{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Areal interpolation: Tracts to Voting Precincts\n", "\n", "This notebook demonstrates the interpolation of an intensive variable (Pct Youth) measured for the census tracts tracts in Riverside and San Bernardino counties in California to the voting precincts in the respective counties." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import tobler\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import geopandas" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "tracts = geopandas.read_file(\"https://ndownloader.figshare.com/files/20460645\") " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(822, 8)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tracts.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are 822 tracts in the two counties." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", " | STATEFP | \n", "COUNTYFP | \n", "TRACTCE | \n", "GEOID | \n", "IE_NAME | \n", "IE_pct_you | \n", "pct Youth | \n", "geometry | \n", "
---|---|---|---|---|---|---|---|---|
0 | \n", "06 | \n", "071 | \n", "004201 | \n", "06071004201 | \n", "Census Tract 42.01, San Bernardino County, Cal... | \n", "0.214690 | \n", "0.21 | \n", "POLYGON ((-117.34794 34.13602, -117.34725 34.1... | \n", "
1 | \n", "06 | \n", "071 | \n", "004202 | \n", "06071004202 | \n", "Census Tract 42.02, San Bernardino County, Cal... | \n", "0.204101 | \n", "0.20 | \n", "POLYGON ((-117.32259 34.11639, -117.32259 34.1... | \n", "
2 | \n", "06 | \n", "071 | \n", "004401 | \n", "06071004401 | \n", "Census Tract 44.01, San Bernardino County, Cal... | \n", "0.237707 | \n", "0.24 | \n", "POLYGON ((-117.35944 34.09045, -117.35944 34.0... | \n", "
3 | \n", "06 | \n", "065 | \n", "041912 | \n", "06065041912 | \n", "Census Tract 419.12, Riverside County, California | \n", "0.198622 | \n", "0.20 | \n", "POLYGON ((-117.65093 33.87887, -117.65086 33.8... | \n", "
4 | \n", "06 | \n", "065 | \n", "043822 | \n", "06065043822 | \n", "Census Tract 438.22, Riverside County, California | \n", "0.127917 | \n", "0.13 | \n", "POLYGON ((-117.21237 34.00421, -117.20705 34.0... | \n", "
' syntax is deprecated. ':' is the preferred initialization method.\n",
" return _prepare_from_string(\" \".join(pjargs))\n"
]
}
],
"source": [
"tracts = tracts.to_crs(precincts.crs) "
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"nan values in variable: pct Youth, replacing with 0.0\n"
]
}
],
"source": [
"estimates = tobler.area_weighted.area_interpolate(tracts, precincts, intensive_variables=['pct Youth'])"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(array([], dtype=float64), array([[0.42896819],\n",
" [0.23996352],\n",
" [0.70018814],\n",
" ...,\n",
" [0.18013979],\n",
" [0.11000376],\n",
" [0.22 ]]))"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"estimates"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
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6LvYayglwGYlootAmFB9pnABN9F2CpSYkPr9ECBXNGYgk4ibv/WUzxw7XFdqUombLtiO8+OoGPly7n8oth/hw7X5efHUDW7Yd6blzGnKREo5Go1x22WXMnj2bGTNm8LOf/czx/nOVEv7a177G5MmT26oSVlVVObahK1ROgMswE8rjdcqEyU3MXNCIlIAUSCmQqTmCkmAzpuklYRrYVrIamabZGB4TgUQisG0t2cdO9gXQdBtpJ9+3bmuPaHUuhERDohsWhnH2pJZSYEsNaZ9TAU1IRDv94wMHzmfjx2ouub9gmRZ/fbOKq2+ZxfgpzivbDXS2bDtC5ZZDnbabCatt++xZ4zt93hOtUsLLly+nrKyMSy+9lDvuuIPp06d3aNcqJXyuwp/P52PlypWUlpaSSCS46qqruPXWW1m4cGHGNrRKCS9atIiHH36YJUuW8Mgjj3Rq9/3vf59wOMx//ud/dvrsF7/4RZsSYb5QkQCXoZYGOsfjkfh9YQL+MIFAiGCwhZJgMyXBZgAMI07AH6akpJmSkmYCgRAeI4ZhxPEYMXzeSLJ/qm8w2NL2d/tt7V+tnwX8YXz+SAcHAJJOgq4lHYMOLz2BrpttL0NX/979DduWrHl7G9V7awttSlERi5ts3VmTts3WnTXEs3hQylVKWAhBaWnSWU8kEiQSCUfTkPmQEu4tlBPgMqRyAhxTzCkBsZg6BfsjUko+Wr6d/Tv6Tq622Dl0+HRGUsKfZDHdkg8p4VaBoNGjR3PjjTeyYMGCjPvmS0r4xz/+MRUVFXz3u98lFnOuptgV6grkMtTqAOcUsxOQSKhTsL8iJaxdtYtdVYcLbUpREIlklg+VqeRwe/Ih5dsqEFRTU8P69evZvn17n+7/n//5n9m9ezcbNmygvr6exYsXO+rfHeoK5DIGkpaDout8A0X/YtMHe9m2oVqd2z0QCGSmxZCp5HB78iklPHToUK699lqWLVvWYXtvSwmPHTsWIQQ+n4/777+f9evzoy2jnABF0VPMKoKapm4MA4Et6w6w+aP9yhFIw8QJIzOSEp40YYTjsXOVEj516hQNDcnln5FIhBUrVnSS8u1NKWGA48ePA8kHxddee42ZM2c66t8dRXz57J+oi4RzRB8uA8w3ygkYOOzcfIgNq/eoc7wbfF6DiulladtUTC/D6+l7KeHjx49z3XXXUVFRwaWXXsqNN97YaQlfT+QiJQzw5S9/uU1K+PTp0/zkJz9xfBy6QkkJu4zDu4/y16UfFtqMouKS6yTT5p0otBlZsWvHJDZvDBbaDEUfMvmisVx+wzS0Yg5hOcSJlPCWbUfYurOmk5RwxfSyrJYHDiSUlHA/YPxFSjnLKcUsHXDx9ENMnZb6Ap3yA1J1ClJ/2ZbOS3+e0me2KXqH6j3HMRMWV900A91IH/4eiMyeNZ5pF4/lk8N1RMJxAkEvkyaMyCoCoOgZdVQVRU8xrw4QQqKL9MuiWrGFha7bCCEQAnQDdD05hRQOFbEnNAA5cvAkq9+yuObWih7nwQciXo/B1AvOK7QZAwLlBLiMgTQ9ky8Gyry6ptnc+792d9re3DyEN14ZVwCLFLlw7HAdq96s4trPzMbjVZdiRWFQjw8uQxULUigGDieOnuG91zcTjynNEEVhUE6Ay7BUsSDH2HYRzwcoBjynTzSy4rVKohHnRXAUilxRToDLUBUDndNUP7B/xqrgUPFTf6qZ5a9sIhzKTynYYieWMNl1+ASb9tWw6/AJYkpYrdcY2FdPF6KcAOc0nSm0BYXFVk5Av6DxTIh3XtpA05lQoU0pKJv21fBfKypZvfUgG/YcYfXWg/zXiko27UsvLtQTuUgJA0yaNIlZs2YxZ84c5s/vdsVdt+QqJSyl5Mc//jFTp05l2rRpPPnkk45t6ArlBLgM5QQ4p5hXB+QDj2EyfIRFsET9doqdUHOUd1/ZRP2p5kKbUhA27athw54jJKyOK2YSlsWGPUeydgRapYTffvttdu7cyZ///Gd27tzZqV2rlPD3vve9LsdZtWoVVVVVZFNvplVKeN++fQwbNowlS5Z02e773/8+zz//fKftzz77LEeOHGH37t3s2rWLRYsWObahK5QT4DJMFfZyTOmQQltQWEpKmrnls3tYcGVDoU1R5IFoJM6K1zZxqrax0Kb0KbGESdX+Y2nbVO0/VhAp4VzJh5Twr3/9a37605+2FZkaPXp0XmxTToDLUCsEneMPqoMGYJnqdO4vxGMm771eyYmjA2eu6+Dxuk4RgHNJWBYHa+sdj50PKWEhBDfddBOXXHIJTz/9tKO++ZASPnDgAC+88ALz58/n1ltvZd++fY76d4e6aiiKHn9QhcGhuDUUFJ0xExYr36ji+BHnN71iJJzhMslQtDBSwh9++CGVlZW8/fbb/OpXv2LNmjV9uv9YLIbf72fjxo387d/+LQ888ICj/t2hnAC3oUIBjjG86pgp+ieWafHXN6uoqT5VaFN6naAvsxB8ib8wUsKt7UePHs1dd93VScq3t6WEy8rK+MIXvgDAXXfdxdatWx317w7lBLgMVTHQObqquqrox1iWzZq3t3L4wMlCm9KrTBk7Ak8PJ7NH15kyZrjjsXOVEg6FQjQ3N7e9f/fddztJ+fa2lPDnPvc5Vq5cCcDq1auZOnWqo/7doZwAl6F8AOfoujpoQKvekKIfYtuS95dto3rP8UKb0mv4PAZzytM/Hc8pP78gUsInTpzgqquuYvbs2Vx22WV85jOf4ZZbbnFkQ65Swj/84Q95+eWXmTVrFj/60Y/43e9+5/g4dIWSEnYZh3YeYfWLHxfajKLi+rsTnD+xrtBmFJyjR8eyesWwQpuh6EWEgPnXXMRFRSap60RKeNO+Gqr2H+uQJOjRdeaUn88lF5b1lon9AiUl3A+ore7fIb/eYADJsisGOFLChtV7MBMWM+ZNKrQ5vcIlF5Yxa9IYDtbWE4rGKfF7mTJmuJIS7iXUUVUUPyorPomaDhgwbP5oP2bCouKyKY6zzIsBr8fg4vH5WQevSI96hnIZniwyXwc6/fAamBUC5QwNJLZtqGbTB3tVMrEiJ1QkwGWUDA4U2oSiQzkBSYYObeHyqz1EoxqxmE4sKohGdKJRQTgkiEZASuX39yd2bzmC0ATzrriwX0YEFL2PcgJchpISdo5pqosfQDDYwuQpLWnbmJYHyzIAAVIiEUhbIKVACMmxo8NZ92HnkqUK97Jr82EEgrlXlCtHQOEY5QS4jEhzpNAmKPoxhp7A0LuvzOb1DXAhhiJl5+ZDmKbFpddc1C8cgZhpsv9UHeF4gqDXQ/moEfgMdbvqDVRs0GWo6T3naJo6aArF3m01rF25C9su7mjihkM1PLO2kpV7D7L2kyOs3HuQZ9ZWsuFQYaWEGxoauPvuu7n44ouZNm0aH3/sbCl3rlLC7733HvPmzWPOnDlcddVV7N+/39H+u0M5AS5D09zpxQtN4PEZeAPuS1xUSwQViiQHdh3joxU7i3ZaccOhGtZ+0rWU8NpPjmTtCORDSvjb3/42t9xyC7t372bLli0Z1z1oJVcp4UceeYQ//vGPVFVV8Td/8zc89thjjvbfHery6TZcEsoTmsBf6sfj96DpAmlLEjF3yhyrSIBCcZZP9tby/rJtWGZ6RT63ETNNNh1JLyW86cgx4mbfSwk3NTWxZs2atip/Xq+XoUOHZrz/fEgJCyFoamoCoLGx0bH2QHcoJ8BluMEH0D06Hp+HaEuURDSBbbn8JqvqBOQPdSj7BTXVp1j91lbMRPE4AvtPZSYlvP9U30sJHzx4kFGjRnH//fczd+5cHnroIUKhUMb98yEl/Lvf/Y7bbruNsrIynn/+eX74wx866t8dPToBQojxQohVQohdQogdQohvp7bPEUKsFUJUCSE2CiEua9fnR0KI/UKIPUKIm9ttv0QIsS312ZMilcEihPAJIV5IbV8nhJjUrs99Qoh9qdd97bZPTrXdl+rrvjh1Fmh6Yf0yXzB5GOMR53KdhUJXkYC8oY5k/+HY4TpWvrGZWDQzid5CE45nKCXczVx6OnKV8jVNk8rKSh555BE2b95MSUlJt3kFvbF/gCeeeIK33nqLmpoa7r//fv7+7//eUf/uyOSOYwL/W0o5DVgIfEMIMR34F+D/k1LOAX6a+pvUZ4uAGcAtwH8IIVqloX4NfB24MPVqVWB4EDgjpSwHngAWp8YaDvwMWABcBvxMCNFaHH0x8ISU8kLgTGqMokcr8AS3ZdpYRfT0ACCUE5AXLMvgTJ2v0GYo8sjJYw0se2kDzY3uX3UU9GYoJezteynhsrIyysrKWLBgAQB33303lZWVHdr0ppTwqVOn2LJlS9v+7733Xj766KOM+6ejxzuOlPK4lLIy9b4Z2AWMI/nQMDjVbAjQOplzJ7BUShmTUlYD+4HLhBBjgcFSyo9l0i36A/C5dn2eS71/CbghFSW4GVgupayXUp4BlgO3pD67PtWWVN/WsYqaQlX/8ga8BAcHMOPp59vcMF1xLsoJyJ3m5iG89UY5O7aqYlX9jeaGMCte3URzQ7jQpqSlfFRmUsLlo/peSnjMmDGMHz+ePXv2AMlM/enTp3do05tSwsOGDaOxsZG9e/cCsHz5cseJid3haOFlKkw/F1gHfAd4RwjxrySdiStSzcYBa9t1q0ltS6Ten7u9tc8RACmlKYRoBEa0335OnxFAg5TS7GKsosbu46xeX9CLbmiEmiLEIy68w2eASxdUFA0HD4xn3YclqppgPybUEmX5a5v49J3zGDyspNDmdInPMLhk/Pms/eRIt20uGX8+3izqBbSXErYsiwceeKCDlDDAww8/TG1tLfPnz6epqQlN0/jlL3/Jzp07GTx4MP/+7//Ol7/8ZeLxOFOmTOGZZ55xZMPixYtZtGgRP/nJT5g7d24HKeHf/OY3bdLAV199Nbt376alpYWysjKWLFnCzTffzG9/+1u+8IUvoGkaw4YN4/e//73j49Dlscm0oRCiFHgZ+I6UskkI8RjwXSnly0KILwJLgE/TtYyJTLOdLPqkG+tcu79OcgqCCRMmdNXEVdh23zzVSiQlg4OEmsKI1P+KFpUYmBXxuJ91H4/nyCeZhWEVxU24Jca7r2zi+jvmMnyUO6tCXjoxKRW86UhnKeFLxp/f9nk23Hbbbdx2222dtj/88MNt78eMGUNNTdfLEOfMmUMuUvRTpkxh/fr1nbbPnz+/zQEAeP/997vsf9ddd3HXXXdlvf/uyMgJEEJ4SDoAf5RSvpLafB/w7dT7/wZav0UN0F7suozkVEFN6v2529v3qRFCGCSnF+pT2689p89fgdPAUCGEkYoGtB+rA1LKp4GnAebPn+/6u4Xsg0IfHp+BbmiEmyKOb/5unA5QOOfUqVG8v2oE0Yh6+h9IRCNxVry2iWs/M4fR52e+xK0vuXRiGbPHjWH/qXpC8TglXi/lo4ZnFQFQ9EwmqwMEyaf8XVLKx9t9dAz4VOr99cC+1Pu/AItSGf+TSSYArpdSHgeahRALU2N+FXi9XZ/WzP+7gZWpvIF3gJuEEMNSCYE3Ae+kPluVakuqb+dFn0VIb6YE6B6d4JAAibhJNJRt9r/7vADlmDhj186JLH9rpHIABijxmMl7f9nMsUOnC21Kt3gNg+ljR3PpxDKmjx2tHIBeJJMjeyXwFWCbEKIqte3/AH8L/FvqyT1KKuQupdwhhHgR2ElyZcE3pJStcZ1HgGeBAPB26gVJJ+N5IcR+khGARamx6oUQ/whsSLV7VErZukj0B8DS1LTE5