5F4+Tq6f/MX+P0polGtdBMRaWv1f/fp7z8RERFpXxRUdXCGYRDK8+PzutlTFeXfb63h3WXbuPc/xpFTvgKczP4BG920HKjfwpdIc/efaRq4TJNPPt2T9n2PG9iVn181ltyAh0/W7eG19zewfP0eojELv8/N8P5dOO/kfowYXELKrl9tVViYQySSoK4unvb9BGzboaYmhmkaFBYGiKz8YL+Qaq/oho+JbVuLr7ifgioRERERERHJiIKqDswwIC8/gGEY/M/TS5m9eAt7V/z7vW7sRDNO+klZOCkLw0i/q2nWd4qkeRz2iCHF3HHNOMr31HLLn99j047wftcTVoL5y8uZv7ycXiW53HTFKPqV5rGwbAdjh5dimgbhcPoruKSebTuYpov4ro0HbZPYuZ6cbv2P3KRERERERESkQzHbegLSekKhAKZh8IsHP+CtRV+EVADxRArD48t8cNON4XJnVItob30Mv9fV5D49uuZwy5Vj2bIzzE//1Dik+rKtu2r5+V/m8unWao4f2JXX5m7A7/cQCHjTn7A0sG0bb5ceB73u6dJTxdRFREREREQkYwqqOiiPx4XP5+ahl5fzybrGW+y2fxbB23MIkMGSKMDfq/7Et1Qq/a2Dtu1g2w7D+hU1uc9XTh+Iy4S7H55PXaxpK7GicYtfPjqflO0Q9LmZv7ycQMCT9nzlC/G4Rc7Rp+DOK250zddjEIG+xxCLqx6KiIiIiIiIZEZBVQfl93uoiyaZtWDTAa/PXLAZX1EpgQHHZzR+3qhzsVMp4mlu39srlbI5+fge5Oc2XuHUqySXowd04dijutKvex55OR5OH9mLOcu2UVGT3ta96toEby3ewoQTejBz/iZcLhO/34PbbeLxuHC7XQ1bEeXwotEEGC66X/lLcoaOA9OF4fYSOv4sSr9xOynLIhZLs2iZiIiIiIiIyOdUo6oDMgwDr9fNtHfXkTjIaXcffLKd6nCUvFGTia7/MK3xXbmF5AwdRzSWyniOdXUxCgpyOOfEfjzz1hpy/G7OHNOH88b3o1dJaP+20SR+n5u5H23P6F6vz9vIlAkDOG5gV8J1CYI5PlxfCqcSCYtYLJlx8NYZeL1uAgE3psuFEepCt0tvxnFsDKM+77aSFtXVsYy2g4qIiIiIiIiAgqoOyeMxMU2D+cvLD9rGSjm8Oncj3zp3NKEREwkve7Npg7vclFx8A2DUr67JUDJpY6VSfH3SYHxeFxeeMgC/z82qjRX86ZkP2VkRwbYdivJ8nDqyF6OHdePO741j2pxPefy1srTCkF0VEepiSS4+fSBJy2bO0q3MX15OuC6Bx2PSp1uIyeP707M4F8uyqa2NkUxmHsJ1NG63SV7Ih8vtJlm9h4q5M4jv2oi3uA++0gF4CrvhKe6D2+MllOujJqywSkRERERERDKjoKoDMj4/iq+m7tBB0jNvrWVo30JGnnsdhmlSs2TGocf1Buh26c0E+h5NTU20oSh6pqqrYhQWBrj87MEsW72Lv79Wxrpt1Y3azVm2jW5FQS4/ezCXnDGIrgUB/vDPJTTl9gGfm3uuO4mA181TM1fx6vsbGr0vy1bvZtq76zluYFeuvfhY+pSGqA3HtLqK+lpn+Xl+rJo97J75CJFPl4JTv0ov+unShnaGL0jeCWdRdMYVFOQHqKqOqai6iIiIiIiIpM1111133dXWk2hrqZTd7kOJnJz6E/wikURDHaaZCzZRFY4ftI/jwAfLd9CvRx6Dx5+Of8AIsC2Sn21vCCMA3HnF5J90MSUX/ghvcW/CLRTieL0u/H4vsxdv4bdPLj5k/am6aJKFK3aQSKa46LSBBHxulq3efcjxDQNuvWosRw/own1PLub1eRuJH2Kl1M6KCO8s2coxR3WhR0kIy0o1O4xrz1wusz6kqtjO9iduI7FzA3CQ9yOVJL5tDbHNZYSOPRWv100sC56pfZ8LEamn50KkMT0XIo3puRBpTM9F0/n9HlyuzMqia0VVB2Tb9SFTn24hNmyvOWTbeCLFrx9byOTx/ZkyoR89L/wRybOvIVWxHcdKYAZy8Rb3AcMgkbCIVEWxDlL3Kl3BoI8V6z/jj/9e1uRA6PnZn1JSFOTCU47i1fc3sLMictC2I4eUMHpYNx588RM++OTg2yD3FY1b/PKRBfzx/51OQY6X6upok/p1FKZpEAh48ftcGKaJHY9Q/tQ92JFDfx3tFdtcxu5p/0u3S2/C57PafQAsIiIiIiIiR1bWnPr39ttvc8kllzB58mR+9atfATBv3jymTJnCpEmTeOCBB9p4hu2HZdkkkykmj+/XpPa2A6/N3cB/3Deb2/5vLnNXVeLtMQhv7+FQ0ItINElFRR01NTEsy8ZogUPyfD43brfJ02+uJpXmqqV/v7kGx3EO+/rOP7k/FTUxXv9gQ1rj10aTvDRnHV5v/Rw7C5fLoCDfT8DvIrp+GeBQs2QGqXBFWuPUrfqAxO4tBPzKwUVERERERCQ9WfFd+JYtW/jFL37B1KlTefnllykrK2POnDnceuutTJ06lenTp7N8+XLmzJnT1lNtN+LxJEcP6EqfbqHDN97Hx2v3sHpTJaZpUFMTpaYmSjxuEQx6KSzKobg4RNeuIbp2zSU/P4DPl1kY4fd7KN9Tx0drD71970AqamLMX76DiWP74j1IkNStKMiood2YOX8TVir97XtvL9pM4v+zd9/xcdVnvsc/p82cqerFDcu9915wAWNs08sCgYQE0pNNNmz23s1rs5Bkczd17yabuy092SSEJEDo2BBsMG64gnHF3XKTZJWZ0fRT7h+yheWR5ZEsY9l+3n+F0+fMOSjz5fk9v6yNaRqd3vdyFQp6IZvkyM++fGqYH8S2vNKlY0U3vYzhMa6qoE8IIYQQQgghxIXrEb8iX331VZYsWUJlZSWGYfCDH/wAn89H//796devH7quc8stt7B06dJLfamXjVTKwnFcPnvXWPROjAutKPZz3w3DyGRb9g+HfRQXBzAMndXvHOM3L+/kF89v48nle6iLpAiHfRQVBfD5OhfoeDw6yzdVd3l2uBWbqgkHPAzqW9ju+nFDSlFVhRWbqrt0/HjKYt224+i61rULvMzouorhMWh4/fdk66rxDRxP6vBOrEjng0SA2LsrgZbvWQghhBBCCCGEyFeP+BV56NAhDMPgM5/5DMePH2fevHkMGTKEsrKy1m3Ky8upqam5KOf3eHTKyjpXedRTnf05Rg8q5SsPTub7v93UYSNxgMoSP9/41AwCPgNVUSgsCpBMZ/n9C9t5df3hnNny/uelnYwdXMod8wYzeUQFwaDZqWttuID+T6cbrwf97QdkIb8HgPoOGrTncw5NU6+YZyMf8V1rAdDMIOmGIqbSyAAAIABJREFUvV0+jptJ4mRSBAJma8PBS+lq+g6FyJe8F0LkkvdCiFzyXgiRS96Li6tHBFW2bbNx40Z+85vf4Pf7+exnP4tpmihnNENyXbfNP4v8TR1VyQ8emcufX9/Lyi1HcwKr4rDJwun9uWX2AEDhP/70Np+7exxNsQz/+N+rOXYyfs5jb917kq17T/KRxSO4Z8HQTl5ZN3yf7VRkDa8q4trxfS74DEp3XN9lRlHPqL670PdN3lchhBBCCCGEEJ3UI4Kq0tJSZsyYQXFxMQALFixg6dKlaNr7w67q6uooLy+/KOfPZKzLfna304luXV2szXJVVSgqClAc9vLFeyfw8C2jeGv7CSLNaTRVpaLEz5QRFSiKwpbdtfzkmXd5+NZRpDM2j/54TYch1Zl+8/JOgn6DJTMH0NgYP+/MgGVlIcqLfF37sEB5kR+AT985hsk7K0ikLXxenZEDihnQuwDLdlq3O1wT6+hQ577GIh+27VBff+6ZBa8UmqZSXBwgOPJaIuufx05E0QtKu3w81RdENbzE4+lLOnXrud4LIa5m8l4IkUveCyFyyXshRC55L/JXUODrciuYHtGjav78+axatYpoNIpt27z55pssWrSIAwcOcOjQIWzb5oUXXmDOnDmX+lIvO6ZpoKoKj/xwJX//72+yaXct44eWc9Psgdww7RqqeoV5duU+Pv2dv/D1n63Dsh2mjKjkhdUHOFrX3Klz/c+LO0hn8mtAnk5bXD/lGtQuFt0smHoNlu1QGPSycHp/7pw3mEXT+3NNZQjHcXAdF9d1uX5Kvy4dvyDoYerISrLnGS55pbBth0wmS9Hc+/D2HU5iz0bMvsMxSvp06XihsfOBlu9ZCCGEEEIIIYTIV4+oqBo3bhyf+MQnuP/++8lms8yaNYsPfehDDBw4kC984Quk02nmzp3LokWLLvWlXnY8Xp0tu2s5fjLO8ZNxdhxo6HD7RTOqcIFl6w52+lzxlMWKTdXcMO0alHi6w0bpqVSW0kIfk0dWsn77iU6dp2VGv3IsyyERT5+zeisUMlk4rT+/W7qLzHkqvM52w9T+6LpKNJrt1H6Xs1gsTUHYpM9H/5lk9S5cxyY8cSH1r/6yk0dSCE9aTCaTxbY7d98vJ6qq4PN52sxs6AKZtEUqdfU8N0IIIYQQQgjRnXpEUAVw9913c/fdd7dZNmPGDJ577rlLdEWXP13XMHSNZesO5b3PrHG92byrhpNNXWtCvmzdIRbNqMLj0TuspslkLLKWzYcWDuPt3bWdCpI+vHg4rguOC0VFATIZi2QyQybTtvoplcpSWOjn9nmD+eNf3sv7+EUhL7fOGUg6bV3RQcvZHMelKZLEND2YlYMAhdD4BUQ3LSXbcDzv44TGX4dRVEE0enkPpz0XXVfx+714vTq247Jjfz2ReBpdU+lTFqRfRQi/30M6bZFIdBzYCiGEEEIIIYRoq8cEVaL7qafG1XVmCF9h0MuGHV2fXfH4yeY25+5IIp5hUJ8C/v6jU/jurzfkFVY9dPNI5k3sx29f3skLq/Zz3eRruHn2AHqXBXP6IWWzNqlUlo8sHkFTLMUrbx0+7/ELgh6+8akZhP2eKzZo6YjrQjKZIZk81d+s0Eflhx7j+G8fw4rUnXd//9AplC7+NJl09ooc9uf16gSDJpF4midf38sr6w61zkB52vCqIpbMHMCc8X0wDI1oNInjSFolhBBCCCGEEPmQoOoKdnrSNbsTP5I1VbmgKiKr9VznD6oyGYvm5jRTRlTw7c/P5rcv7+TtPXXtVqAM6lvAvQuGMWNML15YtZ8/nKqQen7Vfl5ee5C/uW888yb2w3Vdksn3h13FYikUBb5wzwQG9inkmTf2cqKd5ui6pjB9TC8+dtNISgt9xKKp8zaEv9I5jkskmqIgXELvh75Lw/LfEN+xGtfKbY6uhYoJT1pM4cw7sLIW0VjXKvJ6Mo9HIxQy2XGgnm/+Yj3xZPvD+3YdbGTXwUaWrTvEow9PIxz2EYkkcaW0SgghhBBCCCHOS4KqK9jpKo6CoIfqPIukmpMWBUFvl89ZEPAA5P2jPJXK4jguA3sX8E+fnsnxk3FeXX+I2oYEtutSFDSZO7Evw/oXkUpb/PKF7Ty9Ym+bY1i2w78+vhlD15g5pheZjN0mbItGUwSDLotnVHHTrAFs2lXDunePE0tkMXSVfhUhbpzen4Kgl2zWJhpJXvUh1WmW5dAUSREK+Sm/5a+xb3iI2DvLydQcwM2mUc0A/kET8Q+dAopKOp0lFktf6svudooCwaDJviMRvvbTdaQz52+yv31/PV/76Vq+9blZBINeYldgeHeaqip4vQaapuC6kE5n83qHNE3FNHUURcFx3NZ/HwghhBBCCCGuXhJUXcEsy8ZxXGaP68O2ffV57bPzQD1TRlbi0dVONyAHmD2+ZZa4zsyWl8lYZDIWPp9BeZGPB5eMbLO+uibGj/+8leUbq0mk2h9O5rrw//6whSkjKvD5DJqb24Ylzc0twwJN02Ds4FImDa84Y1+XTMaiqSlx1czy1xm27dDUlMIwspimh4KpN6Eo7zcQd2ybZMoimbxyQwbTNNA0lR8+sTmvkOq03YcaefaNfdx93RDiceWKvD9+vwe/30BRVKx4BM3rx+8PnAotU+fs0RUKmZimgWtb2KlmNF8Yv99DMpkhHs+t2hNCCCGEEEJcHSSouoK5bksIdP3kfvz6xR0k8+gZ9OKaA8we34fZ4/uwYlM144eUMXF4OSF/S6VUNJ5hw44a3t13MmdfVYGbZg4gnel8E3JFUfCZOmRToPn54RNb2HO4keZkNqcH0LmcnnVwwdT2Zx10HJdEIkMikUFVFRRFAVwcx5WG13nIZm2yWZvm5pbvS1EUXNe9IsOXs3m9Btv313PoRKzT+y5de5C7rhuCaRpteqhdCUzTIBDw0rx9FQ2vP47VVIPiMQmPv4Hi6z9COGQSaef9DYW8eD0aDa8/TnTTUpxUHC1cStG19xAefz2uyxV3r4QQQgghhBD5kaDqCpdMZigqCnDTrAE8uXzPebfftq+e6poYDy4Zwb03DKV3aZB0xiLSnEFRIBz0cse8wRw+EePltQd49a3DpE9VIc0e34fyYn+XmpD7fAaarpOs2U+jpxfLNx7uUnj08pqD3Di9Cq/XIJVqv4cQnB4WeeUHLBeD654e2nl13D/D0DAMjZfWHOjS/rWNSTbtrGH80LIrLnzx+3SSh7ZR+8wPOf08uJkUkfXP47oOpQsfRtczbYYBtgz389Cw8gmaVj/VutyOnuTki/+J5gvhGzzpirtXQgghhBBCiPxIUHWFsyyndea7o3XNrH33eIfblxaaeAyNkgIfO/bX87ulu1iz9TjWqQopj64ye3wflswcwKfvGMt1k/rxTz9/i8pSP39z7wQyGatLs715PSrJQ9tQgiXsPRzpcoXT/mMRHNfNa9ZBIfJx+lnaW93U5WPsPdLElJGV3XVJPYJhaGi6TmT9i7QXWsbefo3i+R/G6zWwrPeH4nq9Oq5jE924tN3jRja8SGDYVDwenUzmyps5UgghhBBCCNExCaquArFYinCBj688OIVfvbiDl9YcaLfPTmHQy3c/fy1Bv8FjP1nDlt11OdtkLIflG6tZvrGa6aMr+bsHJvGDR+YSDnhQoN1hPvlQFAWrqRZvUW/S2c4PrzrNdSGbdU4N6xPiwp1+ljJW1/uXpTrR1+pycfq+WJHadte72RR2IorqLWizXFUVnGwaJ9n+e2411ZzarhsvVgghhBBCCHHZkJ8CV4loJEkmY/HwLaP4n6/dyCduG82wa4qoKPbTqzTAhGFl/L+/m0dhyMv/+eVbBH0ebpzenzGDSjlX5rNu2wm+/rN1FIa8aKpCJJLMe7a/s9mOi7fPMJx0goBpdPlzaqqC16N1+TqEONvpZ8l/Ac9lwDSuuGfScVqqLL29h7S7XgsVo4eKc/rV2baD5vVjFPdudz9vn6Gntruy7pcQQgghhBAiP1JRdRWJxVIkk1l8PoNbZg/ktjmDcrbZ8l4tjz08HdP7/qNxtK6Z/3pqK+/sya2w2ravnseX7eLBJSNRVaXLPy5TKYtwaR9SR95j7KD+XZ51cMKwcoA2PXGEuBCnn6UJQ8s53IVm6gCTR1RccTNKWpZDNpulcMbtxHeuwUnF26wvuvYeUJScXnGplEXA71A09z5q//wDzhw2qBheCmfdhZW1rrj7JYQQQgghhMiPBFVXGcuyicVsFEXBMLTWainTNFA1lQlDy1mxsZoXVh+gPpJk1MAS7l0wlK9/cjqP/Xhtu7P9LVt3iA8tHI7PZ9DcnM5Zn4902iKTyeLtPRhTbemDtXxjdaePc9OsAViWjWXZeL166/Akx3Gl343oEtt2SGcsbp49gOfe3Nfp/mlDryliYJ8CYrGuDYvtyeLxLAUF5fR+6LtE1vyZ1JFd6OFSwlOWEBgymUQikzMrpOu6xBNZgiNnofpCRNY/j9VYg7fXIApn3oFR2q9LEzIIIYQQQgghrgwSVF2lXPf94EZRIBg0UVWFp1bs4Vcv7GjdbuWWo2zaWcO/PjKXh24eyd/+28qcY0XjGd58+yhzJ/QBuhZU6bqK47i4KLiOyy3XDuT1TdU4nQgF+pYHmTi8HMd2KCkJ5qx3bJtU2iaVyuYMRxKiI+lUlsqSAJNHVLBhR02n9r11zsCWsCt97lkoL1fZrE0kmiIYKqPs5s+1Lndsm+bmNMlk+zP3JZMZXNfF328kvQaMbV1uZS2i0SSZK7CnlxBCCCGEECI/ElQJNE1FVRUyWZunlu/JWR9PWTy7cj+fvXMs/StDHGpn+NPb79Vx3eR+LY2SO5MuAYGAF7/fQyZr8+r6QzRG09y3cBgfv3U0P312W17H6FUS4IePzEFVFJxUlIZNy4jvWosdj6BoOkZxb0ITFhAcMRO/P0A8niaRaP9HtBBnS6ctMlmbR+6byJd/tJLjJ+Pn3wlYMrOKuRP6kkikuzyTZU+Xzdo0NiXRdRVNU0+F4OcPmlKpLKlUFsPQWocNWxfQsF4IIYQQQghxZZCg6iqnaS1DAAFqGhLEEu1XfeyrbgKgtNDXblCVPFUt0tmgKhQyMU2D51bu4/Flu4inWqq8fF6d2+YOwmNo/PSZdzvsVzWkXyHf/fwsdMWl9vl/p/ndN8A9q4FzcyOpw9upf/WXlCz4GKExc1EUhXi8axVg4urTHEsSDvv5/heu5Zu/eIvdhxrPua2qKtw5bzAfvWkk6XSWePzKD0Uty+lSbzjpRSWEEEIIIYQ4kwRVVymvV8drGng97z8CJQUmXkMj3c4Px16lAYBzBlmnj9OZmc38fg+mafCbl3byx9fea7PuZ89tI5WxuPeGYcwc25u/rD/Ey2sPcqI+AbQMVxw/pIwlswYwbWQFrmNz/PFvkKre2eE5nUSUuud+hJNqpmDKTdi2k9PsWVw4TWuZUNRxnCumksi2XaLRJKGQyb98cQ7b9p3kxdUHWLftONapSQQKg14WTuvP4plVlBb6SKWyV2RvKiGEEEIIIYS4WCSousroukowZGLoGsdPxnlpzS6qa2I89onp+E2DhdP68/yq/W320VSFW68dyLG6ZvZUt19FMrRfIY7j5l1NpShg+gzefPtoTkh12m+X7mLLe3XcPGsAt80ZxJ3zh5BIWWQtm4DPQNdUmhNZFFXl5Ev/fd6Q6kz1r/4KT3l//H2GS1DVjUzTwGfq6EbLv1ocxyGdtojHM50KMXsq23aIRBKYpodh1xQxelAptu2QSFvomorv1GyZ6XSWSCQpDfyFEEIIIYQQopMkqLqK6LpGOGzSGEvzoz9u4e336lqrXTbuqGH80DIevnUUplfj5TUHaU5mGdSngI8sHsGQa4r4l99ubLc6xuvRuGFqfzIZK+/qGa/XQFNVnlqR2xPrTNv317N9fz3FYZM5E/pQUmBSVuRj2she7KluJJmyGF5pEHv3jc7dDNehad2z9Lp3NB6PLoFCNzjdayx1ZDeN77yGk4zjGzyB0Oi5GAUmTZHUFRFWuW5LM/BkMoPHo2EYGrqi4NoO8XiadDqLbV/+n1MIIYQQQgghLgUJqq4SqqoQCpvUNib5yn+soiHadjjSS2sOMHVUJXurG3lwyUgeWDSCdMbGb+qkMxb/8eQ7vLHlaLvHnjexLz5Tp7Exkff1eE2D9w43su9IJK/tbcdB11RmjOlNRbEfgCH9inBdl6ZVT4LT+aApue9tspE6fGahBFUXSNdV/H4PkY0vU7/sZ63L47vX0bz1dXo98HUCAQ/NzVdWT7BMxpYZ6oQQQgghhBCiG0lQdZXw+z04jstjP1mTE1IBbN5dy5HaGCUFPh77yRpGVBXj8+ocPxnnjc1HWpucn61veZCHbh5FJmPlPWOXooDH0Fi99Vhe299/4zDuvm4ohq7yzp46/vDqbhqiKUYPKuHu64YS37U2r+PkcB3iu9ZRMOWmru0vWpmmgZNJ0bDitznrUtU7ad72JoHRc2i+BNcmhBBCCCGEEOLyIUHVVUBRwOPVeW1DdWsz8rO5LnzrVxv43l/P5nN3jePrP13H0bqOY4WqXmG+8akZeA2NSCT/aipFUQCInmcmNEWBL94zgQVTr+GNzUd44tXdHKl9/5rKCn0A2MncWQjz5SQiKKra5f1FC11TSB3ZhZtpv3F4Yv/bhMbNR9NUbLvzM8MJIYQQQgghhLg6SFB1FTDNln5QL60+0OF21TUxHv3xWh77xDR++MhcXt98hJfXHmT/0bbD84b0K+SmWQOYM6Ev0DITWr5N1M+kax0HRB9eNIIFU6/hiVd287tlu3LWZ08FHora9cdY0Ywu7yve56Kg+cPnXK/5Qy3bXQE9qoQQQgghhBBCXDwSVF0FDEPjaF0z+46evx/U3iNNfPnfVnLvgqHMn9SXRTOqOHg8Sn0kiaIolBf56FsewrYdstmWoX6FBSaKqmJlLVJp+7yz6DmOi+O69C0PnnObskIfd103hL+sP9xuSAXQGG3pd2SU9sGK1J73s7XHKOmDY0uPoQuVyVgEKwfiqRhApuasQFRRCY1fgJW1uhRoCiGEEEIIIYS4esiYp6uAoig0ttOX6lzqGpP8+5/e4aPfWMZPnnmX+qYkoweWMG5wKWUFPmKxFPF4Gq9Xx6Nkad66nMjaZ3CajhEKmYTD5nnPkUlbLJhyDR499xFUFVg8owqAx19pP6QC2Lr3JNHmFKHxN+T92dqcxx8mMHw6qbQEVRcqlcri2DYVd/9vPL0GtS5XfUHKbvos3ooqEsmOA0whhBBCCCGEEEIqqq4Sqqp0ep94yuL5N/fz/Jv7+flXb6A47EXVFIJBL4qiYNs26RMHSO5/m/h7G2DFbwlNuIGyJZ/B73dIJM7dgyqVylJY6OfaCX14bUM1I6qKWTKriknDKwj5PQBksjYPLhnBS6sPsvNgQ84xLNth2VuHuXv+FLRQCXasvlOfLzTuehRNJ5WKd+7GnIemKZimB8OjoWvqqXvlYFk2qZR12cwwqCjg9Rp4vTq6rqGqCo7jYtkOmbRFKpVtHcrnuhCJpigIl9D34e+Rrj2Ek2zG22coqm4Qj6dJpy+Pzy2EEEIIIYQQ4tKRoOoq4DgulSUBFKUlUOiM8iIfn7t7HOXFfmzHZcP2E1TXxMhaNiG/hxmjq6i463+RiTUSWfUnYpuX4R8yGXPAeBId9FfPZm0yWYuHbh7FHfMG078yTDyZZfXWY9RHkgCUFPiYNbY38yb248CxCD99Zhvv7jvZ5jhL1x7krvmDKVn4cWqf/hdw82vUrRdVUjjjdjKZbLc191bVlhDP6zWwbYe3Tt0ry3YIB7zMGNOL0kIfWcsmlcyed4jkpRQIePF6dTRNZf/RCG+/V0siZWF6dUZUFTFqYCl+v4d0Oks8nsZ1wbIcGhoTmKaBp7APWiGksw7JaFwaqAshhBBCCCGEyIviSndjMhmLyKlw5HJVVtbSrLquLncGPK9XJxz28bWfrGXz7vx7OZ05q98zK/fxyrpDNJw1hFBVYNLwCu6YN4gxg8uIrH+B9PH9lN/2RRoaOg4oQiEvHq9BTX2CJ5fvYeWWI6QybYfheT0acyf05c75gykv8vNvT2zmjS1H22xz67UD+eTtY4i98xp1L/0YnI6H8ulFlfS6/2tooRKaIkls+8JfAV1XCYV8pLM2T7++l1feOkRTLN1mG1VVmDKigjvmDWbUwBISiQzxePocR7x0wmETr9fg9c3VPP/mAd473JizzTUVIZbMGsCiGVXYlk00muqRjdI7ei+EuFrJeyFELnkvhMgl74UQueS9yF9BgQ+Pp2u1UdrXv/71r3fv5Vx+bNu57IclBQJegHaH29m2g9erE/QbrDwr5DmXsiIf3/7cbGzH5R/+azVrth4j2c49coFjJ+Ms31SN32swbtZ0ADylfUkms+cML3w+A5/Pw84D9fzDf65m16FGrHYCI9t22Xc0woqN1YwYUMyt1w7ivcNNHK9/f7je7lNByuRZUzEHjMNNJ8g2HM8pH9MChRRMvYmym/8a1R8mEk11S0ilqgrhsJ/GWIqv/Mdq1m07nhO4QcvlHK1rZvnGwxQEvIwcVArQ2pS+JwiFTTwenR/98W1+t3QX9ZH2e5tF4hk27qxhT3Uj107oi9er98h3qKP3QoirlbwXQuSS90KIXPJeCJFL3ov8maaBpnWtLboEVVz5QRW0hClVvQvYfqCemoYOxuSd8siHJtK7NMhX/2s11TX5pcWbd9dSUexn2LhR2JZFItH+0LaWYMcknXWIxNNUlgQ4UZ+guYNm21nLYe27x5kyspL5k/vy/JsHcM4Iorbtq+dEfZzhIwZQMWkewQk3YBRVYPYegm/AeMITb6RsyafxDxyH5ShEY90TUgGEQj6ytsNX/mM1R+uaz7u9C2zaVUPv0iBD+heTTmfbZGqKouDzeQgEPJimgWFo2LZ70SuWvF6dQMDLT5/ZxtK1B9usU1WFaaN68ZHFI7htzkCmjKwkazls2lXLoeNR5k++BuhZoRvIHxIh2iPvhRC55L0QIpe8F0LkkvcifxcSVMmsf1eJZDJDNuvwjx+bxoiq4g63LSvyMWVkJS+uPsDhPEOq037+3Daylo3jtt+83ePRKC7yo6oqysn9VKk13HbtAP77K9exaHr/jj9D2uJXL2ynKGQyc2yvnPUrNh3hk996jX/6+TpsT5DwhBsouvYeCmfegW/IFJJph4aG5m6rpIKWAMfr1Xnmjb15hVSnuS787NltWLaDaXpalxuGRnGRj2DQi1t/CPvYLkxDobg4gM/n6eCIF840DY7Uxnh+1f42y/2mzrc/O5OvPjSVyVUm1zhHmNTfy1cfmsp3PjeTd/eeZNOuGrxeaXknhBBCCCGEEOLCyC/Lq4TrQiyWJBz28c+fncWfXnuPZe30nAK4a/5gFGDpuoOdPk8skWXllqPMm9g3p3m7pimEQyaZE/upeeYHWI0nWpYHCyld8jk+/1eTOFoXz2mYfqa399Rx7GQzS2YOaHcYo+O2DBc0PTrRaPKiV8r5fB5s2+GVtw53et+m5jSr3znG7HG9icfTLZVmIS9W0wlqnvo+2bpqAFRfiNKFHyc4+lps27koswbquorHo/Pi6gM567507wSG9y+i9vl/p/ndN1oa1isqwTFzGbbkM3zpvgm8tOYgk4ZX4PHol82shkIIIYQQQggheh6pqLqKOI5LJJLEtmzuv3E4v3h0IV95cDK3zRnIwmn9uX3uIB77+DQWzahi8+4a6hq71mB+6bqDaJqa0zjN5/OAY3Pij99qDakA7OYmap/+FzKxJm6fO6jDY7suvLLuEKMGllAcNnPW65rKhxYOw7LsD2Q4p+HRWL+jpt3ALx9n3ivTNFBUlZo/frs1pAJwkjFqn/sRmfpj+H0XJ1v2eg0sy2H5xuo2y3uXBpgxtjeR1U/SvHXF+7Mqug7NW1fQtPpJpo/pzbHaGI3RlFRVCSGEEEIIIYS4IPKr8irjui6xWIp4PI3P52Ha6F7MGtendb1ltfQYOlKb/zC2sx09ta+qth3+5zFU4ns2YMcjuddlZUhsf4PJU29BVRUc59xD804PsSsKedsERLqm8HcPTGR4VTHR6Aczi6Omqp0a8ne2M++Vx9BIHd7R0gj+bK5D7J3llFz3YRQl3e39qlRVoak5TSLVNtybMrICgOjbf2l3v9jbr1E85z4mjajgaF0zQ/sVdut1CSGEEEIIIYS4ukhQdZVyHJd4PE08nkZRWhp4u66L60JJSbDdGfjylbWcc583de5Qx0nGUFUVXVXIdBBUnT6+fkZjtpEDinlwyUhGDSyhuTn1gTXHVxSwOvi852PZTutxFMXFSZ67J9jpdWcPqewu7X1vhq6dOnf739vp5Yaudfi9CyGEEEIIIYQQ+ZCgSuC6tKnQsR2HcKDrjbsLgt7W457Jtl18A8eDor4/hOwM5sCJnDgZI3OewCN8aqaFwf0KGNa/iIXT+tO/Vxjbdj6QvlRnsh233XtVWeJnzoS+FAa91EeSvL75CPWR3OGBpz+L47hYNphVo1F0D66VO4uEf9AEHNvusNqsq1y3/c9x6EQUAN+g8SR2r89Z7xs0vnW7ayf0yVkvhBBCCCGEEEJ0hvSoEjls22H66Mo2FUudMXNsbwCyWbvN8mTKwigoo2D6bTn7BEbOwt9/JC+tPX9T8tnjemE7Lp+5cxyfvH0MvUr8xGIpGhriH2hIBWBbDtPH9EI7NcxRUxU+f/c4fvyVBXz4xmEsnlLJx24exc+/egMfu3kkylmTIc46da8syyaVyqKZQYrm3pdzHt/A8fiHTiV1kT5fNmsT8BmMHVzaZvmmXbWcbIxTOPcBVF+wzTrVF6Rw7v2cbIxzrC7OwN4FOd+5EEIIIYQQQgjRGVJRJXKkklkKC/3MHNuLlVuOUlHsZ/HMKkYNKMFn6ti2S21jgje2HGHt1uPYZ1T4KArfTmUlAAAgAElEQVTcNKuKdMbCtttWRmUyFqlUlpLrPoxvwFiat63EtbMEhk0nMGwa2/ed5MVV+zu8trIiH5NHVAIuqZSF4zik09YFDb+7EKlUhuICP9NGVbLm3eN86o4xLJpRReSt52l66znsWAN6YQWFs+7irvnXk8naPL5sN9DSF2rxzCrS6Sy27WLbNslkhsLpt2H2GUZs63KcdBL/kMkER83GsmwSidxKq+6QTltYtsOSmVVs3fv+rIuO4/KDP7zN1z8+jd6f/CHxLa+QqT2MUd6P8MRFqL4QO949zkM3j8RxXFKp7EW5PiGEEEIIIYQQVwcJqkSObNYmm7V5YNFwbp8ziMH9ClEUhUQqS9Zy8JsGA/sUMGVkJem/slm27gBPv76PpliamWN6U1EcOGcz81gsheO4+PqPwj9gbMuyeIqnXt/HE6/sPu+wvzvmDkZRwEnFMVBQTT9+v5dsJksyZX3gFVWZjE3Wsrlj/mD2Ho2waHp/IhtepP4vv2rdxmqq4eSL/4nqMblz3lSeeWMfiZTFnPF9KC30EYm8f6+am9NYloOvcjBl/YYD4Ng2yZRNIpG+KL2pWj9L2mL6mN70KQu2aRC/dc9JvvKfa/jsnWMYPOfe9z+XZdOcspgxuheGrmHbDqZpkExmu73ZuxBCCCGEEEKIq4MEVaJdruvSuzRIUyzFE6/uZtm6Q609llQFJgwrZ8nMAUweWcGtcwZx/ZRr+Plz2/ncXWPJZDoOjOLxNB6PH12F3y/bxZ+W78mrEffCaf255dqBRDe/ysmX/7vlWrx+gmPmEZ68mHBJbzLpLNFY6qIGOmdLJjIM71/M//7wJFRVJfLW8+1uF3nrOfqMnMW0UZUcr4/zhXvGk8lYZDJt71UqlW0ZBqgpgJJTmXaxJJMZPB6db3xqOv/rR2/SGEsDLcMZb5zen8H9imiIJln77gmWrT3IgeMt/atUBSYNr2DJrAFMHF6O16sTi6UuWZWbEEIIIYQQQojLl+JK6QOZjNWmquVyVFYWAqCu7tyzxuUrFDIxTYMnl+/hty/vbDO072z9KkI8+vFplBf5UE6FKtFoMq+G30XFfnRN44lXd/P0ir0kzxFu+bw6d84bzH0LhxHfu5maP30HnNxeSKHx11O6+NNYlkNTO43LLya/30Mg4MV1bA58+552t1HNIFVf/jUrNlUza2xvFCASSfao6iNdVwmHfTTG0nz/txvZebCBLz8wibkT+vKHV3fz+1d2d/g89K8M8bVPTKc4bBKJJD+wkO1cuvO9EOJKIe+FELnkvRAil7wXQuSS9yJ/BQU+PJ6u1UZJUIUEVWfy+QyCQZPfvryTP/zlvbz2KQp5+f4X51BSYIILTU3xvCuaiosDaJpKMm3x2obDLN9YTX0kheu6lBb6uG5yP66f3A+faRDb+jp1L/4XOOeu1goMm075XX9HKpWluTmd30V0k9MB35Gf/R2ZmgM5630DxtHr/seAlmcuGk31qJDqNF1XCYVMdF2jMZqiKGzy6xd38PTrexk7uJSikJfGWJqte0+2G0gWh03+79/MoSDoIdKU6JbqNl1X0TQV13XJZPJv2C5/SITIJe+FELnkvRAil7wXQuSS9yJ/FxJUydA/0YZpGmx5rzbvkAqgMZbmu/+zgX/90lwAvF4j76baDQ1xvF6dQMDLkpkDuHn2wDbrHdsmvv1Njm5aSvrYnvMeL757HZH1L1Aw9WYSiUxelV3dpbk5hdejUXTtPdQ8+T3gjHOrOoXX/hWuYxONpTsVtnzQLMuhsTGBaRqEAx427qyhPpLkl19dQHGhv3W7hqYEv3ppFys2VbfZvyGa4ru/2cD3vzCnU89CewxDIxgw0A2jdVlLzy7rojWWF0IIIYQQQghx6UhQdZXSdRVd1zAMDVVVcBxQFBdd13huZccz77VnT3UTOw82MKB3GK/ZuXAinW7paaWqCj6f59S1qeBYnFz6MxJ7NuAkonkfL7rxZQqm3oxpGh9omOG6EE9kCA6bSuX9jxJZ9xyZk0fwVlRROPNOzL7DiEaTnQ6pFKUlsFEUBUVRcByXbNa+6NVYruuiaSpHamL87f2TSFbv5sRfniFTW42nvB8F027nb++fiKErvPLW4Tb77jrYyN7qJq6pDHU5qDIMjYKwSbaphtrVT5E+sgstXErB5CUEhk1FURTi8Q+2ak4IIYQQQgghxMUlQdVVRFFaqp1Mn4GhaznrHcelrjHJ5l01XTr+S6sP8OUHJgEtIUM2m38go2kqpmlgejVU7dS1qR7Kb/4crp0lvnMdkU1LSR/Zdd5jWU01JPdtwawaSyLRpY/SZS0z3kHgmtH4B4xrXW5bFtFoslOzEmqais9n4PHoaJraZp3juGQyFslk5qI1Lfd6DU7Ux7lhaj8SB97lxBPfbO0NZjUeJ7FnE5X3/SMP3zySNzYfJX3W9/3C6gN86b4J6LqGZXW+gizgN7AitRz75d/jpOIAZBuOkzr4LqWLPkV40o2kUhlsu+cNnxRCCCGEEEII0TUSVF0lWvoO+dB1lf1HI7y4+gA7DtSTSFn4TZ3RA0v45O1j2Ly7hq6OltvyXm3r/9Y0Ne+gKhDw4Pd7cW2L5h2riL2zHKupFtd10INFBEfNJjh2PsHR1xLftY7aZ/8N1+q4Uiqx/238gyeiKHygMwDC+7P2eTwaqqriOE6nq6gCAS9+v4es5fD65iP8ZcNh6hqTOK5Lcdhk3sS+XD/lGoqKAqRSWWKx7m8er2kqJ+rjVA4t59ibf8xtYO/YNL35J3o/+E2mj+nFG5uPtFm9ZXfL86DraqeDKk1TMTwGda892xpSnalx1R8JTViA1/vBVs0JIYQQQgghhLi4JKi6ChiGRjjso7Yxwb/8bhO7DzW2Wd8QhSO1zXzittEkUvlX/Jwtnnx/iJeiKHntEwx68fk8RLe8SsPrj+cM8bOjJ0kf20PD648TnryE4vn3U/mhRznx+292GFadDjcURblkDctbwqnOVxKFQl5M08MLq/bz+LJdxBJth87VNSbZfaiR/3lpJ7fNGcgDi0agKArRaPdOCKBqCpraUsl1rv5gqWMtvcwqivw56+Knhvzl+yyc6XQF2bnOazc3YUXr0cyiTh9bCCGEEEIIIUTPpZ5/E3E50zSFUMjkaF0zX/63lTkh1ZlSGRuvkTskMF/eNh39zx8O+XwefD4Pjaue5ORL/91hHyo3myay9s/U/vkHmP2GU3bz5zs8turxtux3mY0K8/s9mKaH37y8kx//+d2ckOpMybTFE6++x78+vhmvVycY9HbrtTiO2xry6YXloOroRb3QC8qBlvDJKKwAoDmZGxqanpZnqStB4el9jIKKdtcrhhctUNAjZ00UQgghhBBCCNF1UlF1hfP5PNiOy9d+upZovOMhUnWNSYZcU9jlcw3p9/6+5+sbpCjg9+nEd62j8Y3f532O+M41NJX2pWjOvTSteZpM7aF2t/P2GoTjOJdVkKEoLd/XG1uO8MdOzLq4YlM111SGuPu6ISSTWWy7e3pWObaDaepYlk357Y+gh4rRAgUAZOqPEd3wAp7yKizLZs27x3P2H9y35XlwnM5fTzZrY1sW4ak3EX9vPbhtjxEavwDV8JJq/oCbkAkhhBBCCCGEuKikouoKpijg8eqs2FRNXeP5h4W9tvEwQ/oVtQYMZwr4DPqWBxnQO0x5kQ9VzR3OtXhGFZmsjWU5ZDIdDyH0eg1UTaNp7Z/z/0CnRDa8iJNNE550Y7vrVTNAYNScTjUuvxQUpWWIm6apqKqCaRqoqsKTr7U/3K0jz7yxF8t2ME2j264vk7EY2q+IeDKLp6KKVPVOap/7f9S9/BOcZLSlofnEhby05iBNsdzZ95bMGoBl2Z3uz3VaImnhu2Yk5Xf8LUZxbwAUr5+C6bdRsuCjZNLZLjVpP5ezv48rhaIoV+TnEkIIIYQQQlyZpKLqCmaaBpqq8vKag3ltv3xjNR+9aSRLZlXxoz+8jarAxOEVLJlZxaThFW1+5DZEU7yy7hBL1x2kPpKipMBk2uheqAp5Nbf2mRrp4/tJH9vb6c/lpOI0b19FcPQc6pf/FjfdtqomNHY+qm6QjOY24e4JPB4d09TxetuGSrbtUNeYINKcG/qcT6Q5w6p3jnLtuD7E453fvz2pVBa/30tByKTmqe8T37WudV1s8zKK53+Ywpl3sGl3bc6+5UU+Jo+oIHkBjc5TqSyKohAYNo3giBnYiRiq14ei6aTT3ddA3uPRMM2W2RXP7KdlWTbptEUqlcXp6gwDl5DHo+MzdTxnP2eWRTJlk0plL6uKQyGEEEIIIcTVQYKqK5iua9Q0JNh3NJLX9omUxWsbqlk8o4rDx2PcNHsAlSUBGqIp/vTaexyuiZHJOoQDBtNG9eKeBUP5qwVD+cv6Q/QqCaDQ0hMqlTp3XyVoqVzRDYPIzjVd/mzxnWsIj78eb3kVqeodrcuNsn4UzbmXTLr7hsB1F8PQCAS9GLpGfSTJU6/v40htM5btEA54mDW2NxOGlfOLRxfy4uoD/OL57Z0KSFa/c4x5E/udmmXvwj+76wKuQ2Lfu21CqtMaVj5BYNz1LJrWn8273g+rdE3lb++fBHk8C+eTTGZIpbKYpo6meXHTNul0uls+n66rBIMmhqHRFEvxzMr9bZ/x0b2YPKICv99DKpWluQsB4qVgGBqhoAdN18lG6mhY9xey9cdwHRstUEBwxEyCVWMI+A2SqSzx8wwJFkIIIYQQQogPkgRVVzBVVWjqZNXJr17YzoShZTx0yyhqGxN859cbWLftOPZZgckrbx2motjPrdcO5NY5g3BcF1VRSKfPX31yumqlo+bp52Of2lf1BVqXeSoHUHnfo7iah1ike6ptuovHoxMKmRw/GedXL25n/Y6anPu0bN0hepUGuHPeYG6bM4iKYj/f+fWGnHt/LpHmlsChK7PstUdRFFRNI7F3U/sb2BbpA+8wsPf41kU+r85XPjqFUQNLiEaT3VKJ5LouyeSFBV5nOz0TZl1Tgl8+vyOvZ1xVFaLRnvVcnc3rbXnOMnXV1K74Dcl9b+f094ptfgWjpA+FM+4gNG4+qqp2W3WaEEIIIYQQQlwoCaquYK7bUt3SGb3LghSHTQ6diPLoj9e0hh/tqWlI8NNnt7H/WIQv3TcRx3U7V+midX2GQUVreXRd28JTOZDwpEUER8/BRSESTfeooVq6rhIKmbxX3cjXf7qOeAehy/GTcf7jyXc4eDzKZ+4cy+f/ahw/+sPb+Z2nk9/1+bXcQ9UMnHMLxQyQtR0Kg14WTuvPkllVFIVNYrFUj+0Rdvr76MozHgrRY0Mdw9AIhbykDu/gxB+/jZs5d1+6bP1R6l74dzInqym5/kFc171sKsaEEEIIIYQQVzYJqq5gjuNSUexH1xSs88zCd9rHbx1FPGXxtZ+s7fAH/Jle21BNUcjkozeNzKuax3FcXNfFKOqV1/HbYxS37Fuy8ON4invhOA7ptEUi0bNCKoBAwMvJSJJ/+lnHIdWZXlx9gOKwyT0LhrJs7SF2H2487z69y1oCpe76/K4LmUyW0Nj5NK15Gpy2jcu1UDH+geNIRNL88rGF6JpKOm0RjSTJZruvyXl38/u9RBOZLj/jqVS2R36+YMBDtrGGE3/6Toch1Zki655FDxVTMPXmbp0xUgjxPtM0ML0amqbiui7pjEMymelxf6uEEEIIIXqKHjPr30c+8hFuuukmbrvtNm677Tbeeecdnn/+eZYsWcLChQv53e9+d6kv8bKTyWQJ+j1MH5NfINSvIsTYwWU8/+Y+GtuZxa0jz67cRyyRQdPyG3aWTluExs1H0bo2S11owkJc24ZgGbFYioaGOM3NPS+k0nUVj0fnqeV7iCU6N3ztyeV7SKQsFs+symv7RdNbZl3szrAhmbQwiioov/WLqGawdbleWEHlvf8AKBQEPGTSFg0NzUSjPTuk0jQVr1fn2Te6+IzHM906s2J3MQwN3dBpWv1UzuQC59O46k84Vhafr+d9LiEuZ4oChQUmoZCJXX+Y2MaXSO3diM/UKCr0oes95v+CCSGEEEL0KD2iosp1XQ4ePMiKFSvQ9ZZLqqmp4ZFHHuHpp5/G4/Fw3333MW3aNAYPHnyJr7bnME0Dr1dHPfVfaR0XCgp8pNMW6XSWTMYmm7W5edZAVr197LzHWzyziqxl8+r6w52+lqzlsGzdIe6aPxhVVc4bGKVSWczCEIERM2jetrJT5/KU98fXbzjZrE0kkl/lyKXi83lIZSxWbDqSs66kwOTG6f2ZN6EPRWETQ9dIJDPsOtzEy2sOsmlXDSs2VXPD1Gv4+XPbOgy6hvQrZHC/wm4flpbJWDQ3pwmOmo1/2DRSh7ajeLyYfYfjui7RWIpMpmvBlK6r+HweDF1BVVt+sDmOQybrXLTqHp/PwLKcTj/jfcuDLJk5AEVV8Hh0SkqC2I6DbbVcq2Vd2nDONA3sVJz4jtWd3tdJNhPf/iaBMXOJx0810RdCXLBg0ETXVU48+T0Su99qXa4XlNPrga8RDpfR0NC5YFkIIYQQ4mrQI4Kq/fv3A/Dwww/T1NTEPffcQyAQYPr06RQWFgJw4403snTpUv76r//6Ul5qjxAIePB6DTRN5eDxKO/uO0kyZeHz6owaWMLAPgX4/Z7WwGrUwBJmj+vNqnc6DqumjKhgw44aol2cBey1DYe5+7oheDz6eWd7y2ZtrKxF0Zz7SOzbgpOM5XcSVaNowcewbRtNV/MKxS4lXdd4Y8sRkmf0ayoOm3zq9tFMH90LVYHEgXdI7T9C0sqg+UKMGzKFKZ+YTm1DM69tPILH0Bg3tOycYaOuqXz81tHYtkM63b1Nx6Fl5r1MxsLnMzD6jQIUEomW2fi6cu8NQyPgNzA8Bk4mRXznW9ixBlAU9HAp/mHT8PkCZDItM9J1xwx/p2m6xvodJ/J+xvtXhvjk7WMYN6SMrGWzfnsNNQ1xHBeKQl5mjulNUZGfTMYikchcsmoyj0ejecsqXKtr725s6wpC467DMLQuB49CiPcpioLXoxHd9HKbkArAitRS9+J/0fvD38Dr1XtsPz8hhBBCiEulRwRV0WiUGTNm8Oijj5LNZnnwwQdZvHgxZWVlrduUl5ezdevWi3J+j0enrCx0UY7d3U7PrrdyyxFeWHWAnQcbcrYZek0RN88awPzJ/XBcF8dx+dv7J5LO2mzYUXPOY4cDHuqaul6hdHrfUKhlqEM+3MIyen3oUY4/8X/OPwugplN2698QGDCWx5fu4v5FwykpCXa8zyXmum6be9q3PMg3PzWdooBG7K1niW5+BStS23anZT8jMHQK4am38KGFwwEI+z3tHt+jq/yvj0xm1MASAEpLP5jn2PDoBALeLu3rug5W5CQnlz9D7N2VOf2UVDNIaOx8CqbfSmFBIYp64cNjTr/fjuPm/YyPGVTKPz48lXTG5lcvbOfV9YdzAq7/enorcyf04c55Q+hdFui2GRe7worWXcC+9QAUFPi763LEZeBy+bt3OWve3n6VY+rQNuxElHA4/AFfkTgfeS+EyCXvhRC55L24uHpEUDVhwgQmTJjQ+s9333033/72t/nsZz/busx13Uv6I7AncF0XXPjhH7bw2oZzD11673Aj/3q4kU27anjk/okoKGSyDl99aBovrznAS2sOUl2TW8GkKsrpid66eIGd30VRVDwVA+jz8PdoWvNnmre9gZs5a/iaqhEYOpWCGXdg9h7Ez5/bxtvv1XH/ouEXcLEfoFP3pThs8s1PTafAyHL8f75GpuZA+9s7NvFd64jvXk/JjR+nYNIiJg4v56U1B1s30TWFmWN7c/d1Q6jqdfn80HFdl9ThndT86Ts45+il5KSaiax/nubtK6m87x/xVFShKN3YyyWP53RgnwL+8eFp1DUm+NpP11IfaX9IZTpj88pbh1m55Sh//+AUJg0vv2T/nrqgIXsy3k+Ii8M9d0Wo28E6IYQQQoirWY8IqjZu3Eg2m2XGjBlAy4/ZPn36UFf3foVAXV0d5eXlF+X8mYzV43sdmaZBKGTy30+/02FIdaY3thxF1zW+dN8EbMfhtQ2HuXF6f26ePZCte+vYcaCBZLplyOCYQaUYhkpJQX6VUO0pPrVvLJY679C/MxUW+NACBZQt/hQl1z9I847VWE014DpogSICo2ahBwqpbWjmh7/ewOqtx/jwopYeSQ0N8R499K+oKNB6Xz55+2gKAxonOgqpzuQ61C/9KarHz7Qxc/jU7WNojKUoCpvMGd+HgqCXbNYmGk2RyVycoSMej4bXa7QOsbyQGe9Kiv1kT1Zz4o/fyg0j22HHIxz//Tfp87HvoIRKaGzs/Dt6+r901NW1BLOFhf68nvFHPjSReDLDYz9ZS0P0/Neayth8+1fr+efPzWJI30IaG+MfaPZTWhJADxV3eX/t1L6RSPKiPUui5zj7vRDdT1UViosDBIbPIH1sT856b99h6IHCTv+9FBePvBdC5JL3Qohc8l7kr6DAh8fTtcipR0w5E4vF+N73vkc6naa5uZk///nPfP/732ft2rU0NDSQTCZ55ZVXmDNnzqW+1EvG69U5cCzSpqomH69tOMyuQw0EfR5eeesQH/unV/jVC9spLfBxz/VDeejmUfzV9UMpCnnBhamjKgl0cfav6yb1w3XdTv/QTSSzqLoH13VQDA+hMXMpnnc/xfM/THjyYjR/AU+8uptPfus1Vm89xsgBxdw+dzDpjNWjQyoAy7KZPa43vUoDzBjdi+ZNS/MLqc5Q/+ovcO0st1w7kAeXjGTJzCpMQ6WpKUFTU+KiBAuKAgUFJgUFfnQ7gVOzF4M0hYV+wuHOh5ktTf816l/9ZV4h1WlOIkrD8t+g6zoej9bp857NsuzzPuOjB5ZQ1SvM75btziukOi1jOfz46XdPzSz4wc6gl8naBEfNBq1rfwhCY+biOg7ZrIRUQnQHx3FJpy3CU5bgqxrbZp0WKKB08WdwbFtCKiGEEEKIdvSIiqr58+fzzjvvcPvtt+M4Dvfffz+TJk3ikUce4cEHHySbzXL33XczduzY8x/sCqTrKh6PzgurOhdwnPbiqgMMf6CYD984nEd/spanVuzl+Tf3c+2EPswY3YuAr6ViJpO1qepdwJIZ/fnT8r2du0ZNYdGMKjJdCo9atk+8t5GTS3+C3dwIqo6n9yAqbv0iekEZ11QEufeGYQzvX8zE4eVksjaxaLqT5/ng6LqKabY0vPfqCt//wrWoqkLy8I5OH8tJxmjevorAqDk0NCY+kEqdUMiLoSkkD23HdWxUw0vm+H7QdMx+IwgGvTQ353//faZOpv4oqUPbOn0t8ffWY8UjmKb/ght9J5NZios9LJjSj2dX7m93m8Uzq4glMqx6+2inj7/3SBN7qhvpXxn6QH+AJpNZCgvDBIZPJ759Vaf2Vbx+gmPmkkpbMgJQiG7U3JymsMCk1wNfI3FgK+nqnegFpQRGzkbRDCKdCMKFEEIIIa4mPSKoAvjSl77El770pTbLbrnlFm655ZZLdEU9h2kapDMWb2w50qX9V289xmfuHMvYIWWMrCpi2uheLJjan3DAQ019nNrGJFnLQfO3FNg9sHgEfctD/G7ZLmrzHG61aEYVhSEvkUjnp9r2+wyyTTXUPP1/wTlV0eFYZI7s5sQfvkW/z/yIGaN7MXNsH7KWTTyeJpnM9Mgf1V6vjs/UW2a0y2bI1O4jm07g9QZwvf3pde8/kDqyi8i654nvXpf3caNbXiU0dj4ez8WfIcrnM/AYOoqq4v3/7N13eF1Xlfj97ym3N1Wry5J7773EduLEsZ1CIIRAIISUAQaYMAz8YBiKYZhhIPMODG3oLUASSiAJthOnOnHv3Y5LLFu2ZVv91tPP+8e1FMuSbEl24pL9eZ48T6xz9j77XN0j+y6tvVbxAIz6IziGhuwL4O3XH0mS8PtUTNPu0VpkWcLj9dCw+bm+LcixSWx9npyZ70GSLq6ckm07GIbFu+YM4qVNtSTSHYNJqiIzY0wpy1YfRu/jFsdn19bwqbvGoygytv321KBp66KZM+M9pPdvxDV7HkTMmXY7sseHlky9hSsUhHce13Vpac0QCHjxV4wgWD0Gx7HRdZtMIvO2/XwQBEEQBEG42lwxgSqhe7IsUd+SQe9jNolpOZxqSlFVEuMbH5+JLEms3VXHstU17DzU0OHcgeUxFs2oZu6EciYNL+Jrv1jP/qPN551/+ugSHrx9NLpu9jrjRVGyQYymNS++GaQ6e+2Nx8kc3YM3vwzJG0CRFQzjysz8CIV8BINejMYTNGxaRmLnStyzCobL/hDh0XOJTlxA0Z2fo2XtUzS99Cg9qe5tNmSze2T5rS3UHQ77CAS8GA3HaN24rFNxezmQ7cgXnbSQaE4RqZROOm2cZ8Y312w29j5DqY3ZcAxJkpBlCdu+uG9+KqWTFwvylQem8dWfrSWtvfm+i4a8qIpM7elkn+evPZUdm13rRS21V1Jpg2hhBf3u+BdOP/nfuNb5vy8AkfE3kjvrTjTNxLLEh2ZBuNRcF9Jpg3Tvf4cjCIIgCILwjnVF1KgSLkTCvMgPkbbj4rouumHzhR+t4lu/3dQpSAVw6Fgr3//jNj713y+TMSy+8bEZVJV03XozFvZyz4JhfOHDk5EATetdpo8kSe31jux0vPu1p1qxMwmO/fTT2K31xKJ+VPXKeuu2Bala1z/DsZ88THzT8g5BKgBHSxHfuJRjP/k0rZuWkzP9dvLm3dOj+d8MOrx1gaq2IFXz6ic59pNPk9jyXKd6Uk4mSev6Z6j9v08R3/p8+32fT1sXPNfq+1Y4124be/H3b1kOiYTGkMpcHvnUbMYPKaStUZ/nzPvqYp43w8pGp97u7n+GYZNM6gQHTaDkg1/DV959V0wlkkf+jfdTuOhj6LpJIiG2IAmCIAiCIAiCcGUQGVVXAdd1iYbOHwy4kPJ+ESzb4d9+vIY3jrde8PwTDbR4rVQAACAASURBVCm+8MNV/M/Dc/j/Hp7D75/bx5G6OKblEA56mD66hJljyvCoMqu2H6dfboBB5bk0N/e8C18k4kPGwdZSBKrGkNj+MqEhk/EWDwDHIn1oK/rJNwhUjkCr3YvVcooTj36Jso98i2gkRlMX2xIlCXw+D4oi4Tig62a36/F6FVQ1W6DbNO0+d7PzetX2IFXjC7++8ADXofG5n4MkkTPjDrRj+0gf2HTeIXIwmh3aRSpZtni3iiRlgzB92Rro86ntQarmV35/4QGOTcOyHyPJMpGxN5z39WtbsxLoOuDZE/KZsV3df18YhkU8nqG0IMzXPzqDuoYUy9fWcLopu/0tGup7MfS2Z/VSrbU3NC37fo8UD6Tsw/+Bfvooia0rMJvqcB0bJRglPHwmwSGTQJLJZIxe1RoTBEEQBEEQBEF4q4lA1VXANG3yYwEGledw8FhLr8dPG1VMwKfyy2d29ShI1aahReNHf9nOv31kKh+5ZWSHY6mMybNra1i25jDHTicpygvy0y/Ox+/3XHArGNDeGa3p5d8jB8LEptxC/6qfoQSjuLYFskzu7Luw4g0ooRjxLSsAsJPN1C/7MSV3/xs+X8d6TYGAl2DQiyxLWJaDqsqEQl40zezwYVxVZaIRH4qq4jo2ICGFfJimSTyu97oYfCCgYjafovHF3/ZqXONzvyA4aCLRyYsvGKgKDZ0KZLvWtZEkiET87R3mXNtCCvpwbJtE0uhVN8CAX8VoOEbzK3/o1T3UL/spgUGTCASC3QaqLMvBsW2CQ6f0qi7X2UJDp2Fbl7bLo2naNDen8PlU8qI+7r81+x63HZcZo0v56yuH+jTv9FElOI7b4Xv1djIMi8YmC7/fgz+3hIIFD3Y47tg2Gc0ik+k+iCsIgiAIgiAIgnC5iEDVVUDXTYIhLwtnVPH9P27r9fh7bh6Oadk8v/5ol8ejIS+zxpVRmBPA51FIaSaHT7SyftdJNuw5RX1zmlNNaX799z14PDJeVaG6NEok5GXh9CqSGZPXjzSzee8pxg8p7FGgyu/34NoW8W0v4C0oJzblFux0nNNPf5/MG9uQVC/h0XPIv+Fe7EwS7di+9rGZQ1sxW07jD+a2B6oCAQ/hsI81O07wh+f2ceRkgsKcALfPGcjt1w0Esh2Y/H6VcMiLFW+k/oVfkd6/CUlRCY2YSf78+8iJ+WluyfS4BpaiyHi9HhpfXQ5uL7eLuQ6JLSvIm3cPnrxSzKYT3Z4anbQQ0+hYRygW9aMqEo0v/pbEthdwtBT+yhHkXX8v0dJBtLZmepQlpqpyttj5puX0pF5WB45FYssKcmbdiSxL3QY+NN0mPGImjS/8Guc82zy7XF9uMcGB40il3prMH1230HULWc7WwPL7PQyryqO6NMrhE71ba9Cvcv2kCvQroIOepplomoks68iyhCRlvz+igLMgCIIgCIIgCFcyEai6CrguGLrF3Anl/OG5fTS29ryeTH7MT2VRhJc21ZLMdKwRNKQyl1tmVjNrXCkeVcG0bHTTIehTkWWJprjGc+tqWLnlOHfeMJjighCzxpYyeUQxiixhmDam5RAKZDN6mlo1VFXB61UuWFTd71NI7l2Nr2QghYs/gaNnOPHol9uDGK6pkdjyHFbLKUre/2Ui4+YT37i07RUhvvlZ8m+4F1nW8XpVAkEvW/ad4r9+u7E9QFDfkuHnT+3CcVzeNWcgqqrg8Sg4psGJR7+MHc/W6HItg+SOlzHrj1J2/7fx+71kMhcOtsGZgJtlktjxcg+/Ix0ltr9I7nV3ERl7PU0v/67Lc4KDJ+HNKyEef3Oro9eb7Sx4+unvkdy5sv3r2tE91P1+CeX/8B2CwVxaWy8cqPL7PTimTuKseXojvnUFOTPfc95sOk0zCQZDxCYvpnnlY72aP2fqbbiug6b1vcZVTziOi+O4pFI6Xp/KHXMH8T9/2NKrORZOr8LnVWluvnI66LXdlyAIgiAIgiAIwtVABKquEpmMQSwWZMlD0/nCD1eRylz4Q3vAp/LVB6chyxKvH2nqcOyu+UP40MLhZ7bwHWH52hpqTyUAkCUYP7Qfi2dW8775Q8mcyVr67D0TaUno/OWlAzy3robTZ2pEqYrMtNHFLJ5RTV7MTyjkx7a7b70tSRKyouDJLabk7i/hui6t657uMtMm88Y29NNHyJt3D5lDWzCb6gDQj+8HIBoN4PFk60w9+cqhLrNY/rbyEO+aMxDLccB0yex+rT1IdTa97hCZI7vwlw4l07n8VZcURcJoqsPJ9K1LnJ1qxWw+jZrTr8vj3n796Xf7w1im1WGbo9+vYiVbSO56rdMY19SIb1pG/vz7kOULb2VUFBmjvgbX6OFNn3sPiSasZBOKN9b9ObaDphnkzHwPxukjpPau6dHckQk3EZ24gHTaeNuCLa4LumYyb2IFh0+09ngL4KThRXxo0Qg0XXTQEwRBEARBEARB6Ksrq3Wa0C3bdkkkNCqLIvz3P82mqiR63vMriiJ8+1Oz6V+cPU87K8PpQwuH86GFw3lpUy33ff05fvq3ne1BKgDHhc37TvP1X6znH7/9Es0JDcd12XGwno/8+woeXb63PUgFYNkOq7ad4F9/tJrP/u+rJDMm0VgARen67SVJ2ULT/rIhPPXqQSRJwmw63u29mI3HcSWF4nv/EzWnKPtF1YvtuFiOy9OvZgMJJ+q7DhY1xTUyuoXfq+LxqOfdYmc2HkeWe/5YSJLU5wBPG9fMIHsD585McMhkSu/9Bq7ipTXeMYsu+5rVdbvd0GzM3qMs96zz3EXfg6FxoSZ3iYSOaVr0e9c/E5tyKyjdx8kl1Uvu7LsoXPhRdN18y7b9dSeVMtA0k/tvHcV9t4wg4Ot+raoisXB6FV/6yBRsyyYpOugJgiAIgiAIgiD0mciouoqYpk08nqE4P8T3PzuP3W80snT1YXYdaiCjWwR8KsOr81g8s5oxgwqxbYdEIkMsFmz/oH3d+DLumj+EZ9fW8MM/b7/gNY/XJ/n8D1bxyD/NZmB5DpGgh+ZE90GD148289nvvcr/9/B1RCJ+WlrSnc4JBDxIksQvnt7F8jU1LJpehbeoupsZJTz9qjlQ20p5vzBFd3+J4z/9DHk3PYBlOfzrj1aRE/Zx23UDqS6LUd/SOeBSnB8k6Pfw2rbjzBpTgq/ba4G3eCCSJBEIeMj0IGvNdV1kf+i85/hKB6FGCrAzCbTavZ2CS5IviNPagOT1owQihIZOJTpxIZ68YizTorVV65RN5Dgu3sIKJMWDa3dep7e4uv28C98DyL7z38OFyL4gVg8SnlpbNaIRP/k33kfOrPcQ3/I8yV0rsRNNIEmo0QIiY+YRGXcDsi+IppkkLlPgJ5HQcF2X98wbzKIZ1by0qZbnNxzhVGMax3XJjfiZO6Gcm6f3JyfiR9fNM2Muy3IFQRAEQRAEQRCuCSJQdZUxTZuW5hR+v4chFTmM/NCkzudYNsmkjqaZeDwyjuMyZlABy9fWcOf1g3njeCv/9+SOHl8znjL491+s54efu56bp1fx2IrXz3v+qaY0//37zfz7R2d06swH4PN5WLPjBH9bmc2Eem17HdeNnkfruqexWk93ODc0Yia+/BL+/uxmMrrFl++fSu51d+EvKOO7j2/h0LFWFFmisTXDe68fzJZ9p7DsjpGC980fim07/PypXVQWRagcNg1PYQVmfW2H8wIDxuEvHcSx0wmK84I9ClTZtkMgrxQlnIudbO40X/78+/AWVrR/zYo30vzaEyS2vQiAGivEk1uCN6+U8LBp7ecZhkk8nun02rXRNBN/TpjoxAW0bvh7h2NyMEp04kJ0vWdd3WzbIdCvEjkY7XWhcwBPXglqJA8t2bOsp3hCw6OZBAJ+cmbcQe7Md3c47joOumGjtaR7VAz+rdT2HAUC2cYBi2d2DHK6rothWLS2pi9Yl00QBEEQBEEQBEG4MGXJkiVLLvciLjfbdroNCFypLCtbXNo0bUzTxncmY6qlJU06ZWBZ2Q/NoZAP23WpLI5ScyLO7dcN5NHlezl0rLVX14unDIb2z2XS8GKeee2NC2aNnGxMM2tcGTkR3zm1lTz4/R5+8Kdt7dlPR07GmT+lP7HRs3FNDTvZhBrOJTb1NvJu+DAHapv55TO7OXY6ybwJZeRUDiClw3cf34bjurguNCd0brtuIGMGFdAc10hlTKrLojx0+2jmTCjnLy8fYN2uk9SeSnDD5ApCI2bjWgZWohElGCU6aSH5Cx7iWH2SR5fvY86ECizLuWCHNNd1CQR9OEYa7eie9q8HBk6g+H3/iqMlaXrpUZpXPk768HY8+WXEJi/C0dPox/cTm/4u/BXDSacNDCNbhyqV0slkzPZry7KEx6OgqgqKIiNJ2e+/qsqEB09ACYSx4g1IkkRo6FT63f4waiSPRPLC9akgm3UVDPmxMwn0s7ordsdXOgh/6RB8JQNRY4VExt2At6iKxHky7bq6pq5baJqJZWXfw4aR/XMyaaDr1iWpSRUK+QB61InyfGttW9u5a02ldDTNwrZFGpVw9bgUz4UgXGvEcyEInYnnQhA6E89Fz/n9nm7LAV2IyKi6yrUFqiIRf/uf28iyhNersnTVYW6ZPYAP3jyMZMbk1a3d14M6n2WrD/OVB6cxZWQxa3fWXfD8pave4OPvGYuqyu3FpX0+lSN1cfYcfrO4e11Dii/8aA2fef84qhd9DPgYkA0QrN15gu//cVt7ltTSNUd44LZRvLi2BuusINLKLceQgPtvHcmSh6a3fz2tWfxu+V7++GK2+PrOQ43sr22luiRKwYIHKFjwQPu5m/ac5LtPbCWRMjjdnCYW9GIY5w9ger0qrusQHr+A1jV/O7MNT6JgwQMY9cc48dsv4hrZrWvG6SOk92+k6D2fI3fePST3rCE87kYgu/3u3Awur1fB7/e2ByHPZpg2hm7iui7RSQuJTV7cfswyLVrjWo8Letu2g2GYRCfeTOv6v4PT+Z4lX5DI6DmEJy7EX1DW6bhlO3g8cq+zitoCVlcD17161ioIgiAIgiAIgnC1EoGqa5iqykiSxCtbj5Eb9TNtVDEb955C7+N2qs2vZ7flVZVEexSo2rzvdPs62oImqqqwce+pTufW1MX5p/95laGVuQysyMGyHLbtP92haHvbnA/cli2Qfq5Xthxj1fbjTBxWRGFugETKYMOeU+1dC9us3VnH0P55/L/vv0p1aQzHcdlxsIETDak3r7P3FPOnVF7wHlVVpqFFozA3l4JbP0n9376Lv2oUntxiTv31f9qDVO1ch6aVj1ExdArF7/s3lECE5oRO0Ku0nyLLEpGIH69XpSmu8edXDrJ57ymSGROfR2FgeYxFM6oZUpl7pg6ZhiRJgIRtO33aLpfJmMRihRQu+hj1f/9Bh2OBgeMpfNdnUP1B9h9pZNkL2S2XumkTDniYOKwfi2ZUkxsLYhgWiUTnmlqCIAiCIAiCIAiC0BMiUHUNk860YUtlTL73x61MHnEzqR7UXeqO47ikNYuQ39Oj85NnriWd1Q5OlqXzruH1o828frS52+Op9jm7Pm7ZLut3nzzvutrmONWUYW9N19dKaRZKD7r/SZJEY6vG0tWHue+WWSDJ6Ed3A6DVdr2Nzqw/imNk8BVX8fOndjJvYgWhwjCQfX2isQCW5fLfv9vEqu0nsM8J+tTUxXlxYy0Dy2N86r3jqC6LkUxo6Hrfv7eGYZNK6UTGzgNZpmHp/+HaJqHhMyi8/dPU1MX53p82dLll9EBtC3968QAzx5byyTvHEY0FiLdmRLBKEARBEARBEARB6DURqLqGtdWR8nkV0ppFQ0sGn0c5/6AL8HnkHmdktV3r7HpWruvi8/Z9DV3N2es5zlz/fPfh8yg4PbiI64Lfq/CXlw/iuC733zqDwMDxQLZQup1o7DRGDkSQVB+b953iqVffYOGMaiB7rUg0gGE6fOGHq6ipO39h80PHWvnCD1ex5KHpDK/Kw7bTPd7u15W2fdaR0XMIDhxP6sBmwiNns+9IM1/92Tq082zrsx2XV7ce5+jJBP/1iVlEogHirWnRAU8QBEEQBEEQBEHolb5VthKuCo6TDVoMLIsBcKo5TfWZ/++L/sURFEWmoSVz4ZOBAWeu1bYOyNYyGngRa6guiwIQ7KJuU4/nKI2R1izSWvcZSAPKYh3W3R3HcSgpCBHwqfz1lUN8/gevsWl/M67jdKgbdbboxJuRZJlfPr2bUMBDYW4A23bx+z14PQr/9duNFwxStdEMm2/8cj0tSZ1g0NujMeeTThu0tKSxlADh0XNpTVv8+y83nDdIdbaaujjf/M1GvB4Fn69nmXeCIAiCIAiCIAiC0EYEqq5hluVgmDaLZlQD8PKmWsoKw4wZXNCn+RbNqMYwbVZt71kx9kUzqrAsu0OBbUO3mDi8iH65gT6vwXYcxgwu7NP4SNDD7HFlvLK5tttsn8riCCMH5GP0oHC2ppn4vCpzJ5QDsOdwE//x64089dobhEfMIH/BgyjhHAAkb4DY9HeRO/su1uw4ztFTCW6YVIFXVbLz+D0cqG1m2/76Xt1TMmOydNVhfD4PitLNnsheMM3sNkBZlvj76sPtWzh7avuBevYfbcbv9yDLF78eQRAEQRAEQRAE4Z1DBKqucbpmMrA8hyGVuazafoLWpM7iM4Gr3gj4VOZOrOC1bcdJpC8cuCjKCzJxeFGnLmmaZiIBN0+v6vUayvuFGTu4kHjKYEBZjGFVub2eY/6USrwehWVrDnd7zqIZ1TiOi6ZdOFBlWQ6GYXHLrI6v6S+f2c1Trx4iNmkhFZ/8KWWf+DGVn/4l+dd/iA17T/Gdx7YCsHhmNYZhZTs0ehSWru5+XeezYsMRLNvB77/4rCoAv9+LbTusWH+kT+OXrj6Mx6OQnx+moCBMNOrHexFbPgVBEARBEARBEIR3BhGousZZlo3juHzyvWNRFZnn1h1hxphSZo4p7fEckgSfuHMsQb/ao0CKqsg8fPd4cLOBqXPnArht9kCGVPY80ORVZR5+33hMy+avrxzCcVw+8Z7smnqqsijCXfOHsvNgA0dOJro8Z8ygAhZM64+uW7g9LLCkaSaVxVHuvH5w+9dcF37+1C7+4Zsv8KeXDrL6oMbf19Tyme+u5BtnttK9/6ahlBaG0TQTz5naW6u2nejx/ZytJaGz82ADqnppHmlVldlxqIGWhN6n8au2ZbPu1u6s488vHUAzHWKxIDk5wfZ7FQRBEARBEARBEIRziUDVNS4Q8GLZDpVFEZY8NI2lq99gz+FG/uWeCcwad+FglSJLfPK945gzoZzn1tVwoLblvOf7vQpfvG8yowcWkExqnTq/SZKEJGU7/331wWkMr8q78D34VL50/1SG9s/FoyoMr8pFliUqiiJ87aHpREMXziKqLo3y9Y/OQDdsvvPYli7PGTekkC/dPxXHcUmltAvO2UbXLTTN5MOLR/DueYM6HKtrSPG7Z/fxnce28POnd7W/fnfdMIQPLBiGppnouoUkSWiG1eNC9V1pSejdt0PsLUmiNdm3IBWAYTmkMib1zWl+u2wv9339Ob712400tGaIRgN4vaKPgyAIgiAIgiAIgtCZ+LR4DZMk8HpVnl1bw+tHmnn47vF89zNzeWH9ERRZ4vMfmsx14+pYtuYw2w/Ud6jZ5PcqzJ1Qzq2zB1BZHMW2HeZPrsSjKixbfZjXjzZ3uFYk6GH+lEpumTmAwtwAiYTWadvf2R5bsY/33TiU//zHmbyy+RjL1hzuFASLhrzcOKWSRTOqyYv5+d8ntjKgNMZt1w0E4NdL9/DBhcP5wefmsWxNDSvWHaEp3jHAVFUSZeGMKuZPrkQ3bb7283XUn1MMfnhVHotmVjF7XDm2ZZOIZ3rdrS6RyF73I7eMZMqIIp557TDrdtVhnxWoUxWJaaNLuHXWAEZU56NpZvs4APkig0yXoj5VO9dFkS8ujq0qUvv9W7bLqu0n2La/nq/9w3QGlefQ2npxXQoFQRAEQRAEQRCEa48IVF3DPB4VWZZ4eUstU0eWIOHijx/lvfOHYts2JxtTTBjaj+mjS6hrSPHG8VZ00yYc8DB6YB4Bvxe9+RQQzRb79qnMm1DKvAml6KZDTV2CuoYU0ZCXMYML8KgKumHR2prB7CYzqC3DKhhQQYJ0xmTm2FLmT6nkjeOtnKhPYtoOsbCP0QPz8agKOw7W853HtrDrjUZekmrJi/qZObaU3Yca+d4TW/nsPRO5Z8Ew7p4/hJ2HGmlJasiSRHF+iCGVuZiWTSpjkhPx8x8fm8HOQ40kUgYej0xlcZTKogi27aBrJum03usgVZtEQsOybIZU5vKFDxfQnNDYV9NMRrcI+FRGVOcRC/swTZtEQuuwLdJxHLweL3lRf6dgW0+VFoTp8+K7nC/U57G5ER8+r9opKyuZMfnaz9fxnX+eQ07IR2trzzpICkJveDwKfr8Hj5oN3pqWSyZjiMCoIAiCIAiCIFwFRKDqGtaWYRNPGtw0pYLU/g2c/ssjqLklRCfcRKxyJEhhDI+XwpCH/AFBXNvC0ZJY+1dzfMsK9OP7KX/oOwQLygGX9IHN2OlWAlWjGVZVzJDKHEDCcRyamlLY9vk/CDqOi2FY3DZrIPmxAP/xq/VsP9DAvEkVzB5bSlVpFFWRSaZNnl17hOVra6g99WY9KdeF3yzbw6xxZUwc3o/cqB/DcvjCD15j9rgyRg8qpCgviO24xFM6v3h6Fy9uPEoibVJdGmXh9CqGVOZS0S+MqirkRX2kUjrptHFJXvNMxiSTMfF6FYJ+DxOHFiJJEq7r4jguLS3pLoN4um4RDsNNUyt5/Pn9vb5udWmUQRU5JJN9C3KdyzAsBpbnMKAsxhvHW3s9/qap/QFYs7Ou07F4yuBPLx7gE3eORVVlETwQLqlg0Eso5MPWkqT3bAQkgkOm4M8NkUxqZHrZxVIQBEEQBEEQhLeXCFRdw9qKVk8eUUQ07Kdu83MAWM11JLa9gL//SNRYAZCtG4XXRXJsMicPUL/8Z2DpyP4wak4/zMbj1D3279iJxjOzS0QnLaRgwQPsOdzIiOp8YrEAlmWjaRaG0f22P00zyYv5aWjJsGHPKRzHZdnqwyzrYce7k41pNu89xcLp1QT8Kq9tPc7BY60cPHb+gMrhE3F+9Jcd7X8O+FR+89UFKMqlL9VmGDaG0fN6U47jousWC2dU86cXD3TYMtgTi2ZUYztOp+L1faVpJoGgl4XTq/jhn7f3aqwsS9w8vYotr5+mriHV5Tkrtxzj/ltHEgh40TQTv9+DoshIcjao5zouhmGjaWaPi9oLgsejEAr5SOxcScOyH+Na2QC05PFRuPgfCY+chWU53WZ8CoIgCIIgCIJw+YlA1TVMPlNjaMrIEvSWBjI1O1By+lH+kW+BP4wiyxw9lWDv4UY03SbgVxkzqIDiYdMJDJmKVX+E5K5VyF4/p//2nbOCVAAu8U3L8PcfSUXFOA7WNlOUH0I3bApyApiWja6ZXWYv6LpFNCrx0qbaTsXWe+qFjUf5/L2T2/+/LzK6xWvbjnPDpIo+jb/UNM0gLxbkjrmD+PNLB3o8bmB5jBsmV2Do1iXb+ee6YOgWN0yu4Ll1Rzh47PxF9M92x5yBFOQE+L8nd3R7Tka3OFDbzMjqfPx+D4mUwZpdJ0ikDbxqdkvmyAH5BINeDMMimdRFwEq4oEDAg5Vspv7vPwTnzWCUa+rUP/MDAgPGEgj4RaBKEARBEARBEK5gIlB1DXMB03IoLwzhtNbgqxhOyT1fQ1YUXtt2nKWrD7P7jcYOYyQp2/3u1lkDmDyiGm9BBcbpoxinj3R5jdSu1ygaNo0XNh5jUEUun3zkWQaW53D77IGMHVKIqiodCoYDqGo2gHa6Od3nezvdnDnr//s+T31z+i3JqOqLtgyiDy8eQTJj8uzamguOqSqJ8rWHpoMLqdSl2b7YJpUyiOUEWPLQNL78kzUcPhG/4Jibp/XnvltG8urWY2zcc7Lb8+65eRhjBhVy8FgLf1t5iNXbT2Cds220sijCzTOquHlaFdFYgEQ80+fApvDO4PUoxLev7hCkauPaJqk9awiPm38ZViYIgiAIgiAIQk+JQNU1TAJONaUoLQijJxVK7vkariTzP3/YzMubj3U5xnVh6+v1bH29nltnD+Af3jUat4sPfe3nO9aZcW0BBImNe06xcc8p3jd/CB9cOBzXdUmeU1S745jeO3vsxcxzpcU9EgkNSYJP3DmW4VV5PP3qIQ51USMqJ+zjpqn9ufOGwaiKRCKuXfKMI9d1ScQ1IlE/3/7kbP704gFWrD9CSxffywFlMW6bPYAbJleyae8pvvv41m6zu+6YO4i7bxzKivVH+OGft3cbfDp6KsFP/7qTV7ce46sPTCMSDRBvzYjMKqF7koRrd7/t2LWt7A9GQRAEQRAEQRCuWCJQdQ1zXZdE2kCWJXzFA5AVhe89sbXbINW5nnntDaaMKGbs4CrUnCKsllOdzgkNnYqmmwwqz6W+OU3LWdlTT7ywH79P5c7rB2MYVnvNprbi2bkRf4e5IkEP86dUMqI6H4A9hxt5YUO2EPq5cqNvjs2N+Glo6VsR8byo/4IF4N8uXq+Kz6cCEqZpM2dCGddPqmD/0WY27jlJMmPi8ygMKIsxY0wpqiKj6ybxVu0tyzSybYd4a4Zw2MeHFg3n/QuGsmbHCQ6fiKMbNqGAysRhRQyrykM3LJ58+QC/Wba32/VUFkW4/9ZsxtUP/rStR1sV99U087VfrOM/Pz6LcNjXKUNPENqYpkVo6DSaXvod2ZzSs0gyoWFTscwr43kXBEEQBEEQBKFrIlB1DbMshyGVeRyobWZAWYy9hxt5fkPv6jl99/Et/OpLN1K4+OOc/OM3cc03s2mCgycRGjWHXYebGDO4kN8s3dMpQ+l3y/dy/aQKQn4vhpHdruf1qjiOy9yJ5TzxQrbD3cRh/fj8vZMJ+NT2Ln/TRpXw/puGRas63wAAIABJREFU8e1HN7Fpb8cg2dwJ5STTBgG/h7kTyjlQ2/MaSm1URWb2uFIs6/LWq5FliWjEh8frwUq1YiebUPLLkWUPhmFRVRJlSGVu+/mW7WDoFnHNwLbf+uwix3GJxzUURcfv9zJjTCnXjS9vP157KsFP/7aTlzYeJaV1n80CsGhmNYZp85O/7uxVPa19Nc08u66GxTOq27soCsK5NM0imldM7py7aV75WIdjefM+iBotoLU1081oQRAEQRAEQRCuBCJQdQ3LZAyCQS/RoBdFllm6+jCjBuQzZ0I5+TE/HlUhrZkcOtbKig1HaEl03tLV2KrxytbjzJ0wiopP/pjkzpXYqRYCVWMIDhhLRjMYM6iQzftO8beVBzuNtx2X5Wtr+MBNQ5FlCcdx8ftVUhmT8n4RxgwqoCWh88X7pnD0ZIL/fWIrNXXZWkj9iyM8fPcE/vXDk/nn767k6MlsACs34mP66BJaEjrhoJcbp/bnt8v3oveiyx7AzDElREM+Wlr6XuPqUohGfCjYnHrye6T2rQPXQQ6EyZ19F7HJi0kmdVpb0pc9QGPbLqmUTiqVfZ9EIn5cJP75uyt79NoHfCrzJpbz2rbjxPtQT2v5mhpunTUAv99DJnNp63EJ1wZdt8hkDHJn3Ulo6FSSe1YjSRKhEbPwFpSRyRjn7UgqCIIgCIIgCMLlpyxZsmTJ5V7E5WbbDrp+dX94CYV8AKTTb36Ad11QVYVo2Idu2vQvifKe6wdTUhDCsl2QoCAnyHXjy7ht9gAqiyKcakzTfE7AaseBeu6YMwgThVDFUEIDxqHGCpEkmdPNaR5/fj+/fHpXds4uHD+d5F1zB4GbzfKKRgM8+coB+hdHKSsMU1EUobIowmf+dyWnmt4MGrUmDdburOO22QMI+FQ27M4W57530QiGV+Xh8yjZYFzAi27Y7D7c2OX1u+LzKDx893jCfk+H1+zt5vUqBEN+6v/+I1J7VtG2Xcm1DDKHtuIrHUSgsLTL7omXm+O4RCK+Hr/2M8eUMGdCBT/6y3YaW3u/fS+eMhg7uIB+ucEeP69dPRfCtc0wbGzbwROOEh44lkD/UThqgFTKuCKfo8tBPBeC0Jl4LgShM/FcCEJn4rnoOb/f0+fGZSKj6hqXTut4vUH8XhXDdPju41tZte04+lnt2UsLQiycUcX8yZVMG1XCdx7fwqptJ9qPpzSLxrhGwKdw95eW41FlbNtBkeUO83SnOaGTzpgosoQsZysZHz4R5zdLd/Opu8ajGzarth+nNdn5YY+nDFbvOMGM0SV8/4/buP26Adw6ewAAra2Z7DoUmQ8uHMap5jQrt1y4/paqyHzugxOpKokSj1/eekder4qtpUnuWd3l8fjm5wgOmojHo2D24LV+O1lWtkthT1/7vFi2rlhbZlxfHKlLMLQyr8/jhXcGXbfOBDNFPTNBEARBEARBuNqIQNU1Lhj04rrwk7/uYOnqw12ec6IhxS+e3s0Tz+/nS/dP5XP3TMKyNrBu18n2cwzTJhzw4Dhu+zYvy+554MSwHAIeBUl6c75+uTEAPB65UxbX2ZriGn6fysfePYbFM6upb05TmBtsnyvbKS/AZ++ZSGVRhKdePdTt1rLBFTk8cNsoRg7IJ5HQLvs2IEmScLQkOF2vw0q1nDnv7VxVz/XmtS/OCwFgXkRNMMOyr9jXQhAEQRAEQRAEQbh4IlB1DQsGvfh8Hn7wp208t+7IBc9PZky++tO1fOPjM/jsPRP5+Ldeor4lW3g4EvJi9DGjR5Ig5FexLae9xtLYwQXcMXcwz62rYeKwIsYOLux2/NjBhUjAwulVHKmL078kCtChGHc8niES8XHX/CG8e+4gXtt+nNXbT9Ca0lEVmbLCMDdPq2JQRU62k1080+ftnrIs4fOpSJKEbTsYhtWrwuBns20HX6wQNVaI1Vrf6Xig/6j2865UvXntAcJBb5f10HoiEvS+ZR0OBUHoO49HweNRADBN+4rLABUEQRAEQRCuHiJQdQ3z+Tys31XXoyBVG920eeTRTfz0izdy8/QqHl2+l8EVOeSEfWzff7pP6xgzqBCfVyWuZbBtF8t2mDuxgvrmNP/3lx3cPL2Kj717DNeNL+PVrcc7jJ01rpQhlbls23+aH/xpOw0tGX7+bzeSF/V1Ct4kEjrptEkg4OG6cWXMm1jR4bhhWiQSGrpu9jmwFA778Ps9SGel9di2QzptoGm9r3+jaSbBoJe86z/E6b99F9w370mJFhCbehuGYb4t3f0uRk9e+1RKJxTyMXVkca/ek21URWLS8CJs58oN2gnCO42iSETC2a6lZ7NMi3hCv6KD7IIgCIIgCMKVSQSqrlE+n4qqyvy9m+1+XlVm+ugSivND+H0qGc3ieH2S9btPcro5w8Y9J7lxaiWPrXidRTOqcRyXgF/l3kXDSWsW+2ub2XmwoUcBn8Uzq7GsNwvWm4ZFbsTPb5ftwXZcVqw/wuxxZXzmAxOZMLQfr23LBqtmnwl47Ktp4uu/WI9pZT/wLF9Tw4cWDUdRpE4BHNt2SCZ1QEdV5faAkuO4F/2BKRz2EQh4Wbr6ME+tPMSpphSDK3P5wE1DmTCsCHDRtDeztHw+Fa9Xba/L5TguhmF1yORyHJdUyiA8YiZqrB/xzcux4o34K4YRm7wYyRci3ofC45dDT157j0fhllkD+hSomjGmlFj48ndpFAQhS5IkYlE/GGnqV/zsTK09l9DwGeTfcC+xaJCWVk1kQQqCIAiCIAi9IgJV1yifz0NdQ4rtBzpuJyvOD7JoRjXzp1QSCXqBbM0gj5rdstGS0Fmx/girtx9n2qgSrp9UwezxZUgSDKnMY1BZDFnJnnvidJyla47wwsajpLWut9GVFoSYOrIYTetYt8iyHZ5ffxTIbufac7iRQWUx5k2s4IbJlUA2wCHLEpVFYe5bPIJla2o4Xp9kxfojvH/BUPx+D6lu6iFBtsPgpaIoEoGAl7++cpBfPrO7/euvH2nma79Yz39+fCZDK3MwDJtAwJvNusJBkrOvlWtbSF4Pfr8H17HRdJtMxsS2HTIZA8dxCParpt9t/9Q+t66bpFq1qzIjobvXXtctqkqijBtSyLb9nbc6dkeWJW6/bqDYUiQIV5BAwIMsyxz//RKM028Gn5M7XkavO0j5g/9DIHD+n9OCIAiCIAiCcC4RqLpGybLE7jcaO2Q8zR5Xxj+/fzySJLF2Zx3L1hxmX00Tlu2iKjKjB+azaGY177l+cHvB6w8sGIptuzSnM3iObKD+me8jefyEhk4hZ8LNPPSu0dwxZwBf+dl6ak917OYWC3tZ8tB0HNft0BZeliVONqZoSeqMG1LIFz88Cb9XJX1oK83bX8LRUuBY6PW1eAvKiU5cwC0zZ7B4ZhXf/9N2XtxYy8nGFIVnusi9HXy+bCH5v75ysNMxx3F58pWDfPn+qeTmhpBwQYL0oe3ENy9HO7wT1zZBVvCVDCI6cQHhETPx+4MkkzqaZrZ3KWvLRLJt55rMQtA0E7/fw//74CQ+9/3XOF6f7NG4j90xmiGVucTjmbd4hYIg9JTfp5A+tKVDkKqNWV9L+sBG/AMnkkpdhsUJgiAIgiAIVy0RqLpGSZJE5qyOdvMmVvCZD0xg16EGHvndZpriHbeTWbbD1v31bN1fT1FekM/fO5lB5TFyo36W/GwtD902ijxvNjDkmhrJXa+S3PUqvvKhFL77//HIJ2fy2e+v4tjpbOChujTKF++bQr/cIK2tmQ5BF0mSSGUsxg8t5KsPTMVsOEbtXx7Baq7rdB/6sX3UH9tH0wu/puC2T/PpuyfgUWTSmoWU8/a1f5NliZRmdtud8OjJOAASLnrDcer/8i3MpnPux7HRj79O/fHXaXzh1/S7/WEiA8YBtNe3upRZYFeqRCJDNBrkkU/N5luPbuqU9Xe2cMDDP9wxmnkTK0in9T4XwBcE4dKTZRmzvrbb40bDMYJDpryNKxIEQRAEQRCuBcqSJUuWXO5FXG627Vz1H4BDIR8A6XR2i4Xf7+FEQ4p1u04ypDKXL90/hR0HG/jqz9aRukDR71TGZOWWY4wb0o+8qJ9Dx1sZM7gQvwpWvB5cN5v1BNjxRtL71pEzdg4zxvcnkTb56B1j+PDiEfi9KvF4plPwxedTcXC5aUoldmMtJ3/3ZZxk83nX5Jo6qT2r8BYPYPrMcbguhAKeDplabyVVVQgGvDy/4QiZLt4rowYWcN34MsyW09T9+vPYPbif5J7VeIuqCJVUYpr2NZlB1RXXBdO0CAW93Di1P9NHl+C4Lg0tGUzLwedRGFCWwz03D+PTd09gUHkOqZTe/t7ujXOfC0EQLt1z4ferYBkkd73a5fHY5MUoOUVkutkafilJUrYGnqLIfW6WIbyzib8vBKEz8VwIQmfiueg5v9+Dosh9Giu5rvgnnWFYtLZe3VuKCgsjANTXZ7ffRaMBWlI6D/3nC3zh3smMHJDPP3zzhW5rSXUlJ+zj5/92I+DiVaX2eksA6Te20/j8LzEbjgHgrxxJ6Ye+DmRbk+u6iaZ13V0vFPLi93vBsaj90SewE409XpPk8VP2se+jhnOQZZnGxuTbEuCRZYm8vBBLVx/mJ3/d2eGYqkj81ydmMag8h+P/90ms1lM9nlfy+Kj4+A9wvBFa41dH0fRLye/3tBedP5dtOxiG1V7Lqy/OfS4EQbh0z0Uw6CUY9HL8V5/HqDvU4Zi3qJqy+79NOmO+5f+QC4d9+Hwqspz9h5DrOOiGTTKpI/6JI/SU+PtCEDoTz4UgdCaei56LxQJdfs7rCbH17xql6yZFeSHmTihn6shi/rryUK+CVAAtSZ26xhRVJVHSh7YS37ICO9VCoP8oYlNuoey+b3Lyz4+g1exAO7ob/dRhPAWVF+zKlsmYBPweknvX9CpIBWe2HW5dQd6cu7Edl0DASyrV9Xa8S8lxXDTN5JZZA/B7VZ569RAnG1MMqczl/TcNZWj/PLTafb0KUkE2syq++Vny5n4ARdE7dTG81mlaNqCpqjIej4IkSbguOE42SCU+YwrClSuTMfH7FEo+8FWaVz52pusfhIdPJ3fuB3Ac5y3Peo1F/Xi8KskdL5HctQrXtggNnUJ04s2oMR8trZr4OSIIgiAIgnCVEYGqa5SuW1iWzd03DkWSJJ5dW9PrOapKolSVRGnduIzGFb94c+7j+0nuXkXZA49Q8oGvkD68g8Tm5cQ3P0vhoo/j83nQ9e4/nHi9KpIsE9/8bB/uDBLbXiB39nupa0hTnB96WwJVwJnfzsP1kyqYP6Wy/ev2mYyuxpce7dO8iW0vkjv7Lvz+tyfodiWyLOcdUZ9LEK4lruvS0qoRjfgoWPAgBQsebD9mGibxVu0tzWjy+VS8Pg+nn/kByR0vt39dq91D6sAmSu5ZQiDgFan5giAIgiAIVxkRqLqG6bpFaWGYmro4p5rOn+XUlZum9cc2DZpffaLTMav1NPHNy8mZeSdG/mCK3zsWvekkAF6vct5AlarK2FoK/fj+Xq8JwE42o9UdwlaKURUZWZbetvpObbWSfD4VSZLw+RR0y8EvWejH9vVpTjvVgn7iIGrRoEu8WkEQhLeW42SDVapq4PFkt4ebpv22BJ4DfhWj4ViHIFUb7cguMoe24q8aQ7r3f/0JgiAIgiAIl1HfKlsJV4V02sBxXJJ9/G3y4IoczIZaHC3Z5XHt6B4kSeLbv9/CN3+zAcOXg+24KMr5u/FJktRejL2vXC2J58x1ZPnt6/4H2SwCTTPJZAxcF2zbxc5c3P3YWhIJsT9FEISrk2Vlt/llMubblh0pyxLa0d3dHs8c3YOiit/HCYIgCIIgXG1EoOoa5zguPq9y4RPPUZQXZGBZDDWcB1LXbxMlkg9AMm2yZkcd//K9VcRTOrIsI0nZ4JEktf33ZjDJdV0k1duHu3mTpHrbt9xdzM6StvX1letm703yXNz9yKoXl7c34Ca881zs+10QriSu++bfQ11Ro/m4jthSLAiCIAiCcLURgap3gLLCMF61d9/q994wGAA1kktwyOTOJ0gykQk3c6I+wZGTcQDqGlJ87WfrkGWJcNhHTixAQUGEgoII+XkB8vPDRCJ+AJRgBCWU07cbklXU/ApcNxv0cvrwQcTnU4mdtb6cnCCBgKfX8ziOQ8Cn4AlGUMK5vR4PgKzg6df/bdu+KLzzBAJe8nLPer/H/H3uwCEIVwrDtAkOHI+aU9TpmOwPER41B92wL8PKBEEQBEEQhIshAlXXgPNnSLgE/R5mjy/r8Xwhv8rcCeW8vLmW2pOtFNzySULDZ7RnVinRAgpvf5hA2SD++OKBDhlNh463snHPSTxeFZL1NK18jMbnf0XmyB5kWcLjkc8UU1eIjLuhT/cbGjoFTzhGfiyAYdq9zqgKhbxEowFOt2R4dNlefv7UTl4/2kw47CcS9fdqLk2z8KgKkiwTGTe/dwtpW8/gyaih2HnreglCX8VifsJhH3rtHhpW/JKmlY9BspFYLEAweHGZgIJwOWUyJq4LJR/4Cv6KEe1f9xZVUfz+ryB7/WQyopC6IAiCIAjC1eaS/Ep9x44d7Nmzh3e/+93s3r2b8ePHX4pphfOQZYlAwIPX60E9K1sqNy+EoVtkMgaKIqOqCg0tGRbNqObFjbU9mvv6yZX4vCrLVtfw+Ir9LHlwKpXv/hfMVAI7k8CXV4wL/Gbpni7nXLq6hikjS2h49XFSu1cB0Lrh74RHz6XfbZ8ikTIIBVSiExbQsuav4PYuIyoy8WZaExlikQAABQVhDMNC00yMC/z23ONRCAZ9PLu2hh/9ZXt7kOupV9/gpqmVfOqu8VgBu8ct1S3LxjAsLMclPP4mWtY8CU7vfoMfnXQztmVdcO2C0FvBoBev18Ppp/6X5K5X27/esvpJCm/5RyJj5mXfv6LjonAVchyX1rhGLFpI6b3/jpVowrUtPDn9cByHeEIX721BEARBEISrkLJkyZIlFzPBk08+ySOPPMLGjRu57bbbuOeee4hGo4wcOfISLfGtZ9sOum5d7mX0iCRBJOInEvGjqgobdp/k2bU1rN5+gu0HGzBMm6qyHEIh35kAlsTvnt3LgmlVJNIG+4+2XPAabdv+Hl2+j7Rm8ezaGg4ea8WWVE6nJNbuPMl3Ht/Kpr2nuhx/sinFrTOrUa006YOb279unK7BWz4MN5SP3+dB9gWRFA+Zmh09vv/I2BvImbIYVVWwtSRNL/wGs+EY/sJygpEIPp+CbbvdbqMLhXzopsOXf7ymvcZVm0PHWxkzqICi/BCa1vPsJkmSCId8KL4Akuolc3h7j8eGx8wjZ+qtpNMmliUCVZdaKOQDeMe2p4+EvWhvbKPp5d+dc8QlU7OT2JTFSLKKYVwdP/+ES+Naei4cxyWTMXEcF8njx1UDaJpJIqFh2yJIJfTctfRcCMKlIp4LQehMPBc95/d7UJS+beK76IyqRx99lCeeeIIPfvCD5Ofn8+STT/Lggw9y1113XezUwjkkSSIaDaAoEn968QDL1x6moUXrcM4zr71BXtTPzdP78775Q0lrJstWH2bs4EIeun00lu3y7Nqa814nHPDQHNfb/+y4sGH3STbsPtmjdboutCY1YoFwp2OZ/espGDAWx3GxbYecGXfgWgbNr/3xgvOGx8wjf9FHOVLXSiTkI+r3YDYcI7HlOZpeeYzQ0CnkXvc+YvmlJBJ6l8FHWZHZsKsOo5vfsq/bVceogQVIUs+LtGuaicej4POp5Ey/Hdc2aF75+IXvZ9QcChd/HEM3xfYU4ZKTZQlFVUnt39DlcdfIkDm8HV+VyIAVrn6aZvbqFwyCIAiCIAjCleuiA1WyLBMOvxmQKCkpQVF632VOuLBo1A8SfPVn69h+oL7b85riGn947nUqi6OMH1KI48J//24zn793Ep+4cyxTRhSxdPVhtrx+ukMwRpYlpowoon9JlKMnExe1VlmWoIsi55Lqaz+eyVjYtkPude/DXzWG+Mal2Q/VHbbOSQSqRxOZuJDw0Cls23+a//z1RoJ+lW98dDrF7/0Cdb/9ImZ9Lam9a0i/sY3i936eSOUIHMfFNDtnKXk93b8/z3fsfBIJDSQ/fp+H3FnvxV85ivimZaReX99pK2CgagzRiTcTGjYVwzCJJ7RuZhWEi3e+DpuS6kOU8BcEQRAEQRAE4Upy0YGqnJwc9u7di3SmovfTTz9NLBa76IUJHWXrUal845frzxukOtvh463MHFNKJOghkTb5xq82cOf1g7llZjVLHppOXUOK1482oek2AZ/KiOo8CnODaIZFcX6wV1lFZ/OoMrnRAHpNvNOx0Kg5NDSnKMgNtdfGURQZf/lQApXDMRLNGEd34+hpJI8Pb+kQfPklxJMaj694nSdeeB3LdsnoFl/56Tq+8+nZ5N/4ACf/sAQAV09z8o//Rdl93yScU0JzS6bD9W3LZvLwIr7xsemU5gfRDJu1u06xbM1hmuIa10+qwDCsPt13Iq5hBRwCAU/7/VjJFrQju9rvx182BE9eCY5tk0rpImVUeMs4jotlWkTGzCO+cWmn40okn0DVKDLa5dlyKknZdGCfV0GWwHazzQmulm3YgiAIgiAIgiC8NS66RtWoUaP4zGc+Q01NDb///e/ZtGkT3/rWtygoKLhES3zrXQ01qsJhP/uONPGbpXt7PCaVMVk0o5qWpM6+I824Lux+o5FnVr3Bkbo4RXlBqkpiVJVGiYa81J5K8KtndrPl9XrmT65kb00TJxvTvV7rnPHlzB5fTuvav2E2HgNAUjzk33gf4aFTUBUFy3baC5aHQj4M0+GR328mEAoS7FeJWlRNJlBETbPN757dx/f+uJ3tB+o5u6xUWrOQZZnJU0aR3LMaJ3MmC+z/Z+++w+OozsWPf6fsbF/1YluSLffe5N6NwTYYMHGAEAgJSQghvSeXwE3vjZuQXyqXVC4tmBBCMeBgwN249y5X9bZ9dtrvj7VkCxXLRbYF5/M8fh57Zs7M2dGelefd97zHMrFiTYRGzsA0LSzrdCOPx4XLpZLjSsKxrfhJMGb8MBZO6cug4ixG9M8lFtPPu7aJaaYLsZuWg6JIyG4PWm4R7sL+uPKKcTQ/sZhOJKq3m+0lXFxiDrmELycP2e0jeWRny8IFSiCTglu+hhrIJhJJnldg9kIoikRmhhePR8OoOIB+bCeq5sGXlY3mktFFzaxuJcaFILQlxoUgtCXGhSC0JcZF113WGlUDBgzg2Wefpby8HMuyKC0txeVynff5fvzjH9PQ0MCPfvQjdu/ezf33308sFmPChAl8+9vfRlUvykKFPYqmKbhcCv9edbhlmyxLTB5RyILJfemdF8DjVkjqFpV1MV5ed4S1OyqoqIthWjaLppfy7BsHWx5GTcth5daTrNx6st3rqYrMR28cwaJppWze27XsrTMtmt4Py7LJf88XiB/cjJNK4hkwDvVUzSpJSmcfeTwuPB4XjuOABJ+6eTSKLGNadjqQZTjsP9bEnvJ6zA4CR6+sP8IdC4YQGr+Aulceadke27ceM9aEx+NrWU3P59Nwu13U/edvNK39V8tDu5pVSOFtDzBlRCHxePu1rc5VKmWKAtXCFSNj8g0ERs4ifngrstuHr/9YkM7vl8bFEAq6wUhw4m/fRz+5v2W7f/h08hd/jkDAk55OKwiCIAiCIAjCu84FR31+/etft/q3JEl4vV4GDRrEzJkzz+lca9as4ZlnnmHOnDkAfOUrX+F73/seY8eO5etf/zpPPvkkt99++4V2ucfRNJV40mDt9gokCW6aPZAbZ/YnN9NLdX2cXeV1JJImHrfKsH7ZfO2DE6kPJ9myrxpVkSnM8XPttFJeOCPQ1RnTstlxsJbpo/swemAu2w7Udrmv00f3ZkjfbB5/eS9Bn4tZY0cR8LpwJAnDsNB1A0WRycz0oSgyRyrCHDzRRMqw8HlUxg3JJyPgJhJP4Tgp3jN7AEvmDGTjnir+8vwujrytdlZTNMX6XVVMGDIZzghUYVtEt/6HjKk3tWzyelRi+zbQtOafrV9vQyXV/3yQoo/8pMPVAgWhJ/J6VPTKQ9Qt/ysZZQvx9BmCY5mE33qR6J519L7z23i9GrGYfvaTXSQul4LqclH1/K9bBakAYrtW0VQ4gIwpNxKLSWI8CoIgCIIgCMK70AUHqvbt28fmzZtZsGABiqLwyiuv0KdPH1588UW2bdvGpz71qS6dp7GxkQcffJB7772XPXv2cOLECZLJJGPHjgVgyZIl/OpXv+qWQJWmqeTlBS/6eS+mo1URQOKrd5YxY0wfNu+r5rdLt/HWrspW0+FkCcYNyef6Gf25akIJjuOw/WAt99w0ilg8xeubT5z1WrPH9WbaqN44jsP9H57EN/+4hj3lDWdtVzY0ny/ePp5dh+t4cvk+DNPmiVf38ddvLUQCZJmW1L83t5zg+VWH2V1e3+ocLlVmxpje3DCjP4NKsnhx9WEaIjrXTSvlJ5+ZyQ/+vKFNja7KuhjKsLZTTY2maiRJavWzjW5f0W7fUxUHSdWdJJDTm0DAc9bXKvQsV/r47k6N21aQLN9Osnx7m32J8h14+43C5+u44Hp3cEyD2O617e6L7nidzKmLyclpu2qocHG9m8eFIHREjAtBaEuMC0FoS4yL7nXBcz/q6upYunQpDzzwAPfddx9PP/00kiTx6KOP8tJLL3X5PN/4xjf4whe+QCgUAqC6upq8vLyW/Xl5eVRVVV1od3ss27b53G1jmTGmD//7rx184/drWL+zdZAKwHZg455qvv3wWn63dBuQnuq3+3AdX/7ABO5dMpreuf52rxH0ubjz2qF84f1lpMx0zajGiM73753ObdcMJivobrddfpaXu64fzn9/dDLHqiN875F1GKZ9qj+nO2jbDpZt84M/r+dnj25sE6QCMEyb1zYe58u/eoN/rzzEtdNKkST4/IMrqKqP898fmcSg4sw2r1mS23kr221rQNlmx3OJHePSZZVwPdYtAAAgAElEQVQIwqXidPaeN3W4DOv+ObYFdvtTY21DzPcXBEEQBEEQhHezC86oamxsbBVQysrKorGxEU3TulxP6qmnnqJXr15MnTqVpUuXAunATPNKggCO47T698WUSpk0NSXOfuBlEgx6yM9KFz7/6wu7+OfrB7vU7vlVh1FkiY/dNIrfPL2VY1UR5k/uy6LppWzeV82mPdXEkwZul8qAogxmju2D5koXOv/Ow2vZcaiO7Qdq+dz7xnHHwmG875ohrNlewZ7yepIpE69bZdTAXCYOKwQJcODxl/cSiRstfcgKprOTdN1A01R+/Ne3WLez8qx9tx34/TPbcWsK758/FNOyOVEdpTDHz3fumcr/PLGZ8UPyCfk1SgqCWHrbn5/iTwe0amoiSBLkZPvxD55E4sCmNseqGXloBf0u6Up8mqbidqfHiGXZJJNGj5nq1Fnf3W4VTbsyXlfzNx01NZGzHNk1Z74207RIJo1LXoj8XGRnefEPnkRk8ytt9kmaF2/pGJK6TTR67osmnC+3WyUU8uLpO5LkkR1t9vsHTwSgvj523osaCJ272ONCEN4JxLgQhLbEuBCEtsS46LqMDG/Ls9O5uuBAVXFxMT//+c+59dZbgXTQqaSkhK1btyK3l+XSjhdeeIGamhoWL15MU1MT8XgcSZKoqTk9xau2tpb8/PwL7W6PlEqZBAIejlVFeGr5/rM3OMO/3jzEvIklXDu1H5/9+Qr+b9lerpmc/ve4wafvZzxpsmrbSWaPK2LZ2iPsOFQHQDiW4ruPrKNXrp9rp/bj6kklzBzbp6VdQzjJk8v3sWZbBT///Cxuu2YIa3ecDkTNGtcHx3FQVIWVW092KUh1pufePMTcsmLuvHY4DeEk9eEkffIC3H/XJAzTpqo+TmGOD5eqkHfDp6l5/rctmVSBkbOwrfTfHQeSuklw9Fxiu1eTOLyt5RqSqpF77b2AQzJptNeNi0qWJTJCHlSXihUPYyVjuLMK8fnStYKaV0O8ErXuewQrGW3pezyewq0pqC4VM9aErcfxZPfC59OIRvVLcm+7i6rKhIIeFFXBjDTgWCk8mQX4fRrhiH7FFs5P6hb+geMJjJxFdMcbp3dIMrkLPorscpOMxi5pn3TdxLYscuZ/lIpHv4kdD7fsc+UVkzn9vaRShghSCYIgCIIgCMK71AUHqn7wgx/w/e9/nyVLlqAoCnPmzOH73/8+zz//PF/72te6dI4//elPLX9funQp69ev54c//CHXX389GzdupKysjGeffZZZs2ZdaHd7JMuykWWJF1a3Loaen+Xlmkl96Z3nx+tWSegmFbUxXt1wlMq60xkSz686xGduHcfw0mx2Ha7nqeX7eWr5fnweFb/HRTJlEksY3P+Rye1eB6CiNsYjz+3kz//eic/jwutOF3iP62ZLRsmqrSeZMbY3Ib9GOJZCVWQWTumHaVq4XGqXi7k382gK9394MrGEwS+f2Mxbu6twHOiV4+djN41k4vBC/vL8LnYcqmPJnIHcevVc7GSMulf+hKdkOFpuEZCui2VZNrGYjkv1UnjbfxM/sJHE4W0ogUyCo+eiBLKIRvVLkvmTEfIgmUkq//n/iO9/CxwbNbOAnKvvIjBkEpblXLGBj4yQB8lKUfWvB4ntXZ/ue0Ye2dd8GP+gCdjJOJXP/Jr4/o2Ag5pVSM41HyE4qAzbtltWYDyTJKWXLlVV5VTWpINlOei6gWle/mBFc3DOitRR9dyvSR7dCYArr4S86+4l1GcQjY32FdHXt4vHU7hcMvmLP0dwzFXE9m1AdvsIjpqDK7uQWEy/LP0OR3Qycoso/sSviW57DaOhEnevAQRGzMB2JCJNYsU/QRAEQRAEQXi3uuBA1ZEjR4jFYgwbNgzHcTh27BiLFy9mxYoVF9y5n/3sZzzwwANEo1FGjBjBBz/4wQs+Z0/kdrswTIv/vHUMgFEDcrlp9gAmDCvAIV1MPJE06ZWrMn10b26ZN5jNe6t59o2DbN5Xw+ubT3D3jaOYW1bMrsOn60LFkybx5OmAyOgBuew6VMfRyo7TGG0HogmDaDtZPy+uKWf2+CJuvXowDz+7g2un9iPo1zAMkxPV0ZYsra6aU1ZMQbaP+36zkh0HT7etqIvxgz+v56Evz+WWeYNZt/MN/vbibjKDbuaVLaBh1VIyp99MLK7jdrvweFRisRSOA41NCbxeDU//cS1TjHTdINqUwDDaBlEuNo/HhepSqXjq562yuszGKqqW/oyiu3+OL7PwigxUud0qqkulculPiB/Y2LLdbKohcXgbgSGTqXr6JySP7jq9r6GSqqd/QtHHHsQXzGsVqFIUGa/XhcetIskyRrgWOxFBUjU8oTx8Pj9GyiCpmySTl+9+eDwuJFmm8vHvYdSdXozAqDlKxWPfpeRTv8Hn8xIOX5nBlaamJF6vjbdoGN5+owBIpQyamhKX5X2maWrLPZU0H6GJi5AkKT3dW5aRbAe/300ikboig3+CIAiCIAiCIHSvCw5UPfDAAyxevJiXX36Z973vfSxfvpz58+ef9/mWLFnCkiVLABg6dCj/+Mc/LrSLPZ6iSFQ3JIgnTd47dyB3XT+iZcrdsrXl1DaefkDODnmYP6UvC6f04zsfn8ajy/bw+Mt7qaiLMbAos5OrpKc3Ha4Id3pMZ8pPNgFQkO1j0ohCPrp4JLpuIMkyh07tOxfTR/fmSEW4VZCqmWk5vLTmCHcvHkleppeaxgTPrzrM/Ml9yb/p8/hKR/Pbp7dyy7zBBDyn3+aOk84yicdBkiScS1xgSNNUUvUVrYJULWyL8KZl5C64G1m+NNld58LtVjGaaoi3U+PLP2QyqeqjrYJULSyTyOaXybn6rpbXpWkKwaA7vW/rcsIbXyJVVd7SRNI8BEbOImPCdQTzinG5DCKRyxMIcmsyicPbWgWpmjmpBJFtK8iYfMNl6FnXJRIpEol09hpw2epq+f1ufD6N6oY4L7yyl1fWHyWhp+vdxRIGeVlerp3aj/mT+5KR6SPWw6eMCoIgCIIgCIJw7i44UCVJEvfccw8NDQ3079+fG264gfe+970Xo29CCwk9ZbUEqV7ffJxfPr65ZWW9M9WHkzz+8l7+sXwfn75lLHcsGIoE6IbF0L5Z3HbNYJ578xCxdjJUZEkidQFZRbqR7k9JQZD775qEaVpEIkkyMnzndV6vW6WukyyVulMF8L2ninrXNqb/7SsdzT/+s58XVpdz46wBBL3tv80vdZAK0oECK1zb4X4zUnfquFPV6a8gkiRhhetor1+y29vS9/aY4dOvy+WSCYU8pKqOUPnE97CijW2Od1JJIpteJrLpZUITF5FzzYeRJM9lyVqSJAmrk9dmReqQJAlJunwBoK66nP0LBNx4vRr/fP0Af3puZ6sVS41TKxNW1sX507938fgr+/jqnROYMKwAQASrBEEQBEEQBOFd5IIDVX6/H4CSkhL2799PWVlZl4uoC13jOA7ZIXdLkOrnj2486wOnaTn8z+ObcRy4fcFQahvi1DUluWPhMG6ZN5jXNh5j5daThGMpFFmid14A23Hwe13n3c+AL922d16AZPJ0BoxznuetqItSNrQATZVJtROUGzkgl5RhUXsqYDWyfw4AL60p5y/PpzN7Al7XFZWZZNsO7l4DkVxuHENvs99bPBzHtrHt7p3ypGkqiiLjOOl6WF25R5Zl4y4sRXL7cPTWq8SZ9ZV4B4xDUjUcs+2qiZ6S9OtyHIdQ0EOq5jgn//6NNudpT3jD8ziWQd61H8fnsy/ZqozNLMvBUzKclqUt38ZTMhzbsq74INXl5HareL0az6w4wCPP7Tzr8Qnd5HuPrOMbd09h3OA8DMMSxdWFTimKjKYpABiGjWl2/1RuQRAEQRAEoXtccERp9OjRfP7zn2fKlCk88sgj/OhHP0JVLzj+JZzBNC0yAm4aIkl+eSr41FW/fmoL1Q1xsjO9vLSmnM//YgWrtp3kqgklfPfj0/jlF+fwi8/P5st3lCFLEhOHFaDI0nn1c9LwdPZDLKa3mqZl2w5jBuXhOfUQ0VXL1h4h6NO4Zd7gNvtKCoNcNaGYlVtPEk+mpw69f8EQahsT/PbprQAMKs4kI+C+ourcJBIGsttL5vSb2+xz5fQhOO4a9FT3BT00TSU7y0tGhpdAwE0w6CE720cg4D5r22TSQHa5yZp5a5t9sQObULwBMqe9p80+V14JwTFXoacsPB4XsqJQvfRnXQpSNYtsepnY3nV4PZf+syWpm7iyCgmOu7rNPk/xcHyDJpLUr7yaYlcSj8dFeUWYP/377EGqZpbt8JO/biBlWHi9Wjf2TujJmhc7yM72Ewh4CAQ8ZGX5yMzwoCjiSzNBEARBEISeSPnWt771rQs5wcyZM+nVqxfDhg2juLiYo0eP8qUvfYmsrKyL1MXuZ1k2+hX8oOk44PW6ePaNQ2zZV3PObd0uhbGD81m/q5I1OypZs72Cf69Mn+tIVYQ9h+t5a3cVjdEkw0tzOHyyiWPV0XPu5+duG0fIp7WZnmXbNsGAh5qGOAeOd71WVXVDgsIcPzfM7E9p7wySukkooLFgSj8+c8tYLNvhH8v3M2pgLl+4bRxF+UEOHm9k+ami8x+4dij9CkNEo5evyLXLpeDzaXg8LtxuV0sWU6B0BFphfxwjiewNEhp3NbmLPgGKRiSid0ugStMUQiEvqcpD1Dz/G2pf/APR7a+DJBHoOxRFkdpdla+ZbTsoikyg3zDcvQdiG0lkT4DgmKvInvU+JMWFt99ItPx+2EYCxRsiNP4a8q67F0d2EYnoBPwaySM7CK9/7pz7b8XDhMZchWXZXc6u8fvTAbgLycKyLBtVlQkNm4yaWYBj6KjBbEKTridnwUewbYhE22bHCWmqKhMIePj7S7vPafwDGKZNTqaXof2ySSYvbSbdO9nFGBdXAkmCzAwvChb1//k7Nc89ROOqpRj1FXhLhuEN+NDPWJlWEDrzThkXgnAxiXEhCG2JcdF1Ho/rvL84vCg1qsaOHQvAnDlzmDNnzoWeUngbt1vFcWDZ2vLzav/KuqPcvmAoN8zoz7NvHAIgljTZeqCWrQdO10tSZZg5tg+LZw9gzY6Kc/rP/cgBOelgUju1ZEzTJpUyuWFWf17dcBTT6vqJn1mxn6smFDNucB5TR/UC0lMJHSf9TfoDH5kMQLLqCNGdmxg9chb9eoVoiurMHldEKnXpH1IkScLrdeH1qMhK2yyy9NQ+B++A8S0rDzZPwYs2JbttqqLfp2HUHqPi799omZ5n1J2gbtnD2MkoWTNuIR43Og0COY6DY1u4ew+mcGBZy/b4wS1EdrxBweLP4h00Af/QyW1el6rKKKpK+K0Xz6v/yfLtpOpO4gnmXfLAcjicxO938I+YSXD0HAAcx0bXLaLRpHgQ7oTXq5FImqzYdPy82r+4upzrppXi8bhItLPaqPDu1byK6sm/fYfk0dPZepGty0ke203RPQ/i9WrEYiKQLAiCIAiC0JOIOXo9gKLIVDfEW63udy4aozrHq6P06xXijgVDeXTZnnaPM21YueUkcycU89EbRvLwv3Z06fwF2T7+64MTsSy7w5XZEgmDkoIQn75lLL98omvTFzODbu7/8GQaIzpf+J8VXFVWzO0Lh7FpdxUPPr6JRdP7M2dcb/oUhJC9QcKbXsY3dCrzJ/dleGk2iiIRjVzaB1tVVcgIuZEVhcSRHYTfepHE4W3YqSSSS8PdexChsoXpAJWczq5KJAwSiVS31tJSVRnVpVK99l/t1pBqWvccGVNuwuNxdfpQ59YUojtXUvP8b/D0GYzkcmPUnsBsqgYgWbYApaA/4Uj6HJZlt7yu5mh6uysDdlHy6E78o+aed/sLEYvpxOPpnzGkA7CXoyB/TyPLEruPNKB3kq3XmfKKMPGkIaZxCW14NIXk8b2tglTNjPqTRHevxj9sOrHYZeicIAiCIAiCcN5EoKoHkCSJ2AWuehVPGtiOw23zh+DzqPz1xd3tPjj+4rFN9O0VYvHsAXjcCv/7r50kOsleGdYvm6/fNYmATyMSTnR4XCplEovpzJtYgkdTeOiprcQ6yY4o7R3i63dNIjPg5oHfrWLC0AJuXzCUZMrkwcc2EUkYPP7KXh5/ZS9D+2Vx350TKLj161ixJuaWFeH3ugiHE5e0ALPLpZAR8mA2VnHy6Z+Sqj7Sar+TSpIs306yfDtKMJu8xZ/H13cEPp+GbTskEt2XPiqfqjv29j41s5MxrEg9sje78/MoSvocltluwClVXY6/cABGO6s8plcyBDvV8fvkbGw9gXQZF2twHNp9bULnOvsM6Wp7v1v8uhJak2WJVFV5h/tT1UcIjpx16TokCIIgCIIgXBTif/49gOM4+NznvxofgM+tIksS/3rjIDfOGsBVE4pZvuEYL60t52RNFNsBn0dl2uje2KeyRBZM6cescUUs33CUl9aUc6wqgu2A160yZWQhi6aXMqRvdjqTKpw46wN8PJ7CcRymj+nDxOGFrNh0nBdXl3P4ZBOW7eB2KUwYVsB10/sxemAeTVGd5RuO8pU7J1KQ7ePwySb6Fob42HtG8Yv/29Ry3j3lDXzpoTf52WdmkhnMxidJNDWdvT8XkyxLhIJujIZKTv7l69iJSKfHW5F6Kh/7DgW3/Be+0jEEAm4sKz1Fsjs0ZzVpucWkKg+12S+5fSjBLIxU5xlCtm2h5RZ3uN+VW9JhllHzdlnzYCfPL8VB1jw43bwionDxebQL+1Xj0VSRvSa0YTsOrryOP4+03GJsWwSWBUEQBEEQehoRqOoBLMsmP9tHdshDffjcp/+F/Bp98oMArNp2klXbTnLd9FKum17K4tkDADAtG/XU1JrmoEZVfQyXKnPd9FKun9G/pS/NU3Cai1o3NsboauwgkTAwTZvMTB9zy4qZP7lvm+tbp2o4ZQTcLJrRn637a3jkuR2s3VHJBxYO5ZZ5g3ls2V4q6k4HO2obk3zvTxt48AuzSSRSlzzrxevVkCSofPx7Zw1StbBMqpf+jD4ffwjLHcTrdXVboMo0bUzDJGPKjUR3rwKr9XUyJl6HrGrokc4DSLpu4R8xg4aVT2E2VrXa5y4agrdkWIfF65uz2zzFw4jvf+u8XoenZDhWN06RFC4+23YYVJyJ26Wgn8e4LC4I4ve6LuuiCMKVKanbBEqG4+4zBP3E3lb71MwCAsOnk9RFoEoQBEEQBKGnueBV/94JrvRV/yzLxu93E9dNdhysO+f2i2aUUja0gFjSwO9Jrx64elsFm/dVk9BNDMumIMtHNJZi2doj/OWFXRw41sig4ixyM3388ZltuDWVgmwfJ2ujVNbFsW0Hn9dFIp5CkiQkSe5yxoPXqyErMp/+6WvUNSapbUxQURfjSEWYgyca2birip2H61i7o5I/Prudf75+kGNVURwHjlVFuWFmf2zHYfPbVkCsDycZPTCX/Cxfu0Xd26OqMoqS/iPL0nnXiQoF3cT3riOy5ZVza2iZyG4PoQFjUBSZVMrstlpVtg3+nDw8JSMwG6sww3WoGblkzriFrBk3k0ymSCY7HweWZePxaARHzUZ2+7BiTTiWSWjsVeTf8GksRyLaQY0ry3LwuBVUX4jojjfOuf+ekuFkTr2JWCx1SVf96w6KIre89y7kfdcTOI5DKOihoi7GoRPntuofwG3zhzCoKJNIRBTEvliu1HFxrizLQtMUgsOn46TipOorkCSJwLBp5L/nC0iat9tWURXeed4p40IQLiYxLgShre4cFxfr2fRKcVlX/RO6n2076LrJdVP78Y/l+85p1TxZllg0rZRtB2o4fCKczqQ6XMfs8UUML81pdazH4yIj4Ma2HZ5fdZjlG47yg09M533XDOFoZQTLdig6lZll2TayJBEIeFr1M5UySSRSmGbHgQTNrXLwWAOfu20cw/q1rolkmBYrt57khdWH2VPe0KZtfTjJ2u0VXD2phL+9uBvjbdd5ftVhRg7IRdMUUh0Ub5ZlCY/HhdutthTGPvP6Kd0kmTS6/MHgdqdX9wtvfKlLx79dZPOrZM64BduR8Hq1DgvSX6hUyiQcThDoM4Ted363ZXu6oHuKaLTjQICqyni9Gpqmputd+UJkzbiZrBk3Y9sOsixhpAzC4c5XwEvqFv4B41CzemE2VJxT/0MTrsW2rCs6qNwZSUqPMY9bRXW1/ui1LYukbpFMprDOYXz3BIZhkTIsrp9eyqvrj55TW69b5eqJJadW73xn3RfhwjkONDUlCQXd5C68h9yF97TsMw2Txm5cRVUQBEEQBOFiaH429bgVFLX1M4JlmqeeEbr+bPpOIQJVPUQikSIr08enbxnL/zy+ucvtPv6eUeRn+zhaFWH3kXqun1HKJ947hpM1UR55bgcHjzehpyz8Xhfjh+Yzb2IJs8cXseNgLT/66wYeXbaHb31sKlkhD0cqwxRk+/BoKhW1MV5YXU75yTApwyLgczFxeCHzJhSTleVH1w0ikbZBC7dbQZIkBvfN5kRNlIef3cGhE02kjHQfJgwr4KoJxcwtK2bbgRp+/Ne3CMdaR6vX7qxkxtg+jCjNYcv+1llV63ZWAumV2doLVPl8Gj6fhgNs3F3FfzYeo64xiSRBXqaXeRNLGDckH69PIxFPdSlSrqoKtp5od+WprrCiDegnDpDK6odXU87e4ALouomum7jdKoqSzoLT9Y6zuCRJIhj04HarJJImz686zFu7q4glDDSXwoCiDK6bVkqvXD+SrCDLcqc1YZJJA69XpWDJlzj51wdwjK4F5QKj5xIYNo14vGdm1bjdKsGAG0mWSR7fS8OWVzHqK3FsC8WfQWD4dPzDpuLzBc4aNOyJ9GSKAUWZ3LFwKI++1P6qo28nS/Cl28fj0RQaG+Pd3EOhp7Jth8amJKqawuVSkaR0cFQseiAIgiAIwpXO69Xw+11Ikkz80BYi217DbKoFHNRgDoFRs/ENLMPn00gkUsRi757sRskRX1OTSpk0NZ3/SmSXit/vxufTeHX9Uf7fP7Z0mlklyxIff88orptW2rLNtGyqG+L8buk2tuyraTfzxa0pzJtQzEduHEldU4IHfreaRx6YT3VDnKygh5M1UX7/zHa2H6xt97pet8r8ySXcdf0IbNsm3JRsyYTQNIVg0EtlXYzfLt3G1v3t98GjKVw9qYQPXz+CmsYE//X/VtJ4xrSfsqH5fOtjUwnHdL7265Ucr462av/0j67HNCxib5uCFgi48Xo1lm84ymMv76Wqvv2H3165fu68dhgzx/bpUtAgGPSg6E0c+/XHOz2uMwW33ofVayRet+uKeSiXJImMDC9I8MhzO3l1/VGS7QT/JAnGDMrjE0tGU5jjJxJJdJjNBun3QSjkRT+5n8onf4gdD3faj+C4a8hdeA+GYdF0jjXa8vLSGYA1NV2sG9YNvF6NQMBN/PA26pf/pcNVyhR/JhlTbiRzymJ0PZ2d9k7SPP6efHUff39pd6eZd26XwpfuGM/UUb2JRJJdnsordM2VMC4E4UojxoUgtCXGhSC0dbHGRfOzfXTXKupXPNbhbBM1I4+smbcSHHNVj/tCOyPDi3aeiyqJGlVc+TWqIB008Pk1DMNmcN8s5k0oxu1SOVETbRU8CPk1rp9RyhffP55xQ/KJJw1kWcKxHY5XR/mv/7eSIxUdDyrLcth/rJGt+2q4dlopE4cXkBlwo7kUDp5o5IHfruJ4TbTD9qZls/dIA7sO1TN3QgluTUHXTVRVJhjyUn4yzH2/WcnRyo77YFoO+442suNgLddNK2Xc4Dz+s/FYS9ZP38IQs8b1QTcsZozpw4pNx1uKNEsS3L5gaJtv1NOZVG4ee3kPf3x2B7FExw++0bjBqm0n8XlURg3Mw3GczqcyagqKZNO09tkOjzmb4Jh5WP4cVFVBv0IeyjMyvDhIPPC71azeVtFpYLSyLs7rm44zfmgB+dl+Uimrw6lalpW+n/6cfDLKFqIEMjEbq1sVoZdUjcDIWeRe9wkyxs8/NW3x3AM3l7u2gtutEgx6iO5cSdXTP8WKnjGdVVaRFBVOZaA5RpLE4a2YkXpCwya31Cx7p0ilLGRZYuyQfGaNK0KSJE5UR1pN383N9PCeOQP50h1lDCjKJBbTRZCqG1zucSEIVyIxLgShLTEuBKGtizEuvF4Xfr+bpnXPUfvCb7GTHT9f23qc+L4NAAQHjgHoMZnjokbVu4DP50KRZb7y0OtkBtzcNHsgd143jNvmD+F4dYSEbuJ1qxTlB3CpCtsO1PCHZ3dQWRfjoS/NJa4bfPMPa9pMo+vI3qMN/OzRt/jGR6dg2w6ReIrv/u86Ymcptt1s+8FafvnEZr58Rxlut4rbrRKNG3zr4bVE4l178Nx1uJ4HH9vEfXdNYvb4opb6Nn0L01Hsnz+6kW/ePZUbZvZvmU7UJy/QpvCcJKVrP7321jH+b9nethfqwCPP7aQwx8/E4QUkk0aHGSC27aB4gyj+DKzYuReLRpJRc4pAVbq9Do+mKXi9LjTNBaTruCSSZptggMfjQtNUfvDn9ewur+/SuSNxg2/9cQ2//spc/H6t08BSKmXS0Gjj82mEyq4lY+IiUvUV2PEwkkvDlVmA7PZhGmaPzqjx+1wkT+6n+rmHWgJS3gHjyZx8A97S0QCk6k4Q3riM8MZlYJtEtryKmplP1vT3Eo93vXB8V2iaiternvHzN0gkrUt2f6NRHcOwyMvwcM9No/jQouFU1ERJ6BZ+r0pRfhBJOp3l2lN+CQuCIAiCIAhCV0hSOokitm8Dda/+pcvtGt58Mr2q8ahZ74qaVSJQ1UNomot1Oys5eDwdCNm4p5qi/ADXTCqhd14Ar1slHIuzdX8NL687yrGqdHZKbqYHSYIX15RT30HgwOtWURWJWPJ0rSKPprD3SAOHTjTRr1eIf6881OUgV7M3Nh/nAwuHkh1043IpLH19b6spfB1xqTLZIQ+mZbF2RwVHKsIsmpYuxCxLsHBqX2zHwVWMtMoAACAASURBVHHgrd1VLJjclyde2YtpOSyc2q+l+HzL6/O6kGWJx17pepAK0oV6H395L1NG9sLjcZHoIAtL1w38fjfBMfNoXL30nK4B4BtUhhbKRoNuK6QO6Q9Ev9+N0VhNw/o3cAwd35BJBHsPQtOUVoElt1vlSEWYNdvPreB5Q0TnhdXlvO/qwWddqcKybCKRJFEpXUDQ5c9FDuThOKDbNnpjvEcHKjRNRVFValY9DVb6/ZgxZTE58z6I0VRDw6qncVIJfAMnkDv/I/gGjKPyyR+BbdK09lkyJt+A1+u6aOm9rX/+r+OYBr7Bkwj2HojmUgh343vvTM110lRVxuNx0SvHjySdLur/bvjFKwiCIAiCILw7eTwuZFmm4c0ngLf/n1dC9vgACVuPg9P6C+uGlf8gOHoOHo/rHZ/pKAJVPUB6dTqZF1YfbrX9eHWUP/17V6dtF0zphwO8tKa81fah/bK4blop00b3xu06XcC7rimB3+vCc8ZcUst2yMv04nWrJM5hiqTjwL9XHuLuxaOwbIdla490eGxGQOMDC4cxZ1xvPB7t9Dlsi2jCJOh3M7RfNiG/Rm6mD9vQ+eCi4fz9xd1862NTmTqqN+t3VXLNpLYrhGlulc17q6mojXW5780Onmhi75F6+vfO6DBQZVkOKd0gVLaQxjX/bPOBcjbB8QvRdQNVVbots0VVZfx+N5Ftr1Hz79+09LFx9VJCZQvJXfgxvF6LRMJAVWU0TeXfqw6f5aztW7a2nFvnDcbrdXWp4F9zgCJx5ZeJOydej4oZriO+fyMAWmEpOfM+SHTnSqr/9auWDKvG1c8QHDuPvEWfJHPKDTSufgY7GSO64w0Co68iFtM7refUFaqqpH/+W/9DzfO/Pf3zX/U0oYmLyJ3/Ebym1eF7vDuYpt2j5tgLgiAIgiAIwoXyuFWSJ/aTqmx+1pLw9h9DqGwhvgHj0qVBSD8HJw5vI7zxJeIHNoFjYzZUED+0BU/JSOJXRlnjbiMCVT2Apqk0RXW2vm2Fu64YOziP3YfrqG5IRwEGFmXymVvH0r9PBrGEwfINR6mojWHZDpkBN7PG9cGjqcSTBhv3VHG0MsLkEb24dlopc8qKee7NQzz60m66mvCwYtNx7l48isq6GHVNbTM2XKrMV++cwOThBUiyTKJ8B/Xl27D1OJLLg6fPIAKDJuI4Dj/85DRi8RSppjr08u30HT6dTXurCcd0xgzKZfTAXHweFw0NpwNSiiLjUhVe23j8nO9ds9c2HmdI3+xOM4QSSZOMjByyZt1Kw+uPd/nc/uEz8A8Yi2073Tr9yuvVsPUEtS893CaQFt74Ev4RM/AUDiKRMFoK3r2+6fzuWW1jkh0HaxnaN+uC+92TuTSVpo1vtNzvUNlC7FSSmhd/3xKkahbZshz/sOmExi+gcc2z4NhEd7xJaOzVqKpywZllXq8LKxmn9qU/tv35b3iewPAZeAr6X9JAlSAIgiAIgiC8m8iyhOpSadzxOgDe/mPJXXA3ruxemNFGwm+9iBmuxXFOrfo3cgaFt96H0VRD/St/JrZ3LdEdb+DrPxZFkS9qiZArjQhU9QCSBI2R88uqCPk0Dp5ITxccPySf+z40kXAsxUNPbuGNzcfbrOL295d2M2ZQHjdfNYiZY4tY+tp+vvA/rzOoOJPFswZw69WDKcoP8NO/v9Vpce1mTdEUlu20KpjczOtW+cXnZlJUEKJp40uEN7yAUXeidXtACeYQGj+fzCmLCfndRHdtwIzWoyoKjpO+NyMH5NInL0AsprcqfC5JEgCNFzCtqeHUlLj0udp/zamUSSKRImvGLTiGTuPqZ856Xv/QqeTd8Bksy8KyHOLx7ssuURWI79+MY7R/H+J71pJTPAxJkpAkCT1lnlP23NvVR5LpN+67lCSl3y9WrLFlm6f3IBLl23H09r/+iO1dh+/ae1ACmViR+pbC67J84fdRVSCxbxOO2X6GW2zPGnKKBp+agnfBlxMEQRAEQRAE4W2an02taAOB0XPJW/QJjNrjVD3zC2J71oHd+vmrfsWj+AZNIGv6Egpu/gq1y/4Xoy6dTCDLElbPrZJyViJQ1UOc7zO/c6rtwKJM7rtrIidrYnzzD2to7GDKjePAln01bNtfwz3vGc2SuYMIx1I8/doBfvboRvYdbeBjN43iUzeP5ZdPbO5Sv9N9b/30q8gS3793Gn3yAlQt/Tmx3as7PIcVqaPh9ceIH9xMr9seIDB8Bokj21vOqMgyffICxOOpdubqnjrqAp71pS7e/GhUR5Iksud+AE/fUYQ3PE/84OY2GSzuPkMIlS0gOGo2jm1jmulaTd0dIJDUToa70rwv3YmuvuYOr/UuDlK1dvo+OI7dksrb7pHN+5rfLxf5Hnbp2oIgCIIgCIIgdCut10Ayp9xIonw7Vf/4aYfJBNgW8b3rSBzcTP5Nnyd3wUdpOFUT+Z3+5bJ4OukBbNshJ8OLIktY51hk2O9x0Ts3wLfvmUI0bvDNP3YcpGp1TQd+/8w2Qn6NO68bzptbTlDdkOBfbx4i6NO4bf4QVmw6ftbpiLkZXmRJalXzCmDexGIGlWRR8/xvOg1SnUk/vofKp35Er9u/ibffKAzDQlUksjM8pFImsVjb19Vcq6ogy9ela7QnP9vb6lydiUSSmKaFr+9IfP3HYBspHFPHTumYjZXIniDugr44to3tpIu+X4waRGdjmA6+/uOQvUHsRKTN/sDIWRiGieOk32+aSyEjoNEUPb8ifQVZPhRZIjPDQ8qwz1og2+VS8HhcqEr6Qzdl2CQSRrevgthdHAcc20bNzGvZlizfQWjCwnTGVLSxTZvAyJmkao617FMz0m0vRmFxw3TwDhyP7Am0u/xtYOQsjFTHK1sKgiAIgiAIgnBhmv9fn1G2gFT1Ear+8RMc4+zP5o6ZouqZX9Dr9m+SMXFRets51kXuaeTL3QHh7FIpE7/XxeSRhefUTpYlAl6Vvr2ChPxunnh1X5dW3WvmOPCn53YC6aLszZ5cvo+mqM6i6aVnPcfVk0pwHIfCHD998gIt22+eO5BUzTEiW5Z3/QUBySM7iO9bDw7UhXWmjOqF1612uOqBZTkYhsU1k/ue03XONH9yX1Ips8sBg2TSxLLTHxxmUzWJw9txzBTeviPR8oqwbQfHcWhqjBONdn+QCkjXHlJU8t/zRWSP//QOWSV73odw5/dtqU+USqVTTq+eWHJe1yrKDzC0XzZW3XHMk3vw+TSyMr24zijaf6Zg0E1mpg/VipM88BZm1QH8fjfZWV5Uted+ROkpi8DI2UiKC4CmjcsAyL/pi8je02MBWSFrzh14eg+iacPzLZuDY+ZhW9ZFWfkwkTCQFBf57/kCsvuMoK2sknPNh9Hyikkkz3+qpyAIgiAIgiAInXMcB9M0kd0+6l97tEtBqhaWSf1//obscreUjnknExlVPUAqlX5YXTStlNXbKrrcbsmcgUinsrD0lMGKjcfO+do1jQnW76xk/uS+PPbyXkzLxjBtXl53hJuvGsQvvzib9buqWLa2nNrG1imLiixx7dR+WPEIsi/ItVP78fC/djC4JIteeUFqXnzsnPsDEN64DP/QKQR9Lq6f3h/D6PxhXtcNBpdkMaBPRku9rq4aOSCHovwg4XDXl6QLBd0okkPlkz8kvv+tlu2+IZPJv+nz6BX7cGX3Jhj009BwaZa6s6z09MJgv1GUfPZh4vvWYxs6vkETUP0ZxOMp9FM1qSzLRtdNrptWyjMrDnS5cH6za6f2wzZNTj76Tex4GDWzgMJb7yOU3Zv6hkSrLCmfT8Pj0ah//fF0Xa9T87JdecUUvu9+QsFsGhrjPTLTJ5k08GQG8A+bRnTH65gNFVT/6yHyb/wsJZ/5A/H9G7FTcXwDxqEGcwhvfoXI5lcAUAJZ+IdMIpG8WBPPHXAcvKVjKPnsH4nvfwvH1PEOGI8aSBe974n3WBAEQRAEQRB6FAeMxmoSh7aec1P9xD70qnLUnKJu6NiVpeemK7zL6LrJ6EF5lA3N73KbJXMHpiOtDryx+USbwuld9fK6I2QG3Yzon9NqmyRJ9C0Mceu8wTx8/3y+ftckSgqCLcfcOKs/WSEPqj9ENG4wf0pfivIDzBjTG8cyiZ5a7eBcJcq3YzRWE/Cl+6Trna9UlkwaWLbNhxYNP6fC1Koi88Frh2GeCtx0haLIaG4XDSseaxWkAojvXUfjm0/hLR5GwxtPoKpqywp7l4KumzQ0xNFN8A6Zgn/kbCzVR1NTvM20yWTSID/bx8JpZ8+aO1NRfoD5k0uI7VmNHQ8DYDZWUfX0T5EVBa/X1ep4j1shtv8tGlc+1ap4oFFzjOp/PoiiKrjdrdv0FIZhYRommTNvacliiu1axfH//TLR7a/j7jMI38AyUlVHqHzyh9S+8LuWttlzbkeSFRKJ85t6+XYejwaOTcX/fZvY7lV4iobg7T8O/eQBKh77HkZDJV6v+N5CEARBEARBELqLJKVX/YtseZWOFuk6m8jmV1BUFUV5Z9cEFk8mPUQikULTFP7rQxP55h/WsOtwfafHZwbc+D0uXlh1mOtn9qeiLnbe16481TYjoLVsq6qPYzsOcd0k4HVRURNlRP8cfvKZmfzgL+vJCXn58PUjqKiN8f0/rSOhm/zsc7P41t1TOFYVwYqHcVLnuxKfg9lQiZqRh2naLVPWOjzagXgsxbgh+Xz21rH86sktZ53GpyoyX76jjGGlOeeUTdUceIpsX9Hu/si218ieeweS6sJKRNA0d8tUu0vBsmyiXahRlkqZ6LrBx28aRTims3LLybO26ZXj5zv3TEExYlSv+L9W+4y6EySP78OV379lm6rKKKpKdNtr7Z5PP74Xo6ESzZdDMtn5z/hKFY2lyMgsoODW+6h88oc4ehyj5hi1L/6+wzZZc24nOOYqYjH9otSnAtBcMvGDm0iWbydZvr3N/si2FWTPvg04/9UxBUEQBEEQBEHoWHPShFHf9VlSb2c0VAKdr0j/TiAyqnqQSCSJLEl8797p3Hr1YDID7naPC/k1vnD7eGRZ4tW3jgIXVpC5ef6rIp9+u6SLRTu8vPYIq7dX0Cc/yPaDtdQ0Jvj2x6byxdvHs+9oA5/+6X84UhmhuiHBtx9ei9ejMnpQHo59YVOa0u2dLmecJJMGsZjOvIklfPfjUxk5IKfd4yQJxg3O44efnM70Mb2JRpNdzqZqbg/g6O0Ht+xTwTlJVrAN/YpeHS8cTmKYFl+7cyJ33ziSguz2C9J73SoLp/bj55+fRZZPpuqJ72M2tS2yb6fiSK0+TKVT2zsOjqT3Xbn36GwMwyIS1fEUD6XPh36Ab8hkkNr/2NV6DaDgvV8ha/p7SSTaW8Hy/Ek42B28J4GWoPEV/HYUBEEQBEEQhHcG+/wLoTc/R1/Jz5EXg8io6kFs2yHcFCcQ9HDntcN4//whrNp6kh2H6kjoJl5NYVhpDrPG9kGSJbYfrOXQiSYs2yGjg6BWV2QE05lU0TOCQgGvC0WRaYql+OuLu/nGRyczbVQvfviXDdx940iCfo2v/3YVKfP0IDx4vImv/OpNfvKZmQS9wfQD+3muVqD4M5EkGdt28HhcuFwKjuOQSlkdZijF4yls22Z4aQ4//OQMjldHWL7hGPXhJJIEORlerp5YQq9cP6ZpEw4nzilIBWCa6Q8O36AyYnvWttnvHzQBADsZwxXKRY9e2Rks4aYEgYCbG2b154ZZ/dm0p5oNu6uIJQzcLoX+fTK4akIxXreKZdkkD20jVXmozXlkjx9PyQh043SgyrIsHNvGN7CMxKEtbdqooTy0vBLiZ8mYu9LperoQfzCrF4U3fxUz0kBk63LMxiocy0Lxh/APn4Gn90Bs2yIa1S/alL9mhgW+AeNAUcFq+572DZqAZZqiTpUgCIIgCIIgdJPmWr2yP+O8z6GcanuxZl5cqUSgqodxHIiEk8QVHY9HY8aY3swef7qYmmXZpFImLk3laGUEx4Fdh+qYMaY3f3th1zkXxgaYNbYIw7TYe6Th9LZxfQDYeagO23b45eOb+dN/z+eWeYP4/T+3898fmUzZ0ALWbG+d1niyNsZvnt7KfR+ahHfAWBIHNp1zf1w5fXAXluLYNqGQB1mWMaMNSKqGN8OPaZiEIzqW1TYIlkyaJJMmbrdKfqaXDy0a3mq/njLPK0DVLJWyME2T7KvuJHl8D1a0sWWfEswma/b7SdWdJDBqNo5t94gpbdGoTjyewuNxMXZQLhOGFbTss22HVMqkoSGG2+3CN2A83oHjW/9cJZmc+R9FVl0kwqenoDpOemW84LhriO5ahX58z+k2ikrOwrtBknrEPTobw7Cob0igaQoeT4CsGTe32m8aJpFIEl03uiVYlC7sHiJn7geoe/XPrfYFRs3G229kl6aECoIgCIIgCIJwfmzbwTRMAsOnE9m07LzOERg+A8s0233WfScRgaoeyrIcYjGdWExHliVyctLL3dfXpwMB2TkqxqnsnlXbTnDvkjF8+56pRBMG8aTJsaoIx6oijB2cR0bAjarIROMpdh6uZ9XWk5in3vgeTeGqCcWs3HqScOx0lsd100rZf6yRfUfTwauGiM6a7RVMHdWLPYdqqa6Pc920UhoiSaaP7t3qGnvK64kndDLKrj2vQFVo/HwcxwZJInViH7XL/kiq8jBIMr6B48ld9EkyQn4aGhMdPvTruomum0jS6bRJx3EuSpAgEtHJyMij6OMPEd26nFTtMbS8EoKj54LqwtYTuLJ7EYkke0wGi207xOPp6WiSJCHL6UDTmZF8y9JxqRKFt9xHfP9bxA9uQvb4CY65Ci2nD7FY2+BhNKqTmeGh953fIbZ7DYny7Sj+DIJjr8aVmU8kknxHfVuQzvizkKQkkiQhSenMX6eb3wiGYRGPp8iYfAOeviOJbn8d20zhHzwJ34CxpHTjomdxCYIgCIIgCILQWlK3CPQdgSu3GKP22Dm1VUN5+AaW9fgZJ10hOd39hNQDpFImTU1dL5h9JcrLS6+2V1MTASAr28/2A7WYlk3Z0HQGTEMkSTxpkhV04/O4kGUJ3bBoCCcxLYeMgEbQp9EY0Xll/RGee/MQV00o5q7rR/CVh95gT3k6KDV5RCEPfGQyv3xiM6+uP9rSh1EDcvnBJ6fzzIoDROMGd143DADdsKhvSmLZDiG/RsivkUyZuF0KJx75artTxTqiBLMp/vgvW1ZRO/7IV0lVHGx1jLvXAPp85CdEo8mzFlrvLooi4/NpuN0KkiTjODbSqdpEKd0gnjAwjAur03UlkiTw+TQ8bhVZUQAwUgbxhNnhlExJkk61UVrapFIGiYRB6jxXqmz29nHxbufxqHg9LlRX+jsKyzRJ6tZFrYclXPnEuBCEtsS4EIS2xLgQhLYudFxIkkROto/orpXUPPvLc2qbs/BjhMYvoL4+1iO+zM/I8J73Kvcio+odSpYkxg3Jpz6c5MlX9/HS2nISusl/fWgixQVBDp1o4vlVh3lj83GSqeaCbDBmUB7XTStlydxBLJjSj4DXxdodFS1BqoFFmXzx9vEcOtHEG5uOt7rmoZNNAPTK8bHsQDqA9dTyfTz56r5W1xg9MI8bZ/Zn4rA8Ct93Pyf/8nXMxqqzvyZvgML33Y/k8hA/sgtf3+EonkCb4/SKgyRP7MOdV3rZAlWWZROJJIlE0qs72LaDLEsXLWvrSuU4EIuliMVSp17v2bOFHKc5O5B3xT26nJqnvp7O5hI3WhAEQRAEQRAuFcdxiCcMgiNnYdSdoHHlP7rULjThOjLKFp6qu/zO/z+8CFS9A/n9GrIssWxtOb9bug3TctBUme/eO43BJVltMqGaOQ5s2VfDln019C0M8u17pmLbKo+/shdVkZg1roh7l4wmHNX59sNrWxVKh3S9IQC3prb8fdPe6pYgVfM1tu6vYev+GiaPLOTrH5pAnw//mJp//5r4gU0dFld3Fw0l7/pP4couRK8qp/4/f8H34R8judovEm82VqPml57X/bvYmj9I3g0fKGc6n9f7brtHl4sIBgqCIAiCIAjC5RGPp7/Uz579ftRgNg1vPIEVa2r3WNkbJHPaEjKn3Ih+aiX7dwMRqHqH0TQVn8/Ni6sP85unt7Vs/+jikQwvzeFHf9nAqm0nz3qeI5URvvLQm/z8s7P47senYZo2WSEP+4428N1H1tEYaTtAAl4XANGEgf/U3+PJjouSr9tRyf2/XcP3751K4a33YTbV0LTxJRKHt2HrCWTNg7vPIEJlC3Hn98WxbRKHtlL51I/wFA0FwNbjbU8sybiL/j979x1nR10ufvwz7Zw5bXt2U7Zk0ze9kd6AkEoV5CJwVRAQveBPvXqvCCpyVexXUEGuqAgoIFKEEDpJSO+9957dzbbT50z7/XGymyy7my0JpPB9/+FrnZnvzPfMObPhPPt8n6cf51N9OY9HQZblE50JP73d1TRNQVFOLIFMWY0CU/X76rs3ilXJgiAIgiAIgiBcjKJRA9eFjOHTCQ25nNi2ZUQ2zMMKHwfXRQ3lEhw0iWD/CUiqRiKR+lQ1PxKBqouMz6dxuDLKH17Z2LAtI+DhilHFzF2yt01BqnqVNQkeeWEtD945ll2HavjN82tZu6OixSDLiLJ8IN1lcES/fIyUxdHjseYPPmHTnioe+vMKHrxzLFIwh9zL/r3JMa6TzshyjDix7cvBtvD3HJ4OZJyo+3Sq0LAr0DLzzou6Yx6PQjDgQVFPPmqu45BIWp+aaDiAqsqEgh5UTWvY5rouyaSJYVgEA56GukmQvkdJw/pU/TIWBEEQBEEQBOHTIxYzSCZT6LoHf7+xBAdMaLTfsW2SKZtEOHbRd/n7KBGoush4PCpzFu1plKlyxahiNFVhzqK9jY7tkhdgQI9cQn4N23apixqs2lZB7JS6Tmu2V3C4MkrKdFizveK01549vhQjZTFv9UGe+v505q85RMJoOaOq3upt6Wt0yfER27UaSfUgazqy14eamY8dD1P17p/JGDGDTrPuRi/uj7/PaCzboeCz3yGy5i2imxche3SCg6aQMfRyDMNssXj3J8XjUcjI8JEq30flwn+QPLQNNSOXzJGzCA257ESNIAdFUZAkqSGTyDA+2bpakiSdyPhKdz90HBfTtM/aMjxFkcnM1LHDVVR8+AKJPWuR9SChIZenu9B5Vczqo5R/+DyJ/ZtQAllkDJ9G5siZSJJEJJI8K/MQBEEQBEEQBEE4n9j2yXq9mtb4O5ll2Z/alTgiUHWRMVI2H6xq3OZy+pjubNhVycHyCLIsMap/AbPGlTKsb34z4y0WrD3M3CV72X2oDteFN5fs5Y5rBlFcEOJAefPdDcq659C7KJuF6w4zbUx3dK/Km0v2tXnebyzey13XDiLQa0Sj7a5jo2bkkjFiOtgmrusSGjgJAOXE/2aOvoqsMdecON7Btm3C4XMf3Aj4PZhVRzjy9AO4Zno+qXiY6gXPoeV2Q+/aC0n2NBqj6xqOrZEyHWKxJM7HGDhXVQWfT8PjURt+IdarX6KYTJ55571AwINrxDny1/uwo7UA2LE6qj94GrP2GJ1mfpmahS8Q27oEACcepurtJ7Ej1eRceguJhIllXXwdEgVBEARBEARBEOpdjF3hO0oEqi4iruuy61BNo7pQiizRJS/AB6sOEPJr3H/baAb0yKWyNsEzb25l4brD1EaMhuOmjS5hyvBCpo0u4dUFu/jz65vZsOs4AN3yg80GqvKydL7zhUswLYdF647wrVtHsHprObsPN18QrjkbT1zj+Lt/Ibr+g/TcM3IJDZ1KxvDp+EuHYEVrqV30ItFNC7GiNUiyjJqVT2jwZQQHX4ri9bHjYC19S3JQVRnLOnfpkaoqo2oqlctebQhSAQT6j6fTVfcgKSrxXWsIr3kb48guXDOFrPvxlQ4hc+RM9C498XpkItEURhuy0torGNTx+TQSSYs5i/bw3soDVNQkcF2XnAydKcMLmTG2O5mZfgzDJBJJdiian87WUqld8k5DkOpUkXXvkz3xRoJl44htWdxoX93KN8ga9xl0XSUaFb+0BUEQBEEQBEEQPg1EoOoi4rpNi5fr3vRb7DguP/2PCXTODfCb59cyb/XBJku7dh6sZefBWv4yZzO3zizj2sm9CPk9PPfOdgD8etOPS89umTzwpdFkBj289uFuvnnLcI4ej/KLv61u19zjyfRyN9eINxRId+scfEVlSJLE8bf+j/Da98A5pYMgkDq2l6pjf6J6/t/IHn8Dfcddh2U7+Hyec7pkTJbTtbOM8pPLLYODLyX/qntIHNhC5Wu/xaprvJTSNpNEN8wjumEe3m59KfjMfxIKZqfPcxaDVaGQjq5r/OO9Hfzj/R0NHRrrxZNRnn1rG8+/u52ZY0v50jUDycjwdajmlyxLSJJEqnxf8wc4Nqny/SihnCa7XNMgVX0EJbek3dcVBEEQBEEQBEEQLkwiUHURkSTQPY3fUuNEnaapo4rJy/Lx4B+XNWRItSSetPi/VzYSiaW4eXq/hppV9fWmFFli9IDOzB5fyuDenbBsh7qIwXVTerN1XzU/+vPyRnWu2qIhoJY6GVzKv+breAq6c+zFn5LYtea0491Ukup5z2LH68id+kUUWSIa5Zyt6a0PAmo5XUkd24teVEan2V8hvnsd5S/+FNc+/f0xDm/n8FPfoesXfkIolINpOjhnYR1gIOBF1zWeeGVDk5plH2XZLq8v2kNlbZz7vjCKUEhvd/CvvnOfltOlhSMktNwupCoPNt2lqGhZBZhnqVaWIAiCIAiCIAiCcP5r2jJNuGBJkkSPbpl4NaVhm3WiSHqXvCBPvra51SDVqZ57ZzvLNh1l2ph0Rsu3bhnB8z+exau/uJr7vjiKAT1zAVAVmawMnWg8xS+eXUU4lmr33PuVpDOHrNpyADxdehLocwnV8//eapDqVHXLXyeycQHgoqrn7uNtWTaWZZE5+mqQFbIm3IAdraX85V+2dHOBpwAAIABJREFUGqSqZ0eqOfbCj0GSCYW8ZzwnSZLQdY13lu9vNUh1qmWbjvHcO9vQdQ29may603Ecl5RhkjFiBpLX32R/oN8YtKyChvpUpwoNvhTFFySZ/GSLywuCIAiCIAiCIAjnjghUXWQCPo2Jw7o12lYXNYgmUry3fH+7z/fyvF3oHhXHcThUEaW6LtmQLbRtXw3/+9waHnpyGW8s2oumKfz8nonkZOjtvs6V47uTLN+PWVuBp0tPcibdhGMmiTYTwGhN3fLXkCQZr1dr2KYoMpqmoKpyk8LhZ5MkSahq+lqGYaN37UWXW3+Iv8dQwmvexk21b/mcWXmQxO41aOqZz1nXNWRZ4pX5u9o99o3FezEtm2BQx+ttX7AqFjdRgll0vfUhfKWDAQnJ6ydz1JV0uuZruI5DaNgV6EVlAMi+EFnjPkPejDtJpUxRVFAQBEEQBEEQBOFTRCz9u8ikTJsrx5fy3ooDAGSHvHTtFOS1D3eT6kBx8a37qtl/NEynbB9d84IoioQsS1imxZ4jdew8WMvB8ggrt5bzwaqD/PSeCfz7zDIeeWFtm6/RtySb0m7ZJI/WUPz1PyHLJzPCir7yO+LblhNe8zbJ/ZvadL5U+T6Sh7bj6dyTQMCLx6uiKo1jsvUd7c5W7SdNU9B1Da9XRZJOBpVc10Uv7Ifr2ETWvd+hc9etfgt/rxH4/R7i8fZnq9Xz6iobd1VyqCLa7rGRuMmCNYe5bEQ3gkEPqZTV5mWVlpXuwhjqVEyXm3+A69hIJ97jlGFiJAwCXfvQ9fM/arTPMFJEIka75yoIgiAIgiAIgiBcuESg6iJjJE16FmZx07S+PP/OdnoWZqEqMks3He3wORdvOMLN0/sB4Ng2x9/5E94uvZg9ZhxXTejBwnWHeOT5dew6VMv7Kw8wdVQxf/zXxiaF3ZvTo2sGP757HABWRjfmLtjDpj1VJAwLn1dlYI9cpo0aQdf+40gc20vlP3+GVVd5+pMqKkgKiqrilRyWbjzK4g1HCMdSqIpMYX6QGWO7U1QQwrIdYtEkqVTHsnZkWSIU0vF4VKLxFHPn72Lz3mriSROfV2VAj1ymjS4h5PdQcNP3qHjp5w3LG9sqsXsdrmXi8agdDlRJkoSmKizZ2PHPwdJNR5k6qhgAr1dr15K8VMqmqjqO16uiqjKua5FKWQ2dGZNJq9E+w7Cw7XPXtVEQBEEQBEEQBEE4N0Sg6iKTTJpomsIt0/shAUcq09kzkVjH6/xETgmOhFe9SXjlXACq3nuKzJEzmTD+BvKzfDzwxFLW7ahk1rhSLh1eyBtL9p32vAN65PI/Xx6LaTn85vk1LFx7uEnW18ot5fztrW1MHFbInVf3p8sXf8qxZ7+PWXW42XNKikbBv92P3q0XL83byb8W7KbmI1k5a7ZX8NrCPQzskcsd1wykR7dMIpFku7OrFEUiI8NHynJ4/IW1fLjmUMvzH9qNu64ZQJcvPMyxv30f8/ihtl/IdbCNGJI31K75nap+uWOkA/XD6oVj6fvopAwUpWOrhg3DwmghSep0+wRBEARBEARBEIRPB1Gj6iIUiSRJJExunt6Pz8/uD4B2BoXFTx2b2LW64WcnHqbmwxcof/mX9C7K4r8/P5LMYLro913XDeb7XxrNyLICPloSqqggxD03DuFHd48jnrT4z0c+5P2VBxsFeU4dk7Ic3l95gG/9dhFx10v+vz2A7M9odq6drroXf+kgfv33NTw1Z0uTINWpNu2p4r9/v4j1O48TDOlopxShb40kSYRCPmJJi28/upD3VhxocWmlaTl8sOog3/rtImKOh4J/+x5KILPN14J0AO5M1HffU9W2v8aP8pwYKykqIDrxCYIgCIIgCIIgCGefyKi6SEWjSUzTIjvoAaCwIMi+o+EOnaswP0TKtPFoClaspsn++PblVL/3F0ZOv4MueUEOlkdYuO4w08d05wd3jKE6nOTo8RiW7ZAd8lLcOQPXcXCRePCPyxpqJuVk6Fw7uSeXjywkI6gTjiZ5f9UhXl2wm+pwkkMVUR58cgW/+n8TyRx1FTXz/9ZoHnpRGcEB43lm7lbmrT7YptdmpGx+8tQK/vcbk+mUqVNX17Zi5z6fhqLI/PDJZRwoj7RpTHr+y/nV/5tE5uirqf7gmTaNU4JZyF7/GS2FcxwX13UpKgh2+ByFBemMLklRMIxkh89zMdF1DZ+uoGoaruOQMm0SCVEA/lzzelV0XUXT0v/EmaZFIpFebioIgiAIgiAIwvlNZFRdxAzDorY2ge04zBrbvUPnCOgqk4cXYttOuitfZfMBoPCad7GitXTNC/Di+zt57p3tvPjedgCy/Ap98lz650t0y1JxXQfHdVm+6Si7DtUCUJgf5JFvTuKaiaXIB9dQ/eHzyAfXcM3EUh755iQK89MBll2Halm++RjBoVPTtahOkTFiBvFEin99uLtdrzFhWLz0wU48HrXNGUder8bKLcfYebC2XdfafbiOZZuOEhgyFUn1tGlMaOjUdIH2tlYvb0EqZXHFqOImheXbauaYEmzbIWWYDbWlPs0yMnRCIR37+EFqFr5IePWbqHaCzEwfun5mGXBCxwWDXjIyfEixKuqWvkrd0leR4jVkZvoIBLznenqCIAiCIAiCILRCZFRd5CQJJCQG9epEYX6w3R3fLhtZjFdTcBSZms0ftnygYxFZ+y5ZE26gIMdH76Is7rpuMLGdq6h4+Ve41snaSJ1veRB/90GNalj9160jCEgGh5/8TqP6TVpeIQW3/JD/unUEX/v1AgDmLtnH2EHjCPYbS3TzQgCUQBb+fmN4fdF+jA5ks3y49jB3XDMQn08jEjn9+Pqi328s2dvu69TPf/yQ8QTKxhLduOD0B0syGcOmYVTsx5tfgqYpHc7WSSRMsrL8jB/chQVrm6/x1ZKy7jl075qJZVmERSc+/H4PXq9G5dw/EFn7bsP26g+epeD6bxPsOQzTtLBtsUTyk+TxqPh8HmqXvUb1+09Tv0S1ev7fyb3iNjIvmYVpWh1uniAIgiAIgiAIwsdPZFRd5LxeDVmWsG2Hr14/GFWRWh90QkGOnxun9sFxXGRZwkmefllcZOMCJEnilhll/PzeieBYVL7+u0ZBKgA7WkNtJMmGXenuff1LcyjtlkXt/L81KTJuHj9E3YK/U9oti/6lOQCs31lJbTiBr+ewhuP0kgHIitrmJX8fZZg2i9YfQW1DnSqPR6UuarBuRyvdB1uwYddxqmvj+HoMbfXY7Ik3ombkUrvwRVzHxuPpeI0p07RJmTafn92frGDbM0u8HoW7rh2EbTvU1CQa6l19mulehfiuNY2CVACulaLi9d+CY6PrbcuYE84en0/FrK1oFKQCwHWoevcvWJFqke0mCIIgCIIgCOc5Eai6yCknAlMpy2FQr058+9aReNpQWL0gx89Dd41FUST2HKnDdlzUzNzTjrEjVQDMWbSHRCJFcv8mnETT+k2KHqSqLtmwkq2sezoAFd26tNnzxk5s73fiONeFqrokiu9kvaX6n6vCHa+dVF2XRPlo5fdmSJJEdTh5RivxqsON59+czDHXkD3xs4TXvU9s21KcZCy9BPAMxKJJcjN1HvryWHIy9FaP93lVvnf7aHoWZhKNirpUkO6gqKgqsW3Nf16deJjEgS1n1MBA6BhNVU78vmjm4XQdYtuWifdFEARBEARBEM5zYunfp4TPqzJn0R5mjSvlV1+fzKsLdrNw7aEmneqyQ16mjS7h6kk9AIkfPrmMzjl+vnXrSNSMTqe/yIkgyvHaBOU1cbpKLX0hdDn1i2T9T5IsN99L7sR5Tg0MpUs2pTfI/gz00iHp7aef4em1Y/CZhYvSr1XSfM2e2Vc6mIxLZhHoPZLo5kUcf/OJs3RVsCyHSDhJcUGI33wz/Tl4b8UBwrHGWW8+b7o22XVTetI5J0AkkhTLpT6qxc83ZxxQFM6AfJpAlHhfBEEQBEEQBOG8JwJVF7n64E5lbYL/e3Uja3dU8oVZZXz9pmF86eoBLN90jNqogSJLdMkLMLKsAFWRWb2tnD++uonDlVF2H6rjHsPC32s43W7/Oamqw0TWvkvywJZG11Iz8gCIxFNs3F1Nj4kDUYJZDXWWfKWDQVaQvT4KfAH8XoXJw4uYMLgrAIH+E4isebvJawgOmADApt3HASjtEqKwIITqDqTkG39B1oNIJ76c5mX5qOlgDaVOWb421RRyXZfcTB+yBE4HsqokCXKzfPiCZXT9/I8xju7GMZPIXj/+HkPRcrpgx+qonvcstUteBVwkTUfW/TiJM+9aZpo24XACf8DLbVcO4NYZZSzffJTKmgSO65IT0hkzqAs+r0oqZREOJ85KFztVlfH5PCgyuEikUjbJpNnqUkJNU9B1rWGcYVgYhnmmteUbkaR0Bz+PR0XCxXYgmWy+e5/juNiWRXDABCLr3muyXwnloBf3J5EUgb1PmmnaBPuPTy/9cz9S8F9WCZSNwxSNAARBEARBEAThvCYCVRc5XddwXJeK6jiuCys2H2PF5mMM7JHLrPGljOiXT9CvYdsudbEUry/cw5tL9nG0KtZwDst2qIkY5Adc7Fgt/p7DCQ2cRHjtuxyf+wT1OVGhwZfiOg6rt1WwcVcVV0/sQcFN38OT0wVJ1Uge3IZrJPDkF+NRPfz5e9MJ+DT2HQ0TjRnkXHoLqWO7MY7sari2t2svsibfzI79Vew8WMt1U3py+1UDcS2TxIFtSJoHvagM13Fwkbj8kuJ2d+KDdAbR+MFdsazWgwuGYZGZ6WNEWQErt5S3+1rD+uSTFfQS2TAfT0EpwcFTkD06TjJO6vhBqj98nti2ZWCfDEoFB05EkhVSqbOz/M6yHMJ1CRRFxufTGD2gM7IsISFhOw625VBTEztr3f0CAS9+vwcnlSR5YAuyL0iwWx/8PpW6sNHifQ+FdHRdw46HMQ7tRMnoRCi/+MS45FkpVq4oMpkZXhRVxTi2Bytag7ewDD3LTyKRIhptGvhMJC2C3QeROeYa6pa9Rv0zIOsB8q/9BiCRSKSajBM+XomkSWZmDnkz7+L4W0+Cc+IZUlQ6zbobNZBJtDZ+bicpCIIgCIIgCMJpnTeBqkceeYS3334bSZK44YYbuO2221iyZAkPP/wwhmEwc+ZMvvGNb5zraV54JEiZNh+t2bJpTxWb9lS1+TSO45DYt5GKl3+FpHrInngjWeOuw6w+St2yfyEpGsGhU3EAI2VTVZfkz3M2c8fVA0iV76P8pV9i1aaDOrIvg8Kv/h7HVbnvsUVs2l1FQY6fh78yjm63/Yz43g2YFfvR8kvwlw6mojrKE69s4j9vGc6U4UVEtyzm+Fv/h5NIdzBUswrI/8x/4i0oZerIIv76xhYSRvsyjy4dUYjuVampibV6bCplYVo2s8eXdihQNWt8d8xoLZVvPH7yi3QrMkbOxEyZpw0ceTzpzCMp3eoRXLBtl2Qy1eI423aaDcScTbqu4fd7qFv1JtXznsU9EWzTOhVRcMN3yMzsRHVNvEmGVCDgQde1dGbZ8tcbAnd6cX8KbvgvMkI+ampPX+C/LTIzvLjxOg7/82cYR3cDNPqM27bbJOiUSJioqkzu5Z8nY/g04rtWI3sDBMrGIqkakYiB05F0O+GMpFI2sZhBxrAr8PcZRXz7MkAi0G8Mij+DWMw4K9mBgiAIgiAIgiB8fM6LqrIrVqxg2bJlvPbaa7z00ks888wzbNu2je9+97s89thjzJ07l02bNrFgwYJzPdULSiDgRZFlDpVHyMlorh5S28gSZAU9DYEh10pRPe9Z4rvXkTlqNsgKmaOvRPWHUGSZS/p3BiAv04fruBz7x8MNQSoAvagfqu7nd/9Yx6bd6WBZeXWc//e/C3jmza3QuS8Zl8wiHCrl9YV72HMkws/vncjkYd0wayuo+NcjDXMBsGrLKf/Hw4CL16tyw2W92/X6Qn6Nz1zam1TKanMGUcqwGNGvgIE9T19g/qP6l+ZwSVlnouvea3OQKtB/PN78EpJG81+wfT6NrGw/mZl+Eimb9buOs2JLOZv3ViPJEtnZATIzfXi95yYu7dNVkkd2UfX2kw1BKgCz8iAVL/0cWVGa7cSme1WimxZSu+SVRtllyQNbqHzjMVRNxeM5s9ek6xqKqlLxr980BKnglM/4nnX49OY7LUYiBuFwAtefS2j4DPz9J2BYMjU1CYx2BkqFsyceT1FbG8dW/QSHTCU45HIsxUdtbZx4XGS5CYIgCIIgCML57rzIqBo1ahRPP/00qqpSXl6ObduEw2FKSkooKioC4KqrruKtt95i8uTJZ/36Ho9Kp06hs37ec6G517F8Szm3TO9H76KsDi2LG96vgIDfS/m+jY22RzZ8QMF13yRr/A3kTLqRJRuOMG5wV7JCHgBGleWT2LMWO1LdaJy/13BicYNlm481Pl/c5B/v7WDb/mp+fPd43l5+kM9e3hvbcZmzaA/XTO5FdON8cJoGbOxoDfHda/H3HMaNU/tQE0kyZ9HeVl9bwKfx/TvG0CnLhyxL7focOI7L924fzQN/WNKm+9qzWybfu300rmMT3b6sTdfwlQ4h/+p7cV2HUEgnFGrcqc91XSRJYuPu48xZtIflm45hn5LJ4/OqTBleyFUTe1BUcO4+4zXr3292e6piP8bR3QQ69yAYbNqFMLL+g2bHxXeswk5Eycw8fefEeqd7X83aiib11k69vr/H0DZ/LnxqOnAonF+8ioLXK96Xj7pY/t0ThLNJPBeC0JR4LgShKfFcfLzOi4wqAE3TePTRR5k9ezZjx46loqKCTp1OdpnLz8+nvLz9y6wEWLL+MPGkxaxxpR0aP3t8KWa0ltj25Y22O8n0MrmcSTcSiRmoSvrjlBn0AuDR5IZjTiUpGgnDanFpVCxhAnDz9L5U1CS495fzeP7dHY2u2RwnGQM3Hbz58nWDueezQ+iaF2j2WFmWGDOwM7/62iT6FGcjy+3vBibLEl6PysP/MYFrJvUk0EKAIqCrXD2xBw//xwRSloNlu3S9+QeEhl6OpHqaHaMEMsma+Fk633Q/SApSMx3m6ouQP/7yBr772GKWbDjaKEgFkDAs3ly6j3t+OY83l7QeuPu4nO59s5MxPro0tWGf0cI418E1z069rlY/U4IgCIIgCIIgCMIn5rzIqKr3ta99jTvvvJO7776bffv2NWrxXp858nFIpSzq6s681s25VB/RrayMNGyrL0Tt9ajMX32QqaOKeWneTg5VRFs6TRO9i7IY0S+f2kUvNslk8vcajus6HCiPEk9aFOT6cRyX66b0ojA/SGWtQe/SoSCrjZa5pSr2kzd4CsWdQxw4FvnoJRnZrwCAmrDB/Y8vJhxLIUlwvCaGv+dw6lbMaTpRWUUvHYrtgp2ysW2HK0aVMH1Md9btqGDx+iPUxVJoqky3TkGmjykhN9OHadmE6zre1U6SJEIhnTuuGcjnZ5Uxf80hNu2uImFY+Lwq/UtzmDKiEN2jUlWXIOT34NEUHFum0+yvknPZ54lunH9K578A/h5DCfQbg6SoGEmTSDTZpH6Tz6cRDOo8/vIG5i5uPQDlOC6PvbQBTVWYOqqY2tr4J1arJzfHj7/ncGJbFjfZJ+sB9KJ+JJNWo1pZsiyRmxvE33M4qVOW5NXT8opQM/KIRpMkTgQ2m9Pcc3GqQMCDL78YJZTTJPMPTnzGHYeq6nir3QkF4ULR2nPREV6viqall8mapi2WvwoXnI/juRCEC514LgShKfFctF1mpq/DpVrOi0DV7t27SaVSlJWV4fP5mDZtGm+99RaKcrI2TGVlJfn5+edwlheeRCKF16syfkhX/vnBTsYO7sKDd4zhvscXU1nTemCuMD/ID+4Yg2M71K1+u9E+b9deBIdOZfH6o/zsmVUN2/OydGaM6c60MSVkBr3IkkTO5JuonvdswzGRDfPIvvQW7rp2EA89uYzUKXWhigpCXDelF67r8vt/riccS9eUcV2Yu3Q/n581hEDZOGJblzSaT/akG9GCmby5ZB8zx3WnpiZGPJ7C59MY0COXoX0af3YMw6SuLkEqdWZfplzXJRw+2T3v8kuKmDa6pGG/47gN2VpZIS8pw6I6kgRcsrMDOKkEGSOmIykns7EcIw6ShGGYhCPNZw15vRqb9xxvU5DqVI+9tJ7RAzuj69onFqgyUjbBAROJbJhHcv+mU/ZI5E79ArLqIRFunLnkOC6GYZI5+ipi25ZhHj94cpTqIXfa7biOQzJ5Zu9fImHi83nIm/Ylyl/5daNgrLdrL0JDr8BI2SJIJQgtUFWZjFC6a6ZjJAAXX4Yf27IIR4yz1jlUEARBEARB+PSQ3PPgG9iCBQt49NFHee655wC4++67uf766/n5z3/O008/TWFhIV/+8pe5/vrrmTlz5lm//sWaUaWqMllZfmIJky/88G1KumTw0JfHYaRsnnhlA8s3H2uy/K5zrp9LRxQxoEcu/UtzUBQZWZJIHj9CbN072NFafKWD8A+YxPE6g2//dhE1kaZd47yawrduHcGYgV0ASBzaTnTjAlzTwN93FIE+owCoqEnw1tJ9VNYm6N89h0tHFqHIErURgzt+8m6jTCKPKvM/Xx5LWfccYjtXEd+xAknzkjFyJt68Qg5XRtm+v5pJwwpxHQfTdJBlCdd1cV0X03SwbQfHcZpkKLWH16uiqkrDudNBFQvbTn8hk2UJWZYa7m39zx+9136/h0DAS6rqMLFty3BNA09BKYE+l2A7UFuXbDZA4vEoZGb6+dnTK1m0/ki75//FK/tz3ZRe1FTHzlpnOkWR8XpVZFlCktKv17LSWRWSBFmZOooiE9uyhPjutch6gNDQqXgLSojFjGaLXMuyRFamjuQ6RDfMI3lwK0pGHhnDp6FmdiISSbaatdGWv3jUZ6elqg4TWftuw2c8OGASNhJ1dUnRwU+4qJytvwTKskR2lg87UsXxt/5IYvdaAHw9hpA34y6UjDxqahPi+REuCOIv5ILQlHguBKEp8Vy03ZlkVJ0XgSqA3/72t7z55psoisK0adO49957Wbp0KQ8//DCGYTB58mTuu+++j2X538UaqAoGvSiagkdVeOKVDcxZtJfighD33z6KrnlBKmvTQaJt+6sp7ZLJpGHd6FOcjeO4RBMmKdMm4NPweVUs22moQZU0TOatPsTf39lObTNBqnqyLPHAbaMYUVZAVW2cTtnpelHhaJJ3Vhxk0tCu5GX5kOX0eS3bYc22CkYN6MyfX9/EK/ObLvnyago3Tu3DzDHFhII6tuOgyDLJlEUklkKWZbKCHhRFxrFt3FQC17FRfEEkWSGVMkkmrXYvS5FlKb2M0quhqjJJwyKaMFFVmZDfgyJLGCkLI2m2em5NU/D5NDweFUmSsCwbVU1nD7qOg0s6myqRMBuCX6cKhXQMy+GLD72NZbf/8S3I8fPk/VcQjRokEmfWBc3jUU/cFxXbcYnGU5iWQ9CnoXtVLMs5cc9NdN2D7lWQlfrlQSaJxOnfC1mWCAS8eD0K0onPSSplEo+bbcoIa+s/JB6Pit+nonnSmW2OY2MYNrFYSmRTCReds/UfWIGAF59X5uDj92LVVTTap2Z0ouirvyNhOMRiLf87IQjnC/HFQxCaEs+FIDQlnou2u+CX/gHce++93HvvvY22jR07ltdee+0czejCJ8syVbVJCnL93HH1QI5UxlizvYKv/OwDLikrYNb4Uv59ZlnD8TXhJH97exvvLNtPdfjkkrMBPXKZOa47EwZ3xTBtfvHsKlZtrWjuko04jssv/7aav3xvOht2VfHcO0uQZYnKmjiW7VJRHeerNwzh6Te2cEn/zpSV5tCrKAugxS56hmkzb/VBpgwvJARs2HmcuUv2smJLecNf7f26ymUji5g9rjuFBRnEdq3h+NwnCJaNJWPkDDKyO5NMmkRaWFb3UaoqEwqluwKu3HKMN5bsZd2OyoasrIyAh8svKebK8aXk5/hPe+76LKpILMVri3by9rL9lFfHyc3U0T0qmUEPV4wqYdKwbmRlaUQiySbLE2VZYvfhug4FqQDKq+NEEykU5cyCvvU10Cpq4sx9dzvvrjjQsFRTkmBo707MGl/KqP6d8Xg0IpEEsZiBoki4Lm3KsnAcl0gkSVSqz0zjYwkcpVIWqZSFLBtIEtgdvLeC8Gni9cjEdqxoEqQCsMKVxLYtw99vLDHRk0AQBEEQBEFoB+XBBx988FxP4lyzbeeCL/waCKQ77Z26hErXNaIJk8ygF7PmGJeO60skbrL3SB0HyiPMX32IwvwgJV0yeGX+Ln745DI27jpO4iP3orImwZINR3l/1UFG9Ctg9vgebNlbTUVNvNV5mZZDXpaPS0cU8eL7O6iqS1IfnwgFNC4dUcTf3t7Gc+9sZ832Cq4YVYymKsxdvLdRsKxel9wAP793IrIkcf/ji3lp3i4OVUQbLeUzLYcdB2p5Y/E+asJJxowbgrdbL6rf+RN1K+bgGDFCfYajqnKr77uiyGRm+qiOJPnv3y3i9UV7OVbV+HUbps22fdW8vmgPRspmZP/OzZ47EEgHqd5dsZ/7/7CEtdsrGzocJgyLSDxFZW2C5ZuP8c6y/QzomUu3/BCW5TTKrNJ1jUOVURauO9zq/W/J1RN64FGVDtfoqg9SPTN3Kz97eiVb9lZjfCTD6VhVnIXrDrNo/WFGD+xMdqYP07SxbbdDSy87Mqa556K1a4gEKuFi197n4nTnSexaTWLfhmb3ezr3wFfc/4yvIwifhLP1XAjCxUQ8F4LQlHgu2k7XNRSlaff6tujYKOGC4alfUmanH6S7PzOYp74/jS9e2Z8vzOrPpGGFvPDudv78+mbsVjJcKmsS3Pf7RRypjPLd20aRHfK2aQ5zl+zFoylMGVHUaHvf4mwAehdncfklRcQSJo+/lP7CE/BpTc4jyxLfv2M0kgTf+f2iFrOuTvXWsv38+rk1+Iv7k3vFbYBL3Yo5HJ/7OF6v1vCLpiWGt0zWAAAgAElEQVShDJ2aiMG3H13IgfLTp3e6Lrw0bxePv7wBr1fD7/c07PN4VPx+L3OX7OXRF9ZhtlJguDZq8MDjS9hxoIZQSG+S/eTXzywZ0qdrHa4b4/d70HWN/3t1I/94fwetneZQRZRvP7qQ6nCSUEjnY2reKQjCJ8y2HbyFfVvc7+3aG9v6ZJo2CIIgCIIgCBcPEai6iLmuS26WDwA9v4QnXtnI/X9YzMZdVVw7qSfXXdqTLXurePatbW0+Zyxp8fBfVxL0aUwf271NYw4cixCNp+iSG2jYVtI5xGcv643rutx5zSC+ftNwHv/vy5k+phjbdhjet2mHx9EDOlOYH+J3L67nyPG2ryX5cO1h5i7ZS3DIZcj+DAAi694nsnEBuldpMXCi6xqaqvCLZ1c1m93VkrmL97Jo/WG8+slgm8+ncaA8whOvbGzzeQzT5kd/WYHtuPh8J4Netu3QrySHQAeDVX1LsvF51WbrX7WFV9dYtukory/c0+YxNRGDnz29ClVV8HqbBiEFQbjwJA0bX3F/fKWDm+zTSwbiLx2MkRKBKkEQBEEQBKF9RKDqImaaDrIEiaRJPGnyweqDbNh5nF88u4pXFuxGkWVe+7D1YIOqyIwsK2Da6BJmjy+ld1EWm3YfZ8aYEhS5bekxhmnTJS9A17wAV0/swW++PglVdqld/E8O/uFrHHjsHqo+eJaywiCO43DF6GI8auOP56xxpVRUx1m+6Wi778WcRXuRVY3QkMsatoVXzUVWWg6ceL0qe4/UsWVvdYeupyoyuq7i9Sp4PCr7j4a5fGQRw/p2avN9q40YLFp3uFERumTSxKMpXDayuN3zApg9rhTbdkgmzVaP1TQFr/dkwXS/X0NV5HYFqeptP1DDroO1jQJ4giBcuJLJFJZpUnDjd8mecjOe/BI8+SVkT/4cnW+6H8u0zrhhgyAIgiAIgvDpc94UUxfOPsdJZ8x4vSpzFu4hoGt8ZkovZo4pJivDR23EYNlpgj752T5mjO3OtNElZAabLpFzXJd/n1XGM3O3trps0OdVGVlWwMiygoZtR5/7HxJ71jX8/7qlr5Dct4GuX/wpmqYyZUQR7yzfD6RrUw3t04m/vrGl1aVmzTlYHmHjrkr6DJtO3dJXATCO7MI4ugc9r6hJ0EZVZTwelTmL9rb/YsCOAzUcr0uQE/Q0dLmbOLQbE4d2A6C6Ls5byw7w9kcK1zfnjSV7uXRkEbqukUyaJzrpWVw5oZS5S/a2eu9PlZOhM3Fot9PWppKkdDaZ7lVRtaa/IkzTolunIDsP1japZ9aaOYv38vWbhqGqCpZYEiQIFzRJkjBSDj6fRta4z5A9/nrgZMMDx7TxeNQLvgakIAiCIAiC8MkSgaqLmG07SJKEBFiOw5P3T0WVJRIHtmAH+rF+V2WLQY5Z47pz17WDQJJYsfkYby3dx4HyMCnTISPgYfSAzsye0IPrL+3NsD75/PDJZS0GXLp3ycCva7y9bD+bdh/n5ml9yEweaRSkqmcc3U1s52r0nsO445qB7Dlcx65DtRQWBAFYv7Oyw/dj7Y5KBs3qj6RouHY6MBXfs46szqVNjlVPZHN15HpdcgM8eOdo8jJ9mNVHqV71Jonda7CTMSTVg7egO6HhM7h5+jA+e3lvHnl+LQvWtlwYffv+GoyU1agQXSJh0rVTkHs+O5RH/7G2TQXAvR6FB24fhSTTYpaDpilkhLzIikLi4FaqVr+FcWg7jmkge3z4SgYSGjmTr94whJun9+GhP61oU62weut2pLuDqaosAlWCcAHzelWCQR0kWLOtgsUbjuDVFEzL4UhllB7dMrlyQild8oKkTJtIONHhuniCIAiCIAjCp4sIVF3ELMvBNG00TeEzU3oT37eJykX/JP/aryNJEvFE80u/brisN1+Y3Z8Vm4/x+MvrOV7bOAAVjqU4VLGLV+bvYuygrnzt34byi3sn8l+/W0hVXdNg1axx3TFSFn+Zs5lYwuQrnxmIuW9Xi/NOHd1JsO8lVIfj/Pgr4/jp0yvxn1guFmthzm0RT6b/qi95fbjx9HkcI47UTJGq+m3tvV7XvAC/uHcCPtnk6As/JrFrTdN5hI8T37kKNauAvCv/g2/dOhLdq/L2sv2nnbuunQxUpVIWsZjB1FHFaKrMb19cd9paMDkZOg/cPopehVmEwwlsu+kXRo9HISNDxzx+mIpX/5dUReP5OPEwkdpyIuvfx9utL3nXfJ2HvzqO7z2xjK372rY8suE9EAXVBeGCpesaoZDOxt3HefSFtU06oQJs2lPF64v2MLJfAd+4eTiZmX7C4Xizv3sEQRAEQRAE4VSiRtVFzrZtXNcltnM15S//kk6z70aSJKxoLbqnaZxy3OAufGF2f+avOciPn1rRJEh1KseFxRuO8N3HFhP0a/zgjjFoH6krFfBpTBlRxIK1hxuCPpGYiZrdpcXzatldSBom+4+F8XoUHrprHJ+7ojcAurfjsVXdc6IDYurka5I9esMylVPVb9K9SpvP79dVHrpzDD4pxbG/frfZINWprNpyjj33ELGdq/nq9YMZ0rtTy3P3qk2ypuLxFNGoweThhTz9g+nccc1ACvODjY7pX5rDt24ZwZ8euIIe3TIJhxOkmgloKYpMKKSTOraPw3/9bpMg1UcZh7dz7K/fgchxvn/7KDpl+057fMPrqH8PxHdVQbggaZpCMOhl5ZZjfP+Jpc0Gqeq5LqzcWs63H11IwrAIhXwiSC0IgiAIgiC0SgSqLnKKLGHVVVLxyq8IDZiIlt2Z8pd/iV1zlD7FmU2Ov3VGGbsP1/LI82vbvExj9+E6/ve5NZR2zWTCkK6Nrv1f/z4SjyozZ9HJ4tsrtpbj7zkMLa+o6XxDufj7j2f19kou6d+ZusUvcfztP9FJSweX+hRltfcWNOhdlIUZj+BaJ5e9ebv2wrGbBm7qO+L1Kcpu8/kvv6SYgrwglS/9ArP6SNsG2RYVr/was7aSW6b3afaQbp2C+LxqQ82xUyUSKWpqYsjAVRN68Ph/X84/fjKbZ344g5d+eiU/u2ciE4Z0JWVY1NbEmw1SAfj9HjCTHHvhx7hGy188G009Vkf5Cz/CrytcM7Fnm8b0Lk7fz+ZeiyAI5z+/30NFTZyfPbMKq42dQw9XRvnJUyvQNAVdNFMQBEEQBEEQWiECVRcxRZHRPBp1K+bgmgYZI2aQPLSd5IEtRNd/QLf8DAb3yms4flDPPIoKQvxrwR6sdi7PWLbpGIcqIswcl6735POqfO9LoxneN5/f/3M9e4+EG461HRdch843/4BAv7EgKyDJ+HuNoPMtD5Gy0oEi20wRXv4a4VVzOfTYVzCqj3LNpJ70LsqiZ2Fmm7N4IL30bczALsTWv9+wTc3ujL/HUJJG0+CNadqYls2s8U3rV7XkynElxA9uJ3lwS5vHALhmkujquZSV5tGnuGkgbubY7jiOSzLZfEFiy3KIRJJUV8eIRpO4toNXkbBMm3A4QXV1jFjMaDHwKEkSXo9CZP0H2LG215sCsGqOEd+2jKmXFOLVWs8+mzWuO5ZltxgwEwTh/KUo6SYTr32457RLjZuzaU8VOw7UtNhlVRAEQRAEQRDqiRpVFzGfT8OxUkQ3zkcvGYgnrxsVrz2KpGigKNiWxezxpWzYdRyAWeO7E46lWLS+5cLep/Pmkn3cee0gvvG5YYzq35mAT2P11nLeXXGg4RhFlpg8rJBNe2rIy/TS5fpvYZspcF0Uj5fq2ji//utKvnf7KGKbF+AYcWRfiNCQy1C8fgpzQvz665Mbzrf3cC1vLNnHgjWHSJ7mi9OMsSXIEoTXvNOwLWP4dFzXadLxr17KsBjSuxOF+UEOVURP+9oH986ja34GFf96qo13q7HIhvnkXHorP7tnAu8sP8CbS/ax72h66eMVo4tJpaxmlyieynVdEh2o4aXrGpIsN7o37RFe/TZdB0xg4rBuvHfKe/1RXXIDjOhXQCxmdOg6giCcWz6fRsq0eX/VwQ6Nn7NoL9+8eTiapmCaIlgtCIIgCIIgNE8Eqi5imiqR2LseJxlDL+wLgGuZFH7tj2j+EOGYwbjBXZkyvJD5aw7RrySHlVuOYVodW5a1eMMR7rx2EJOHF7JpdxVDendicO88ehdlNXSGK8jxk52h89QbW5i/+iAj+hUwqFcekgRb91WzfNMx+pZk4/VoVG9dStaEG8gafz2y6iGxfxM1C57DjtaAJKFm5tNlyOXc89mh3H5lf/7wyibmrW76BapvcTbXX9qL2M7VWLXlAOglA8m8ZBaGYbeYaZRImOg+jW/ePJz7Hlt82gyCfiU5AMS2Le3QvXOSUeJ716N368P0S7oxa1wpq7cewzBt/LpGTU2sQ+dtC01TSFUexKzqWIAyeXALZixMWfecFgNVHlXmP28Zju20HBgUBOH8pigy63ZUdripxZINR0SgShAEQRAEQWiVCFRdxCRJwomnl9zJegDHMsm/9hvsPlTLX95YzJa9VTx451j+303DkGWJoE8jHEu1ctaW1UXTY1+et4v3Vhzgifumokjw0J1j+J+/rGDL3mqCfg+Q7hzonCi0u3JreaPz1B8TGj6NYN/RRLcspmbhi5jHmwahwivfwNutL9mX3sI3bx5OVsjDK/N3N+wf2COXB267BDdynONzHwPA12MoBdd/G9uBaLTlYvGu6xKNJOlVmMUP7xzLj/68nGgLX9CCPg07ZTSqf9VeTjyMaxoc+sO9hIZewbDJNyFJMrGYgdXB4GFbSFK63tSZsONhAi3Ungn4NO6/bRR9irMJh5OiRb0gXKAkSTqjfyMM0yZl2s12WhUEQRAEQRCEeiJQdRFzXReU9Fvs7dobSVFZu72Cnzy1EuPEX7N/8tQK7vvCKL7xueGYlo2qdrxsWX3Hv0g81fBzzeJ/EhwwkZ98ZRyLNxxl3Y5KAFSl5evUB2WCfUdTs/glaub//bTXNQ5v59jfHyL/6nu5/aoJVNclqQonmT2ulLGDumDWHKX8+R/hLehOxogZ+HtfgmXZhMPJVrvPpVI2kUiSsu45/OE7l/PW0n28vWw/lbWJhmMkCfIyfcjKmT1OkqLh2hZOIkrd0lcwjuyk803349Fk2lbe/EyufYZzVzUsu3EQLzdTZ8aY7swc152Q30MkkiSVar7OliAI5z8XUNUzCzIpiowpfg8IgiAIgiAIpyECVRcx1wVPbiFICp5ufTlYHuHhv54MUgHEkxY/fHIp107uxeem9aUwP9jh69WPrY0YdDvxs7FvE5GVc8macAPjBl/GpGGFjY5tft5uOptp04etBqkaOBYVr/0WJSOPb3xuGIqiYDsuTl0FTrSaLrf+EC0rH8e2SSRN4vFUq0GqeoZhYdtx/H4PN07tw2cv78OOgzWEo+mAXGF+kE7ZfgDUrIKG5YXtpeV2bZTZlNy/icpXH6Hghm+j6/bHtmTOcVy03K7povZO+5fjSB4dLZTNqP4yD315LKbpkBHw0Kc4G0mCVMqiri7+sWaFCYLwCXBdCvNDHR7eOdePIkut1tsTBEEQBEEQPt1E17+LmJGy8XbpQe7021EUhRfe29Gk4LgsgWW7/PODnbw0bydDeneic66/Q9ebPqYEI2WxYvMxZowpIVVXRfLQNpxklOr3nuLgo3dQOef3WPEIM8aW0NLqj7LSdL2nmgXPt28CjkXtwhdQFAXHShdoJ5CD1rUMx5dDOJygqjpOLNb2IFU9y3IIh9Od9RKJFD26ZDC0dx4DSnPI8GtEIglc1yVj2BXtO/EJns498HbpSXTLokbbY9uXYZTvxad/fDFlwzBR/Bn4e4/s0PjgwMnIqgdFhgHdcxjaO48eXTNIJlNUV8cIh5MiSCUIF4FUyqJXYRY9u2V2aPz0Md1xXBfDEBlVgiAIgiAIQstERtUFSpLA69XQvQqqqgDgug7ZWTpJI519k0ya+P0awcGXUhc1WLLhKAGfxuUji7hidAld8gJ4NQUjZXG4Msai9YdxHZcZY7vz1Jwt7ZpPQFeZPCxdlD0j6GVY3wKsZIycS28hvOYdrNpyXCtFZP0HOKZBwXXfZFiffNZsrwDSBc9njS9lZFk+IZ9KfNcarLqKdt+XxN6NpKqPoGV3JlyXbFPBXk1T8Pk0FFVBVWRc18WyHSzTJpEwse2TQRbHcYnHm6/RomkWoWFTqf7webDb90UsY8R0nFSSyMYFTfaFV71Jp9lfRVUVLOvsFyBOpWxsyyJjxAzi25e3e3zmyBm4jk1dXaL1g0+j/n3QVBlZUXBdF8e2SZlOk/dBEIRPXjJp4vN7mDmuO797cX27xmqqzPQxJaQMS9SpEwRBEARBEE5LBKouQIGAF11XkGWF5JFdxA5sxjESyB4fenEZwW59CPg9JA0L03TweDx8uHwvX7p6AFeMKsbrUdm2r5o3Fu0hYVj4dY2BPXL5/Kz+WLbDrHGlzF99iH1Hw22e021XDUD3qry1bD93XTsI13XZeihB/1FXkzn6auK711L11h+xwpXEti3HjNZy+1UDAPj8rDJ6FmYRT5ps2l3FqAGdiW6c38G74xLduICcyZ9rNajj9ar4fB40TaEuarB49SHqogaKLNMlL8DYgV3w+TwYhkUsZrQaKEkmTfSsEDmTbqJ63rNtnrG3sC+hgZOJbJiHazStRhXdvIi8mV/G6/14AlUAiaRNsHQwgX5jiG1b1uZxoeHT8XQqBtL3syOZEh6PSsCvoWoqdjxMdPPS9BJIWUHLKiDQdzQ+X4BUyiQaTYmAlSCcI64LKcPi8kuKeX/lQbbuq27z2Ftm9CPk91Bb+3FX3BMEQRAEQRAudCJQdQGRJMgI6Xi8GpEN8wivehPj6O4mx3kKSskYOYPQkMuxrXSHpVFlBXTK9vPeygO8sXgvew437fLWuyiLz0zpxdjBXXnorrF874kl7D8WaXVOX5zdn+ljuvPP93dw7aSejCwrAODdFfv55d9WM31MCddOGkTnL/6UiucfIlWxn+OvPUrxTQ/wgzvGcKw6xu9fXMeCtYcp657DqAGdscJVHb5P9WMlqeVaKD6fh2DQy65Dtbw8bxdLNx7BshsfmxHwcMWoYq6b0ouMTB+RcPK0gSLTtEkkUmSNuw7HiFO75OVW5+rt2pvOn70Ps66S6hbqcbmmgZOMI0neVs/XUYlECo9HJv+ar1Nu/5L4zlWtjgkOmkze9C8R27kKb9feeDz+dgeqfD6NYFDHOLaXqmWvpoNkH8lGk30hQkMuI3PMNWRlBglHDNHaXhDOkVgsRaaq8P0vjebBPy5j+4GaVsfcOLUP11/am0QiJZ5dQRAEQRAEoVXKgw8++OC5nsS5ZtvOBVEzIyNDx6MpVP7rEWoX/RM72vwXBDtWS3znKszKA4TKxv5/9u47zq66TPz459R7bp+eTPqkkj7pnQiBkCKgIiCigIKiq7C67vpzEbGxgmV197fuDwvYEFERUCRAQod00kjvM5M2mUym3X7uab8/7swkw8wkM2lM4vf9V173tO+9Z869Oc95nueLJ0n4fSo/eHwdT7++l4a42eF29bEMKzYfwbIdpo7uzbwpA9BVhSPHE6Tf8/nIEkwa2Yt/umE8V0zqD0CvwgAjywr565v7uGxQAau2VLOjsp6t++pYu62GWRMHUDBuDqkdq1ACIYJj5rKjsoGvP7KSHZX12I5LaVGQKyb1J77pVZz4mQWr9F5lBEdMJZ3uuBeVYWiEwwZvbjjEdx9bTWV1jI4qUUzLYUdlPW+/e5ipo3tTmOcnm3VO2Qg4m3VQFJnwsHL00iE4ySbsxvYljGpeL/JmfoSiBZ/BTTVx9Mnvdno+AfJmXI8jqWSz5+8mL5u10XWVyJg5qKF8rKZa3FT7gKavz1AKPnArBZffTKZyKzVP/4jo1MW4statWf0MQyUc9pPYvpKjf/oPrJpK8NpnS3l2FvPQLhLblhMcNgl/NO+056FFMJgL7nVWrikI/4jO9rrIZm2CAZ15Uwbg96kcrUuSTLef7GH8sGLu/vBYFs4sI5PJkkh0/NsjCD2B+L0QhPbEdSEI7YnrousMQ0NRzqwtusioukgYhobPp1G75P+R2PZ2l7ZJ7lxNtrEGX2FffvzHDazcUt2l7Z5+fS+eB3d8cBQ3XT2cG+cNY92OGqqOxrFsh1BAZ9ro3vQuDFIfy/CzZzYzuG+U+dMG8uvnt+HTFFzXY3vFibKQAzVxHvjFGn50z2wK5t+Jr88wDtYk+Pajq1uDYEV5BrPH9wFAjRRiHu7mh9RMjRQCdBjIkGWJYNDHuh01/PjJDV3qlVLbkOYbP1vJj790OaGQ77S9mOLxXPPwwOAJBIdNxqo/QnLPetxMEknV8fUehH9wOXgeyZ1rOL70l7ipzsssJc2HbATxMuc3mOp50NiUIRTyEZ5wNZFJ15A+uAPz4E5cK4OsB/APGo2vdCiumaZx9XPUv/4ERt/hqMEo6XjXe1RJkkQo6CO1/12O/e2/ujTboBOvo/oP36bvp75POBSh8Sx7YgkXnqYpGIaGLEt4Xq6R/8XwkEBoy3U9mprShEI+PnLFUD5yxVA27jrG/sNNZC2HoF9j6qje9CkOYTsuiYRJOi3+MycIgiAIgiB0jQhUXST8hopZvZ/4ple7sZWMmlfKtv11vLnhULeO98wbe5lT3hefLuO4HpNH9mLyyF4oikzatNlzsIHfLtnO6q3V2I7X3Ey9L6PLChk3tIh1O2qoqW/bi+RATZznlldw07xJSLLMr55c1Rqkmj2+D//y8YmosoRrZwmN/QDJHSu7NeYcifDYK8hmrU6zqWRZ4hfPbulWQ9/axjR/fmUPn/3wWFRVPu0sdul0lkwmS2FBEDkQJTplMZIs4zkWdqyexrefIrbpFZz46Xu8hEbPRpIVTPPCZCMkEibJpIlhaBi9h2L0HZEbu+tiNx7j+Eu/IL7lLbxsGiVcQNHiz+M6DpluBNIMQ0OSZeqWPdalIFULJ15Pw/KnKF54d5fOg9BzhMMGhqGRSGXZd7CR3oVBehUEyFoO8VhaNNi+yHieRzyeQU5KGIbGuCFFTBhegixLOI6L7bjEYmkRiBQEQRAEQRC6TQSqLgKapqBqKg3rX+zWdtHZN6AoMktWVJzRcV9YWcG9N0/Atl1kWWJXVQOqIpPMWOw52IiiSNx78wRK8gMYukIybTFlVC+ONaT4n6c2dbjPpauruHHeMI7VJ9m4O1cSN6RvlH+9dSLm4V1UP/d/CY+fR97sG1CjJd2e+c9fNhatoDexWMfZNrpPZcPOY1TXJbv3YQCvrTvA7YtH5W62u1DC0hKMOfqn71F66zeJbXyNupd+2e3jRiYvxLbs89ZI3TA0dF1Fkk68ls3aZDIW6eZyHkmCaMRAK+hNcPQclHARarSI0GUzQFaId7Okx28opCu3YNV1P20usfUtCufdjt+vE49nur29cOHlJoDQ+O2S7fztrX1YtoskwdRRvfnXWycRDhtnPWuk8P5omQlVpL93TFFkDENDVU+kvbuuh2la57WUWxAEQRAE4WJ2ZgWDwgXl86m42QyJbcu7tV108kISaYtVW46c0XHf2niYtGmjqjKxZJZM1qEhnsGnKXz4A0P5yscnMXt8H3RNpj6Wobouhe249CoI8rXbpjBlVK92+3Q9D1mWeWlVVWvG0/WXD8Gzsxz780PYTbXENi4DzyP/8pu7N2BZJW/OTbiO0+FTfE1T0FSFl1ZXnsGnAcmMzVubDqH7uhbf9ekKmUO7MA/tJLl9BeGxc9EKSrt1zMCIafh6lZE+x2V/kiQRCvkoKAgSDhscj2XYWlHPln11HKlLEgoZFBSECIcNZDmXMYGU+7rQS4eRN+ND+EfMpCHl4LgQifiJRPxomnLaY6uqjKKqxDYsO6Oxe9kMia1v4tNPfyzh/SdJ4DNUXll7gL+8tgerOQvO82DNtqP84q9b0HW1S387gnCx0DSFSMRPQUEQXVfZe7iJd/ceZ0dVA6btEo0GyMsL4Pdr7/dQBUEQBEEQehyRUXURkGUJO1aHZ3fvibWsGxw9mmw3m11XmZZDfSyD36fyqe8sbdNwvDBqcM30gVwzfRBlfaL8z5838dq6g4T8GvOmDGDRrEE8cOd0nnhpB398eTeQC9z8662TADh0LNG6r2mje5Ha8TaumSsVdOL1NK54hvw5N2LH62joZDa8tm9WpeS6e/D3H9lpNpUs51KGDp907O46fCyBInctvivLEpm6XMllw1t/JjBkIr0/dj/Vv/8Wdqz2tNsbA0ZR8qEv4dgOmUz7RsVnSlFkwmEDSZZ4a+NhlqysYFdV20buA3uHWTSzjCun9CcvP4Aiy2zbX8fzK/azekt1m7+pltkRF88qozg/QCKRac3E6ojc/PlZ9WcWQAWw6qqRZBlJosMST6Hn0DQVRZZZuqayw+VvbjjE5z4yDl1XxYxwwiXB79cIBn0cb0zzwiu7eXltFU2JE7/fqiIxfWwpH5xVxujBRWiaQiwmskMFQRAEQRBaiEDVRUHCc84gUCHJWM7Z9fDJWg6HjsXbzYpX15ThD0t38dc39/G126fw5VsmkrUclr97hL+9tY8lK/bzxRvLuXXBSCzb5a9v7uPfb5vCyLJco3P7pHFpmkI2HW+z/4a3/ogSzid/1g1oeb1oWP4U1vGO+2z5+g6n4Ipb8Q8cQyJhnrYnytl8Ji3ZIF0NkHhObix20zGO/vl79P7YN+jzqYeof+W3JHauAqf9WGUjRLh8HgVzbwFZJp0+d9lUsiwRjhikMjbf+uVq9h5q7HC9qqNxHnlmM8++uZfvfHYmBVGDnz+7mYoj7Zu+x5JZnn59L39/ez9fvmUis8v74nl0GlxrKTH0OnjvXXXiepAAEanqyVrOdzzZ8d9D1nYxLQdV6nCxIFxUDEMjFDJYsfkIP35iPdkO+ujZjsfyTUdYvukIC6YP5PM3jCcSMUSwShAEQRAEoZkIVF0EPM9DDUS6v6FjEQ3pZ1yCnwEAACAASURBVHXscEBn/+GmTpenMjbffWwN3717Jl++ZSK7qhqobUzj96nsO9zEiIFx7vjgaIb2y2PSyF48/sJ2PrloFJHgiXFVVTfRb/AEeO3xNvs+vuQR7Nhx8mffRGj0bFKVW0luews70YAkyajRYsLjr8TXezCee/rGvS2zAEYCOtV0v0cV0Dru9wapZFnC51ORZRnP88hkLDzPQ/afOG/mkb0c+d399LrhXyn50JcoTH6K2KZXyVbvy82q5wsQGFJOcNRsZM1HquJdAmXj8bxTBylVVW7uMZVrYvzeAJEsQzBooCgykixh2S73PbKCA0fjnezxhKN1Kb72v8v50T9fztfvmMrdD7+K00nT66zt8sPfryM/4mNUWWEuAJm1252TlqbZij/MmeaJyYEw0PHMjkLP0tLwfuKIEg7Xts9mHNIvSjgg+o0JFz9FkQmFfKzddpQfPL6uSxMEvLS6CteDe24qJxBwz3mvL0WR8flO/D6YZscTjQiCIAiCIPQkIlB1EbAsByNcgK/PUMwje7u8nXm0gj4DRzOwd5iqLgQl3mv4gHyK8vztysLajc92+c8/rOeX913NghmDaEqY3L54JLqmYptpPNdldnlf6pvSPL+8gg/OGczMcaW8tu4gAC+uOsA9N5UTnnA18Y0vt9m3E29AkmVWbj7C0H6DKFk8ps1yu3nWvFjcJJs9dYaObbu4rsfMcaXsOnDq99SZ2eP7tjtOMKjj9+tIkoSbzSBpPgIBHcdxCQyZgKQbeNncTbh1/CCHfv4l/GXjiExaQN6M65HkE7153GyaxJY3iK1fiq/PUAJl47GsjjPAJEkiEvah+zQ818FzbOSAQTCgkUhmMU2bUMiH4VORZBnXMpEVH796bluXglQt6mMZfv7MZu7/9DSmju7Nqi3VHa6XH/Zx3x1TuGxQIZ7roCsuRsSP6zjEE9nWz822XTzXJXjZdDIHd3R5HCcLXjYTK3vuyiGF88dxXLJZm4/OG8bqbdXUNpwozdVVmTuvHYPj5m6gBeFi5vdrWLbLT57c0K1ZLJetqWLG2FLKhxWds0CVJOVm2vT5NDzXxbOzyAGDUFAnkcye03JyQRAEQRCEc00Eqi4CpmkRDGhEJi6g9shPu7xd7ZL/pd/n/pdFM8t45JnN3T7uopmDSGVs3tjQccldm2M1pHln+1EWzyoj6NdI7FpLzZtPYtUeQA5EiEy6hvzZN/EvH5/IstVV3DhvOCX5fo41pHn1nQPMHNubSYs+h3/IJFI7VuDhERw5m9CIKWzcVcMPHl+H53mMLCvke5+fiXlwB0gS/gGjyGSs0wapIJfJk83azJ82kCde2tlhScapjB1SRN+SUJseWIGATiDgI/7uazSseBq74ShKuIC8adcRnXYtoBAaM5f4hqUn7ckjXfEu6Yp3kf0h1HAhkmbgminsplo8KxfUKr7u3g5n+1NVBV1XMAwVyXM5vuxXxN99DS+bzpVBzruNcL/L0HULw9BJV22l/rXHCU+4Gt+ouby67kC33jfAO9uPcqw+xcKZgzoMVGmqzIN3z6BvoY/aF39BYssbeJaJ0X8kBVfdQaR0CE1NaSzLwfM8zKxDePyV1L/xBzyrezMG+vpdhq9kgMjAuYgkEibRqJ//+coVvLiqkt0HGuhVEGDRzDJ6FwaIxzMiy0O4qElSblbZV985SOIUPfo6s2RFBZNH9kLX1S79np1OJGygaTL1rz9BbMMy3EwCvVcZBVfcSnjIhNz38GnK5AVBEARBEN4vYta/i4DngZl1CI2ejRop7vJ2dkMNeA5XTulPQcTo1jGL8/3MKe/L6+sPku7if2ZfXFlJ0K9h1h7k2NM/xKrNBUTcVIzGt5+i/o0/MG1MKbuqGvCAD31gKACO6/Hgr9/hj8t24fQZQ8mHvkSvD30Zt+9Y/rhsF995bC2O6+F6MHNsKZIk4R84Gr3PcBIJs1sBi0zGIhTQuXrawG59HpIEN1wxFNtxW/9zL0ng96skdqyk9vn/xW44mns/8XrqXvkNTetexPM8otOvRVI7LsF00wmyx6owD+/COn6wNUjlHzQOX69BbWb7MwyNvDyD/PwAAb+GoijUPv9TYu8swcvmgmfm4d0c/cN3sBpq8OkK2eOHOPrkg2RrqgiOnsPr6w+TOoMZBF0Plq6uYsLwEorz/O2Wzx7fhwGlUWr/9l/ENyxtDT5lDu6g+olv4cTrCZw0u1U6bSH7AkQmXN3tseTN+BCuc24bzAvnl+O4NDWlUZqvo/vumMqd142hIOI7bcmuIFwMfD4NRZZ5YWXFGW2/YWcNxxpSGMbZPz/UNAXdp1H38m9oXPkMbiZXcputqeDonx8iU72vzfexIAiCIAhCTyMCVReJVCqLJ8n0vuV+ZH+4S9vIRhDPA11V+NZnphPs4n+AI0Gdb901nazt8uwbXS813N1cTpc9vAe89tlKsfUv4VhZxg8rZunqSq6dPZj5zQEj23F5YulO7vjuy3zxh6/xxR++xu3fWcYTS3e2Nl6fP20A110+BNO0qa9PUt+QJp3uXpmEZTmYps1d14+hfHjXg363LRrFpJG9yJx0PF1XkWWFptXPdbhN0+q/IUkSWl5vSq7/ZzipxO9UtKJ+lNzwFWzLJpOxkCSJvKhBOGzg1h+mdskjpPa8gx2rI7l9ZbvtPTtLcvsKJFkhtu5FPMdCDkZRNB97Dp5ZySPA7uZti/PbB6rmTuiHWVdNavc77ceTTRPbsBTdpyE1d9a2bQfTtCiYdxv+IRO6PIb8ubcQHD6F1DlsMC9cGI7jEo9nqKtL0tCQpK4uQawpTTYrZvoTLn6yLOG4HvsOdd7T8VRcD/YcaGz9jjwbPp+Ka6aJb3qlgwM5xNY+j6qpqKr4L6AgCIIgCD2T+F/KRcJ1PWJxE62gD33veBhf6ZBTrq/3KqPPHQ+BJHO0LsHA0gg/vPdyyvqcuin7sP55/PCeOfQqDPIfv15DTX2qy2PMNJcruHbHGU5eNo2dbCIc1PnFs1tYv6OGe24q5+PXjMDQc0Ec2/GoOhqn6mgc28nVAvl0hVvmj+CemybgurmbXecsZu6Lx9O4jsc375rOgukDUZXObwwiQZ17birno1cOI53Okj6ppEOWc9tZDR33bLKbavFcB8tyCF42nd4333eajDiJwLDJ9Ln9e6AaNMUySBLkRQ0U2ePoX37A4Ue/QnzTK8i+IFZjTYcBQQDXzDWLt+pzY5M1HwCZswgKtGTW+X3tA56RoIbT2PHn0GYc8onPOh7PYNsuvW/6dyKTrgG580Cq7A9RtPBu8md/tPk8nNuGw8KF43lea784QbhUSJJE1jq7oGsma5+TQJUsS9iJejy74+/Jjr6PBUEQBEEQehLRo+oiYlkOjU0ZotFi+n76B2SO7CW27kUyB7bhZtPIuh+j32VEJi/E6Dci10AVicO1SYryAvQtDvF/v3IF2yvqeGFlJTsq6kibNn6fypghRSyeVcbwAfk0JUzu/9kKdlZ2L/smYORKCWQj1OFyJZSHFi7geOO+5nK/tdx7Uzm3zL+M6+YM4bV1B3lt3UGON6XBg6I8P1dO7s9Vk/vh9+vYiQbwdS2b7FQ8D2KxFOGwny/cWM4nFo7kxVWVvL3pMI1xE1WRKS0KMn/aQOaU90VTZZJJs12TW6clkFY6lPT+Te2Oo5cMRJIVTDODaVqEysbT/4uPkNqzjtiGZWSPVeUa3BohgsMmE5m8AC2/N7Zl09SUwXU9IhEDRYbqP3yXzIHtrfu2Y8cJDJuEpOod3owoobzmsQ0hXfEubnNpYKCDIFNXBZvPb7KDkrvaxgyDygbnssbc9jdrvtIheJ6H654IrHkeNMUyRMIGRQs+S/7lHyO28WUS25bjJBuRZAU1rxeR8qsIjZ6NpGqkUibJZM8KUimKjKrKeB5Yli16LQnCPyDP8zB0BUlqPytsVwUM7ZzMZOo4Hv5oCbI/hJtuP9Nmy4Oult8wQRAEQRCEnkYEqi4ytu1Q35DC59PwFw+i5Lp72q9j2SQSGXw+FU1TGT24EE2VWbKigqN1SRbNLONfb53UbrtUxqIpYXL3w6+QPIPSqpZSOl+/kW1mumuRN+ujyIrCK+/kelfZjsuPn9zAC6sqWDSzjIUzB3HtnMFttnFti+SOldQe3k3xgs+QSHSv8XZncsGqdHNTco2brxrOx64e0WadltnK4jGrwwyubNbGdRzyZt1AunIruCd/ZhL5c27Gc09MB57NJjEMDWPwBILDp3SwP6tNvx5VlfH5NOpe/V2bIBVAfPPrhMd9gMjkhTSt/lubZUowj9CYy/Fcl8iURcQ2vYKTbMJKJSgfXsxLq6vO6DMrH16M7bhUH0+2W/bK2gPMHDedyISria1/qe14IkWEJ1yNabYP4rQEqzTNwu/3kzfzI+TPuqHNOq7jkMk6pGPJs8qkO9dyU9Hr6PqJXi+e65Ix7XP2dyoIwsXBcVxkSWLs0CI27zne7e01VWbMkMJzkmmYyVgEAkHyZnyY+tceb7NM9gWITrsOK9vx75ogCIIgCEJPIAJVFyHPy/1HNJOxUFUFRZGIRHJ9gxobU1gnlR9omkrA0HBdj2fe2EttQ5rn3t7P6LJCehcF8ftUUhmb6uMJCqN+vvrJyYwYUMCGXce6Pa5FM8uoa0qTFy6k9Lbv0bTiL2QO7USNFhOdspjQqFn8/e397QIdOysb2FnZwB+X7eL7X5hN2C+T2b+JdNVWzCO78ZeVUzjv9uaeTec2myabdchmHWRZQtOU1rIL1/W6lB2TSGaJDBhFn09+m8YVz2DWVKAX9iM6/XoCQ8pJJMzWfbiuRyqVJZUCXVeQZRlJyr1u2267mwbD0HCtLPGNL7c7bqZqK8ldayicdxtafm9iG5fhJGMEBpeTN/sGZN0PnosSjNL3jodpWP4UqR0rmF5+NQURg/pY92bM01WZq6YOYPWWapoS7c/B+p01bNhZw4T5d6IV9iW+6RWcTJLA0Inkz74RSTNINXV+TMvKlUie6Xm40GQ51zfMM5PUvfUHUvs2IPuChMuvJFJ+FbIsEevmZ3yh6Hru88397dE6E6MgCGfONG1s22XxzLIzClTNHt+HcECnsbHr5fadcRwX23bIm/EhlFA+sXUvYsfr8A8YTd7sG1HzikUwXRAEQRCEHk0Eqi5ytu1gn5TIc3KQquXJrOO4rNtRQ21DrvzL82Dr/jq27q9rsy9VkWiIZ7h2zuBuB6oG940yenAhjz23lUPHEnzuw2Po9ZGvtC73XJe6pjSPPrel030cOZ7kn3/yJl/6WDkTRkwlOGJqm/fZ2Jg+bwEL1z2zqbpN0yYWSxPsPZTeN993Yn+OQyKRadPT6mS5BtKd9zORJDB8KvF3X8U1O75xqXn2xxRedQfh8nlEJs4/se9jVVQ/+00iUxYRHDkLJVJEybVfBHLlKQtnDuKJl3Z2631+YFI/wgGdJZ3MaOV68L3fvMNnPzyWeZOvITplUesyK2vRFOtaX7EzPQ8XWjDoA8fi8G/uwz6pR5l5eBfZYwcomv9pdN3qMY3CFUXCMHR0n4qqtG1N6Loe2axNOp3FtkWGhSCcqWzWYtqYUkry/Rxr/r3tCkmCD84eTLY5YH+2cuXICpnqfQRHTCM8dm7rMqv+KE4yjuELkDmDGWAFQRAEQRAuBBGouoS1BAYURWbD7trTrm87Hs+9tZ/bF4/iwx8Y2uUZ/yJBnf/zycnEkiavrD1AIm3xmZ01TBxewt0fGUevggDptEVh1M8nF47it0u2d7qv+liGB36xmr7FIcYPK+KjVw6jIGLQ1JTusVkfpmljmnZrllTLjf/ZkGUZSZZJ72vf+6qVY1O39FEa3voTgcHlSJqPbO1BzMO7AEjv30R4zOXU1SXQNBVdV1BVmRvnDWd7RR0bd53+bwKgrE+EO68by+4DDWzdV9fpeqbl8Mu/bmF4/zwG9A6TSmWxLOeSC35IUq7Bf2z9sjZBqhax9S+RN+sGDCPQIwJVgYBOMOjDdlxWbD7CK2sPcLQuiet65EcM5k7ox1VTBpCfHySTsYjHe2YmmCD0dOm0hc+n8fVPTeNr/7u8dQKK07l98SiGD8g/Z9eeYWh4js3RPz6I59gEhkxA1v1YDUfJVG0jMmURRfM/jaJkRfmfIAiCIAg9kghUXcJsO9djSddVUp1k9rzX06/vYXDfKJ++djSGrvCnl3dxqpYZpYVBHrhrGoV5fr7+yAoSzccJB3Ruuno4pUVBTNMilcoiyxIfvXIYuirzq79vwznFjtOmzfzpAynK8xOLpS+KGcJOlyXVHS2zMXWWTXUyNx0nse3t9q9nkq37Mk0L07SQJIhE/Hzj09P5yZMbeHvT4VPue+yQIu7/9FTA4+HfvnPKdQsiBg/cOY2BpRFisXSPCNKcD7IsIcky5uE9Ha/gOphH9qAPHH9hB9aBUMiH36/z8toqfvfCDhrjbct9jjWk2VXVwO9e2M4HZw/mk4tGEpH9xJq6ng0iCEKO63okEhnK+kR46J9m8Z3H1pyyzFqRJT597Wiuu3wI6XSWTAcTVZwJRZGwGo/hpmIAJLevaLPcPLy7dT3n0vyaFgRBEAThIicCVZe4lkCVrildWt/z4Md/WA+ex8evuYyrpgzgxVWVvLy2qk1vorFDilg0axAzxpSSMm0e+PlKdlU1MKRflEUzy5g7oW9rn6GWjJqWfk3XXT6EORP68tKqSpaurqLupN5FIwbms3hmGXPK+yJJtAl4tAZvzmPQ6myOIUm57V3XO22J4unWbckekzS92+OQAxFkXxDZH2ne18n7hVgsQyRi8NVPTuajVw5jyYr9vLnhMGZzyYmqSEwfW8rimWWMGVKEbbuoqsyPv3Q5L62q4qXVlW3P2YB8Fs3KnTNZ5pIOUkGurxOAmlfS6Tpafm887/2d+t3v1/H7df7y2p5TZjECZLIOf3ltDzX1Kf7tE5MIh43zlll14m+fHpslKQhnKpt1iMXSDOoT4bGvX83bmw6zZGUFu6pOzKJbGDVYMH0QC2YMJC9skEplSSbPXc8o1/XwhfKQFA3PaR/8UvN6ta4nCIIgCILQE0meuFMgm7VpusgzCIqLwwDU1sbbvJ6fH0CWZZauruT/Pb35tPspH17MzVcNZ8yQIiBXPqgoMo7rEUuYZC2HcFAnYGg4rocsQVPSJGM6BP0a4YCO7bi8svYAm/ce56ufnNxmJjugdaY9XVfxPIinsphWbvugobXOtpdOZ3Ecj0BAx/ApKGourmpbNhnT7rT/U3dJEs3HUJEVpfkYFumM3aUeHooiEwjo+HwqkiThebnSv1Sqfc8fVW1ZNzdTnOe5mKZDKtW2BEOSJAoLgzQuf4qGt/7Upfdh9B9J3uwbCQzOZfJ4rgOSTENDssNpyA1Dw2do6JqCZbvEU1k8zyMc0HOvWQ6mmWtgr6oKfn/zOSPXRN60HAKdnLOeorPr4mxFIwZSpolDP78Xz2p7g+kvG0fpx79JPJ45ZxkSZ6KgIMi6nTU8+Ku13drulvkj+Pg1l1Fff25nWZRliWDQh09XkORcn6ysaZFKW+ekL4/QdefruhBOUBQJv19H11UURSaZsUimLXyaQjigI0k0f2ee+79/TVPIywtQ+8LP2k/GIcn0ue1BtN5DqO9GH61/BOK6EIT2xHUhCO2J66LrolE/un5muVEio+oSpygyeC5XTh7Ar5/f3mHPDEWWKIjmetV8ctFIautTPP7CDmobU1w2qIB5k/ujKjJb99dh2y6JjMWeA43srKpj1ri+lOT7MXwqlw0sIGiofP77r3K0LsWXPjahNYBxspNn2jMMDV2R8Kkanue1u7mPRgx0n0Zq7waSO1eDohAafTmhASNRFPmsZy6SpNwxVFUhuWsNqb3rkXWD8LgrCZcORlFO/aRbVWWiEQPPytC05gWyNZVoRf2ITLiavGiIplim9SZE1xUiYQMnFaNh7ctY9dX4epcRLp+HHjVobDrRcLwl2BWeMJ+G5X8B99Q3MoHhU+l1w7/iJBqpf+uP2A01+PoMJTx+HnlRf5t9tzh55kjDUAn61NxMcI5LU8pskxXlOC7JZJZUKouuq2iKhH7SOTNNq8fNzHc+pdIW0WghvW/5BnUv/5ps9T6QVUIjZ1C44LPNM1S+f0Eqw9BQFJmnXu2kPPEUnnt7Px+9chh+v3bOZgZTFJm8qAGORWzDK5iH96DmlRCZcDXRaAGxWOas+7oJQk/iOF7z9WNiGBqqKhPx574zW8r8zldGk2U5ZE2LomvuQlI04u++hmdl0Ar6UHDFrRj9RhCLiSCVIAiCIAg9l8io4tLNqPL7VYJBg+yxKny9BvGzZzazZMWJWdtK8v0smDGI+dMGEg35cD2PbfuO8+1H17SWgQEM6BXmB/fMQVNlnnljL0tXV3K8sW1ZUEHE4FffmI8E/P3t/by58RDf/+JsbMs545tdv18jFDI49vefktj8eptlebNvpGDux2hqSp/VDW4wqOM3NGr+8n1Se9adtESi8Jo7iU5eSENDCtvuOFCUn+fHSzVw5Lf34cTrW1+X/SH6fPJBlPzS1qfWhQUBrNoDVP/+gTa9p9RIMX3u+B6eL0zjSSV1uq4QjQaoefpHJHeu6vQ9SJrBgHt/gVV3mOo/fAcve+JvWc3rRZ87HsLTAm323SIU8rU+8T9Zy/Tmruu1W34xzRJ3Pp94+HwqoZCOLCs4qTiSpiNrPmzLoilmvq9lNdGon8PHk9z7n2+c0fb33FTOvMn9aWhInpMAZDRqoNjpdrMkSrpB6S3fRC8dQn1D6h8q2Pl+Ek8CL32SBJFw7kGPa1u4Zgo1GMVzXZKp7DnLSL6UiOtCENoT14UgtCeui647m4wq5Vvf+ta3zu1wLj6O47YpTbsYBYM+AFKpE32kIhEDWZax6g4jhYoYPbiQVVuqMbM29948gXtvmsDIskI27jpGZXUTg0qjfPexNdS9p/lrUzKLIktMGFHCqLJCrrt8CEV5Bht21eJ6Hqoi8bXbp1JaGGBnVR3Tx/Rh0cwyJEkiETfPuA9NOOQjW72HumWPtVuWObiT8PgrUY3AWZ27SNhHes86Gpc/1f4YB7YRnbwQWdU6DIZpmkIg6KNu2WOYB3e2WebZWaymY0TGfaC1x5Ph1zn21//CqmvbwNw1U7jZDOHLppHN2q0BDsfx8OkKgYGjSGxf0SYAdbLwuLmERs2i5pn/xG482nbfmSSebREeMRnTtFvPRTDoIxwx0HWV6rokz7y+h2VrDrD83cNsr6gnP2JQUhBEUWT2H27i8Rd38vq6g7yzvYbGuElZ3yjhkIHaXCLYUwMMHV0X54rjuGQyFo7j4SkatiORTJokU+9vdpkkQTjs57m39rO9ov70G3TAsh3mTRlANuucdcBNUWRCIYOGN54kvW9924WOTbb2ANGJ83Ecr8cHPi8V5/O6EHoO07Rzv12SjCtrmKZNPG6KUttOiOtCENoT14UgtCeui65rqfI4E6L07xLW0swcVcsFovpE+d4/zaIhnqGsNMozb+xlyYr9HG/M8O3PTKeuKU3V0Y4jw+t21PCJhSP5f3/ZRP9eEa6fO4TSoiAP/+4d/vnmCZQPL2bL3lrue2QleWEfC2cM4uarhhMK+YjFMmcUrFI1ldje9R0v9FxSezcQHHdlt/fbQpYlZEUhtW9Dx4ewTNKVW/GVTeh4fGruokvt7Xj79L5NeF4uSCVJEq5tkana2uG6qeb3qapKm5v1WNwkLxql9BPf4eiT38VurGm3rV4yECeTxDy8q+N979sA3ImqyjiOSyRi4PNp7Kis5/cv7mDz3uPttvn72/sZ1j+Pj109gqmjezOooo7HntsGwOvrD/KbJdu5YlI/bl88imjUTyzWvrTwH4Hn8b6W+HWk5bqPnUVz5ljzxAmt3yFnofU66eQ6M4/swUknUNXuTxwgCMKp2baLbZ+7Ru2CIAiCIAgXgghU/QOQPBdDV1EVmbyQTjTk4/u/e4eVW3IlOAN6hRk7tJis5bTORPdeQX+u+ffxpgxL1xxg76FGvvzxifzq/vn4NIXdBxq475GVADTGTZ5ctoudlfV8487pRCLGGZVWep6H7At0uvxUy7q2/5b9+Ds/hhGgsxDbie0DuOn2AT5ZN5AkuXldD0lWkLRcP6v2xwm2rncyx3FpiplEoyX0u+s/ib/7KrH1S7Hqj5wYh2MjqRqSquPZ7SP7J39OwaAPn09jxbtH+NET67FPEVzac7CRB3+9hs9cP5YPzR1Kfczk2Tf2ApA2bV5YWcnW/XV87/OzCIdz51hUEvccinxmTy+Ak558nP35PPk66fhgau5vt2fF+wRBEARBEARBeJ+c+Z2M0OO1BJw826F3URAzayPLMj9/ZnNrkArgU9eOJts869700b073NdVUwaQytitpURvbDjEb57fhqGrbNh5jK/891vtttm4u5afPLkBXVcxDK3b489mbUJj54LSPp4q+0MERkwla508U16ur1U06ie/IEheXoBAQEeWO84K8TwPK2sRHj8PpPaXgprXC2PA6DbHeO/4PM8jXD6vw+Xh8Ve2rpfN2kiykns/Ha077srceDooybBth8amNFlPJTJ5Ef0//z/0ueMhet3wb/S64d8IDJuCrOoER83qdBye65LNOvgMlZ2V9acNUrXwPPjl37awo6KeOxaP5E8PLuCJb1/Dv3x8IsP653HgaJxv/XI1kiwRCIiMmJ7AdT08z6NPcfCM91FaFGzd19myLBvPdVuvh/cKjZyFrOmimbognEOqKhMOGxTk+yks8BOJGOi68n4PSxAEQRAEoUtEoOoSFoul8VwXJZyPqshoqkJNfYqlqytb1+lVEGDiiBKee3sfh44l+KePjmf04MLW5aoi8eEPDOGKyf1ZurqyzayBf397P/WxDO4psmje3nSYyiNN+HzdT95Lpy3UUD69PvwvyP5w6+tKuIBeN34NSVZbG8JKkkQkfma8+wAAIABJREFUEiAUMth/JMYLKyrYtLcWf0AnGg10Whubztjoxf0pWvQ5JP1EZpWaX0qvG7+G53mdlna5rodp2uTN+FAuAHVSsCswYir5V9xK1rSaSy9crKxF4bzb8A+deGInkky4fB7RqR885SxQjpObXa+uPkUyaSIXD8Y3ZBK+IZMgXIJj2xTN/zT+weVt9z3xGiKTFpAxbQIBHUWWeWLpzi4FqVr80w3jGVlWgJtswNr+OtK+VcwZXciP7r2c+dMGsvdQIyvePXJG51g4P0zTZt7kAWjqmX3FL5g+EMtyzknPKM+DjGkTmTifyOSFIJ+4WfYPGkfhNXdhWZbomyMI54hhaOTnB9GwSG17k8S7r6JYCaLRQGtfDUEQBEEQhJ5M3FleoiQJNE3FkyTU/N6kTQu/T+PFlRW4HhTlGVwzfRCLZ5XhAdv21dGnKMjMcX14+AuzqTjSxLGGFMMH5JMfNli1pZrfvbC9zTFsx2PZ6ipuumo4vQoC1NSnOhzL8ysq+OKN5aiq3K0bX8tyiMczhIZPZeCQiaSrtiIpKsaAUYBELG629kUKhXwgwwO/WMnGXbWt+xjQK8yDn59JOGzQ2Nh+fKZpk0yaRMrnERo9m0zVViRfAH//kbiOQyyWOWVWSSKRQY4YlFx3L/lzbyFbU4lW1A+9oBQraxGLn+gNEoubRCMGpTd/nWzdYay6I/h6l6FGisiaVpdmR/Q8r8PGfbIs5fZ9yzfI1h7EajiKr3QIargAs3nf+QVBqo8neXdPbQd77tjVUwewYMYgGlY8Q8ObT4KX+7ylZY9S8uGv8IWPlrP7QAMvrKxg7sR+GIbW43o2/SPKZCzy8gLMHt+H19cf6ta2A3qHGTOkiESifYnqmUokTGRZouiau8ibdQPmkb1o+b3Ri/tjWzax2Lk7liD8I2vJpEruWsOxv/03ntX8u7L0MQrn3UZ06gexbeein0BGEARBEIRLm8iougQFgz7y84OEwwayJCHLcmu/mo27avn326fw6Nfnc9O84WiyTDJt8eDnZzF9bB/e2V7Dpt3HCPk1Rg4qJNJczpUf9jG0f167Y73yzgFkWWLSyF6djueNDYewHfeMMm4yGYuGhhQZy0PrPxa1z0jSGZv6hlRrqZAsS/h8Kk+/tqdNkArgQE2cnz+zBU1TOi17SKWyNDQkMW0JbcA41F7DSCZNGhrTp83y8DxoasrQ1JTGNfLQB5VDsIhYLE1jU9sm8q7r0dCYJhZLQ6gX+qByHF+UpqY0TWd5o96y73g8A5HS3L71ME1NKWKxDLIMqiLzytoD3ZqR7vo5ZaSPVtDwxhOtQSoAL5uh9m//hefYLJ5VxvaKeo7WJUVpSQ9hWQ5Zy+HWBZcRCXa9JFORJT5z/Rhc1yOTObc3srFYhqamFI4Wyl0n0d7E4xkaGtPnpMRQEATw+3VcM82xv/3fE0EqANeh7uXfkK07gt8QzygFQRAEQejZxP9WLjGRiB+fT+X1dQc5UBPn9sWjANBUGdtxeeCuafh9Ks+8vofq40m+cGM5iZjFo3/byqvvHCCRbpsNEzRUrpw8gOvnDuE/PjeLHz2xnlUn9bc63phrkh4JdN6Dysw6JNMWunJmM4g5jnvKbCNNU5Akibc2Hu5w+eqt1WQtB01TyWY7DjzZ9qmPcTotfai6wjTt8/Y0O5OxOsxokpsDlbUdZJV1JujXGNgnj7pXn+twuZtJktm3gfFDc39jx+pTFIRFWUlPkUxkKM4L8O3PzOCbv1xFLHnqKXRVRebLt0ygfHgJ8fiZzdR5Otms0+k1KAjC2dNUieSOtR1O2gEeyW1vk3/5zYDIYhQEQRAEoecSGVWXENfzUFWZHzy+jh8/uYGjdcnWZZIk0RIm+ur/vM26HTV8/oZx7D/cyJd+8gZ/e2tfuyAVQDJj8/fl+/nyT95g76FG/u0Tkxk3tKh1eeut7Gmmsb8Qs8E5nWRliJnoTpye7nwUrWfU67xc03NdWv6yxKfcs9i2SzyeZnDfKP/15bksmDEIfwdZjYosMXNsKT/44mwun9CPRMIU5ZuCcDE75Xe2CBQLgiAIgtDziYyqS4gsSfzkzxt5e1MusyjW3MvI8zzcbIYsGg/8YhWHjiV49L6rqKlP881frCKeOv1NaTxl8Z1HV/P9L87hK7dO4s4Hl2E7HvnNGTSJDvomtdBUmZBfJ5s9Pze/LX2vZo3rw19e29Nu+aTLeqFrCulTjPFS19LLqzBqdHmbRNriyLEYeSNm0LTm7+2WS7qBMWQCazbnyi2Lov5uBcKE8y+bdWhqShEN+vjCR8fz6WtH89bGQ9TUp3Bdj/ywwZwJfSmIGFi2QyyWFr1rBOEiZtkegeFTkFQdz27/mxccNQvrPP0WC4IgCIIgnCsio+oS4bge2/bX8dq6g62v7a5qwLIcJElC1g3++uZeDhyNM3VUL4rzA/zm+W1dClK1SGZsfvX3bRREDKaPLQXgikn9Adi0u/MG3bPH90FV5fNW8uM4LqZpcdO84Qx7Tx+t4jw/n/3wWCzb6XJp3qXIdXOf05WT+3dru+dXVBHoP4LotOvaLpAVihd+DtXnZ8mKCob1z6NvSegf+jPuqWzbpakpTUNDEsnzuGrKAG5bNIo7Pjiaa+cMJuhTaWpK0diQEkEqQbjIZTIWihGiaMFn2sxEC5A36wZ8JQPJmCKrShAEQRCEnq3HZFT99Kc/5cUXXwRg7ty5fPWrX2XlypU89NBDmKbJwoUL+fKXv/w+j7JnURQZw9DQNAVFlnhhZUWb5Zbt4jgOJI4jR4pZuroKgEUzy6htTKOpMv/2iUlEQz4UWSKZsdi2v55X1lZ1GsDauPsY1ceTLJ5Zxsp3j7BwxiDe3VPLoWOJTsf5wdmDsW3nvE4/n0iYRCJ+fnTv5byz/Sh7DjZSWhRkzoS+KLKE67hEmzN+bNshk7EuSANnWZbw+zUURWktv8s1qrbO6+fREctyGNA7wqiyArZX1HdpmyUr9jN6cAGzrrqd0LgPkNq1FknVCYyegx4p4DfPb2PPwUbuvbm8NWAo9Ey5UkDRl0YQLmWW5ZBMmoTHX4m/bByJbcvxHIvgZTPQi/rlJloQDxQEQRAEQejhekSgauXKlSxfvpxnn30WSZK46667eP755/nRj37E448/TmlpKXfffTdvvvkmc+fOfb+H+77TdRXDr+HTVbK2Q9q0yVgOKzdXt1lv9OBCDEPHcvys21FDXVOG4nw/E0aUkMxY/J/bplDXlKamPoXjeJQWBpk2upRPLLiMtzcd5qlX93C4tm0AyvNg2Zoqbl88iuvnDqWkIMCjz23tdKyTLith+IB8HPv8BmVc16OpKY3frzHpshKmjSnFdT1kWSKRznKoJoFpOUSCOgNLIwQCOtmsTSqVbS0dPJdUVSEQ0NB1Fc+DyuoY8VQWQ1foVxImLy9A1nIwO2l+fj7E4xk0XeXj8y/jgV+u6lKgzvXgB4+v46GwwchB/fCVDMR1XTbtruWvf1zJxl219CsJMXdiP7JZW5T+CYIgvM9c18OyHdRwAdHp1yNJEql0lqaGFIVRPwUFQcysTfo8/f4JgiAIgiCcrR4RqCouLuZrX/saup6bRn3IkCFUVlYycOBA+vfPlSpde+21vPTSS+clUKXrKsXF4XO+3/PpaF2S55fv5NV3DvDVT07Gb6jYTtv/cOZHcv2IFCPIgZqj5IV9fOuu6Xiex/b9dbywspINO2s4OV4xoHeYRTPLuGJSf6aPKeV7v13L5j3H2+z3QE0cgNsWjeTdPbWs2Xa0wzEOH5DP126bjJWKoxqBC/YZtzRP31XVwJIV+1mxubrNZ1OS7+ea6YNYMGMQ0bwA8mkawZ/pGJoSWZ59czcvra6krulEJouuyswa35dr55QxrH8+oZAP6TyMoTPjhxfzhY+O53+f2kRXkspuunoEowYX8udXdvPE0p14ntcakCrJ9/Odu2eiyDK6X8Hv18/v4M/QxXZ9C8KFIK6LS4/neUiSxM6qepYsr2DlliPYttv6XV+c5+ea6QNZOGMQeXmBC/rbc7EQ14UgtCeuC0FoT1wX51ePCFQNGzas9d+VlZW8+OKLfOITn6C4uLj19ZKSEmpqat6P4fU4L6ys4OfPbmnNiNFUucOnopqa608hKwoAD949k+L8AN9+dDXrdx7rcN8Hjsb52TOb+ctru/nmXTN44M7p3P+zFeysbGhdp6VkraYuyUO/WdsuM8fvU7lycn8+/cFReMl6Mod2EBo9++zfeBe4ngce/PSpTSxbU9XhOsca0jz+4g6eeX0P990xlXHDijtc72ys33mM7//uHTId9OXK2i6vrz/I6+sPcu3swXzmQ2Naby4ulPnTBpIf8fG7JTuorI51uE7vwgAfu3oE86YM4NV3DvD7l3a0BqhURWL62FI+9+FxhAM6sixudgRBEN5PLQ8RHnn6XV5cVdnhOrWNaX7/0k6efn0v/377FCaMKLmgYxQEQRAEQeiKHhGoarFnzx7uvvtuvvrVr6IoCpWVla3LzueNfDZr09SUPi/7Pld0XSEaDfDSqkoeeXpzm2WJtEVpYbDdNql0rqTMzmaYMbaU3oVBvvnLVe0ypDpyvDHD1x9ZwQ/vmcPX75jGXd97GbM56BIO5rJmQn6V6y4fwu4DDZhZh4BfY8LwYuZN7off0Ekd2M6xp39I0YLP4jguDXWp0x43ENDw+XQkKddLKpEw2wTCdF1BVXOBN8tq2/cqENAJBn3815828Oo7B9vt+72SGZtvPbqa//jcLEYMzKehIXlWfasURSYvP8DmPcd58FdrcLqwr78v34/jeXz+I+NIJEzS6QszM2E4bDBpRC+mjOzNjspcX7JjDWlcz6MgbHDF5P5MHFGC53nsPtDAis1HGF1WiOFTGTEwn4UzBhEN+chaDo2NqdZZBc8FXVdRm4Os2ax9VqUpLU86amvj52RsgnApENfFpafl9+9UD2lOljZtvvPYGr579wxGlRWe9e/fpUBcF4LQnrguBKE9cV10XTTqR9fPLOTUYwJV69ev59577+W+++5j8eLFrF27ltraEzPJ1dbWUlLyj/vkzzA06prS/OyZze2W7TnQyPQxpfQpCnLkePLE64cacV0PNxWnT3ERf31jb5eCVC1iySz//aeNfP+Lc5g7oV/rf35njCnFcVzUY7v4+DXlbbZxbYvk9hUcXv8S5pE9SJpBYMgETjfhn64rRMI+JFnB83KBCZ9PQ9dkspZLKpUlEvahqCqe6yLJuUCGlbWIxXPBLJ9PY9XmI10KUrWwbJcf/P4dHv36fPx+jWTyzANFfr+G63j86Il1XQpStXhhRQXTRvVm3NDCCxaoisczyDKEQgbD++cxclBBm+WO42JZNq7rMbRfHg/cOb11med5zcHd1DmdyVHTFMIhvc05DgZ9bc6xIAiC0J7Pp7F2+9EuBala2I7LD3+/nl/dfzV+v04yaZ7HEQqCIAiCIHRdjwhUVVdX84UvfIGf/OQnzJgxA4Dx48dTUVFBVVUV/fr14/nnn+eGG254n0f6/lAUCZ9P48+v7e0wALJsbRW3XDOChTMH8dhz21pfr21Is3FXDROGFSABL6ys7Paxt1fUU3GkiUWzBrFsTRUFEYPpY0tRFJn4hqUcf/6nqJEiJN3ANVPYDUdxMyeCZaExc5B1AzIWgYCO67qYZtum24oiEwn7cFJx6l/5DYmdqwAIXjadwqs+hR4Io0cN7Fgdta/8htSedUiyQmjMHArm3U5e1CCZslBVmedXVLz3LZzW8cYMa7dWM2VU77MKVOm6ypsbD9OU6P4+nl+xn4mXlaDr6gWbkcl1IRbLoChy88yEcvPrLum01ZrJJEm5cyRJEp7n5YKf5zhopCgy0YiB1VBN7au/I7V3A5KmEx47l4IrbyMaMWhovLBZj7Is4fOpzWWNuff+3iw+QRCE95vPl8tCfX75/m5vWx/LsHJLNTPGlopAlSAIgiAIPUaPCFQ99thjmKbJww8/3Praxz72MR5++GHuueceTNNk7ty5LFiw4H0c5fvHMDQcx+30SWlj3GTl5iNcNWUAT726h9hJwZa6WAZP1tiw8xg19acvvevICysq+MKN5QzpG2V2eV9URaYhliI8fh6p3WtxEg0db6ioRKd+EM91QZbw67leRoGASzZrk05bOI5LOOwDJKqf+CbW8UOtmye3LSd7tIJ+d/83np3lyO/ux4nXAeC5DvFNr5KtPUjfOx4iEJA4XJtg896uZ4ydbMnKSmaM63PGgSKfT0VRZF5Y2f1AGcD6HTUcb0wT9l+4QJWuqxiGhs+X+xrINgdgDEPHMHKzIpqmRSZzduV3XREI6LjZNNWPfwMn2QSAl80QW78Uq76a0o9/E8PQLsgMibquYBi5GRslScK2XRzXxaef+JzMjIVpWmKWQ0EQ3nc+n8bRuiSbdteefuUOvLCigjnlffH5VEzzwvz+CIIgCIIgnEqPCFTdf//93H///R0ue+655y7waHoeWZY51pCiMd75086/vLaHaWNKuf/T03jg5ytbm3gbuooiS+yorD/j4++sygWirpjcn+svH4LnefgNHam4f+cbSTIl196DXtSP//j1GlZvPYokwfD++SycOYjLJ/Qjz6eRSGRQFYnUnnVtglQtrPpqcB0SW99qDVKdzDy8m/SBHfj6DmdHxdm8x9y2LVlF3aUoMm5zP6cz4Xqws7KeqaN6ndH23RWJGPh8GrUNKf4/e/cdHtdZJX78e++dmTt91C1bcpN774lb4pZmx4E0IASSEEpCb7sLCwubEDq7Cwvs/hZCC5AQSCAhHcdOcVziHvcaW7ZcZVl1+q2/P8ZSrEiyJdlObOt8nofnIXPf9zbNaHSPz3vOc4t3sWRtVUsmWNDvYfbEchbOrKBvrwi6btHUlGnppng+6LpG45qXW4JUp0pXbiZbvR89v+y8B6oiET9+v5fGRJYnl+7mxdUHqDmZyaV7NWaO78P1M3LdGnW/l3hTWpYkCiHeVcrJ7/ju/oo+2+8/IYQQQohzTf4quQgoikI6e/rlRpVHmvjxI+sZ2i+f7396JmXFYQDywjoA2bPI0kmf/BfWG2ZWsHXvCf75Z8toShp4Y8X4Sge2Ga+F8yi59auER81k7fZjrNp6DADXhV1V9fz3n9/gIw8sYvObJ4hGA6ComLWH2792r46ieTBrj3R4fmbtIRQgcxbXmDVsHNelu/X6FUXBNO2zyrBJG9Y70vkvGgvg9Xr4xROb+fh3F/O3V95stVwxlbF4fuV+Pv2jl/n+79eAohCNBbp9b85EVRWU07wHAMwThzjfjQUj0VyQ6pFFO/nIA4t4ZNHOliAVQNa0eWntQb7836/xjV+sxLQcorGAdDwUQryrFIWWZifdYdkulu2ct9/xQgghhBBdJYGqi4DrugT9Z05+W7nlKN/57WrKSsL84l/n8cA901BO/oQDeveT55rn7jnYwP2/WsXuqnr+5WfLqGvK0uu2+9DCBaiBCP7+oym56Z/o+9kHCQ6eCMDqbcc6vKZnlu1lz8EGcB18vQa0P87M4tpmh9sBfKUVuGd5jX6fhnqyBlN3uK6L7vOcVTAlqHvPa9YSQDiso/s8/MfD63huRSVnSgZaufko3/zlShRFIRIJtNrm9Wr4fB407eyebhzHxXU6fg8A+EoH4pzH1YfBoA+/7uXBv2/hzy/uwrJPf2M27anhK/+zDNNyiET85+/EhBCdoii5Zbs+n9bjgseu2/73XzjgZfKIXlw2qpTCWMe/pzyaikdTZSmzEEIIIS4YF8TSP3F6tu1QUhCkJD/A8frTF5Ret6Oae76/hGsu78/7rxqK7tWwHZexg4v48+Ld3Tr+2MFFADz8wnayJ+sY1TVl+N5Da/jxF2fR7/MPtmQCJVNZnlpWSX1Tho++ZzSHjyda7cvv0/jYe0Yzb3I5Xm/u7ee6LoGK8QQqJpDe90ar8XrvClA9hEfOoGHF39pk3QQqxuPvPQjTtBkzuAhV4YzBl/aMOXmN9hkCFB2x7VwUZfSgom7VyfJoCqMHFZ7XQJWqKvj9Xv6+9E2Wb+o4Q+3ttlfW8btnt3HPjWPweFR8Pg8BvwdV01rGGIZJImG03Ieuyho2kTGzaXz9KazG4622hYZPw1dYRlPT+Smmrii5OnCvvXGIZ5Z1vhhx1bE4P39sI1+9c8o7WgRfCNFaOKzj1z0t3WBd1yWbtUgksuc9+H8hcB2H0YMKUVUl1wHXp/Hx94xm7uRyfCe/Zx3HYdXWY/zfE5vblBFo/o4/37UIhRBCCCE6S7v//vvvf7dP4t1m284FXUDUth2CAR9Z0+lUECRj2KSzFgtnVrDo9f0MKs+jtDDE8k1HWhVa7wxFgS99cCLhgJfaxkyr49c1ZRg/tJiCqJ9kxuTBJzfzk0ffYN3O43zsPaPJGBa/e3Z7y3iPpvLte6cxdXQpyU1LqF3yEE0bXsRJJ9D7DCIy+gpwXMyGalQ9QHT8VRQv/AyKquGiEBl9Ba6ZwYrXogUiRCfPp2j+Pdi2QyplUpgXZE9VA0dOJNu7lNO698axFOX5u931yLYddL+XoO7tUhCo2fRxfZg3pR/JZLbbwbIzCQR8eLwa//nwepKZrr3fD1bHWTizgoDfh9/vJbV7DbWLf0fjmmcw648R6DOIQDiIYdjdejC0LJtAUCc8agZONo0dr0UL5RG7bCGFV9+NZdnd6sgYCuWWvqZSHc/1+734/V5+9thGahszHY7zaCqjKgoZ0jeP/r0jFEb97Nhfx6yJ5YQCUoRYXDw687m4WMRifnSfh/gbi1t9pwT7DkHXvT3ic+m6kB8LsO9wI8dqkzxwz1Smje5NavMSahc335M4g8aNY9rYMpZuOIRhvhWU+viNo+mVH+jxXf8upc+FEOeKfC6EaEs+F53n93u7XQNTMqouAo7jkjUsrpvWn8eW7G7Jajqd66b2J2tYvL7lCNdM7Y/juCycMZD/e2Jzl449YWgJZcVh9hys55rL+/OnRTuxT0lZen5FJSMHFuL3aQwuz+PF1VUMLs9j+IACHvz7llb7mju5nJEVRVT//Sckty1veT17ZA+pN9fT+45vUzDndgrm3N6yzXUcMlmTdNoiEg5QdN09FF13z1tzsybxeO5fzU3L5oYrKli7o7pL11hWHGbi8JKz/iPdyFpMHdOb4rxAq9pGnXHDzApM08Y4izojZ6LrHtbtqD5jVl570lmL9TuqmTm+jIaVT1L3ysMt24xjlSR3rKTs4/9JKKTT1NRxsKcjjuPS0JghEo5QfP2ngE8Bp2ZGdH2fnaXrHvYeauiwEH5JfoDrpg3g2sv7EQ23Xj6TNUyqjiUoystH085fkFEI0VauO6f3tN8pgYDvkv9D0jCsk99/AwkFvIweVMzxp35GYuvSljG5e7KOPnd8h5tmD+YPz+8AoLQwyOQRvUhf4vdICCGEEBcXqVF1kcikTSJBH1++fWKn6iANLIuxfX8dk0eVoigKqqpw3fQBTB/bu9PHLM4L8MXbJmBZDovXVJEX0cmP6q3GNAeFKo80MXtSXwpjfv7lw5NoTGR5eW1Vq7HXXt6PzPGqVg8ULdd3cAepPetwbDv3R7dpk0plqa1Ltiwpa2jMUF+fJB7PEI9nqKtLtupGl81YTBhWwk2zB3f6GoN+D1+7awq27Zx1R7l02gBcvv6Ry9B92hnHN7vtmmGMHFh4XjvaqaqCx6OxbnvXgninCugeHCND/Yq/tdlmNdbQtH4RPp+n2/VhOvoZx+OZ81o7xevVOgxufuCqofzq61dx65zBqIc2ceyx73PwwS9x8Jdf4MjD95HdvpSK3iEAwmGpVSXEO8mvaxg1Bzv+TnlzPX6987+LL2bZjMnYwcV86JqhZI4fbBWkahlzaBfJPeu49vJ+QO53+tc/chmu4573jqpCCCGEEF0hgaqLhGnaJJNZpo/tw7/eNeWMgZCw30sybZIffiuwVHW0iX/58GTmTel7xuP16xXhR5+dQTSg4vGoLV0Eg35vq3GpjJXLholnCOgevvepGRTmBfjO71a3WV5WWhjEOLSjw2NmDu1E1TQaG9M0NKRIJo02AQrLygWUMhmzTT2kdNogkzH56A2j+MBVQ8/Ywagg6ucHn5lJ314R4vEMTneKW53CcVwS8QyDymN871MziIV9px2vKnDH/BF86NrhLdd0vrTUEDuLY0TDPozj+3GN9jOyMgd3tgRFz8apP+Oz/ZmciaLk7k0y3fa+3HPTGD48fwTJ7cup+p9PcvxvPyK1Zx1mTRXmiUNkDmzlxHP/x8GffZz6FX/D5/MQi0qwSoh3iqYqZKq2d7g9c3AnmqdnJI6n07nfmUV5fozDOzsclz20k2jYT2lhkO9/egYDekdJJM7++08IIYQQ4lzqGX/BXSLSJx+mp47uzUPfvIZFqw/wwsr9VNelWsY0L1PqVRjiaG0S85TiqI8t2c1n3z+eL942kRtmVvD8ykqWvnG4VVvrsUOKWDh9IJeNKsVONZHet43A4ElcP2MgAMbblh36PCqqqqD7cm+laMjH/Q++zs79bZdRpdIWkUhRh9fniRbhnmVrt3g8t0Tsw/NHMG9KP55bUclLa6tInBKIGNI3jwXTB3LlhDI0VSEeT2N2YjllZxiGTVNThsHlefzm367hlfUHeX5lJZVHmlrGREM+rr6sHwtmDKQkP0g6bZBMZlsK4Z4PzVlnPm/3swsM08FTVAwoQNvz9MSKTh6r24d4xzWf69vvy3uvrOCGmRU0rH6GuiUPnXYfTiZJ/at/wqo/RvHCzxCJvPU+FEKcP47rtvzeaY8ndvbfKReTeDyDryCIJ3r671nHcfjff5mLpik0NaXP65JzIYQQQojukEDVRSadNjFNh0DAy82zB3PT7MHUN2VIZy0Cuof8iB9FyWX3DOwTazV35vgygn4vzy7fx6iKQj73/gncc+NYGhIZLNMmGvYRCfkxk03EVz+F4mGpAAAgAElEQVRFYtsyet/1PV7beIQxg4rIj+ptugUNLMsdY1B5jJr6FF/7fytaBc5O9dqmo7xv7gS8Bb0x64622qYGwkTGzGoVNOuueDyDYVgURHU+/t7RfOT6kdTFMxiGTTjoIy+iY9sOhmGRSBvnvK6QYVg0NKQIBLxcfXk/rps2gIZ4hkTaRPdq5Ef9eDS1pfaS16tRWBhGUZSTNbksUinjnAatHMfFcVwqymJnHtyB4/UpRlX0JThsCqlda1pvVDWik67DMq1ud/57t1iWQ8UpnxW/T+P2a4aR3LOOuiW/7/R+4ptexlvQh7zpN5FKdb8DohCicwzTIVBxmu+U0efmO+Viks5YBCvG4y0sa9MlV/WHiYydDSjYlkUi3jYzWQghhBDiQiBL/y5ClmW31O9JpwxCuofykgiFsQDptEFdXZJEIktRXoD8qJ9EyiCZNpk8ohd7Dzfwyye38Pn/epWv/s8yXnvjEIVRP6V5PtQjWzn+1E859PN7SO5eS9F7voCNh7++tIfnVlSiqSpFeYFW57Jg+kAs2yHk97JuZ3WbIJWqQF5Yp3dRiJVbjpBMm5Tc9u8EBo5tGaP3GULv2+9H8fpJpw1UNbd87ExL9zqiKAqWZZM4eY8MwyIa8FKc50f3KMTjuTpIudblnNWxOmLbDolElvq6JIlEBt2jUhzzEwl4MbImdXVJMhmDUNCHx07TsPJJap7/BfHNL6N7IS/mR9PO7UkZhsVVk/t1qX5WM0WB4f0LcGybkhs+T3jUFaDm4tzegt70uuVf0Ev6k2pnCd2FzjAspo4upeDksr1ZE8sJBnw0rHiC9jLHTqdh9dO4tkUg4D3zYCHEWUmnTVzXpfT2+zr4TtEv+ULqb5fJmLiOQ+kHm79nc98jeu9B9P7QfSheP42NKRKJrASphBBCCHHBkoyqi5jjuC1/hPtP1o5q/m/DsLAdB01VeXH1AW6eMwSA51fsb5m/vbKO7ZV1LFp9gG/ePYXYkMl4ew8hb86d+KL5JFJZfvDbNVRVx2lMZrn92mEsmD6wpZtfNOTjygllKEBtY5pJw3uhKuC4uULs107tzzWX9yf/lLo9hmnjeAvofft9mIlGXMfGFy3AdRws2yU/P9TqGg3DIpMxz9hiXFUVAoFcByiP5634q+04GCczlJr/KPf5PEQifnS9dTDBMCyyWeuc1opy3beWbL5dXiyIUb2fo4/ch5PNBfjibyymcfUz9Lnzu4TDOo2N524JWTptkJ8fYvbEchatOtClueOHFNO7KEQ8nsGveyi58YsUzb8HO5PCe3J5TTyeuShbwafTBsGgj2un9ufRF3dx/fT+ZI7tJ3t4V5f35aSaSGxfQWjkTBLn4VyFEG9xHJfGpgzRSD69b78PO9WE69h4wvk4tk1TPNPjgjFv3ZO8Du+JZfWseyKEEEKIi48Eqi5hClBTn+IvS3azcGYFPq/Gso2H24zbdaCej35nCVdMKGN0RRGKAjv2H2DphkNkTi6baEwYbNpzgismlPHbZ7biOC6fe/94NFXhRGOa4rwgAHcuGEl+1M+sieUowNodx3hjVw2pjInPqzG4PI/ZE8sBiDs6luVQ6LhoqsqJuiRL1lZR25gr1l0YC3DVlH70LgphWQ6pVLbdQEg44seve3BdWL3tGBv31JBKm/h9GkP65TN7YjkFBT4Mw0ZRwevRqG1M8+Rr+6iuS+E4LnkRndkTyxnYJ0Yw6COdNjoMMJ0Lfr8XVdM48eJvWoJUzcwTh2hY+QSF8+5E087dEjLLyi13vGP+CDburulwiebbRYJePnnzWCzLbily7vOZ+HweFD2Gkcy2ZDZcjBzHJZs1uWXOYDbtqWFgWT51rzzX7f0lti8nMmYWHo+GZfWsZUdCvNMsy6GuPo2ue/B6AygeSMczZLPmRVUv71ySeyKEEEKIi50Eqi5x9fEsqYzF2u3VXDaqF+kOMl4My+GltQd5ae3BDvfVmMgSCXi57+PTiCezTB3dO1fryXT44R/WMnlECTfNHgwKPLV0L88u38fx+tYd4hZxgN89u415k/tx18KR6F6NHfvr+NOinWzaU9Pmj+jHX9rN2MHF3H7tMEYOLCSRyJJO57LGFAWi0QAej8bfXnmT51bs40RD6wykf6w6wG+f2cYnbx7LrAllVB2L8/A/drBme3WbGlBPvPImwwfk8/55Q5kyshRVVUkmW9fkOlc8HhU7kyJ7qP3uTKndaymcd2du3DnMCEgkMkRjQb736Rnc9+DrHDp++ryf/IjO/Z+YRmlhiMbGt36WhmFfUgV4E4ks0ViAb3z0MgDsZGO39+WcnKvKwmoh3jHZrHVRZnSeT3JPhBBCCHGxkkDVJcx1c+27AcJBL+pZFmJSVYV4ymDskCIUcsvq9hxs4P5fryKTtbh2an9c1+UHv1/Hqq1HO9xPKmO1FBZ/7Y1D/OTRDVgdFDR3Xdi0p4Zt+07wxQ9OZNaEchzHIZu1iEQCqKrKd367mrU7qjs83tB+eVwxrg+b3zzBd3+3psNgHcDO/fV8+7er+dh7RvPeKwfhOG5LYOxccl1QPJ5cnSen7fkoeqCdWWfPtl3iTWkKIgF+/MVZvLj6AM+vqOTIiWSrcYUxP9dNHcCCGQMI+b3E4+lLOjvIcXL3JRI5ed/V7ndHPKu5QgghhBBCCNHDSaDqkuZSUhCkMOZndEUhmqZSnBegpiF95qntKC0MUV2X5smle7l74Sia4lke+M0qkmmTOZP6Mn5oCT/9yxunDVJBrqvavTeNYcubJ04bpDqVZbv896MbKIj4GTmwAEVR0HUP//nI+tMGqVQFPnPLOA4eT7QEqfw+jasu68dVk/tSGNNpTBi8vOEwi1YdIJnOLY349VNbyY/oXDG+jGzWbMm+UpRcLSyvz9PSXdHoRl0rw7AIBoOERkwluW15m+2RMbNxXee8ZC1ZlkNjY4pQSOeGmRW898pBbK+s5Xh9CteB/KifMYOLUJXceTY2ps9JVpfP58Hv9+DRFFw317Erkzn3XRe7y7ZdGhvTFBaG8Ob16vZ+mueey66NQgghhBBCCNFTyOKUS1gqZRIJ+rh74Sg0TcVxXa6+vF+39tWvV4QRAwpYueUITy3dS0M8S0MiSzyVC9AsmDGAg9VxlqypOuO+Zk0sJxTw8ocXtncqSNXMsl1+//x2NE0lEPCy/0gjSzccOu2cicN70aswxJ9f3EU6a5EX1vnxF67g3pvG0ketRd27gmLrKHcvHMVPv3QlJflvZTL94fkduLxVqF7TVPLyAoRCOjv21/HyuoMcrU0RifiJxQJd6hxomjaWaVJ07SfQy4efskUhMm4u0UnXoSgq0Yje+Z12geO4LZ0jk8ksg8tiTB/Thxnj+jByQD7ZTK57ZFPTuSlGHInoxGIBtGwTya1Lye5dR0BXyc8L4utGF8LzxXVdTNMiPG5uS1fDropMuBrbsqRgsRBCCCGEEEJ0g2RUXcIyGZNg0MfU0aVs2HUc23a4duoA/rJ4N3YXsz3mTx+AYdosWVOF7bi88HolH7hqGL0KgoSDXob3L+CXT27u1L4WTB/IvsON7Nxf3+Vr2nWgnsojjfQvjfLsispOHGsAdU2ZliyvL31wAn0KAxx99Nuk921sGaeXDaPXB/6Nr905mS/9dBkA1XUp1u+oZsLQYlIpg0jETyJt8s1fvsb+o00tc6eP7c1XPjyZcNhPPN75Ln2NTVnyYn7K7vou2aN7MeuPofcehDe/lPT+rcS3L6d4/r2EwzqJxPmpleW67nlv3x4IePH7fdQtfZSGFU+AmwvgaOE8er3/60R7DaSuPnXBZCCl0yaxWIzQsMtI7ljZpbneonIC/Uedt5+XEEIIIYQQQlzqJKPqEmfbDrrPw5I1VTy3opKCqJ9b5gzp0j4G9oly1ZR+LN90hKZkLqixeE0Vqqpw2ahSLh9Viu24vLyu40LszYrzAlSUxViy9syZVx1ZvDp37O37ak87zqOpTBrei5fXHcR2XMpLwkwc3ovG5Y+3ClIBZA/vov6VPzK4XwEjBxa0vL5kTRUej5Zb7ufV+L8nNrcKUgGs3HyUp5ftQ9c9qGrn06ocxyV5MiNN8fjw9RqAWX+M6if+i6OPPkDijcXENy7Br3u6lK11oQn4PaT3b6Vh+V9bglQAdqKB40/8FyhKS9bahcAwbCzLIn/Wbah6sPMTFZXCeXfhOk6Xl4IKIYQQQgghhMiRQNUlrrkQ+PG6FOt3HufVDQe5Y8EI5k8b0Kn5/UojuS5/aZPfP7e95fUTDWkcxyUa9BEL6STTBqnMmbsLRcO+lvPprur63Fzdd/qEwHDQi6oqLccaO6QYgPjW19odn9iay6QaO7iozbG8Xo2sYbFq67F257664RCKouD1dm0Zm8/nwUo2cujBL3LoF5/n2KPfzmXxOHbLOSmq2uX9Xig0TUHzeEhsXdrudquhmuzh3Rfc9SUSBt783vT6wNdR/aEzT1A1ihd+muDgiSSSBq70gBdCCCGEEEKIbpGlfz2Ec/LB+ad/3khQ9/LpW8cxfEABT722l32HG9uMj4Z8XH1ZP26dN5SsYXP/r16nrumtZW2um1s2pqoKikKnlxI2dx48m2VebxU279yxmoMGWvMEu/1sF9e2cF0HTX0rfntqvMF23A7P2zDPoui53XGAz+3gXC8eJ38Gp7tGy+RCSxgzTZt4IkukbBh97v4hDcseJ7ljZdufh6ISqBhP/oxb8PcdTjKZlWwqIYQQQgghhDgLEqi6xDUHWgqifgAs2+G7D63h4fuvZfbEcuZO7ktTMsuWvbVs31eLpqkM7BNl5rg+eD0am/bU8NM/v9GmU2A05EPTVAb3zePw8QSRoA+vR8U8QwHp+Ml6SAUxf7evqSCaKzCezp4+gytx8lj5J699V1WuJlZw2OXEN7zYZnxo6BQURW0ZB5B/spi5ZTmEQjpjBxex+c0TbeZOH9Pn5LiuBaxM08YfLcRXWoFxbF/bcxp2Oa7rXrSFuW3bwbFtgkMvI9FOJpsWiuHvO5x09sK7vmzWwnFcwpFiSt77eexrPkpiy1KsxuO4joMWziM86gq8eSXYlkVTU5rsGd6TQlyKFCXXdKI5M9I0bTIZE0ksFEIIIYQQ3SGBqkuc16vhOC6zJpazeltu2dr8aQMIBbwouGSPHyTgDzFjbB+mj+6Fomok0yb/WHWAF1bu52B1vN39zplUDsCEIUWMG1yEpqnMHNeHV9afvgtfdV2KY7VJZk0oZ9GqA926ptmT+mI7DgP7RDl0PNHhOMNy2F5Zy6yJ5fx58S52V9Xz5sE6+l9xG5kD2zBrD7eM1aJF5M29k+oTCTbsrG55fdbEcmzbIZUy0HUv9948ln/7fytoOKVY9qCyGLfMHUw2a2J3oYshQDZrEgp5KZp/L8cefQAnk2zZ5u87guiUBS0Bk4tVJmsRGj6V0IjprYuTax6KFnwKVI1MpvNF6N9JpmlT35DG69Xw+3WiUxagnJLKZxgmjY1pDEMCVKJn8no1ohEdVdMw6o6C6xIu7EMw6CUez2IYZ5FtKoQQQggheiQJVF3ifLqH2sY008f0Jj+iM6x/Pp+8eSyJ3WupW/QbrKYaAAIDxlJ4w+dIEeDeH7582npTipLrppc+uJOap39G4bWfIDR4Au+bO/SMgSrXhRde38/dC0fRr1eEqg4CYR3p2yvCmEFF2LbDgukDWbbxyGnHP79yP//8oUmMG1LMxt01/Nef3uCHn5lB2cf/i+SOlRjV+/EWlREedQWWq/KTX62iOSYUC/u4YlxZS5ZMIpGhrDjE7755DbWNaSzHRfdqFET92I5DU2P6NGfS8f2Ix7NESyvo+5n/I7H5VaymE/j7jiA4ZDK27ZBIXJhBnM5KJg08HpVeN/8T6f3Xktq7AS0QITxmFp5IAfF4pssBvneaadq55YDx5iWnitShEj2epqnEon6Mmipqnvk5RvV+AHwl/Sm+4XNES/pT35DGti+8jEkhhBBCCHHhkmLqlzCvV8Pr0fjby3vQNJX3zRvK++YOIXPiMMf/9p8tQSqA9P7N1PztR+RFA8yb3O+0+71yfBl9iiPE1/8Dq6Ga43/9IUZDDeW9QkwYVnzG81qypgrDtLntmmFdvqYPXD0Ux3FJp01GDypi9KDC045fsekIjYksH7hqKCG/h+lj+mBaLqrHS2jUFRRedRfhsXPJ2ho+n5dvfnQq99w4hqK8XHdEj0clkzHRdQ/BoA9NVXFcl4xhk0gZZE5m0ng0lVBYx+PpelFww7BpaExj4iM6ZQGFV92Ff9BE0hmThsb0JREQaWzMkEhk8ZUPp3DencSm3Yjti9DQkLroajo112cToqcLBLy4jsWxRx9oCVIBGMcPcPTRB3Btk0DgwunoKYQQQgghLg6SUXUJU9XcEqWNe06wZG0VN1xRAUDtkt+D0zZjKntkD5mj+5g+tjfPLG9bLwlg9KBCPv+B8aQP7Sax43UgV/A7seklCmbdxlfvmMI3frGSNw81dHheTUmDvyzZzR3zR3CsNskfnt/Rqeu5Y/4IZk0oP1mw2sCne/jG3Zfzr/+7nP1Hm9qdY9kODz23nS98YAK//NpVxMI6b+w6zi+e3MzaHdX4PLlufo4Lw/rnc/2MgVw3rT9zJ/clFPCSThsEAl4CAR+HaxI8t7ySl9ZVtco4K84PcN3UAVw3rT95eQESia4X1LYsh3g805KxcynGQdJpg3TXk86EEBco3aeR3L4cO9m2IYeTaiK5fQWh0bPoeIG2EEIIIYQQbUmg6hLWXErHsGx+/thGyovDDB9QgJ2o73COk6wnoOe3eT2ge7j6sn7cvXAkVv1Rqh//fqtgl52oAyCVtfjep2fw66e28ur6gxjtFAFXFHjzYAOpjMn75g2lKBbgkUU7qa5LtXtOvQqC3H7tcOZO7ks6bZA6WSQ93pQmGgvwo89dwS+f3MJrbxxqt5j76q1HSdwwCr/Pw/2/ep31O4+3bEuf0o1u14F6dh2o57Elu/nWJ6bh1zUURcHv9/KXxbt4ZNHOdgNINfVp/vjCDh57aTdfuWMyl40sBeh2ptClGKQSQlx6FEU57feJlahHUSVxWwghhBBCdI0Eqi5hzsmYTTjgpaY+zX2/ep0/PXAd/v6jSGxb1ma84vGhlw/DrbEYXVGIYTmEAh4uG1nKvCn9COgekpVbqHniP1oV/Qbw9x+Nbds89dperr6sH597/3juXjiSxWuq2LDrOMm0ie7TGNI3jwXTB1JaGMKybNJpg9mTypk1qZwNO4/z0toqTpys9VQUCzB3cl8mjeiFAiSTWQzDIhDwoSi5ukFNjWnCET9fvG0CH3vPKBatOsDG3TWkMiZ+n4eh/fK47epheDwq3/zlSrburT3jfTt0PMFX/3cZP/7CLKJhH39ZvIuH/7HzjPOyhs13f7eGf//o5UwYXoJp2lKbRbRL01R8vlwg1LJsKTgtLkq2bePvP7rD7YEBY7AtaTQghBBCCCG6RgJVlzDLyj38Xj66N5VHmkhlLJasPchVk2bRtOFFjGOtl/flzbgZzR9mcF/4/mdmtrzuuC7Nfc6y+ze3CVLpZUMJj5iOq6p8/D1vPbSEAl5unDWIm2YPbjU+a1g0NaVbipSnUgZ+v5fxQ4qYPKLX267BIZ0yMAyLcMhHKBRqvd20aIpnSau5fdw8ZzC3zh3Saozruvxlye5OBamanWjI8PPHNvLvH59K5ZH2lxW2x3Fc/uPhdfz+vmsJBLwkTukOKISiKEQjOj69dd0ey7KIx42Wz6wQF4N0xibSZzChkTNIbl/Ralto+FT8ZUMv+mYQQgghhBDinSeBqkuY47hksxbzpw3g8SW7sR2XPy3axaRhxZR++Nsk3lhE6s0NqP4gkXHzCA2ZzPKNh3lk0U4Kon6G9M3jIwtHUb/0USKTr6fR9FI850P4eg8mseVVHCNNaPAkwhOuoSllEot4aGjILd9TlNzxbdvF41Fb6i7ZtoPjuG3OM5XKLenLjc2FxVzXxbIcFAXyYgFUx+DEPx4isW0Zrm0RGnY5BXPvIC8Wo74hTTyeQU0qaNpbx9N1Dz7dyz9e39/l+7d+ZzXHapMsmDGAFZtP313wVMmMxcvrDnLt1AEkk1lZyidaxKI6mupS+9IfiG9+BTebJjhkEgVz7yAWK6ahISNZeOKikWs0oVHy3i+SqBhPYsdKcF1CI6YTGTsH0zBJpy+uZglCCCGEEOLdJ4GqS1wmY1AQC3LF+DJe3XCIuqYM//zz5Xz8vaOZNuUG8qa+F4CmRIY/vrCDv760G8fNLX97z5UVWOkETaufwV8+AgqH8ucXd3L9jHGUDr8cyGVtLd9yFNt2mTWxDNNsmxHS3msdsdqpMeX3e/F4PRz+/X1kD721BC+x9TUyh3bR996fEgz6SCSyOI6L47x1vHDYz+qtR6lt7Pq/6jsuvPD6fu5eOIrehSGO1ibPOKfZ8yv3M3/6QHTde9F1tRPnh9/vwevzcuzxH5Davbbl9eTOVWQO7aT83p8RDPqIxyUDRVw8GhszhMM6oTGziIybC4DjOGSylmSUCiGEEEKIbpFA1SXOMGwMw+Kz7xvH4ZoEew42UNuY4Yd/WEdeRKdvSQTTtnnzYCPWKZkct109lMtH9abulYdxLYPEppfodcsEahoy3PXAYgaX5+HRVKqqm4gEffz3l2djZM9PLRK/rpGu2tEqSNXMaqgmsX0FodFXkHhbaylFAY9HZdu+zi/5e7vtlbm5pUXBLgWq9h9tIp210DQpJCxydN2DceJwqyBVMzvRQHzTy8Quu55EQgrqi4tLIpElmQSPRwNy/4Ah72EhhBBCCNFdEqjqAeLxDNFogO99agb/9acNrNp6FICGeJaGeOt/8fb7ND583QjeO2sQ8c2v0rDySQCSu1aTqtzCZ983joqyGC+trSKeMpg7uR/vmzsETVFInOzGd64pioJZU9XhduPEQSKq1u48gIzR/QBaJpvLzgroXf+oZLIWfq8EqkSOqkCm5kCH282agyhKbumrK0/54iLjul3LnhVCCCGEEKIjEqjqARzHpakpTSTi59/uvozDxxM8t6KSrftOkB/RcVxyQadJfbn68v4EdA+Na5+jdvFDb+3Edaj+24/o/4XfMH/aAK6fMbBlU644eqpN7SkArzcXQGqvNlVnua6Lr6R/h9t9xf1w7LYPSM0P+90JMjVrnpvuRraYX/fgSr0hcZLjgq9kQIfbfcV9cV23258TIYQQQgghhLgUSKCqh3Acl8bGNLruoVdBgE/cmOvO11K43HFwgETKxGulqH/tMXBbB1nCI2egen00NaVwXQVFydWUaq/4cyjkw697ULVcoMp1c4Xdk8lslx/EM1mbcN/h+PuNJFO1vdU2T35vwiNnkDHaC1Tlzm9URRFPvbavzfbOGFVRCMDRE51f9gdQURYjoHuk3pBokclYRAv7EBx2Oaldq1tt0yIFhMfNa+mEKYQQQgghhBA9lQSqehjTtFFwcc0sjWufI733DRQ9QGTcPMLDpxLQPWgeL33u+i6Jbcswa4+ieHz4+w4nMm4uRtYkmz398o5IxI/f7yWxbTnxLUtxjQzBIZOITp6PJ+anoSHTpaVNmYyJX/dQ+oF/o37po8S3vga2RWj4VPJnfwgXhVQHyw4Nw+TyUaUU5fk50dC1oJGqwPzpA9i0p4ZjtakuzZ0/bQC245DNSiF1kZPNWpiGSa8bv0T9sseIb3kVJ5siOGQyBbM/hOLVSXWj6L8QQgghhBBCXEokUNXDBIM+FFyO/OEbGNWVLa+n39yAMfNWCmZ9ENO08Rb0oWDWB1vNdWwbw7RRlI6LPft8Gn6/l9olv6dx9dMtr2cObie5cxV97vwOwaCPZLLz3aBcFxqbMkTCOoVX303h1Xe3bLNMi4bGTIdZWum0SSDgY/60gfzxhR2dPibA5JGllOQH+c3TW7s0LxzwMmdSX4ysJQWFRSuNTVkiEZ2COR+iYM6HWl63TIvGpky72YlCCCGEEEII0ZNIoKqH0XUPiU0vtQpSNWt4/e/ELluIRw8S37iY5M7V2OkmFNWDt6ic6MRrCJcNJRj0kUhk212m5Pd7sRL1NK55ts227JE9JHasJDRiBsmuraTLLV1syuDxGC11ryzLOWPxXsfJLTm8Zc5gNr1Zw+Y9Jzp1vOL8AJ9733hsx2VweR4rNx/t1DxNVfjqnZPxelQaEpIdI1pzXZempgyaZuDzaYCCZdlShFoIIYQQQgghTpJAVQ+iaQqqqpKp6iCzyLbIHNyJJ1bMiRcebLUpe2QPic2v4CsdSOE1HyPadwTxeIZMpvXSNk0lt3+3/cyQTNV2IqOvRFWVbhWNtiwHy+pa1kkikSEaDfLvH5vKj/64jjXbjp12fL9eEb51zzTCQS+mYfK+eUNRFIU/PL/9tBlSAd3DV++czPihJTQ1pSU7RnTIth3SaXl/CCGEEEIIIcTbSaCqB3FOPhdrkYIOx3giBTjZjusxGccqOfbItyi5+Z8ID5mM4zgYpxQyd13wRE+//9y4d25NnOtCU1OaaNTPNz96OVv2nuC55ZWs2noU+5Rg2eiKQhbMGMj0Mb1xXJd4UxrLcnBduHXuEGaO68NzKyp5aW0V8dRbAbrSwiDzpw3gmsv7Ewx4icczUhRbCCGEEEIIIYToBglU9SCu62IYJtEJV9O05llcu3U2lN5nCHrvQZx48ben349tcvzJH1P20R8RyittFajKGg7h8uH4eg3AqN7fap7i8REZNw8ja77jtZtcN9f1MBDwMbxfPmPuKiKZNjnRkMZ2XPIjOvlRP5btkM1apNNGS8ZXIpHFMGzywzofe89o7lwwkuP1KdJZi3DAS2lhCMdxMQyLxoZUlzO+hBBCCCGEEEIIkaO+2ycg3lnptIk3vxe9bv0KnvzSk68qBCrG0+vWr2DFa0lsfuWM+3Etg4ZVT+HxeltqRkGuQ59tWZS+/+uERsxADaqgTAEAACAASURBVIRBUfEW9KHX+7+GFikglX73OuGl0wYNDSkaG1OouJQWBCgrChHwacTjaerrkiST2TbLEg3DoqkpTV1dEtOwKIrq9CsJkx/OFYavr08Sj2ckSCU6TVEUVFV5t09DCCGEEEIIIS4oklHVwxiGTTyeIVwxnn6f/l/MuqMoPj+ecD5mw3GO/eV7p136d6rk9hXYV9+N3+/DPNkN0O/34LgK3mghvW7+MgCO46CqKq7jEI9nLojC0YZht8oE6wxNUwkEvPh8HjTtrRivquX2k06b7+iSRnHx8XpzXTF13YOivBWkMg2TdMaSJaNCCCGEEEKIHk8CVT1QJmNiGBahkI6/oDfJPeuo3baM5M5VYHf+Qdm1DJI7Xyc8ZjahkA/d70VTVXYdqGPV1mPEUwY+j0b/3hFmTyxH93lyXQEt56IqNK6qCuGwjq7nzn3ZpsPsqWoga9oE/V4mDith/NBiAgEf2axJIpF9t09ZXGA8Ho1I2IfH68FOJ2hauwiz/hiuY6MFY4RHzSRaVI5j2yRTZpsmBUIIIYQQQgjRU0igqodyHBfLsgEvNc/8HCed6NZ+7FQTiqoRDHp4Zf1B/r50L/sON7YZ99tntjFnUl9uv3YY0VigpVD5hU7TFCLRALbj8vvntvPi6gM0JY1WY5589U3KisMsnDmQhTMrUDWVeFP6Ha/DJS5MPp+HaETHaqzh+Gt/IbljZZv6cA3LH8ffbyR5028mMmgCmqaSTErAUwghhBBCCNHzSKCqB2sJpCjdL1UWHDQJRVH41d+38PSyfR2OS2UsnltRybod1Xz3U9MpjAZobEy1qQV1IVEUhUgkQDpr881frmw3ANfscE2CXz65hW2VtfzzhyYTifhpasq8g2crLkQej0o0opM9to9jf/72aQPCmartHKvaQeHVdxO77Hpc1yWVMjocL4QQQgghhBCXIimm3oM111Py5pV0a76/3yj0Xv35y+Jdpw1Snaq6LsU3f/k6WdMmFNa7ddxcLSwvsViAWF6QaCyA3+/t1r5OJxTyoagK3/r1qtMGqU61fOMRfvHEZnQ9V4dI9GyRsI7VdIJjf/5OJ7MWXWoX/5bEtuUEgz4pti6EEEIIIYTocSRQ1YMZhoXrOETGzevW/OhlC0mmTR5bsrtL846eSPLcikp0n6fLD+KqqhCLBYlE/FRVJ1ix+QjV9SkiET+xWADlHD3XK0puydbSDYfYXVXfpbmLVu3nSE3ivATPxMXD69XweD00LH8cJx3v0tzal/8IrksgIO8hIYQQQgghRM8iKR89mOtCJmsRHjOL2pf/iNvJbn8AWjif4JDJPPXaPoxu1Jr6x6r93Dp3CH6/t93lTR6PSiCQyyhRVCW3TNF1UVUFw3K471er2LL3RMv4aWN685UPTyYc9hOPn/2SO133omkqz6/c3+W5rgvPrajkEzeOQdPUi6pwvDh3/H4vdiZJYtvyLs+1m06Q2rOOwOBJJJOy/E8IIYQQQgjRc0hGVQ+XyZioXp2CKz/QpXnh0VeiqiqL11R167g19Wk27j6O19c6VurzacRiAfLzQ6AorN9VwyvrD7Fi0xGqjifweDQ8msqVE8oIn5Jt8vqWozz+8m50vetZWu3RdQ8Hq+NdzqZq9tK6gziOK8v/ejDdp5HY+hqu1b1AU3zjElRNw+vVzvGZCSGEEEIIIcSFS56iezjLckilDGKXLcRONtKw8okzztHCecQufw8Ax2qT3T72sdoUYwe/FVQKBLyEw34O1yR4+rW9vLL+EOms1WrOoPIYC6YPZN6UvoweVMh9D77O8fo0AK+sO8QHrxmOz+chk2ndVa07jpzoXidEgGTaJJkx8UiNoR5JUUBRVayG6m7vw2w4DiB1qoQQQgghhBA9imRUCZLJLJmMScGcD1Fy45fwlVa0O07x+IiMm0vZ3T9CDUYBzqprn+26cPIZ3O/PBalWbDrM5/7zFZ5fub9NkApg76FGfv7YRr7xi5XkhXUeuHc6kWAusypjtB1/NpyzXLF3IXc0FO8M92zeRI597k5ECCGEEEIIIS4SklElAIjHM9i2Q3DENMKjZpI58ibJHStx0gkUjwdvYRnhMXPQ/EEs0ySTMQkGdfIiOrWN3asJlR/WcV2XSERH172s31nNjx5e36kAz/bKOh74zWq+88npfOLGMfz4Txu4fHRvACzr3Dzg50e615UQwKMphAJejOzZZ3aJi4/r5rpqaqG8bu+jeW5zd04hhBBCCCGE6AkkUCVapFIG6bSBrnsJFA+gsM/glm2u65LNWsQbUpimjaapBIM6V04o48lX93b5WEG/hymjSvF6cvV3HBd+/tjGLmUh7dhfxwuv72fB9IE8u7ySD107DMOwsLpR3P3tTNNmaP98ehUEqa7rfJH5ZtPG9MGjqSQMyYrpqUzTIjxqJvVLHwW36+/J8OiZuI6Dacp7SAghhBBCCNFzXFBL/xKJBAsXLuTQoUMArFy5khtuuIFrrrmGn/zkJ+/y2fUMrpsrsF7fkObEiTi1tQlOnMj9Lx7PtDw023buAfr6GRUo3SihM3dyX3SvxmNLdpHOWqzeerRbmVkvrNyP16Pyw8/OJBz0kUhku34y7WiucXXdtAGtXi8vCXPX9SP55w9P4hsfvYwv3z6RW+cOIS/cOvvq+hkDMU1bggw9WCZj4c0rIVAxvstzFT1IeMxsMlkbSagSQgghhBBC9CQXTEbVpk2b+MY3vsH+/fsByGQyfP3rX+ePf/wjvXv35t5772Xp0qXMmjXr3T3RHqR5+dKpFAUCAR9+XUPzaPQqCHLlhHKWbjjU6f0GdA/vvXIQx2qT7DnYwPuv0nnh9f3dOsfDNQm2vFnDyIGFaJpKOKyTyZhk26lv1RWO42JkLa6b2p9nlu1jaL98brhiIGMHF2NaDsfrU2QNm5Dfw5xJfbn92uGs3HKEp5buRfdqjKooJJHo3pJIcWnIZi1syyJvxs2kKzd1qeZUbMr1qF6dTKL7zQqEEEIIIYQQ4mJ0wQSqHnvsMe677z6+8pWvALB582b69+9P3759Abjhhhv4xz/+cV4CVT6fh+LiyDnf77vhfF+H6zgoqkpq30aa1i8iNu0mPv/+cdQ2pNm6r/aM83WvxtfvmkJJQZBv/ep1eheFAag80tjtc9p3uInBffN55NltLJxZQWlhqNv7ejvHcfnZP80mFtaprkvx0LPbWLymiqak0TKmrDjM/GkDmHdZP2aM7YNlOziOSzjsJxz2n7NzEd33bn6+A31HULzgXmqe+0WnlgCGRs2kYNZtuK5Lfv65ey8L8XaXyveeEOeSfC6EaEs+F0K0JZ+L8+uCCVR997vfbfXfx48fp7i4uOW/S0pKqK7ufqt3cfZcx8Y1sxx97PtkqrYDkDm0k9I7vsMD90zl109v46W1B8l2sNxtUHmMT988hiH9Cogns2zYVcNNvWMAGGb360plTRufR+Wp1/bx9LJ93Hb1MG6/djiu66J0Z13iKVRVIRbWefLVN3no2W20V0LrcE2CXz+9lT+9uJOv3TWF8UNLzuqY4tITGTcPNRCj7qWHMOuOtjtG9YeITbme/Cs/gOs6KMoFtTJbCCGEEEIIId4RF0yg6u0cx2kVZDgXQYeOGIZFY2P6vOz7ndIc0a2piZ+X/cdifjyKw5GH/x3jWCUoKsHBE/EW9CbxxosEh0/jU7eM4875w1m89iCrtx4jnjLweTX6lUZZMK0/Q/sXYGczJLYvJzxiBsX5AZLpXC2ocMBLupvL9cIBL8lMbq7rwqMv7sKyHe5cMJJEIkM63b3Oe7ruIRoN8NeX9/D757afcXwqY/GtX6/i/k9MY8ygIhoaUtj22Rd2F913vj8XneX3ewkPnkho6GRS+zYR37gEs/4YODZaKEZo5AzCo69E9fjIZEzicVk2Ks6fC+VzIcSFRD4XQrQlnwsh2pLPRefFYgF8vu6FnC7YQFVpaSk1NTUt/11TU0NJiWSqvBs8HhWfz8uJRb/GOFZJcMhkCq67F1+0oGWMY9skd6/FtQzeM3MqN84a3Gof2frjnFj0a+JblqLqQcIjZnDH/BE8s3wfAJNH9OpWnSpVgSmjSgnoGgumD+D5lbl9PP7SHiYOK2HEwAIURSGVMk6/o3b4Az72HW7kD8+fOUjVzLJdfviHtTz079cSCHjPWXF3cXFrrpsWCHjx9xtFsGJcq+2O45DNWqSbkhLcFEIIIYQQQvRoF2ygaty4cVRWVnLgwAHKy8t59tlnueWWW97t0+qRAgEfjpEhvvlVAgPHUnLrV9h/tIlH/rqaLW+eoDDmZ8GMgdwwcwqJ7Ss5+PNP4Cvpj6qHcIGSGz6LcXAbTeteAMDOpqhf9hhzZt1GUczPkRMJFswY2K1A1aThvSjOC1B5uJFP3TIO16VlP88s38foQUWEQjper4Zp2jiOi2XZWNbpgwFer4bPq/Hs8n1d7roWT5m8uuEQ86b0RUlmpWubAHJZoamUQSqVC/6qqtryumVJdz8hhBBCCCGEALhgi6Dous4PfvADPve5z7FgwQIqKiq47rrr3u3T6nEUBXSfRnzLq7hGmvw5d3KsNsW//u9K1mw7Rjprceh4ggef3MIfX9hBeOR0PLES0pWbSe58ndTO14lvfoXQyBkoerBlvw3LH6fmhQcZVqLRpyjMgN5Rxg8tPs2ZtO+9swZR15Thn366lI27a/jw/BH4PCp9e0UYO7gY52SnNZ/PQyikE4n4yc8PkZfnx+/3drhfv99LKmPy2huHu37TgOdXVKKpKrre8TFEz2VZDoZhYRgWpilBKiGEEEIIIYRodsFlVL388sst/3/atGk8/fTT7+LZCFVVUVSVzIFteIv74u89kKee2NxuPalnlu3jfXMHERk7h+yRPS2vZ6q2E5s8H0+0ELMm1fJ6fMMi4m8sJtB/NEU3fol/+fBk/vmnr3G0Ntmpc7tj/gjGDSmmtjFNNKzz+Mu7+e4nZ/DpW8cxZ1JfcCySW5fR9MaLGMercC0DLRAmOGQK0cnzifQaQCDgoakp22a5laoq7Kis67Aw/JnsPdxIxrDQtAs2FiyEEEIIIYQQQlxw5ClanFZz/XrHyOAJ5wOw/0hju2PTWYvq2hTayXHNnGwuOKX6gm0nuQ7p/ZupefI/CQW8/Mfnr2DkwIK2406hezXuuWkM779qKG/sOk5A9/Cjz15BYzxXD2relH6kdr5O1c/voeaZn5M9tAvXSINjYycbiW9cwuFf/xNHHr4PxUiRF/O3G1DqbnH3lvkZi/NU/18IIYQQQgghhLgkXXAZVeLC0rwkSfX5MWtzy+DKSyJsr6xrM1b3apTkBzGrWweyVF8AAMfouLOinWpCUxVCAS8//OwV7DxQx/MrKlm55ShZw0ZRoKw4zHVTBzBvSl/CQR9Pvvomv3t2GxVlMb73qZl8655pAMQ3vUzNs/8POP16qsyBrRx+6GuUfeT7xKJB6hvSrZZg+fWz+3j4dQ+uFMYWQgghhBBCCCE6TQJV4rQcx8F1HPzlw0nuWEnmeBU3XjmQV9cfxHhbQfL50wcQCPio2/xqq9f95cNwbRO76USHx/GXDwdAAQ5VxwkHvHz59kl8GTBMG4+moqoKpuWwcvMRnl9Z2RIs23uokf95fCNfuWMyZsNxap7/BWcKUjWz6o9R/bf/oM8d30bXvWQy5snrdhnSNw+vR8U8Q+H19vQvjRDQPcTjmS7PFUIIIYQQQggheioJVInTcl3IGjaRcXOoe/URGl59hPJbv8p3PjmdP76wk637TpAf8XP9jIHcOncwyT3ryR7a2TJf8eqEx80luXN1yxLA9uRNvxnXddE0lQf/voU3dtcwdnARQ/vlEwp4sSyH+niGlVuO0nByid+pVmw+Qm1jmrCRAadrdaUyVdvJHt1HoKhfS6AqkzHJywsyc1wfXll/qEv7A1gwfSCO45LNml2eK4T4/+3deXxV9Z3/8ddZ7pa7ZCMhYUeUVZFNFkXcEBAUrdpKtVrG6XS6aWtnfqNdps6vTjuttbVj7TjdRn8+1Lp1WqtF3KpWBRdAVBQVUTaBJIQk9+au59xzfn9ciWIIJkElkvfzHx/33u/3nO+N5xs4b77fzxERERERkf5KQZV8oGzWIVxZRuzIOaSef4jGe37O4fO/yA+/ctxe7VIvP8muv/zXXu/FJhyPFY6SXL28y+OHhx+JnajGK+RoTLqs3dAEwItv7OLFN7pehfVenuez7KlNXLhwHIGqepzdO3r0HdtWLaP2jK8Rj4dIpws4ThHHKXL67MN6HFSVhW1OPmYohYKrp7mJiIiIiIiI9ICCKvlArlvEKThUn3IRua2vkn7lKTKvP0d0zAwCVfV4hRzp157BbW3Yq19gwBCqTrmI/I43yG1dv89jm2UJaj/1TQzTwrBsnn757V6HO0+v28GFC8cRrBvV46Aq8/pzAASDgY4tgLmcw+hhlZw3dzR3PPx6t45jmgb/dMFUQgGL1tauV5CJiIiIiIiISGcKqqRbkqk8FeVhBl34fXbe/u/kd2yk/eUnumwfrB9F3We+he8WaLj7mn22sRM11H32u1iROACmHSCVKfR6jHv6muFoj/t6uTQA9z75JpZpcPrswzrCqs+dNg7TNPj9g6/t9xihgMU/XTCV6ePrSKVyuL2obSUiIiIiIiLSnymokm7xPJ+2ZJ7yRBmDlv6I9GvPkFy9nNzmdXu1Cw8/ksTUBUTHzMB3CzQ/egtuqnmvNsGBI0ptjpyDaQXIF1zC4SC+7xG0rV6PMRgo9fXdnoddhlWaCm3tee56ZAPbm9J88VNHkc0WyOUczp8/ltmTBvOXJ9/k0dXbyObdjr7V5WEWzBzBglkjKI8FSaVyHbWuRERERERERKT7FFRJtxWLHi2tOcrKgpSNnk5s3CzcZHMpiPJ97MSAUq2pYhHH9bBNm5r5X6Bi9mdK2wI9F7OsglB1PYWCSyrnEg37pNMFQqEAxUKBYXXxXo9v2MBS32J7S4/7BmqGALA7WSrUfu+TbzKwuowz54xi9+52CgWXusoIXz7naC4+YwLbmtrJ5V1ikSBDBsYxDSgUXNrasjhOz4q5i4iIiIiIiEiJgirpNsMA3/dJp/Ok0xAK2QSDCcyacgBczyeTzJJ/z2qjysoyCEZ526shk3dob3F489n1DB0Y44QpQ0mlcnieT6HgEgwGmTGhjqpEmN3JXI/Ht+DYETjpJNlN6z648fskpsynUHB5et27ta3ufmQDi44bSTgcJJ3Ok8+72LZJOBxgyIBYx88jnyuQzTp4niqni4iIiIiIiBwIBVXSpT2hTChkYZrvbslzCg7ZnEs+7+4VSu1LW1uWRCLC4UMr2NWapa09z/QJddiWSTqd79giZ5lQzKSwo+XMmzGM2x/qXvHyPWorIxwzbiCFnW+Ct/8xvZ8ZKiM6YQ6PPP826ey7W/Za2/M89cJ2Zh89iHS6tNLKdT3a2/M9Or6IiIiIiIiIdI+CKunEskzisSCBYADPLZB+6XEKu7bhF12ssgTRsbNIDBiMVyySyTpks13XY/I8n9bWDKGQTTxiE48EKORdkrkCxWJpBVIgYGEHAjTefzPR8cdx9glHsuKlHWzZmerWeE3T4CvnHI3vQ7B2OOGh47p8yuC+VM+7GCsYYtlTb3X67NHVWzlhyhACAUtb+kREREREREQ+YgqqZC+2bVKeCOPl2tn16N20v/QYXj6zV5uWx39PeNgEKmadRezwKViW+YGrjPa3+sp+p4B6+rWnyW5eR/3SH3HVF2fyvV8/zeYPCKsCtslln53C1HEDuXX5q5w/bzQDz/s2DXf88IPDKsOket7FxCeexK3L17Px7bZOTVpSpe9lGMb+jyUiIiIiIiIiB8w82AOQvsOySiGV29bE9hsvJ7lqWaeQao/clpfZeccPaHnqf4lEgkSjwQM4c2lllWHaFJO7aPj9/yVm5Ljm0uNZevp4BlaVdeoRCljMnT6Mn359DsdPGsz/3LuOR57bgmGaYAWpv+DfqJ7/BQI1QzufzrSJjjuW+ot+QPm00/jfRzd0udXw3XxK9adEREREREREPmpaUSUdYtEgfiHDztv+L25bU7f6tDx2K1ZZnMTkU8nlXIpFr8fn3bOlLnbk8SRX3Y/TtJUdN11B9dylfOqEGXzqxMN5ccMu3m5qx3U9KuIhZkyoIxS0yDtFtjWmmD6+jkWzhuN7Hm7Rx/dLBdLLp51Gdut6nMYteG4BKxwjPGoygVgFDbva+dXtz/PIc1u6HFtNRSkk83r+tURERERERESkhxRUCVBaTRUMBdj96J24bY096rv70VuIHXUikUigV4XGXdejUHCoOvEC8jvfIr/tVYqpZhr/+FMio6dTe9ZljBlewWGDywlYJpZlEAxYbN6Z5O3GdkYNqeDIUQNwMylyW9cTHjoOgGQqRzQaIlB/BG7lSMIBi0y2wCubkyx7aj3Pv96I/wELpeZOH4rrFnFd1acSERERERER+agpqBIAwuEAftEl9cIjPe7rZdtJv/wE0aNOIJ3mA8OffUml8lSUhxn8+R+Q3fIKhaYtBGqGUzZsHDt3pfjWDSvY1Zrjx1+bzYj6cn5400pWv1oK1AwD5kwewmVLJuGm29j6X19h4Ln/QqJ2BKn2PIlEhOvvXsOKl3b0aEy1lRGOGV9HNlPo+RcSERERERERkR5TjSoBIBQ0Sb/+HMV054Li3ZFc+zCmaREI9C779DyfltYsrlvErh+NNfZEdgXq+Z97X+Yb1/6NXa05Rg+rZPzIav7fslc6QiooBWOPr9nGHx7dSGzsTAAa7roaKBWHd5win50/lnDQ6tGYLlw4DgPI5bp+qqGIiIiIiIiIfHgUVAkApmnituzsdf89fU2z90/H831IpXJYlsX25iyX/3IFf3zsDdK50tMCp46txfN8Hl21dZ/99xRTj4w8GjfZRHbTSwRsk0wmz/C6ON9eOr1bYZVhwMVnTODEKUPJZAp4ngqpi4iIiIiIiHwcFFRJiWHge72vw+QXi3sOc0Bc1yOVynH4kAp++vU5HDdxENY74Zdtmfi+T67g7rNvJl9637BKq7r8QhbDgEKhSCqVY9LoGq6+5HiOGTeQrvK0I4ZW8J2l0/nUiYeTzRbIaNufiIiIiIiIyMdGNaoEAN/zsKLl+/jEIHLY0ZQdMQ0zEKLQtIXUi4/hZVN7tdrTd8/qI9M0CIcDWJaJ5/nk8w6u271H5xUKLslklprKCFd8/hhaUjkeemYL0YiNZZlMGVO719a/PaaPHwhAvuEtjECIyMiJFN7J3vJ5F9/PMqQ2xve+MJOmlgwPPbuFnc0ZPN+nMh7ixClDGDWkgmLRo709RzarLX8iIiIiIiIiHycFVQKA43pEx8xg1wO/hWJpZZIVr6buM1cQqjsML5/By2eJH30ylSeeT/MDvyO19uGO/tHxx+L7Po5TpKwsSFlZEIBiewtmJEZZWZRC3iGZynWr2Ho4HCBgW/jFIomwyadPOQLDMCh6Pn+/+Eg2bH2SZPrd1U41lRHOnzeaXMNm8ttep3rBFzBDZeRaMx1tCoUihUKGYNAmURbk/Plj9zpnwSmtvMrnnV4VhBcRERERERGRA6OgSgDIZh0qKhJEx84k+9aLxI8+mYpZn8IMhslufpnspnWkXvwrZjBC9dzPU7PoyxQzbWRefw5Mi8SU+RQKLqGQTTQaIvXS47Q8/nvctiaMQJj4pFOoPuUiEvEwbcncfscSi4UIhwOkX38OL5vCilVhV9RilcWxInEG18T4n++eyvZdaRzXIxS0GFQdxfRdUq++wOAv/JTQwOFkMgUcp/N2xkLBpVBwMQwwDAPDAM8DX+lUrxgGHavnDMPA98HzPHI5R/W9REREREREpEcUVAkAjlPEdVwGzP8HzEAIww5QTLfhtDYSqKwjPGwclcefS2bDalqfuRc7MYDK2Z8m8/pzxI86ETtWSbotQywaJPPWCzT9+RdAKaTwnRzJ5/4Cvs+A+X+PbTu47r7rYdm2STgcoOgUiI4+pvQUQNvCcT3acw5xz8MwDIIBi4pYiFyhSFnYJhCw8HyTipmLcd3S1sF8ft+1rPbwfYVTB8KyTCKRIOGQhWGauOk2vHwWMxDEilZQVhakUHDJZp19BoYiIiIiIiIi76egSgAIh20s28L3bZLPP0RyzQM4u7Z1fG6X1xCffCqJSXOJjplO+o3VRA+fSnTC8Qw47YsUCqXtcpZtk3xuGXtCqvdKvfAIVSdfSChk7zOosm2LRCKM5/m0pIsMqIDtu9L8ZcUmKmIhPjtvDMl0geUrN/HA05tobMl29B1SG2PhsSOZO30Y4aCFYew/pJIDEwrZxGMh/KJDau1fSa5+gELj5o7PrXgViUlziU+ZT0VFBZlMnnRahelFRERERERk/wxfS0ooFFza2rIf3LAPq6mJA9DUlPqAlp2FwzbxeITMm2tp/N+f4uUzXTe2bGpO+xLxo08CwC+6FD2f1rYcgYBNeXmEbb/55l6hxXsNveRXFIPlpFJ7b/+zbZNEeYSdzRnaUnnGjKji1396iWVPvcWSU0dzwYJxPLpqK7+4ay3OfoqyR0I2l180jaljB5JK5cjlVBD9wxYK2SQSEbJbXqHh7qs7Fdbfi2lRPe9iyqcuIJMpkE7nP76BcmDzQuRQpXkh0pnmhUhnmhcinWledF95eYRgsHdro8wPeSzyCWPbJrFYmMyba9l5xw/3H1IBFF2a7rue5DuF1F2Pd0IqC9suXU6hIWP22dVKDMCOVWEYBpFIqeB6OBzAtk3i8QhNLVle2NDE+MOque6O51n21FscM24gFywYx8PPbuFnv1+z35AKIJt3uep3z7D61QaisVDHmN4vELAIhwOEQjaGYXzAT0n2sCyTeCxEdut6dt72/f2HVABekeblv6Ht2b9QVhYkFNIiThEREREREemagqp+LhIJ4jt5Gv/3p+B1v47Qrvt/jdPagGFAZUWEGxoQ+gAAIABJREFU8vIyotEQvueVirBHYp36VM05DwyDYNAiFgsRjYaIx8NUVkaxTLjl/vWcNHUojzy3hb+u2grAp048nJ3Naa6/a223x1b0fH588ypyeZdIJLjXZ4GARWVFhIqKMuLxMIlEhOqqMmKxULeP359FIgHwijTcfTV+sfur1Zofvol84xYiEQVVIiIiIiIi0jXdNfZjhmEQClokVz/0wSup3s8rklx1P9Vzl+KkWmh/4zmchs0QDFN94vkMvvhqWlf8kdy21wiU15A4ZiFlh03Cy2fBNGlZ8UfaX34Cv+gSHTODyuM/w1fOmUgkZJNMF1h8/GEEAyZHHT6AG+97mWIPnx6Xzbs8/OwWTp992DtPovOxbZPyRBintYHGv91BdtNLWNFy4lPmUT51AYZhdNqSKO8yDAgFLdrX/Q0vk+xZZ98juWoZNQu/hG0XcD9gZZyIiIiIiIj0Twqq+rFw2MYwTZJrHuhV/9SLj1J14gUE4pWUT54HgO8VMUwLO1FDzcIvdbT1vSJuajd2vIodv7+K7JvvrpBKPvcXspteYsgXrgFKq6j2cFyPh5/d0qvx3b9yE4vnjCIcDpDNFoiWBSmmW9l+07c6tqwV0600L/8NxeQuqk76HNls108k7O9CoQCmZZFcs7xX/dvXPUH13KVEIkEFgiIiIiIiIrJPCqr6McsycdNtez3drye8bDv5hrcI1Y+i2N6CnRhAYdc2kqvuJ7PxeezyGoLVgzGj5YQHj6Zs1GRy29/YK6Taw2naQvrVp4kcNomtv/wKAHWf+RZb/YEke/m0uG2N7exO5ogETEzTIBgK0PzUsn3WVWp7bhkVx55NOGzT3q6gal8sy8Rz8uS3v9Gr/r6TI7ftVQJDjvyQRyYiIiIiIiKHCgVV/ZhhGPiFA3vaoZfLlPaEmTbbb7mS3OZ1HZ8Vk7vIb10PQBsw/LIbKezc2OWx8jvfJDb+OPyig+/k8TFI59wDGl8m5xANhTHNUjm2ws4399nOd/IUdr2NVTPygM53KDMM8A70eslnMYx+/6BRERERERER6YKKqfdjvu9jBA6siLgZDAEG22/+9l4h1b4U020EKuu7/DxQNQivkMN3SiuofCdHOHhgl2gkZOP74PulmkiB6kH7bmjaBCoH4vullUPSme+DaR/o9RLG9/WURREREREREdk33ZH3Y57nY0UrsMtretXfCIQIDhxBMbkLt6XhA9u3v/wEkZETCdYd1ukzK15NbPxxtL/8BFBaceO2NjCiPkEk1LuFfwMqwlTGwxSLHsWij1NwSUxbiGEHO7WNH3UCVlmCUMimqipKVWWk9IQ76eB5HmYoQmDAkN4dwLJL20R7WBhfRERERERE+g8FVf1YLucAEJ98aq/6xyYcjxmM0PzoLd1qn1zzIG5yF/VLvkvsqBMxrAAYJmVjpjPowu+DVyT96tOEhowhNGQM2U0vEQ4FOGFK74KR+TNHYBh0FEfPZAsEquqpO/97hIaMxa6sIzLyaKoXfJEBp30RN7WbnXddTeM911HYtp5YLEwsdmAriA4luZyL73kkpszrVf/omJlYZYmO605ERERERETk/VSjqh/zPJ9CwSUx+VRan7gLv9izACEx7TTc1G7SLz/ZvfNlU2y/5d8YeM7/oXbxJfinfwV8H8OyKWZTeIUc9Z/91/eN0eOM2SNZvnJTj8ZmWyYLZg7D9zyCQZtCoUihUCSVyhEbPIb6C/8d09x7C5pvmIQGDif5/EO0r3ucyhMvoPK4s8nnXRxHBdZ93ydfKBKfeDK7H7sNv9CzJ/eVTzsN19HPUkRERERERLqmoKqfy2YdKioSDFj4jzTde323+1Ue/xlCA0fQeN8NPTqf27KDt3/7TcIjjqJm4ZewKwbiFR2sSJxs48u0/O0O3FQzAHa8mvJZZzKsbjAXLBjLrctf7fZ5vnLuRCriEbLbXiNQW9pqGArZRKMhTNPkzbfbeODpTexszuD5PpXxEHMmD2bK7M9QPvtckk//mZa/3Uli6jzC4ZDClXdkswVCFWXUnPE1Gv/wU/Zs0/wg5TMWEx46lvb2noVbIiIiIiIi0r8oqOrnHKdIOp0nPvEk8D2alv0KvP2HMpVzllB5/KfxXIf2Fx7u1Xlzm14it+01YuU15Le9zq4HfoPTtLVTu9QLj1B79j+z5NRZGMAtHxBWWabBl8+ZyKnTh9PytzuwywcQrBtFJBIgFgvz0hu7uOkvr/D6lpZOfR9dvY266jI+fcpo5h37KazyGnKb1hE6bGqvvuOhyHU90uk8sbGz4KzLaLr3Fx+4Eq981llUn3whuZxDNqttfyIiIiIiItI1BVVCJlN6yl786FMIDz+K5Kr7Sb34V7xse0cbIxAmduTxJKbOJzRwJPnGzQQq6w7ovIZdKlbe/NCN+wyp9mj847V4uTTnnTqXmUfVc9+Tb/H4mm1k825Hm1gkwNzpw1g4azj1NXFanryblifupObMr5c+j4V5Yu3b/Oy21bjFrlcB7WzO8Is717K9qZ2lp8/GTTXjo6fUvVcpbDKITTiO8NAxJFcvJ7n2EbxMsqONYQeJjj+OxLTTCNePIpdzSKW0mkpERERERET2T0GVAKWwynWLlEWrqJ77eapOOp/8zrfwchnMUJhg7XDMYIRitp2WFf+Ll0lSPXcpdqIGN9nUq3MGBwzFK7oUGjcDUDZmBuXHLCQ8dBwATmsjWEGC5dUUnTy5ba8zeMBQvnru0Vx8+jg27UiRLRQpC1kcNricYMAmu/VVdt51D5nXn+04B4bJa5t387Pb1uw3pHqvPzz6BrWVZSw8biSZTL5X3+9Qls2+c71Eyqk66XNUzlnyzvWSxgyGCdQMwwqX4TouqVROBdQFw4BIJEgwaBMIWLhFD6fgks0WKHZzXoqIiIiIyKFPQZV0MAwD27bI5h0ad2cYWHMYkYCJ7+RxWnbiNG8nMvxIKo89m+ZHb8X3isSnnErLY7d14+AmhmXju6XVW6HBYwjWDCW17m/ge1Sd8nkqZi7GaW2g7blllI2dRbCqntc2t/D8s69RHg1ywuQRmMHSJWvseovh5DFiEfx8huzaZ2hc+3BH6AUQqh9FqG4kAL9/8DVMA0zTwPO6d1N8+0OvMX/mcNCKqn1ynCJtThHLKhAOB7BrRmJRqlrleD6p1oxqewlQ+t2SKI8QDFisebWR17bspq4qynFHD6K8vIxkMovregd7mCIiIiIi0gcoqBKgFODEYmFeeWs33//d08yfOYKLz5jArgd+R3LVso52hh2k9lPfpOrEz5Ld9DLxo0+h5Yk7oeh2Omagqp74lPnEJszGjlUC4LsO+R1v4AOeU2DXsv+m7IhpVMxcTNtzf6H5oZuoOulz2PFqrrl1NY+v2dZxvJv+8grfu3gG40ZWYUbL2f5fX2N/xbwTUxfgeR6u6/GdpccQCJQu92R7jr+t3c6yFZvY2pDqsn9LKs/Kl3Yw86h60uk8pmkQDgcIBm1s28QwDDzfx3WK5PMu+byD3w8XhhSLpbpVIl2JxUL4Pty87BUMwyAattnRnOaW+9ez8LiRDCgP09KSOdjDFBERERGRPkBBlQAQDgfAgJ/fvoZc3uWM40aQ2bRur5AKwHcLNN13PcMu/Q2+k8OOVVA1Zwm7H70FTJvomOmUTz+dYN1IDCsAvo9XyJB58wVyb7+OaQcpG3MMwapBeIUcicmnEhk1BbetieaHbsKwbGKT5vLUi9v3CqkAMjmXn9/xPL/61lyClXXYFbW4rQ37/D5Vp1xE7KgTMEwTMs2kX12Jl02CZROsHsLCmTM4ffZhvLihkV/e/SLbd6X3eZy/rtrK7EmDSSQiBIIWAM+/1siGLa3knSJlYZupYwdy2OByysqC5PMO6XThQ/g/InJosCyTUMgml3e4aOF4AIpOASsQBKDguNi2RSQSULF9ERERERFRUCUlgYDFm2+3sbM5w4CKMDVVUZqeWbFXGysxgMTkU4lNmI1hmJQdMRXPyVM+6yzCIydix6uwY5U4rY2kXvhrqV5RIERw4EjKDjua8LBxpF9+ku3/cwWhQaMon7GY6lP/Dr9YJLn6fvA9AgOGYEeiPLn25X2Oc2dzho3bWjliaCVWWXyfQVXNWd8gPuF4spvX0bryHrJvrgV/721FZlmC+MSTGDfzLH566fFc+dtn9vkkwN3JUgFw2zb542NvcP+KTTTs3nvlx83L1jN6WCWLjz+ME6YMwbJMkkkVDhcJBCwS8RAA3rZ17Fy9nMxbL5RWYBomobqRJKbOx54wh2i0tOpK9cxERERERPo3BVVCIGBhmgYVsRCnHDOMtvZSyGIYpdpMVryKAfO/QNkR0wDIvrmW9GvP4BddrEiM2FEnEq4fRebNtTTd90uyG9fy/i15gQFDSUydT2LyXEL1h7Pj9qvYefu/U3ni+VQed05HAfU9/face1/MPR+9b59doGoQNad/lfDQsbQ9t4zmh27sFFDt4WWStD19D+lXn2bgZ6/k374wnX++7snOK6veOdcty9dz91/f6HJMr29p4ZpbV7PuzWa+eu7RxOPoKXfSrwUCFuWJME7LDhru+jFO89t7N/A98js20nTff9H88M3UnP5V4mOmYxhoZZWIiIiISD+moKqf2lNvKRyysOzSZTCgIsI3lkwGwHEc4secTm77BurOvRwzFKF15Z9IrXlor6f8Vc//AmYgxO7Hb6f1ybu6PJ+zayvND/yW9KtPU/fpy6k77ztsv/m7tDx2G1Y4RmLqfIKDjsBp2ISTSXHC5ME89eL2TscZXBNj1JBSvav4tIWUpZox7GBp1daIIwFIvfQ4zQ/+rls/B7e1gYbbv0/90h/x5XMm8q+/WrnX5wPKIwC88tbubh1v+cpNlIVt/u70CeTzLoVC59pdIoc60zRIxEM4u7ez/f99By/Xvt/2Xq6dhj/8hNqzvkFs/HEUix6Fggrxi4iIiIj0R+bBHoB8/IJBm6rKMqLREPkt69h514/ZfN0/sOmnn2fL9V+m6f5f4bXsIFRdz+DP/xAsuyNUem9IFRk5kfJpp9H69D37DaneK7d5HQ1/+AnBmqFUzTkPgOZHb8Fz8tQuvhTf92l//kFmTRzEgpnD9+qbiAb5p/Mn43ke+byDOWom5bM+RXjSAtKJkRQ9D7/o0vzwTT36ebgtO0k982cmja5lcE1sr89KK8zyvL6ltdvH+9Njb9DYkinV/RLphyKRAIYBO+/44QeGVB18j6Y//wKnpYFIRHNHRERERKS/0oqqfiYUsonHw+Tf3kDjn6/Dbdmx1+derp3UmgdJrXmQ8PAjqT3rMsxACPaxFS8x9TSK6TZ2P3Zbj8aQfetF0q+sIHb0yex+/Pf4+QztLz1GfPKpDLvkV2Ref5ZCWxNf/fQkFs8ZxZpXG0nEghx3VD22BaZpEggYvLixmW2N7YwanGDiEbX4nkd6/Uq8TLLHP5fUC49QMec8Tps1gt/+eR0A1eVhZkyo4w+PbsAt7nsL4b54Pix76i2Wnj4ByzIp9qCvyKEgHLLJvP5clw876IpfdEiuup/qU5diWQXNHRERERGRfkgrqvoR27aIx0NkN73Ejluv7BRSvV9u8zrevvFyvHyauvO+jVmW6PjMildTdsRUkmsfLhVG7qG21fdjhaPEJswGIPn8wxiGSbG9hej447BCZeQb3qLWSrJo5mBmj0mQe/kx8m+/jufkaXvmT0ysN1l87FDGVLmk1v0NwzRL4+mFYrqNzOvPMmdSfcd7n1tQqpu1fOWmHh/voWe34Pk+oZCyYOlfQiEb07JoW728V/1TLz6K5zpaVSUiIiIi0k/pLrofKSsLUGxvpeEPP8F3C93qU0zuYuedP2LIF64hMWUerU/eDUBs3LEYpkXq+Yd6NZb8ttcoNG4hNuF4UmsfwdldCs3a1/2Ntmf+3LmDYTJg4T8SGTaeXct/TXL1A7T89ZaOj+OTTyV+5Byc3Z3rWnWXs3sHidEzAfjcgrHMnT6MOx56jcaWbI+PlUwXyOQcLLProvAihyLbtvBch9yml3rV38u1k9u6nsDg8R/yyERERERE5JNAK6r6CcsyCIUCJFcvx89netS30PAWmY1rSUyeB0bpkrFilXhOHret6QN67+e4zW9jRStKL95ZlWVYnbPT0KAjqDvvOyQmzaXlybtIrn6gU5s9/fxerO7qUHSxLJN/uXAa5506hobdaW5Z/mqvD+cW/Q9uJHKIMQzwevg75v28XBrD0PwREREREemPtKKqnwiHg/hekdTaR3rVP7lmOXWfvoKy0dPIvPYshm0fWCgE+G4Bwy5t79mzrTA4cCTRsTPBBytRTXziiYTqDsPLZ2i6/9ek1nQOqaB0YwtglZX3qkbVnjH4nsexE2pwWptobut9jmuaBtGwjaMnl0k/4/tg2sEDOoYZCOL7Wo0oIiIiItIfKajqJ2zbJLf1VYrp7j+97r0yG1bjuw7hQaPJvPYsXi6DGYqAaYHXuzDGKkt0BEyxcceW/jv+WGLjj+1ok2/YTNP9v6J93d/wC7kuj5Xb9hoA0XEzaX1ia88HY1pEx87E2b2d7Td/h4pjz2bs9MVUl4dpbuv6vF2ZPr6OgG2RSXdvi6XIocLzfMyyCHZ5LW5bY88PYJgEa4ejBYkiIiIiIv1Tn9/6d++997Jw4ULmzZvHrbfeerCH84llGj7FXq40AsD3KObaMcNRAHLbX8cwTKKjj+ndeCIxwsPGk9/+BmCQmLYA3/Nof2UF237zTbb95ptsvu4fePu33yS15sH9hlQAbmsDxUySxJT5pfCsh6JHHIMdq2T3IzfjZdtx21sxDFgwc0Svvt+i40biuEUKhQNbdSbySZPPO/i+T3zyqb3qXzZqMnZiALmc8yGPTEREREREPgn6dFDV0NDAtddey2233caf/vQn7rjjDt54442DPaxPJN/fd/2nnjCsAH6xdPOY3bgWp7WRxNQFvTpWfOJJmIEQyTUPEB0zg0BlHY7rER19DG6qmULjZoqp3d0+XqB6MFZZAjtWSezIOT0bjGlRPnMxTmsjmY3Pg2UTO/IEHNfjtGNHEOvh08cOH1LBpNE1FPIKqaT/8TyffN4lMeVU6MXvnMTUBRRdVyGviIiIiEg/1ae3/q1YsYKZM2dSUVEquD1//nyWL1/O1772tQ/1PMGgTU1N/EM95sGy3+8xYGivj2vFKrAiMYrpttIbvkdyzYNUn/w5gvWjKOzY2O1jGYEQiakLyG55BcOyqVl8Cb7nEQyWLsfEtNNofeKuHo2vfOZifN8DoOa0f8RtaSC39ZVuDMakZuE/Eh4yhsY/X1fqf8YlhOtG4Hk+8WiQf/37GVz565XkulFvamBVGd/7wgyKnk80GiIaDfXoe8hH41CZ358sAarnLqX5gd92u0dswvGUHT4F0P+zj4N+xiKdaV6IdKZ5IdKZ5sVHq0+vqGpsbKSmpqbjdW1tLQ0NDQdxRJ9sgao6wsMm9KpvfNJcANpfWdHxXmrtQ7jJZurOvRw7UdNV172ZNrVnXYZdXkNu66vUX3gVhh3AMEuXou/7VM7+DGVjZnR7bImpC0hMmothmBiGCaZJ/QXfIz7pFDC7zmKteDUDz/4n4kefQssTd5Lbsp6Bn/kW8Qmz8bxSgRzTMBg3oooff202w+v2/8toyphafvb1OZRHQ1imCkGLlE87japTLgI+eD5Ex8+m5oxLOgJnERERERHpn/r0iirP8zCMd29wfN/f6/WHpVBwaWvLfujH/TjtSXSbmlJdtqmuKiMxdQG5LS/37OCGSWLyPDIb1+K27Oh428u2s/OOH1B/4VUMWvpDGv/08/0e20oMoPb0rxIZOZFiLk3lcWfjFBySLdmOYAigojzMwLP/meaHbyK55gHo4umCRiBExbFnUzn7XPJ5h2SyVMfKMAwSiRA1i75C5YkXkHr+QdKvPk0xk8SwAgSqB5GYfCplR5TqayXXPkywbhRDZ5/Lnhtqx3E7jhcMWgyvS3D9/zmZl99sZtmKt9iwtZV8oUhZ2GbKmFoWHTeSQTUxHKdIa2uGYlE3231Bd+aFfHRisRAVM88kPHQ8yef+QvurKzvN5/CIoyifuoDo2JkUCg7Jlhy+Cql/pDQvRDrTvBDpTPNCpDPNi+4rL4907JrqqT4dVNXV1bFq1aqO101NTdTW1h7EEX2y5fJFomNnEjlsEtk313a7X8Xsc7AT1ex+rHMx+0LjZrbf/B3qz/sOgy78PvnGzSRX3U/mjTV4+TRmIERw4EgSUxdQdvhUeCdodI0g7W3ZfdahaW3LkUiEGTDvYipnn0vy+Ydof+lxiu0tYBjY5TXEJ55M/OiTMUMRcjmHVOrdYuu+79PWliMYdAiHy6g47lwqZ396r3P4ntexiisxaS6+VwQM8nmXXM7Bcd7d5lcoFGlpSRMOBxg9tIIJn5vW+edQcEkms+RVl0qkQ3t7Htf1iNSOpPasb1Cd/Xuym17Cy6UxA2GCgw4nWFWPVyySyeRJ6ymZIiIiIiL9nuH7ffffrhsaGvjsZz/L3XffTSQSYcmSJVx11VVMnDjxQz1Pf1lRZRhQnghjUWTnnf9BbvO6Dzxu+fQzqD51Kb7vg1ekff0KUmseotC8Db/oYkXiRMfMIDFtIYGKGrxiEdPq/NQ9r1jEcX0KhVKR5PeuoOpKIGARiQQIBu1OK+l8zyNfKJLNOrju/mtHmaZBIGBhGAbvvdwDgdI4fR8cp4jjFOnOdAgELEzT6Die63paQdVH6V88+o5AwCIcDmBbdMwdz4Nc3lXA+zHTvBDpTPNCpDPNC5HONC+675BdUTVw4EAuu+wyLrroIhzH4dxzz/3QQ6r+xPchmcpTnghRf/73SK5eTnL1AzjNb3dqGx5+JOXHLCQ6Zga5nEMmUyAcDhAddxzxfTxVr1BwOlYU2baJbVsYRumcnudR6EYh8vfbEx7tCZrMd+o+eZ5PodC9UGlP+33dCPf25vi9q61EpHv2zGcREREREZH96dMrqj4u/WVF1R6GAbFYmFDQwjBNspvWkd+xEd/JYYajRA6bTHDAYLxikWzOJZPZeztOMGi/s6Lo3dVIWlEkfZH+xUOkM80Lkc40L0Q607wQ6UzzovsO2RVV8tHwfUilcrQbBuFwgPDgMYSHjccwTbxiKXTaX72lfdWVEhERERERERE5UAqq+jHf98lmC2Q/2YvJREREREREROQQYR7sAYiIiIiIiIiIiICCKhERERERERER6SMUVImIiIiIiIiISJ+goEpERERERERERPoEBVUiIiIiIiIiItInKKgSEREREREREZE+QUGViIiIiIiIiIj0CQqqRERERERERESkT1BQJSIiIiIiIiIifYKCKhERERERERER6RMUVImIiIiIiIiISJ+goEpERERERERERPoEBVUiIiIiIiIiItInKKgSEREREREREZE+wfB93z/YgzjYPM/HdYsHexgHJBi0ASgU3IM8EpG+Q/NCpDPNC5HONC9EOtO8EOlM86L7bNvCNI1e9VVQJSIiIiIiIiIifYK2/omIiIiIiIiISJ+goEpERERERERERPoEBVUiIiIiIiIiItInKKgSEREREREREZE+QUGViIiIiIiIiIj0CQqqRERERERERESkT1BQJSIiIiIiIiIifYKCKhERERERERER6RMUVImIiIiIiIiISJ+goEpERERERERERPoEBVUiIiIiIiIiItInKKgSEREREREREZE+QUGViIiIiIiIiIj0CQqqRERERERERESkT1BQJSIiIiIiIiIifYKCKhERERERERER6RMUVImIiIiIiIiISJ+goEpERERERERERPoEBVWHgHvvvZeFCxcyb948br311oM9HJGPXXt7O6effjrbtm0DYMWKFZxxxhnMmzePa6+9tqPd+vXrOfvss5k/fz7f+c53cF33YA1Z5CN1/fXXs2jRIhYtWsTVV18NaF6I/Od//icLFy5k0aJF3HjjjYDmhcgeP/7xj7niiiuArq//7du3c8EFF7BgwQK+/OUvk06nD+aQRT4yF154IYsWLeLMM8/kzDPP5IUXXujynrurP0fkAPnyibZz507/pJNO8ltaWvx0Ou2fccYZ/oYNGw72sEQ+NmvXrvVPP/10f8KECf7WrVv9bDbrn3DCCf6WLVt8x3H8iy++2H/sscd83/f9RYsW+c8//7zv+77/rW99y7/11lsP5tBFPhJPPfWUf9555/n5fN4vFAr+RRdd5N97772aF9KvPfPMM/6SJUt8x3H8bDbrn3TSSf769es1L0R831+xYoU/Y8YM//LLL/d9v+vr/4tf/KJ/3333+b7v+9dff71/9dVXH5wBi3yEPM/zZ8+e7TuO0/FeV/fc+7vvkAOjFVWfcCtWrGDmzJlUVFRQVlbG/PnzWb58+cEelsjH5s477+TKK6+ktrYWgBdffJHhw4czdOhQbNvmjDPOYPny5bz99tvkcjkmTZoEwNlnn625IoekmpoarrjiCoLBIIFAgFGjRrFp0ybNC+nXpk+fzs0334xt2zQ3N1MsFkkmk5oX0u+1trZy7bXX8qUvfQmgy+vfcRyee+455s+fv9f7IoeaN998E4CLL76YxYsXc8stt3R5z93VfYccOAVVn3CNjY3U1NR0vK6traWhoeEgjkjk4/WDH/yAadOmdbzuak68//2amhrNFTkkHXHEER03GJs2beL+++/HMAzNC+n3AoEA1113HYsWLWLWrFn680IE+N73vsdll11GIpEAOv89as/139LSQiwWw7btvd4XOdQkk0lmzZrFL3/5S2666SZuv/12tm/f3q0/L3Qv/uFRUPUJ53kehmF0vPZ9f6/XIv1NV3NCc0X6mw0bNnDxxRfzL//yLwwdOlTzQgS49NJLWblyJTt27GDTpk2aF9Kv3XXXXdTX1zNr1qyO97q6/vc1DzQv5FA0efJkrr76auLxOFVVVZx77rlcd911+vPiY2Yf7AErTnyMAAAFbElEQVTIgamrq2PVqlUdr5uamjq2QIn0R3V1dTQ1NXW83jMn3v/+rl27NFfkkLV69WouvfRSvv3tb7No0SKeffZZzQvp1zZu3EihUGDcuHFEIhHmzZvH8uXLsSyro43mhfQ3y5Yto6mpiTPPPJO2tjYymQyGYezz+q+qqiKVSlEsFrEsS/cccshatWoVjuN0BLi+7zN48OBu/T1K8+LDoxVVn3DHHnssK1euZPfu3WSzWR588EHmzJlzsIclctAcffTRvPXWW2zevJlisch9993HnDlzGDx4MKFQiNWrVwNwzz33aK7IIWnHjh189atf5ZprrmHRokWA5oXItm3b+O53v0uhUKBQKPDII4+wZMkSzQvp12688Ubuu+8+7rnnHi699FJOPvlk/uM//mOf138gEGDatGksW7YMgD/96U+aF3JISqVSXH311eTzedrb2/njH//IT37yk33ec3f19ys5cFpR9Qk3cOBALrvsMi666CIcx+Hcc89l4sSJB3tYIgdNKBTiRz/6EZdccgn5fJ4TTjiBBQsWAHDNNdfw3e9+l/b2diZMmMBFF110kEcr8uH73e9+Rz6f50c/+lHHe0uWLNG8kH7thBNO4MUXX+Sss87CsizmzZvHokWLqKqq0rwQeZ+urv8rr7ySK664ghtuuIH6+np+9rOfHeSRinz4TjrpJF544QXOOussPM/j/PPPZ+rUqV3ec3f19ys5MIbv+/7BHoSIiIiIiIiIiIi2/omIiIiIiIiISJ+goEpERERERERERPoEBVUiIiIiIiIiItInKKgSEREREREREZE+QUGViIiIiIiIiIj0CQqqRERERERERESkT1BQJSIiIiIiIiIifYKCKhERERERERER6RMUVImIiIiIiIiISJ+goEpERETkILvyyis5+eSTufbaaw/2UEREREQOKsP3ff9gD0JERESkPxs7diyPPfYYdXV1B3soIiIiIgeVgioRERGRg+j8889n9erVjB49mgULFvDEE09QKBTYvXs3Z511Ft/4xjd45pln+MEPfkBZWRnpdJo//OEPPPnkk9xwww04jkM4HObyyy9n8uTJB/vriIiIiBwQBVUiIiIiB9mYMWNYuXIlX//617nqqqsYMWIEDQ0NnHTSSTz55JNs2LCBpUuX8vDDDzN48GA2bdrEJZdcws0330xlZSUbNmzg7/7u73jwwQcpKys72F9HREREpNfsgz0AERERESn57//+bx577DHuu+8+Nm7ciO/7ZLNZAOrr6xk8eDAATz31FI2NjSxdurSjr2EYbNmyhbFjxx6MoYuIiIh8KBRUiYiIiPQB2WyWJUuWMHfuXKZNm8Y555zDww8/zJ7F7+9dKeV5HrNmzeLnP/95x3s7duygtrb2Yx+3iIiIyIdJT/0TERER6QN2795Ne3s73/jGNzj55JN55plnKBQKeJ7Xqe2sWbN46qmn2LhxIwCPP/44ixcvJpfLfdzDFhEREflQaUWViIiISB8waNAgTjzxRE477TSCwSCjR4/m8MMPZ/PmzQSDwb3aHn744Xz/+9/nm9/8Jr7vY9s2N9xwA9Fo9CCNXkREROTDoWLqIiIiIiIiIiLSJ2jrn4iIiIiIiIiI9AkKqkREREREREREpE9QUCUiIiIiIiIiIn2CgioREREREREREekTFFSJiIiIiIiIiEifoKBKRERERERERET6BAVVIiIiIiIiIiLSJyioEhERERERERGRPkFBlYiIiIiIiIiI9AkKqkREREREREREpE9QUCUiIiIiIiIiIn2CgioREREREREREekTFFSJiIiIiIiIiEifoKBKRERERERERET6BAVVIiIiIiIiIiLSJ/x/C0O7B7LogNkAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 309,
"width": 597
}
},
"output_type": "display_data"
}
],
"source": [
"# your code here\n",
"f, ax = plt.subplots(1,1, figsize=(10, 5))\n",
"sns.scatterplot(x=\"fare\", y=\"age\", hue=\"survived\", size=\"sex\", data=titanic, ax=ax);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Pairplots"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['survived', 'pclass', 'sex', 'age', 'sibsp', 'parch', 'fare', 'class', 'deck'], dtype='object')"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"titanic.columns"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"to_plot = ['age', 'fare', 'survived', 'deck']"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 539,
"width": 539
}
},
"output_type": "display_data"
}
],
"source": [
"df_to_plot = titanic.loc[:,to_plot]\n",
"sns.pairplot(df_to_plot);"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 589,
"width": 604
}
},
"output_type": "display_data"
}
],
"source": [
"from pandas.plotting import scatter_matrix\n",
"scatter_matrix(df_to_plot, alpha=0.8, figsize=(10, 10), diagonal='kde');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Plotting Categorical Variables"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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mzEitVus//tVnUS1ZsiRnnXVWbrjhhoFPBwAAMEhsc1z9yZ/8SZLkrrvuSldXVz796U9n+PDh6ezszG677VZsQAAAgMFgm+PqmGOOSZJcd911uemmm/pvYvFHf/RHOeWUU8pMBwAAMEgM+D1Xr7/+ejZt2tR/vH79+qxdu3agpwUAABhUBny3wKlTp+bkk0/O0UcfnXq9nsWLF+fkk08uMRsAAMCgMeC4+ou/+IscdNBBeeSRR5Ikc+bMycSJEwc8GAAAwGAy4LhKkqOOOipHHXVUiVMBAAAMSgN+zxUAAADiCgAAoIgilwUONge07ZH5070vDAAAKMfOFQAAQAFNuXPV3d2TtWs3VD0GO0hb26gkyerVb1Y8CTuSdW9O1h2AKtm5AgAAKEBcAQAAFCCuAAAAChBXAAAABYgrAACAAsQVAABAAU15K/YRI1r6b9dL87Dmzcm6N6cdte5u+Q7Ar7NzBQAAUEBT7lw9s/qNXPXA0qrHAGCQmj99YtUjANCA7FwBAAAUIK4AAAAKEFcAAAAFiCsAAIACxBUAAEAB4goAAKAAcQUAAFCAuAIAAChAXAEAABQgrgAAAAoQVwAAAAWIKwAAgALEFQAAQAHiCgAAoICWqgf4dStXrsyUKVMyduzYLR4/+eSTc/rpp1c0FQAAwNY1VFwlyejRo9PZ2Vn1GAAAAO+KywIBAAAKaLidq1deeSUdHR1bPHbZZZdl3LhxFU0EAACwdQ0XVy4LBAAABiOXBQIAABQgrgAAAApouMsC/6/3XH384x/PxRdfXNFEAAAAW9dQcbXffvvliSeeqHoMAACAd81lgQAAAAWIKwAAgALEFQAAQAHiCgAAoABxBQAAUIC4AgAAKEBcAQAAFCCuAAAAChBXAAAABYgrAACAAsQVAABAAeIKAACggJaqB6jCAW17ZP70iVWPAQAADCF2rgAAAApoyp2r7u6erF27oeox2EHa2kYlSVavfrPiSdiRrHtzsu4AVMnOFQAAQAHiCgAAoABxBQAAUIC4AgAAKEBcAQAAFCCuAAAACmjKW7GPGNHSf7temkejrrlbRgMADA12rgAAAApoyp2rZ1a/kaseWFr1GDS5+dMnVj0CAAAF2bkCAAAoQFwBAAAUIK4AAAAKEFcAAAAFiCsAAIACxBUAAEAB4goAAKAAcQUAAFCAuAIAAChAXAEAABQgrgAAAAoQVwAAAAWIKwAAgALEFQAAQAEtVQ/w61auXJkpU6Zk7NixWzx+9dVXZ8yYMRVNBQAAsHUNFVdJMnr06HR2dlY9BgAAwLviskAAAIACGm7n6pVXXklHR0f/8bRp03LWWWdVOBEAAMDWNVxcuSwQAAAYjFwWCAAAUIC4AgAAKEBcAQAAFNBQcbXffvvlnnvuqXoMAACAd62h4goAAGCwElcAAAAFiCsAAIACxBUAAEAB4goAAKAAcQUAAFCAuAIAAChAXAEAABQgrgAAAAoQVwAAAAWIKwAAgAJaqh6gCge07ZH50ydWPQYAADCE2LkCAAAooCl3rrq7e7J27Yaqx2AHaWsblSRZvfrNiicBAGAos3MFAABQgLgCAAAoQFwBAAAUIK4AAAAKEFcAAAAFiCsAAIACxBUAAEABTfk5VyNGtPR/9tFg5nObAACgcdi5AgAAKKApd66eWf1GrnpgadVjbLP50ydWPQIAAPC/2LkCAAAoQFwBAAAUIK4AAAAKEFcAAAAFiCsAAIACxBUAAEAB4goAAKAAcQUAAFCAuAIAAChAXAEAABQgrgAAAAoQVwAAAAWIKwAAgAJaqh7gV3p6enLttdfme9/7Xmq1Wnp7ezN9+vT86Z/+aWq1WtXjAQAAvK2GiasvfelLWbNmTW6++ebstttu6erqyrnnnptRo0bl9NNPr3o8AACAt9UQcfXSSy/le9/7Xv7zP/8zu+22W5Jk1113zSWXXJJnnnmm4ukAAAC2riHiatmyZRk7dmx23333LR4fO3Zsxo4dW9FUAAAA71xDxFWSLd5XtXjx4nzjG99IX19fRowYkdtuu63CyQAAALauIe4WOH78+KxYsSJdXV1JkilTpqSzszPf+MY38vrrr1c8HQAAwNY1RFy9973vzfHHH58LLrgg69atS/LLuwfee++9GTasIUYEAAB4Ww1zWeAXv/jFXH/99Zk5c2Z6e3uzfv36TJgwIddee23VowEAAGxVw8TVsGHDcuaZZ+bMM8+sehQAAIB3zTV3AAAABYgrAACAAsQVAABAAeIKAACgAHEFAABQgLgCAAAoQFwBAAAUIK4AAAAKEFcAAAAFiCsAAIACxBUAAEAB4goAAKCAlqoHqMIBbXtk/vSJVY8BAAAMIXauAAAACmjKnavu7p6sXbuh6jEAAIAhxM4VAABAAeIKAACggFq9Xq9XPcSO1tdXT09Pb9VjsIOMGPHLq1+7u3sqnoQdybo3J+venKx787L2zWl7r3tLy/AMG1bbpu9tyrgCAAAozWWBAAAABYgrAACAAsQVAABAAeIKAACgAHEFAABQgLgCAAAoQFwBAAAUIK4AAAAKEFcAAAAFiCsAAIACxBUAAEAB4goAAKAAcQUAAFCAuAIAAChAXAEAABQgrgAAAAoQVwAAAAWIKwAAgALEFQAAQAFNE1eLFi3Kcccdl8mTJ+fb3/521eOwnXV1dWXq1KlZuXJlkuShhx7KtGnTMnny5CxYsKDi6dgevv71r6e9vT3t7e257LLLklj3ZvHVr341xx13XNrb23P99dcnsfbN4h/+4R8yZ86cJMmTTz6ZE088Mcccc0wuuuii9PT0VDwd28OMGTPS3t6ejo6OdHR0ZOnSpX7HawL33HNPTjzxxBx77LG59NJLkzTw63y9Cbz00kv1SZMm1V9//fX6+vXr69OmTas//fTTVY/FdvJf//Vf9alTp9YPOuig+gsvvFDfsGFDfeLEifXnn3++vnnz5vqsWbPq9957b9VjUtCDDz5YP+WUU+qbNm2qd3d312fOnFlftGiRdW8Cjz76aP3UU0+tb968ub5hw4b6pEmT6k8++aS1bwIPPfRQfcKECfULLrigXq/X6+3t7fUlS5bU6/V6/cILL6x/+9vfrnI8toO+vr76EUccUd+8eXP/Y37HG/qef/75+hFHHFFftWpVvbu7u/6Zz3ymfu+99zbs63xT7Fw99NBDOeyww7LHHnvkPe95T4455pgsXry46rHYTm655Zb8zd/8TUaPHp0kWbZsWfbff/+8//3vT0tLS6ZNm2b9h5i2trbMmTMnI0aMyE477ZSxY8fmueees+5N4NBDD80NN9yQlpaWvPrqq+nt7c26deus/RD3xhtvZMGCBTnnnHOSJL/4xS+ycePG/P7v/36S5MQTT7TmQ9DPfvazJMmsWbNy/PHH51vf+pbf8ZrAXXfdleOOOy777rtvdtpppyxYsCC77LJLw77ON0VcvfLKK2lra+s/Hj16dF5++eUKJ2J7+ru/+7t87GMf6z+2/kPfhz70of5fqp577rn827/9W2q1mnVvEjvttFO+9rWvpb29PYcffrh/803gkksuyec///nstttuSX7zdb6trc2aD0Hr1q3L4Ycfnn/8x3/MN7/5zdx000158cUX/Xsf4n7+85+nt7c355xzTjo6OnLjjTc29Ot8U8RVX19farVa/3G9Xt/imKHN+jePp59+OrNmzcpf/uVf5v3vf791byKzZ8/Oww8/nFWrVuW5556z9kPYd77znYwZMyaHH354/2Ne55vDH/zBH+Syyy7LqFGj0trampNOOilf+9rXrP0Q19vbm4cffjh///d/n5tvvjnLli3LCy+80LDr3lL1ADvCvvvumx/96Ef9x6tXr+6/ZIyhb999983q1av7j63/0PTjH/84s2fPzl/91V+lvb09jz32mHVvAitWrEh3d3c+8pGPZJdddsnkyZOzePHiDB8+vP9rrP3Qcuedd2b16tXp6OjI2rVr89Zbb6VWq23x733NmjXWfAj60Y9+lM2bN/eHdb1ez/ve9z6v9UPc3nvvncMPPzytra1JkqOOOqqhX+ebYufqE5/4RB5++OG89tpr2bBhQ/7jP/4jf/iHf1j1WOwghxxySJ599tn+beU77rjD+g8xq1atyrnnnpt58+alvb09iXVvFitXrszFF1+c7u7udHd35+67786pp55q7Yew66+/PnfccUc6Ozsze/bsHHnkkZk7d25GjhyZH//4x0mSzs5Oaz4Evfnmm7nsssuyadOmdHV15fbbb8/ll1/ud7whbtKkSXnggQeybt269Pb25v7778+UKVMa9nW+KXau9tlnn3z+85/PzJkzs3nz5px00kk5+OCDqx6LHWTkyJH58pe/nPPOOy+bNm3KxIkTM2XKlKrHoqDrrrsumzZtype//OX+x0499VTr3gQmTpyYZcuW5YQTTsjw4cMzefLktLe3p7W11do3mXnz5uXiiy9OV1dXDjrooMycObPqkShs0qRJWbp0aU444YT09fXltNNOy0c/+lG/4w1xhxxySM4666ycdtpp2bx5cz75yU/mM5/5TH7nd36nIV/na/V6vV71EAAAAINdU1wWCAAAsL2JKwAAgALEFQAAQAHiCgAAoABxBQAAUIC4AgAAKEBcAQAAFCCuAAAAChBXAAAABYgrAHgXZs2alddee63qMQBoQOIKAN6FBx98sOoRAGhQ4gqAIePWW29Ne3t7pk2blpkzZ2bVqlW5+eabM3Xq1Bx//PGZNWtWnn322STJnDlzct111/V/768fH3nkkbnyyitz2mmnZdKkSfnKV76SJLnwwguTJGeccUZWrVq1g58dAI2upeoBAKCEp556KvPmzcvtt9+eMWPG5Jvf/GY++9nPpq+vLzfffHNaW1uzcOHCnHvuufn+97+/1fO99dZbufHGG/Pyyy/n6KOPzqc//enMnTs3CxcuzL/8y7+ktbV1BzwrAAYTO1cADAkPP/xwjjjiiIwZMyZJ8tnPfjaf+tSnctxxx/WH0IknnpiXX345K1eu3Or5PvWpTyVJ9tlnn+y1115Zu3bt9hsegCFBXAEwJAwfPjy1Wq3/eOPGjXnhhRd+4+vq9Xp6enpSq9VSr9f7H9+8efMWXzdy5Mj+P//vrwWA/4u4AmBImDBhQh5++OG88sorSZKbbrop9913X+68887+u/vddttt2WOPPbL//vtnzz33zBNPPJEkefnll/PYY4+9o58zfPjw9PT0bJ8nAcCg5j1XAAwJ48aNy/nnn5+zzjorSdLW1pa77rorP/jBD3LGGWekr68vra2t+ad/+qcMGzYsM2bMyBe+8IUcc8wx2W+//XLYYYe9o58zZcqUzJgxI1deeWV+93d/d3s+JQAGmVrddQ4AAAAD5rJAAACAAsQVAABAAeIKAACgAHEFAABQgLgCAAAoQFwBAAAUIK4AAAAKEFcAAAAFiCsAAIACxBUAAEAB4goAAKAAcQUAAFCAuAIAAChAXAEAABTwP17EIvDKpADgAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 210,
"width": 427
}
},
"output_type": "display_data"
}
],
"source": [
"titanic = sns.load_dataset('titanic')\n",
"f, ax = plt.subplots(figsize=(7, 3));\n",
"ax = sns.countplot(y=\"deck\", data=titanic, color=\"c\");\n",
"ax.set_title('Titanic');"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 265,
"width": 376
}
},
"output_type": "display_data"
}
],
"source": [
"ax = sns.countplot(x=\"class\", data=titanic)\n",
"ax.set_title('Titanic');"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 364,
"width": 597
}
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(10,6)) # Create figure object\n",
"sns.set_context(\"notebook\", font_scale=1, rc={\"lines.linewidth\": 2.5})\n",
"ax = sns.countplot(x=\"deck\", data=titanic)"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 350,
"width": 1069
}
},
"output_type": "display_data"
}
],
"source": [
"sns.set(style=\"ticks\", palette=\"muted\")\n",
"sns.relplot(x=\"age\", y=\"deck\", col=\"class\", data=titanic);"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 1408,
"width": 1498
}
},
"output_type": "display_data"
}
],
"source": [
"sns.set_context(\"notebook\", font_scale=1.5, rc={\"lines.linewidth\": 2.5})\n",
"sns.pairplot(data=titanic, hue=\"deck\");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Introduction to `pandas` plotting.\n",
"\n",
"There is plotting functionality built in `pandas`. Look for it in the `pandas` \"encyclopedia\", a mere 2883-page pdf from the creator Wes McKinney: [pandas documentation (pdf)](https://pandas.pydata.org/pandas-docs/stable/pandas.pdf) \n",
"\n",
"**Example:** The `value_counts()` Series method and top-level function computes a histogram of a 1D array of values. It can\n",
"also be used as a function on regular arrays.\n",
"\n",
"Reminder: DataFrame: “index” (axis=0, default), “columns” (axis=1) "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Line Graph\n",
"\n",
"#### Good for time dependency or when a variable evolves"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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" 4 \n",
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\n",
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"text/plain": [
" A B C D\n",
"0 -0.072986 0.064586 0.076005 1.768125\n",
"1 -1.007168 0.091050 -1.019906 0.741020\n",
"2 -0.418693 -1.280488 0.467859 -1.031090\n",
"3 -1.178062 -0.718033 0.317143 -1.531387\n",
"4 0.297648 -0.211252 0.718495 0.370736"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.DataFrame(np.random.randn(1000, 4), columns=['A', 'B', 'C', 'D'])\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
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" A B C D\n",
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]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# cumulative sum adds column values as it goes\n",
"df = df.cumsum()\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 262,
"width": 386
}
},
"output_type": "display_data"
}
],
"source": [
"plt.figure();\n",
"df.plot();\n",
"plt.legend(loc='best');"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 274,
"width": 386
}
},
"output_type": "display_data"
}
],
"source": [
"ts = pd.Series(np.random.randn(1000),\n",
" index=pd.date_range('1/1/2000', periods=1000))\n",
"df = pd.DataFrame(np.random.randn(1000, 4), \n",
" index=ts.index, columns=list('ABCD'))\n",
"\n",
"df = df.cumsum()\n",
"plt.figure();\n",
"df.plot();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plotting methods allow for a handful of plot styles other than the default line plot. These methods can be provided as the kind keyword argument to plot(), and include:\n",
"\n",
"- ‘bar’ or ‘barh’ for bar plots\n",
"- ‘hist’ for histogram\n",
"- ‘box’ for boxplot\n",
"- ‘kde’ or ‘density’ for density plots\n",
"- ‘area’ for area plots\n",
"- ‘scatter’ for scatter plots\n",
"- ‘hexbin’ for hexagonal bin plots\n",
"- ‘pie’ for pie plots\n",
"\n",
"In addition to these kind s, there are the `DataFrame.hist()`, and `DataFrame.boxplot()` methods, which use a separate interface. `scatter_matrix` in pandas.plotting takes a Series or DataFrame as an argument."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Bar Plots"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 253,
"width": 391
}
},
"output_type": "display_data"
}
],
"source": [
"plt.figure();\n",
"df.iloc[0].plot(kind='bar');"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" a \n",
" b \n",
" c \n",
" d \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 0.036437 \n",
" 0.028772 \n",
" 0.636406 \n",
" 0.252079 \n",
" \n",
" \n",
" 1 \n",
" 0.550359 \n",
" 0.806193 \n",
" 0.776958 \n",
" 0.408668 \n",
" \n",
" \n",
" 2 \n",
" 0.212565 \n",
" 0.949430 \n",
" 0.236970 \n",
" 0.336636 \n",
" \n",
" \n",
" 3 \n",
" 0.231369 \n",
" 0.899283 \n",
" 0.925506 \n",
" 0.750473 \n",
" \n",
" \n",
" 4 \n",
" 0.960434 \n",
" 0.217803 \n",
" 0.220513 \n",
" 0.541103 \n",
" \n",
" \n",
" 5 \n",
" 0.510726 \n",
" 0.459889 \n",
" 0.054106 \n",
" 0.230044 \n",
" \n",
" \n",
" 6 \n",
" 0.887885 \n",
" 0.284679 \n",
" 0.520790 \n",
" 0.455553 \n",
" \n",
" \n",
" 7 \n",
" 0.432802 \n",
" 0.437612 \n",
" 0.999108 \n",
" 0.604186 \n",
" \n",
" \n",
" 8 \n",
" 0.251041 \n",
" 0.253487 \n",
" 0.634895 \n",
" 0.679853 \n",
" \n",
" \n",
" 9 \n",
" 0.379598 \n",
" 0.809397 \n",
" 0.546982 \n",
" 0.347001 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" a b c d\n",
"0 0.036437 0.028772 0.636406 0.252079\n",
"1 0.550359 0.806193 0.776958 0.408668\n",
"2 0.212565 0.949430 0.236970 0.336636\n",
"3 0.231369 0.899283 0.925506 0.750473\n",
"4 0.960434 0.217803 0.220513 0.541103\n",
"5 0.510726 0.459889 0.054106 0.230044\n",
"6 0.887885 0.284679 0.520790 0.455553\n",
"7 0.432802 0.437612 0.999108 0.604186\n",
"8 0.251041 0.253487 0.634895 0.679853\n",
"9 0.379598 0.809397 0.546982 0.347001"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df2 = pd.DataFrame(np.random.rand(10, 4), columns=['a', 'b', 'c', 'd'])\n",
"df2"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 250,
"width": 381
}
},
"output_type": "display_data"
}
],
"source": [
"df2.plot.bar();"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 256,
"width": 367
}
},
"output_type": "display_data"
}
],
"source": [
"# horizontal bar plot\n",
"df2.plot.barh(stacked=False);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Histograms"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 256,
"width": 397
}
},
"output_type": "display_data"
}
],
"source": [
"df4 = pd.DataFrame({'a': np.random.randn(1000) + 1, 'b': np.random.randn(1000), \n",
" 'c': np.random.randn(1000) - 1}, columns=['a', 'b', 'c'])\n",
"\n",
"plt.figure();\n",
"df4.plot.hist(alpha=0.5, stacked=False, bins=60);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Boxplots"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
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""
]
},
"metadata": {
"image/png": {
"height": 256,
"width": 381
}
},
"output_type": "display_data"
}
],
"source": [
"color = {'boxes': 'DarkGreen', 'whiskers': 'DarkOrange',\n",
" 'medians': 'DarkBlue', 'caps': 'Gray'}\n",
"\n",
"df = pd.DataFrame(np.random.rand(10, 5), columns=['A', 'B', 'C', 'D', 'E'])\n",
"df.plot.box(color=color );"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Area plots\n",
"\n",
"You can create area plots with `Series.plot.area()` and `DataFrame.plot.area()`. Area plots are stacked\n",
"by default. To produce stacked area plot, each column must be either all positive or all negative values."
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 256,
"width": 381
}
},
"output_type": "display_data"
}
],
"source": [
"df = pd.DataFrame(np.random.rand(10, 4), columns=['a', 'b', 'c', 'd'])\n",
"df.plot.area(stacked=True);"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 256,
"width": 381
}
},
"output_type": "display_data"
}
],
"source": [
"df.plot.area(stacked=False);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Scatterplot\n",
"\n",
"Scatter plot can be drawn by using the DataFrame.plot.scatter() method. Scatter plot requires numeric\n",
"columns for the x and y axes. These can be specified by the x and y keywords."
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 277,
"width": 403
}
},
"output_type": "display_data"
}
],
"source": [
"ax = df.plot.scatter(x='a', y='b', color='DarkBlue', label='Group 1');\n",
"df.plot.scatter(x='c', y='d', color='DarkGreen', label='Group 2', ax=ax);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### `pandas` Tricks\n",
"\n",
"The copy() method on pandas objects copies the underlying data (though not the axis indexes, since they are immutable)\n",
"and returns a new object. Note that it is seldom necessary to copy objects. For example, there are only a\n",
"handful of ways to alter a DataFrame in-place:\n",
"\n",
"- Inserting, deleting, or modifying a column.\n",
"- Assigning to the index or columns attributes.\n",
"- For homogeneous data, directly modifying the values via the values attribute or advanced indexing.\n",
"\n",
"To be clear, no pandas method has the side effect of modifying your data; almost every method returns a new object,\n",
"leaving the original object untouched. If the data is modified, it is because you did so explicitly"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" \n",
"## 4 - Group Exercise: 1/2 hour in the Life of a Cardiologist \n",
"\n",
"Try each exercise on your own and then discuss with your peers sitting at your table. Feel free to engage the TFs and instructors as well. \n",
"\n",
"Visualize and explore the data. Use `.describe()` to look at your data and also examine if you have any missing values. \n",
"What is the actual number of feature variables after converting categorical variables to dummy ones? \n",
"**List of available variables (includes target variable `num`):**\n",
"\n",
"- **age**: continuous\n",
"- **sex**: categorical, 2 values {0: female, 1: male}\n",
"- **cp** (chest pain type): categorical, 4 values\n",
" {1: typical angina, 2: atypical angina, 3: non-angina, 4: asymptomatic angina}\n",
"- **restbp** (resting blood pressure on admission to hospital): continuous (mmHg)\n",
"- **chol (serum cholesterol level)**: continuous (mg/dl)\n",
"- **fbs** (fasting blood sugar): categorical, 2 values {0: <= 120 mg/dl, 1: > 120 mg/dl}\n",
"- **restecg** (resting electrocardiography): categorical, 3 values\n",
" {0: normal, 1: ST-T wave abnormality, 2: left ventricular hypertrophy}\n",
"- **thalach** (maximum heart rate achieved): continuous\n",
"- **exang** (exercise induced angina): categorical, 2 values {0: no, 1: yes}\n",
"- **oldpeak** (ST depression induced by exercise relative to rest): continuous\n",
"- **slope** (slope of peak exercise ST segment): categorical, 3 values \n",
" {1: upsloping, 2: flat, 3: downsloping}\n",
"- **ca** (number of major vessels colored by fluoroscopy): discrete (0,1,2,3)\n",
"- **thal**: categorical, 3 values {3: normal, 6: fixed defect, 7: reversible defect}\n",
"- **num** (diagnosis of heart disease): categorical, 5 values \n",
" {0: less than 50% narrowing in any major vessel, \n",
" 1-4: more than 50% narrowing in 1-4 vessels}"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" age \n",
" sex \n",
" cp \n",
" restbp \n",
" chol \n",
" fbs \n",
" restecg \n",
" thalach \n",
" exang \n",
" oldpeak \n",
" slope \n",
" ca \n",
" thal \n",
" num \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 63.0 \n",
" 1.0 \n",
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" 145.0 \n",
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" 6.0 \n",
" 0.0 \n",
" \n",
" \n",
" 1 \n",
" 67.0 \n",
" 1.0 \n",
" 4.0 \n",
" 160.0 \n",
" 286.0 \n",
" 0.0 \n",
" 2.0 \n",
" 108.0 \n",
" 1.0 \n",
" 1.5 \n",
" 2.0 \n",
" 3.0 \n",
" 3.0 \n",
" 2.0 \n",
" \n",
" \n",
" 2 \n",
" 67.0 \n",
" 1.0 \n",
" 4.0 \n",
" 120.0 \n",
" 229.0 \n",
" 0.0 \n",
" 2.0 \n",
" 129.0 \n",
" 1.0 \n",
" 2.6 \n",
" 2.0 \n",
" 2.0 \n",
" 7.0 \n",
" 1.0 \n",
" \n",
" \n",
" 3 \n",
" 37.0 \n",
" 1.0 \n",
" 3.0 \n",
" 130.0 \n",
" 250.0 \n",
" 0.0 \n",
" 0.0 \n",
" 187.0 \n",
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" 3.5 \n",
" 3.0 \n",
" 0.0 \n",
" 3.0 \n",
" 0.0 \n",
" \n",
" \n",
" 4 \n",
" 41.0 \n",
" 0.0 \n",
" 2.0 \n",
" 130.0 \n",
" 204.0 \n",
" 0.0 \n",
" 2.0 \n",
" 172.0 \n",
" 0.0 \n",
" 1.4 \n",
" 1.0 \n",
" 0.0 \n",
" 3.0 \n",
" 0.0 \n",
" \n",
" \n",
"
\n",
"
"
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"text/plain": [
" age sex cp restbp chol fbs restecg thalach exang oldpeak slope ca thal num\n",
"0 63.0 1.0 1.0 145.0 233.0 1.0 2.0 150.0 0.0 2.3 3.0 0.0 6.0 0.0\n",
"1 67.0 1.0 4.0 160.0 286.0 0.0 2.0 108.0 1.0 1.5 2.0 3.0 3.0 2.0\n",
"2 67.0 1.0 4.0 120.0 229.0 0.0 2.0 129.0 1.0 2.6 2.0 2.0 7.0 1.0\n",
"3 37.0 1.0 3.0 130.0 250.0 0.0 0.0 187.0 0.0 3.5 3.0 0.0 3.0 0.0\n",
"4 41.0 0.0 2.0 130.0 204.0 0.0 2.0 172.0 0.0 1.4 1.0 0.0 3.0 0.0"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# load the dataset\n",
"heart_df = pd.read_csv('../data/heart_disease.csv', header=None, names=columns)\n",
"heart_df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Answer the following question using plots\n",
"\n",
"01. At what ages do people seek cardiological exams? \n",
"02. Do men seek help more than women? \n",
"03. Examine the variables. How do they relate to one another?\n",
"04. (Variation on 02): What % of men and women seek cardio exams? \n",
"05. Does resting blood pressure increase with age?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Pandas trick: `.replace`** The response variable (num) is categorical with 5 values, but we don't have enough data to predict all the categories. Therefore we'll replace `num` with `hd` (heart disease): **categorical, 2 values {0: no, 1: yes}**. \n",
"Use the code below (take a minute to understand how it works, it's very useful!):"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
" age sex cp restbp chol fbs restecg thalach exang oldpeak slope ca thal hd\n",
"0 63.0 1.0 1.0 145.0 233.0 1.0 2.0 150.0 0.0 2.3 3.0 0.0 6.0 0.0\n",
"1 67.0 1.0 4.0 160.0 286.0 0.0 2.0 108.0 1.0 1.5 2.0 3.0 3.0 1.0\n",
"2 67.0 1.0 4.0 120.0 229.0 0.0 2.0 129.0 1.0 2.6 2.0 2.0 7.0 1.0\n",
"3 37.0 1.0 3.0 130.0 250.0 0.0 0.0 187.0 0.0 3.5 3.0 0.0 3.0 0.0\n",
"4 41.0 0.0 2.0 130.0 204.0 0.0 2.0 172.0 0.0 1.4 1.0 0.0 3.0 0.0"
]
},
"execution_count": 56,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Replace response variable values with a binary response (1: heart disease(hd) or 0: not)\n",
"heart_df['num'].replace(to_replace=[1,2,3,4],value=1,inplace=True)\n",
"\n",
"# Rename column for clarity\n",
"heart_df = heart_df.rename(columns = {'num':'hd'})\n",
"heart_df.head()"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"RangeIndex: 299 entries, 0 to 298\n",
"Data columns (total 14 columns):\n",
"age 299 non-null float64\n",
"sex 299 non-null float64\n",
"cp 299 non-null float64\n",
"restbp 299 non-null float64\n",
"chol 299 non-null float64\n",
"fbs 299 non-null float64\n",
"restecg 299 non-null float64\n",
"thalach 299 non-null float64\n",
"exang 299 non-null float64\n",
"oldpeak 299 non-null float64\n",
"slope 299 non-null float64\n",
"ca 299 non-null float64\n",
"thal 299 non-null float64\n",
"hd 299 non-null float64\n",
"dtypes: float64(14)\n",
"memory usage: 32.8 KB\n"
]
}
],
"source": [
"# look at the features\n",
"heart_df.info();"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"data": {
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" age \n",
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" 54.521739 \n",
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" 3.163880 \n",
" 131.715719 \n",
" 246.785953 \n",
" 0.143813 \n",
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" 4.745819 \n",
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" \n",
" \n",
" std \n",
" 9.030264 \n",
" 0.46767 \n",
" 0.964069 \n",
" 17.747751 \n",
" 52.532582 \n",
" 0.351488 \n",
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" 0.471399 \n",
" 1.162769 \n",
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" \n",
" \n",
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" 77.000000 \n",
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" 564.000000 \n",
" 1.000000 \n",
" 2.000000 \n",
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" \n",
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\n",
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"
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" age sex cp restbp chol fbs restecg thalach exang oldpeak slope ca thal hd\n",
"count 299.000000 299.00000 299.000000 299.000000 299.000000 299.000000 299.000000 299.000000 299.000000 299.000000 299.000000 299.000000 299.000000 299.000000\n",
"mean 54.521739 0.67893 3.163880 131.715719 246.785953 0.143813 0.989967 149.327759 0.331104 1.058528 1.605351 0.672241 4.745819 0.464883\n",
"std 9.030264 0.46767 0.964069 17.747751 52.532582 0.351488 0.994903 23.121062 0.471399 1.162769 0.616962 0.937438 1.940977 0.499601\n",
"min 29.000000 0.00000 1.000000 94.000000 100.000000 0.000000 0.000000 71.000000 0.000000 0.000000 1.000000 0.000000 3.000000 0.000000\n",
"25% 48.000000 0.00000 3.000000 120.000000 211.000000 0.000000 0.000000 132.500000 0.000000 0.000000 1.000000 0.000000 3.000000 0.000000\n",
"50% 56.000000 1.00000 3.000000 130.000000 242.000000 0.000000 1.000000 152.000000 0.000000 0.800000 2.000000 0.000000 3.000000 0.000000\n",
"75% 61.000000 1.00000 4.000000 140.000000 275.500000 0.000000 2.000000 165.500000 1.000000 1.600000 2.000000 1.000000 7.000000 1.000000\n",
"max 77.000000 1.00000 4.000000 200.000000 564.000000 1.000000 2.000000 202.000000 1.000000 6.200000 3.000000 3.000000 7.000000 1.000000"
]
},
"execution_count": 58,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"heart_df.describe()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"At this point you should split in train and test set and work only on the **train!!**. For simplicity we will not do this in the solutions."