tQYRU9vJAZ6/B48XoNwc4RwEWQJO0Wo6YCMqT5YxuYN7pwTVvQdlmnx1//ZwpU3zmTihecV2hxFAenRCZBSfkD3j3+XdNPnn4B/6mL7RmBmF9ujwD3djPV7oFMGhJTyIMllg/0KmcecgJIhASzTIhKKkcjXWmEXPnVvXFeG7rXxGBLNkBiGbCslLISkYnZ1YQ10CSdOnMfH77tzLljR99i25IN3txGPm1w4o1/kVSuyQMVYXEauOQG6R8cX9BENRQmlnvqLOukvA06f8hKLd13bwDAkFbP72CAX0hIazKp3huNKL05RMKSEdat2kYibTJ87sdDmKAqAcgJcRrarA5JL/fRUyL831wMX11w0jVcAACAASURBVE1E09VUgZSCj9aMwZbF9W+n6DsqP9xHLJpgzsILXCFFHDVN9jecJmQmKDE8lA8diV/lBfQKKjPIZTidDggODuALeomF44SbIr1e99UF14cu6P5Lu+GCVmgOHCjj9El1AVWkZ8emT6j8cF/BCpa1sq72CEt2bGD5kf18dPwQy4/sZ8mODayr7b5+QCbkKiX8xBNPMGPGDGbOnMmXvvQlotGoo/3nKiW8cuVK5s2bx8yZM7nvvvvaqg/minICXEZGJ6CA4JAgukcn3BQhFnZPnX8pJZquFfxC0koiBkdrxlJz5HxqjpxPbe3ASoKqrx/Bxo9KC22GokjYVXWYDav3FOz8XVd7hI+OHyJud5zei9sWHx0/lLUjkKuU8NGjR3nyySfZuHEj27dvx7Isli5d6siGXKSEbdvmvvvuY+nSpWzfvp2JEyfy3HPPddnfKcoJcBnppgN0Q6NkSABN1wg3hgtS419KicdnoOkCoQk0XWuLRkgkiOQJZ3gNAoMDBIcE8AZ6V9tJppmisKVg9XvDWLNyKGtWDmX3jsHdtu1PSCnYu3cCy94YraYBFI7Yu72Gj5bvwO6DmiXtiZomG090XainlY0naohZfS8lDEkRoUgkgmmahMNhR7X/c5USrqurw+fzMXXqVABuvPFGXn755Yz3nw4VI3QbXXjgrcl+keZIW7JfoYi2xDr8LZHJaQg6JiBaCYtIItKhXUoyknb/wTtqBJYtQYi2bckQvmx7375fV8cnUWSCR71NS8tgNm88jyOHVCVARXZU760lkbC4+uaZ6Eb6ev75Yn/D6U4RgHOJ2xb7GuqYOcJZRK8rKeF169Zl3H/cuHF873vfY8KECQQCAW666SZuuummjPvnKiU8cuRIEokEGzduZP78+bz00ksdBJFyQUUCXEZrGE7TBcEhAfwlPqyESbgxnNflg31N8lYukvd2CdJOvgBsmYyAWFbyZZo2pikxTUkiYRNP2MTjVvLV+ne7l5PIZbqoQTETDpeyb+8E/uf1i/nLy2XKAVDkTE31KVa9uYVED6Ji+SJkZiglnOh7KeEzZ87w+uuvU11dzbFjxwiFQvzXf/1Xn+1fCMHSpUv57ne/y2WXXcagQYPaHIpcUU6Ay9A9OsHBAWxbEm6MEA3FKLaMfDdj9aOgQSRSQvXBMt59eyqv/fcENnxcSmODOqUV+aO2pp6Vf9lMPJanOiNpKDEylBL29L2U8IoVK5g8eTKjRo3C4/Hw+c9/vpOUb29KCQNcfvnlvP/++6xfv55rrrmGCy+80FH/7lDTAS7DNu228PpAoK/dmx6ijUVBJFLCinfG09yobviK3udUbSMrXqvk+tvn4g/2Xn5P+dCRrD5anXZKwKvpXDh0hOOx20sJjxs3jqVLl/KnP/0p4/4TJkxg7dq1hMNhAoEA7733HvPnz+/QplVKuCvaSwkvWrTIsZQwwMmTJxk9ejSxWIzFixfz4x//2FH/7lBXEZfRVyqCbqGvV/BZZvH/5HfvHKMcAEWfUn+qmXdf3UioxdmyOCf4DYP556VXCZx/Xhk+PTcp4WnTpvHFL36xg5Rwq5xwbW0tZWVlPP744zz22GOUlZXR1NTEggULuPvuu5k3bx6zZs3Ctm2+/vWvO7Jh8eLFPP7445SXl1NXV9dBSvihhx5qa3f11Vdzzz338N5771FWVsY777wDwC9+8QumTZtGRUUFt99+O9dff73j49AVwi1LufqC+fPny1ykIPuC1S9+xKGd6TNk+xP+80YQt/ruNzh4iM1nP7e7z/aXb86cGcHbfxlYyxwV7qFkkJ9P3zmPQUODjvrt2rWLadOmZdR2Xe0RNp6o6RAR8Go6888rY8GY8Wl6Kro6zkKITVLK+d10UdMBbmOgRQL6+tsWc06AlIK1H4wstBmKAUyoOco7r2zk03fOY+iI3qk/sWDMeOaMGsu+hjpCiTglHi8XDh2RVQRA0TPqqLoMyyziu1QWKCcgcw59Mo4z9X2zXEuh6I5oOM67r2zi03fOZfjo3qm74dMNx8sAFdmhJhZdhm31bYGOQtPXOQF9XP8kb0QiJaz7UFX+U7iDeCzBitcrOVXbWGhTFDminACXMdCmAwwp8RkCjy4wdIGhCbx68uXRSW7TQdfOvrQcHAdpF99ySykFaz8ah2Wp01XhHuIxk5V/2czJYw2FNkWRA2o6wGXkKiVcbIRO1DvuExhWSkzPbqmS0IrPyfqkehzHa9SpqnAfibjJyjc2c91n53DeuGGFNkeRBerRwmUUc1XAvkLaNoYOos8zCvqepqahrPtgUM8NFYoCYSYsVr5RxbHDdXkbM2Yl2N14lMr6anY3HiVm9X6xooGKcgJcxkCbDsiGaGOY+Il6/HrxhfadEIsHWPnuGCUApHA9lmnx1zerqN6Rez37yvpq/vTJh6w5uYuNdQdYc3IXf/rkQyrrq3MaN1cp4X/7t39j5syZzJgxg1/+8peO95+JlHBVVRWXX345M2bMoKKighdeeMFR/2xQToDLGGjTATmRRfk/aQvicT+W5e7wum1rvL9yPOGQOkUVxYFtSypX7WTnx3uyHqOyvpqNdQdI2B31ChK2yca6A1k7ArlKCW/fvp3f/va3rF+/ni1btvDmm2+yb98+RzZkIiUcDAb5wx/+wI4dO1i2bBnf+c53aGhoyLh/NqgrjMtQkYDMsbMQNkkkBC/9eQob1k7Kv0F5ZNvWSZw84W5HRaE4l7ims2n5VqpWbe9SNCcdMSvBljOH0rbZcuYQcbvvpYR37drFwoULCQaDGIbBpz71KV599dWM95+plPDUqVPbNAHOP/98Ro8ezalTpxxJETtFOQEuYyBVcMwVM579PGFXRQptW0O6IPR+6tQodmzxFdoMhcIxlg0lo4aydfVONr67xdH1rLrlZKcIwLkkbJPqlpOO7epKStiJlO/MmTNZs2YNdXV1hMNh3nrrLUdSvtlICa9fv554PM4FF1yQsxRxOtSjhttQPkDGaLqGJWVWxQZalwo2NAxj5bvJoiTRiMb8hSGmXpT+aaQ3CYdL+evykSjlSEWxErYEukdn18d7ScQSLPzsJRn2y2yOO2TGHNuUq5TvtGnT+MEPfsCNN95IaWkps2fPdiTl63T/x48f5ytf+QrPPfccmqblbH86VCTAZahIQOZEWyKIpiZ8ZoyAbjvyBRIJQTweINTiJxrRiEaSp4JlChIJPwnTh2l6+zQyYJpeVi0vI5FQDoCiuPEEkpGs/ZXVfPDKuoyua8EMl/2WGM6jZLlKCQM8+OCDVFZWsmbNGoYPH95JyjdfUsJNTU185jOf4bHHHmPhwoWO+ztFRQJchloimDkCgZWwiDSEANAMHY/fg7QlnqAPKSUxzUNX15/jNQYv/Xlyp+2bNwbZvHFK29+fvrWO0aNP9Np3aCVZEGgijQ3KL1cUP+2fUj/ZfoRBk/xIKdM+vU4uHc3Hp/elnRLwaAaTS0c7tidXKWE4K+V7+PBhXnnlFT7++OMOn+dDSjgej3PXXXfx1a9+lXvuucdx/2xQVxyXYavVAVljmxaxlijxcIzQ6SbCdc0EciwOFIkYRGNBYrEAsXiAWDRANBZMvUqIRINEokHicX9OUYOtVZM4XO3puaFCUQycU9bTTFg017Wkvb75dA+zh01MO+zsYRPxan0vJQzwhS98genTp3P77bfzq1/9imHDnBVHykRK+MUXX2TNmjU8++yzbVGFVseiu/65oqSEXcZLj79BuClSaDP6DULX8I4cSqIPhIOEsPEHuk5ROPc0E6n/kxJsWxCLqikARf/BbycI1ze3/T3t5ilMnjgFj9dg0PBSNK3758/K+mq2nDnUISLg0QxmD5vIvOGdo3eKsygp4X7AAPLJ+gRp2STqGgkMLyVq672adymlRiTciztQKIqE7sL+ibhJU10Lg0d07wjMGz6ZmUPHU91ykpAZo8TwMbl0dFYRAEXPqKPqIuKxxICTEu4LbNMidLIRX6kfUVJCvKv1gQqFIn+kmfs3EyZNp5sZPGIQmt61I+DVDC4anJ/EN0V6VE6Ai4g0R4hH8lMKUtGZWEuUyInT+MwYPgOMXOQIFQpF9/SwVMc0LZrqmgecdLobUU6AYkAhEEQaQkRq67EaG9WSTIWiN8jAvzZNi8bTzViWin4WEuUEKAYmAvzDBuet4IZCoThLpueVZVk0nW5W06AFROUEuAj1VNp3lIwaSsR5CXKFQpFnLMumMZUjYHh0ABJ2nNroUWJ2FJ/mZ4x/HB4ts2JCCmeoSICLUIWC+o7QyTMEpKkcL4WiF5AOy17btk1TXTNmwmR/yy5WnXyL7Y2b2Ne8g+2Nm1h18i32t+zKyaZMpIT/+Mc/UlFRQUVFBVdccQVbtmxx1D8duUoJP/XUU5SXlyOE4PTp04733x3KCXAR6obUlwhCdU0EPGo6QKHIO1mcVrZts+1YJbsbtmHJjmE6S5rsa96RtSOQqZTw5MmTWb16NVu3buX//t//y9e//nVH/dORq5TwlVdeyYoVK5g4MX1BJacoJ8BFKBnhvidUW6ciAgpFnsnmbDJlgkPx/cTCsW5zBA627MG0nauHZiolfMUVV7RVAly4cCE1NTWO+ndHrlLCAHPnzmXSpEmOvncmKCfARajpgL5HtEUE1KmgUOSLqAnSoStwyjyOJZM3/1gk3qUjYEmT2miNY3uykRJesmQJt956a9b925OrlHBvohIDXYQcKLoBAtdJJstoFLJQJ1MoFJ0JGBByOCcQlx0lgmOROL6AF93QO2yP2lHH9jiV4l21ahVLlizhgw8+yKp/rvs/V0q4N1GPPy5iIESkvdMGo98+Clz25G1GnYcYFQpF19iRWM+NzsErOjvhsUgc8xzhD7/mdzy2EynhrVu38tBDD/H6668zYsSIjPv3ppRwb+KuK/EAp7/PS/vmDaNprkFokIX83Ag85wcKbVIbuk8FxRSKfOF0KgBglDEWXeidtsejccxE8uapC4Mx/jLHY7eXEo7H4yxdupQ77rijU7vDhw/z+c9/nueff56pU6c66t8qJVxVVcWjjz7a4bP2UsCAYynh3kQ5AS6iPzsB+mgfsSlGW9ZwzGvRcm0A76dH4rt2BN7rR+JbMDyrrOJ8oBnKCVAo8kYWlzJDeBjv6Xr+Ox5NYMZNppRehKE5l9zOVEr40Ucfpa6ujr/7u79jzpw5zJ8/v8f+mZKrlPCTTz5JWVkZNTU1VFRUtPXJFSUl7CJOHDrFO8+sKrQZeUVq4L98BE0TJTKDG3xJi479Tj0y2rcVxErOG0bEUssFFYp84I1FiDaflURvlRLOhEPxfRxJHGhLEgTQhc54zwXMHncJhkc57N2hpISLnGKsYCv8OlqJDkIgPFry5q0nv4g+xEN8boBGX+Y39FCphefOYQQ2RYnvb+l2n56xfsRIL9FNZxB5yKcswkOvUPRLJnovZJxnEqfMWuIyilf4GWWMwRAeEjFTOQF5Rh1NF1GMQRnPFcNoGpvuLuz8iT5h2CQWeBk8YSTx1XVgSbyTS7CnB4mVShKGTeszxuCmwcT3NGVle3uSETHlCigU+SDXCLMhPIz1jO+5oSJnlBPgIopxakYGeu/G2TTWxn/XSPQ4NA2y6MqhECPy8xOWlg1CpcgoFG7G8KpbVr5RR9RFFKMTkHC+WscRUZ8FaZbvJ87T81J3wDYtUGFGhSI/9MKlTNO0NoEhRf5Qjz4uougqBnoFcW9hCxyFgxa+K4bnPI6unjAUiryh+51n8GeCkv7OP8oJcBHFFgnwzR2GrRXe5saJYIzKMSQhi+/4KxSuxZOb7K8tY4TsPTTZVYTsPdgyhm3bbfUCFPlDOQEuopjuQRJJdKJLfj4C9PNzcwJCpxsJGkX0D6BQuJioKRFadk/tTXYVtdaLnLE/pMmu5Iz9IbXWizTZVSRi2TsBuUoJP/DAA4wePZqZM2dmtf9cpYQffPBBZs+eTUVFBXfffTctLV2vnnKKS67iCigu7QBf+SBiHhfZ6809TNhy4gx+Q4UbFYpskFKia0ndAL/Mrgx3k11Fk12JTcf+NomkQxDflNW4uUoJA3zta19j2bJlWe0fcpcSfuKJJ9iyZQtbt25lwoQJPPXUU1nb0h7lBLiIYooE2Be5p+QvAP7cf8oCgbD6tkiRQlGsJG/4Ar800VqakXX1JE7WE6qtJ1zX7DjHyZYxWuxtads021uxZOcn6J7IVUoY4JprrmH48Ozyj/IhJTx48OC2sSKRSN7yI5QT4CKKZU5aH+mjZYi7bpYyD5EAAHSVfaxQpEPXICBNEifrCNXWEa5rSglw5XYORuQnnSIA5yIxaYkfcDx2rlLCuZIvKeH777+fMWPGsHv3br75zW/mxTblBLiJYnEChnkYckwwuFbDl3DHTygfToB/SJCoWRz/BgpFNmgaBDQbv0wQwCIgLAKaTUCXBHVJQAe/kXz5DPAbgoAhCBgQ1CW+RIzEqXpCdU3ku7iWRaTHNrYtseyQ47GzlRJevHix433lY/+tUsLPPPNMBynhZ555hmPHjjFt2rQO+QK5oNZFuQi7SJYIxve1wL5kUor/smHELnR2MZBSdnsCCMCnezE0DSkltgRdCCJ2HCtNzoTM8QFe6BoJj683ljcrFK7AZwhipxsIme6K4rWik8EUo5ToWonjsbOREn777bfbpIQzwbIsLrnkEgDuuOOODkqC7aWEDcPISUpY13XuvfdefvGLX3D//fdnbF93KCfATRRJJKA9sU0NaBcMd7RUUAhBqeHHkja60NpkRwUCU1poQpCwLIQAQ+iErBhISanhJ2zGsensDFhpCgplgi/oIyaLU79BoegJnyGInKjrlSI++SIgJtHI+rRTAobho9TbtdJgOtpLAY8bN46lS5fypz/9qVO77qSEM6FVSrgr2ksJL1q0yLGUsJSSAwcOUF5ejpSSN954g4svvtiRfd3hjliuAihKHwAsScnpzH5GQgqCcT/BuA89qqNrGqa0SNgWQggkEtO2CJsx4raJaUlazCh+zSBo+Ggxo106AAAxr43vkqH4Fg7HGON8uaBWElCFSBT9El2D2OkGVzsAAJrwMUib1e3nAsGI4CXownkNglylhAG+9KUvcfnll7Nnzx7Kysq6zO5PRy5SwlJK7rvvPmbNmsWsWbM4fvw4P/3pTx0fh65QUsIuYn9VNR+9tqHQZjjGUxak+VPd33iFFJQ2BYlX29ix5O/NN1qnZfLZuT2/7UUkvERD4C8FaQka6i2GjRLoAYsWK5qxPYM3JIjvbe6+gYDA0FI0j47UDCQQTdjKCVD0SwKaTehkQ0FtSCclLAChJ5VIJdBibabRrMJut8xQw8MQYzYTz7+2T+wtVpSUcLFTpP5YvCZEIFpCxN95rtGwdbwHfUTrzvlME5RGA4gGjXitjaYbiEE6QQnaGQkJi5HDdSzNJmZZ+HQDj2aQsCwsbEQqKSlhd1E8JE1uhX9ICQmPjxiAfbatcgAU/RFDh/CpxkKb0SUCEIaBlCDbnX6l+lxKtBmEE/sxCaMTJCAmoeNNm0+kyA7lBLgIy3JR8R0HCATeGotIecftXttA3+Ul0dL5e8VqTaiFVmVAmwRG1MQnNHRbEjkTxuv3YQ210RMg4oIWb8dogI7AZxrEjI6OgNcbxBipY8cT6H7vWYEhTSNqymL1tRQKR0gpEaGIazVJNMNITu51cU8Xwkupdzq2efbclkAilsDrz60ksaIjyglwEcVUMfBcEtubEBcMbvPoNQTGXh+Jlswzkf2aTuz02VKY8T0xxJ6z1wj9JoElzl7Q/FEP9po4Q+b5iQ+2MHUbIQXRFhuP14sldOLtD2l3VxyFoh8SNAShusyn0fqanq52kqSjIC2rbYldqDGC4THQdJXOli+UE6DIC3bIRLc1TN3GI3V8h/3EGjN3ALyahkgk22uG1vbw3nrPlxL8EQOppcKIlsD6IIpAkNgURQCtumU2oJf6iMZMFTpUDEg8OoRPFzYPIB2ZnpcSQNfRpMS2LCzLovF0MyVDAioikCeUE+Aiij1HUyIJJHzYOzRiMWdrkYUANIFnZAmhlFJYIGxitV/T/H48tZ+Ug5DmqT4aiePzGcTj7lwTrVD0FroGVkMz0s3Ti1K2nsSZNRcCzTCSDwdS0nwmhMcbo3RoiYoK5IhyAlxEMU8HABi2hr1Da1sB4ISYZSeT9cyzTwm618BKZHcT93o9RKPZiZgoFMWKVxckGhqxclDb6wskoIk0udAyhk41gjCSIBaTkSJVzEsI0HUsS9J4upkhIwcpRyAH1JFzEcVSMbA7AmeMrByArvDrGrGW7Oczo5E4wRJf0egxKBS54jcEsdNnXO8AtCJNs8tAgCEr8fNHPHI1htyAR67Gzx8xZGWHdjbJCEGoMZzR/nKREo5Go1x22WXMnj2bGTNm8LOf/czJVwUykxIG+Id/+AdmzJjBtGnT+Na3vtV2Dcu0v1OUE+AiLJeW88wUURVmkNByvvFKKaEplvN8frglSskg54WDFIpiI6BDuPa0u6cAzkHS2REwZCWG3ADnShHLBIbc0MkRkEAiYWH2EDHMVUrY5/OxcuVKtmzZQlVVFcuWLWPt2rWOvm8mUsIfffQRH374IVu3bmX79u1s2LCB1atXZ9w/G3p0AoQQ44UQq4QQu4QQO4QQ32732TeFEHtS2/+l3fYfCSH2pz67ud32S4QQ21KfPSlSV3khhE8I8UJq+zohxKR2fe4TQuxLve5rt31yqu2+VN+iyxI5sucoy36/kneeXcXy51dzcMuhQpuUNVJKpMcDmsj65u1LhfRKPdlPA5xLuCWGz+/puaFCUYRIKQloNi0n6ijGlS/JtIDW7N8YBl2X3W3FoArOlRIWglgklrZfrlLCQghKS0sBSCQSJBIJR9e5TKWEhRBEo1Hi8TixWIxEIsF5552Xcf9syCQSYAL/W0o5DVgIfEMIMV0IcR1wJ1AhpZwB/GvqS0wHFgEzgFuA/xBCtMq7/Br4OnBh6nVLavuDwBkpZTnwBLA4NdZw4GfAAuAy4GdCiGGpPouBJ6SUFwJnUmMUFaHGMCcPn+bEJ6c4fuAEzfUtPXdyKaXjRiF8XpqszG7eUkoEybD/YKHhDyWw68IMRsOT52kR3VABL0X/Q0pJMFUNMF2SrNtpjRzqVHeOAHRqnEDn4Dn96fGhIR9SwpZlMWfOHEaPHs2NN97IggUL0tvajkylhC+//HKuu+46xo4dy9ixY9vKHGcjRZwpPV4dpZTHpUzGYKSUzcAuYBzwCPBzKWUs9dnJVJc7gaVSypiUshrYD1wmhBgLDJZSfiyT/+p/AD7Xrs9zqfcvATekogQ3A8ullPVSyjPAcuCW1GfXp9qS6ts6VtFgF1Horjt0r0Hw/FHYXg8hPfNnkcGaTjBmYdWFiZwJt53EkYYwofpwXi9pplohoOiHBD2CkEurATpDpP4/s7n9Tu0E2HbXcr2t5ENKuFUgqKamhvXr17N9+/aM7HWy//3797Nr1y5qamo4evQoK1euZM2aNY7td4KjR6RUmH4usA6YClydCsmvFkJcmmo2DjjSrltNatu41Ptzt3foI6U0gUZgRJqxRgANqbbnjlU0FKMT4B9aSunYEfiHlBAcOQR9+FBE0EfIo2VUiU8Cg2yIngkTj3Tv9fsC+ZvdicWche4UCrdjaILwKffWAXBC66kpCWbUvqt2li1JpEmIzEZK+PXXX+9SSnjo0KFce+21LFu2rKMNqUjBnDlzOon7tJcSTrf/V199lYULF1JaWkppaSm33nora9euzbh/NmTsBAghSoGXge9IKZtILi8cRnKK4PvAi6kn9K6utt2tCG29bzjtk26sc+3+uhBioxBi46lTp7pqUjCKrUxw6ZjhxHQP4YQk7vERRUcYOo3SyigZUACDLYg29Zz1r+n5u2kLIRB5HE+hKDQeO1FUSYCZYDEZRA/5O8KDRVKISABCSrAssC3CTeFur0PtpYTj8ThLly7ljjvu6NSuOynhU6dO0dCQdLoikQgrVqzoJOXbGimoqqri0Ucf7Wh2OylhoFsp4QkTJrB69WpM0ySRSLB69WqmTZuWcf9syMgJEEJ4SDoAf5RSvpLaXAO8IpOsJ7liY2Rq+/h23cuAY6ntZV1sp30fIYQBDAHq04x1GhiaanvuWB2QUj4tpZwvpZw/atSoTL5un1FMT6cl5w0nlOgs3pGIJhis6d30OosQghJTEm3ObNmfbeV5aV+RL79UKFrRNAjVNRXajLzRduMWPkzmdNmm9apjyjlowgumhW2a2KmSwlJKTNPqNhqQq5Tw8ePHue6666ioqODSSy/lxhtv5LOf/ayj75mJlPDdd9/NBRdcwKxZs5g9ezazZ8/m9ttvT9s/V3qUEk493T8H1Espv9Nu+8PA+VLKnwohpgLvAROA6cCfSCbynZ/afqGU0hJCbAC+SXI64S3g36WUbwkhvgHMklI+LIRYBHxeSvnFVGLgJmBeareVwCVSynohxH8DL0splwohfgNslVL+R7rv4jYp4W3v72Lze9sKbUZaPAEfnmGDiMbTP3X4hwRooms5Xg1BIGERD2W+rlWI1otDfhwlf8BLNJKfdbUKRSFxgzSwU9JKCaeK/0DybDdkJbq1GaElUlVUJVJ6sMQcLDEPO01RNcPQGTJqcFE9YOWT3pISvhL4CrBNCNG6fuP/AL8Hfi+E2A7EgftSCX87hBAvAjtJriz4hpSyNTPrEeBZIAC8nXoBLAGeF0LsJxkBWASQutn/I7Ah1e5RKWV96v0PgKVCiMeAzakxigq3/079g4OY/kCPDgBAtDHCkKEBGpEdbtuaEARiFvGwsxuwlODze4nlqeqfaVoITbhWUU2hyAgpidQ3F9qKvCK01qSApD5AnArgYnS7Y8VApBdk+muRaVq0nAlROqxkwDoCTunRCZBSfkD3j2P/q5s+/wT8UxfbNwIzu9geBe7pEsfYSwAAIABJREFUZqzfk3Q4zt1+kGS0oWhxczG7wIjBxDXD0U0z0hBhUGkqSVBKNCHwR820CYDpyOfSPjNhESjxEW6JqouDomjxezTCRV5U7FykLTmb492KF4uLshovFo0j66XSFcgQdYQKiFtL2vqHlhATelZOSqwlRqkNHk3DHzFJZOkAQP6dpEgopioIKooWKSV2JFJoM/JOb1wH47EEDaeaMBPFUUK5kCgnoIC4MTTtCfqwfH5ymYuPNkaQdSESOYTye2sO30z0r4xqxcAh4NGIZlgn34309UOPbdu0nAmlzSHoT2R7fJUTUECksNAMiRCt+QGFdQo0j4EYVIqVh8z8XELuwVIf0Ugs706SlJJEXD0ZKIoPvyGInj5TaDOyJtoYoznU3OeOgGlaNNW1EIvEXRt5zQdSSurq6vD7nUc6lZRwARl3WQvBitNnN6R+o5+sOI/anfn3XoUu8fgFhk9g+MFXIvCVSjSv4GiljX/kECKJwp4owVIf4ZYYvVEHXQhBoMRHqDlSNHkBQthoGmiawDQlUiq/faARMKCl9nRRlwY+XFkLgH+Ir2A2aLqGv8SHpvXPc8jv91NWVtZzw3NQTkAhOdczTZ3jmpHcPmyCxqipNrrPxvDbGH4L3WeBkLQcC2KbAs2QaB6J7rGT7w0bYdhouo1oe1kIzQat+xv8iGml7HxHUIhohD/oRdMEsUgi5QD0HuGWKIGgD9uWxGP5WXnQG/j8kvkLm5g4sWN9cCkFUoq2yNGe3ROoXF9SEBsVvU/SAagragcAwIpbVK/NT637XJh2+VTmfXoWut5zbZOBgnICCkrXN9wJ155kwrWpP7o594dOze/cYKyphEQfzZfruoY3pewXDceJOlw+mCvRVGjQH/Bi2zYJF2kLCGEz77II5RceRdc7T10IIRHi7O/G67UpHWQTjQhMs7hvFIqOBAxBqMgjAG5j18d72fXxXmZfN4PZn5pRaHNcgXICCoikm5tuAc75cH1mdbuzwfDoeH1G8uk7bmKZNpFQ7z7x94QQglg0gaYJ/EFvnzsiXTF+YoL5C44RCIQy7jPlgiNMuQCqNk9h51a18qG/4DcEoSKVBy4Gjh88qZyAFMoJKCjuSVSpPZA/wZ72JJMeRa+H+bPFtmVq6WCgoLkCky+Is/DKAx2e8p0gXPRbUuSG34DwiTo3XR76HWdqG7Btu9/mBzhBHYECIl10lg8emf+pACklgaDP9Rn5SSclSrDUX5AyjuMnJVhwxcGsHQAAoc7k4kdKAppNuFY5AL1NIpagZu/xQpvhClQkQIG0ofFkvu8ikpJBAcItmQkGuYFIKNY2bWEm+iZPYNRoiyuvPoCm5eaEDRpkMnacCeJsVEAiECRFn4RIRj2kTAp9SgmWCadOqgQpN6AL0KIRQi1R1BRA37DuzU2MmTQKr793oqDFgnICCkkPdbD7CjvhIZHHaL3Ho6PpWlE5AK3EYyYeT7JaYm8HBUaONrn+poM5OwAAk6ccYXLX+izdEosGePmFyTnvW5EbAokIhYmF3Tll1l+JtEQ5duAEk2aM77lxP0YFEQuIW6YD4i35WWImpSRY6iNh2nkT/ikEiYSFz28QLPWhab3gCQhBsNTH1dfWdLkCoK/QdMnYMpMRo9yzOmIg4tds4soBKAg1e7tUoB9QKCegoLjDCTi2fXTOY+iGRrAkVeinH1TmisdMwi0x/IH8hQqllARKfBi6Rrglhq4XNhLk8US57oa9LLzyZEHtGMh4dIpOFri/IIRg9rVqhYByAhSEzuT2tGt4dJAQccEyu3xj58mh8Xh1AkEfkVAM0yUqcLat0dA4jMbGQKFNGbBo8TgqB6AwSClZtmQlTXX9S5rZKcoJKCBumQ7wl2Zvh65rGB4dy3JHfkM+0Q2NSCg3x0ZoydB/Im51EkQqdOXihOnnrdfG8sGqoYU1ZIDiMwThMwP7BlRoIi1R3n95baHNKCjKCSgo7nACgkOzezIVmkA3dGKROMESH4ESH8HS5Ks/4PV6crpRGx69LfTvRnTNZMbsKFPK+18Ex+1IKZGhsKoG6AJCRazMmA+UE1BApHRHWNjwZPcU7/N5iMcSSPn/s/emMZJl153f79z7tnix5VqZtVd1V29cms1Ws7WQFClpJGpGI85IHsvyyLYMGBBg+IMN2LAx9gcDtseAv4wA+8MMxtDAHkGGxh6NR/JItMxFFEWJi8hmd5O9V3d1d625L7G99V5/eJFrRW5VmRmRWfEDm5X54sWLG5Ev7jn33HP+B9qtmE4rpt2MybOTHxXwfId268GrG1zfKboWHlOp4YPgOAmfeO49PrK5idWQYyF0hajR6fcwhgBZmpOlg61lcpQMnYC+MhiRgGDkoCvVIsFte3h7jZPSoW83HEc/8PsISh55mg+8M5TnDu9ev8iNd8f6PZRHCq2gMz9MBhwUsiTj9W+9fapbDe/GUCegj+zYO+CYqU7PYW1l30avVA76rv1/lIhA9IAdBkuhT+eElHvlxuU7f1nt9zAeOdwsJR1wB/FR4+Wv/Yi4k/CpLzzX76EcO0MnoK/0x/NcbU+w3B7h0sR1AJSXoB3B7CNyHYTeqXYAoHByegkdaa0Q1W3jK93dXNnY1dVadbcQ9udMXX97GsSSZQrXNTz9zAeH9A72h6NjPvc3lmg1Pb737WE74uPA00JrfnWYCzCAzN1c6PcQ+sLQCegjx5ETYE13shGzvtI3VmOM8MHsk7w3V+bJ6eVCe36X4YgSfN8diG57R4l2NEmUoLVCKUGUwnEVWWaIO8k+oiX7n9x/8L2Nzo3VuuHpZx5w0A+IUobz5+/SaNSBoRNwLETR0AEYQM4+NsWn/uajFwWAoRPQV46jRHBh8SKvvjm+3mCmVPNZMTHCWhxCsFZx9lrKrTfcntdQSnBcZ8ccgNOC42ryzKzvDeY5QE7SDXwcZa5DPxWkw3KTX/7V20UDo7XeA1LcIULRb8AYhTEKa6Q4agWz+fa1sqERZYtzVlc9vjvcbljHd4T2fHPoBAwgSzPLaOfR7KMxdAL6ynHM/MWEvjZBrxv+LaMQzj17g6W7T9Dalq+ktUI5iuQB98hPDhbH0cfWOOj+V+8fWuVUqyuHfl3PGwWGTgAUJYGmOSwJHFSiVsxXf+8v+MJ/+HlKlUdLPGtYHdBXjn7qL7rGbSBW0CJbJqM37tRYjqaYfrK15VzH1SglpPEBy2dO4DwXVkr9jXScwsRkaw8+vXgl91RmaYeuIj6BDbUeJVbnG/ybf/Jl7r430++hHCtDJ6CvHP3Hv30ibq/GqFVLVbk4m5rQOyqjOrXMmauGoFzI3MJg17kfFkHo0epzzfYptHvk5mDeYDAa0vQUdizEnShTGg1x/JMfrHS1DEsCTwidZsRXfvcbLM08On+voRPQR/opFtRZSXA7G5N0kvq41QYXPvUh137mLlOPd8izBxPQSKIUL3AJwsHv0y0CWZqdCm2DQcOag00vRdGFkFtLO8tZtYZ2oJHxkGC8jF/1T1yUyXOEdGEZMyD9IobsjbWWH3z1h/0exrFx8t3sE8yI/3Hutb96tC8ihqDsIrrYAJAcxFCkCvhCaov0xPc+OMcPm5NYC5/+sfc59/wNwtHzvP1XlQO/pDGWJEpPhHxwKfRpD0DJ42mMBGzfitrz/MzAttwsESHJDQmAFmSkREkrdGZIWwn5AEeqXC0k80uYoSbAiePW23eZv7PIxLnTL6Q1dAL6SOhePPLX8MOIhkrX95yrrke03N37jrqrL6CJAYTHLjTxg6Xi3LNLFKVj90/m2oWzTyZMPD7LYucMb9wdo+S4xEnxWgrwly0MqG4+gNJCmgyGXGjUgT/+w6f5ic/MMz5+OmR8xyfm+bd+fbX4ZVPVQfGvRcRsSVFNUh9EaLTLfOkb53te03ajBAA2dPCdAB8wcUYyQPeaFshXVocOwAnm1a+/xs/+/c/2exhHztAJ6CPHUSJotuUE7LY2C7ycSxc2BGtW9AjOmCZb3JjIXB/OPxMx/sRttFcYUMlzErF4DkT5xnuqDvBmk+cNlra/tYqV5aK972lBqxzt7z/XoqSL+ynL9zctFVGCvIgSOIIaKVFyFCozJM24bwZYCah2mzg67RU1p5tbb9/l7o0Zzl6d6vdQjpShE9BXjqE64ACbqB97ahali9XUregy15sB9UsefjMporSBYurxVcLxDqL2HvsghrittZSra4qAJ2yD+RGh5Lf42z9zE2u7egRdbYK7s1VefWvn7SmDpbUWJSi7lBwHz0IepSTHJHIVOEKytEp86ktqHw1e/fPXh07AkCPkGBRi7D4ztGsjOYQpq+kEFs2dRh1XDHHdQfsd8htLlMZrvP9yiLUhXjjO+WfbMJHTiMK9X2AAsNZSqQa0mjFDB2BwcXTKeG3uvuNZroD95aiICFGeEwF4CuWXCLVCUkPaPppcgsAR2jMLp7Lc81Fl4c4S1tpTnTg8dAL6yHHNFZ4oAlNkXLmZcH+A1pJNWl5aHgeglFRYnl+Xf4PLZca1onN9Ab8akpdKJG3LjW+HuNMhMxNdgbltDNLXZi0C0BqgfeNefPh+lcbqRkLl+fPz+MGw5Sw83P1krKWZ5cVFyi7WOmilcJWgRFAUeSxiLeRgjcHkBpMZ8iTHGLOzIbCWkgOtmcWhA3DKyJKMuJMQhIOf5PygDJ2APmJ3E+s/JHQH/Ns5Ji/CkzIS3HdO9aympdobB1oOVSWs5sl6s5z5CyUm1ATx2/OEvkvUTeNO77U5o8vMDXAS7dYIwGDz1us+sDHh/M0vtodOQJfDdCpFBGMtcb6D1VaAUuAqKDmICI4SNOAtN7GZQXSRv5GstmlFp1tS+1FFlKD06cnT6cXQCRgg8qTM/O0p0kQjYnGxkGZsEvrHmGJuWqebdW0VtC85KLFoKTTfRSBSJYJzGkFhrSAlQ9VRWEAskICyBt29aJ5b2nMp1oKuCgZbGFHPp3FOUXobsjgBf0NaM73VZNyrEm9zlgchJ+CkRAB2QoZLyw2kf5+FtZY0t6RAXgnh5ixmQCpLhhwdkxcn8PzePVVOC0MnoI9EbZf3Xn0aKJrVzN7x2LzeqSlNZ7G1w7O3oaE90eO4WDjX2PFptRsVOnM5pU94tIKYSlwhKztIDkYX3Q3EWhppQuA6+Jcn0KJxHXfdObEKsrbBG4GK3xUIsiBu/yfJIgnwZDoAQ7YyKA5RKuBfnMR+MFNoGww5tdTGDq6TctIYOgF9xOSKuzd33ms6UAmh2hQu2CdhM6A9mxW23AoYWF21pJIQpELe6bYbEqACUZYRXK6T3ekAZv3l3FGfpTCjoqEZb4RFmzU4M1Eine9fODs5aN+DIYPLACWZxCKULk+R3LjH1naKQ04TUfv0LyBO92bHgGP6OHlosVxyWoxc1LhnSxgFflIhzdbaDW6ecTd+tj1KA0XtMDsLzE4r3JHTm1Rz5AyQ4es7A2ZrOyL4l8/0exhDjpDkEdB6GDoBA8yBtkAtyE5JTj14utpm+sJ11FhMM8jItaW5vPfzVa/o524DFWhNF7LFfWHADMeQ00Vba0qXJ49F+GvI8TN9ZbLfQzhyhtsBpwTJLcH/vYr/RJXG05rc33lS8lKH/LbPrFzFNlxqucI0fUqOXr8jnjx3B6dr8VtxwAerEwgWbyYiiOKtU15iqZ/1UCpjIlfIvN2SFShY1EiAji1rVjlN8uOR7O1jMtmQR4Om61K9MEH71kK/hzLkkDn72OkWCoKhE9BXDrNvugjYOCf60TLeOxr/WgXbzgubK1KsxCsKa8GKy7vNtT+9xR+BRUkR2TDKE2N3EZWAhbm7T9OMi72xoBURbZvsgmqdKCger5uA9ObefdO1Vni+c+R79oNQofAw/OB7E4ThGM8+f4dS0N77CaeY3A5u4HLV96hOj9C59+i0oH0UeOXrr/Fzv/FZtKPJs5zGUpNOI2L66plTIyA0dAIGmIPYL7V53z7OiV5b6XleMFGjPbJxZeUoVir5fTe07QoOr7TPcmN+QxFwaTqg+oHGxJs0DjY9db8L7zwvxFjCik+rER3ZF+qE+wDcvV18RT/67PCrmueD6wSICM1ySHkiJ5rfuRpnyMni3o1ZvvQ7X8MPPWY/nF9XmvyxX/gEH/2pp/o8usNhOLP0EcfRe5+0T/azJylaEY+Utx6bdMkkY2RCUI7FdJfOSkpYU+b7728Nh2Va4ZyrkdxY2nSRLQM5wJih3YzRjsIPPERArCFvdbqXFKyjiVLbW5JwH5ya3YDTseh4KPJ9SmD3DYF2vUJZFJ35lZPvgQ4BYPHu0n3HXvvLNwlrJS49fR59iPN4Pxg6AX3Ec3e/ebInhaSmACmM2aYqQEE2/QwSC/zr3V8vOD9Gc5M1CSYc0vMxIyIkKkFrIcmL8LyhRduM4k2lhMZFFZJEAOSL3pbrqhUYeccHgXzx4OF9k1s6rWI7wXOEaH51y+OO7+KVg+L9qp09DimUk2DTv/EpKeMelBr5fpKkgz9dWRGa9TJBrYS5vUD+CGSXP4pErZi/+JffpjpW4cd/6XnOPT7d7yE9MIP/rTrFuO7uH7/VlqxnOv79GBS7uRRu2afhuesugHKFzuWITG8YbW2L8ZQ0KMlp5wEZGZnaatj104L/lsZERWhMIkjeO7p62ixOyR6wK5szOcB6xgdhwBfBQ7YSiULOT1BOUjq3F4ZaAqeUxmKTr/zuN/j0r7zI45+40u/hPBBDJ6CPOI5CRA4lQXC3sLfFkn5kAhu6OEaRKUvmGKShGb2bYzvd/X3PUj5bxp9IMFnASur1vF7uWLzLFaK3eucdPNT7OOTrDafe08PESJOPPul2kz2F1abDrbseUxMp5bBIgp1fdlhtDMa0ZkVo+h76sWnCOCWeWxlGBk4pr3/r7aETMOTgiAiuq0l2KpU7gAVzO7JjOyL/0ihzFQXkoLpnGaADeUUTfNheT8zTTsDCgscdnuHf+/TrJFWPP7/xOC1R5G5K7BWKgHbCwb5lKVXDIkQ/qGH3U+IFDLcDYKI+y0R9dv331dYoYTDNM4/NMlIpKlZ+8NaTvPrmYEm95ggN38NemKCcG8zcCmlz7wqaISeH5dkVbr1zl/PXim2Bk1Q5MHQC+sxuTkDyriX8qE/b2zvUrn7Q6ukEiKtYurTzpBg5lkrokneKMaS6yDWolXJCp03Jtpi/K+QGqgR4SzniKdxcyCbGSBBsbh80b+/IOS2mU05NhuPhUSsv8ZPPbk3aGtDbEChyVtpaw9QYlfGU+PYiJjv6TqJDjh5rLF/7vb8AwA99fu43PsPE+fE+j2p/DG7NzSNCGLg4OyQImsTitPb204JIk9zq3WhIPzVJ5u4+NSp/4/XTrtk8O1Ks+JOshHTrs512Tr6SY5dzspbpFhEerteb5pbS6CGu5E66UMCQA3EinCUpBIbyy2cIDvNeHzIQxO2YP/v9v2Lx3v1VBYPI0AnoM6IUjqPxPQfdo2+13aOJoFjwXu4UmfHbcEZLLIzv3QZz6ZyLc76KjIXrFQBnah2MVXz7lccpr6UcOoJyFH49PDKRH2MhUi7h9BjlqVGCennvJz0CSI+eDUPu5/zUClMTJ2Pf3YjQGavhVoa9NU4bnUaHP/lfv8qNH33Y76HsyXA7oM84jibqFKvusORjbHdz3Vgkt9gZqNdLJP6G0S16+xRGwYmE/MMVtKvXhSwAEIifGNtWUtebVFtyERJjWJMdujw2y4/efYz3b/toL0WVBXwHUwuI7dEmAIgIUdZ9E64PNHmQQK/tujSDHCIecrhM1Gc5O1lnZv5k9IA3Atn0GM6dRbJHoGPdo4TJDd/8g+/g+i4Xnjjb7+HsyNAJ6DOetxGKb3eKSaDiOqQrHfKkMOr5/FZDtvlnA1CvoxXks4sb170yylz5AIGe7kJTr+ZUApc//Oo10rR4pTwxuAm0u1kHmYC29tiSX8pTYzRnFntGO3ZDO/qBRYaOGi9we0Z+ADZ7LmuVI2bQhXIGiBOxJbCJDMGeG8dfWCFe2iP0N+REYa3le3/6MmPTI4TVUr+H05OhE9BnegoGCZjk4AlDXugXRkMrGucOFka31uJ6Dp6rabcT7B467ceZ/drJwA08sgOWV4lSA5sY6GhFu7X/lZ/Jhk7AfhlQv29XcqA9VqfiOXRmDr/0dkj/WJ1v8Ae//W8YPzdGqRJw5WMXufqxS/0e1jpDJ6DP9JIOfhBdkdwA4Ybhry1DtI9W52JhNHUhz4iTbF+d/QKtedCMABHwTdadqIvZWjkK01X5W1vtd/seUaglGvLUwfM0xlii5v6MpzUGe4wRiyPlFLyF4+LE/rkFGtWQcpQSrzzazaJOG9ZY5ruN126+eZvX/+otXvxbzzN5of8VBEMnoM+4PSIB6gGiAPeRGcqpQyKWXmqr1lpGchczk5CYomZ5v3OnY+xDOQHthdVtB4vIgt2H9xOU959EZTJD6CqibFDjAQfgFLyF4+KkbQdsRhCSiRFUO8akw/LB08rCnSW+/M//nF/6rb9BfaLW17EMnYA+4/WQDhbv4RtSpAsRtbZHNuIwN7HJvFsYS13MSkYWPVgikjU5qtHYWLkrEFHrsv3Ipt17JYgqthZEBHLucyAc1yHbRwQCiu6D5Xq4JeHPYsFarN3UXGGNTodSrYJBNqIM1mKtxXEd2n0SbTmomZqZGWFltRvpscK58/dO7or3iDnJTgAUOTfl8xNE78/0eyhDjpAsyfjen77Cz/3GZ/s6jqET0Gd8R6O1Is83Mu7buSGoBsSN6EBRYMfVeJ5T5BQYS9SOccsaL1ckupgYxxKXZPbBDZ9Yi7UG19OIErAWYyyqKzJkjCVPM9ID7N97gbtvJyCN0gNdG6DsucT2fsfqJHX/+s5fbqwWrLX8/d+818fRDDbqFBQ+N7WiMlomGiYKnmpuv3OXhbtLjJ8d7dsYTsHX5WTjAm4jIXQdnG62eG4MLQ3OZAX3AOFv1U02azdjonYCCOl8h3pz4xx5yNC4D0TvzdBpRLSW27RXI6JmTHulQ3u1Q6fZIUsywvr+MmG1q4i7JZJHRWtuhaBHdCVqxziuplwNjvT1e/Ewi3gRePONK7zz9sVDG8+QwUJESMbqhaM95FTzyp/9qK+vP3QC+ozrOeRJRjrXRBbb+K2UilcEaKI0o+UKfn2fRmqHPXXp5NRjTdBjNXwQBItjNiIWvRLuhGJvP08NbuCinN1vsTzN8cOjF0tp35nDc7eOxVrI0vxQGjgdL8IP/jrkpe9W+z2QgUSd8O2ANVIB//KZdQGvIaeT2+/c4/Vvv923eWjoBPQZ19u0I2PBpDnxfIuqLrYJqgai5c6+rrWT/HA61yGcSRm5l2NWHlxNzTfQubG/fcq4HZNGKaVysMckJnQaHbzSRsdCay1BJTj0rP7o3gK+d/8tb3JLWPbX//P8Y9glO5T3NjQOp52W1pQvTvZ7GEOOEGst3/t/X+a7f/JSXxyBYU5An3F7JQEaS7TQLNQEM7NvYxhHKY6ryXpkFUcrhSNRGgnxdffPLvel162z/VYUBBXHHNSFaC63cDxnq5rhNqyx5FlOWAvIM9PdHrAYs//3vi+sJVtu4NaqpNlGRCPath0RVvwjk0U+TIah4t6cto6Lq55LdXqUzgnRoh/yYLzz0g1e+MXn0Pp4c5WGTkCf2RIJ2IJgMnOgveM8NzhKEZS8+wzbGp3lB68/DnusoveDH/q0V1rsthOepzntrqOgHEXcTo6kvj9tx4SBR6p2lpU1uSWsBKRpRjrAzsCwOqA3p+1zEREalYDq9Aide8v9Hs6QI8Ia25fg3nA7oM/s7AQ8GFlqSOJ0Z0nah6CdGMpTYwT18r7DViJCe6VN+QCNgLRWmPzo+hO0Fxu4u+QqRJ2EdjPqqeFweDz8t/20GbtD4xR+LoLQKJcoXZ7cVz+QIScPay1zXUGh42QYCegz2RH0EzfGUgpdOu3Dz7rv5IDr404FSLNJGqdducK9xrQ/ox5UfAQ5shV4eXqUeLmF7MNHMsZSrgbrDk+aZKSHIeQEh+LxZ5nlO996Ej/Iee6T7z78BY+AD+5d5LXro1tC9GvOi8jW0L0oyDIhzfbXJUIUrPeykrW21pZOdDrXNiJC03UJrk5hbi+QH7BUdsjx4foO2tFEB5AGB/ZdKn2YDJ2APjN/72h0wo86v8QYi392lKWLLiP3ItK355Bd7Px+IgdhLaC10jlSmV+rHPJyGZPs7ZRE25yoUtk/PCfgEDC58O7bDmHZ4blP9ns0venELnMLw2nmMIlEoS9MEiyukkUJaTve0lxLHIXjuySt6MBNt4Y8PKIEEUHvURnVi3vvz3HhyXNHMKqd2XOUInJRRP5MRN4QkddE5D/d9vh/ISJWRCY2HfsHInJdRN4SkS9sOv5jIvLD7mP/s3RnexHxReRfdI9/R0SubHrOb4rIO93/fnPT8avdc9/pPncjvfwEcVROgDqC7YDNuOfLzF9wyQUWpwOcPWrtzS6SwH7oEVT8I3UA1p2QKHrg17DGElZ8nENQdDxMH20/UY2+cbpy9AaGHGiN1YjPTSDXzqOvncV5/CxcO0d6eYro7Dilq9OncmtkkLEUlU1JlO47mlmqlvACl9GpOnffPX4RsP246Bnwn1trXxKRKvB9EfmytfZ1EbkI/Dzw4drJIvIR4NeBjwLngK+IyJPW2hz4x8BvAd8G/gT4ReBLwH8ELFlrr4nIrwP/E/DviMgY8N8CL1BMJ98XkT+y1i51z/lta+3vi8g/6V7jHz/0J3LMzN09XCdAaSEoeXRahyOHK1erOO2cdGZrQmF2r006WkIQRucT8pXdX69XmEuUEFYDmivtQtT3CBwA7buEEyO0kxzXUcSZeWDDtJZsGZQ8MgYnIjDIDH2AoycH8m4DLtjQ72hpTemxs6QfzGCzo8uxGbJBuR7S7lZixZ1kz8oogJ/4289z8anzxzG8nuy5hrDW3rXWvtT9uQG8AayN+LcQ9MfwAAAgAElEQVSB/5Kt3/W/A/y+tTa21t4ArgMvishZoGat/ZYtlmX/HPi7m57zv3d//pfAz3WjBF8AvmytXewa/i8Dv9h97Ge759J97tq1Tgx5lrM4t7r3iQfAcRw6rfhwtgMEjIbVcYXaJrTjlN2i6Y+1JHWP+Kcvoid7J/+5vnufhoHSguM5xer/kJcrYa1EqRrgT49BrUozytBaOKzgyKCJt0Rty9e+8sz6fz/64dV+D2mdE6fDdMroiKAuT6GDnathhhwOXuitOwBQOGN+afcA9U9+8QXOXZs+6qHtyoE267ph+k8C3xGRLwK3rbWvbFvBnadY6a9xq3ss7f68/fjac24CWGszEVkBxjcf3/accWDZWpv1uNaJYXGusWuY/EFI4kIrwHH0jmWC+0X7DvOBAYH8iRKjdzLS5RhrLe2zPmC6yUqWsZUcUYJzrgpjJey9FvlSB7EWsCSdrZEAvxzQXmmvOxIHjgJs6xWkHY12NY6naa92igZBfgljIZSc1swSiYXyuUk6g7Cvf4h/9jwX7t3e+N33BmdnbFjB0H8SEZzzk7gzi6R9aph12lG6KOnezm7z2tnHp3j8uSuoPje72LcTICIV4A+A/4xii+C/AX6h16k9jtldjj/Ic3a71tbBiPwWxRYEly5d6nVK35g7onyALM1Jk4xyNaDdjDlzxSDKcu9ddSBjm0cZ9bjESmBINdiaSxBbUpOz7BU3vKc1jrUs1QWnPorjOXTSDCZ9fAMjbywRzTbvu7Y1llIlIM9y3MDd4kGHtRJxJ0a7DlorRCnaq+31v7Bf9lG6kCdWWtNpx3jnxjDtiPZcA/dKGbkWkv4gQ0TobJJLTpYbqHK4k8LyFhytyPK866hsHFcDrvY31y7x/7z7cbRAbqHb35HMrjV5tGih23URTHcs1ha5+tYWVWhrz0+NIrdwJkz4/MXXDzSWoRMwGGQCZmqMkrtKtHT/93HIg2Ox+KWATg8HK9+h+uvKxy7y6V95se8OAOzTCRARl8IB+D1r7b8SkY8DV4G1KMAF4CUReZFiVb65s8kF4E73+IUex9n0nFsi4gB1YLF7/PPbnvN1YB4YERGnGw3YfK0tWGv/KfBPAV544YWBCk4edj7AZkSEdjPG810mrs5SOTfLxOPjfPj9CRqL+72KJbgd4YcO1ldkd5vIaEA26hF2WyDn1tDOi2iB53m04nijXCs1JCu9JY+j7hfGYrckMYpSJFFKnhrydCOSoV2NX/JQjiJLc/LMoEXIgPTSGTIRwlEXWWqT3u6Q/URA+GKJ7KUIuykIkbYjyvUynXTvWyFbWCIYqZBHKVINSboVBYdxEx3ljZhaze2Vww//LrQdlpaex7vR5rM/e49adbtwjWCsdJ2LroMx3IoeGIxAc7xK1XPozAxFhw6LzXkA24la8dZSVuDctWk+/SsvHrsy4E7s6QR0999/B3jDWvuPAKy1PwTObDrnfeAFa+28iPwR8H+IyD+iSAx8AviutTYXkYaI/ATwHeA/AP6X7iX+CPhN4FvA3wO+Zq21IvKnwP8oImt9Fn8B+Afdx/6se+7vd5/7hw/zQRw31lrmZ47OCVgjiVO0Z3GlQjg5z1M/v8S9V6/QWnJorQjJrm0JBC0KOobOQoRogYpLqyL4XcEShcZRmszkNOO4iDTklvFXF7C5wfNcsl3q/gUhbif4oU/cjjF5jhs4sG0no1AU3BischRxliMI1cAlXe2QJClYUEpw/3iF1S/W8H7GIXhNSJcFm3dNrzHsnTZdnNueL/5GTpoSjI0QJTnWWColhyjOeOB8qwN4AdZanE672JYpldePlXxNutzADQMiNiaUoyoLM1ZY6Th4y4rXXpngJz+z1ZDcmTvHl/9q6khee8jhIAiNSomaq2ndmh+WED4kQcXf0QFYP6cc0GkUi56JC+N87td+cmAcANhfJODTwL8P/FBEXu4e+6+ttX/S62Rr7Wsi8n8Cr1NsG/wn3coAgP8Y+N+AEkVVwJe6x38H+F0RuU4RAfj17rUWReS/B/66e95/Z61dW8f+V8Dvi8j/APyge40TQ6sR0TmgkMSDcvuHNYLPLeLqECMZ555/D4CF6xd49zu7K/mtjTEYDbh7XoMYXDTN+P58g7WtBqvARCkmyuhQhPd3K5cRJaRxSlgrYa1FO4p4W+3zdgpJ5eLxzjZnyhoLbUv9loAYZDHCcR3ciosAsVVYa7oBi96vEXgO7U2hvCxKye7MEdTLxMsrdLKcYHp8x86Nh4mIkLZjLFAZqdKJDa6raN+ZB0C7DuykbrjT5tlDsrCgieMSvr8xARo7NCgnARGhEfhUrkzReX+238M5sTieJunsLdikugum0ekRPvdrP4nrDVaS5p5OgLX2m+wxjVhrr2z7/R8C/7DHed8DPtbjeAT82ztc+58B/6zH8feAF3cb1yBzVPkAvVi841B/6zyTz3yIiIPCw9jkvtWoOILNehu1PLdYbKHml++eWFdKLWaT0W83OoS1Eq2VNn7JI9mmdLbWKKi9umFQyrWQ1mr7wVcquSX+880SnJa0+7pumKONwWSG0lgVcTRRZgkcRSsucgDE9H6P0UrrwcbzEKjVBmuxi+atObTn0MulCqo+bUfRziy1uxRdKa3Fm/RZ9A5XXW51WfOtb17g8z/3zvqxl14fO9TXGHK0NB2H8LFpkg9nhyWEB0VAa02W7J18ncQZZy5P8gu/+bmByAHYzlDKq08clUjQTqzcc5l8BooUCgclPmPXblIaHePW6lmaiUPYsay+3vumTldjXFsm24dNrs5FJNtaErZXOzieQxKlOL4DdkM7QJD7HJLDlw3eGHja3ojAtGaLkLZXKdFsdihP1onRJKv7aLT0EEGA/fZeUKsN0nijmZKIYLbXHa9FYESR26IJid0coTjEYMXmS9255bK8NEZ9ZImlxhit9uCEOIfsj7ZS+JensLfmyAe4WdagEVZLWxYtu5F0EhxPD6QDAMMGQn3jqCMBtcmcqz/WBiwTlzOufX5DW96SYW2GIyXUaMrdWs7qRMzomYidLIYuOWT7tSat3pPJmmhGFmd7Nk7SrjrW/cqkWXyhW3MrZHOLpO19lFI95PBcV/d0BjxPkc8vks8vbnEAdqKz1CCfWyBxev994tmI8s2c0fTww5A/+uE4s7Nn+PrXrpCkw+2Ak0gsgrk4iVv2+z2UE8FaVHO/lCoB1567cnQDekiGkYA+kCYZS3ONI32Nxrzw5OfnqE2XcCut+wyWJcdgWc6m1037+FSbZ39lkU7k85UvnWHzk9qXA1B7OwFuakhm9n5vsodyTxqlaFfvqbbVT/a7mu9FmuQYY3AcTVByaTUj1j5vR6licW/Zd42diLDxpG2PrY33gUe7Mx/ecPnwxjhB/QguPuTYyBDM2TG8e4ukzePJVTqJeCWPTmP/0uNnH5/iZ//dz6CdwY2SDZ2APrA413goA7IfrFUkUYlgZGnnczBM+R8gXORWp8R86vF0rUm11uRTXyjz0ivjZPcilKNp631k1BvLyO02yX72F/d4/3lm8ENvsJ2Ah3juWlfFPDe0mjHlapEUaW0hTxxOjdO6t3P2tuomAlogGK/RqpTI86O9p4acbgxCPjWGimfv23JSrr5/G+oRQ2nB5GbHuVtEGDlTQztFhO/qs5d5+sVrA7sNsMbQCegDR70V4E6UOP/CCm/YM5yNa0z7H+x4rmDxVMJnaqs0TQUQXp57nOurNZrnFMGTHsEthWcVyR5mrxxZkhs7Ox3bXnj3h0VI4gFrlSpFYyYRQZQC23vl/SDkudnStTAyENYrdHokIjqVgHh6Iwlvvzu5OrWMiEtH58S7tXzsgRLLeJgRJIIehSyD1tEGs4b0gVSE4NIk9sYMxhhKE3WolmgpTWluiWSf++Cnjd0Egdb4zK++yNWPXz7GUR0OQyegD6wsNglK3oYhFDBaYR0Bsaiu7bPr/9f9ITWQZuuSudYWdkgJMB6QVByafqHu18QnTy05I6ymiqvhLVx1v1FdTs/w6kqdG06dXxl/G4ODLSU8HtzEc2Jealxk+vlVLmUZ786cZa65c1irFQgjnsbuIcurHLWn7Qwq/npt7aAQTI2TZEXnAMvunREPSq/wopR8OMRqhHihCPOWzgbEzsGcgPEw49ee6lYIfxxmZ8f5ypeGmgCnkUgU5ctnEGtpOhsmQibq8Ig6AbsJAgFce/7qiXQAYOgEHDtxlHLzvTmyTaE1t+zTEktWczBY/JV83UiWQ59WOwaEkuuQvD3T87rZ5fO0wo2Jfd0+WZhLSiymj/PR6ixVZ0Mu0EEzF1WwWNoG2naMNE95uVWhpquw4JK0XN6a9ym7OZ+8+jI3F57gjTtVei3llWVfpUZB6O+ZWTuIIbSjTHvr5QSkOfjVEtDN9u/2WBDf5WF2ba0c3HnZHgEdpgCeblo9xGxaIpTrIfEBkuJOA0F5d0GgsbOj/Pjfev4YR3S4DJ2AY+bO7DJMh3C7SUlZbKWE8hwk2bpK14FGhw42AL+uyZuWpGWxRbDgPpw4x6s4WNlabtfMitV0Cry6PM0FO8qlieuICJnN+MLo+yjWQg+W2/Y8uYWlzFLyNNEigCZNi1a/lyaus9r+GPPNojnPZs2A2mq2tTStB0HZp9VtHLQT1lqy9NEpV7LW9tz6yC3kfum+404fOsINsw2GiAiMV+ERcgIczyHdZVvSD30+/Xc/NdCJf3sxdAKOmZsrDZa1obK8TDPJcB4/R5JmaEcTaAcMqNAhCYXFIGVkQuh4LWpzZToNQ6leIVnu0ZCn5JBsEmrvdUsKijfv1mnFH+MjF17bqC+3lmXqWKDqtAn1BIjGRaieSxEruG+4ZK0JgkqL3BriLKeWu7hZcRkpKdzcwmPTJO/d2/H9r+2p3zc2kWIPshqAtUSth+uAeJg4gYvjOkdiCEUJge89dMfHA/EAyn5q21NcL+fCFYMSi1KWXCU05gZLCW3I4dNR6pGpKxclKCXrPUPWqI5VAJi6PMnHPvs0tbFqP4Z3aAydgGPEGMOt2WXKBoJ6GXJLRyAUiyOwuhCtt9b1a2XqWuE1MzwboFKNN+YiNQdnwcG0ElTgYJoJ6kKNRllDXtysZc9Sc4uogYPBUYbcghiLW1JoC464JEaYyR1GlMtSHnU7yFnG3A4LaUjLxiil0cohaeVkeaEZuN59LhCcTNNZTVCJwUYGEUX56hTRjd7bFggoR2O6krxhPSRuRyilsGiiASxP8keqdDKKNnyHjDWWNM04kL7vw8biH2A7YDsjowk//bk313+fWZzmvblzD33dIYONZ/efiHqSsVjCyv2CQD/1dz7FtU9e7dOojoahE3CMzN1cIP3GO4gI8eQYVoHSDvmdeaJGm8r0ODNPh1hRRCttVKTwUkV2K0JddWjUIc0t1KuErkM7zah4Lo04wdtkGcYqCc/U3kREcFSFzBSRg1B8zo23QUKsTfhXy08xFUSc9W8h4mJtzM3oKvNLY0zWmlytXQcsFxyf4JdaGBHuGp8vXHkPTxL+9UvP0owUjlaUxSGyRdJiUytKj51FYVFZRufD+fWxdRqdLep3UbODyQvVgkHDrwSoI4oAbCbPDKXQR1RREZGlvT8LayEse+BrshFv64ObDfumSIvAeix/LQCQ6YN7EVGqSI2HqwYnQjPk+ImAUtknPaa+J/2iVA7ucwDOXJrg6rOD1Y7+MBg6AcfIewvLuJ8ouin7K4VGfaQF5btIq6gIryofVbJIkCGiSKyiOVqmWlKUrIPvaKyFzORUfY9MpdRGFDZSuN1kuoWGs9HMxyjiZAQRS+AWPrwBGrZMqA2CIUsVJCHWLTQBrRFmFsvMmsexFn5xdJbYUczGLUQSUhUUDXhWDG5U2Bztb2oHjBCp4idvU7MM0VJ01Op+uYJKQKcxuNnGuhISZRzL0qfTLQ8shR5pkmzVCBKhFLrkuaXTTnCUx1LlwQdV9tz7ujTuRSPRvLtyjqdH3++OSQ8TBR5BRASmR+Hdnbf8Tjpu4BJvagx09eOXeOLHHmPy4vhAdf87LIZOwDGRG8Nb88tEXmEsy60OArQvusRTderJKJ03VzGNDKdq6VRaGCzT4vLCyNtoFXNj9iO8M7ORKKZEIVpIyg1Mq0q6nplv0RIi1mIy+O67T1DyEj55dp5Z8UjFJfMaPF25icXy/ivXWLzhUq7FOBc1voLxkRaXR9/GkZAWQp63ePXWs8yuOlSmMlId8Zmffotme5SXbkyRaCHJHDQwci9HtXNUyUVlOWsZDH7g0VntUKoGRWe8ZLADi3atFvMYcF2NdjVxJ6VU9lBKuhn5lqid0NmUIyEH3JQtuS5606Z+tkNzpL346o0JAp2DFKJGuR0ldBLOlU+vQRiyFWXBSTIyR53KpkOihepYhZ/85RcYOVMjasWUa2G/h3WkDJ2AYyJNbvHpJ27TSnxenpnEuVqD1BCKQ2CF0VoH/bRQO7tEJ/Rw/ZwzXptAUkY9Fysu9TN3GdETGFu0bW1mHnlgsb5B1zvkRtZLuRbSChUdc05niGR89ok3KUUef/n+RawRfvrxiIa2tIxHI9LYsYBGQ5APNHLWsDxbovGtp3jm599nMvTxpYx/doZ4wuHlZpVGWojlvPzhGVKrSLOUmutBlJPNdc1+KwFrCafHaN9bJO7ElGoBeWZI2oMfVs6OoU0wgF/y0I5gTdGpcU00aC0/5D62Z+ntgRLp2fr54Ah/fH16y5GnxttDJ+ARwgh0fI/SeI32zNKx9vc4aiyWSi3kp774AmPTowCn3gGAoRNwbIh9i/MTc3RijzdWq6SB4Lbgs9fustrxKFc7zDvCclIiMgmeGJ4uzYPdVI7jlTgz/db6rzOmQsMU4fTH6yDkYC0pDv/XwrNcLi0z6jYRgcRYJIBnnnydUIWMOIb5zgivNupce7LD2/MuZtplKbKQW2pthV6B1VuTTF1cphyuMnvT5/oPLNGdBVzge1QI3TvEn74AIrTSlNrr2yoXRIhSi3tmDO0oXCV0bs0dwyc++FhrCcsBaZoRd+5fnSslAy8FPNvyeGnmCTrNoN9DGXJM5ECzGlKqBMhCg3j5+NtrHwXlesiVj11edwAeFYZOwDGQ24Sb8XsYm+Eql7/35MtczxzILdOBcHHU4Ru3H2MlV4gDzeUSExMrUNvuZW8SA8IltRvhdNkUtrYIYqDZqHBTu5RcTWIcVqMyiQ5piybNLctZyKUgp57H/PyV9/j+h1dIA4+y18GPFHYM7r5VZjw0zN6t8v2vWfKusfJCxYXnLZPPzfHu7DgLrYBGu3ecWhyNMxbSSjPIT5L++OFvB3iuIsst2tForei0d06wOjRFwiNcrC1FDt+6PUINlyJtbMijQkcUTNTRE3WCPIdWRLLYXK/8OUkEZR8sfPJnP9bvoRw7QyfgGGgm76IJuB1Pshhrkuq7fOVHn6ByK+dbz2eEniZteFjjcX5kHkdbJqUDdpuHvckm3MkdIrsR4l22ZQTBVRDlDh2TcONemesmIPQMt+YvcLcVMnamhbEeq5kGIzzhtQjKOW/Nn2OhrDHuKh8ZXcRT8/B0ce03rz/DrZkS9Ws5ernDY88tUr96bz358Imz7/C4zWi2JmkkNfKmkGdw6bGI8YkWf/zNSyRd8Z+21jjXzoG1Xen9DfWjwNGY2wvEA5IsaA/BAXC0YKxFieBpIW228XyP3FiivSL01hKE3paeAptxtcZ3NLmxdNJd+iwMdjBhyAknp6swWCtjayElA04ck620SFoxQrG1tZ7sul4dBGseqhQnbTpP1v635XfYeHzjeptHIwhFKXPhwq9l9nRfB7tV/dJaUAprDePnx/bdHfA0MXQCjoFG8i4Gi0NO3RW0bN5nsnTIee7SdZZXJ0lzuHD2FnXPB1XpTuDFFyDKHG6snEOwOOHcFkWg+bxdnJdbkszHT0Mcx0VSUJkwvyRcm57nbGWBpbTG95arhIS83apyywb4YUzFtiEDVxbQEpDbYmW39qVZ8TVMVQjO3dn2ZSm+vJVwnvpzHR4LVtcfMVaYmDzP7JyD2OLtpLBRxtb9QislmFZ66r6Ers1pz6+QU2zJACBtvMlx9rLORaXGzud4WtGMEyqet+M5Q04GjhK2V25u+Yb1uA0EUGnavVG6X661hiPdjpTrX961x9frRdcObzxuLWBsYShN1wm2Fmu6htQUnUStNWCK8621G9c2FmMNqYVkTeKajdfZHKscJIKyT9SKqX6s0u+h9IWhE3DENNIGs3EHqFB22tRFyG2bFx+bYale426jRq3cpuXUWWy5VKwlVRWa1mJNCRGLwiJiaKYlvnZjAoDPP7OAf1+1isVRVVLrsTwHnsqQZvEFnhyLOVO/Q5Q55LnFw8NiyJWhQsIF/ybGunzQuoQSjbHppqvubpithU5UJ88drl8/x2MvvIxFyNHcak1xw/epnXcxt3YOF+fGoio+cTtBT/jrr6ubTdI9l8yDgeep9Ym8E+dorUDkPkNeHqvR2cG4u+fLrEmyWWOxWuEYb8NpMhbrKSr+xlc3s4aKXzgCaxsYFqA7kUfZ0XdjNGKx3Yl/yMEJ2hGdWwv9HsZDs7HYPxn3QbleotXtC1CqPJp5LUMn4IhpxR+QJmXeWixav/q5xbl1BhHIHQ83t2QziruqTpR5NJOcO7GHU3FRgaIdWiLbI2msmx/w3sxTxb+zQVfND2zXiiTGQLk4PwsshpTXbj3J3RV/05U0DVze5iNUfYuI5a3sSX7i4oe8tzJGZnPGw4zauRZ3VmskVmiaGmkWUNHziECauXzrpccBmKgkJPjE1mUm77C0zypA33XIHEEHDnm88X5FCcpR5Fk+sJnISglmcZlo816oFNsAvcyvMaa3rjOwUId8/bHNOQmbnQYDm7L9owHos9C0GaXLPupmchiChI8gg3lvn2ZK1RLNlfb6vOK4p08DYD8MnYAjZkq9gu8lfHehyDgtBRr/CcML9Q/IkhBrhNZ8lduv1whcQ6tbe5s1U2iCdzEgokeiTXfl9fa98EBet6s11e6qsZmkW0rQWknxdfjxcyuMyCqv3nyCTib86lPvc7Y8x79483kMHq+3RjDtnM+OL6PJQCeEV3NUrtCieG+1hMLBiCaL9vauHUehHCHqpJR9d4sTkIVlCCGI2uvhzWSXZLrDZL/GzBiLVw6INrf97VXa1yVudFBjHqZHmfUJWUD1pGNzKscnrXC6OMF/95OI6zvE7WjLwmLhzlIfR9Q/hk7AEdLsdPj+W2dpxi7jdU0SxLiOIVMZym3he21ef+vjXAjniVYKZT1PC36tRHLGI/Kgs4NcnYjBWGFkQoEF0QZEcLBcDguZ3jR3ePXmaPd8S5aXWWhBq7uKdLUqZIi7lF2Pn7nyHo5YDBV+6swSfz0/zdc+vMSLZ0s8PtbkzbSKWA+MsNKaREtG4DcRq0kTze1ViP76Mnm7WAO7UyVKUxrHbIjUiVCEyru/eK6mvZb8toMBSYMij0KwBN3nWmuJm/3PSBeBtLN/x8Rk2U6BgBNtP0eMR2YGI6lzyJAdkSLCaLaV3945xSqIuzF0Ao6QD2ZWeON2ofAXViEpxzjaI00133zreQSY9mLybOPPYHJLZ6kNZzTNXfT0i+0AjZRXmXRzVjKPVmZ5ur5I3Snq8K3VvHpzBBCi1OfdexdpxRuv5WpNmm+8Ro7lLz48wy8/8T5xLLzyyjh6xLLkKv6/96buG8N3bSEcIyJgLWNxRsexOCrFdSDKQEWgP0xIgHLokWQGAZJNaoFZmoOAGzhYpdBpSh71LjOyCEm3va5WwBE6Afs1yMZYgmpIZ2F175MBEBwl5MckRnQcCEJ2r/8O2ZAhu2GtpVwL7+sL8CgzdAKOkNm4jTMhMNpGlIMWRZxniAguPjaH8tl5VlZDvKd9LFB3IkIVs1L1ycSj3TTkOVR8D9MNMQtw41uPIY5l6tkMrSw1Uowt0WyPsBSPrFuwauBhjZBmMN/wqXTTAbQIK9HW1asxlsfGE2YWRnntjVoRro4t7NAhVokQeg7+vQ4y0yK712C8FtBZLYxBabSCNh5WKwRotROUq3B8jed5wEaGseNr5isZkDPRcmAHJ2AzIuCU/eITsXY9U9laW2Qyb0qEFjZnQrNruN5ae6D8AxEhRlM+M0JrdnnP87Wrt0Rgtlxr3686QFgYyR3S/P6olQjrn+VOWx3bD8suj+10gV7X2KkvY3EvbPzc9WG759pNZ23+facRbTwu6zfafga9FXNCkl9POuWRkPZKbwdg5Ez9mEczGAydgEPkmz+6Qb0cMDlSoVYOuNdsYLCIMhhj6cwErNe3tjPS1PB2q0zZ92ldjtACnxh9F6Vysugyd5sBZaqsrhhyY+h0E8Cstcy/LzihQ+Pa5sByStqps7Jkthyr+D6NeKvBX8smX8PVGovl+3crjDfqxKsJYahpLUaUqgEde/8Eb4FmnOID2UyjMLKb9MQ7S01YahKOVdDjVeJJn2Uvx0oRDQhch06a4SsHp20paQcJDHm0z2x21yU+O37fYb/usVB7cMESay1iYfQ797Cpub8uWcmGk9D9RylF7iiCSoBXDcmU3jA0svXa1oJo3TOXQ11vYDdFgLbUVq8XTW+89hZT1ZUTtqsxphkXRrA7CLtLsoEKNzV52lRRBsXnsOFcCbLubK19Tt1yMgu6+7kVz+z+sI9ox/YzTk98ZMgg4YfejhEA7Wie/dxHjnlEg8HQCThEjPqAV264tDoar6pp2ozRMOXF8XdQ4mPOxGgpkZsO3116AmU1qbU0s2LlnFv4y+VreCI8V2ny3MRN8lFFfs7h6x9coZNuKPLpiodNs/WyLIVQcjy8Uk4lS7jb9DB2p9UMpLnho+dXcVSGARwBrTOsFXQskBWr4WY74O5KiA69DV2f7sqplSSICItjLu7nLlL7sIXMtu97rWSxCYtN7DuWifMjtJ8axTqK9prAjbVoX+E7Qqu+gjftkZqUiQgAACAASURBVLz/YCsjL3SxnoJeyZT7RLoG1xqLzc2BjVKnGeFMju0WbICd2gUvrWLzw2vMsp+xm2j/1QU7GexeNQxDhgwc227QS8+c5+zj05y9eobaeLU/Y+ozQyfgIbHWMjvXQGvL+XPXGR3xaLRGGRm5xasffpwo0yAGQ+GB5ra1nphiDVtuSgvkBjpYPMkYcRrrfyGlLq+fJyIsXvUYjQPKyxHqjCYzOa0spuzlfPGJt7AIdzrTfP3uJcz2nDVreWJqnosTtzE2xhefknKIbE7cPVkQDIZKXmb2Q5dmw2c7Ssm6tG0qsHQxZOT2zvvigpDcXsFbaOHUA0qjJVYnPGygWLUpvi2cnOwC2A/2n52/5TXKmoXgkOrid7Xiu4wBCMhpW3XweukHfM0hQ4bsjtL3y5qb3HDloxfwS/fPb48KQyfgIbl9d5kvf+01LPDUx8+SJppbNyr4wQiuK0SbelGYXJGb4mZTuaCt2lKiV4gDWgz2vkZx26OqV8cSnhpb4BudEXyriPIUR2kS6zGTjbOwWuebN0cpT+TEYYOxms/z5UUcbWmSUQ0bWJPgqArjOidkFQQypQtxIpuTWYc/nz3Pcrt3UkDZdVGZRXXM+vjNJ89Tfm8J2w3pb1W927Rp2kxRzZSxuEL78REcbfC0QtIS7gp4gddbfCZN1/0mpWF7cC9xD8+IPky1W3NuZe9oQA+M2UuaaciQIQ+C6tF9c/HeMvfen+PyMxf6MKLBYOgEPATWWl565QOgMBjvvDaC7zukSUqSCp6vGalu3HiN5iTf/9F5AHxRuG2LibeGYi0WrYRvqYDvyBQioJSldcYFDFXfo5Wk/PyV13Ek5WudKllmqLgBzTRi2eT8xb2rzMyu7RtbrgURV6u3OKMNi/8/e+8Za1mW3ff91j753PTye/Uqh+7q3NPdNYmcQDGII1IiZVs0BcEWAQfagj/YgD8ItD/YsA0DggEZkA1QECBAATJI25RpihbDzHBIDmc4oXtmOnelrlz1crjxpL23P5z7cqqqrumqrrq/wet5de459+0b19or/JcWrOmRaZeZ7Bino9VSWkhqgODa/k5eBE80zzUWublUId8lut5KM7AwtqDRi8m68UrFRRXpjj7c3VBzkI3GGEo54eEbDtlcd8+QuJv0yNql6Rel8J86RNYvslOOIlUfbyh9L8J6hXyXOwh8Bwkces10h4NTFiQOGDDgx8PWT1dYCfiF//RniWvRQ1rPo8HuY98G3BXXby6xuFiOzg1rAUlNaAeGsObjRS626rDaEpYWD9PrDpGmG2+21Bo60U4rIQgY0AXkOWjHQQ/HpP0tZVoUGGv53YWn+J2FZwBhMtRM+m3ifo1gut6CbwkWXMbsMoXtMqMtWVktxrTvUxNLT3dIsWXsXRRIhc1vi+nKHF85eZXxyh45doHlaQc5XcOZjMB3MLYU+alODB84hMd0UuoLG3UEIuzpACgl5N2NNjRrDN6mEIlX90jlwTkBH8UL8CqlSJIIRB6YpWXM4jLJ4jLdYQ91oo7yt6oFfJKFggYMeNTZHHWN6xG/+J/93BPvAMAgEvCReOvdm+u/t50CVxSFteTDDk2rqc3kOK7iRx+UPfa1wAebrn/b77VLVkrwhgN6kaVtcwwJqm+Y1/aKq4Vire7vTDyLp1ok5gxJ4iKuoV74jEcpJBlBdbU/VUuRFgkTQUxsOsxlhxgJQ8riBAdsDlhQMZj2+nqmKgt85WTCv3yndDq2o4Gl2ECsYDygal1qaYaz1CWSMRyx6E6PIiso0p35+uzqItFITJQJ2Ux7x+1QFr67aUKxLS+Sr/V3/Tj4CPerpT/DzEIvh3ioSnephXp2ipYCMLiHQurLBVnz41FAHDBgQFlT9dlffJVKPT745CeAgRPwEZieGmJ5uYPWBr9tceouhQ8tm+Og0EXpBKwhiaHh+OSbKt70NkXAqueSLXbIJz2iVVAtQxC4pFlROg8vJziewUHwdcxLI9dwpAsWKk6GtQ5dm/DKszM0otmywt3U6OYx1+bHWelWeXlyjqCSMJMJX1QFsZLSEbAdkAh2mVVQ99sMRR6FVhTGYKwl07vJGQtt0QTj8OK5D7n4jZOszDoQRKgQKo5g84yil22R/w0vL6LDvb3yoOGTJxpWN46pwKPYZKiT5ZRRN3xghYH36wMo1yHNNJsdJnHLXb/d5EMVAksjLv6wRyUHWhnpwv2vd8CAAbsTRD7dZjlp9fO/dI6jZw8/7CU9MgycgI/Aa586zvlLM2htMIXBU0KuC2rik3dzvOmI3LHQzMswt0C6tBHO3q1QhcKUhXSyVbYkcBx8QM96ZFOW9opLJ4e/mD8GQCPSHB1tMem5tK3L9XwUyYboLsU0O6CNELgOaZ7xnesj1MYyvDClKm2gAbYNqlY6AOLsGgpvJRmFBs918R1Ftk8X3qFGG3E0T/30FRbOH+bqDwOMVfQKC+JhI5dKJaQzX1r1dLWLX2i8SmXX7rm85jN/2KVxc8MLcCJ/S95dgGI1h4c8DCxsVEj2ye57rsLpOwXGGLJMk/nAqIc7epThrqZ7fuaBtgoOGPCk4rgOXugxeWKcEy8c48TzRx/2kh4pBk7ARyScjEmbXVxRNPsjW7Nejh+7tMnJjSGouxTW0BOL21bYPXrEgfXtp13/D6hmSt7LyXwHJ4hQvkvsp3S0oE0ZaVjuwHDFp504ZFVNu98nX6kbJlzFkJOQdzzm7zigLep8gRsoftc8wzMvpzz1VI6jW1g8eibmzbnDvDZxGd/Z2FV/+tQdCiNcuHOEs1PXeevKkR05+NCz5TjdfrRDlGb82euMnop4/+uH6SyXxk9E6BpFZbyx7gjoNEeKJtXRxhZJXRFoB6DuYmeuc41n3S3RlvtheClfV2i8V1TgQ7b1eVGRTzDRQFwP7ZcFoNqDwLjkucFTikyXcaHCcfHHR7DtznoR5IABA+4day1hNeDn/u6XqQ1XH/ZyHkkGTsBH5Bc++yx/9Pp57ixt9MenkaVnS7EbESHrh9d7VjM04VPcKqMBjutgsm1CLX3D42lwexmqm1MAKnRQh2vkAqZb8Lnn3mK1M0Y7qTExdJsiDwn8LlpXef3Occr4crmpnxhr8oXaBa7eOcqdC2OELwq5FYLvCtpxef9CyIUk5NmzS1z5tx5nn+uRRC6//cFLfGpymdNDd+gWIWdqbTLr8O6tnKrfxL2ZM3pScfapD/nhtWOsdD1eO3GdarRzLroKejz9xXl++HuTrIXJ1x2BsQadhVV0YYjjgKLdARE6/TGf7nMTrEYWd5vU7q41FRYi45A7H228rtvLuV8h12wXlbwiCuh6LiynsDas7FjAMilhzcGZ1UQ1F5tritkO1lgkiqjEAe3Z5U/MfPYBAx4l4lrE0bOHBw7APgycgI9I6Lv84mef5RtvXuLKzBLKkbJffo/S8q7SeP3+d99zyHc4AeX/BdcTet0Urx6SjflEWtFbTHDGAtIc/vIPX+CzP3MJN/KIXIN2V7k6d5qLs1Ui36VoVxCBbCzjQ+0y13uZ1pKL97KiHXaImx5+oHAEWpdnyZ8f5sNvVVi81uXkKYcvnnmfH3hn+cHsFG/ND9FKhP/kU+/gGZ+/eeYKvnJ4O4KnT17G95q8dvw27dQl9PcWC/Jqqzz75Zj3/6y+fkxE6FpFZWKIZKVNnmmUq7DGUB8fQjuKIooY7ShQFvPvTBC855IFGu04eNUQMZDNbqRZJpyUz51a5Ha7wjtzlXt+TUfnUuwuwiJ3gxN4FMVur31pxIPAw+mngbRW+NZDrJAlKb4SvHZO3ncirIWeVVSPjNO5s3hXErwDBgzYQBzF2U+fftjLeKQZOAEPANdR/OwrT/GtD6/zw5u3920tyzD4x0OcBb1lkt4allKH3gQKPVknrCREOodlD1cJYoXYcfGqKcpNWUwD6o6PKy7HJ64xPdaglfqcnz3EybDN2bEZ/vj2aZbagjecIZ4mXvVw37H0OhnGGBzPpZFa8vkMU8DsLY+nXtI8O3qL79+u8HMvvIdIxpXC4TuzT6FXDH/n2Xf58k/colEtmNEhrp8S+F2u9w7T6fVb3wQUlljlNJopQa2H4+0sJBARekagXkezIfhbWKCAYDmnp0CFgvIcUs9leXStvS4nts6WXteqk/LU0DU8dfS+nAB9cRG7X8HDPvjViN1r/cs3hePI+tjkykpA1svKXb8Iea9AujvjD73U4I+P4CvIuz3S1Z3SzAMGDNiJANWhe/8OeJIYOAEPCBHhC6ePUw8D/vzSlX1bzNu2gFGYWnUJtg2i0c2UYCikWVNUVgt+6fPvcefOGH/xwXApRyuKltaMHCkQZag6Kct5TMOdRdsJvrsyxHSgoN7i3NhlAsmYdI5xbSTFb9XozRvi6z0836Ow5URD59QQlfGUqS82ObQacOcNxcyNIcamW1vWHasIMQq/6nBBNxiKm3hYtM1xJEbbHsNei4vtsW2P2GPo5jDZB/fXCjd1ukn9cIeWrvCBCQi2jTUUDypnvX4dhSUe7pTPpb2/ELo6O4ZoS/H+3D1rBSjfY1eVoD6byww6nRTXVVvaHu0eu30v9MnzAhvHVKox2XJ7i2bCgAEDdtJZ7fJ7v/lHvPjFZznzqZMPezmPJAMn4AHz0uEphqKQP3z/Immxf166yHP0/NZdnThCZzKguqipqPI2NygIagHWWLK+VZqf8Tj5gjDsLXKxfRwiIZIVKqrBcu5yqrLKXFHh+28/z0rXoVKJaLdKyV13PKZ3e6MfP58paP+pg/8LPaLxDr3FSd5+s8qLcdnr/v0Pn8GuuvzquTdoLSmi6R7fWx7nVDTMZP0GjgRYW9YgmD30p1aOp9SHA/SPMmzv3ixrZaiHFD24ZvG+08Hz24x8aBDPQVyH+jGHZ77QWZ8Q3HA1qBrGOgfe924sjZUTFuvvleoKlrsfLWxld7FhKQx11wFjcbyNj52yFus46xrFPWNLgSG/nDKoRaELQ54V5JlGhLKpNI6oDFcpWl3S5iAyMGDAXvTaCd/+3e+TpwXPfvaph72cR46BE/Bj4NjIEL/66ov8/rvnWers/QW9w7Aoiz5Vo+saOOTD5Yx//X+dwQkCOp6AI+WEISxGA8anaUaZy4BsjKu3pnj5SIfRxmUCxyOnSRRrsiKm1UzWRYq2myh/okqnMLy58Dw6yAmOBTCl+PoliAtF1gvI8rLv3RXDX6vd4C8vnuSV56/wh8tnaOsNuVtfuUCOh4drPKxYEikr3Jv1FPcLivA7gmndffvbe99oEFKhu9AsTbLS6LTAqSmKE3XaoeH6nLu+BqfeYqzeAkbu+m9sZvxmF4Wg+mIiutC4nkOWFmRJtqdDYIFs13oASFburspfRFACndsLuKGHqdbWZxhsrQ0UeqnBegHxdAWShO5yezCAaMCAbfihR5EWvPHHb3LyxWOE8ZM7LGg3Bk7Aj4lGFPIrn3qer52/zOWFpQPPr41pznxhjp40uTo/ze2VnOCcT3DVRZYVnm/JMzh6qsfUsQW6zQqh75IWPf7d0SVCCm5HYwx7Hf7s6rNUai0ODQmdntBO0u0WZAsG0MaQW0F1YxaulscdpdCmdDoE+BffegXfEyoqRxeGbuGSzsd06htRhci42OWAnrboArAwdCiip0ojWCiDfcXHfjO76ymBrhJ6Cy0cVyFqI9KgfJelevkWnpvz14+vJC4T8fJ9pwO8pYTOYmfLsZSy3Sg+OUnuOHBniaK7Nb0Rj9RIH0TxnkClESNKwBeslAZ/11NFSDINyiOcGoVuj2S1s+u5AwY8iWS9nHM//3I54tu7v+jg44zYJ2jncO7cOfv6669/rH/TWsvr12/x3as3duzAx+YtaqXDxMmcQy/cQfkbOd6F5hFumhqmK4zNasZOzbN46xBppJgcbXGyssjrHx5jdHSBkRRaWcS1SoWb532CwKXjFwiWmgrprmwdVlMNPFRmyVYyRARjSgPz2l+5jhs0eee91+h0LZ7r0E62Fqo5jhA+3SFUmhfi27z/xime//wHdIoh3msfgsRjeW7rIx0aE3r+VjngodsB2dt3VyMQKUNnbmXLMf/4MO3DMb1g7yp+JRZzH45AYyXH0Rb91uyW4+FIlfZwrdytW4jzHOsLRkByjev6FLrvbykpx0X3WzqL3v4qhpG3sU6bF3QXNkSR3NAnqJfFTSJgHZfeHoWL1lqi0CVfaZJ3BnLEAwZYazn+/FG+/CuffyJbbUXkDWvtub1uH0QCfsyICJ8+foTxaoU//uAiSV4wmjq4RjC9hGOf6tI4Pos4GZtlZsfqNxkDTAP8wzUK0+PyO0foLvhcbnpcVOMk4nDjWkTtVoEKHLpPpwwPuRQzBiY8El2gjMWl3O2vFc5ZETo2Jwoc8qRYH/DrqgLX0SRZTpqDt4vXLAJaHAwFyi14+tOXudmb5novQJsc6fjcTTVd61BGZc4jn907vL6GTnbp2E8L/NTs6wTcjwMAsDrkIcZS33Y86zsAAEag7XtYa1FKEUxWmS/y3UYrQMVjJPXJZvfeofcWVjC7jWoEiiSj2PQcxGMNoHxtPFeRFxtRAhEhSTVEMZVGDZvlWxyKAQOeNESE+RsLfOf33+Bzf/21J9IR2I+BE/AxcWJ0mH//1Zf4/949j81TmrmhMh5yRU9SzIxS8QtqmSZ0M/At7dSjUi8Yj1eBHo4EHD29jLUFbqPLpbkT9Foe9cKho3LICuQDl54ux/vK9YLxJKV3c5EAyiK6V49QhAojFquEbgw2cqllirSXY61grYMxpRlvdXeOu0Ug0wVWR3zz0ovY0TYKQVsDGKKaptvZeo3OBfytd6PF0vxUTiUJsN/O966ot5aktbOuIptp4bRSxo410L7D8oi3y8VbqbULvMRgPIW1lm7FIfcU9aZGrYXx18b52tJxWsOrBiS7fHmICNZYksWEWtUn8S252Ra6V8JSBP7xKrWWJl0qUyOByVGuA55L5rp7OgE7Hnu7R1gt5yzodhfXgtuo0kv1ptdL0Bbs2syJJyjiN2DAdqyxXHzjQ5Sj+OwvvPqwl/NIMXACPkaGopBfeuEZvv7Nd/FWOlijaZ4uqLgBqbhkWUh6q447VTAZpswuVGhMthC/oJMM05i8xfe/9jzTR1Pc1KW2aMl6m0brbi9K2yR4Y3ON8/4MxXNj9CIFm1pnF9HUJeTbP3oKbSyuo5C7GMlrrRArn47eCDsnqofjxGyeLdRa0cQVB81OI9cJM+Kf8GEPR8B1VTn+eBd0J8NpZhSH764POLzdJbu1sSseOjOKjly4vITuboTrd/tzVh9sRLN2husq/CGPzi6dIZlYFmrCcFTFznVJ5jr3NR9ge2QAIOskhI0KUonJck3oQGdmcWD8BzzxuL5Lr5MgCK2l3aeUPskMnICPmVoYkF1tkqcF1lpqiyF2SmjnCTawxBN16vU2X2p8wO+8dY53zk/jDh9jPrA8XSur3a9djoCDZXHtNt35opkSvHEH9eohOvHWMLpOzLpev7up+K7cWAqeazg80eTKnTqu8XCsQzvVVDIPnNIJCGxA0fTR2w2bCL4O6Tm7h8O7YUb1cyH2+xk22bjWVYKbZ/vK9ybTMa3KXRb7eFsfc3Zpp7zxXqzVzrhYwvXnVSD0aLsbHyNTGMxCSn0sollkuAiuKBAw1pJazYpn8acjwiyiWHxwRXzJage70qZ+ZIJstTVwAAYMAILYZ/zoKACf/xuvPeTVPHoMnICHwEufOcXMzSVuXllAXTKoFUV9LEC1IDuWMezmvNU9TX7ERboe6e2U8YrD3Fua8FyI1Azpj/buXXex+Mai010UCXNDdHEZc3YY259UaAWwFo/StUjy8rq4FrDa17+z1vLi+BwLqzWypoujLCMVTeiCKSKaC4pUw9Yg+iaMgFPej++UoftM54gIcR7RuaMwUxGRODi3O5AWpHOLZAfUCwTNnFb1x/82XguzKwu9mY0ixWiiAfWdfz+Z7zLUiEjbGcaUz6cAY45hpeaRCWQnhxkar5J9MLvj+o+yzm6msUFEpRLTXVgZTCMc8ERTH6vzc//Blx72Mh5ZBk7AQ+CZl4/x1AtH+OPfeZ3FuSasAJdKYxwMRbxvfDzl4ClDu22IxwJ0ZnBrPkZpOkFK9eWI4qKgu1u/4AWLv9gkXd57h5kvdfH/cmue3X/2EPrGEhL7JMeG+rvvzZP8hPnmBC+cfR/P2xphePPq82i9f++tYKl6IakuyPtGseIFqNWA1Zt63dR3rSaYjoludgmmx9Ht3cVwxHfKGQN30fLT6FmCdo5evv+JfDrNqSw1scZuSWpkqx0qWuP5HllvU8xCgKUm4WidzHUJ0wzTTtC9lGrkoQIXMs3qkTrhq0dR1oKxBB9uRCdEKbr3KBEcVMMyqyJCT4M7OoSbpfRWBm2DA55MOisdirzA9Qbmbjfub0rKgI+M4yi++JUX8YONN6ZYyL7dpb4aE94MceYFRwTPdUgdWB31MG65i26HPbyRnS9fNSv2dQD2Inv/DrqdUsy1iOc6u4aSby5Vcd2tRklbF1wHtc87qVJT9Lwu7TxZdwAAukVG0d0pmpRagz5SAc8l90MqU9tEf6SU9l367BSL49sqDnfBXeiRvTtHgMLeqw5wH2ssyVKbdJsx1WlBsthGdxPSlc7Gz3L5I9qgHMG0e6Tzq4gx5PMtzEKbdK6JwtJV0HaEjiP0Wsn6T5Hf+yREt751Wpo2kDg+8dQIyh183Ac8eaTdlGvv3XzYy3hkGXwrPESq9YjP/8xzW45ZC3IlR80KyWJGzfFIspysKKhEAcbdtDuPdho0fY9f9CIwdkoxflYx9Zxi+iVBnIKw4qE8RcX3iX2P2Pcw1qOXNbatV9GrZERTKe6mAv2RSs5nTs3y4skV/KFsT+Pr1A1esDPk37IaUy3vsFdAND2GG5b/dmJ/Xdp3P+qJZXQ+xS52sdbSWe1Sqcf37Qjsx15Ji2J2GdXL8aox4eQoju8RxD5FVhYiVj9cZujDJWqJop5vfe3yJCOIfaJDDfS5o7gvHb6vdYgISQHuyDBhLbrHRzZgwCcbYyznv3fpYS/jkWUQH3nIHD01wTMvH+WDN28A5a44n81xIwhrIV2ryXSpQNNJMmrWIlawYrEeWAfC2EfWjL8x+EeGSW8tQ386HYAELt6hBtlITE+Vufkzk22Onb5UJro3UcwOMTebwy470VtLh3nqUBPBwZEA5RRMBjkdbfCnDdeuB4zXcl46dgErlosrp3ftClijE3RQxxWVxQqdxb1z12lmUPUacd1QqLtrpfNWsnII0Ca6zR5xLSJPC4pdpjjeL3YPN6DoZgQYNIpMW7xCk26aFJitlJGV9MUxlMiW0UjWQNrNcKsBKWWnxIHr0KW8865rMRaCiEgpegNVwQFPCJ7v0hx0BezJwAl4BHjl82eYu73C0vzG1L6iVxrhMKqVQ4NEcBHUDzNqoQNPBfRaghr2aRYabN8wCjBVRU1VcQHvrduo5w7RctgqHSzCQjfkmNq5Kz41eYGjo1X+5L2nd9x2bTHixHhA6AmF7eJIyMn48sa1z1VwVIKI5nL3DF0N/j62yzGCVobeWItapUL7psWa3Y2YMZCg8EYrOBr0QeUAe1TH91oJlUb0QJ0A2Te6INhagAQuaj7Hy0uBpiItMJ+ZRvuKwi19sdBzcD2XtLtT7U8LhM8eAmPIzu8sJgyHqyR7PHebSV2feFjRXW4deO6AAY8Dn/2FVx72Eh5ZBumARwDHdfjCX31hp651YTHXmgytGIYTIbzWRndyisWC4ntdbBdcd3c/zgAZkL40TcuVXWcHrLRdjN49rO45bZ6dXuX56a1qc9pAszcKCAoXYeuaXaeDiKaZj3Oju3Hb5r9eXXFoXIHGNaF62aD6hqsTdXA3tfGlgSr18wE3dPGmq6Agn+8xdClhtC0MJYpGolC7BRH2scu9TobrP0gd8QNUD60lKzSFNuRpsX526isC8ancMcQzBnNsEn1oaw2EaacoIBFYqbiYYOdrHg5XyRz/7roCRUiUSzy6XRNxwIDHj7SXsTLffNjLeGQZOAGPCPXhCp/+0tldbytWE/KZ9lajZiyVTDhoCs/+e919DJfAsbHLHB69QuRvDb/fXhrFWnAkorA7q9e19XivPbr+78wU622BjhHsnzdJv71E+heLpN9bJvz9VRy9cy0dZbBHqogSdK5Z9i350SrBSITJNOZKG7nYQl1sMTajdzH6ez83ptB4wcEqg3fLfnUG2bU51PU5vGuzqDxHOYJq1HHHR6j9cB6+e41Xf/I9Xv78O8iNWcz1rSkMVwnV3KxHNjJP4