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [],
"source": [
"# your code here\n",
"# 01. what ages do people seek cardiological exams? "
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 405,
"width": 497
}
},
"output_type": "display_data"
}
],
"source": [
"# %load solutions/q01.py\n",
"fig, ax = plt.subplots(figsize=(8,6)) \n",
"sns.set_context(\"notebook\", font_scale=1.5, rc={\"lines.linewidth\": 2.5})\n",
"ax = sns.distplot(heart_df.age, kde=False) #, bins=10);\n",
"ax.set_xlim(0, 90);\n",
"ax.set_title('Ages seeking cardio exams');\n",
"#ax.set_xlabel('age of patient')\n"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [],
"source": [
"# your code here\n",
"# 02. do men seek help more than women?"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 296,
"width": 428
}
},
"output_type": "display_data"
}
],
"source": [
"# %load solutions/q02.py\n",
"heart_df.replace({'sex': {0.: 'F', 1.: 'M'}}, inplace=True) \n",
"# We would use a countplot\n",
"ax = sns.countplot(x=\"sex\", data=heart_df)\n",
"ax.set_title('Count of M vs. F who seek cardio examinations');\n"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [],
"source": [
"heart_df.replace({'sex': {'F': 0., 'M': 1.}}, inplace=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The number of feature variables (after converting categorical variables to dummy ones) is: \n",
"1 (age) + 1 (sex) + 3 (cp) + 1 (restbp) + 1 (chol) + 1 (fbs) + 2 (restecg) + \n",
"1 (thalach) + 1 (exang) + 1 (oldpeak) + 2 (slope) + 1 (ca) + 2 (thal) = 18"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {},
"outputs": [],
"source": [
"# your code here\n",
"# 03. Examine the variables. How do they relate to one another?"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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GU5zluYVywXCP01w/znO9/0S5iLe+JCIiyjFGwRBOmJcvcKK8tAANW+ITaEnrMS/u39zOBDpLRX6ecvj5EaUmX8eWntudr/uQiEgPamOoyShgxmRbwmVGU5zluYVywXCP01w/znO9/0S5KK8u1M2cOVPVf01NTVHva29vx/e//31cc801mDdvHlasWIHnn38eoihmaEuIiChfBcQgWto8aD3mhSAAy+qc4ceJtB7zYtdBD+8nn2UiP89E+PkRaZOvY0vP7c7XfUhEpActMbSlzYOlC5wQFL6hG01xlucWygXDPU5z/TjP9f4T5aq8uvXlihUrFF87duwYdu/ejaKiIkyZMiX8fGtrK2677Tb09vaitrYWc+bMQVNTE37yk59g9+7d+NnPfjYSXSciIgIQ+mVbY0s3AGBqmRXjSyx4ZkeHqvc2trhRM92ezu6RRpGfJwAIQuhztVmN8A4EcLRzANLvgvj5EakXO7YSGU1jS2m75WJLsu3O131IRKQHLTF05y43NqyqRGWZFUdODsguM1riLM8tlAuGO0fL9eM81/tPlKvy6kKd0kW1/v5+3HTTTQCARx99FBMnTgQABINB/PCHP0Rvby8effRR3HjjjQCA7u5urF27Fq+88gqWLFmC66+/fmQ2gIiICIDbMwQAsFmNUY+Tv8+ftj5pFVt4OpOFqEeqL0rrGfSJsNuMWL7AiWV1TowvsYSXOd3jw/bmLmxr6sqqz48oFww3NmZTnIqUrF+R250otuw+5Em6rlT3YbbuOyKi2HgkikEEgbTELK0xtPB8bp9omeHKhvici3MXyj9uz9Cw5mi5fpxnU/+TxS2tcS0b4iCRnLy6UKfkkUcewaFDh7Bq1SosXrw4/Py7776L/fv3o66uLnyRDgBKS0vxwAMP4NZbb8Vzzz3HC3VERDSiHPbQ6ds7EIh6nPx95rT1SS0pCd5zqBeNLd1we4bgsJtQX1uK2mr7iCbJI9WXZOu5d+UU+PwixpdY0NLmwTM7OqKWWXNdBa67ohSvvt+lw1YT5Y9UY2M2xalU+iVt90SnBQ+vq0J5aYFsbFlyuTPptmjdh9m674iIYuOTYDDgm8sqUFJkRkubJy0xS2sM7Tuf2ydaJlXZFJ9zae5C+auqwor1Kycr5lHJ5mi5fpxnQ//Vxi21cS2b4iCRnLy/ULd371787ne/g9PpxIYNG6Jee+eddwAA9fX1ce+7/PLL4XQ68dFHH6G3txdFRUUj0l8iIspvATGI+tpSvLG7B0c7B3C6xxd+nEx9rSPjf7nmHQjIFqV+Y3cPZk2x4aG1LtisxrT3caT6onY9jiITNj59CC0He2WXaVjtwjfqJ3DyQKRSZKxMJjI2ZlOciqSlX9dfUYoPD3jw8LoqjLEY8b1ftqW0LVr24fVXOLJ23xERxcYnu82Ix79dDQMMKcdINevUch46fdaHzzrlb3spLZNqHphN8TnV8zPRSAqIQdy+pByDvmDCGKE0R8v14zwb+q82bg36Rfzzb47C4w3Ivi7FtWyKg0RKFErV5o9HHnkEwWAQ99xzD8aOHRv12sGDBwEAM2bMkH2vy+WCKIo4dOhQ2vtJREQEhG7LU1ttx6wpNogisL25K/w4kVlTbKiZbs9o0mkUDLKJsaT1mBf3b24fkT6OVF/UrsdkEjBjsvxn2HrMi4Yt7Rhj4aSBSK3IWJlIbGzMpjgVSUu/5k2zY+115SgvLUDDltS3Rcs+nFtlz9p9R0QUG5+WL3AOO0aqWaeW89CxzsFwzSulZYbTl2yJz6men4lGklEwwGoxJo0RSnO0XD/Os6H/auPWuGILltc5FV/P9hyfKFJeX6h76623sGvXLpSXl+OrX/1q3OudnZ0AgPHjx8u+X3r+zJkz6eskERFRjIAYxENrXZg1xYZtTV3o6B5Ew2qXYiIt/TosIAZHuKcXBMQgWto8iomxpPWYF7sOetLa15Hqi5b1tLR5sHSBEyYT4Cq34pKLCuEqt0IQ9OkLUT6KjJVyYmNjNsWpSKn067orSnXZFi37MBv3HRFRbHwSBGBZnTPtMSsgBtE/GEiaozesdqHfF4jK+wThQj547WUlw8rjszE+az0/E400PcZNrh/nmex/KvNoQeYKR+Tnk21xkEhOXt/6cvPmzQCAO+64A2Zz/D11+/v7AQBWq1X2/dLzXm/igf7SSy/h97//vao+7du3T9VyRET5LN/jqlEwwGY14rG7q7HroAevvt+FlVePDz1u86Bxlxtujx8Ouxn1tQ7UTM/8/daNggGNLd2qlm1scaNmun1Y60tUIHqk+qJlPTt3ubFhVSWe3TAbpWMv5CSRhcr12C9EiYy22BobKxtbEsfGkY5TyUh9S6VfATFU68huM0bdCijRe+Ro2YfZtO+IssVoi6u5KDY+TS2zYnyJBc/s6FD1/lRjllEw4PnGk/jywnF47O5qtLR5sDMiR19c40BttR0d3YN44e0ufGvZRDx213Sccvsxx1WIkqIL+eBw8vhU47PcOhPl11r7pOX8TBRpJOKqHnlNrh/nWvqfLDZojR2pzKMry6w4cjL+9sF7DvWiZrqdeSrlhLy9UHfw4EG89957sNvtWLVqlewywvnL8QaDfPAIBoNR/yo5fvw4mpubh9FbIiKKxLiKcGI7t6ooKpGcO60INdUXHku/BsuGCYDbM6RyOX/K61BbIHok+hJ6v7b1nD7rx3++dkK2UPnWnaeG1ReiZEZjbFWKlUqxcaRiQyKRcaz1sz7curhcc78OHu/HojklmD5pDO7bdBgnunxJ36NE7T7Mhn1HlG1GY1zNRZHxyWY1xj2X+L2px6zDHQNY/2Qbltc5sXSBExtWVYZf6+zx4dkdHXi1qQvVk8YAAKZNtGHGZANa2jxobDmhmMdqpXVbt+48iVmVheF1AlCVX2uh9fxMJBmpuJpKjIgdC7l+nCfrvyRZbEgldmjd/4XnY3ssn19MqT2iTMjbC3Xbt28HACxZsgQ2m/yf8UrPDwzIF/QdHByMWk7JpEmTUFdXp6pf+/btg8fjUbUsEVG+Yly9QO5++IkeZ5LDri7tcNjj/8pdDS0FoiucFuxWUWI21b5ceL+2bf63l45F/RIwslD5ui9VDKsvRMmM5tiqNjamO04lExvHXOVW3Lq4PKVYYjULaFjtwk/XVWH9k22Kf1mndluS7cNM7zuibDSa42ouiYxP3oFA3HOJ35t6zHLYTfAcCuA3b3bihbc7UVlmRaHViL6BAD7rHAjXpKtwFmjKY7Xm91q39Z1PzuK5xlPhdY4pELDx6cNoOdira7+A7J67UHYaqbiqddw8+tujuGvFJNmxkOvHuVz/E8WsDw948B/3zoTFLF8XTk3s0Lr/+wbk81yLWUipPaJMyNsLdX/84x8BAMuWLVNcpqysDPv27cOZM2cwbdq0uNdPnz4NQLmGnWTlypVYuXKlqn7dfvvt/MUdEVESjKu5JyAGUV9bijd29yRdtr7WkfIvc9UUiH7s7mp8dVEZXmtOfvuLVPsCaNvmxTUOdPb48Fln/I+DpELlj91dDVEMQsixiR3ljnyPrSMRp5KJjWNHOwdwuseXUiwRRYRjx/I6J37zZmfatiUb9h1RNsr3uJoNYuOT1riaasyKXa8oQva2bABw06LxmvLY4fQjkdh8NHKdMybb4i7UDadfRKkaibiayrh5a28POrp8eTMWEsWs5QuccBab8b1ftqUU0/SaRwPAvGlFzFMpZ8iUWhz9Ojo6cODAAdjtdixcuFBxuerqULA4ePBg3GvBYBCHDx+G0WiUvYhHREREFxgFA2qr7YrFqCWzpthQM92e0pchWgpETyi1YHZlevoi0bLNtdV2vNbUFf5ltVK/WdaaKH3SHaeSkYtjoghsb+5KOZa0HvOipc2DpQucEGRmfnptS6b3HRGRktj4pDWuphqz1MbF2ZU2THBYNOWxsbed06MfSvlosvNIqv0iymapjpt8GQuJ5t6CACyrcw4rpuk1j46M4cxTKRfk5YW6PXv2AADmzp0Lk0n5jwoXLVoEANi5c2fcay0tLeju7sbll1+OoqKi9HSUiIhoFAmIQTy01qWYIEu3v0hlYqO14LdRMOChtS5ce1kJLrmoEK5ya9SXD8PpSyQ129ywxoWO7kG82tSlqt9ElD7pjFPJKMWxbU1d6OgeRMPqJLFktXws2bnLjbISCyrLrHHv0XNbMrnviIgSiY1PauPqcGOW2riYSh6rtR8PrwvlvUo/2lA6hwAXziOLaxy4+tJizHHF587MU2m0UTWPkxk3+TAWEsWsqWVWjC+xDDumqY2fZ876ZONWbAxnnkq5IC9vffnJJ58AAObMmZNwubq6OlRXV+Pdd9/FCy+8gFWrVgEAuru78eCDDwIA7rjjjvR2loiIaATE3t5BFIMIIvp+9MO9BYRRMMBmNeKxu6ux66AHjS1uuD1+OOxm1Nc6UDM9tWL0ErUFogd8ofvXWwuM2HDL1PDzPb1+fNzeh+JCI+ZWDa8vEjXb3HXOj/s2HUZvv/x99SXZXtg6dn/xliGUi1KJU2qPfTXLycUxjzeA+zYdxk/XVeGxu6vR0ubBzl0X+rW4xoHaajs6ugdlY4kUOxbNKYGjqFd2W0Yq3jEuEFEmyMWnrTtPYd2XKmRj1vVXOGRzQa0xTG1cBNTnsVrzQanPNqsJG26Zinu+MgUf7D+HN/e4YbUYk55DIte5fuWUqO0/c9aHbU1d2NbUlfV5KpFWicZvonGTibGg9zxMTa572bQifHjAE1cD2WY1Ahh+TFMbP+02E/7x1qlJ88505qmcB5Ne8vJC3eeffw4AmDJlSsLlBEHAI488gjVr1uDHP/4xXnzxRZSVlaG5uRlnz57FqlWrcO21145El4mIiNJCSiL3HOpFY0s3BIMB31xWgZIiM1raPGhs6YbbMwSH3YT62lLUVg/vi1bpfXOrilAz3R7Vj8jXU6GmQPREpwX3/PVkAAhvc+T2LZpToktfIiXb5v/aeRInunxJ28nWwtaxx5CexwtRJqiNU2qPfS1jRCmOnejyYf2TbVhe58TSBU5sWFUZfq2zx4dnd3Tg1aYu2S9Ypdhx67UTAEwAAAz4RLy914039/TAahF0G6/pjPFERMOhFJ9EMagYs/TIbdTGRTV5bGg5dflgonPPojkluOqSYhgFQ9JzSOQ6Dxzz4pX3z0S1tea6Clx3RSlefT/xnSGIcpHS+E00bkZyzqb3PCxZe13n/HjpnU5cPmMsrrvCiTlVRbhv0+Gouax3ILQ/9IhpauOn2rxT7zyV82DSW15eqOvuDv35bXl5edJl586di9/97nd4/PHH0dTUhLa2NkydOhXf//73cfPNN6e7q0RERGkTEIPwDgTCRaDtNiMe/3Y1DDDIFn5+Y3dP+JYQNqtRly9zlR5rpaZAtN1mxMPrqiAI6d8+OXLbHBCDuPrSErzWnPzWINlY2Dr2GIqU7v1JlG6J4pSWY1/tcgASxjGPN4DfvNmJF97uxM/unI6qijH4/n+04cipAcX6lqE2HRgKiOj1BmAyGvDLV47jrb09Ue/Re7zqHeOJiPQSG4+EmMfpym2SnVOS5bESNfmg2m0wmwTc+8QBnO1LfFeH+loHuj1+/OCpg7LnjoY1LnyjfkLW5alEetp3tA9Pv96BvoEAPutUzr1Gas6md6xS017Dahe+vHAc1j/ZhknOAjSsduGn66qw/sm28F/WHe0cwOken64xLVleqTXv1CNP5TyY0iEva9Rt2bIF+/fvx9VXX61q+enTp4cv1O3atQt/+MMf8LWvfQ1GozHNPSUiIkofo2CISiyXL3CivLQADVvik01J6zEv7t/cnnXJppoC0dL2PSCTTEtGevtyvbB17DEUK1uPF6Lh0nLsv/1xj6rl1MaDGZNsuLiyEAVmARaTkPAinRQ7Dp3oR4ndjB9vbscbu3tk38PxSkSUmdxG73xQ7TZYLQJuX5L4B+zSOl9574ziuaPh2XaMsfDLaBq9jIIBF08tRCAQxJGTyhfpRnLOpnesUtNew5Z2VJQWYHmdM+6xRBSB7c1dOT3HVYPzYEqHvLxQR0RElO8CYhAtbZ5wYikIwLI6Z9xzrnIrLrkoumB86zEvdh30ZF2h5UQFogUBuGHhuLY4RokAACAASURBVKjtUzLS25erha1jjyEl2Xq8EKVK07Hf5sH8mWMhCMox9cBxL1o/60NADMrGg8j3XXtZCRpWu3DK7UPXOZ+q2NE/GIBzrDmn4zsR0UjIZG6jVz6odRuuv6IUsyuV1/ngWhc6ugfx8ZG+uHNGbFs8d9BoFhCDeHidC9deVhI3BoCRnbMFxCD2He2D0WiAq9wKk2l4eZ2WuNHS5sHSBU4IQvxjybamLpw5qy5PzcW4wXkwpUte3vqSiIhopKRaWDgdBYljiyk3tly43eLUMivGl1jwzI4O2G1GLF/gxLI6J8aXWMLLnO7xYXtzqGB8Y4s76r7u6eqzFlEFots8aNx1oUD0igVOOOxm/Hr7CVVtyW1fIsPZ9nQWtk6n2GMoEa37kyibaTr2d7mxYVUl7lw+EQtnF0fF1DNnfTjWOYgpZQUYV3zheSke/OWIB92eAOa4ClFSdKF+x1BAxOBQAM6xBQiIwaSx4w/vduKmRROw6XVt8T0y7mQ6vlPu4TGTOdz38tTsl3TmNonWL/2/HvlgKtvw87tk1lnjQE21Hf2DAVhMAn525/Tw+yLPGdLt7tTuD6X9oMdxy2Of0uXCGDVhwy1Tcc9XpuCD/efw5h43rBZj3BjV+1iUe//FUwvD49I/JMJsunClLNm8PZaWuLEzIrd9fuep8OOb/6oMBz73hmPWuGKLqjxVjzE60mOf82BKF16oIyIiSoNUCwunoyBxbJvFNhPuXDEJbs9QeBmpPpJgMODxb1ejvLQALW0ePLOjQ7Zg/Nadp9La51SFC0RPK0JNdXyB6MhtTsTt8ataTu9tv7iyMCqRH/AluKddFtB7fxLlCq3H/g1XjZeNqbXnvwT99bbjONwxEPX8rMoiGAUDWto8aGw5IRtfJEqxwygYcKYn1Fet8f3oqQFMnWDNmvhOuSGbcoJ8w30vT+t+yUSu2PpZH7Y1dWHQJ+KaeSWom1UcFdOleK/280tlG+ZWFUWts7d/CAExiDEFRuz7zIunXzshe864b9NhnOjyJd0fyfaDzy/i+caTcedCNcctj31Kl0TH1qI5JbjqkmIYBQMGfCKaW8+iepINDrtZt2Mx2bEtXaD7uL0v7nW5eXsiqeS282eNDbe/9vqKqH4DEXPzmPiiNaYpyeTY5zyY0oEX6oiIiHSWamHhdBQklmvTVW4FADjsF9IA70Do17DfXFYBAwz43i/bEhaRXvelirT1WQ9KBaIjtzkRh92cdBm9tj2ynQPHvagss6LQagwXKp8xKXsLUeu5P4lyidZj/9HfHsUbu3uiXouMqV9eOA7rn2yD51AgKn4M+kX882+Ohv9iIfJ9D611YUyBgI1PH8buw71xseMLc0uw4ZapsFhCcUNrfB9rM6K3P4CGZ7MrvlP2ytacIB9w38tLZb+MdK7YsMaF0rFmfHjAA483gPc+PQdBAK6ZW4Lv3DgJBSnUftO6DXJfZotBJO/7ahd+uq4K659sS7g/VO2HBOfCRMctj31KF7XH1lAgiA1PHcRP76iCYEicZ2k5FtWu/2zfkGKuGJnXJZNKbnvn8kmy7SvNxZUepyLTY5/zYEoH1qgjIiLSWaqFhdNRkFiuzaOdAzjd40N9bWnUc339QygpMqNhS/Ii0g67GeL5SX2uFFEOiMGobU6kvtaR9F7yem17ZDuiCBw5OYC/HOkLFyrPpn0YSe/9SZQrtB773R4/3trbI/u6FFMrSguwvM4Z9fz9m9sxrtgS9Xzs6yajgBmTbbKx4829PXB7/JhXZdcc3wf9AYwrtshepIvtQ7bFJsqcXMoJRhvue3la90smcsWGZ+PPAaIY+qJ54ybtn5mWbVhcEzpHxV2kE4MYazMl73vE+SvR/lC1HxKcCxPtAx77lC5qjy2H3Yxv3zAZ5aUFSfMsLcei2vUnyhUj5+2JaI0bnT0+vLW3R3X76ZDJsc95MKULL9QRERHpKNXCwukoSKzUpigC25u7QrdWiyjuHAQ09UHr8plOUI2CIW6b5cyaYkPNdHvSv4JTve1tytse247JBFx9aTG+fKUTV19aDJMpop0s2IeRpP25rK40qmh5LDX7kyiXaI0lr7x3BmKCu9i2HvOipc2DpQucMJlCf/V8yUWFGPSL4eflxlfk++ReF0Xgf/58BrXVdhgMhriYJQgX1iWNYSnWSLfczJX4TpmXjjyG1OG+l5fKfslUrqgUyw8c96L1sz5Nn5mWbaitDp2jYo8LLTl+S5sHK64ap7g/Ut0P0jnKaDQo7gMe+5QuscdWbM4k5WtGowH7jvbhUlehrseiHvEjcn3JjnwDoCluvNbUFf5BqZr29Zbs85H2RbrGvp7nCqJIvPUlERGRjlItLKxXQeLIW9cYBQOmTRyDr32xLKrYOwBsa+rCdVeUomG1Cw1b2jHoF1E0xqS5D3sOeYbd55EUEIN4aK1L8dd30i0ylAqBS21o+rx2uaPq5UWS2qlwWnDPjZNxqaswqhC4f0jEJ+19+MXLn2fNPpRI++Ger0wBEF20XDrWYvcn0WihNpa4PX682tSVtL2du9zYsKoSz26YjdKxF26Rc65vCGMLTbi40oa/HIlfj/S+O5dPxPM7T0XFeSAU67/y/4zD2EJzOGbZbUYsX+DEsjonxpdYwstKY/hPn5zNyfhOmaVXHkPacd/LS3W/DDdXlB5rWb8UyyvLrDhyckAxTifKpyJfU7MNDatd6OgexKtNXeg86486LlLpuygGIcj0LZW27lw+EQtnF8dt+3Dazqdjn4ZPOraUxqJUGy6SnsficOJHKusTBAPcHn/4uwE1cUNL+1opxVVJss8ncl6arrGv9VxBpAYv1BEREeks1cLCwylInKiQcmyxdwDweAO4b9Nh/HRdFR67uxr7zyeXWvvg86v7dVq2FFE2CgbYrEY8dnc1dh30oLHFDbfHD4fdjPpaB2qm2+H2+PHYi8cgBoNRhail9x8/PYjKCVbdCkiX2s341XdnwmwS0NLmkS2E/b+/OxPP/fHksLdfD8mOtS9fOQ4v/ek0rphhR8309BbxJsoUNbEkIAbx2IvH0NsfSNqeFCdOn/XjP187ERcD/v5rF+FHvz4YjuGx77vhqvGYP2tsVJwHQrF+e3M3vvbFCXB7hjDRacHD66pQXlqAljYPntnRETeGu87lZnynzNPrvEjacd/L07pfpJzFZDTgsbur0dLmwc5d8vFdIpcP1Z7/gZbW9RdajUnjtJSXRl6Ui83Lqiqs+EZ9uew5anGNA7XVdnR0D+K+TYfR2x+QPS609l1Q+IGblrYEQ2h7brhqvKptT6WfRGoJBgMe/3Z1wrHYdc6P9z7pwYqrxqd0LCaaJ6USP5KtL5GnX+vAbfUTVMcNre2rkWieGTv+k30+0ncgW3ee0q1/kdTOBTgPJi14oY6IiEhnqRYWTvV9agu0S8Xepb+4ONHlw/on27C8zomVfzU+pT5YzOoSz2wqoiwly3OriqJ+Xdft8ePZHR14takrPPmILEQ9pkDAxqcPw2Y1YuNtF+lWQHrt9eXoHxTxw6cOJSyEvXpJuZbNTAu1Rbsji4pzckKjlVIsibywLwbVXeyS4sS/vXQs6tfQ4Ri+Jj6GR77v0d8exZ3LJ8kuM+AL3XezwmnB+pWTMcZixPd+2aZ8vlgT+vWv3aauSkI2xXfKLL3Oi6Qd9708tfulwlkQleMc7xrE8jonli5wYsOqyvByQwExXIspUT507WUl2HDL1BQ+lyAeXleVNE4/tNYF2/kv5eX6sftQL/7Y4saa68px/RWlUeeozh5fXL4rd1xo7fujvz2Ku1ZMgs1qjMv91LRltxnxN0srVOWZkevgsU/p8s1lFTDAkDhnWu3ClbOLAeg7ZlJpr29A/odhao99MRjE+ifb8I3FE7D8ynFJ44bW9pNRO8+U9pfazydyXqo3NXMBIi1Yo46IiEhHqRYWHk5B4lQLtAOhv7b4zZudOHi8P6U+zJum7jYS2VhEOTJxfvS3R3H7P3+K37zZGTf5kApRm4wCZky24f3Ws/APier3VY3ytotiECajoKoQttkkZKRQdyQtRbs5MaF8EXusR/6Vg9o4sbjGgc4eHz7rjL9lUesxLxqelY/h0vve2tujGOfnTStCQAziq4vKUF5aoHhLo8h1GQUDvjBPfd+zLb7TyBtOHkPDw30vT8t+uWnR+KgcR8qP7/iXfbjr3/fjB786iLv+fT9+9NQhCOdznET50Jt7e+D2+DWfA+ZWFamK05G5llI/PN4AnvjDcfzoqUMAgNeazuCuf9+PO/5lX1y+G3tcpHL+emtvT7hfkdS2tXyBEyVFZtV5ptZ+5tOxT8MnikGUFJmT50xb2jG+xIK+/iHdxgygXw4JqDv2pfV5vAH8atsJdJ/zY9/RvnDsk4sbWtpXQ8s8U8vn47Cb0z6HVpoLEGnFC3VEREQ6SrWwcKrv06PQtNSmliLSqSyfjQmrtP/e2N0DUVReLnL/iSLwSXuf+m2vVt72IKC+8HjbyBfqjqTlWEtH0W6iXKMlRtZW2/FaU5diHJKL4bHvU1pGir8TSi2a4s2EUgtmV6rr+ym3j2M+z6Wax9Dwcd/LU7tfZlfaMMEhHx9FEThycgB/OdKHIycH0Pq5FwM+MWksFUXgf/58RtM54PXmLiyd71QVpw8cV9cPAPj0s9C54fKZY/FZ50DceUbuuNByTMWeh2JzQDVtCQJww8JxmvNMHvuULlrmaC1tHohILedTmjelOgblXpfm7YlErk8Uge3NXbh4aiECgSCOnIyPG7HtD3dsaZ1nappDH8zsHJpIC16oIyIi0plUWFgpsY4sLDzc92ktNF1WYkFlmVW2zcgi0on60LDaBbfHH65Fkcq2ZotU9t9FE6z4w7ud8A+Jw952Letv3OXO6BcMmvraktm+EmUD1TF1jQsd3YN4takrYXuRMVyKxbHvi4xTsTEolXjTsCb5+aCjexD//c5pjnnK+Zwgl3Hfy1O7X2LjoyAArnIrLrmoEK5ya/jHD1PLrLBaBFWxdFtTF9wef9L1N6xx4XSPD58c6cP4EouqtrX0A5CfA0jrVzou1Ow7ufOQXA6YrK0vzC2Bw25OKc/ksU/poHWOaB9jwumzPlXzaDVjBlB/bJ8565PNIWPn7ckExCAeXufCtZeV4LXmLnR0DybdHr3GVirzzD2HPJqWJ8oFrFFHRESks1QLC6f6Pq2FpmumFaGqYoxsm5FFpFvaPNi5S76I9Nadp/B3N1eOWBHl2DYiH8u9ZgCiJiR6Fup++I4qlJy/F78gGELb3uZBY8S+qq9xoOZ8wetk25JK4fFMyaW+EuklUfxJJlFMlWJk1zk/7tt0WPZ2QpGkcfXdlVMwc4oNHd2Dce+TlvnXu6pRYBbCfZX+1TqGxSCSng/u23QYExwWVe2majifQS6vO9eMVE5A8bjv5andL0Aox7HbjFi+wIlldU6ML7kQ1073+LC9uQuHTvSHl03G4w1g0+sd+O5NU5J/LoUmPHD7RarblurTaY3pi+aUwFHUm/S4kJ5T2nex5wC581Ds+SfZ55DK9gDajv18HAOUOq3H49PbT2DN9RUpj5lIaseNb0iE3WbCP3x9atJ5eyIX1mfChlumYsAn4uP2XkybOEZ+rpuG84rW/e3zJ79AaLcZcdm0QuZylDN4oY6IiCgNUi0srPZ9kcml1kLTf/vlSYp9kYpIL69zYukCJzasupDURxaRrps1dtjbqoa0nXsO9aKxpRtuzxAcdhOWL3BiVmWh7Gv1taWorbbD7fHj6dc6IAaD4efkknKt+6+j24entp+A2zMEV4UVX/vCBMydVoSa6uhtF8+vq6XNI9s/qS9a159JudRXouFSij+J4kmsRDFV+qLhv3aexIkuX9L+SONqgsMcjsWxF/ekZQ6f6MfFUwvDzx845sXFUws1j+G39rjh9gwlPB/09gcwq7JQqalh0eMzyMV157J05gSUGPe9PLX7parCivUrJ6O8tAAtbR48s6Mjatyvua4Cp8+GYrXaWCoGldc/4BPx9l433tzTA6tFwIorx+HiqSZVbXsHApr6IcX0W6+dAGACAPnjIjLu7TnswR3XT8RHbedw2TR7VN9jzwFy6xoKiDAKxnAMHfSJuGZeCepmFct+Dqlsj0TtPmb8Ji20Ho9HOwex/sk23PPXk3HVJcWax8wzr5/Agc/7o3INycWVhXHj5u29bjyz4yS+MLdE9bw9VqJcZ/7MseHxKTfXBfQ9r2jd3xZz4nVPdFrw8LqqcExnLke5gBfqiIiI0ijVwsKJ3hcQg/AOBNDwbDv+/utTUV9bijd29yRtUyr0HFkXL5JURPqN3T34zZudeOHtTlSWWVFoNaJvIBBV1yK2reFsqxJpO2OLStttRqxeUo7e/tA+iL03/Ru7e8K3+ritfgLWP9kWfu6htS7YrMa4IvRq91+3x48fPHUwvB92H+rF7/90BpdODd26yGw2wHj+/kh9Mn2P7J/UF9Xrr4nf5yNJ677ixIdymVL8AeLHsNJxniymfn5mAJv+7mJcfWkJXmtOfruf+loH/EMi1vzLp/ApXNdbXONAZ48PP3jqIGZMCvVx0C/iwefa8YvvzFA9hhfXODAUELHk8lKseXRfwvOB1De9x7wen0Eurnu00DsnIPW47+Uly61vX1KOQV8Q3/tlW8LcciiQWj4k/UXXoC+AJ14+jrf2RtdHfmtvD57/+9mq2j7aOYABn6gppnf2+PDs/9eBb98wCQWW+NgVG/cEAVhx5TgYYED3OT/OnPXj6dc7ZM8BsdvsHxIxMBjE3/86el++9+k5CAJwzdwSfOfG6H7okWcm28eM36SWluNRGl/SuCgaE/qL131H+1SNGen9L75zOrzMhwc8+I97Z8JiNuD+ze04cNwbzsP6BwNoWO1C0RgTTnb7Upq3S9uYaq6TjrxL6/ifN82OF946LbuM3WbEw+uqMMZiTBjTGQso27BGHRERUY4xCqGE/dPPvNje3KVbEfXYotWiCBw5OYC/HOmLKiI9UgXZpe2MTayXL3CivLRA9iKdpPWYFw1b2lFRWoDldc7wc/dvbo+7uKhl/73y3hnZSdYnR72475l2WEzG8Jcxcn2P7J/UF9Xrr07/Pk9E677ihIdymZYxnKiNRDF1aAiaY/jH7X2KF+lmTbGhttqO15q6IIoX+jiu2IKl852a1lVbbceOD7sxpsCINdeVK54PIvum95jX4zPIxXUT0cgzCgZYLUY0bEmeW5qMqedDRsGAjZva8cbunrh8UhSB//nzGVVtz5hkg9UiaIrprzV14f/f1YONm+RjV2zcE0XgWOcgaqvt+GD/OVw8tRCBQDDuHCC3zWaToLgvRTH0JXlsP/TKMxPtY4Dxm9TRcjxG5l6Rx6faMRP5fsnyBU44i83hMRmZhx3uGIjL6VKZt2dTrpPK+E+0fPj7giQxnbGAsg0v1BEREeWQgBhES5snnHBua9Kv0HNADIZ/oTdrig2CALjKrbjkokK4yq0QhAtFqft9gbQWZY/dTokgAMvqnLKvxS436Bex/5gXKxaOg+n8PQRaj3mx66Anqu9qCnU/uDa+8HesyLaT9Q8ADhz3YsAnYiigrlD4UCCY1n2uhtqi5pnuJ9FwqB3DcvFErq1EY+bAMS+GAiIeWuvC7EpbXMwFosfV9vfPyLYjxebIOBUbB3d8GDpfPJhkDEvtbN5xErsOenD9FaWYXWkLtyn1cdpEKxbXlODhdfqPeT0/g1xaNxFlhpZxv/ewJ2FsFwTg2sviY6OadUh5fbI4LZ0T1ORlsecGpVw4tm+CAEwpK0D/YABXX1KCM2d9quYbQ0Mi2o57MegXw+cxOanm5InyTMZv0pOW8bX9g66ocR87r076/uauqPwq2XxX7XcASvP2bBwrWse/0vJqvy8AGAso+/DWl0RERDnEKBjQ2HLhFmkebwD3bTqMn66rwmN3V6OlzRNVSFpLoWejYMDzjSex4qpxeOzuagz4RFgtF2bY0uOT7kG88HYXvrVsYtT7ExVpTlbAWe42mpHbKZlaZsX4Egue2dEhuw12mxHLFzixrM6J8SWW8PPP/nA2XvnzGWxr6kJjizvqHv8Akhbqdnv8cYW/5ew51Iua6XbZvstti9Ui4LdvnMRXFpXJF+qucaCmOlQo/L/f6cQtX5iQtN1EhltIW01Rc6lN3vqScpVS/JEjF09i20oeX3wYazPh0TunR42Zc31D6O0PYOK4gvAXCPfd7lJs55Tbh/s2HYbBAHzti2VxcfCJe2ZiV5sHX7jMIXu+WFzjQG21HR3dg+F4J23fz++qxomuQRRZjRhbeGEKGRCDMAAQNMT+RMun4zPQKpPrJsp3w81TUm1Dy7jf8aEbc6vscbF9wBfAF+Y5MH/m2Kj8OfLWl2rW8edPz+KGheNU5VqAcg4rF9MlsbFLrm9Ty6wYV2zBr7cdx5cXjkNFaeiinZr5RvUkG365fibOnPVhW1MXtjV1weONz6Hl+qE2z5TD+E16Sng8np+jdXv8+Pz0IJ794ey4cd99zg+T2ZBwzJx0D+L9T8/iiXtmROVsATGI1mNe2G1G2bET+x1AovEvN2/Xe6xonesrPdYy/pWWnzHZlvD7glS2j2ik8EIdERFRjnF7hqIen+jyYf2TbVhe54wrJK210PPZvgAMCC376dE+2aLLBhhwru9CH5SKUC9f4MSsykLFAtW11XZ0nfPjpXc6cfmMsXEFnWO3Ewh9GaH0WmzB6Gd2dEStb811FbjuilJs3Xkqrt9/+qQHM6fYcOXFxdiwKr5Q9i/+8DlOdCncby6Czy8q9k9pW3Yf6sOOj/bjOzdOxhxXYVShbv+QiJY2D37x+89R4bSkfKEuUaFwrYW0peXmVhVFTWoGfCLe3uvGm3t6YLUILNJNOU3NGA4t51fd5sWVhXFjBgCKxphgNAqKhe4H/SIKzEI4Him1E0QQZSXmhHFwcW0pAmIQ73wcinmR54vOHh+e3dGBV5u6wl/oStsXEIOY6CxQ7KPb48fTr3VADAajxn7rZ33Y1tSlevnIWJGOz0CtTK6bKB/pkacMtw2t4z42H5LaV4qTATEIwaC8/sg8dsAXgMkIzHFF51pujx9v73WjuNCEedOityk2L5OL6bHbsHXnSXi8Ady5YlLc9kt56uGOgfA8Y9mVTowpMGLetCLURuSrQ4HQ+emT9l7s+LBbNv++b9PhuFxaLoYqbY/aOQ3jN6VDbO4lHfPFhSbMnzlWcdz7h0Ts+KALNdX2uDn6Ox+7MWNyIb5ydZlszrZoTgmmTxojO3aAC98BfHNpBRbXliqO/+pJY2S3SY+xojbuqn190CfimnklqJtVrGr8K8ULvbaPaKTxQh0REVGOcdjjT98ebyCukPSlFxVi7fUVmtr+5rIKGGBIWHS5YbUL674UalepCLXdZsTqJeXo7Q/I1pKLbOvLC8dh/ZNtmOQsiCroLLed3oGA7D5QWzC6YbULf7N0omy/X2vuhiB8jsoyK2ZX2rDuSxWwFoS+pIj8hWQiFrMg2z85kduy+1AvNm46DJMJWDCrGI4iE9y9Q2hqPYuh83OM2RcVqupDrOEUCk9E+qu5QV8AT7x8HG/tja4FwiLdlMvUjOHQcuaEr0eOvwPHveH43DcQgNvjx5P3zITFbMAPnzqkHLfWuGAyGhTb+axzADMm2fDgahceXFuF/kExYRx8aK0Ll15UiLv+fT8cdnNUO7E1VCqcBapiSMNqF26rn4D1T7ZF9bt0rBkfHvCEfw2eaPnYWKHXZ5CKTK6bKN/okafo0Uaq417Kh9Ss/2+WVqB5/7m4v5CR8libxYius36YjQb09fthMhrwq23H0dnjj4vTsdtkFAx45vUT+MtRr2JMj92Gdz45C0P4uejtj8xTPYei5xkTSsxYv3IKLEYD/IEgDAaDbC2oyPPBT9dVYf2TbVHbniiGKn0hnwzjN+klUQ4XCIj45b0z0e8Tk477L9Y4cPe/74fZJKDQaoSjyISNt12EOa4iVfNuubEj8XgD2HO4D9dd4cSLb5/C+/s8ceNf6Vgf7lhJFPdaj3nxq+/OxICK/WO1CHji5c/Rcf5i5HufnoMgANfMLcF3bpyEAkvyeaTc64wFlItYo46IiCiHBMTQXx8oiSwkPW9akab7rYtiECVF5qRFlxu2tMNhN0M8/ws4ueQ7XMBZ5iJdbFsVpQVYXueMKugsKmzn0c4BnO7xxb2mtmB0w5Z2lBSZFPst7b/tzd2475nEfZEj7XM1yx/tHMCAT4xadmgIePeTs3j1/S68+8mFi3QAUF/rSOn++eksFG4UDNi4qR1v7O6R/TKIRbopF6kdw0DycRk5/iLj85GTA1ha54Sz2Jx0fDY8GxpDb3/cI9uOKIaW+9NfemAxCUnj7v2bQzF86XxnXDuxblo0XlUMiYzlkf2OfC7Z8pGxQs/PQKtMrpsoH+mRpwy3jeGOe7Xrd9jNcTERuJDH/ukvPXAWm8P/NmwJ5VhycVoubs6bZk8Y0yWLaxzo7PHhs84Bxdxa7nnp/OOqGAOH3Yy3Pu5BiV3F3EHhfMD4TdksUQ5314rJMJkEVePeYhJw9w2Tw+9/79Oz6OsfUj3vlhs7keprQsfycztPyo5/uWNdj7GSKO7dc+NkmFXuH7NJwHdunBz1miiGLuZt3JTaPJKxgHIVL9QRERHlEAOA2mq7YpFlyawpNtRMt0NLWhsENBVdVlpeawHnljYPli5wQhCi25bbTlEEtjd3Rb2WSsHoAZ+IA8fVb6eWfW4UDKqWnzHJBqtF0Ny2FuksFJ6NRciJ9KB2DCcbl4nGiOa41ebB/JljISjM3gQB4VsvqR2TK64ap9geAMyutGGCw5JSLFd6LtnyUqzQ6zNIRSbXTZRv9Mgl9GhjOONe6/pjY2/k+UCK41rjuda4WVttx2tNXRBF+dwaUH5err+pnCNSmaskw/hNekk0rk0m4FJXoaYcogPBEAAAIABJREFUbo6rEKaIP/DSMu9WyqWA88dytR2nun3wyVRpUDrWhztW0r1/ol5PYR7JWEC5ihfqiIiIcoggGODxDuGhtS7MrpRPPKXbZLg9fggab2Wopai0UTBg72EPXOVWXHJRIVzlVghCqPj8+BKL6rZ27nKjrMSCyjJrVNsBMYiH1rriEuxtTV3o6B5Ew5rQa3LrEwTE9Suy71aLEF6fmu2M7Itc29KtO6RJhFLfJZHLa1lWq1Q+02xomyjTko3L2ZU2/PSOxOMy0RjRGicbY+LksNtrcaPUbsY1c0tkX5fijpZxHhvLlZ5L9FpkrEhnbEwmk+smyid65BJ65SOpjnut64+NvVL83nPYE/WvmjYFAdhzqFdT3GxY7UJH9yC2N3eF89lPjvSFcuvV0e8N59wRz8f2N5VzhHQ7TK1zFTUYv0kPseM6cv53w5XjYDYJmnI4s0nAglnFAEJjqGiMaVj5FRBxLAeCeGTrkbj3JTvWhzNW0rl/4l5PcR7JWEC5iDXqiIiIcoT0a1m7LXT6fvTO6TjV7cN//+k0OroG4bCbsbjGgdpqOzq6B7F15yn83c2VSVqNprbo8oAvdI/8mxaVYe31E8PPn+7x4cMDHk1tSQWcC88XrZceGwUDbFYjHru7GrsOetDY4obb44fDbobb40dZiQWP3V2NA597w+uz24xYvsCJZXVOjC+xRPVre3MXtjV1xa1PTd8i+zLgE6Nq1kmPpc8nWd/rax2omW6PWl7Lslqls5A2i3TTaKU0hiucBbhp0XhMcFiixqQoBhFEdI2MgBjE/Jljo2q0SWzheJdanIyVans/vGUqllxeqhh3htvHRP1OtDygPY4Ol1IM33vYgx0fpnfdRPlMj1xCjzaGE3OGE3uLbaEY6PMFo/5N1KZSvguEYmqibTjpHsT7n57FE/fMiHpv1zk/BAF47O5qtLR5sHNX6L2vvt+Fb9RPCLe57zOv6n7Kbfv3bpqCGZNtKc9VAMR9DtJj6V8tn6NSW0SJ5pYBMYjLphXJ5njx7YSO/QWzxsI7EMClrqJw++r6EXr/ojklcBT1ho7lGgdqqi8cy3+zbKLmPGm4eZbe+8dRJH+JItV55EjnkenEOJU/eKGOiIgoy0mJ2J5DvWhs6YbbMwSH3YT62lLUVttx9w2TwolaZ48Pz+7owKtNXaibNVbzutQUXZ7otOCevw7dR77teH9cn5bWOREQg6iqsGL3oV4V6wwVcO4LF62PL+h8cWUhaqbbw48HfGK4fty0iWMAAFUVVqxfORnlpQVoafPgmR0dUf1ac10FrruiFK++3xW1PjV9i/Tp0T7ZzyGW9JnMrSqK6rv05Xdkcq1lWa3SWUibRbppNJMbl1I8bmnzoLGlG4LBgG8uq0BJkTn8XGRs+OJlDlxyUSH+4T8P4UTXhXsSecPxTtsYUopbqbYXEINJ485w+pio39JrhQVC3HOSdMbGyLYSnWMvuagIc6vSs24i0ieX0CsfSTXmpLL+2HVYLIaof5XanOi04OF1VYr5bu35L+/ltqG59SymThiDr1xdpvjec31DqJ40Jiq3HQoE8fnpAbjKreE2k/VTadvHFZtTnqski9c+v4jnG0/iZLcP18wrQd2sYsXPMVlb/CKcks0tr7vCiTlVRbhv0+GoHC+WdOwvubwUSy4vjXhe29i59doJACYAiI9Jw82T5Obayei9f9y98hcuI+Om1nE5EnlkOjFO5R9eqCMiIspiATEI70BAthDzG7t7wreO8Q8F8c+/OYJ9n3nDxaOlwshqkzep6PIbu3sUl7HbjHh4XRUEwYDv/bJNsU8PrnXhG/Xl+GOLO+mv6CIL2kf2G0B42w8c96KyzIpCqxF9AwF81jmAGZNCt6uwWY0IiEHcvqQcg75gwn41rHbhG/UTMOATw+tLRK4vSm1LfZGrAZDocarLqqHmM5Wk43hJtW2ibBL5q/vIOGC3GfH4t6thQPJ4+MjfTMM9TxwIx8OjnQM43eNTP4Zi4mQsre0trnGg2+OH2WgI/zVe7PZK26ylzdg+yj0X+dpQQMT/umES9j3ZBo83oBgr9I6NEjXn2NjYzjhGpB89col05CNaYk6q64+NtfOq7Djd4wv/K9emlIePsRgTnnekuBVrblWRqlzZbDKg2+PHP/+foxhXbMadyyfBaDTgf/3bfjjHmvHwuqqE/ZSzuMaBrnN+rP2XTzE0FL8/klE1J1rtwpcXjsP6J9vw3qfnIAjANXNL8J0bJ6HAYlQ8nyfah4z5+UnL3PKn66qw/nweI6e+Jv44H27c0iNPihwHyebacnFXz/3jHxLR1HpW9nUpl/x//89RNKxJbVymK49MJ8ap/MQadURERFnMKBhkkzNJ6zEvGp5tx7hiM+ZcVBS+SJdKYWQ1RZeXL3CivLQADyTp0wOb2zGmwIg115UnXGdsQfvIfkduuygCR04O4C9H+nDk5ABEMbSe+ze3h5e1Woxo2JJkX21pxxiLEVaLgBmT1BeXVvM5SH3JJukspM0i3ZRvYuOAFA+TxZ0HNrdjgsOC5XXO8POiCGxv7lI/hqrt+GD/uXCMjyWKwAf7z6lur7bajlfeO5M0bmkZ55GxXOm52OV3fNiNitICLK9zZiRW5GpsJxot9MglMp2P6LkNUhxXiudqzztycUtTrlxgxJGTA/i4vQ9v7O5Bw5Z2VJQWYOl8Jw53DKC9YyBhP+W2vbbajlf/fCZ8kU7r56FqTnS+n9L5VhRDX2hv3BS9Pxj7KRkt4yXymIsl5XBy4zHT8ygtc2259+q5fz5u7wvHhtjXpVzy08/ya1wyTuUnXqgjIiLKUgExiJY2j2JyJmk95kVLmwdLFzghCMMrjJyo6LIgADcsHKe6T7sOenD9FaWYXZm8oP2rTV3hx/2DAU3bvuugJ6XlG1YnLi7dsNqFfl98XyKLZbvKrRCE+LazSToLabNIN+ULuTiwrM6pKe7ccNU4TKu4EDO2NXXhzFlf0jHUsMYF35CIRZeUYHalTTb+zJpiw9WXlMA3JKJhTfLYJsVdNXFLzTiPbDOy35HPyS2/ecdJtLR5sOKqcSMeK1I5bxCR/vTIJTKdj+i1DYvmlODMWR+uviT0b2Sumsp5J3J9WmNeZVlBVI4rzTVMJmBKWQH6BwOy/ZTb9gfXunAy5hyh5fNIdU4Uu00BMcjYT6oM95gDkh/nmYxbsdtnMgFXX1qML1/pxNWXFsN0/v57SuNAz/3jHxLxi99/HvdeufwyX8alpjjVNvr3Rz7hrS+JiIiylFEwoLGlW9WyO3e5sWFVJX5253RcXFmY8m0GExVdXnGlEw67Gb/efkJVW40tbtRMt+PndykXcO4+X6T+H74+FbXVdnR0D+KFt7vwrWUTseeQJ2H7UvHqmZPHaNpXUr8CwSAeu7saLW0e7Nx1oW+LaxzhvjTuOoubFpWhsaVbsVj26R4ftjd3YVtTV7jtVKWjUHQ6C2mPpiLdlN+Sjb3YGDO1zIrxJRY8s6NDVfuNLaEY/cS9M9HT68fH7X0oLjRiXLEFATGYcAz5h0T86ZMezJ85Fo/eOT2qX+f6htDbH8DEcQXo6B7EP/3mCH6wamqovTYPGhVi232bDqO3PxDuW2wNvsj/VzPO3R4/tu48hbpZY6PG/uenB1A3a2zCPkjnr5GIFZHrMAoGTJs4Bl/7Yhm2NXUlvE3zcGM7ESlLJZeQi1WZzEf0WL/Uht1mQv9gAGOLLOgfDIRz1b2HezWfdyLjltZcecOqSty5fCKe33kKHu+FWL1gVjHGFVvw623HseKqcSh3FGAokPg8FhCDEAzAvV+ZjOJCI+ZWXdgfsf9KYuO11jlRZZkVR05euO1y5P7QOmeg/JPKMXfzX5XhwOfe0LFf40BNkhpiIxm35NoptZswd1ohvnbNBFzqKoTZdOFKmn9IxCftffjFy5/LjgO998+9KydHbb9Szgrk5rjUOsfXFK93uVFTnVv7I9uk4zuYVPFCHRERURZze+SLKscv5wcAzJgc+kWeHolFbFHpQb+YUp/k2pIKVBcXmvCtZRPR2eMLF5avnjQGAODzK/8ybKLTgofXVaG8tAD7j3kxc4pJc79+/85pmIwGLF3gxIZVleHXI/uypNYBABAMBjz+7WrFYtlrrqvAdVeUYuvOU6r6ECvdhaKl96ajkHY62yZKNy1jLzLGSLV/tMadrTtPYlZlIRbNKUFADEKMaD92DLk9fry9142yEjP+aq4DRsGAljaPbD/P9Q3hka1H4R0IwGAIjb2Lyq2KsS3yC4/Ivs2bVoRZlYVx+6TCacFXF5XJjnNRDMJhN+Pvbq4MPwcAb+1x41JXUdI+SOtPZ6xI9DlL8fu+TYdxossn+/7I8xkR6S9ZHCwuNGHeNDu6zvnx0juduOqS4rhYNegT8aW6UtRMH5uwjXR9AadHPmQUDNjxYei2yGMKjLCYQ1+cz5tWhNrzX8RqPe/86pXjsNuMuHVxueb33nDVeMyfNRb3bTocfs5RFPoa8WxfAAaEtukvR3pxtm8Ic2Ji/lBAxDsf92DXQQ+uvrQEi+aUYCgQRHPrWbz+QTcqSi24fUk5jBZj0vOw1r4XxtToi4zjqcxlKP9oPU7WXl8Rfk7tuE/3PCpZnvvIumkJ88v//d2ZeO6PJ2Xb1nP/xG6/Us4a2V4uGM4cn3Eq/dL9HUwqeKGOiIgoizns6k7VDrsZgD7JvFJRaaMAPHHP/2XvzAPbqM61/2i0WJYlW7a8xrEdec3qYEMcSBOWJAQSszWFsJUspsAtAdJLCf2AFBxKensp/dKGAl9pyUJbSikFeslKkwskpMUhOAshi514SeLYsS1LtixZ6+j7Q57xSJqRZmTZsePz+yex5sw573nnnOe8Z0aat0SyTS//tRmfH7XwJqiuXmaEy03jid/WodvmDThPpeTvi04jx7qqfMSr5PjP1+vhdNN4fZV0u1rNLuw/1o339raH2MbkU2JukPxgURZkkEVMll11cxakMpyJoocykfZoTNJNGNtInXtcjbE7GL2Spjv7jnXjj7svsq+GTFBT8NEDdb7xcQvaLW5WixLUcmxYWYTePi+qtwjbWb3UiDX3TwDgg1Lu160/7LiAhlYHr7bx2VZ72oq5Zcm8bR0+A+w40IXJuX6fqOPk7K/tgmE+O1hnxa/ePyeor8HtDxVirnP1UiNeqsrHqtfqeX9ZN9Q2EgiEgbkarIPcvJfVS424dVYqZJCFaJVOI8dDleNg6/Pid9uE64hVTCXEYOOhI2d6seHD88hNV0MXL0diggK9dg/yx8Xj4cpsyevO4YZeyADcNy8zqhj+kVuy8VJVPt7f2wEAMPf6bx7zxcYUBVbz0/VKPFKZjcLseLz60XnsONDFXsOcdDWaLjrwcOU4OF0+PPMH4fj6pRVGJMQrJNtuc3h5P/f/X1pdhLHJYMaJ1Hk/FPuocPHPwTor3niiBColfx40bhy89Eb+nPNS/bNp5wXcfX064lSh+iunZNi08wK+bbaHjVm59Y10BrvHJzo1tAznPRgpkBx1BAKBQCCMULy0D/PLU0SVnV+eHJN3k4dLKt3Y5kCHxSXJpi6rG58ftQgmqK7e0og0vQoLZxgCzvPSPkwv4H+FQ+VMAzJT4tjk1c3tEu0q89dfc7IbAHhtY5heoAVN+6DXKkUly07WKUFLvA4kUTSBcGmQMveC9Viq7swrS0a7xYWz7Q627uotjVDIKfaB1/ObG/HpYUuAFrF6x/OQjmtn9duNyEhWISPZX7bD4sK8shRBbeOzrTRfG7Gt42ftWLMpsh4x/gqnrwyxWr+EEHOdq99uRFZKHCorDLxlhtpGAoEAQR1kYOZqZnIcMpJVIVrFjQ/D1TGSY6pg7fym0Yb9x7pxpMGGf/yrM+p1J9o16/OjFlRv8evj92anod3iQs3Jbtj6PLyxMVfzPz1sCdFWrt4+dvv4gHieD+Z6SdkTBa+3DIyOX4r9FWH0cTmMk3DxT+VMAwxJSlFxsFJBhexvo5mT7+/rwHMb+fWX2ftHilmBkevvYAazx5c0/spGhz9GGiP1Hgx5UEcgEAgEwghFTslQXqQTTDDNMDFHg7JCXUx+TRcuaTFNA9sPmCTZ9PG/OsMG2sEJppnzZADKi3SYnKuBMVONKRMSYMxUQ6EAFlUYQuz89/Fu8XYV+eufmO0vS1EIaINJdM3Y4gNw6pwdTjcdkgQ7uC+HTlshJUwmCe0JhEsD39zj0wJm7jGaxGiMVD0sL9Khtt6KvPQBjWH0z+Gi4XDRqGsJ1AGFArj16lRJ+uNw0Th53i7Ztp1fmbBwRqi2hmsrnB4N9/olhBSN5a5Fw2kjgUAQP1frWuxwuGhe/eaLD/kYyTFVOO2MZt3ZUWMCTUd37s6vTOwX62rrrchIUWHnAf9nPiBqbWU+m2ZMwIlmG+RyWUD8Hczxs3ZcNLui6jf3c0bHR8r6RBjZBMd9QnD3riOJcJoqWS/rQ/e3kfzDxNSLKvyvEGS0Q0h/L7d5Gex/hQKYPTUJt1xtwOypSVD0/1guJv4oGvn+GGmM5Hsw5EEdgUAgEAgjGC/tw4vLjYJBGvOT/Fj9mi5S0uJtNSa0djlRvSyyTWarG1trTBHb3XPIjHS9CteV6lG91H8eRclA0z7898MFeH1VCV55pBCvryrBlqcnI02vwhfHLNBp5LjnhnRsXj0Jt81KE+0rt4cGRcmwdrkRj9+Rjc2rJwW0sXn1JDx553j84gf57HvJS3I07LF7bkiHTiPnbWN3rVlSoCwpUbTEugkEgjDcucfVkmAtuOeGdHxxrBtU/6/quBrD6uFScRp945Up/To2oCN7DpmhVlFQqyjkpqsD7Nny9GSkJCol6Q9Tj1jbqpca0drlxNEzvUjTq6LWI741aDjXLyGkaCyzFjHXARgeGwkEgvi5mpeuhlpFhZTNS1cPSsOGg2AdEdKVcNq5rcaEzm6X6HhXpZSxa4bUNatypiFgrZJTMhxp6EVeuhraeEXU2qrT+F+FTFEyTMpLCFlz+da4v+/rELWmMGsad//Bp+MjYX0ijGwoSgaz1R1xz1u9bGDveinhe9AjNEcl6+WhUL2kKBncHjpkHgXH1I9/NwcAsIijJ0L6O5h5KVZfhwvG/1kGFX5elY8PXpiG5+6fgJW3j8dz90/ABy9Mw8+r8pFlUA2JPwjhGcn3YEiOOgKBQCAQRjBySgaNWo71jxbh0GkrdteaYba6kaxTYn55MsoKY5vkNlLSYqvdizUbG/Dyw4VY/2gRauut2HNowKZ5Zcls4t31758LSf7M36Y/AfLTd+ehtcuJ7TUmLL8pC3JKhsP1oYl9U3RKPHBjJu69IQNpehVq663YtKsVKTolli3I9Puq3ordHLvmlyWjrEgHr9eHD75ox13XZSBOJceimans+UwblTMNmFuWIphYe9mCLCy4KgVrNjbggsnF25dY+nwwdRMIBGHMVg/GGVRYV5WPzJS4EC1g5rupxz/3+PT4nT0XUXVzFr9G9+uOqceNd3dcwJXFiSgv0iFBLWd15J09F1l7EtTyEHv+sP2CZP1JUMvR1ObAmo0NeKkqP6xWt3Y5sWZjA5vfQqoe/e7jFnTbPbxJ1wP8JaTJw5CkXWqfygq0yM+KH5I1lkAgCCNmrmrUct6yQp8LtzV8MRWjIUfOhMa0wboJRI79U5NU/jg7zLpjtrpRd96Oe+dm4vorktk1g7suBJ/LrAt9Tq/fhrjQtapkvAZajaLfh9J8zbfGiY2xW03O8GtKv173ubx4b68JRdnxYfdKw72/IoxO/r6vA0sj7C1dHhp//GcbHlw47pLYyKcvc8v0uPFKg+AcjZVebvmkbcA/p604WGfF92anISVRKRhTB8e+XKKZl1L1dThJ0Snxux+VQKmgePWuvEiH//ejEvzxn22854+UOPpyZSTGCwB5UEcgEAgEwoiHCb5K87UoKxzI28Z8eyqWwZmYpMUXTC68878X8fgd45GXocbqJbnssXaLC//zrw7cNisNtE/ct7uYG8T/s78DH/6rE+t/WBg2sW95oRZrlxthd9JsAnudRo4NK4vQ56DxybddmFGSGGLXtppOzJmqZ9/37nB6sWZTYBs6jRxLb8xEb5+XN08Tk1i4eqkRL1XlY9Vr9bDaBx5GRpPMmSSKJhAuDVkGFVYtHo94lZzVEi7sfF9mZDfCQnpM076Qz9otLmzZ1YqtNSb09nnxwRedrH7YHC4kqOSoujmL06IP66ryI9sTQX9sDv9nF0wurHqtHpUVBiycaQjRRK5tcUqqvw5penS4oRdNbQ7epOtMkva931gENfnaafohT9IutU8P35INYGjWWAKBIIyYuWrv17fgskKfC7c1PDEVo4NCMW2wbjKIif3FrDvBawazLjx+x3jMmpIkeO741DjetYrRRyAaX0e/xjF1OJxefHY0dE3p6Hbh1DkbCsbF46FFAw9Mwun4cO6vCKOTO69Ng8NB45/h9pZT9Fg8O+2S2CekL9p4OW680iA4R2Oll11WN/7j16ew+q5clOZrUZqvhd3hjTi/A2PfQKTMy2j1dbhYflMm+pw0nn7zTFj7lt6YKVgH648CLcqKiE7FkpEWLzCQB3UEAoFAIIwSggOxWAdmTNLiTw9bIpb9zpQktFtcePBXJzA+VY0Etf81Nkzi9msmJ4mui0kw/bvtF7DkunTotUreAJ+hOEcDhZzCC5sHgt7KmQZkpsSx51FUC3LTA+2iaWD312asf7QINO3jDeqD6+Hj5Dk7qt9uxPpHi1BZYcC7n7Wzx5jk1mKvjRSfS62bQCAI46V9uHNOurj5vsU/37nwvQKI4dUPz+H4WTurOyH19evHtppOVM5MhdtDw0v7b0oMVn8cLprVYcD/K+h3P2vHe3vbMSFDjXUr8tHa5cJTb54OsK253YEOi0uybnPbYpKuM77iJmmPpMlDxWA0lmgtgTB8iJ2rze0OOFx0SFmpGjZcMRVXB/kI1k2+84X+Ztadl//ajHaLO0BbufUHrxlWuxfaeDm6bR78dFMD4uPkIefyrVU07WPblKKtzHoxmDWOuV7Pb27E8bPCa8rkXA1+9cMBX4q5vkO9vyKMTmjaF7AnFbO3HO7XXwrpy5cnu+H2hOokg2S9LAvVS64GPPXmaby3ZgoS4hUR9Y6Z35H8JWZeDlZfhxKa9kEhp/D85tCHdAxc+2LhD4J4RvI9mDGbo66lpQXPPvssrr32WkydOhVz5szBT3/6U3R0dISUbWxsxJNPPonrrrsO06dPx6233oo//elPoIN33gQCgUAgjGKkJM1mErV7PEBTmwPfNtnQ1OZgE9Z/dapHcl0AcNs1qWET+/Ilv+b7jKZD7QICEwKfPG+PWLcQJ8/ZUVtvxcKZBlDUQF+kJhO/3BJnEwijBTklQ0aKKqaJxJnE5NsPdAXoDl99tfVWzChJxKHTVlCUDGoVhVuvDq9/wefz6Y9aRaE4O1RPaBpoaHXgH//uxKS8hJAyNA1sP2CSrNt8DyIZX0nV5KGAaCyBMDoQO1eLszVQq6iQslI1bDjme7AOChGNDnppHxwuGrX1Vnx62BKircH1c9cMpv8f/6sTDa2huhx8HrNWca2Toq3lRTrsPGDCwhnRxdiMvRe7XDh+Nvyacvzs0K4phLGDD5AUxwz3iAunLx4PcKzRJjhHJetlUaheBmtAsL+EiJW/hlJfY4Ekf9QP//gZ64zk/cGYfFD3zTff4Pbbb8ff//53JCUl4brrrgNFUXjvvfdw3333obu7my178uRJ3Hnnndi2bRvGjRuHOXPmoK2tDT/72c/w9NNPX8JeEAgEAoEQW9ik2f1J5ikKMGaqMWVCAoyZanazvHa5ER4vjbrz/IHnxBwN5kzTS076fn2pHsk6ZdjEvnzJryUnxK41Q6mg2KT20daz55AZ6XoVJmSo2b5Ek0zcS/uwrsqIuVfo2ZvuXEiiaAJhaIh1InEp9TH6ceRML/uayHD6F6zH/3vYf35uupp9PedFswttZier4XzUnbPD46Wxlkebt9WY0NrlRPWyyLrdYXHhdGsfuzZw7WT6dLa9j1fTghnqJO1i1iKisQTCpYeZq3Ov0AfEngyM/rSZnbhodoVoFathYTRwOOd7rNeY4LrVKkrymnNdqR4vLvfHq1v7vyQn5jxG17lIifOPNtqiirEZe720D+/vaw8px6yN04wJmD01CdOMCby2EghSGcr5GwvklAxHGqy8WgkAr/7jPFweWnCObqsxobPbNaj4iNGA60v10MYrhtVfo+H6iLbv0PDbRxi5+4Mx9+pLl8uFp556ClarFWvWrMEDDzwAAHA6nVi9ejV27dqFV199FWvWrIHP58PTTz+N3t5evPzyy7j99tsBAF1dXVi+fDk+/vhj3HjjjbjpppsuZZcIhMuOhc8cGbK6d/zX9CGrm0AQi1AS5JFgy1s7WvH9GzOw/tEiOFw01KqBqJ/5u6Pb5X+49GBB2ETPAIQTQvcnQDb1uLH1SxOevTePfe96uMS+fMmvo02IndB/3mDr+b8/LEKckkK7xYU//rMNP74rN8KZAzD+16gVWH13Hh7/bg6+OtWDz46YoVbJSUJ7AmGIiSaReDgNl1qfy+3/SrbQ+TqNHJUzDVhUYUCaXsV+bun1n//jO3NQmK2BqceNZ986AwB4qSof6x8tQm29FXs4iefnlSWjvD/xfIKANputbqTrVfy63a9Hbg+NJIUCP1ueDwDosLiw55AZgA/zylJYO+/4Tjq+M0WP7QdM2FZjCsinJ+TbocCvsQJrEdFYAmHEwMzV1XfnsZ9Zet34ptGGJI0cpQX+uPHjf5vwnSmJKMlJCJnXW7804fvzM0bMfI9mjeESac8gtf6n786Dl/Zh/fvn0NvHr8l85zFrFRcx2mq2uvHOnosoFxHjh7NXTsnQanKxx5m1sXKmAalJqhG1tyJcPgx2/g4lXtqHFTcN5GPssLgC4q1WkwsKPtHBAAAgAElEQVQvbG7A2uX5gnOUmTvrHy3CoXordh8K3auHm0vBmj2U/uKzYzDtRdKMWGjISB4/hJG7PxhzD+q2b9+OpqYm3HrrrexDOgCIi4vDM888g6+//hqNjY0AgP379+PUqVOoqKhgH9IBQEpKCl544QXcd999+OMf/0ge1BEIBAJBFMxCf+RML3bXdsFs9SBZp8D88hT25ulwBQLBtsQpKaxanIOkBDlk/S9vPN5s47WTpoGPD5iw9MbMkETP3TYPdh004dQ5O2ZP1feXD012zzzIMyQq8dCicfB4B76pFC6xL1/y62gTYtscgTcooq2n4UIfJuUlQK9VYHxanKhzw42FOdP0mDUlif2VDUDeQ08gDBVS5/umnRcwvUCH8v4vGnywrx1XFieyNyGl1qdSUkGfD5w/zqDCuqp8ZKbEobbeik27WoP0WAljVjwA4M972nCh/ybmqtfqUVlhwMKZBqxeMvDFgXaLC/u+sWDOND0A8Gqz1e5h9WlSbkLAMUanjzfbsOtgoG7dc0OG/5XCZ20hdi5bkIUFV6VgzcYG1kY+XwwljIYKrUVEYwmES0ukuCg4buTGzELzeiTMd6lrAkOkPUO09X92uAvXX5EC2ifuFwJCaxVDuGvg9tBI1ikDvsAWjT+YNphzuWujw+WP3UfC3opw+RHt/B1KwmlDcLzVbnHD0utBul4VEtM5XIEP36fla9kvzQII2JuHgzu/hsJffP0tzonHipvGRRXD153v49WIodCQkTh+CIGMxP3BmHtQ98knnwAAVqxYEXIsKysL+/fvZ//et28fAGD+/PkhZa+88koYDAZ8/fXX6O3thVarHSKLCQQCgXA54KV9sDu8vAmPPz1sYX9ar1HLhyVnRrAtFAXcPy8DD9yYCafLx5vonbGzeqkRd12XxgYwtj4PNu5sxfGz9oBE9DsOdAX0y+n2wu324fWPW7D/uAUzipOQrFXA3OtBzcluFI/T4L8fLgib2Jcv+bXkhNjlyXC4aJxtd0SsOxzzypLRbnHhqTdPozjb38/vzUmPGNCPpLFAIIxlpCQSZ+b7+/s68N7nHawW3nJNKla9Vo+c1LiI+sVX3/QCLaulPt+APTqNHOuq8hGvkofX42VGaOPluK5Ujx0H/K/Ysdq9ePezdry3tx256WokqOWwObw42+7ASyvy2fbsDi+qtzTC7qL7f2Hsw1N35YKmgZ+8fQZ1LXbkpquRlqTEE98dD6WcQvXbwrpVvcyIlEQlDtZZ2V/PcdeNl6ryseq1+pBf1g1nkna+HCsEAuHSEk1cxJ27QvP6Us93KWsMVwcj+WNyrj9e9nghec351d/PYcoEbdRrFZ8PGXs37WzF/fMzoFJQqN7SiJPnA9cQvVYRlT+YNuaXp+BgnRXrqvKhUclh6nZDIZfhmT8Ir5EkniZES7Tzd6htiqSVTLz13MYGrKvKR5yCwn++Xs/GdNyYkNm/Ot00nvhtHSZP0AbszQuzxM+hofCXUH+PNvbi1qtTJbXX0e2P4Zn7FFyNcLpp/OLd5oD4dLAaIskfZcMXBxP4udTxApcxl6Pu+PHjUCqVmDhxIlpbW/Hmm29izZo1eOWVV3D06NGAsqdPnwYAFBcX89ZlNBpB0zTOnDkz5HYTCAQCYXQjp2S8QTXDyXN2PL+5cdhuVAbbQtPAuXYn1Co5741Yrp3VbzciXuUPWOWUDGs2NWL7gS7BRPRMv+KUcvx0cyM+PWyBywXsP9aNrV+asP9YNzwefwL4Tw52hU3sy5f8WnJC7EId1CoKxdmBZaXWU16kw44aE2h6oJ8KuUxUHquRMhYIhLGMlETi3PkODGhhVkocKisMovQruL6vTvWwCcrllCzg/MqZBmSmxEXW4y1+rZheENouTQNNbQ5822RDU5v/hgy3vec3N+L4WTtbZppRG9Amc37BuHikJqlE2cL4I+TY2/zHLkWSdgKBMLK4XOMiKWsMVwcj+YNZb9QqSvIa5vEAX53qiXqtEurn85sbkaRVwJCoYteW4DXkzIW+qPzBtFFepMPyBZnITInDF99aYEhSRlyXRuO4IYwMop2/Q21TJK1k4q3Hbh/PG9MxMSF3/5qapMJNVxlC9uZS5tBQ+Euov8x9CyntnWt3Ct6nSE1ShcSn3OPRXFtJ/igicTBhgDH1oM7lcqG1tRUGgwE7d+7EwoUL8atf/Qp/+9vf8Pvf/x533XUXXn75ZbZ8e7s/WW1aWhpvfcznnZ2dQ288gUAgEEYtXtqH2nqrYFDNcPKcHYdOW4c0Ya2QLRQF5KTHSbZTqC5jpppNbl3X4i/vcNGoawlf9+ZP2tDn8rKJfYProiig7pwdHm9gcuxtNSa0djlRvTRyUvs+pxde2sdblq1nWeR6Wruc2FpjCvRLffjrF2ksMP2Vy2U4edY27MmLCYSxRqRE4pNz/d+m7exx4ZsmGyjO7unkOTtq661YONMAigrVLz4Y/ejsdrGvc/PSPjS19eHzI2ZWx267JlWSHrs9dFj9m5yrwc9WGAPac3totj8UBSyqMIS0KfS5kC1cf0Q6dqmStBMIhJHDSIqRh4JIa0ywDoqNE7880QOH2wuPl5YUs07M0WD2VL1/zRBxXme3C9dyXj3K17/aeivqWuwR1xBDohJ9Tq+4WN3lDWnTS/uw4KoU1NZbMaMk8bIeN4RLj5f2iR+vztDxOhT2nGi2QS6XsXtiLtw95IlmG6YZEwYduzHHI+1vuTZK0btIdQnZz9y3kHJ9ctLjBPsXsf9Rakgs/UEYO4ypV1/29vYCALq7u/GTn/wEN998M1auXAmDwYAvvvgCa9euxVtvvYW8vDzcfffd6OvrAwCo1Wre+pjP7fbwwvfBBx/gww8/FGXjiRMnxHaHQCAQxiyjTVfllAy7a7tEld1daw54P3YkpCY+FrIlL12N1CQVNu5slWTnkTNW9jMmsfuiCgPS9Cr28w6LCyfP2aFWUchNV6OpzcFXJQD/K9v+tPsiqm7OwvpHi+Bw0VCrBqJm5m8v7QtJ/vvOnoHzghMCzytLRnmRDq1dTry318TmN1n/aBFq663Yw0me3dXjRnquijexNreeNRsb0NsX+Aq33YfMAe/3F+t/Id+FuzESTcJrMeeJrXsokm4TLi2jTVtjgVAi8SxDHL43Ow0ZKSrIKRl0AF55pBAdFhe2HzBhW40JVrsXew6ZsXpJLqttXP0SSkzucHmRpFIFzJkJmfH4+Q8K4XR54fMBCfFK/H77BVF9YPRYowbWP1qEI2es+OTrgX7cOScNGckq+ICA9n7zWDEcLi8+/ncnTpy1I02vwqZdgWtAXrqa93Mhgv3Bd+zF5UYo5TKU5pP8QYTLn7Goq8GEixeGMkYeCQitMdw1QYw/wsWJ2ng5b8w6vywZZf35VLd+acJPv58XoLtaSiZ5reLr3+7aLsG1gvl8a00nyot0+P22FtxyTSpv/M206/bQOHymFzNKEtk+Mr8EB2Q40mBFeZFO9LoU7bghce7IZTh0VU7J8KfdbYLjlW9vyUVMKgSp42tSXgJeeaQQANh49POjFlxXquffQ/p80GnkIa8cDyZc7Abw72/57JWqd5Hqszm8vPYz9y3C6Qnf9RHqX8T+i9AQoevJ+kNAn2OlK0SvLh/G1IM6p9MJAOjr68Ps2bPxyiuvsMcWLVoEjUaDRx55BK+99hqWLFkCqv9xukzGP7h9Pl/Av0K0tLTgwIEDsegCgUAgEDA6ddVs9Ygs5xZVbjCJj/ls0ajlUdnpcvvXQG5i99p6Kzbtag2wifnlSF6EB3UA0GMbsOF4s423f24PDaXCv04HJ8d2e+iQhMDtFhe27GrF1hoTirLjAQAfftEBhVyGhTMNWL0kN6Ds3z67CB9kuG1WasDGhFtP8EM6rl/C+y7Qx5F8x72e0V53MecBEFX3UCbdJlxaRqO2xgK+ROLMOK6tt4aM82ULsrDgqhSs2djAzvmEfg3l6lewNjlc/nfuMNp1rLEXuw4Kz0epetzQ6kBJjgaT8xIwvWCgHwBACfSlvEiHu67LAC3QZrRrA+MPvmNXFiVe0iTtBMJwMlZ1FRAfq8Y6Rh6pCK0JwUQTJ9K0D6UF2oCY1e3x129IVOKhRePg8fp198iZXnxd14M7r01Hsk4Zca2KpNNmq0dwrchNjwMAuFz+thtaHVj1Wj3uuT4dt16TinKOvWarG3uPmpGUoMCMEv86sf3LTmSnqQPGC1PXUI0bEueOfIZLV5nxWllh4N0vBu8tvzrVjQ/2dYYdL1LHV7jyyxZk4d65/ryQvNpQnIjfrCzCmo0NuGByCfYzXOzGPf7OnjZ802gLay9fTM30g3tcTP/mTNOjMDs+xH5Gb6Ren0j9i3Scj0jXkyFYn2MVBxO9uvwYUw/q4uPj2f/fe++9Icevv/56ZGRk4OLFi2huboZG4/95qsPBf0ORefDHlBMiOzsbFRUVomw8ceIErFZr5IIEAoEwhhmNupqsE7fkJuuUEcuISSQdLvExny12hzcqO1VKGXQaOdZV5SNeJcd/vh4+ofuDC7NQe9oq+M0+nUaOBxdmRezf2uVGKOQ+PPdWAw439IYkx544XoPqZUY4PTR+8ZdmnOjPlcG1vdXswv5j3Xhvb3vI+UzZBDWF22al4Z09bdh3rDvgWDi/hPfdgI+l+E6jlkd13SONl/JCLdYuN6LPSYuqezBjjzCyGY3aGkuYMeulfbD1efHCFuFxXr3UiJeq8vH+3g4AA9/65epXXYs9RFuKswcS1697hz9xffUyI7TxcmQZVDgsIhU2ozu//uAc1EoK1UuNcHs9/l8CauSwO2m8EGbOVi8zIkHt/6VycJvRrg02R6jGM8de/mszfnhrNtEJwphgrOqqlFhVqtaNJrh+CLcmcPVwMHEic1N2084L+OfXXdjwWDHUSgoe2gcZZKh+uxEtJic2rCwCJZPhP1+vF22XEMk6BfslvGDbf9D/KyOVitO3VmDWlCTYHTR+t+0c2i3ukPib6dPVk5Ow8tU6ZBvi8NIKIxLiFYF1iUDKuBnsHoswPAyXribrFLCe8eLdz9rD7heZMXbodC8On/G/yY1vvEgdX+HKH6yz4o0nSqBSyvCTN89EjFdXvVYvuP8OF7txj+871s3O9UjzIdLfgLj5xmc/NzaVcn0i9S/S8WjsF+ufaCB6dXkyph7U6XQ6KJVKuN1ujB8/nrfMuHHjcPHiRZjNZqSnp+PEiRPo7OxEQUFBSNmODv/GXCiHHcPixYuxePFiUTY+8MADY/YbdwQCgSCW0aarXtqH+eUp+PSwJWLZ+eXJol5fGSmR9PObG7H+0SLRtjS3O9BhcUm2c3qBDhQlQ2ZKHO8NBD6bKisMePezdt5ylTMN0GuVEet6ob+u4vEa1J7uDfmV3vGzA+1Nm6DFt00DdTG215zsBgA2uTYfOelqeGkfJuYm4I+7L0b2S1n46xfs/8qZBlG+2/eNBYtmpkZ13SONl+IcDRRyCs9vDt3kxcoGwuhgtGnrUCGnZLwP6RhOnrOj+m3/OP/enDRY7R6cbXdgyXXpIfoVrC2RtPDkOTuqt/iP3zknHTsORH4l3LyyZLRbXOxNCcY2hhcizG2mPQAhbUpdG7i2CB37/KgFrSYX0QnCmGCs6qqUWFWs1omJkUcawX4ItyYA0ceJ3DrMVjcbn6cmqbC9phOLZqayddxzQ3pInZHsEoKx96ebG0LWisqZBqQmqfz25OvY4xnJqqj2Dc9vbsTLjxQG1BWrvRXDYPZYhOFjOHQ1eC6G2y8yY2zbgc6Az4PHi9TxFa585UwDDEmR98xMTBhu/z2/PJmNZfkQiu0GOx/E+IPPfr7YNNz1CRebijkupCGXWi8udfuEoYEnVeLli1wuZx+4XbzIf7Ots9MvrCkpKSgq8g/m06dPh5Tz+XxoaGgIqJNAIBAIBD7klAzlRTrBRMIME3M0KCvURXyf/WCSpwvZQtPA9gMmyXaWF+lw2zWpMUlWTVGIWV1CZRjbZQAmZovrpwwQ75cif3khuP6nKGBRhSFifykKmFGSGNV1jzRehsMGAmE0IUVja+utyEhWQSaLrX6dPGfHoXorMlJUmJwbWXfKi3TYUWNivzlc12KHw0XD4aIl2eNw0SFtSl0bgm0ROkZ0gkC4fJEaq4rVukgx8kgjmpg9mjiRW4fDRePjLzsD4nNu/BZNneF0mrG3OFsTsFZw2/mff/vt+epUz6D2DcfP2nHR7AqoKxZ7K4bB7rEIlxeS9n+Fwvs/7niROr6Eykudx+FiTtZ+gQ6Ei+2C7ZWC1Hiba3+sYlOxx/k05FLrxaVunzB0jKkHdQBw7bXXAgB27twZcqyhoQEtLS1IT09HTk4O5syZAwDYs2dPSNna2lp0dXXhyiuvhFarHVqjCQQCgTDq8dI+/LzKiKl5/MEk82qCSEGUUJJ5PnbXmgVfM/HicmNIYLutxoTWLieql4UeE7LTS/uQrFOKtmnPITPS9SoUjlPDmKnGlAkJMGaqQVHA9aX6qOrKTVeLKsO8PsNsdYOiZFjL4wOKAoyZaiyqSMFLK/z9pCgZ3B6a12fBfnF7aFARbgYw/r++VI80vSpif/PS1aLKMXCve/B4YfrH+N2YIa7uwdhAIIwmpGjsnkP+ca6NV2Dx7DQk65Q40mAN0LVw53L1K3hu7jnsrzuS7lQvNaK1y4mtNSa2nlmTk6BWUVCrKEl9UasoyClZyBrArg1LI9iyzG9LZ48bt1xtwOypSVAo+O0EiE4QCJcr0cSqYmKs0XajMdqY3Uv7sK7KiKfuykGaXoUjDdaw6wm3DrWKwtGGXnR0u5CsU+JsR19AHeHiueB1iKLE6TQT1/bYPOjsceHF5UbMvcIf4548a8OxJhtau5yYPUUPs9U9qFj/7/s64KV9mDNNj85uV8R1Scq4icUei3D5QFEymK1udowFzw+FAph7hR4/W25Ej82/t6ysSOWtixkvR84Iv4JToQBmT03CLVcbYOl1hx2PUvdlQntm7t5YG68QPB4cvwn1TwpS4+1g+3ccMMFsdYtaOzq7Xdh+wBSib2KP82nIpdaLS90+YegYU6++BIB77rkHf/rTn/DRRx9h1qxZuPXWWwEA3d3dWLNmDWiaxv333w+KolBRUYGioiLs378f7733HpYsWQIA6Orqwtq1awEAK1asuGR9IRAIBMLIh/l2rJySIV6twC8eLoTN4cVfP21HY1sfknVKzC9PRlmhjjcI5HvNgtjk6Q6XV7COBLUc6x8twqHTVuyuNbMbZ7PVjXS9ivcY107ug6BobPq/PywOsMnhoqFWUZLqYhI733aNAZt2tfG+d58p86PFOSjJ0aC1y4l39lzEj+/KRZxqwAdfHOvGxJx4zJyYhMSEgfCIuSbvftqOe25I95evt2L3IY5fypJRVqSD20Pj7X+24cGF48LaLadk0KjlWH13nqj+Mgmzpfpl4G8PdBo5KmcasKjCgDS9KqSs0xUm8V4MbCAQRhPRjPMVN42Dl/ZhxU0D87/D4t/4b6sxhegTc25akhJXT0oMmZuWXv9xdRy/Vs8rS0Z5kQ6tXU6s2dgAmQy454Z0njkuvS9OD431jxahtt6KPf1at/VLE74/PyPs2kDTPmjVcvz4rly2Lq/XB7lchosWv529fV7eNtnyo+y1dgQCgR+p2iOkdXyxZySCy0Z6JbnYsmLh1hFtzB6nkuOGK1IA+NeXW2amCq4nDIwvNXFynGi2IWWqEnfMSg+o42CdNcQuoRixw+LCYYEHC8F7AY1ajse/m8Me/9H3/OvAffMycd88wNTjhowCkjVKSX5h+pTQH4e2mpxsezqNAn0ub8h6xTduxF5XEucSuLy1oxXfv9Ef+3D3qsBAfMP+TfvwnSlJ2F1rFoz5XO7QvX6WQYXHbx+PqcYEKBWc+mkfrijQ4mBdaG73aPdlc6bpkaztDYkjmb0x9zgzh5g4kxu/CdXPRYy2RmP/OIMd109PxoySRKhV/vzKkdYOnUaBLT+ZHHD9mOsp5riQhlxqvRDTvk4jxxUFCUOy1hGGhjH3oC47Oxvr1q3D6tWr8dRTT2HTpk1IT0/H4cOHYTabcfXVV+PBBx8EAFAUhZ///OdYtmwZfvrTn+L9999Heno6Dhw4gO7ubixZsgRz5869xD0iEAgEwkiECX6OnOnF7toumK0eJOsUmF+egvIiHaoWZgV8c5buL19bb+Utzw2mxCRPH2dQ4fE7/PlYhWzw0j6U5mtRVqgLsJsJ2SblJgQcc4R5mBNLm/Kz1Gwi7nAwiZ0XVqTiikId1mxswAWTi7dMapISW3a1YmuNCRUTEwEMPGQszdeiNF8b1v+3zUpFj90DQ6IK0/K1KCsa8IvH6990dfW6IfbL3tzAOJLvuAmzxRCc8Do/S41Vi8cjMyUOtfVWbNrVGtC/ZJ0Sj90xHk0XT4f4L1Y2EAijCanjPJzeL1uQhQVXpYToE3PuE98dj9QkFe/cLC9Swubw4sgZK0rzdVi9ZEB3TD1uVtMSNXJsWFkUMMfjlBRWLc6Jas7+4i/NmDZBi1uuScXqJQMP3XpsHpzvsKMgKx5lSwLXDW+ENSxFq0S6Xsnrg007L6DufJ/gmkcgEEYfUrWHG5MFx6Xc4+GIFHtzdUVKWbFw6zzSYMWKm8ZJjo/dHhpylVzSesLAt64E17GwwhAQa48zqLCuKl8wRrzxSoMkv7k9NJQKSvB4b58H2niF5PFhY+PQwPGi6n+wMb1Ai/Ki0D2Ly00jPk7O/hvpupI4l8AlKUEOWf/O+HizjXdMm3rc+GBfO64sTkR5kQ6/WVkkGPOplIFj74qCBLy4PB9KBcU7XxdcZcC0fG1IfdHuy+6bmwEgAwDQbnGF7I25x720D3uPmvHqRy1hH9Jx6w8Xz3E1oTgnXrQ+BtsfHG86XTSum65HxcQk3rWDQej6iT0eC/tjTaT2g/U9VmsdYWgZcw/qAGDRokUwGo144403cODAAZw+fRo5OTmoqqrCihUroFQOTKLS0lL87W9/w4YNG1BTU4P6+nrk5eXhySefxF133XUJe0EgEAiEkYqX9sHu8PIm9/30sIV9jYJGLWcDI5vI8gAiJk/XaeRYV5UPipLxJpjmq5MLY0tdix256WokqOWwObw42+5AcXag7V7aB5/PFzOb1i434vvzM/FPnm8jBsMkfv7vvzTj+QeMeKkqH6teqw84b15ZMkw9biz/5XF4+r90xpcQWsz1StIo8NxbZ3C0qRczJyYhWauAudeDmpPdKMzyvxrk+/MzJAW8wYnK+eBLmB0Obv+8tA8P3JgJp8sX0e98/ouFDQTCaELMnGSYV5YMj9eHPmd4/aheGjq/FlyZ7L+hKafCzs3qpUYUZmvwyPqTSNYpMTlXg+U3ZcHlobHtgAkyGbCuKh/xKnlAPRTlv6EhpS8OF40euwcnztpxtt2Jm2akwGr3YPOuVhw/a8fZdgdo2l93broak3M1qLo5C+o4uSgNXbs8H//x61No7b/ZxGj4+/s62LwgQmskgUAYPUjR0eB4IXjOS4mnxMbegLi4T4oGBbdPUcAtM1NFx8dySgZTtxsKuQzP/CH8miAUr910lX9NirSuMLH2v0/08K4fg/Vbt82DX7zbHGAf1363h5a0NrVbXDjb7mD/9nhpyPoTatkdXrzxcQs6u91ITFCgx+aBtW9gz1K91AibwwWVnILN4UKckhK8roMZt4TLD7F7qOqlRtxyTSpWvVaPbEMc7xxlxsv0Ah3e+7wDgP+XdC8uz4fDRePpN89ImvPR7Ms6u114YUsj4uMG9vVM7CU0nrXxiogP6QD+eO5gnRVvPFEClVIWohlHG3tF6SPXfubBG58G/et4DygKuK5Uj8duz0acauA+hRjNcrppQc3iOx6t/bHUi0h6xawtYvWdaNnIYczlqGOYNGkSNmzYgC+//BJHjx7Ftm3b8PDDDwc8pGMoLCxkH9QdOnQIH330Ee655x7I5aE3NwkEAoFAkFOhASmXk+fseH5zY8BNCbHluUnmhaicaUBmShxekGADn+00DTS1OfBtkw1Nbf5gns/2Tw52xcymFzb7NxDLFmQK1gUEJn4+ftaO6rcbkZUSh8oKQ0iZrf/uZB/S8SWEFut/hYJC8XgNPB5g/7FubP3ShP3HuuHx+MtUv92IeJW0QFfM9aRp4KtTPZISmnOvj1olR/Xbkf0e7L9Y2UAgjCbEzElgQF8U8sj6EaxPE3M0mF6gg1JBRZybzLkLZxjQ1ObA9gNdeJ4zXxltDa6HpoHtB0yS+qJWUdhRYwJND2j285sbsf1AF7sGMHUztpzvdIrWUJWCwmO3jw9ok2mPrzzREAJhdCJFR2MVL0iNpaXE6dG0L1aDGa3d940FhiSl6DUhOF6bmKNBab5/TRIT88XHyfGTu3N514/g8lL9lpqk4o0nGfuVCkrS2sSsE8zfuw52Bdjz6WELvmm0Yf+xbnzTGLhnqX7bb8++by1ITVJh7zcWwet6KcYtYeQidg/FnZNCMR8zXrjj6/Hbx0OpoCTHkID0GK+sUIez7U40tAbu64PtC+5/NPOUoXKmAYYkJW//orE/kgbRtP/h03Mbpd9jCadZfMejtT+WRLo+QvsDLiTeHpmM2Qd1BAKBQCAMBV7ah9p6q2BAxHDynB2H6q3Syp+2sq8YYxIncxNPz56aBJUKuO2aVMl1Dsb2Tw+b0dntRvUy/mTOFBVqU7DdCkWgTTddlYLJucKJoYMTW588Z0dtvRULZxpAUcDk3P7k0D0ufNNkYxNCVy81os/ljarPTP0KBUKSTVMU4HTTqDtvF520noF7PYX6O2eaXlS54ITXUsfXrbNSQfFEh4OxgUAYbYgZ59XL/OP8yBlp+sFok9tDi5qbdS12nGi24bZZqSgcr0ZBlhpyuQwnmm1Y2J9TKLgeivJr1JkLfejodqF6aeS+eLw0TD0ubP/KhIIstah1RKEA8rPiJa0b07tnHcYAACAASURBVIwJKJ0Qqs+85TnrE4FAGF0MZ7wgNdZxuGjUtUiLkaNpf8cBEzq6XfjZciPmXqFntY7R6GnGBHz3O36tnVGSKDkeZerj+lKKHwqzNUPit2D7go8fOWOF20MLrk0UBcy9Qo+fLTeio9uf65Ub+39+xAKnm8aJZpugPYyPlQoZGi70YdbkJJxotmFGSWLY60riXAJD8HwKt3dlxnzBuMAYbV6ZHuuqjAH7znVVRswv12OqMSHqOQ8A22pM6Ox2RY5XlxrR5/QiJz0O15YG2h9pPDP2cvWLr37unhzwzz+++JTLthoTWruckWNUzt5d6v0Nqf4tyArc3wcfD/a/GPuHUi+E9EqM/xlIvD3yGJOvviQQCAQCYaiQUzLsru0SVXb3ITPKinQ4e7FPXPlaM/vudY1ajvWPFoUmsu7/+/fbL0iuU4rtJ8/ZUFakQ8G4ePzykSJ/20wy53ordnMSut8y04BknRK/335BMGG220PjWKMNr/7jPGvTr34Ymhiam/g6OLH1nkNmrF6Si02rJ8GQqISckkEH4JVHCtmE0G1mJ97ba8JDi8ZJ7jNT/5bVk5GSOPAL/N4+D2QAEuIHwiopCZvllIy9nuESYUspx61b9His9ffvlUcKsfVLU8xsIBBiDV++HL5jg6lbcJyXJaOMk9Nh10Fp+vGrHxaxOXzCzU2dRo7K/gdxaXoVAODVlSW8ff/LpxcFzwH8+rr+0SIcPWPFrq/5+wIAhkQVtjw9GWqVX5sjrSNXT0yK2A8uzJr384cKA/S5w+K/EbutxhTw2iHu+sTtL4FAGNkMd7wgNdYpK9QhN12NpjaHYDmdRs77yjc+m4PbD9DiJL8Wr747D098NwetXU4kaxVI0g7EkUXjZdDFK7BpV6uoPjDryV3XpmN6gTbAl2L9cORML8oKdTH3G9c+obKffG3G9AId4lQIGB8OlxfXT0/GjJJEdh3SAtjyE/+6ZLV7oFJQePnhQgDApLwEbF49KWD9YHxfOdOA1CRVUI5vJby0D+c7nDGJyQmXN8x8irR33birFTaHF4ZEJX77eAl73Ev78NSSvIC//eNLgR/f5f9c6h70rmvTUXfezo7H1CQVXP0xXm29FXsOhe6Z2y0uWPtoZBni8My9Ewbs6b9nIDSeufauvjsPj383B1+d6sFnR8xQq+TsfODbk+elq5GmV4XVNKvdizUbG/BSVT7vfOPu+Zm9+5EzVlH+kqpvjH9/+8TA9ePGpnyaFsn+4dALIb0qHq+J6H8uwfE24dJCHtQRCAQCgRBjzFaPyHJuAGDzLIgtz+VIQ2Cy9ttnpaEkRyPZhoG/I583zqDCopmpAIAzF/rY9rMMKtw5Jx2lBVqUcZIvM22k6JT43Y9KBBNmlxfp8P9+VII//rMNAGCxulGarw0IHLmJr4NvoFAy/6YiXa8SrF8GGXpsgX2U6quObjf+sONCSN3dvW74AOi1yoCE02ISNjOfBfeXuYEenLsluJzZ6sbeo2YkJSgwvSCwHan9Kx6vweolCZJtCC5HIMQaZlyfPGtDdmpcVHMtUt1MfU4XjXnlybiqJDFknNODmF81J7uxp9aMZ++bIHhucPL3TbtaQ/pntrpxweTElAla3D8vE60mJ1Ytzgl7zqS8BJQWBPaFeWjIzN/jzTacPGvDffMyI/ZNr1VE5YPTLX34x786AuxbtiALC65KwZqNDbjQn8OOKf+7j1vQbfeQxPcEwgiHT0evm65HxcSkIY8XpOpQAk+OZoZgDRazxjDti9HvPqcXv9/WgoZWByd2V0juw/KbskJ8KbYOl5uWVF6M38SWHdj/+P9m4knGp0I+16jlOHvWhreCYnBm/djwwTl2HXS4/HuEaGIEEucSGMTsXX+dr4VcLjxuTT1ufLCvHVcWJ7J/n2y24TvT9FHNeQYv7cOugya8+2k7ri/VY+FMA1YvyWWPt1tc2PWVCXPLksPaH0ywjnPLz5mmx6wpSWz+t10HTfjD9taQPTmT0zJS/y6YXFj1Wj1+sDAL88pTBPf8RdnxAACXW9yvvqLVt3f2tOGbRluItryzx/+FuGBNC2f/cOmFkF4B0vtPGBmQB3UEQj8LnzkyZHXv+K/pQ1Y3gUAYeSTrxC2vyTr/t2l9PnFBJ1M+XGLkpjYHXl9VItmGgb/Dn8ckJpYBIYmJD58BdhzoYl/tRvuAtX9shMNF47ePl2D5TZnoc4ZPmP3iciOW3ujPT/fa/7TgufsnYNPOC/i22R6S+DrYrgcXZkVMGF291Iiqm7MCjkn11a8/OBfwDeFPD1tQXqjF2uVG2J30oBI2831LOxjm+r/xcQvaLe4QvwS3I7V/YmyQUo5AiAXMuP/FX5rx+HfHQwZZzJKjC2kqk5z+hlI9Vt6RDZVyoD7mRobU+XW8yYbzHc7+z0LPFZv8vXqpESmJSjz31hk8fU8e1i7Ph8MRXn+qlxmhpWT45KAJJ87aceZCH5ouOlCc7feX003jF+82IzVRifvmZUbsm6XXI9iPcD7g01CmTy9V5WPVa/Ww2r1s+cMNvWhqc5DE9wTCCCaSjl5Xqsdjt2cjTmIuX7FI1SGbI/TXcoB4DQ7WoWSdQpJ+33JNql/rzngHFbsH+1JsHSolJal8JL9JKcscf/KNeqgUFNYuM0KjptDnpMPH8Mv8697BOiv762vm2NqlRv866KRh6nZDIZfhmT8MLkYgcS5B7N6ViZ+4bwXgm+/ZhjhULzViUp7/C5FS59+b21pQd74PyVoFnrt/Ao6c6UVblwvvftaO9/a2IzddjQS1HDaHF24PjTdWlcDhimw/MxfC3WPgzkMv7UOKzv9lOb5fHtv7576Y/lntXhxpsGHBVQa89OcmWHo9IXtbpv8qpbg5GK2+7TvWzcanfPcO+DSNaz+X4dYLvvaivR9EuLSQHHUEAoFAIMQQL+3D/PIUUWXnlyXDS/uQmxEvrnx5MvtLDqHEyM3tDnRYXOJtKE8OeG9+pPOYxMQvbBFOTHz8rB1rNjVCp1Fg2gQtGtsccLm9UMgjJ8x+frM/ybzT7cWXJ7vRYXFheoEuJPE1n116LX/Cam791W83IlmnBC2hzwzzypLRbnHhbHvoa3yKczRQyCm8IKJ/gw3cmev/6WELr1+47Ugaj5yxQCCMNJhxX5yjiXly9EjJ6fcctuDZtwLrk1MymK1uSfrh8dKYXqALq9Nik79Xv92IrJQ4FI/XoHpLI1QKCvu+tYQ/Z4u/Dx3dbvzzazMaWv3awfgrNUmFygqD6HXky5PdcHvomGgot0+VFQbB8iTxPYEwMomko58etuC5jUMzd6XGOg4XzatDgHgN5uoQ075U/Wa0TnLsXsYfr0nxQ2m+VpJ+R/Ibl3Bazz3edNGBk+fs+OKYRdQeoXpLoN+4x7741gKVgsIXxywwJCljGiMQxiY07RO9d2XiJ77j3PnO/J2SqITHK2H+lSXD7aHx8Zed+LbJhn8d70ZvnyfgfJr2f2GX2RuuvG08lApx9nPfmiJmHqbolLAFtc9FqqYxmvDv4928e1tmjzq9QNzrGacXaGOyx+feO+jt8whq2kjcQ5N7AKMX8qCOQCAQCIQYIqdkKC/SCSYVZpiYo0FZkU5a+UIdfEDYxMA0DWw/YJJUJxOcy4CA81QqYPHsVDy0KAuLZ6dCrZaemPjWWalQKACq/1U2os6rt0JOUaAoYMdXkftCUcBt16RKsosJRaX4v7xIhx01ppCHhcOZsFlqIu3gaypE8FggEEYSzLiva7HHfK5Fk5zeS/tw6pwd+76xSNKPow02lBfpUJytYXV6cq4Gxkx/8vqCLLWk/jHJ7eta/Lo5oyQxINE9bx/qrbh5hiGgHEUBTjeNU+fsuPWaVFCUuHXE4wEaWvsGraF8fZqcK1yeJL4nEEYW0ehoLJEaS6tVFIqzQ8tGG88x7S+enYYTzTbUtYjXb4qKInYv4o/XpMa0xxptMfEbX91CWh98nKKAGSWJ7BrPrIfGTHXIesb1m0KBgbVznJqtg/lX7H6DrCMEISLtuRmC53Ok48zfXtonac5/02iDh/Mmw3B7PIUCmGpMkDwXuOUpCrzzkbGfDtM+TQM7D4rXtPIiHXZ+JawZzB5V6p42FvEpe+9AQCpG6h46Gn8RRgbkQR2BQCAQCDHGS/vw4nKjYGDEvGaC+0s2seXFJIrfVmNCa5cT1cvE2wD4H6a5PTReXG7E2/9nEj54vhQPVWZj8Zx0PFSZjffXlCJNr8LBuh4xbsDuWjNSdEqsuCkLCjklPmH9ITMUchnefXYKFs9Oi+if60v1SNYpxddfaw4IRsX4v3qZEa1dTmytMYUcZxJmR9u+FMRcf247VP+v6qSMx7FIcN/Hsi+GGzG+Z8b9UMw1sXNKp5Gzr/eRUzKU5Ghw26w0eLx0ZP1Y6tePVz86D7PVjReXG3Gu3QGr3YP/frgAr68qwSuPFOK3T5RI6t+eQ2ak61XITVdjN+f/4eCW02nkuOeGdGxePQmvrypBSY4GKYlKbHl6MuKUFNrMTlQvDd+3cclx8HoHp6F8fYpUfjA6Gg6iBQSCdKTGJrGeu8wXKMTGOkJlpa4xXxzrZt9eAAA6jQKT8hKwefUk3HNDOnQa4Xxue4I0W2rsLqRNomLa/jVpw0fn/W1G0Pm1y4xwe2jRPu7sdvFqN7ftrTUm6DRyPFI5Dml6FWwOL7sWvfJIIV5fVcLrx/3fdiNdr8KWpycPrJ2PlyAlUQnAJy1GOBS6HyAQGKToWvB8jnR8zyEz4pRydt8daU65PTRe/fA8+3leuhoJ8QqYrW7e+Xv1xCQoFdL23v68dNaQ2JBvPu45ZIYuXgFbnwdrg9rPMqjw86p83HN9hiRdXlRhCJnvg7lnIrY8V5ME/VNrhk6jCLm+w7mHjiY+JfcARickRx2BQCAQCDFGTsmgUcux/tEiHKq3YvchM8xWN5J1SswvS0ZZUBLzgPKnrdhdyylfnhyQYB2InBjYavdizcYGvPxwoeg6GfYfs2BOaTJ0GoVg0ukVN2WhsbUPh8/YwtrBJCa+Y1a6KLuDz4uP89vwdV0PFs9J5/dnf1+iqZ9BjP9NPW6s2djA+x5+sQmzhdqXitR2pI6vsUS4hOnlRWPXL8OBVN+brZ4hm2uR6htnUGFdVT4yU+JYXaRkMvxgURb0WiU0ahnWP1qE2nor9nD0aV5ZMsqLdGjtcmLNxga0dbmwcWcrfvS9HDxz3wTI+39pzPR/mjEB983LlNy/BLU84P9izslLj8MLD0xg+7RpV2vANbjnhgy0W1xweuiIffvd9hY8sTgnrEaH01A++5weOmz5WCe+J1pAIAyO4YqBuHDnbdhYkSf2ZuIirrZNNWpF92WcQYX752YAAK9uLFuQhQVXpWDNxgZcMLkE/cBodkjsHkZL391xAVcWJ/JqEzfmE7MmrdnYgJeq8nnLc/128qwN//q2O6KP3R4aOo0Cz96bF3A8uO3E/nx+mSlx8NI+zJmm512LuH4EwPq8qc2BP2y/EKTViaKvH/ca/GN/B06dtxO9J4QQTTwm5jjz98YdF7Bi4bjwuuX1QS6X4YnF49k9HKNVb+1oxf3zM0Lmb8XE6OaCWkVhw8oiwdiQmY/v7Lno70+8Aq7+OPHQaSvqztuxeHYalAoq8h6+v39cTVu2IAu3XJ2KD77owFXFupA9qtQ9rZjyjCaFi08Z/8yZpkeytndY99CDiU/JPYDRCXlQRyAQCATCEMAEPKUFWpQVDbxPnfnGklCC8tJ8LfvgSai8mMTAF0wuvPO/F/H4HeNF1ckwpzQ5YhLpF5f7E7b/x69PoZXn5sOAnf7ExG63F0qlXHJC4007L+C9zzsAAP+sNaOywoCFMw1YvSQ3pC/+86JPmBzJ/3/e08Z7owWQljBbqH0pRNOOlPE1VhCTMJ2bYJ0QO6LxfbJOwSZ4j/VcC1efrv9mYrxKjv98vR4nz9mh08ixYWURZJDhl39txuq787D3qBkTcxMC9Knd4sKWXa3YWmNibwAwCe5tfd6QXJ/dNg/um5cpuX82hxcZWfHs/8Wc84NF46CUU2yfuDDXoHqpEQ43jXf/tw1zy1PC9u34WTue//4EwTUvnIby2fdf7zSHLR/LxPdECwiEwTNcMRAD37wVihU7ul3YVtOJa6fp2Xksp2S8ui2mL8y6IJfLImroS1X5WPVaPaz2QG3m6jdDQOwepKUd3YGa+8EXnYLaJNQ3vjXpgsmFVa/V8/rN46XhcHrxsz81ofZ0b1gfM1qvVPjXuGD7uW3LZMCGlUXQqOSw9LoF82Jx/bjuwXzIIAvr87lX6LH67jzJY/GbJhv2H+smek8IIZp4TMxx5u/DDTb8x69P8cZPbg+N2norNu68gLuvz8CsKUkBezgAoH0+wfkbjf2VM1Ph8yGirlXdnAUAePmvzXjklmx4PD6U5mtRmq+F3eHF02+eiajLph63oKYx9QODu2cSqfzeo2a8+lFLxC+RMf65b24GgIyw7cWSWMSn5B7A6IO8+pJAIBAIhCFEKFiMtryUxMCzpyTxfktKyAa6v6yYpNMqBYXHbh8ftn0mMfOajQ3SEhqXJcPr9eGD/R3sZ1a7F+9+1o4VvzyBH/7mFF798FxAX2KVMJnPV17ah9lT9YL1SU2YPZiEzYPtp9TxeDkjdqyPZR8NFVJ9z4z7oZhrkeZU5UwDMlPiUP32gL3czz47akGHxQVtvILVp6d+dxo//M0prPjlCbz7WXvADYDvzU6DnJKFPKQDpGsJo7Fn2x2YXz7w/0jnWPs8SE1SBfQpmJPn7Kh+uxEZySo43T6s+OUJnDhrg93hwcoNoX1rNblg7g395rYYDeUyv79PkXKqxDLxPdECAmFwxCoGkwLfvBWKFXfUmPDbj1pC1pVg3V654ZQoDWbXAB4dZ2A0NCslDpUVhpDjXP3mMntqYOz+24/O4Ye/OYXlL4euJ0LaxO3byg2nYLG6caLZxrsmBfvtRLMNPXa/livkFJ55q4F9SBfOx31OL1ZuGFj/nv39aTafa/B6yPjvi28t0GuVEfW3+u1GZCbHISNZFdbnnx21wGx1S9pvuD00ak52R/QpYewhRdeE5rPQce7frSYXuqwemHrcWPfnJrz2j/N46c9NWLz2Gzy3sQFnLjigjZfD5/Ph8d+GalXwnHzqd6fx+Kun4PbQkuYCTfuQmKAQFRsm65To7fPg86MWVG9phEYthwzSdLn5oiOspg32nkmk8gCgjVdEfEgHiNtTDwWxjE/JPYDRA3lQRyAQCATCKEJSYmCBZPNCSEmafajeimnGBCgEvqjHTcx8/Lw9bMJrPrtlMv6bODTtf93N9gNdOHR6IAm8pPoLdZASmkbyOU0D2w+IT5g9mITNJDF0bAhOmC4Ek0CcvLs/dkTje2bcF2drYj7Xws0pigIWVRgC7A3+jDv/i7M1aGpz4NsmG5raHCFJ6SfnapCRohLsv1QtYTS2ONvf14OnekLa5DuHgnitr623YuFMAyaO12BSbgJoH9B0MbRv4fwtdd36SkQ/YqVvRAsIhMEz3LFJpHnLjRVr6624ucIAihJeVxjdbmh1RNRgvnVBCK6GUpw7b1z95mod1z9MH7fVdPGuJ9w2grWJ27eGVgf+8e9OTMpLQHF2+OtTnK3BpLwEfLS/Aw4XLdrHh05b4etfG5j172iTHRfNLpTkaKBWUqz9XP/NKEkU5ce6FntEexib/uffnZLWm28abfAEfceE6D0BkLa35JvPQsfD/f3FsW5s/dKE/ce62XHJ6ILX60NDq7BWMXPy2yYbTl9w4FijTdJckHQfoH/OB/wd4fwAzQhzH2G45t9I31OT+HTsMmIf1Nls4fPeEAgEAoEwVhmqxMBSkmbvPmSGUkFh5sQk3va5iZmvnpgEipKJTpjt8dKgKApXTwqtO8CG2oEk8BQlE0yoHWyX2eoGJTHYjuTzunN2eDw01g5DwmaSGHrwSBrrnHFGGDzR+p4Z93Xn7Gjtckac61LmgNCcyktXI02vCrCX77NtNSZBmygKMGaqsagiBS8uN0bs/7YaEzosrohznNHYuvN2VC8zsjl+wp6zzIgOiwsJ8QrR12DPITPS9SpUL/NrpzZegdx0dUjdkfwdTrcoCph7hR7rqvx1XNvfD8Z3UyYkwJipBkXFXt+IFhAIsWE4YxMp85bRMEa3+NaVuVfoWZ3ZcUBYzwH+NUBK+8ExMkOwf+SUDEcarAEP+ITg0ybu9Qi3RnHbZ9aIY429UKsoSdqo0/jXBq5uf37EEjIuGP8dabCK8iNFAbMmJ0GtokT5Y1uNCWarW9RYdHlovPrhecE+Eb0f24jdW7643IjOblfAfOYe5853vr/FnG+2uhGnkuOayUmiterVf5wXvfd2e2jJ8RAz55m//XnUrILncLXhSEOv4H0Ebn1DzUjeU5P4dOwyYnLUtbW1YfPmzdi7dy+am5vh8/lw/PhxXLx4ET/+8Y9RVVWFuXPnXmozCQQCgUC45AQkBhZKPB1lYmCpSaeXzc9EnJISTBYvk/lf7wEAWz5pw9IFmaLtfuKO8RifGodtNaaQ3B5cGxje2tGKB27MDJsw+aLZhT/tbsOP78oNqS8cYX3eX3d3rxs0ELZMpOsSfFzo1aUjMTG0GNtHElLHOiF2RON7Ztyve7AAx5t7oU6hBjXXuAjNqalGbYi9GrU85DOr3Ys1GxvwUlU+1j9ahNp6K/Z/242JOfGYOTEJiQmBW65w/bfavXhrRytW353L1rWHRyvNVje6etxY92ABTD1uURrlpX043+uOaEOgrf7yLi+NzTv92jlnmh7J2l7R/maOBfvY4fLi+unJmFGSCLVq4O4rU87hogM+Z/6OtbYQLSAQBs9wxyZS520Cq92h68rqu/PYzyy9btS39GGaMYG3L7fPSo2q/TnT9Hi40v/LjD6nF+/tNaEoOz7APzTtA/d28IqbxuGWmanYfsAkGAsH9ym4b8w6svVLExbPTou8biYo8Oy9E6Lq423XpOKqYh3S9Cr2mJf2IYEzLk6c9f86xOXyhW1Dp5GjcqYBiyoMbH1i/GG1e7FxZyt+9L0c/jW0v68uD40XNjegzcyfC5XoPQHw7y3vn5/BO5aYPa/LQ0OnUeDZ+/ICda8/XjP1uLH1SxOevTcv8O/78tixqNMo8My9ebz1t5mdON3Sh2smJ2HN/RNY2zosLnxxzIJrpiQJ6q5SQYGSycLqsttDo6HVjpIc7aB11eUOfaDFN5cB5tWiyTja0Bsyl4dr/sVy3RqKfTCJTwcYbfcZBsOIeFC3b98+PPnkk+jt7YWv//ezMpnf4efPn8fBgwfx9ddfY+XKlXjssccupakEAoFAIIwI2MTAQYmnB5sYWGrSaUOSQjBRfaJGjg0ri5CZEgcA6LK68R+/PoXHbh+PacaEELt7bB785dOLaGpzIFmnwPzyFCxbkIUFV6VgzcYGXDC5eG1gSEqQA/23OCblJgQkTHa4/O8i8cEXctNcLOF8TtM+JGkH7JF6XZhg88iZXuyu7YLZ6mF9UM7z4HUkJYaWavtIQepYJ8SOaH3PjKOSnISYa6DQnAq21+7whnwGABdMLqx6rR6VFQbcco0B0wuyIadkqK23svOiOCceK24aF7H/Z9sdkFMy7D1qxsTchACNZfqXrFPC7fVhy65W9PR58fgd47Hty04srDCE+KTb5sGFTifGpcZhfJqa134h2Gvgk7Haed/cDAAZAfbw+TtYG5wuGtdN16NiYlLAzQ+uj7ja4fP58PttLWhodQR8HmuIFhAIsWE4YxOp89bGareStUkodplRksjaHNwXp5uOqv375mawdaqUFB5aNI4t46V9YfUwXCzMbSMY7jrC1c6pQTG4w0Vj71EzPjtigVpF4darU6HXKUX30ZgVDy/tw8L+V1pu2tXKGwtyfalSyfptD21jnEGFdVX5yEyJ460vkj9o38BYm16gDei7x+t/hearH54XfEjnt4voPQGgfT42tls408C75/3sqAVVN2dh1pQkXt0zJCrx0KJxvH/vPWrGpl1tuL5Uz1v/B/va8Z2pesyequfVhu/OTsdFswtfnepBeZEupP0DJ7uRnxWP1CSV4N4YAEpy/F9MG6yuqpSBGh9pLl896f+zd+bxTVXp///kZmmaJm3alNBCF9I2lK1gK4sbooIgMDojjoM6I1RcUBxBf8ooIzp1YZz5jn5xUJnRURadUWf0KzpsMoIy4FbQlkXZCi20QEvbNGnTpmmWm98f6b29SW6Se5O0act5v168tDfnnvPcc+/5PM+5y3lS8OcHlQFjuS/HX7R+qzfnwSQ+Hbj3GaIh7g/qamtrsXTpUnR2dmL27NmYO3cu1q5di6NHjwIARowYgZtvvhmbNm3Ca6+9hnHjxuGaa66Jr9EEAoFAIPQTYpkYmEma/cUBS9iyM4q9SZWP1XXib9vOI0kpRYfdjdpGbx4NjUqKVYvykKiQ4tG/VOGJ23PZup9cVw2ZDLhmvBb3zBkGGSVB2cYa/HDGdw32Lw5Y2CU/nl+Uh2WvVfm8cTe9OBUuN82+3HPn9RnocnjwyNoqnDhnQ45e6WPXyOHeun41Y2hUQZ2QPhdzXty0Bza7mzdZNNMHz5YaoFJKw9Ybj6/oIrU9noi61rsTiPcn+wcyseh7vofWwf4WC9/yYVx7zzTa0WRx8B6D1ebG1n0mzJqUhvZON8o2+o6LQzXt+MmU9LDHz7ShTpThrj8dZbWss8urf4kJvnq7alEemlodmDwqGTY7jWffqYHNQQfoMnc8Cj0H04tT0WJ1QkZJ8KvpQ9HU6kDZxhosm5eN/GGJIV8+4NOGr4+0ISVJir8+XAgpJQmpHWULDPjJ5ele7T/l7hVNIVpAIMSe3o5NxIzb6cWpaLQ4UNtoB9AzjsXELm7agy6HG69+cg57f7Bg3aOjI9INph/4+iOcPcFiYf82/PuJ8SMjhiqx6q481Lc48Nzf6lZwSQAAIABJREFUa7Dm1yOhlFNYu/kc/nvI4pNb67+HLPj7E2MEHaNGJcWdM4aiw+7G7wT0p5v2wOPxYEKehteXcucPj6ytiro//L/AOFTdgSfXVYc8plB9Srh44OrM+7sb8a89jQFzS2bcqLu/LOMiRAfViTI0tDh46zdbnXh5iRFKORV2LIwzJPEew/g8ddi58bOlBrR2eL/cilZXJ+Rr8K//NgGIbizHY/xF4rd6cx5M4tOBe58hWuKeo+71119HZ2cnHn74YaxevRozZsyAUtmT90Cn0+GFF17AY489Bo/Hg3fffTeO1hIIBAKBMHgRlVTZqGHLK+UUmzyembDMnaJDRloCyt6uwZFaW0DCa5cLSE9RICVJjpXrAx/SMRyrs6Hs7RpkpiVg7mSdjw0lRg12fNfCTsSVCinK3vYGctyE2oxdTF2Jiv4VzAW7Wc1wrM6GpzfU9CubGQaq7f09gfhgZqD1vb+9NI0APePCat/GwHERbl9uOebt6JHDVayWVdfbUV3vq2uMFtY1dvlorr/+Ab7jUeg5KDFqsPnrZq92JkhR19gFhYzCyCxVyHMTShtmT9ZBq5aH1Q4+7Y+1pgy065FAIIgbtyVGDbaXm1i9ZMaxmNhFSknw5LoafHHAApdLmI4z7QvRDSH28OlhuDaYfho5XIXqejs++aYZo3OT8KsZGUhPUeCpDd5j4j6kA7w+6N/fNAs6xtKZGVAqpLwP6bj2M/0ppST4z3ctKDFqWD/HbYM7f+it/iB6TxACX/zHF1tx58WxrH/2ZOFjgW9uK3Ru/PSGGqSnKFDX2BW1rnL3j3QsD6Tx15vzYKJXA/c+Q7TE/UHdV199hZSUFNx7770hy911113QarU4dOhQH1lGIBAIBMLFh9ikynzlKQqY0738DRNY+Sey5ysTjGN1NlRUWTF7ig4U5ZuYe8OOBlSetMJNewTXxZTvD/jbzU20bchQguqO1Pqb3UCg7cHoj7YD/TuB+GBnoPW9v73+esYgRNeC7ctlVLYKU4u0cLpolC0MXY7Rwhx9QtB2ubrS5aRxqNoq6ByULfTWvaXcxI7jvEwlnr8r9LkJpQ3RaD93eyw1ZaBdjwQCQdi4ZfRxS7nJZxyfPGdDl5P20RV/uDpTUWXFiXM2Vkd/qGkXpONCdENMLOWvh0La4PYT439mTkwL2yZT9pkQfTwmRyWoLsb+ypNWOJw0vjvehiaLA1eN1aK51RGTuUEk/cEH0XsCg5v2wOUWdr243J6Irhk37cGqRQZcd4nWR4/EjgW+mEistmTpEwTpWjBdZdp8ttSAMTmqiMbymJyBM/76Yh58MevVQL/PEA1xX/rSZDKhsLAQUmngp8JcpFIpsrKycOzYsT6yjEAgEAiE/oX/kgZM0vlYJtb1Sarsn2y+Oym2fxtJfkmYE+QSDNEqsH5HPVvGanNj5bpqPL8oD6uXGHH0TEdAmVDsqjRj+S9y8OJ9BRidm4T6li6sXFeN9k43dlaYUVygwcFTVkF1MeUjJZbJjKWUBDsrWoIm2m6yOLBtnwlby01R2x1rGNuF0Bu2R3sefK71KBOIE8Qx0Pqez953d13AohsyfbalqKRhdc1fC/2Pf3pxqk/OBTUlCVmuvqULf918Ds8szMO6T33bDaYrbR0uwedALgVumZqOj75sxs4Kc0C+PL4xGEobcvXKiLQ/R6/E6QY7uz2WmjLQrkcCgRBm3HbHq6Y2J7Z8a8JTv8rF+LyecVwwXIW1ywp9Yiz/5RMB4OCpdhQXaNBhd2PD8tE+OtrS5oBEAqxeYkRFlRW7KoXrBne7mFiK0cNbr9ZjfJ5aUH4e/376+sdW3DJVH7ZNxle9uLggpDYCEB0LPr0gDwDgdNFIlslgd7ixeokRx2ojmxvcerUeE/LVgrS6P+l9LOcThNgjpST45xcNmDdVH3Je7HTR+L+9jZh/zdCQ9QU73yqlDMvn5+Khm7Ox/3gbdh80I3uIuFiJLyaKRFue3liNB24czq9rfrr62ztyA8YLM75eesAIAKLH8ksPGNn6Yj0eoh1vfOU77G5oVFJe/8El0pi1P+lVXxPv+wzxJO4P6pKTk3H+/HlBZS9cuACtVtvLFhEIBAKB0L/wT6JLSSS4Z04mtGo5b2LpWCXWHZ+v9kk276Y9aOtw4b0vLuB0gz2gvTF+SarNVpdPfedNDjYh901XpPOWCYbZ6gQAZKQpsHFHPbaUm9De6fb5zeEU9iYVU14svZXMmJJIsOZBY9BE2wtnZmLmxDS8u+tCRHb3JmLPXyyI5XlgykWaQJwQOQOt74PZa3e4UZilYifLQPhxwWjhPbMzMb0kzae+RosD//nOhJkTddj8dROuKtIiVSPHaD99bbQ4WC3MHaoMaHeYToFVi/KC6kqJUQOPxwNAgiKD2k+7ndhzyIyUJBkm5Gtw67ShuK44De981gAAsNpc0KhkQcdgqD5QdedxEasdSX75X2KpKcDAux4JBEL4catLluPeOcPYv/k0i4mxVq6rxnmTw6d+pcJ7s3hqkTaojlptLuQOVQa8xMC1j7udG7+kqGRYfONw0XpYOivTx1dE0k9C2jxvcuDVT87iqV8ZeHwfjQMnrbikQCPa/tc3n0OrzYVZE9MwIV8DudT7KZEhM1Gwbdz6SmdlBvitULFgvPW+t+YThNgjkUhAdedCL8rznRe73N7rhZJIEOp0hTvfpjYnPtrbiEtHJmNqkRZXjE1hz3+08yyx+9vsNDtXnz1F56NrzPEyump30Lx1ca9dse0fOGnFv79phlJBxWw8RDveQu0/tUiLguGJvP6D7/giId56FU/icZ+hPxD3B3WXXHIJPv/8c3z66ae44YYbgpbbtm0bmpqaMH369D60jkAgEAiE+OKfRFejkmLNg0ZIIAmZmDmaxMVMe9UXbJh35RDcMlUPCYCyjYG55NhE0AsNsHW58dIHtchMS8Cjt+YgVRMYZlhtbry/uxH7T7Th1YcKecvwkaqRAwBWrq9Gdb2d9zeFXNixMuXF0JvJjO+Zkxn2fJYtMGDRDZmi7e5txJ6/aOmt88CX14HQNwzEvu/odGHdp/U4UmtDbaMdmkQpXn1oJBIUFDSJMkHjwmpz42B1B2ZO1GH9p+dx69V6dDppLH31BC4dmYyZE3W4fGwKKIlXG06cs+GKMSl48pcjsP7T8/hwbxObH8Vm9760wLSrUUmxalEeEhXSsH5CqQBsXTRe33IOjRYnOuxu1Db65l4pW2hAmlqGuzkaFKze6y7RYvn83KB94G9rOBjt6LC7ebfHmoF4PRIIFzuhxq2QuKFsgQHPL8rDsteq2C8jNCop5kxJF7Svw0XjsderUGJMxh3XDQ36FZ1/XYYM70sWYvXw+X+cxjdHWnHNhFRBD+oYuHYJbVOp8L4kYe9yQ5kgRZfDjVc/OYf/HrIgV6/E2mXiY/kD1e043WDHdyes+MvSQijk3jxETjcd0dygxerEkj8fR2uH99wJjQXjofe9OZ8gxJ5brtaz5+tkvQ1TRqUgVS2Dud2F8mOtKMj0nq95V+l59xeqPz+5PB3LXqvCcF2Cz/mPdp4VSazFzNW37zfh1YdGQimnsHbzOez9wYKsdCWSlFI2Vhw5PPT1Krb917eeZ1dPiMV4iHa8Reo/gh1fNFyM8Wlf32foL8Q9R11paSk8Hg+eeuopfPzxx+jq6vL53eVy4cMPP8STTz4JiUSCX/7yl3GylEAgEAiEvsc/ia7QxMzRJC5m2nM4AEACdaIMK9cHPqTjtle20ZsIumiEGp8fMKPJ4sCMkrSg7dQ02MOW4TKjJBVWmwunL9h5f3PTHkzIF7bkAVNeDL2VzJimPdCq5YISbadq5KD70frrbtoj6vzFYu34izWpNKH/IKUkWLm+Btv2teB0g/eB1uzJOqSnKFC2oSYiXftwbxOe2lCDISkKzJ6kw/TiVLR3urx1dmsDTQNfH2lFk8WBCfka9kEaAJxp9NVToX5i72EL5DIKZRtr8MUBC3483cEeE7dc2cYayGQUtN0aVLYxeL27D1lgtjqD9oG/reGYXpyKRosDtY2+2h8rTSEQCIMbIXFD2dveGHbu5J6HXnOn6JCskgnet2iEGqNzVEF1ic+OSPXwmyOtoOnIdVBM/Ma0ycRWXxy04IsDFtB09Ho+d4oOuhQ52y9i5wbTi1PRYnUiTSPH7Ek9564/x4Ikjh040N1fUjHny+UCvvqhFVu+NeGrH1rhcnHOl1TCO0cTqz/c8x/tPCuScc6NtZjY9qkN3hjR5QJON9h9YsVQ12u07QPRj4dox1uk/sMfErOKJx73GfoLcf+ibtKkSVi6dCnWrFmDFStWsA/kAOCmm25CXV0d7HY7PB4P7rrrLlxxxRVxtphAiJzZKw72Wt3bX5jQa3UTCIT44KY9OHiqnQ0ORSeWrrJifL5acHAbbXtMIuh/7WnEtn0mLJyZiVHZKt59aRphyzCMyvYuK9feGbj8AfMbTXtQYtQErYuivLmRRuf0lBeKf78Eg0lmPD5PeJ97AFGJksfnqYWa3etIKUnIPmdgzlG09OZ5IBCEwHcNcnXySK0tYl1jNPRnV6UjJUkOm90VoA1c3bzuEi0uWJyw2d0402hnt4/JUQnSbYoCJhUmi9L3MblJkFLAsbPBy9M08O9vmoP2gVjtLzFqsHFHvc/Dw1hpCoFAGNyIiRsqqqy48fJ0fPhlI2gauOnydFH6eOMV6UgL8lZ/MDui0cNodFBM/Ma0eaTWO6+YVJgMijoHmo7Ofr45RqT1FeWp2fkH4ytOnLPhWG0HjFmqfhMLkjh2YCFqjtY95+YiVn+Ya5g5/xO681BGOs+SAKLHOTN+YnHPIRKdoXlW04x0PEQ73iI9f/7HQGLWyOjr+wz9ibh/UQcAS5YswZo1a5CXlwe32w2XywWPx4MTJ06gs7MTw4YNw6pVq/D444/H21QCgUAgEPoM/yS6uXpvYmnBiXUrzaKX/4umvV2VZui1CuToldhabkJ9SxfKFhgwKlvFW/5EnQ0uF41nSoOXYZaUMFudUCfKkKNX+vz2zEIDXG4aVPebh8/61aVRSXHbtXpsWD4aa5cV4qGbswF4J19CEZvMOJo+j2XdfQFfn3NhlhSJ1dd0A7mvCAMfvmvQXyeFaB+znCSja6NzVLjtWj0KhiUiJcl7o1ellCF/WCJuu1YPjcq79JhGJUWCnILTRWP5/Fy8uLgAa5cVYsPy0UiQS3DB7EDZQoMg3Y5E35UKCnIZ5aPDfGwtN8FsdQbVhq3lJjS3OsJqR9kCA+pburCl3OSzPVaaQiAQ+g98X4NEi5i4YVelGWnJcmxcPgZP3JaDVI1c3L4aeciv6YLVJdhncPQwWh100x5B8Zu/Bu/kxPlc+5ss4vU8mA+KpD+48w9u3D8qJ4mNBfuDzyBx7MBC1PnimXOL1R/u2NpZYQ46t+USSgsoSgKnixa0f3OrwyfWitU9B0E6szAw1guoP4LxEO14i+b8MZCYNTr68j5DfyLuX9QxzJw5EzNnzkRdXR1OnjyJ9vZ2JCYmYsSIESgoKIi3eQQCgUAgxAVuEl2VUhqwLfS+4hPrxqK9XH0CTjfYsXJdNZ5flIfVS4yoqLJiV6UZZqsTqRo5ZhSnotiogbndCUoiweolRlSetGJnRU+Z6cWpKDFqUN/ShXd3XcCjt+agOF+NvMxE9jc37cGx2g5sLTeBkkhw9+xMtq7vTlhxy1VDkJYsR0WVFet31EecsL2v+jzWdfc2UkoClVLKe/5mlKSiuCD6JOBcBnJfEQYH/tegv05abe6Q2sdoV3OrExv/U49Hb83BittzoUtWoKLKGpCofuHMTMycmIY1H9Vh2bxsZKQl8Ja77doMtLY72Vyd4cZKjj5BULme4+4ZU0ndxxwMq82NdZ/W4+FbsoNqQ3qKAm7aE1I7Oh1u/GuPCcbhib2mKQQCIb4w4/ngqfYAXRMTpwVDrMY1tToxtSg1on1D2RmsrnA+g4mXTW1ObPnWhN/ekRuxDnL7+vsTbfjFNUND+qn6li6sXFeN9k63z3FyfYDV5sZb2+uxfH6OqLqCzTGE+lBufdz5x+/uHMH6yWji/t6CxLEDi2jPl9j9k9hx0aMp0cyzNn3ZhFum6r37V1mxszJwf4eLhkYlw4rbc9mxNs6gjsnx+9jv3363tjlcNP7w3mlWG8TUH94u8fZz+1Ps/lOLtEhVt5OYNUb09X2G/kK/eVDHkJ2djezs7HibQSAQCARCv4CbRNdmdwdsC72v+MS6sWjv7jnDUHGyHedNDix7rQpzJ+swb+oQlBh7liVwurzrQqSqvfu0d7owMst36YJGiwMbd9RjS7kJk0clAwDu+8lwdn97lxvP/f00Kk62s/vsO96GuZN1uOmKdIzPU8Nmd+ORtVVRJ2zvqz6Pdd19AdN34/PUPuePebstlsHzQO8rwsDH/xrk00mu9s2eosPyX+Swv7V2eCf9L7x3Ghlp3odlChkVUqeeWWDAM6V56Oyiw+oZ1Z1CINRY0aikuGfOsLDlfI+7Z0x12IPfTGGgPcK1IdjvChmFe7vt5NuPQCAMbNy0Bza7mzcHkNg4LRhiNe7lj+qQl6HE8vm5MY05QtXF9Rk/u8o3XmZ0T5csx71zhkWsg3x9feKsDX9abET+sESfNrnxN/fmOXOc/j6gttEOKSXBnkNmjBuhDvB5fHWFmmOE8qGmNmdAfYxd98wZBrk0tD+N9nqKFhLHDiyiPV9i9++w+17TQHTzrJkT09Bhd2PvDxZMKkz2GUtu2oM9h8xYv6MB14zXBoy1SOz3h9GdPYcD22+0OLC1vBlTx2qxdF42lr1WBauNP76MdDyItZ+x96+bz0XkA+64biiAoWxdAIlZo6Uv7zP0F+L+oO78+fOCy0qlUiiVSqSkpPSiRQQCgUAg9A+YJLpfHLAA8E3azmwLxYziVFFvGUXbHpPUfUiKAnMn6/D+7kZYbW68v7sRN08dAgB4ZVMdjtTacLbZjqx0JZKUUnTY3Wzy6GnjtfjN/Fz8+6smvL7tPLvO+/TiVJjanPjj+2dw1bgU3HTFEPzmjcCJONOehAIWXJ8pKIH06iVGUf0SCiaZcaR9Hsu6+xq+JUNiyWDqK8LAhO8aDKaTjBb9a08jcvQ9WnfvnGHIGpKAY3U2/Gp6Bty0B2UbQ+vUlz9aMGdKOh5/45QgPWvvdIUcK3On6JCeooDZ6hSl73aHV5AZvQ4FdwyG04Zgf/e2phAIhPgipSQxidOCISZumF6cikaLA7WNdtQ22nHPnGExizmE2MH4jPH5ap9cSbHSQb6+PlJrQ5PFgbqmLvxt23mfmJwvV9QMTh9xYfygOlGGhX86go3Lx6Cp1YkhKXKcvmDH+7sbA+oKN8fw96EPz8tGeoocpX86ApffRy7Ti1Nh7XQhPUXB+5COIdrrKVpIHDuwEHW+eObcYs+31eZixxbf+RerBTTtgVYtZ8cERZ1j49HOLjfKFhigTpShocUREK92Odz43weMUd9z4OoOt32uzuz83ozVS4zsvYNg/SN2PEQ63p7eUIMT52wonZUZ1XglYze2XExzgrjnqLvuuuswffp0Qf+uueYaXHbZZRg/fjzmz5+PTZs2xdt8AoFAIBB6DW4SXaAnyTp3WzBGZatQbNSIzpcWTXslRg02f93MJlSmuqOMcbkqJCmlqKiyYtu+FpxusMPlAk432PHj6Q6cbrCzSem/OGBBRZUVl41NCah7yzfN+PFMBy4fkxIyuTVFAbMniUiAfdIacm1z/34J1QfFBdH1eSzrHmyQviLEG75rMJxO0nSP1inlFEqMGmwvN2HkcK9GX2hx4EhtcJ2iKGBSYbJgPauosgJAUHsoCpgz2auP//6mWZS+KxUUlAoKI4eTMUggEKLDTXtiFqcFQ0zcwGgzE4+K0cdwehfv+CVYX3P9l1JO+cTkvLYZNdh/vC3gd249BZkqbP62GYXZKnx7tDWkbxQyx6BpQCmnUJitwpZvmgMe0jHnjgJ6/XqKlnhfBwRxSBA8luLCjA3/syVq/wINuhdEiNn598B3THDj0ep6e8D44/5+8rwdP9R0RHXPwV93uPVzdYaJXbn3DgLqj6A/xI43CXr6S/Q9FzJeCTEk7g/qhg0bBp1OB4/Hw/5LSkqCXq+HWq322c78czgcOHjwIH7729/i6aefjvchEAgEAoHQa/gn0RWaZD3SxLp87YlJEn/4dAeO1dmg1yowYqiStSXShMxMkunmVicO17QjP8Ob3PpYbQcMGUregF50AmwBCarDJTMek6PC83fFps/9GayJkiOB9BUh3jDX4HWXaDF2RBIMGUps3ydMl8sWGNDU6kCXk8az3Xrx4d7At4cpCjBkKFFkSMLPrkgXpWe7Ks1QJ8rQZHHw2sPVRzH+xOWm0dbhQnMbf73+5ckYJBAIoRATFwqJ04IhJG5gYtgt5SZ2+9ZyE8xWZ8xijnjGL6H62t8PMP6H8W8U1WOb00Vj6lgt7zFsLTehudU7XzhRZ0N9SxeuGqtFc2ugz2DaOHW+U1Afly3sOT9c/zj/miF4rtSAljYnkhJlfXI9RQuJYwcOFCURdb4ov2uKoiQwW52CYkOz1Ql1ogzTxmtjdv79x73/2A4Xu77yyVk4XXTE12ukc3+h9QtB7Pnj2tvb91wIhGDEfenL7du3Y8GCBWhpacHChQtxxx13+OSoa2howAcffIA33ngDo0aNwssvvwy73Y69e/dizZo1+OCDDzBt2jRMnz49jkdBIBAIBELvwJdE991dF7DohkxBiXWFLhPBXaLMv71dlS24dVrohPNWmwsKGYUXFxewda5+wAiFnALdHbyKTcj8yC3ZGJmlYm178X4jXG7v63d3TM/AHdMz0GRxYNs+E7aWm9h17YMlqA/XXiiCJTPO1CXglqlDMDRVEbDcidCbAPFOlMy3VEt/fSsw3n1FIDDX4PL5uey21nYnrJ1uJCXyX5uzLk3F+HwNXG4aKVIZm2vTTXswKluFL39ohdXmhkYlxdwpOnZpSgY37cEl+Wp8d8IaNH8HA6NnuypbMGuiLsCecQZ1dzkXrDY3Vq6rxvOL8kLqO3MDIjnJO3V0uWmsXmLEoVNW7Pg+9BgcSPpCIBD6lljGacEIFTcwGlff0oWV66p9cqhZbW6s+7QeD9+SHZOYI97xS7C+ZvzAqru9fsDuoKFU9LwFx/ztpj1Y/2k95l6mC+ov0lMUcLhorLo7H0fOtEOZRiE9RYHOLjdWLzHi4Ckr2mxuFBmSoFX35Jxy056w/dJgsmPpzVkYn6dGSpLMZ19193xHrJ8U45/E+rJg5eN9HRDEsWO/CbMmdcdSVVbsrBQ+53bTHvx4uh3GrKSQMVZ9Sxfe3XUBj96ag9/Mzw16/sNdg3x/X5KvxrE6G6aN12LOZB2GaHtiyyaLA1/+YMHlY1OCXo9yGQWKkvAff3Eqio2hr1exGj+1SItUdXvMxoPY8ca1N1yMTMYrobeI+4O6v/zlLzh06BCefvpp3H777QG/Z2Rk4KGHHkJubi4ef/xxbN68Gffffz/y8/NhMBiwePFifPDBB+RBHYFAIBAGPaNzknyS6DpddEBiXbuDxp5DZuw+aIFSQWFGSRp7ozVU0H/wVDt2VrTAbHUhU6fAz6fqA+rec8iMUTlJfkndHWizuZCskqGiyoq3tp+H2epCqkbGts28YyY2IXP+sEScb+7CZxUtuPGydKQly3GouoO1k2lj4cxMzJyYhpXrqnHe5AiZoD5Ue+HgS2bM9F9FlTXArlD9LqRupn7u77GE79xHYntfczEmlSb0D/jGTF6mEnden4EUtRwHT1nR2uFCkUHto5PMtcmnXzMn6lCUp8aaj+qwbF42MtISUFFlxbpP63nLMToXDEbPbrs2w9u2m/Yus8kZK95yXn08b3Jg2WtVmDtZh9lTdD52N1oc2HvYgqlFWvxjVwN+qOnw0YixBjXG5/OPwYGqLwQCoe+IdZwWjGBxQ6PFgY076rGl3OTzkI6B9sQ25ohn/BKuryXdC/cdORPop0qMXls9Hk9If7FxRz12H7Jg0Q2ZuGJsCns8Crn3wd84g5oTM/fMF2ZNTMOEfA2KDMH7pSArCYU5weNth5MW7SdP1Nmw+dvmkP5JrC8TU57Esf2fc81dMLc7kZ6swPh8NYqN4efcTheNj/Y2wpiVhKuKUtFg7sJHextxVZGWd8xsKTdh8qjkoDYIvab4fp85UYdrLkmFQkahosqK9Tt8Y8ubr9LjgtmB/cfbUGLUhLwe/Y9fyPUqVuPvuG4ogKGC6xeCmPHmb2+oGJmMV0JvEfcHdVu3bsWQIUN4H9Jxuemmm7B69Wps2rQJ999/PwBg2rRp0Ov1OHLkSF+YSiAQCARCn+OmPbDZ3WxiY/8kzCX5avxuoQEOJ41XPzmH/x6y+OSO+OKAhV2WQaWUBkwmmbq5OR0OnAK272vBmBzvcjNdLhpSiQTqRBnu+tNR1gbAg8duzYGMAm/ydqbtsoUGqBIozJooPCGzy01jxd9O4UxTF9Y8aISUkoRuY4EBzy/Kw7LXqsImqOdrT+wXcEDw/uPaxdfvQuoO9nes6A3b+5qLKak0If7wjRmNSopl87LQ5fBgxZs9+kRRQI5eiSEpcvy/n2ezyelDaeQzpXmwd9GCdS7YFwPTi1NhanPij++fQXqKHIvnDofN4cbv3q4GIEFnlxtlCww++mi1ufH+7kb8a09jgI95rjQPjRYH3v38AutbgmlEb2ojgUAYXLhpT6/FacFgXiI4ea4TL39Uh9pG/nxsfO3GMubo6/glVF9rVFKsWpQHpZwK6X+eLTXgVzMy8FmFOai/YPoyWSUF3e0HNuyoR12THb+Znwu5jELZxhC+cIEBtMeDBLkEXU4PZFIJu0pGOJ9StsCADrsDSQppWD85oyQVLVYnHnvjZMg5k5B2ub5MrO8jcWz/xk17cOf1GehyePDI2io0tXbIukHxAAAgAElEQVRh7dJCUJQEa/8des5981Q97n/5OFJUMpQtMODysSlY+uoJpGrkvGNmenEqGi0O/PG9M955s4Br6rsTVvxlaSEU8tAx5rOlBrR1uPCH98/4jAnu2BlnSAo4/nDXp5C0EdFofKzHQzj7g9nLFyPfPTsTI7NC564jECIl7jnqLly4AL1eL6isTqdDfX29zza9Xg+LJfzAJxAIBAJhIMK9wcuXhLkgSwWZlMKT62rwxQEL7w2HY3U2PL2hhjdA5QvsGY7UevdLT1bgdIMdJUYNRg5XsTYUGdTISEtA2dvB6zhWZ0PZxhrIZRQm5AtPyLzjuxb8cMaGuVN0wtp4uwaZaQmYO1nXZwmgw/VfsH7vDwxk2wmEeMA3ZoLpE6PV+cMSoVXLw461so01UMgo7P3BIljn+BiVrUKJUYMt3zTjcE0HvjhgYfcpGqHGj6c7UF1vZ9+c9tdHfx8zcri3vu3lpgDfEkojiL4QCIRwSClJr8dpwdotzFZBKadCPqSLdbvxJFRfC42zn95Qg8QEKRbO9H6tzTcnAbz9NiFfA7mMwtMbarBtXwvGjlAjPUXB+5CO20bZ2zVI1cjxxUELUjVy7DlsYR9ohfWjb9cgPUWBvT9awvrJ4gINNn/dHHbOJNaXEd83uJBSEigVUnZsXH+pDslJcjy1PvycWyGj8OufZvnEbrMn6YKOGSbWYubeQq6puVN00KWEjzGf3uAdG3xjgrEvURH7F6fipfGREs5eRvPcbg9G5yTF3V7C4CXuD+oyMjJw6tQptLW1hSxntVpx6tQppKam+mxvaWlBenp6b5pIIBAIBEJccNMeVFRZgwbfFAXMmawLWYbhWJ0NlSet7DIN4epm6u9y0jheZ0NuhjIg2byYtiuqrHC6aEEJmTu73NiwoyGiNmZP0YGigNPnbXC5aaxaZMB1l2hB8UQ80SSAFtJ/jF3cfu8PDGTbCYR4wDdmwumTaH2usmJSYTKvVnHLcXWOC/NWdH1LF7btN8GQocTYEUnoctI++4zKVmFqkRZu2oNnS0PrMVPfj2c6MHNiKm6/Vo/rL01FfqYSFMWvEURfCASCUIToUKRxWn9sN55wj5miAEOGEkWGJNx4eboozZ41MQ1jcgL7jaKA6y7R4rlSA5wur985cc6G/GFK/PTydBw904ET54TF8pMKk9n/2h20qHkAs28wP/lMqdevbSk3hT1Wu4MWZDPjy4jvG1xwz2kkMV2RIQkyWfDYjTtmmlod+M/3Jlw1LgUFwxNRU98Z8pqKZo7Ma28vXZMDTWsHmr2EwUncl768+uqr8fe//x2PP/44Vq9eDaVSGVDG4XBgxYoVsNvtmDt3Lru9vLwc58+fx9VXX92XJhMIBALhIkRsEvFo9wO8b3btrGgJ+nuuXokhWgXW76gPWobLzgozuzZ7qLo1KinmTtEFJJ22tDtBUcDqJUYcO9Mhqu1dlWZvDgm3K2xC5nXbz6O90w1Dhrjj21VpxvJf5OCjsnGQSSlIKQlkUgrL5+fioZuzsf94G3YfNEOpkEadADrcueHC7ff+wEC2nUDoaxiN8B8z4fRXtD5361eOXonTDfag5Ridu/VqPU6ctfnoZ6PFgW+OtOLVX4/00e62DheSk2RY/UABRmYlscekUkqxeokRlSet2FkRqMftnS6kqGT4n/sKfPpDAqCzy43N3zbjyx9aA3J2En0hEAhCEKJDvZHPsrfbDRb7RzMniBbuMdsdNJSKnjv2b247L6gORrNfesCIQ9VW7PjODLvDjWsmpGJSYbJPnWNyVfjnyrFQJ3pvOWo1cmxYPhrb9pmwtdwUdFlKxsftrDCzufGE+hRm323l3lU1+Pykpd2JleuqeXMS8h1rOJ/MLeuBBxqVNOix+Zcn9G+48UwkMV2xUYMpo1Lw1Q+tPrFbXZM9YMyoAbz9+FhIpb760GF3815TYu3ZFSbG5Lsmw+mVEP2Kpdb2hX7GyyfFgnj6F0JsifuDuvvuuw+ffvopdu/ejdmzZ+PGG29EYWEhEhMT0dHRgRMnTmDr1q04f/48tFotHnroIQDAX/7yF/ztb3+DRCLBHXfcEeejIPQFs1cc7JV6t78woVfqJRAIgwOxScSj3c8fs9UV9Dcmf0KoMr51OcPWPUynwKpFechIS+BNOl1i1KCtw4UsfUJEbb+y6SzyMxNDJmSurrdHdXwJcilvsvmpRVo2uX0sEkBH2u/9gYFsO4HQFzAaffJcJwqzVQFjJpw+RapfSd37hStXOiuT3WZ3eNdP0qplmHeVPqh25w/zviHsn1NufJ7a5waNm/bA1uWGOlHGq6UlRg2UCVLcOm0o2mze43t3VwMuHZnM21fhjoVAIFy8hNIh7u8Dod1wsb/DSePvOxtQXW+PaE4QKUz9ThcNqUKKI2c6sLOiBSkqGRbfODwizR47Qo3xeT22M76Ckkhwz5xMaNVyXv+xcGYmZk5Mw8p11ThvcgRt4ydTdJxt4uxzOL0+kc9PhlrulK+ucD6ZW/ZSYzL+/KAx6LH5lyf0f5hrL9KYLlUt8/m7dFamz5j5/kQbbpmqR1qyHAerA3VjapEWBcMTA66pWMeYzO+bv27CleO0XntOtfvaF+E9jWi1Nlb3VIQSL58UKX3dP4TeJ+4P6vR6PdavX4/HHnsMx48fx9/+9reAMh6PB0ajEf/7v/+LoUOHAgA2b94Mm82GW2+9Fddcc00fW00gEAiEiwGxScGj3Y+PVE1wV22zu8OW8a1LHrJuJqF8okIaMqF82QIDO9EV23ZTqxP7j1t9EjKPG5GE0lmZ+PirRvzsSj1bZ6TH9z//PBOQCFpsvwtrL7J+7w8MZNsJhN6Gq+FdThprlxUGjJlw+hSpfnXYQ7+Jz5T75Ksm/PTKIXj+H6fxzZFWjBzu1be2Dhf+8P4Zn7evw+kf78smbk9oP7DQgCQlBU2i1Ls800krvvyhlbevwh0LgUAgCNGl/tyukNi/bIEBP7k8Hcteq4L1lLtXYtNgdjmcHsikEqx4s0fXDRne1awiibMfuHE4VEqpzzFrVFKsedAICSRh5xHPL8rz9oPfl0JMGxIJ8Kd/nsHy+bmi7VPIvV8pPf+P07C0u9Bhd6O20Zt3tWxh8Lb56grnk/37ZfHc4WHrJ75v4BDtnNTc7vL5u73TBTcNlG2swTlTF9Y8aISUEj9eYh1jMr9f3v1C6yNrqwTbJ1S/ItHaWN5TEUu8fJIY4tk/hN4j7jnqAMBoNOLjjz/GK6+8gptvvhkTJkxATk4ORo0ahblz52L16tX4+OOPYTQa2X0WLlyIDz/8EM8991wcLScQCATCYCbSpOCxSibupj2YUZIW9PczjXY0WRwhy3CZUZLqk6POfz+hCeXL3q5BcpIMdBj7uEwvTkWjxYHaRu/Xctwk9BPy1HC6aKz/Tz3MVidbZyTH12J14r+HLLy/xzKJe7hz429Xf1rLfiDbTiD0BVwND6ZD4fRJtH75aWQwGC3N1ivZpS5pukff0lMUmDtZF7CfGP0T4sPKNtZAJqXYZYbH56mj8kkEAoEwkBGkm2/XIDMtwUejYxmbBrNr72ELdCnygPherGYz/ue/hyzYe9gScMxi5hH+/cAwo9jrF8o21mD3IUtE9o3PU7P+8cfTHTjdYGf9ZNnG4G372FGSCruDDuuTue3+95Al5LFx6ya+r//DnS9FEtM5XTTKj7V6/y5JBU17oE6UoWyjd3xEM14iHbvBrucZJV5701MUrD1C7ett/YrFPZXBCumfwUm/eFAHABKJBNdffz1+//vf4/3338eOHTuwadMmvPjii5g9ezakUu8nuufOnQMAzJ8/H+PGjYuorY8//hiFhYVB/61evdqn/OHDh3H//ffjyiuvRHFxMW699VZs3rw5ugMmEAgEQr8m0qTgsUwmLqUkKDFqgiY0pmlg2z5TyDIMo7JVKC7Q+Cx5xt1PdJLsk1Z4AMFtlxg12F5uClhyZlS2CsVGDQ7XdMDhAP79TTNbZyTHt/nr5pDL2jAJvqOdIIc7N/529acAeSDbTiD0Nv4aHkyHwumTaP0yarD/eFtI/WK0dP/xNl5NPVZnQ0WVFbOn6EDxzPKE+B0xPqyiygq7g4bdQeOGSd4bSJH6JAKBQBioiNVNf40Wos3R2DWpMJnXPrF+ivE7AALqFDuP4OsHxhdeaHHgSK0tIvuC+cdwbfvXVVyggVJBYeRwcXOccPUT3zdwkACRz0m757YuV8859wDs+Ih2vEQ6dvnGBPeajNS+3tSveLXf3yH9M3jpFw/qWltb8dZbb2HFihV45JFHsGzZMp9/v/71r3Hvvffipz/9KWbOnBl1e0ePHgUAXHnllbjxxhsD/o0ePZot+9VXX+H222/Hnj17UFBQgClTpuDEiRN47LHHAh7oEQgEAmHwwE0gHY6dFWafB2CR7BcMN+3Bs6WGoEH4ybM2uNw0nglRhln2wD9A49bNJKUWa3tbhxNlC0K3XbbQgPqWLmwpN4GivEvtjB2RhOsu0eLZUgMcLhqvbDoLANhaboLZ6mTt2lpuQn1LV9g2ni01wGx1Ykv3DYSQtleG73chhDs3wfq9PzCQbScQehM+DQ+mQ+H0aWu5Cc2tjrBjrWyhVwenjtOGLrfAgOZWB64u0qK5zYHDpzvYmzaMth6rs0GvVWDEUCVvPeH8jhgftqvSDKWCglJBQa9VIEev7OmThURfCATCxYFY3dRrFbh8TArGjkiCIUMJihI2J4jEroPV1pDxvdA4u2xBTyzPN2cQO49g+iFHr+xpY6HXL3xzxML2i1CfwvjHqWO1rJ1C2/avi/FPQmJlbr+Eq5/4voEF1Z3XMZI5KTO35Z5zrk5EO14AYPs+3zlzKHvMVie27Q8cE8w1bLY6QVESHDxljci+3tKveLbf3yH9M3iJe4665uZm/PznP8eFCxfg8XgdlkQiYf+f+Rvw5qqTyaI3+ciRIwCAF154gc15x4fdbsfy5csBAOvWrcNll10GAKitrcWdd96Jv/71r7j++usj/rKPQCAQCP2bSJKrR7MfH1JKApVSitVLjKg8acXOCjPMVicydQm45aohGJqmgJSSIEkpCSiTqpFjRkkqigv4Ewlz6z5x1haR7VvLW3DNJVqsXmJERZUVuyp72p5enMomMT5vsmPpzVkoMiRBq+7JzeB2e7CrsgUdXd418602N9Z9Wo+Hb8lmj2fLtybMu2qI9+8qK3ZW8h/f6g/r0N4ZPpeE3eEt498nQpMtM+WCnZtw/d4fGMi2Ewi9jb8OWm1urFxXjecX5QVo3ZZvTbhzxtCgYyk9ReHVpxD6Vd/ShT+8dxpL52Xz1sNoqcNFQ01580xoALy4uADNrQ7UNXYhW5+A9BQFa/Pzd+Xh3980Y2u5ySdPjhC/E6kPS1JKcbrBjpXrqvE/9xUQfSEQCBcNQnRTo5LikvwkuGkPVv5yBLu9yeLAge4b5IDweFQIDocnpH2h/BvX/9S3dGHlumq0d7qR2/0iCLdOlVIash1/GP8xtUiL++aqfPzCz67S45arh6K51YGt5Sa88N4ZrLg9N6R/7HS4kaJQ+NgZru1HbsnGJ183h/RPwWJlvn7hO7ZUdTvxfQOYjf9pwMKZGcLmpMWpKDZq4HTR+OjLJiydlxVwzpnxEc14Gaaz4ZoJqZhUmAylguqJMcPEWxt/Mwb7j7dh90EzlAqpzzX87q4LePTWHDicnqjsizXRtH8xjLV4nx9C7xD3B3VvvvkmGhoaoFKpMGfOHCQmJuKdd97BxIkTcemll6KhoQG7d+9Ga2srLrvsMqxduzbqNo8dO4b09PSQD+kA4JNPPoHJZMK8efPYh3QAkJOTg0cffRTLly/HO++8gz/+8Y9R20QgEAiE/ofYBM3R7hcMJsgcn6dGcYEGQE/wWVFlxc6KFnQ5aEyboMXkUSlsGaYct45gdecPS4zIdrvDjWWvVWHuZB1mT9Fh+S9y2DKNFgfe++IC1EoKsyfrMDqH6rb3PMxWF1I1MswoScPMiToU5amxcl01zpscoD38xwwA4/PVKDbyHx/tCf+G6jCdAg/9LAsAcPBUO3ZWtPjYwjxY5OsvZjt3v0ydAj+fqg+wM1y/9weC9fFAsJ1A6E34dPC8yRFU65gxU2TwHUtmqxN7DpmRppFhnEHDq197Dpnxysfn0N7Zo6VzLgusn6Y9UMgoVvPNVhfyMpW48/oMFBs1qKiyYt2n9T56tnBmJmZOTGO11Xts4f1OpD6sw+5m++rdzy/goZ9lEX0hEAgXBeF0c5hOgVWL8pCRluCj44xeX3+pDm7ag4+/bIQhUxUyHhWDQiEJax/Xv/3sqiEo4fipRosDG3fUY0u5iX0YZevWem6dfNtCwfiPO64bCpfbg/3HW7F9XwuUCoqNx5OUUtaPvfDuGVxq1PD6RwBQyCgffyqk7fxhibx1cfs8WKzM1y98xwYMDVo3of+jSexZhG50TpLPNVCUxz8nlcsozL9mKO85Z8ZHNONF6D0Au4PGnkNm7D5oYcfV1CItrhibAikl8bmGJ49KBgAo5JKo7Is1Yttf/+l5nDjbKWhePxiI9/kh9A5xf1C3Z88eSCQSvPHGG5g4cSIAYMuWLZBIJHjkkUcAACaTCXfffTfKy8vx448/YtKkSRG3V1dXh7a2NkybNi1s2b179wIApk+fHvDbddddB6lUij179kRsC4FAIBD6L0wC6S8OWMKWZZKCSylJxPsJganf5fLA7qTZZNQMXx9pA0UB08ZrseTG4ZDJJZBLha1yHantE/I1+Nd/m/D+7kb8a08jcvRKJCml6LC7UdtoR5JSijUPGmHrovG7DacC1lH/4oCFXXbj+UV5WPZaFZtInvlqzd9Ovr+F2K5RSbFqUR4oSoJH1lYFteXZUgNUSmnA13Y2uzsgYfOBU8D2fS0Yk+PdT5kg5bW7PxOujwmEi4lQWmK1uX207tFbs2HISITN7obD6YFMKsHrW8+h0eJkNZDJB8Is6+V00ZBJJag3OZCeIoc6Ucbe5POvX5MoRUaaHEt/lo0OB43fcfRHo5Ji2bwsdDk8WPFmcD3jaqvV5g7rd8T4genFqbA7vAfYZnOhttHO/nbVuJSgX3ITCATCYCKcbjLxZ6JCGjL+fKbUgCvGabHstSoM1yXwxqNi7ZqQp0GTxRFW1xn/Mz5fjTG5SXhqfTWsnb5+jOFMoz2gTr5toZhenAqz1Yk3t5/HfXOGI2uIEj+c7oDV5vbxXx12B5IUUqy4IxfLXqvy8Y/33zgMuUMT2Tq5/jQUwfxguH4+eqYDb31aH+DfhdRPfN/Aw017cMvVQ9HZ5cZv3jiFE+dsPvPcs812TB2nxa9/OhwKuRQSv1Psf865OiF2vDDXFADe+Sj3HsCvfzocXU4PHvjzcbR29IwHdlwtNMDhpLH01RPs78zcm5nXR2pfLK9zsfFoo8WBD/c2seMy1Lx+MNCb95wI8SXuOerq6+uRkZHBPqQDgDFjxuDw4cOgu0eYTqfDCy+8AI/Hg3feeSeq9pj8dDqdDs899xyuv/56FBUVYdasWXjttdfQ1dXFlq2qqgIAjBw5MqAetVoNvV6PlpYWNDc3R2UTgUAgEPofUkoiPGE0Jyl4pPuJsStBQQU8pGOgaW9g+tSGGijl4oLSSGznlqdp4HSDHT