R8Z3nJO0UmJAsVdzwIRoYdDZbxx8LkDBnyCKfKCi298eF+Ftk8CAyfgEeLUM4c4efbQvuc4CkKbE+gM5/YySS/Hde7vZfRcg3L2k+IBEcOxka2GXilDbiNuJg1m0yPMZkeYz44ynx5hPjvMhfZJEm0JjU8li4nzCN+4BMbHW6hizkxsMVamVVC9Xv57uxFriV6PBgCkfdU9fzTeWKOnKBouNcejGgSErkvouVD1cafrSLS7sbfW4jygqWL7zT+w2kChMUWBLgxGW4wtC5YoDCbTeEGGH+alc9OXDy4dC4uyULx5i5FmgbOH7nmR5XRuLRDkKb57d9roIkLXKCqTQz+WYskBAx4FBCHtpcxem3/YS3kkGdQEPEKICJ/58lmW55usLO0s3HIUFIsr5JvEXyojEcV4heI+BGG0FjrtCZSricKD1fOqgeXQUJcjI/NAwkI2wnxaGtGqG9Iuki3nO12f1q218URQ+pwGHGgcapDPbITokm8vUp+v0a7FoLYaMVMYEMvzZ5Z599IwIkJeUdBfslv1mKtYMDlsSqUndQfqDcZu+eQXFnY8nqSdElVDjOeWY4pFSHvZfdUKHGREBQEr2KPjFBac2wuYXr4urfT9fzyG0QY1OozjCPncEl5QzkFP+tMA7UqPF3ha+QAAIABJREFUwPMIXUhuLu/6d5JmlxhL6Lpkrsf2MQY71iVCTwtxozooFhzw2BJEPrcuznD4zP6brCeRQSTgEcPzXb74117C83f6Z44S7LZv9VbFI80NldBH3eN0LGOF7755hHcWjvHm6hluJcfp6ZEdle6TjRWenW5ydmqeUxPnif0UR7pMBBlVN6TqhZjdwtD7FamNbe1nF4TsYnvPCH4QCZMTV3jt+QUOjeW0RKM8hVfzMbX9w/r7medeOyHtpnSbPcCi9d11HtwrogTlKsSWhtfxXJTrrDsPohTKcxFVxhSUU44iVo4CJSjXQSlBZ5pOVxOdmmLPIYkC3aXWvgWZ21FR+JEf44ABjyrKdbj0wytk6f4jvZ9EBpGAR5DGcIXP/fSzfPMP395yPNcWPwrINlWOW4FCawqtqYQ+nd3G7h5ANq8wXoWLeQKE+GqME3HKdHgNgEqwQhwsYdG4qkphynYbY+367n+7PapkMcny3uZXir23qI12jhiLrcdYBVPHFfVaQlVqJNJlasiyem0cdyRmfsxidulwuB+0LscC348jcNA45NLJABwBA72JMqfv35zHakN2dBLBoi7fQXy3TBn0yi+soBKQdlLsppxmWymCpw/DzQWKzs5OgnulV1hElRMRBwx47LBQZAVX37nO06+dftireaQYOAGPKMfPTNL6fI/33rhKlublDrHZ2uLJOpGHARxjMeogM7Q3adfiGbU2op7MCBc7ARNBBVc6GPK+LkAFsLiq3MU3vAwh5tP1Lof8VW5nQ+u77jt3AsYmO7RTl4szu+wyd5lrAFBfSUhvLmNzjX1qGmMhOKl59aVL9LoRf/r2MzRFIxVwckWjUCx52f4zwtXdPTNJOyGIA3RecFC1/3YOTAeI9OsdhM2xCTf00Xk5TKpiNDooIwSbUxLO2vpF8Pq/i/SbEg+PEXV6dG8urj8H64a84eCuPS8GiqX90xzRcI3u4qCKesDjhy5Kx/76+7cGTsA2Bk7AI8wLr53gmZePsnBzkTtX57l9wbJ0Z2W9eE4nOcMfLpG3E9wzE6jUoAK11wifPQliQTtbw2TWCkvZMLET0yoiCquoujnD3q31c0LV5rkg4pQ3T9XtMO5u5KmPTI1Q9bvcXJnY3QnYRfhGREiuLmyJ31ezjKs3Qz7/Uvlvc73J8HQV4yqcrMAuKkbGfJa9fcJ89xIWdxT36gAA++cc+ogI+baddnesQSUOiNoJ6fX50oCnBXE9Wo8eSF+T2SkKzIVbO+63OHuY8OwR8mtzmDRf/8JbfkVj+46dpx28rx3wEAba6gMeU5JOihd4rC4MnNztDD71jziu6zB1YoKpExO88lPP80f/7BvMXu1XuVrIlsvK/fz9GQCqwzGd06P7aPTtxKsJXbUzjfBeqwJU1v99tmrYLGnX7E7xgyvDvOsO81eOzXB6aEOfe6yyVC5xt8S1tejZnUI1fuRtUdOL84LejQVqzx0GFBZBBIrbbayFwlq8ukc+Zai267TXUiHbowL3UCuRpzmWvSc0flRCp9zBp3qTM2AMxfXZLaF4XRj8yGOLDJHv4g1VMG45kdHpFkhhUMZQKIVzfIJIa5xkhex2hpVNRZkWQrdUNswMu4b909yiXFUWYg4Y8BghIhRZwfDkoCV2OwMn4BPGbgWDmymWu1RvuiRHGtxtpri3ZGHo4PNSU3oA1ipWOof4/ofjgJAW8AeXp3h+YogvHn4fd5Osr9nFCVAi6ObOiX5GG8otdXlNcn2B6sQQvYUelwoBP+XwpzXXLlWJIwfjCp1pKIIWIQVDMznqZpviqWFWA/ZPEexBkRVUGnGZQ8wLst6DLSTKz9/CjQOY3tBR0HmB3WZ4025KXI/oNLvr0wlNJSJxXeRoSIuc0UtNihurBLcWyfvOUw585u+toFPFHbfGtZ6PNqCspTuzhF+NsGGE4yrCyKfT2tTRIULYqA5SAgMeW069dPxhL+GRY+AEfMKQ/cb19clnmqjZJsNnxulNVEn2yL+vUeSGWhHRdXca5jOVlLpbto75ToK1Lt++8DztdGt/fahcbs02+DdLrzIUJvhKCIuEZVMlHNpQJRQDSStDQhdrLO6xIYqxcqhNDqh35zCt/o7eWtrLLWoTQ6SdEHEUqetgJnyWROMFCm+1oHpJA6s4XaGz0EEWOoyOVbCnh+iG6p6K3ay1dFa6iAhhdf/xyFu4F39jm3NiAW+ogs01RWfDKHebPRxHEVUj0l66Z8bB8ZxNaxXSpQrKNUymi4xol0t6nKInW4SjdGHotBKqtYBeN0P3IxOyhwLlgAGfdILxOtHUXex2njAGn/hPGOoui9zEQhE5tLyCWuiXwoK5Ic8MRaG3GCJBSG8qOLH1PhoeHA6vIX1VwkszT3N9MSbXOx0RR4RuJ6MLzBNSdT3yBRd/PKQVbks1VCH7/O79usN94SNnKEIdHabpK/zzi1z42mlqJw3BZIaxmsr7bfLn65i2JnmvlDauNDYm5OmFDix0CIFwtIptRICgs4K0t3cHxVr0IK6FdFvJnud9NLaa81RbGGsQKygu3F4/7p0ewaYFvdUE3/dIb8wTHxshk5DY9bB9w91d7eHHPqYwFFnB278TbAnp+3Eb50gD77VDjI+0WTzvI6FDkpSaCPn8EpWpEXqZvZfMyYABnyhUNeJPvnmef+9vVKnVBi2xaxy4rRSRoyLyDRF5X0TeFZH/sn/8fxGRD0TkLRH5f0RkaNM1vyEil0TkvIj8/Kbjr4nI2/3b/pH0v3FFJBCR3+4f/66InNh0za+JyMX+z69tOn6yf+7F/rUHz5Z9DJC7dAIslqSiQKBlMpo2o+kWmLqChkNcC7YM2HHDnfebWyExtfL3osqNdQfAEhSGsbeXmHhvhbG3lqhd3hpCvl9b4g1XcF+aRj83hVroMHSrRR6E9NoFEV0qepWwp/Ec8BNNcHtjOlin2SOIdr4NbK7prvbornbJsxznLqbx6fsQX7pb7iaa4x4dYvlohYUzdVqvTSKBg1MPKY7WyL3Sh3MEKo2YqBZitVnvKAgnG4TTI0SHRwimh8uWUg1t32H42Ay67tAb8eieisEVMJb2rQUix97/CzdgwCNMOD1C23GwxvLVP33v7uW1nwDuJhJQAP+1tfYHIlID3hCRrwJfBX7DWluIyD8AfgP4+yLyHPC3geeBaeBrIvK0tVYDvwn8OvAd4N8CXwH+APiPgWVr7RkR+dvAPwB+VURGgP8OOEe5fXpDRH7PWrvcP+d/tdb+loj84/59/OYDeVYeYdy7rOD2Rys0w52SuEogMZpcDI16QLcfelfKIbABqZSVBI5RdAuDsaXBEgxZX9+/MewQzLZJFtr4gVcaNddBIUSug2sUTm7JgHw1I448unZnSsJauyNv35qqUuQGsgJmm2AMMjqCErj+rQydCXCrLHycXdpaAGnBGINyVL++YCdGW7zQxY8Cus3unnUDD0pO+F4wSnCPNtBTVVYqCi1llKYA9EtV0D5p5LAuKKwtndUufuSjHFVORsw1VhTtKCibEa2lNjWMFBbHAd/VJO/fQX3xOD3RRFWLf2wECkPn9jJIWaD5oGshBgz4uAnG66h6jFWK9ib/dnW1S5LmROETsW88kAMtirX2DnCn/3tLRN4HDltr/3jTad8B/lb/918GfstamwJXROQS8BkRuQrUrbV/CSAi/wL4m5ROwC8D/33/+v8b+N/7UYKfB75qrV3qX/NV4Csi8lvATwN/p3/NP+9f/9g7Ac989gyN8Torc6uszjdZmW/uLnM7EoPd6F4XEQ41cipBFxHDxdkqmdJ4noPrKpbznJHMo5YIckWj25rjn06IVFnFfzgQfv1Tb2ER3u5Nc6EVlxX0UqraSaJxVwrK/0Hc35HbzCA3UoaqXunGKdYr0LMhtatzsIZ/ahx9axnptPHjgO5dyPnmaYEfeRit9pT/zZOcPMmJqgHGQNpLd3QD9FopbuBSHFBPca9Eh4Yh3F3hUNc8lg/tPtkvGwvI24pukuFYCAsQa/FjHy/wsMZi+k6VavcIooDMllGHdjXGCkw3Mjw34MyXDFfcDN96mIkqSVSUY4yHQlSiUUsdSPK7anscMOBRQlyHYKyOVALa0o+4bQtwiQie+/E7+Y8q91QT0A/TvwJ8d9tN/xHw2/3fD1M6BWvc7B/L+79vP752zQ2AfmRhFRjdfHzbNaPAirXrFmTzfT3WjEwNMzK1MUHOWkue5nRbPX749Xe48cEt/NOjLB6OiAOPtChwlcJzXI6N3WKoMou1lmsLr9LTGkIAjQDOhxZ9fSMPns84qMMaT1xq0lz/JBkEMZSFB7YU2QGojlTpOOWHSzsQjoQkS0lZn9DaubNUja15OVcEvSmXvTIUIPVJar0CM9/efvmeZL1yUl9YDdfXthtJJ8Ni8QMPL/DoNntYLGElxPUc2iudB9oqKK5DuxIdfOJu1zYh/OYtQgue55A0E9YqG7Lu1hoHUYKbG6oTDayA8kqHbGpoBtyEsZea9BbqvHe7ged45AACaexRHanQGQlpNKtkF7ZOMxww4JFFCdHRMXqBT2efQmDXc3jxucO4Aydgnbt2AkSkCvwO8F9Za5ubjv+3lCmDf7V2aJfL7T7H7+ea/e5r+7p/nTIFwbFjx3Y75RONiOCHPn7o86Vf+Rx/8advczkuMFlONysNrzaatNBkRUB3dYQbq4fIteVQI8NaODTc5sYHYxTXWlvC47c+cGkvncVaof1MwvOnLtMxVd5sBTBlUb8yhnQE589a6G5GcWcJDo+DlJP9jIDnOnvWMZiFgoYSlFKoqkO3KCi25eqsEpoVDzdq4C/cvSNgtCVLsr74zz7PXz+agQhxPSJLc5JO0q/KD0naH12S11pLfHISlLDvI9hn5+3eSvA8j6yXYWX/egVrLDrJyK/MYgFnbASA1dkGaRZgLDjGYWhYoXJLtrJzGSv1gMYzU2Qf3PmxaSYMGPBRsdYSTTTIR2q0tYU9HADXczj3ygmeOj1531NXH1fuygkQEY/SAfhX1tp/ven4rwF/HfgZu1FpcRM4uunyI8Dt/vEjuxzffM1NEXGBBrDUP/5T2675U2ABGBIRtx8N2HxfW7DW/hPgnwCcO3fusQ5wOo7DF3/6Zeylq7x9e2bH7eevTVBZGsbEAYem2rx49L3yBoHKiR7vXhredoWwOgdexaPZ1rx54SnaqYcdtSAW40FR82h/egKMxS8s1cIjW8zKcbihQ17sLVskSgiGAlZ1Br0HP7jHFIa4EWPt/kZzLT2wvi4Eoy1Fph9ISkBEaLnuwaZ0vxNWErrNDo7rbhFU2oISwvEGWaOCvbzz9Z+7U6d9tYxE+A2X3jMtIonYXB+8+QOyWvUYPj1BenkwgnXAo4fnuyhXQeCR6f2/2r/0E09z/Ojovuc8qRzoBPRz8/8UeN9a+w83Hf8K8PeBL1trNw+c/z3g/xCRf0hZGPgU8D1rrRaRloh8jjKd8HeB/23TNb8G/CVlbcGfWGutiPwR8D+LyJp1+quUxYhWRL7RP/e3+tf+v/f3FDxeKBF+6qmTjMQRf37pypYvdb9wyLKCl1/9kJvtKd689gJnp28R+stUJuY4+kLMjXd29sa7WcbCFYdchRgtjN72aSY5IuBVXRiyoITcF9KGxZzO6NkMEYhHIpILuxt4pRQtna+3Kzoi1IxD3iu19B1HYW3ZxKCM3JMKIpSV8/c7GhhK4SDHdYgbMUkn2VNJz1KmReJGjAjrMwKkrz1Y5kw2D30S2sEuRUl7jAX0LOS3mjhOf5LgHut1Qg/bqJAbi+cqrNZgLZHqr7vVpboWlVnO8N4yEGtsPcQC08MrhF6Tdy/VWPNIloYCRqYapDOrBz5fAwZ8nHhhmcILhw7e2x2e3r7BGbDG3UQCfhL4D4G3ReRH/WP/DfCPgAD4aj+E/B1r7X9urX1XRP5P4D3KNMF/0e8MAPh7wD8DIsqCwD/oH/+nwL/sFxEuUXYXYK1dEpH/Efh+/7z/Ya1IkNIB+S0R+Z+AH/bvY0Cflw5P0YhC/vC9C2T9qXgrbs5zr7SRQHPlqotFMdM8wfPTIxwe/RDnuEHSGlzrYLMNg2ct6I4FJ8cEPp0kL02EBWtAIRhrWdP70+iNFMA+kTddaIJOaehFwBpDzxRYysLC3qZ+fmUt3KOcr8XetwOweY3d1S5+6JEbu6vwUBD5dFb37jQAYHVDiEn5Lhyb2HnOHtMQqx2NsaXAj95H0ld3MzxtEJF1sWERoTO3suc13nQd/WKMEsH6msmJSzjuMd76YBQQRITl6RqNbka+i8rjgAEPg7geka3JhN9FO+8HF+5w4tgY1co9CIA9IciT1C957tw5+/rrrz/sZXysLHa6/Jt3PqDV34meGO2y1AlJCx+vnxtrpxlHhhN6ucNi26NqHIKrHZQIKlbYzMJTLsl1MOnW94sXe7T9jQ9hFHk03bzf/gdDhU9x595Fd+LYp7st7K0sIJa43aM3s7dhW6PSiOisPjjD5YceCDva5yqNmM5qd4+rdqI8h/z45I7j3mjAcrzTaRlZytFv7gzvbyd45Qh5xUfeuk3R7BHEAZ7v0FruoGR3b8yfqjH/7BCh53L0yBKeFopV4eZMTF5sXBPkBued23BA2HXAgB83YSUg6SSsRauC8QbdRmXfa+I4YHSkws98+dn7khP/JCMib1hrz+11+0Ax8DFntBLz6pFp/uziFRra4+piTFVcIkexkmZlH3kQcHNjACBtpXFejUjizWVsOS+Nd1m8Umfuzt5vm7XP19oHTe7TZuhddtymlJYiq0bAwU7Ag/ZvsyQnqoaUjS5b/tK93dE9fgctDbuMPj9B8e7+1fpGF/Q8h6jQCELWzShS2dMB2IwXWK73paCDVo18+ywDTzHUiMmWOve2+AEDHiCOq8izbaO+zf6RANdz+Fu//BrOoCBwVwZOwGNOK0l5/8IdGvNgbcbIsE/mWexsRn3CY5WMdpYRui5JsbELTboC8cb9BEoYHrrB8CuW6ZPjXHpnmnZTDpSZleL+LLEuNCKyq7JXCgSBi37APfx3Q6+d9HciZWQliH3aq917rKAXPGsxstacWaI7BSPWxUSKlU1THS2U8oAH4C9oarNt8qR8XhzPQecFYTXq1yqA+A7ZdGPdbck9oWY8aFvCtAaW9TkC2zGTNexSe9AtMOChYK3Fj3x62+S87QHRqSLXvPfBbV58/si+5z2pDFyjxxhrLd/84Ard2x10pjG5oVjK8AqhSAvMzZRaX225MGY9PQCQZgZfb+TPjsVJv5NO8Bstpl9YxR93cBpCWBOCqhBUFSoA33Hw+j/KAc9ReI7CVbL+cxB+4GH22MoLghc/PO3vPCtwfRewpWG9R6NosgJz+Q7ezPLW44kmW0pR2dbHHRuB5t7zDtbIVlrYdnu9bkHnmiAOSNoJvVZC0k7Ik4xW6NDu/3QcRdLJSVoF3SVDd9mQtnd/3psVj/DU+D091gEDHhTVocoOBwDKWqL13/e49p33b/2YVvXJZxAJeIx5+84sy3PtLZ8MUxjMbFLWrhuDwhKKQ24M1TGwhcPqShlu842PZwVnVVGRJoSQmZB3W8dZ1cCpnaFhV8dks5uGE7WBxTJfvnbUWsvQRI3UVfR6ZUoijkuHY2333+2k+5pWqQawfPe6AQ8SnWu8wCVuVOjeQy3ATrbVVzR80obQRm+5qeeAe2aI4lgV2DvFIm/MYDsbqQqL3aHRcEC35IG0GwGVkQpFO8FkD76tc8CA3QgqAZ3VDpvTAMp1kBOT5P1OImPLwt0w9EmSrU7zZ147+fEu+BPEwAl4TFnpJXzr8jUa2d7BHhHBXE9KRUEXvFCxOrxK3Y/RbZe226S+WKFYsnQmKjjFGBc7YzTz3a1QmDo4B29YqdRCCmvJsoJKJUAXZksnwN2gva3SuxZLpRFjtaXIi7saEvRRyNOC/KPqB2x3c1zZU0a5pQs4QOQscGTHTshsq634qIXAuaNYOTVClGnkrV2lOQYMeKA47poE+PYR3LavdinrHQJqU2fMZrYXGQ/YYOAEPIYYa/na+UsUxsABE+uknyy2OfQuahpTNVpHO+h6v6LcCli4VLjYlVHA4uEBFse6JJLg5wovFeSbTVQtglO1Tfe/9e8FkUe3k6ICB60Nnc79KfLZbV8IUTWku7kNzw0wBxQMPWyybko0t4xbiWhVQtylhJGrLcRTUFjM4RrLdYeK79HJ7n2gz1pxYDBdJ73dPPiCe6DnKoaGY7LljxIJGTDgYLzQ21W502rDZ372PEppjHb4we8exwkUyjFsdxh+8OZ1ThwbG4wQ3oWBE/AY8qObd5hbaVEzLkXn3narvZmCqBXjTCm0FWzHkK9oGgtV0hENYsnaLt22xiKMNgLs1+fRrfLv+LWt2vh5uOGEKKXQuUGAYh9977shVYLrKPzI23VqYHqfzsXHirFkzV45hbES4hSGbHYjxeGMx/iOTyfNdnpT90DrRI1ouYd+kJMBlZAeG0I1E+yPcezygCebfdtvLXyvdRwtfbXgnwUwBKmBH20Nm/3k584MHIA9GDgBjxnLzQ4XLs5QmbNAvq+4zF7kHY3/dhs7HpOGHtVGSOvDBLcXsOoWQN/Ttha+vohpbXI0trXhLEeGiamY7E6HIHTp9cNyoaPo7CMpfBC+NWhjH4i2/8MmXe3gdROSbY6RCASusy72dBCdVzdpD/SFCgFyBdm5SZz+VEnrKzaP4Fiv1Vg/Zvv/Ln9XotDW9KdSCmuzKXPrUP3cNM53bt+VYMuAAfdCWA131AFsR+eC8bbPG9l6zsR4ndMnBwWtezFwAh4jrLV8+zuX6c19tBCtr4R0ZhVza4no9ASrIyFx1SebzagdDbBe+aF0M42qBpDkBFVFbQJavqLRs2gHHA1KGxxjqdUjtLFElQCw9ywBvB2vk+wYNvRJYM2AbqkHsOxaZGeAXnH3kZwd5R9roo0iaHdTO+J6deBuz5/d8XvgKfL19W26XaDtC5WfOIzzrRtg7Hph56CNcMBHwfGcviLg/u8jtyj1qwQHxyoEwckcsk3v05dfOPLECQTdCwMn4DHivfN3mJv7aLlfEUHdWUKbUn42/XCeeKVCenKEeDRkVTRFXu7ClbaM+g4nfgLGPzXz/7d3rjGSHdUB/k7dV7/mvbOz451d22vvrh9gbPwAJwScQHgpQkqkKET5gYLyIxBFAimRQEgRyj9wfkWRAlGiBCmQ8BCJIkXIgUgQBMHEBmxj4/U+vIvX3p3dndmZnun3vbfy496Z6Znp7nn07M7M3vNJV11dt+p29enbVeeeqjqH+tUhpr+SDBZLxrgYsGODLIpD+x/az3nrPntr7dz7u1udBw8xP+wlT98kCoAFDpxdJHxtE86OLswRjnVwL7xJcq5LM4yWf8vtYjaoW3Fh7L6DxK/Ocf2xCfwY8t97rWcdRemF57vLvjh6Yb45gwHs8cPLW4qjNcqto2GDe7L3e1JlU8yXazz70/N9XcMCxcUqrYXVrnbD2QrO868Tv7FAsWJxxeAaw8F6k+aFuWXLQH3WAyP4R0aWV6GL52BGB8gNF8iNpMdwHtun965aIdc1RPGewUgyXylpbCCRdDDubsEwRR/nQDGZVjneZ9QzAcTiGtPV8dJOMXPAx957AEi/a85FAu18la2TBOza2jRfr67g0qWNFe4so5aAW4A4tnz/h68Q9TkvW7KW2qXrHc/lSwUalRC5UEFOFMGzLNwNxdkBzpcCnKaDeCHOo0eYiyzDeZ/mK9ME40OUlwaftkGo4Ar0sWsnFChNDHdt756g25jbJgeLxTs6jB3N0yx5zLmJSV1s16CCm6beWppKWAkmtB2qzebGSoQIcwPJoN8SmH98klwEwf+oRUDZPI5rqC9uPd5Hr0eKs+ev8sCbpnDVItARVQJuAZ5/8TWuXlvo6xoFA7XTl7rOwEVeALHFNmOK56qU78rTuBbgP+ZSlTovlAco5QvMFcHMW1pFH//kBLg+NNbPd9dqTfzAxXOdVYNltd7sGKmvE9VCnvxYi/rM7jgN6oiQPMWHcXclYCgHVyq4d45SnchRdtqrJ79AvwrAThJbKAUei42taW2OrhW85Tj+oPDIE1eoV3NUF30cN8b1Yr7z9RLVcv+WpqAQUN1GtMpe+u3iYp0XXnqdhx442kfLbl1UCdjnzMwu8rMX+nvaKgrUX3mjqwJgsUibm7q4GjFYEap5gZcgfyKg5jWIrCGKY/I5j0ojhAGfUr3zVa2FZiOkucbhjue5tOLNLYaLBcLhAWS+it3GLoi1uMdGwQjhmZlN1zHDOcRziK5WcG8b5PqJIVwLA1frxF7n735t3IfxyZu+WKnge8v7ASyW6hZ8DyzUGxR9j2pr8wsV6y4MPHaYyBViI5jY4j53hbiijlv2K+d+HvO2d0cUByoUByo0GwFR6OB6O6AAFAMq5a3G4UjYqMarF67x5vuncDWI0DpUCdjHWGv5wdNnNv3k3PEaQHi5t0k9P1CgffF6EtDGEFyLaDUieE4YOFnADkUMT1rENnAlxlQ95DWDZ1xM0YU4CZIT1jsPJPm8T32LXvgaIpQOj1G7cHVL9ToxezQJRzrYpgRYA+54CVPyV6z41oIFO+BzfczHYhmqDbOQM8QCTYGZie57kndrpXL7oO9tsTMUERpRhBHpGtNhLZHAXLH9c4TCWyfInbpOeG0RUUvBviMKhf/4p0M0avCe363xn1/Kb1xpk8RRvO1dJb2ilR49MsavvO0uVQC6oErAPubl05eZ6dMUnnOEcKG3+c0p5Gjf0ydA9MocwcQAIUAE9Zdi8re71A8lsQqClsGrG64MJXUsLQYjBz80hOtjgJALPKq15ra6gLrnJtaKPrelLUXawxHc20doTRRYCGQTpnlhvrCH7PebYuvtjWJLwfe2ZEFYS9WF6v0jFMMR3KffAI0/sO8opzryTioAhaFCX3E4Ot3Nxhje9sj33hT8AAAPQ0lEQVSdnDx+SLcI9kCVgH1KtdbkmT53AwB4jRYbPXtbWXIus4KI0LiySOFwCTsiVC+2qF5oMRJ7NJ+dJVpo4R4+wIEjJepDDtVmk9gRmovrTcFiDMh2hqX+cO8ZB98kA79N3C1bYPHXpoi0z7ihVFwYeGQS88OLu90UZZdxfZfaQr/up9ebAt71jpPccbTPHTYZQJWAfcpipUHY6u8pygKtq938ClhyAwWiVkS32QYBWscbVIMWg6YEETS8RaJyk8N3+UyXI9xyiyCMWSxBzYaM+R4iUG+ExFGMb4QcMeX69m3DjgWM2fK0SOVgjvqaBcMCfTsy2g9sd7ugWXIGtANPVgs+jN09tqU1GMqth5fzCMt9BuPqcDuPjhT6umZWUCVgn1LI+0wcHGL6yvy2r5FzhLDSwTYPFEYHqRsPAoiizgOGN+UzHyRP9vOHkt0JIsJDH8zz1nvOU54f5Ec/nKI8E1AoBTjTIbVWEyNC0RGiuUXqV+epFwPsbQe2bQloiJC/Y4LmucvbvEL2sFiKvr+cTnSC1VMqrTiitWbb6WKjSckPkoWFrT5jEYgwN1VgaNDHLDSJZ2tEs9VebhSUW5AbYaovFgOCoD+HZFlBlYB9SqkYcGhisC8lYNVUgEBxfAiMk7iVFcNG8wQSrPx52//Ir08EPCwwNFzmifef41vnTmJeTILgDBiDnS1TvVZerhdWGhhZtX1+yxirq8y2QhRbKs3eq/QD18XaaF0nXWkl9VxjkkiV/bRDYHbIhSEXpgqIHSMXJy6nrYHQJFsN82fnCXc4EqKyN+gU+nfL2CTuhee5HJ0a5cEHjhD4OrxtBpXSPmWx0qDZjDh+10S6WN1i42ROO44tWJvMcadPeHHcVsZCFMeUn38V4xriMKZ4cJRaROLndwNHkv69AbYcU7ujs+H8StNhLhohZxq82BjhYLFC5I4QztephxGFNX9O47mEffYDdWdrt7J7dIg5oz7ue9EIQ4qB33UhoLMDSsBarEDNYcXvNICByolB8ncPka9EmFprZRXnbJ3wcn8+MpTdJe4zoigk03gDA3k+8JtvolgI+m9UhlAlYJ9SKga8/dFj265/8ZU3+O4zZ5CRYXKOUG1tzr+8KRnmjm7s0vPZy+OUyx7hAsSB4FTqmLGA6oiQe271dj5/qLDh4sSNsasi5/XEMVTuHOwnOm9m6BU3wDOGmxXDUUSoO1AfdGBwRUPwDuYoqBKwr1kbBnxbWHjkodtVAdgGqgRklEvnpsmPDlCLoRlubqGXN+nRvAdSc0FPzhmHoZ/WaF5KVv22XEPlrsMYC9WFOvlSDuMY4jjGKfUX51uw5GbK1DdQANypQRp3DLHgWlUANkkjjCj6fsepg2Yc4ZjEQdRuEcOObA9Vdo9+FzgDOAtVjk7pToDtoN4TMsoj73uQd/7OYxy//zDeJufOym9uUfM3txhMRJBjbfuIw5ihU3OU5luI79AayxFbS6PaoDm3SKGPgaTUaFG/Xul63mJx3jTBzN2DLHq756xnP9KKIirN5vIiwnaa4e7vo4gEvMnB3W6G0gfRFrxQduPhJ+7D7PWAYnsUtQRkFBFh/NAw44eGefgdJ/jl2SucfvF1rnaJuJU4zOltb3ej5HYKneRPHRWL5A5HtGarGM/FDfJEfsD8rx4m57mYF64Rl2s052vY+SqlQyPUSvmVuPebJK51N0q7d48xP1Ug1P5hxykF/pbjCdwIGseGMZfKag3YhziuQ9SnMnnv249z+31HdqhF2UOVAAXXczh2zyTH7plkbnaR0z9/nVdPXUr8+nuCf49Pa8RiJV0VHrm0TGvdE3VQLhDVISjGEBqq5ZhwcoCBwyM05prUY0t8vYkZ8FmsNciVVwZvQahdnkOcMqXDozR8n2aH/ejJbLAlsivehaJ6Z+uEGc4zM5W/+V6IMkKy8HRnfAb0w6IPY/dPEL54ZVfboWwdx+tPCSgOFXjLE/fvYIuyhyoByiqGR0s8+s6TPPT43Vw4O82pYJqLYeLMxcQO+etFavMxzh2WmAgE8rUCkRtSn7O0mjGUod3lzkIckh/28OZbmEvXkbhANL2Ia6G1Zj7XRjG1X14DwBUwroM/kMfkfWwYU786j40trmMIxgawxVxXxzdydKh3eDGlL6rNFgXfJ4wjothiRHZ8t8BmmRsPGJooEU3voYiSyoY4ffrzf+Bd9+Hn1k9VKZtHlQClI67ncNc9t3EXt3G9ucjL829wcXqemWuJqb/UCGhcdsgNCpXZiDj26LVgsBZHBHnwWyHR2ZnEV/hGEcMsxK2I+uz6jt1GMfUr88A8xjUUhwpU1vger4yos5CdopsuVWu1loMKbTaw0I0gEpi9d5iRo4Nw9jrR7Pai0Sk3F+lzHn+7ni+VFVQJUDZkxC/x+PgJwtGY/7XnefHCNK0rDq1mTOva5q/TcA3O8YMUL8xSKe+cZ7g4jKnMVwiKORqVlSmGXMPSyOtAsCP0+K1iaykFAYuNm7VhsAsiXC858JYD+DEMvDJHeEm3D+5l+p1KGj00vEMtyS6qBCibxnUMIwOJP+7GNn39113B990b4BpWqFfq5Et5jCHxBZA6S9rtOetbgg1EGO/iNsFONA3MnRxmeCAgPH1NXRHvIqXhIl7gIsYgkgQMM0YQIwSFgKHxwWRlv0iyq2ipjGNwHIOYNN+snEcEx3UYnRzZ7a+371ElQNkSw8UcJ6bGl9/bxF0hNu1lBVneqhNbSxjG1Jotao0WjVZIK4oww3m4uvNPaIJQX1yJhSBPVxl78wRzIx6xo4rAjaTvOAI3gEhg5nCegQNTyI8uIntLT9kxxAjGMRiTDJjJAJsMoEjijCcK42XT+dJA6rgOru8ulzeOwfNdXN/F9Zzl6yYDcXI++Rzpkk5ek89geVCfPHaQIK9OfPYqqgQoW2JqfJip8f5NcNZa4jjxUmjjJG1jy8s/PrPsQcw4Ju2Mko7FxjFxnLg+DtO9xdYm+4yXXSXHliiMUvfIiYJy1C1RHc8tf27H9vQ4t7rdS+XXl7VpOOKlz7FpqWW3zqkL56X3grTNtSeJdqNF+5z2Ur50PCeYtGNfap8IaV5ScskaspRnBBwxiAixjWlFMa0oohlF6WvyPoxiYmtxjcF3nHXtXfrc9s9qT6/7Aqw2Kqw10gjJdzFGcEQwYtq+e3cZiay3+Cy1xRhDcXQUM93Zl4S1LN+L7U+awMre8/anVFl6ak1i1iMwOFrCSxeoLbdXVv9GpHWttcmAnX7O0lOwSZ9029PtT8FL/jySgd4svypKP6gSoOwKIoLjpO5fDTjp5r8H3nnfLrZKURQlW6gaqSiKoigZRZUARVEURckoqgQoiqIoSkZRJUBRFEVRMooqAYqiKIqSUVQJUBRFUZSMokqAoiiKomQUVQIURVEUJaOoEqAoiqIoGUWVAEVRFEXJKKoEKIqiKEpGUSVAURRFUTKKKgGKoiiKklFUCVAURVGUjKJKgKIoiqJkFLHW7nYbbhoichW4sNvtuIkcAK7tdiP2OCqjjVEZbYzKaGNURhtzI2R0u7V2vNvJTCkBWUNEnrHWPrLb7djLqIw2RmW0MSqjjVEZbcxuyEinAxRFURQlo6gSoCiKoigZRZWAW5u/2+0G7ANURhujMtoYldHGqIw25qbLSNcEKIqiKEpGUUuAoiiKomQUVQL2CCIyLCLfEJGXReQXIvK4iDyZvn9eRP5NRIbbyn9aRM6IyCkReV9b/sMi8kJ67q9FRNL8QES+muY/LSJ3tNX5iIicTo+PtOXfmZY9ndb1b440OtNJRm3n/kxErIgcaMvLnIzSNnWUk4j8aSqLF0Xk823lMyenLv+3B0XkRyLyMxF5RkQeayufKRmJyMlUDktHWUQ+ISKjIvLttI3fFpGRtjoqo0RG+6vfttbqsQcO4EvAH6VpHxgG3gu4ad7ngM+l6fuA54AAuBM4CzjpuR8DjwMCfAv4QJr/ceALafrDwFfT9ChwLn0dSdMj6bmvAR9O018APrbXZJSmjwBPkfiAOJBlGfW4l34d+A4QpPkHsyynLjL6r7bv+EHgu1mWUZusHOAycDvweeBTaf6nyHif1EVG+6rf3nXh6WEBBoFXSddodCnz28CX0/SngU+3nXsqvYEmgZfb8n8f+GJ7mTTtkjikkPYy6bkvpnmSllm6mR8HntqLMgK+AbwFOM+KEpA5GfWSU9oxvKdD+czJqYeMngJ+r+37fiWrMlojl/cCP0jTp4DJND0JnFIZrZbRmvw932/rdMDe4BhwFfhHEfmpiPy9iBTXlPkoiYYIcBh4re3cxTTvcJpem7+qjrU2BOaBsR7XGgPm0rJrr7UbdJSRiHwIeN1a+9ya8lmUEXS/l04Av5aaCb8nIo+m5bMop24y+gTwpIi8BvwVSacN2ZRROx8G/iVNT1hrLwGkrwfTfJXRioza2fP9tioBewMXeCvwt9bah4AKiakNABH5DBACX17K6nAN2yN/O3V6XWs36CSjzwKfAf6iQ/ksygi630suidnw7cCfA19L5x2zKKduMvoY8Elr7RHgk8A/pOWzKCMA0vnkDwFf36hoh7xMy2i/9NuqBOwNLgIXrbVPp++/QdJJkS74+C3gD2xq30nLH2mrPwW8keZPdchfVUdEXGAImO1xrWvAcFp27bV2g24yuhN4TkTOk7TxJyJyiGzKCLrL6SLwTZvwYyAm8VOeRTl1k9FHgG+meV8HHmsrnzUZLfEB4CfW2un0/bSITAKkr1fSfJXRioz2V7+923MpeizP6XwfOJmmPws8CbwfeAkYX1P2flYvMDnHygKT/yN52ltaYPLBNP9PWL3A5GtpepRkfnQkPV4FRtNzX2f1ApOP7zUZrTl/npU1AZmUUY976Y+Bv0zzTpCYEiWrcuoio18AT6R57wae1XuJfwX+sO39k6xeGPh5ldE6Ge2rfntXhafHqhvkQeAZ4Hng39Mf9gxJZ/2z9PhCW/nPkKwuPUW6kjTNfwT4eXrub1hxCJVLb44zJCtRj7XV+Wiaf2bNzXwsLXsmrRvsNRmtOX+eVAnIqox63Es+8M/p9/4J8BtZllMXGb0DeJako34aeDjjMioAM8BQW94Y8N/A6fR1VGW0Tkb7qt9Wj4GKoiiKklF0TYCiKIqiZBRVAhRFURQlo6gSoCiKoigZRZUARVEURckoqgQoiqIoSkZRJUBRFEVRMooqAYqiKIqSUVQJUBRFUZSM8v/cWF8tMddVZAAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots(1, figsize=(8, 8))\n",
"ax = tracts.plot(column='pct Youth', ax=ax, legend=True, alpha=0.5, scheme='Quantiles', k=10)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"precincts['pct Youth'] = estimates[-1]\n",
"f, ax = plt.subplots(1, figsize=(8, 8))\n",
"ax = precincts.plot(column='pct Youth', ax=ax, legend=True, alpha=0.5, scheme='Quantiles', k=10)\n",
"plt.show()"
]
}
],
"metadata": {
"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": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}