+e7sDpBu8Edu4UHTLSEnxuMPtzrM6GsrdrkJmWgIUzvV+HRNIv4WwXasvTG2p4J+/+kyIuR2ptWLk+cD8CgTCwEKIlNA0o5RQKhqkgpSTYe9gCXYocZW/X4IsDFh8NZDhWZ0PZxhqkpyhQXW/H6Nwk7D/extsWo6WHazqgS1ZAJqMCdIvRs7K3hWnr3Mk6QX5HjB8oMWrYHHXby00+DyUj8W8EAoEwEAmnm0L1+ncbevQ6WDwaiV3BfI0/jHYnyCk4XZ4AP8ZA0wiok6aBbftMovzHv79uxueVFh8/xcD4r/QUBfb+aGF/Z/yj0+VBXqaqT+dfo3OT4HYH75do6if0P6SUBDJpz/zPf57rcnnn3E+uq4FMGv4lTe41Kna8MNdUqPkocw/gyXU1SNXIMXuSLqAME4sO0SrY30dlq1Bs1OBCiyNq+2KJ2HiUG4cyxEJH+yu9rXmE+BH3B3Vutxvp6ek+2wwGA7q6ulBbW8tuGz16NLKysnDw4MGo2mPy03300UfYvHkzCgoKMGHCBFy4cAFr1qzBwoULYbd73wZtamoCAAwZMoS3LmY7eVBHIBAIgxMhScT5koJHup9QmyqqrEEn+gzH6myoPGkV1Yab9qDLQQtK2N7Z5Q6baJ2igJsuT+e1l6IAQ4YSY0ckwZChxIlzNlRUWTFrYlrE/RKpLf74911v9jmBQOh/iNHwiiorJhUmC9aIiiorsvUJqG/pwlVjtWhudaBsgTjdoihgzmSdqDZvvCIdz98lzO8IOf6yhQa43DRcLhoN5i5sKTexv0Xq3wgEAmGgEkw3+fTaPwamuu/KMXo9e4oOFBWbuNJNezC1KLSvAXy1W4gPmFqkDSi3tdyE+pausO2ULTCgvqXHb5w4Z8PRMx246Yp0XD0+BUUG37kB42OZfonH/Ksv6if0L/znfzKZd7WAn1ymw1XjUiDrXp/uWJ0NlVXCxin3GhIzXjod3nn30TMdkEolPrrhj7+OhPqdWRHG6aLx+/dO+9gTiX2xRlA86qcn/gzm+TnRpMFJ3Je+TEtLg8nkO6Cysry5Y6qqqjBixAh2e0pKCk6cOBFVe8wXdbNnz8bvf/97qFTeC/rs2bN48MEHUVlZiZdffhlPPPEEOjs7AQBKpZK3Lma7zRZ6gvzRRx9h06ZNouwjEAgEQnD6SlellCRoEvFQScEj3U+oTTsrWgSV3Vlh9lmrPhTsUpMKCWQyCW+SbG7S6X/tMeHeOcMAcBKt+5W/cYoOqRo5/rbtPNuORiXF3Ck6zJmswxCtgt3eZHHgWJ0NMr+lOv37KVi/SSkJvjjQgqvHpwq2RWjf9VafEwj9jcEcswrVEkCYhtO0BxQlwcFqK0qMGqzfUS/Ijl2VZiz/RQ42/qceN12ejvQUBTodbqxeYkRFlRW7uLp1Gb9u5eqVGKJVCGpTo5Kiy0kjJUkWcPwSAFQQPQ16/MWpKO7O+QEA7Z0u/GPnBUwelRy1fyMQBiODWVcJPQTTzZFZKlavQ8XA2/aZsLXcxPqIHL0SpxvsEcWVXA1m7NKoZLAH8TV82i10HuNf7t1dF7DohkzefbnziJXrqiGRALddq8fcKTqkpyjgpj1YcfsI9jiaWx04WmuDXqvAtnLv1z0vLi7A6JykoD69t+Zfoc5xrOonCKcvdJWZ/2XqFHjop1kYZ0iCXNYzT3W6aPxQ04FXPjmLnZVmn3x1oerkXkNbvjVh3lVDQs67L5gdONvswKicJIzOTcKLiwsA+OqG1ea75Ku/jvjD/P7SA0b2mr179rAAe4TY539fIBhi4vBg/cU35hg9CbXs7WCdnxNNGpzE/UFdUVERdu7cif3797O55/Lz8+HxeLBv3z5cf/31AACHw4GzZ88iOTk5qvbWrFmDuro65OTkQKHoCY6ysrLwhz/8ATfffDP++c9/4tFHH4VUKoXH44HEf7Hhbjwej89/g3Hu3Dns27cvKrsJBAKB0ENf6mqwJOLhkoJHup8QzFaXwHLOsGWY4O3gqXY2sX2mToGfT9VjfL5vkmxu0mnj8J6cEOyx5vMn1WbsHaZTYNWiPGSkJaCiyor1O+phtrrYhM/M27lMvjx/u8Ilhv7Pd2Z8+l0Lnrx9RFhbxPZdLPucQOivDMaYNRItAUJrOHcfhyMybVk4MxOA90GXxwNAAUzIV6OEo1uWdidv3SqlVFCbw3QK/OGefAzRKlBRZQ16/NzjFXL8dPdDPgBIUcvx6K057G98dREIFzODUVcJ/ATTTQCgJBKsedAYNAZeODMTMyem4d1dFwAASazOC48rw/k75iGDv6/h026h85hg5boc7oBt3HlEskrK9ofd4b3Bzmc3MzdQKrztjMxS+bTrf8xdDhrTJmgxeVRKzOdfYvqF0Lv0la6maeR4/eFCyGVU0Djqrw8X4p3PGgTXGewaGmdICph3f7S3EVeOS8HYEWre9hndWLmuGudNDnZfRjcYHfGHqyvB7PGfS/PZx3dfwJ9I4/Bw9rlpD3Z8Z8Kb2+rD5qYczPNzokmDj7g/qJs3bx4+++wzLF68GHfeeSceeughTJw4ESkpKXjvvfcwbtw4jB49GuvWrUNrayv7MC9SEhISUFBQwPvb6NGjkZGRgfr6epw+fRqJiYloa2tDV1cXEhISAsoz+eyYr/KCMXz4cEyePFmQfUePHoXVahVUlkAgEC5W4qGrYhOOR7tfKFI1wtx3qkYe8nc37eFNSH3gFLB9XwvG5HiXN+ty0fjDe2dwtNbGrv3OV3ewY03VyKBRSbFqUR4SFVI8srYqYLk2/4TPfHbxleO2maqR4YsDFsx//kcolcAvr83AkBQFmlod+OqIBavvL4y472LV5wRCf2awxazBNA4QnmSeb7vN7sZfN5/D8vm5UCh6dE4IjEa89EEtTp7vRG2j903nK8ak4MlfjsDHXzbi6yNtsHa6IaWAVx8K1C2b3R22TY1Kit/fnY8EBRVSc8sWGpCkpOCm+Y9VjA8jNwMIhEAGm64SwsOnhffMyYQEktB6vMCARTd4X+LoYHVeWFwZjb8To+tCfeV7X1xA6axhWP/pefx4xoYOuxu1jd7cbsycQKWQwtTqhEwqwYo3Q88N5kxOD2gn2DF/faQNFAVMG6/Fr386HAkKcTm7hdAb8zuCcPpKV0tnZaCzi8Zv3jgV8vpccH2G6LqllMRnfJxttiMrXYkkpRQddjfMVideXmKEUh567ly2wIDnF+Vh2WtV7Jd1jG4wOuKP0Hl8KPuY8RysPiA2cXgo+w6eag/7kC6UfYMJokmDh7g/qLv22mtxyy234P/+7/+wbt06PLl9wK4AACAASURBVPzww5DJZCgtLcWf//xnPPHEE2xZiUSCe+65p1ftSU9PR319PTo7O6HX69HW1oampiZ2OU4u4XLYMcybNw/z5s0T1P6dd95J3rgjEAiEMFzMuuqmPZhRkoYvDljClp1Rkhp2ebdgCakB4EitNwHz6iVGFI1Q48fTPeXC1e1v79BUBTLSEngnGgxMwufVS4zYc9giqJx/O0y/2O3AW9t73m6kKO8SIZH0XSz7nEDozww2bQ2ncXxaIrTOE+dsKJ2ViQl5GnHaUpyKRosDnx8w+yS9//pIK5osDuQMTcTrW71LWgbTrTON9rBtzp2iw9BURVjNLdso7vgJBII4BpuuEsRD0x5o1fLwevy2V4/bO13sSxxC48re8HeR4qY9GN/tGyfka/Cv/zb5/D53ig4ZaQnYVt6MOVPSBc8NmCWnGUIdM017HwTUmxzExw1C+kJXadoDmZTC0xsCH9IxhLo+w+GmPQHjg7tM5W3X6gXNnRndmDtZh/d3NwIApnfHmoyO+CNEV8LZJ6S+3tQlMj8nDFaCpJ/sW1atWoW1a9fitttuY5eZvP/++7F48WIolUp4PB5oNBo8/vjjmDZtWsTttLe346mnnsLSpUvhcvEvFXP27FkAwNChQ2E0esXi1KlTvHU1NjYiLS0N6enpEdtEIBAIBIIYpJQEJUZN0KTBDKOyVSgu0AQNSP0TZAeDLyE1U7eQUJex96bL0wW3V9mdOD5Ykmy2HCcxdLh+oWlg2z5TRH0Xqz4nEAh9hxiNE5pknlsnV1P2H28TrhHd5bkP6SjKm3fuuxPeesbkeOsJplvh9IyigDmTdaI03u6gSbJ5AoFA6AU8gCh/xGRWERpX9oa/iwYmbubzjVz/NKkwWVy/cLb1t2MmDD5Ejdsq3+tTCBIAJUYN5kxOgyFD6TPvjSSOY+bqo7JVKDFqsL3c5BNrMgjVlWjnv709Rsn8nDBY6RcP6gDguuuuw5NPPsn+LZFI8Mgjj2D//v3Ys2cPvvnmG5SWlkbVRlJSEj777DPs2LED+/fvD/h9z549MJvNGDlyJIYOHYqpU6cCAHbu3BlQ9vPPP4fb7Y7qwSGBQCAQCJHgpj14ttQQNDBllpEIFfAyCbKFsKvSDL1WgRy9kl1io7XDBar7azN/2/jsTdXIBbe3k9NeyHIV5oAlcEL1y4k6G1xuOqK+i0WfEwiEvkOMxvlridA6t5abUN/ShavGatHc6kDZAmEacXWRFqOyVdCopLjtWj02LB+NtcsKMbt7aa8/3pePh342HBqVlG3Dv+5g2wHvQ78hWoUojVcqKHITg0AgEHoBsf5Io5Jh2nit4LiyN/ydP0Liff/fpxYF+kbGPx2storyU4zd3Bf0wu3L+Nj8zMSA+UIwm0P9HWlZwsBE1LiqDBxX4a4J5teHbs7G2mWF2LB8NG67Vg+NShpRHKfXKljdaG51YEu5KaCc2PlqNPPfvtIlMj8nDDbivvRlOGQyGfR6fUzqkkgk+MUvfoHXX38dzz33HNavX4+hQ4cCAGpra/HMM88AAB544AEAwKxZs/DSSy9h06ZNmDFjBvtQrq6uDi+99BIkEknUDw8JBAKBQBCLlJJApZRi9RIjKqus2FlphtnqRKpGjhnFqSgWkJgZAMxW/q/LA8t5EzA/PC8bhdkqmNqcSFZ5k1MLSQzN/Fdse8ESYPuXY/Dpl5NW7Kzg9EtJKooLvHYJKcO3dEck+xEIhPghVnPE1mm1ubFyXTWeX5SHzLQEdHa5sXqJERVVVuyqDK4RjJbYHW4oFVJUVFmxfke9j47OmZKOay9Jxd93XcC7uy7gnjnDAvRny7cm/GrG0IDt4wzqXjt+AoFAIIhHrB7/Zn6uqLiyt/SesUFIvM+F8XUalQydjh7fyHxd43B4IrL75LlOFGar4KY9oCTB+2aYToFVi/KQkZaAiiprSNvFHGOk/UEYmIi9Pj/73oTPKy0hr4lQ19DCmZn4yWXp+PrH1oja/838XDhdNDQqGX57e67vPYII5qvRzn97Ow4l83PCYKTfP6iLNUuWLMF3332H77//HjfccAMuvfRSAEB5eTkcDgfuuusuzJkzBwCgVqvx3HPPYenSpVi8eDEmTZqEpKQkfPvtt+js7MQjjzyCUaNGxfNwCAQCgXARwiRm3nPYgkmFyVj+ixz2t0aLA1vLm3F1kTZsYuZUjbAwgEnAnJ4ix0d7G3Hj5emwO8In1vZvX2x7wRJg+5fjwrQ3Pk+N4gINu537Bi6DkDKR1k0gEOKPWM2JpM7zJgeWvVaFuZN1mHOZDokJUkzIV6PEGFwjmBuDTpcHK94MzD3C6OgzpQYsuiGTLd/lcCN3qNJH811uGsfrOpA1JMFne6THT25oEAgEQuyJRI/FaHFv+DtmvsGXYypUvM/AbFPIvAt5cX2jQiGJyO6XP6qDUk7h2VID7p6diX3H22C1+c4XNCopVi3KQ6JCypvfy992occIIKr+IAw8xF6f5cesOHCqHQD/NSF0TM2Zoouo/X9/1YRNXzfjmvFazJ6i84kLI52vRjP/7Q1diqV9BEJ/pN8sfdlXKJVKbNiwAY8++iiysrJQXl6OyspKXHLJJXjllVfwxBNP+JSfPn063nnnHVx55ZU4evQo9u/fj8LCQrz88su4//7743QUBAKBQLiYYRIzv/rxOdz1p6N44M/H8djrJ/HAn4/jrj8dxasfn8PTG2rCJoieUZImqL3pxakwtTlR+qcjMGQkQi6jBCWG9n97UGh7M8IkwGbLdSeG5oPvi7hIykRaN4FAiC+iNCeElgip02pz4/3djSj9H68er3jzFKrrbSFvEjA6HkpHf9etoyfqbJBSEjzxZjXu/MMRPPDn49i+rxkA8Pgbp/Dw2pNs24+9fhIPrjmOplaHKI1nctQRPSMQCITY0hv+qC/qF+Knws03mHq4/3XTHkzI06DJIs5PMXMDpt1UjRxzJ+sCys6dokNGWgLK3hZm+57DFkHlYtUfhIGB2Lmrm/ag/Firz3b/a0LMNdTe6RI9Pl7fdh4NLQ68v7uRvUfwyqY6tu1oEDv/7W3d84fMzwmDhYvuQR0AKBQK3Hfffdi8eTMOHz6M77//Hu+88w5mzpzJW76kpARvvfUW+yXeP//5T8yePbuPrSYQCAQCITAxM00Dpxvs+PF0B0432Nmk0eESM4tJwFxi1GDLN96bwuMMSaISazPtMwmzBSV87k5Az5cA26ccSQxNIBCC0BtJ5sPVyeix0+VBXqYqaJ3+Oh6MY3U2VFRZYchUsuVpGqhttGPiyGRUVFlxpDbQF1TX27Gt3CRK45UKChdaHOwDOwKBQCDEht7wR1xExdgFGgipXYyfCjXf4IPpj/3H20T5qe3lpoB5zo1XpIPi3NWkKGDOZJ2oucqkwmSfOvw5cc4Gu4Putf4g9E/Ezl0lAO91xJ0Ti4n9IKJ9//EB9MSF2/a1xOWa7G3dIxAGKxflgzoCgUAgEAYqUkqCY7UdMGQoQVHeCYEhQ4mxI5JgyFBCJuv5++Cp9rBf1YVLwFy2wID6li5sKTfhslEpkMuoiBJrU5QEZquTTSjvbzdFdbe30ACni8bVRVqSGJpAIERFbySZj0WdUkrCq6N8urir0gy5jMLBU1a2zBVjUjBEq2Dr4Ntva7kJplYHr61M+TmT0/DsXQa4XDQazF34vy+boFRQ5GYJgUAgxJje8EcM/jF2sPrLFhhgtjpBCXwxJVS8z/U74eYbfLhpD6YWadHc6ghv98KeuQiXnRVmpGnkmDZey27L1St9/GM4dlaaodcqcPmYFB8fyiVXr4RSIWL+U2EmfnQQQFESOF00O26DzV2fLTXA5aZBURLMnZzOW9fB6vawY4rLrkoz1IkymK1OwXP1bftMAfYxxOua7E3dIxAGKxddjjoCgUAgEAYqzLJkd0zPwB3TM9DR6YIHgDqxx507XTTkMipgHz6EJGA2W514d9cFTB6VjPnT9AAiTwz91vZ6/Or6oVi9xAi7g4ZS0WMn83eDuQsf7mlE6axMwYmhgyXp7i36uj0CgRAZvZFkXkydobSCq6MalRRzp+gwZ7IOQ7QKdnuTxYED3Q/oJJDgtmv1PmW6HHTANma/bftMeGfnBTx0cxZr65c/tGJUdiKmjErB/2fv3eObuK/8749GF8uyhS3LNrYBGxmLa4DYSU2SDZs0OCRALk22IbcGCEm3T+mmbLchu21oYijZbNvtk25S8nvapyFA+qTZbDfbNkBK12yySUljmtqQCzHY2IADNjaybGTLus3o+UOMrMvMaGYk2ZJ93q8XL16yZr7f8/3Odz7nnJnRnGl50X7jT58OYXA4WrMJgiAmmkyNuZTalQ5/FMlLb/XgwYZQjN3S7sKh1rH2V9RaUGc3o9fpRce5UVy7sECW7ULxvpi/SjQfsZ/5+TCbdBj1sYJ28/PSM+DF1l2dGB6NrkXH5xlP3FuFhroiHGp1osCkFbVdaCxXzskDywWx9cHZ4b/zPnR/swMuNxuuT6c2/yGylz1/6MW6lWWSuWtkzPdXiwrQ1OKMq5vo84d+6qZ0DVnMerBcUFI3ep1efHB8CD99bK5gLLi/2aFqTaZCe9OtewQxGaEbdQRBEASR4fAB7LFTw2hqGQCj0eDR1eUozNejpd2FppYBOF0BWMw6NNQVoc5uhuOSH2+814er5k5DnV08CJYqwMxxQVjMenz7nlAh6qFhPmlQVxi6IE8LzeUX7hw/MyJotwYacEF5haFj5yW2rVQH/uPdH0EQyZOOIvOJ2uSR0orqciOOnhpGhdWAZzZWo6woBy3tLrx8sCdq+5uvsoLlgvjyX5cg36RDS7sL+5ov4uFbKvDYXTPDfiB2v/Ury9E/6IOW0eD9TwexpDofS6rzoWU0gn7jrutLceNSurhIEERmkKkxVzJ2pcMf8XDBIDbvbMeaeitWLbNiy9rK8Hd9gz688V4f/uqKQlx/RaFo7hBre2y8n8hfRbYhZ374/w2XHzBcOicfdfaxeekf8mHPwR7sa3bE3aQL2RfKM353uB/XLCqIGnOiXCV2LLG2rl9ZjpVXF2Hrrk64PaysNmPtIrKfYDCIoeEASgoNornrpZEAfv3uWM79b9+wY+uuTpx3+MLtGPShNa5mDUnpxpG2IVRNz8Vd15eKxoIrry7Cvg8ccX2IkWrtTafuEcRkhG7UEQRBEEQGw3JBuD1suPC02aTF89+wQwMNvvVie9x77t8+Ohh+DcZt1xZj8852zLDmYPsGG0xGbcKLB7GfWS6IjnOj+Mkb3Tg/4MGvv7cYDXVFePvoYELb+cLa/E21h24ug9cXTGj3V1ZMD+8nZVfkvAi1lWjMShjv/giCSC3pKDIv1KZcrfhKQxn+9NklPLOxGrkGraQubt9gQ24OgydfOoWWjmEU5GnxlRVlYJjEfsAf4DDNpMXwKAuWAxr3iNu1bYMNATYIjYYunBAEMXFkasyVKrtS7Y9YLhiOzV97pw+vv9uHylIj8oxajHhYOF1+/GSTHUY9k9DX8LZHtgmEfn0m1195/Rz+5bUzUb8qkpqfyBt3kXnH2T6PZL3qFbUW9A368LMD5/GzA+fxr1+rwdyZoVfsSeUqcsfSuM6GHRur8a0X2+HxcfLznzoLPbw3CVCSu0bm3Py62byzPXwOLK3OjzunpBBaQ0LraUl1vrzcumG6rDWZTu1NRxxOEJMRqlFHEARBEBmMltFEBctrlllRVpSDxr3xATRPW7cbjXu7UF6UgzX1VrR1u/HU7i7VvxyZN8sEo56Bzwd80jWiqLB2ZPJtNGhl2Z2bkzj4j50XobbUjjkT+iMIIjuRqxW5OVr8472VsvT8qd1d0GmZ8AXIVfVW6HUMnk7QT+PeLuh1DK6wmUP9CNyki9z+6d1d0GnjH5AgCIIYTzI15spkuyJjc44DTvd68OnpEZzu9WBVvbzcIdL22Dbl5h9P7e5CcYEBa+qtCfsQGwufd0jdpJs/y4Q6uxlvNTvAccDcGSYsqMwLP+QnlasozaUeurkMRgMjP/+pMZMfnQQoyV0jc+7Iz0B0TpzKNaQotzbIu7GWqRpHEFMJulFHEARBEBkKywXR0u4KB8sMA6yut0b9TYy2bjda2l1YtcwKhgl9bu1wqSrWzHJB7HjYhoWVJrzw28/hiyisLYRQYejYsUjZnchOoXmJLZ7NMIDXz+Hk5+6kC1Sn0naCICYvSrWiZoZJsZ4bDMDt1xYr1iTSMIIgsoFM1SspuyLjUK+fmxAdZbmgYGwulTvExs8nz0XPKd/mwkpTXBtCsTcQ7a/mVAh/LyfOT5RnNK6zoWfAi33NDtG8g89d5M5HLPxYbrm6CCwXlGVXrB1E9qJEi2Jzbv7zwsroNZHKNZRqrcxU7SWIqQa9+pIgCIIgxgk5RZljazfMqcjFfV8sxf5mB4qn6VFSaMDLB3tk9Xeo1YktaytRWWrE6V4PmlqcUe+Gl2uvltEgL1eHH36tBhecPuz/4CJuu6Y4VBi63YWmyMLvtRbUCry/Xsto0NQyIKvfRHbybYkVtB8ZDSAIID93LMxJpiB2Km0nCCL7kKsfSrTi2Klh1NaYZW/P6/neLQtRkK/HLw6cl7Ufr0nHTrkUbS+XZLSVIAgilkyNuYTsEotDL40EJuRXdSajNhSbd7jQ1BKKzefONMXlDmJ29w/60NbtjspDTEYtfvx1OwDg5YM9kvseOOLA/340iBEPC+s0PX762Ly47/c3O+KOm1DOIDSWyDzDccmPfR848N0HqlBbM5Z3iOUu//leP3ocXsH5kOJQqzOqbp6oXXWWKDuI7EeJFsXm3PznH3/dHpfbq11D6cytU9EexYPS0PwQcqEbdQRBEASRZuQUZQYgug1fCHrP5aTS6QrI6tfp8gMA8ozaqM/J2nvHdSVjhaHn5KPWLq8wtFK7pWA0Gjz/DXtUQXtGo8Gjq8tRmK8XLAxfdzmxf+O9sYLfcoPkVNpOEER2IEe7Iy8MAvK1wufnFG3Pa8uIh0VBvl7xfj6/vCefU+Un6AIEQRBqydSYK9KuCqsBz2ysjopDJ1oHw7F5dX7cRXTe9kR2L19cCJYL4vV3LqC734tbri7C0jmhtoRi79h85f6bpsOgYwTjcD6fefXQBQDAz948hyF3QHC+xMbC5xnWaXp8dXVF3K96xHzSpjtmRB0LtWsskV3k9yYXqci5xWqzyV1DQvHWYlseHlhRlhKtVBPDRrZH8aA0ND+EUuhGHUEQBEGkkURFmetq8rFtgw2jXk6ycHPjOhseWV0BALCY5blvi1kPIHRhN/JzMvbGFpFWUhhaqd1SPLq6HBpowsWzzSYtnv+GPepvQrbHFvyWWxA7lbYTBJH5KNFCt4fF//PmOWy5t0q2Vhj0ofeAKdWW3Bytqv0MenkXAdLhJwiCIJSQqTEXb5fZpMUzG6uRa9BKxpwTpYNC/VnMOkV2N9QV4RsvnMTbRwdx05WF2HJvVVzsLbbvpZEA/uW1M3C52bjvG9fZsPHWcgDA0c5hnO71SM5XojyDf1hGqU9Kdo0pyX+I7CWdObecNSS2todGAnhgRVnS65hvX2kMy7dH8aA0ND+EGqhGHUEQBEGkkURFmefOMkGnZRIWbm7c24WSAgOGR0NPnsphRa0FfYM+nO3zAAAa6iwJ3yefriLSLBeUbXciOzkuiMJ8fVTxbKWF4fmC33LGkkrbCYLIDuRo4XsfD4a3e+ejQUX6vHROviJtWVFrgWs0AItZD6fLr2g/f4AL/yIiERPpJwiCIDI15oq0S27MmSk6yNuuxO6SQgPW1FsBAO98NIhRLxsXe4vtW1wwtm/s9417u2Ax6zE8GgjnJ5H7qpkvpT4pU9cYkVkojdGU5txyEFvbZ/o86B/0Jb2OI2NYNe1RPCgNzQ+hBrpRRxAEQRBpIlFRZjUFzQGgzm4WLULNM3+WCXV2M95qdoDjQp9ra8ySgWA6i0hrGY1suxPZGQTiCtorncfIgt+JxqKB/DmvrTGDQm2CyG7kaCHDAF+YNy1qOzVaoUTPGYS073d/uqhov86e0ZTpbzr9BEEQRCrjxXTYtbDSpCjmzAQd5G2/49piVbEyoEz7Y/eN/b61w4WgwJSomS81PilT1xiRWSiN0ZTk3HKQWtscBxw44khqHUe2r6Y9DZBVOjjeULxMqIVu1BEEQRBEmkhUlLmq1IiSQoOiQtX5uTr0D/rQuM6G+bNMYBjAVmbEotl5sJUZwTAIv1qmZ8CLfc2O8GsV5PxKQkkRaTW/qtu+wSaaAKi1U808lhYaUFlqBJB4LAyjgdPlD8+5mO2N62xwuvxgKKEniKxGjhbG6k5VqRF5uTrFWiFHFxvX29A/6ENerg5NLQPY3+xAz4A3YT/bN9gwPBrArJKctOmvFGr8BEEQRKr0Kl12KYk5M0UHWS4Ii1mvOFZeUWvBdQsLkH/Z/yjZl4+zY2lqccJs0gl+r3S+1PqkTF1jROagJP9TmnPLIdHaVhILiv2aLrJ9pe0xFA9KQvEyoRaqUUcQBEEQaUSqKLMpXHBaWeHmQ60DuPVqK57bZIfHx8FoGHvuhv884PJj3wcOfPeBKtTWmAUDdKHixakoSi0E35fJqMVzm+xo7XChqcUJp8sPi1mPhjpL2E45gWqknWrn8Y5rrXj5YK+ssbz0Vg8ebJiO5zbZ0dLuwqHWMdtX1FpQZzejZ8CLVw9dwLfvqZRlB0EQE0+s5vCfvT5Ocr9Y3eE/K9WKSF2M3Z7XRcclP156qwf/dH8VnK4AXG4WW3d1YsfGasH9Vl5lwdI58XrK9/NRpwsHP0yN/kpvp8xPEARBAEhpvJhqu4w56mJOtYj5KKXb8v8rtXvz3bNU75t32S8q+V7NfCm1K5mcRMnxILIfqZiuodaCWnsoRovNufnaiUrWhtK8PDYWTLSOhdbulXPy8eFJF1xuNmFsKXReTKZ4MB3n9mSaH2L8oBt1BEEQBJFGpIoyu8MFp5UVbr7vi2XhG2/Hz4ygqWUATlcAFrMODXVFqLObUZCnw1dXV8ATcbG57ewI9jc74raNDESTLUodC9/2sVPDaGoZgNfH4YalhaifX4DamrGaSZ4EF8Xj+x+zU+08rqovxpU1Zuz7wJFwHy4YxOad7VhTb8WqZVZsWTt2M65v0Ic9B3uwr9mB+vnTlAyDIIgJIlabYnXx7740E6cvdOC8wye4f6zu8J/VaIWW0eDdj5yYX5kXtT2v8//fod5w3RO+v/MOn2g//kBIT8XGtmh2PpZUm+P6kXtBItV+giAIIhZej5ZU50fFi0r1Kl12pVsHE/moyNhdybZK7T7Z7caCqjxV+45c9otKvleaX6ixK3JMgLw1pmSOicmDVEzHx1rWaXp8dXUFWC6I46eH8ev3+mE0MLLXhtDamjsrFw/fUpFwbfOx4GNfmonrFhUIrmMeobW78morFlfnY+uuTpx3+CRjS6HzYjLEg+k8tyfD/BDjD92oIwiCIIg0wRehfvvooOD3kYWgxbaJJLIQtNvDChYnfvvoYPhVaT4/h8d+ehLlRTloXG9D0TR9+Km5yG23b7CFfw2i1JZEiYeQne8fvwSGAW5YUohNt8/AqJ/DYy+E7ORtSdRupJ1K55Ev+P2DX53BUw/Z8JWG6QmfUObbfu2dPrz+bh8qS43IM2ox4mFxts8DjpM/LwRBTCxi2gSM6eK2DTbs2FiNzTvbw5oZSazuxH5OpBUrai0IsBw0mpBW5Ofq8M2fnsTOb85FQZ4Oo14O2/d24Yn7qnD9FYU4+OFAnM653GxUPyUFenzzrpnQaxk07j0lOrZYnVX6xHcq/QRBEIQUsfqRCXqSbh2U46MiY3cl2yqNlR//eQfmzzThB387R9GY+4d84QdMxNoW+l5JftG4pwv/dH+VqjHNnRHvC3mEfkUnd44zYX0SqSFR/vf5RQ9mFoc+P3JrOWpm5OIfXzqFwOUfUclZG2Jr66OuYdy2rFjW2na5WeTnxv86lf8VXcJrBuui493Y2DLPqMUjq8oxd2b06zAnQzyYznN7MswPMTFQjTqCIAiCSBOJipWrLQStZTSCASVPW7cbjXu6UFJowKovWMOfy4tysKbeGrftU7u7wu2msri6lJ0cFwqAv7e7CyUFY3bytiRqN9JOpfPIF/w+ftaNxr1dyDVIB99C/Z3u9eDT0yM43Tt24Z2KzhNEdiBHQ5/eLayZPBwH/PnEpbA2COmQlFbU2c04+OFAlPauu7kM1mkG6LQMntrdhU/OuMNtzp1hEtU5vp85FbkoLjCgca/02OTorNTcpdJPEARBZBvp1kE5PioydleyrdJYmeOA42fd+MOHA4rG3N3nDfs8qbaF9pWbXxw/61YV/3OcMl+oZI6JyUOi/C8QCH1m2SAWVOWhf9AfvknHk2htiK0ttdcI5LYfaV/jXuF4lx8vywaxoDJP8IZ2tseD6Ty3J8P8EBMD3agjCIIgiDSSqFj5yW43AgEO22QWNGe5IFraXaIBJU9btxst7S6sWmYFw8R/jt22tcMVbn/HwzYsrDRBpwOuv6IAt11jxfVXFECnk19cPRk7eVuk2h71slHFruUWwI4s+B079kTjoaLzBJH9JNImhgFsZUZotRq0nR3B7dcVx2kmEDrnly8ujNIGpTq0+2BvlPauvLoIXj+HE91ueP0cGCZa2zo+d6N/yIfvb7DhpisLo+xiGGB1vVW27srRvVhYLohjp1yyxriN9JAgiElMuuJCJfFza4cLHh+Hk+fka36k3by/WzQ7D7YyIxgmPlbmt/ngs0vw+NiE+UrjOhtGvSxmlebE+U7+jR+RcXjkd0ryi5Pn3LCVGXHq/Cj6h3yK4//YeUnUX7r8KpG5sFwQATbx+bJ9gw0BNgiDQRMXl0XGk7FrI9HakhtTip03anNxue3zfWRrfjwe53Y2zw8xcdCrLwmCIAgijUgWK79chLpvMFQDSahw84paS/j96Hx7TS0DVyuywgAAIABJREFUsvo+1OrElrWVqCw14nSvJ+4zAJhNWqxZZsWc8tzwk1x5uTr86Gs1CAYBrTaiPgMbhFYrrzh2MnY2tTij3rEv1PYvm3px27XFUXP26qEL2HhrueBc8/PYM+DF1l2dGB4de5Vdov74PtUUnScIYvyRKggvpk28Fq6ut6Kk0BC178tbFuDf3+lDj8MreM5HasO+Dxy4+/qS0Od2F5oE9LxnwItnf3UGt10Trb0sB+ToNZg3y4QXN89D/6APB4448G9vdOPJB2ajcUN1eNst91bhsbtm4c8nLuGdY07MKjGipNCAlw/2yJojKd0Tmz8to8HBDwdwotuNHRurJX2W0+UnPSQIYtKSrrhQSfzM63hkXJ9oWwBhuz0+DkbD2JV5/nOv04tnXw35qFifqNcF8dwmO46dcuEPfxH2b6+/68BXV1fgnr8uxcnP3XFzcu6iB/Xzp6maLy2jwYiHxe4tC6Ls8gc4Qbv4toXi/9h5EfN9So+HUFtE9qFlNPj3t3tx1/JSyfPFF+Dwn+/14d4bp6Oy1AjHJb9oPBnbvtTacrlZbN3VGY63lOqMmlxc7JyV+kVgtuTHQnaMeFiYTVrBV9xHIudagRDZND9E5kA36giCIAgizfDBV2yxcqfLjz0He7Cv2QGNBoKFmx2X/HB7WJiMWpzodmPeLBOcrkBcH0I4XX4AQN7luhSxnyusBjyzsRplRTloaXehqWUARWY9NtxSBp2WCf8ttqiyXJK1U4rOHo9osetRLxs3132DvvBcxybpcvoDxI+jUHFtgiDGH7kF4WO1KVYLXz7YE7fvpjtmRNxQEz7nF1TmRWnDFbY81Nrjdegv7Zfw3Qdmo6woB5+eHsaMYA4K8/WCdq9fWQ5fgINBJ6zJyxcX4rpFBWFblOqukvnj2z/v8InqLz/Gs30efO8hmyxbCIIgspF0xYVq42c520Zy/MyIoNbrGA2+95XZKCk0iPrEhVV5WDpHOM62z8gFAGy4pTz8feSczJuVh4VV+YLfJYLlgli+uFC2XSwXxFtHHNj1+564+D92XmJ9353XlajKu1491Iv5lXlRcQeRnXT3+zA0HEBJoUH0fBkcDuDzfi8AoKrUiKcfmi0ZTzou+fH+J4O4/bqShGuLj7ceXVWOFXVFinVG6doVO2elyPT8WCq2Xb64EDUzcrF1VyfOO3yibci9ViBEps8PkXnQjTqCIAiCGCdiA7FfvHUe/9M6VmA4tnAzEMTj91RCp9XgWy+2w+vn8OLmebCY5blvi1kPIPS0WOxns0mLZzZWI9egxbdebEdbtxvlVgN+9vfzMOrl8NTuU0kXVU7WzkRtu07FF7se8bDQaoCffnMeXv79eXx6xo0RD4uzfR7BWhly+4skUdF5giDGHzkF4Xc8bENeri5Km4S0UGjfSN2LfeKe7/fkOTeuW1iAJx+cjZd/fx5vHO7HzOIxbTrb50GeUYvnv2FHrkGLJ186hcfumgkNNAn7vjQSwL+8dibqqd/I7zUaID9mbFLE6l6i+bv3xhJsuKUi3L7LLay/vNbeVGuRZQdBEES2k+q4UG38LGdbOb5y2wYbTAYGT750Ci0dw4LbNK6zwRcI4IXffI7+IX9UnB3ZV+Sv2XnUzpcc2yPtqi7PxYZbyvG7P10UvEkXaesP//0M3j46GPXd6V6PqrzrvU+G8ErTBUU5E5GZPLq6PGGM1rjOho23loe312uZhNtfs7AAgLxz3eVmcaxzBCuvjq4hJ2dNqY0J5bYvtX0mrHm5mrFjYzU272wX/WWd0msFQmTi/BCZCdWoIwiCIIgJgOWCWFFbFPf3yELVi235KCvKQeOeUHB5ps+D/kEfGuri9xNiRa0FfYM+nO3zxH1es8waanvvWOD62J0zodcxKSmqzHJB1XY21FkS1ouIbDu2uHfXhdA8LZ1jDv9N7CadnP4Igsh85BaEj9UPIS0U21fs1UJ8vxwHvH98KKw/gUC0NnFcdH9zZ5lk911cYMCaeqvo9/m5OgyPBmTrbqzuJZq///xjPwIsF9d+rP7yWttQS7pKEAShFCXxc0OdBR4fF46fE23LXb5xlshXPr27Czodg7kzhesqtXW70bi3CyWFBswpz42Ls1fUWjCQhtcfy7E90q6lc/Lhcgck56ehzoIRD4v//Wgw7rtk8y65ORORmXBcEIX5+oQxWuPeLljMenj9LIoLDLK2Lyk0wOtnVcdsclCqJZMxZpOrGeVFOYIxNs9knR8iM6EbdQRBEAQxAWgZDersZtHiwgwDrK63RhU55jjgwBGH5H4882eZUGc3461mBzhu7PMHx4ewqCoPt19bHNW2Thd6TZvsosrt0kWV5YzPVmbE6vrQa0B+f2TMztoaM6RS2kRtK52n2hozJdEEkcXILQh//KwbF5y+sDYI6awYQsXkhfqV0h+dDrj9mmKc7h3FrNKcOB2W6rul3YVVy6xgBLI33jYmgTbyxOqsnPkLBICPO0dQZzfjpisLsWh2HmxlRkF75s8yodZOukoQBKGURDEuD6/jRgODuTPkbRsEUuJzpLbh8403378Y5zOTQa6f5+26/brikJ+TcEPheQlG28jnKAsq8/Cn40Oq8q5Ie1I5D8T4oeR8ae1wQctoFK1Rpee60ohKafuTLWZTqhmrllkxp9wYF99O1vkhMhe6UUcQBEEQEwTLBbF9g00wgK4qNaKk0BBXBHp/swM9A140rhfeDwgFlI3rbegZ8GJfswN1Nfl49tFq+AMc7riuBD/82xoUmfVRbV8zvwB6HSO/YHqrE1pGk/CXb7HjM5u0uO+Lpdi9ZQFe3DwPj901CwCwepkVj31pBrZvsIHlgmBUtB3JyW43AgEO2yS24V9Jo+YJRanPBEGML1pGI1u7/vO9/rB+3LikUFBnxWhqidY9sX7DOr0upD9mkxbrV5bhtSevQNE0PWaX5eIfvlwZp8NSHGp1orTQgMpSo6htphwtnC5/uF8heP/gdPnBRLySLJEdZpMWXRdGwbJBbLm3Cv/6tRq8uHkedm9ZgPu+WAqzSRtuX4mukp4SBJHtpFrHEsW4kTqrZFslvjKRzxHahn+NHJ9/8D5TapxCn2P/B5T5+UOtThSZ9bg04kd+rk5wDLytTtfYNrE5yr9+rQZ3XFcCf4DDs49Wo64mX6C3+HHHkmgeiMxEyZpranFCp2Vw7JRL1vaHWkPbXxqREbOti47ZlKBEH4T2lfosp+9k9k+2fTV699NvzouKbyOvTRDEeEE16giCIAhigtAyGpiMWjy3yY7WDheaWpxwuvywmPW487piAPFFoF1uFs+/0Y1tG6pD+7W70NQ6tl9DrQW1djP8AQ6//7MD29bPxrxZeeGn/JpaBlBg0uFrt8+IarswXyfYnxh8UeVz/V5UTjcKFkuPHd+HJ134m+tLUDRNL1hge/WyYvgDHF7+fQ8GXP5w0W05bUfO3YpaC+rsZvQNhopCP7fJjpZ2Fw5FzlOdBbU1yoq8SxWjpoLxBDGxyNWuHoc3rB9b7q1StC+vex3nRjHv8kUPoX1dbhZbd3Vix8aQTnt8LIwGbViDna4AFtvy8MCKMsV9h+qXin9vMesx6mUlda9nwItXD13At++pjNhf3I4KqwHPbKxGWVFO1Bh4/Vu/shx3XFuMHocXC2fnw+nyo+3sCBbNzhfVRdJTgiCynXTpmFSMGxu/fnp6GBXWHOGcQCDWTZXPidxm+eJCfHV16BdlPQNebN3VieFRNvx9LInmzefnkJujhc/P4ZdNveA4xOUtcmw/cGQA931xOv7+7ln43Z8uxuUJkb6wqtSIpx+aHfZzsTlKnd2M7Q9X40T3CPY3Dwi2xY9bzB4i+1C65nx+eTd0+O33Nw/gxisLBWM2oXWqlCgtEblmEKtTyepauuM7Je0rPX6vHurFx10jUdcmKB4lxhu6UUcQBEEQEwgf+C2pzkdtjTn8d/7Jrdgi0GaTFpvvngWPh8N/fzqAL8ybhi1rxwL3vkEf9jdfxF8vLsSX/7oUADAyyuLpPWPvZ7eVGePaHhwOCPYnBl9UeW9TLxxDftFi6ZHjW1KdD7eHlS6wvd6GNddYsXlne/hvctqOnLu+QR/2HOzBvmYHNBpgTb0Vq5ZZo+Yp8hcxcpBTjJoKxhPExKFUuyLPU6X7/uSNblSXGbHl3irRfc87fHhyVyf+bZMdAPCdX0Tr3tBIAA+sKFPc94hHutC9189Cpw2NbemcfNTZx7Sxf2hMG+vnT4vZX9gOs0mLZzZWI9egldTu7RtssM804bX/6cV//vEihkdZUV0kPSUIIttJt45J5QdcTN9mk1Z2rJsqnxO5zQM3TY+KvfmbVfz3kciZt8Z1Nox4fDBoGdx2bTH+7193q7Ld4wu9g7K4QB+XK8X6wkdXl0OvZRL6uXmz8rCwKl+wLaGbdGLzQGQHStecQS/vXB9boyw272wXPH+F1qlS+PPt3Y8HJa8Z8DqVrK6lWxeVtq/0+L33yRBO93pSZi9BqIFu1BEEQRBEBiB0E4ovAv320bEC52uWWVFWlBNOJBnmHCpLjcgzajHiYXG2L1TQvekvTjx3+QJx5E06ILo4Ot/2B21D8Ae4uP7EaKi1wB/g0Nw2hEAAeGp3V7g/ITQAGDkFnfeE2llTb8Vr7/SFC7FLtc3PVce5Ufzkje7wHPC89k4fXn+3LzxPj6wqx9yZ0u/rF+ojke2J7CQIIj0IaaUYfEF4XnOV7Lui1oK+QR/O9nlwts+DR1dXSO57w5JCmE06wQt/Qjost2+p73/wqzP48dft+N3hfvzx0yFMy9Ph0kgArlE2Shsj50FqDmJ9jhCR+uf1B8MXK8V0kfSUIIhsZ7x0TOwhtci+XW42LtYtLdTjicu/GudR6++ktnG6/Nj6cidOX4iOvYF4f8vbnzAX2Buat/3NF7FmWTEWz85T5S+XVOejb9CHR378GWYWx+dKQCifGR4NoLjAINvPAaG5PNntxuM/74gbdyxC80BkPkpjywDLYekcM17/3/6E26+4nEfz28eev3HrVOUaijzf5FwzSFbX0q2LStpPhd5RPEpMBFSjjiAIgiAylNgi0AwDrK63RhVG5jjgdK8Hn54ewenesYD+5Dk3PD5OsIgyxwEHjjii2g4EgE+6RuQXnbab8XHXCAKX3yiRqFh6MgXs5RRi1zIazJtlglHPCCbM/DyxbBALKvMUJTpKilFTwXiCGH9itVIMoYLwSvats5vxVrMDHBfSlN/96aLovkJ6HYmQDsvtW+r742dDGnrNogJ8emYEhz8Zwsdd0f4hdh7E5iDRGCIR0m7+75G6SHpKEES2M5E6JtV3ZE7w9tHBuL7V+jupbX73/kV09sTfpBPyt0rmraXdhS/Mm4aWdhdurbfirT8r85d/PnEpPIZAQDhX4vMZRqNRfDy1jAYLqvIwd4byuIPIDjSAotiS5YKK1ujHMXm3WE6vdg3Fnm9i7Ueu62R0Ld26qLR9JcdPSu8oHiXGG7pRRxAEQRAZTGQR6KpSI0oKDbIKI1eVGmE0MKLb7m92oGfAG1XA+oXffg5fgJNVdNoX4PDCf30e9Z1UsfTYgs4ME3oF56LZebCVGaMu7AoVsJdTiD2ZgtlSaBkN2s6OxNkpBBWMJ4iJIZnzX86+jets6B/0oaNnNKwF+5sdcLr8gvvG6rWQ5gnpsJjdF4d82NfsELWtZ8Ab/j5SQ2P7XVgpPA9Cc6DE5zAM8FHnMEoLDbh2YUGUVkbqYqwvkIL0lCCITCSRjkXq7rFTwynVsWQ1VK6vDLAcTn4+dkE8ckw3XVmY0C8J+Rkx24X8I+/HeL/yUeewLH/ZuC5k1/LFhQgEOHj9nGD8zr9u3x/gYDJqVc1puvIOIjNgGA2cLn94zQmtU37NOV1+5Oi16B/0yVqjPQNevPCbz3FxyBdeQ2Ltq11DarTi2CmXou1j+zvW6RLM7eXsnwil42EuvzFCTnwfGUOnyl6CUAu9+pIgCIIgxhmxos1CRBaB5hNmOYWRTZeLv4tt63Kz2LqrEzs2VkcVsH7lv3ux7uYyyaLT/gCHp3Z3otfpi2ozUbF0pysQqqOxzIrV9VaUFBrC3/UP+nDgiCN84RuILmDv8YVepSY1d1EFsztcaGqJsL3OEn7aUemv6bSMBg+sKMMDK8qi7HS5qWA8QWQKyZz/UvuuqLWg7rLuFeh0+P6GagBjmvXq/1zA/3X7jLh9r7CFath4fRzu+2KpqOY9+6sz+M79VZJ2B9ggzCYdvvtAleD3l0YCePZXZ8KvnOR16PsbbDDoGEzLG0v5WC4YfhWx1Bz88ZMhXLPAfLk9cZ8jpOlbH5wtqOk8cnxY5DgIgiAyDSEdE4txI18zLDf+V9q38HbxGirXVwLAM4/MwUedLgyNsFhsy0Nh/litNZYL+aXvfaUKBz+U728jbZfKCY5evmHg8/M/cdEI5i2xvtrjY1FgMMAf4KDTMfjb22YAAC6NBNDcNoS27lHcsLgAS+aE/Lpex6ieU7VxR6rWAZF+XnqrB+tvCeXFHh8Ho2Hs7hP/uX/Ih71/6MW376mM2j52jfJrwnHJj30fOPDNu2aiuMAAlgtKtp+Mfihd1z6/vBuCQtrCckE8fEtF+LNUzqw2vlM6HjnnaM+AF1t3dYrWmEzGXoJQA92oIwiCIIhxgg+oj50aRlPLAJyuACxmHRrqilBnl76IDABzKnIByCts7fbwhdzFtz3v8IULWH/p+hLU2ceK1XNcMFTAPuJvATYUvDMaDazT4gujJyqWXl1uxOa7Z6KsKAct7S68fLAnag7WryzHyquLsO+D0BNtfAH7CqsBj31pJgDInrsFlXmorRmznS8oLxepY8XbuXVXJ847om9WUsF4gpg4eA1YUp0fdf7zFx2lLmiI7esPhLTj+JkRHPwwXgucLr/ovgDw2F0zUZivl9S8Z189g3tuKMV1iwri+ua4IHRaDc5f9KK6PBdb1kaPyx/gMC1Ph+/cXxXWJFt5LlguiOICA1raXbL9TeQ4llTnhz+L+ZEKqwHPbKyWrek8cnxYaDvSU4IgMpNYHRPTw+pyIx66uQxag1Zx/C+3b/HthDVUia9cNDvkC0K+5Hyc7Ytm52NJtXx/y9ueyH/cfJUVLBeEtSA0hhEPK5m3xPb7cddI3FzffJUVN9WO3Yj4uGsExzpdePiWCtVzqmQu1eaBxMSxoDIXRZdvUB8/E7+m6uxmFOXrMb8y9IutM32e8BpdtcyKLWsrw23xa8I6TY+vrq6I+5WcWPs8ataN0nVt0Mtbf5HngZqcWW18p+Y8lTpH3/3IiRd+c07yJl1sewSRbuhGHUEQBEGMAywXhNvDChZAfvvoYPjVFiajVvLXdXILI5/p88Dj4xJuyxegXzIndGEWADzekJ0nz7uxbH4BLPk6OIdDT6LWlIfs/NbfVOJMnxcd50bDbUkVuma5IB66uQxeX1CwWDs/B43rbPjKiunoHwoVdDabtHhmYzUYRiO5Hz93/ByfPOeOK5g9d0biOeZtTXSsGtfZsGNjNTbvbI96SpAKxhPExCN2A0ruviwXRFfPKArzddBrGTTuPSWqBdsuv5JIy2gEn5pPpF2N62z4zgNV6HP64A8EMegJ4AevnQEXDOLxeyqRm6NF456QFjEMonTNZGDw1EM2+NkA8gxa7NhYjSd3deKhhulJ+xu3h0Xjni780/1Vgn6E1+ZcgzaxpjdMj3oiXI4PA0hPCYLITGJ1TEwPzSYtNt89E15fEN/5ReIYVo7WpVJDE/lKNblLovi6oa4IH550yfIf2zbYsLreGs4JgOi8ZWFVHp7a0wlzrg6BAIe/+9LMhD57+wYbcnMYPPlSJ1o6hsEwwG3LipOe03TMJTGxsFwQt9YXyzput37BCocrtE45DnjtnT68/m5fOGZ7ZFU55s6Mfv0iHxOJtd/W7cbP/n4ePD5O1bpRoxVL55jx+v/2y94egKqcWU18l6z2CfWVn6tLeJNOrb0EoRaqUUcQBEEQ44CW0QgGsTxt3W48tbsrYQAotxD83BkmGA2MoiLY/IXmrS934fhZNwIB4PAnQ9j3gQOHPxlCIBBhp1aD79xXJdiGmN1GgxaNe6XnoHFvF3JztOju84LjgDXLrCgrysHTMufu3Y8H0dbtFiyYrWSOEx2rxr1dKC/KwZp6q+w5IAgiO9AyGtTMMKG4wJBQs56W0BQto0moXbyWLJ1jhtHAYN+fLuLjrhEstuWjrCgnfJMOQJyuHT8b2r+4wID3Ph1EeVEO/vHeShgN2qT8Da+Bx8+6ceCIQ9CP8NosS9MN0RdxlfolgiCITCJWx8T0UK5OyolNxfoWIxUamqrcJbK9OrsZG1aWyZqXp3dH5wQ8/Nhy9Ax8viAOfzIEW3muLJ/91O4u6LRM+KYJx0HUz8WSzJymei6J9MPnxXKPm55hotYpH7OxbBALKvNE35oj1v5jd86EXseoXjdqtELNdQOlObPa8yjV2kfxKJGp0I06giAIgkgzLBdES7tLNIjlaet2o7XDlbBgdGRh5NjC0zodcNOVhXhmY+hXHkoKncfaKVTUOmxnuwvTiwwwGOQVulY6B7NKc6DTAXdcWyx/v3YXvjBvmmTx6kRzrMTOlnYXVi2zJl3smyCIzCNZ3Vazf68zVMyeYYDV9Va0tLtw8pxbUIcj92+5rH2t7S7UzDDF9Suk5XLt3t/sQM+AF43rxvxIpH1q5keJXyIIgshEeB1bWGkS1MNkdVJO3+nU0FTnLpHtrry6SLDtWF918txYTsD7voWVJux4ODrHETsGYvZGxu+AsJ+LteemKwtVz2m65pJIL0rz4rxcLQyG6DakzkWpdaHTAVfY8hTlwGJ9KNGKZK4bSNnHn3MraseuUagh1dpH8SiRidCrLwmCIAgizWgZDZpaBmRt29TijHt/utDrVPjCyLGFp1k2CK02uh6CkkLnTS0DksXd+aLQTa1O1NrN2Pl3czGzJDeqDbFi10rmYMvaSjy/yQ6LWY//98B5efu1hvarLDXidK9Hsv3YOlI8Suw8dLm/f/1aDRZU5tErMQgiixDTKR61uh35Gkyl+/+f34bqZNjKjCgpNKCt243dWxaI6jD/CiFeiw40O1BrN+PYKRcAJNTyP34yFKeFsXa73Cy27urEjo3VIT/S7sKxzmGUFBrw8sEexfPD96HELxEEQWQavI79+Ot2AIjTw6pSY1I6ySPmq9Ktocn6QLExhP6PblvKV7V1u1FSYMCDK8pw49JCTLcYotqXOgZiHIrJF2L93LFTLlxys1hsy0NhfnwtLqUkkwcSEwd/3JTkxX//pVn47xanrHNRal1cM78Aeh0jf91c7l+oD7laoUZblObMj68dexuPmvMp1dpH8SiRidCNOoIgCIIYB5yugMzt/ACAn715DkPuQMJC0WKFpx2X/HjjvT5cNXca6uxmcFxQVqFzRqPB89+wixZ354tCv3roAgCg3GoMtyFWTPrO60owb5ZJ8RxUTs9VNXd5Rq2s7cS/V9Yf//ocCuIJIvORKnofq7VKtQAA2s6OoLLUCLNJp3j/3JzQQxeVpUawXBDLFxdK6vDWXZ047/CF9/f5ucv/B1FhNeCZjdWSWu64JKyFsXafd/jw7Ktn8MzGaiyZkx++GKRmfnj4OZbjlwiCIDKRSJ2K1UPT5VhUrU4m8lU86dRQpba/eqgX8yvzwr6UtyNyDItteXhgRVm47US+avniQrBcEPfeWAoto0FLu0t0PpLJF847fNi8sx333ViK268thl7HXO7rvGScIJdk/CUxcSjNi79YW4Qv1hYBkHcuiq2Lwnyd5Pfx7Yivm0TxFg9/nnp9HG5YWoj6+QUJtUWNRnzcNZLU+ZTq+JHiUSLToBt1BEEQBDEOWMzyXK7FHHpy82jnME73egQLRcspSN64zobbri3G5p3tmGHNCe8fiVDg+ejqcmigkSzu3rjOho23lke1IWXT6V4PXtw8T/EcjH1Wtt+IR7oodGz78d8r648CeILIDuRo5/YNNgTYICxmvWIteP6Nbqy9sTTi78r2f2R1BU6eG8Wjq8tlafyOjdXYvLM9vL9BH7rRZzYxeGZjNXINWmktX28TvEASa7fZpMV3H6gCxwFP/KwDlml6bH1wtmpNj0ToF+MEQRDZRqweui/Homp0Uq6v4vOCSFKpoUptf++TIbzSdCFsX24Ogydf6kRLx3B426GRAB5YUQaLWQezSSvLV4m1BQAfnnTh538/D4UqfLZQvnDdogK4PRwa955SPPfSfSbvL4nxR2leHImc9SG2LgaHA5Lfx7eTeN0IaYWY1rx//BIYBrhhSSH+7s4ZyDEIr3c1GsG/9SaZ80lsPMlA8SiRKVCNOoIgCIJIMywXRENdkaxtV9Ra0Dfow9m+sVc3xhaKVlq4WW6Bco4LojBfn7AQe+PeLljMenART+JJ2XSmz4P+QZ/sOWios4QvHjtdfvn7CcydVPtCKDlWUu0QBJF5yNHOp3aH9G1kNKBICwZcfhSadSgrykHjni5FmreiNrR/SYEBj905E8UFBkUaz/uNJdX58Ac43Li0KGRHIi3fE+8XhDRwzTJruL3jZ9340/EhVZpOEAQxGRHSTbWxLyDfV6XzQnIyuQtvn07LhN86wRM5L5G+JdFYhdoCQv6p0KxXlC8I5Vp8W3LtUTL3lFtkJ8nkxXKQWhcftA3BH+AU5cBq1o2U1nBc6Gbak7uE13uy1zeA8dEygsg2pvyNusHBQVx//fWYN2+e4PddXV34h3/4B9xwww1YunQpbr/9dvzyl78Ex3HjbClBEASRrWgZDersZtFCxTzzZ5lQZzfjrWYHYt1MZIFxNcXSpQpN8wQBRcXO+ZYS2cRxwIEjDtlzUFtjhuayLb/700X5+9nN+POJS3FzJ9S+WEKg5FhJtUMQRGahVDs5QJEW7PvgIlZ9wYqWdheOn3Ur0rw6uxlvvn8RLe0uXGHLU2Tn7dcVo+6bFhLvAAAgAElEQVSy9tXZzfi4awTTiwyKtJyNeegi0m6GAVbXW6PaU6PppJUEQUxWhGJHtTqpxFfF6ncqSTZ3ic1DeCLn5Y5ri1XlNDyR/klJviBkr5Cvk7JHydxTbpGdqM2L5SK1LgIB4JOuEUU5sNJ1k6zWpOL6hlT7BDFVmfI36rZt24b+/n7B79ra2vDlL38Z+/fvR0VFBZYvX47e3l58//vfxxNPPDHOlhIEQRDZDMsFsX2DTTSY5V+d0TPgxb5mh+A2Z/s8igqSH2p1orTQgMrSUB25planZBCvtNh55C/8Eu23v9mBngEvGtcnngOnyw+G0eDYKdfYfuuk99u+IfQKt79eXIj5s0xgGMBWZsSi2XmwlRnBMNHbSSHnWMlphyCIzEGpdppzdegf8snSHqfLj49ODaOk0BDuY3+zA/2DPtm6//HpEfQOeKHXMTjUKt/Oosu/JFi+qBA9A1785nC/ai3nidTAqlJj1Lh4lGozQRDEZEYodlSjk8nqdypJNneJzUN49jc70D/kg8WsV53TAIjyT0rmOsByOPl59M0JMV8nhtK5p9wi+xiPc1FqXbzw28/hD3BpWzex4xPKnXnExpeK6xtS7RPEVGRK16jbt28fDhw4IPhdMBjEE088geHhYfzwhz/EnXfeCQAYGBjAhg0b8Oabb+Lmm2/GLbfcMp4mEwRBEFmKltHAZNTiuU12tHa40NTihNPlh8Wsx4paC+rsZvQMeLF1VyeGR4VrrPHhq9pi6XIKlKstWp1oP5ebxdZdnfjh39bguU12tLS7cKhVeA5ePXQB376nEj5/MLzfjo3Vkvvxr8rk59jj42A0jGUY/Gc5BauljlVDnQW1NfGFrxN9Jghi4lGqby8dOI/1t5QLak+kFjz3625Ao4nqw+Vm8dJbPdhyb6WkdrncARh0DP71azXh/r+6ugKlhQbsb3bA5RavucnbaTHrw/6DrwOiVsuBaA3kL2bGtpdIm8W0kiAIIhtQGteJxY77PnDgKw3TFcWUyeh3Kkk2d4nNQ3hcbhYvHTiPf7p/tuqcBkC49rbTFVCULwDAM4/MidrmClt+uC0l9shFTW5BTDzpPhcTrQu9jgHDaELft7vQFBln1VpQa09u3ThdAZhNWqxZZsXqeitKCg3h7/oHfThwxIH9zQ7R8clZ14mub4TsSK+WEUQ2MWVv1F24cAHf//73UVtbi48++ggsGy0ahw8fxokTJ1BfXx++SQcARUVFePrpp/HAAw/glVdeoRt1BEEQhGz4IHpJdT5qa8zhvw+NBLDnYA/2NTskg1j+WTm1xdLlFJpWW7Razn7nHT68+j8X8NiXZqJquhFb1laGv+sb9IXnoH7+NACAQa8J77d5ZzvW1Fuxapk1br/3Ph7E8sWFUX0dPzOCppYBOF0BWMw6NNQVoc5uhlzEjlXkE8/8Zy2jwbFTw4L9UdJNEJmDUn070+cV1Z5ILeCCQbjDOjvWB/8r6Hc/cmJ+ZV7U/o5LPlxyBzDNpENLuwsvvXU+Sj/WryzHyquLsHVXJ847fJJ2/u5wP145dAHDoyxy9IyqscbC69acilzR9qS0OVYrCYIgsoFk4rpEsWOimJInWf1OJWJjiozbxXKX2DwkkrN93svbqMtpAMT5XSX5gpBfVmOPEuTmFkTmMB7notx1sWROPmrtqV031eVGbL57JsqKctDS7sLLB3sEY9F9H4j/Gk7K/nc/cuKF35yTvL4BjI+WEUS2MGVv1D355JPwer34wQ9+gFWrVsV9/9577wEAGhoa4r676qqrYLVa8Ze//AXDw8PIz89Pu70EQRDE5CH2Cd1T50fx2jt9CferLDWGCze/fXQw4faxhZv5QtNiAb2Stvli53w9Dbn7/dWiAvQN+vDIjz/DzGIj8oxajHhYnO3zhN9bz9u5dI4Zr/9v6PXULjeL197pw+vv9qGyNHq/HQ9Xh5MVt4cVLIr99tHB8OtBTEat7KQmdrvYY5fq/giCSA9qtZPjEKc9j6wqx9yZpqh2v7e7E/2Dvqg+zvR50D/oQ36uDg//6LPw/kAQj99TCR0DfOvFdlH9aFxnw46N1di8s13wl3W8nT87cD6sn3yfarRciEQaH6vN3/qbWZhTkUuaRxBE1pGquE4sdpSKKSNtSJV+p5LIB9ROdrvx+M87JGtCA/F5SCRKfZVQW0JtSOYLG0L5QjAYjPLLJQV6fPOumSjM143L3MtZB8TEM97nYqJ1kep1w3JBPHRzGby+YMJY9CsN02X9qjiW/Fxdwpt0wPhqGUFkOlOyRt2rr76K9957D48//jiqqqoEt+no6AAAzJ07V/B7m80GjuNw6tSptNlJEARBTH7UFBhXU7hZTqFptcXO1dgUCACnez349PQITveO3aSLtFOoTY6L3m/ujDFbtIxG8OIKT1u3G0/t7kpZEjDe/REEoZ5ki97z2sOyQSyozIvTv7kzTDhwxBHVB8ch/Le5M0xh7Vpsy0dZUQ4a90rrR+PeLpQX5WBNvVWRnbF2SI01UsvFkDN3HAcY9QzmzjSR5hEEkZVkQlynNhYfL7SMBguq8jB3hjpfysNxwJ9PXEraL4v5O8F84XJ+8YcPB6L88pyKXBQXGMJ/z9S5J8aXTD8Xk0XLaGA0aGXForkG5Q+dTvb5I4h0MeVu1J09exY/+tGPcM011+DBBx8U3a6vL/TLhpKSEsHv+b9fvHgx9UYSBEEQUwolBcZZLogAq6xws5JC02qLncvdT6iAu1jbSuflRLcbXj8HhhEviN3W7UZrhyvpYu0sF0RLu0s0seFJVX8EQSSPXE25OOQTLHovpH8sF8Sol0XjOhtOdrvRM+DF9g02rK4vgq3MiLeOONAz4EXjulC/DAOsrreG9UNMq4CQfrS0u7BqmTXq74nsPNntRoDlVGl5snNHWkcQRDaSSXFdpustb99NVxYK+i65Mf/yxYVJ5w/7mx24OOSTPV/HTrmw+w+9Yb+8sNIU9smRf8/UuSfGj8j4LlHOPepjs25NpFvzJvv8EUS6mFKvvmRZFk888QQ0Gg2effZZaDTid+xHR0cBAEajUfB7/u9ut7SoAcAbb7yB//qv/5Jl42effSZrO4IgiKnMROiq0qLySlBaYPzf3+7FXctLJQtLOy6FCth/9/4qWYWm+e/VFjuXux8QKuAupyC2nDY5Lojg5W3nzTLhxc3zMDwagAZAXu5YmBNZELupxRn1Dn21x6ypZUDWtqnojyDGg8kes0ppyopaC+rsZvgCHMwmHb5zfxUOJdAovs1fNvXi9uuK8cwjc+D1c8jRM3jsrlkAgEsjAXzUNYwrqvLw3CY72s6OoKTQgF+9fQH3fbEUq+utKCk0hNuL1CqXm8WhVie2rK3ELVcVwRsIRump2aTDdx+oEtVbNVquZu5i20unvySIbGOy6+pkIZPiOrWxeCzp0mLevi33jr2danDYj4+7RlCQp8WS6piYP8EYks0figsMYLmgZF7E93XwwwG43Cy27urEM49U48dftwMAXj7YE/77jo3VeG6THS3trqg4gI8TyKdNPOOhq3x8d8d1JZLr84LTh9ffvYivrq5Q1c94IbRuRzwszCat4OvVI1Gjefz83XZtseT51DPgxevvOjJ+/ghivJhSN+p+8YtfoLW1FTt27EBFhbQIMJcfCRK7mRcMBqP+l+LcuXM4cuSIQmsJgiAIMcZTV5MpKq8EJQXGj54awcG/nMDf3TkTi215goWlrdP0+OrqioSFpoXGV2414MvLSxUXO1cyBrkFsaXa5G1vaXcJHhuny4+X3uoBFwxGFcR+9dAFQfuV4nQFZG7nT0l/BJFupkLMKqYpfYM+7DnYg3c+GsSNSwqxapkVW9ZWhr/nz2Mh/RsaYaFB6O+fnh6J06Prrwj9asDjY2G/XNvuKyvKUDRNj5Z2F14+2BO1Pa9VW3d1hvv95t2hG3+xWilLbxVqudK5i30KOt3+kiCyiamgq5OFTIrrlGh8LOnMXaTa5n8hF2tfojGkMn9I9H3kMeb9duTfzzt82LyzHWvqrXFxQN+gD3/40IGVV8e/jpoYX8ZLV4dGWAChNbSgMi9qfXp8ofewBhHEpRF52jERJDpna2bkYuuuTpx3+ETbUKt5nT0eyfNpz8Ee7Gt2wD4jV1X7BDEZmTI36tra2vDCCy/ghhtuwD333JNwe5MplER7PPGFbwHA6/VGbSfFjBkzUF9fL8vOzz77DC6XS9a2BEEQU5Xx0tVUFZVXgpxC0RazDkdPDePJXZ3Q6YBl8wtgydfBORzAXzqGcFVN6PPM4hzc+VfCr3CWGt/RU8BbRwawsDI0PmOONvxru1SNQWlBbKHvEx2bxnU2PNgwHZt3tkf9beOt5bLGkQiLWV4YZTHrU9IfQaSbqRSz8pry6qFevPfJEM72jdXKfO2dPrz+bh8qS43IM2ox4mExpyIXj99TKdjWo6vLoYEG33qxXVyP1tsQDAJ63eWLJtoE26+zYcfGavz63X5Bu+V+lruNEoTamwh/SRDZwFTS1WwnE+M6pfqdTi1W27bcMaTCnyX6bDHrYDZp8czGahj1DH7072ew5d6qqGPvcrOCccDZPg9uXGrByqut9ODJBDNeuhoZ3508545bD3NnpDa3TDVyzlk+3ty8s130l3VqNc9i1sF1Svx84uNuypUJYowpc6Puueeeg9/vRyAQwOOPPx71HXdZHfi/f/e730VpaSk+++wzXLx4EXPmzIlrr78/lDSL1bCL5O6778bdd98ty86HHnqInrgjCIJIwHjpqtyi8s9tsqtqXw0sF/p12NtHBwEAgQBw+JOhqG34z//8SLVkIplofMfPurH15fEdn1zkHJvGvSHb19Rb8do7fVF/47ggmCQS7NjjIEVDnYUSeiIrmGoxK8sFMb8yD680xf/KluOA071jD+z97ZoKwfOY44IozNcL3nTjaet2o3FPtJY27pGnX3+zvCQr9CMT/SVBZAJTTVezlckS16VTi7Nd5/ljPN1iQFlRTvjmy4ZbygWPfWwcAAArai0YcPlRRDcWJpTx0FWh+C52PaQyt0wHavJlIdRoXqymCp1PybRPEJMVJvEmkwO+ltzhw4fx5ptvRv3jX1/Jf3a73bDbQ8FFR0dHXFvBYBCdnZ3QarWCN/EIgiCI7CeTispHomU0qLObRYsy88yfZUJtjVnylZeJxscwgNcfKt6eSQWelRyblnYXVi2zhovc88cr2dGk6jgQBDFxpOI8DgLKfAWrTL+mWwwZrx+Z6i8JgiDkMhniunRq8WTQef4Y33FtcXgsHAccOOKQfezr7Ga8+f7FjB0jkTqUxneZthqSyZcjUat5k0FTCWIimDI36l555RWcOHFC8J9WqwWA8OeZM2di+fLlAIBDhw7FtdXS0oKBgQFcddVVyM/PH9dxEARBEOOD0qLy4xlcslwQ2zfYRANf/tUzUgmk1PjMJi3u+2Ipdm9ZgBc3z8Pcmabwq80yASXH5lCrE6WFBlSWGsN/S9XxSsVxIAhiYkn2PFaiR8dODUOrVaZfmaS9YmSyvyQIgpBLtsd16dTiyaLzLBeExayPGsv+Zgd6BrxoXCd97LdtsOHSSADvfDSY0WMkUkO2r/lk82Ugec3Ldk0dT2LngOZk6jJlXn2plPr6etjtdhw+fBivv/461q5dCwAYGBjAtm3bAAAPP/zwRJpIEARBpJlMKiofiZbRwGTU4rlNdrR2uNDU4oTT5YfFrEdDnQW1NfIKxQuNr8JqwDMbq1FWlIOWdhdePtiT0iL0qULpsckzauP+liypOg4EQUwcqTiP5eqRz88p2p7Xqo5zo5g3y5TRepKp/pIgCEIukyGuS6cWTwad549d5FhcbhZbd3Vix8ZqPLfJjpZ2Fw61xh/7US+L3Bwt/vmRarx6KP6V2cTkI9vXvFL7ly8uhCV/OGWaNxk0Nd3w4z92ahhNLQMZed2FGF/oRp0IDMPgn//5n7F+/Xp873vfw69//WuUlpbiyJEjGBoawtq1a3HTTTdNtJkEQRBEGsnEovI8fMC2pDoftTXm8N/5p6/kBHSx4+OLq+catIL1lpItQp9KlB6bEQ8b97dUkIrjQBDExJLseSxXjwx6RtH2vFb95I1uGPVMRmivGJnsLwmCIOSS7XFdOrV4Mul87FjOO3zYvLMda+qtWLXMii1rK8PfsVwQv32/H79suoCZxTloXGfDxlvLx9tkYgLI9jWv1P4HbpoOYDqA1GletmtqOmG5INweVrCOYCZddyHGlynz6ks1LFmyBP/xH/+BW265BWfOnMHhw4dRUVGBbdu2obGxcaLNIwiCINIIXwBZDnwB5IkgNmiTG8QJjW/NMivKinLQuDdxofiJDBaVHJsVtRb0Dfpwtm+seHU6jpf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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 888,
"width": 885
}
},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"hd 1.000000\n",
"thal 0.530603\n",
"ca 0.455398\n",
"exang 0.427123\n",
"oldpeak 0.424947\n",
"cp 0.412597\n",
"slope 0.335926\n",
"sex 0.281912\n",
"age 0.223498\n",
"restecg 0.157941\n",
"restbp 0.153849\n",
"chol 0.067350\n",
"fbs 0.000192\n",
"thalach -0.430108\n",
"Name: hd, dtype: float64"
]
},
"execution_count": 65,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# %load solutions/q03.py\n",
"categorical = [\"sex\", \"cp\", \"fbs\", \"restecg\", \"exang\", \"slope\", \"ca\", \"thal\", \"hd\"]\n",
"numerical = [\"age\",\"restbp\", \"chol\", \"thalach\", \"oldpeak\"]\n",
"\n",
"# pandas trick: give me all rows of numerical columns\n",
"sns.set_context(\"notebook\", font_scale=1, rc={\"lines.linewidth\": 2.5})\n",
"df_to_plot = heart_df.loc[:,numerical]\n",
"sns.pairplot(df_to_plot);\n",
"\n",
"plt.show()\n",
"\n",
"# Look at correlation coefficients too\n",
"corr_matrix = heart_df.corr()\n",
"corr_matrix['hd'].sort_values(ascending=False)\n"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {},
"outputs": [],
"source": [
"# your code here\n",
"# 04. What percentage of men and women seek cardio exams? "
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 231,
"width": 349
}
},
"output_type": "display_data"
}
],
"source": [
"# %load solutions/q04.py\n",
"# first find percentages\n",
"per_men = (heart_df.sex.value_counts()[1])/(heart_df.sex.value_counts()[0]+heart_df.sex.value_counts()[1])\n",
"per_wom = (heart_df.sex.value_counts()[0])/(heart_df.sex.value_counts()[0]+heart_df.sex.value_counts()[1])\n",
"per_men, per_wom\n",
"\n",
"labels = 'Men', 'Women'\n",
"explode = (0, 0.1) # only \"explode\" the 2nd slice \n",
"sizes = [per_men, per_wom]\n",
"\n",
"# First and last time I will use a pie chart, let alone an exploding one!!\n",
"fig1, ax1 = plt.subplots()\n",
"ax1.pie(sizes, explode=explode, labels=labels, autopct='%1.1f%%', shadow=True, startangle=90)\n",
"ax1.axis('equal') # Equal aspect ratio ensures that pie is drawn as a circle.\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [],
"source": [
"# your code here\n",
"# 05. Does resting blood pressure increase with age?"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 393,
"width": 1175
}
},
"output_type": "display_data"
}
],
"source": [
"# %load solutions/q05.py\n",
"fig, ax = plt.subplots(figsize=(20,6)) \n",
"ax = sns.boxplot(x=\"age\", y=\"restbp\", data=heart_df)\n",
"ax.set_ylabel(None);\n",
"ax.set_xlabel('age', fontsize=14);\n",
"ax.set_ylabel('restbp (mmHg)', fontsize=14);\n",
"ax.set_title('Percentile Distibution for age and rest blood pressure', fontsize=14);\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Bonus: Find the hidden pattern\n",
"\n",
"Read the following file into a `pandas` Dataframe: '../data/mystery.csv' and plot it. How does it look? You should see a beautiful pattern. If not, think of ways to fix the issue."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"scrolled": false
},
"outputs": [],
"source": [
"mystery = pd.read_csv('../data/mystery.csv', sep=' ', header=None) \n",
"mystery.head()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# your code here"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# this solution will be revealed in the next lab\n",
"# %load solutions/mystery.py\n"
]
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.9"
}
},
"nbformat": 4,
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