diff --git a/.gitignore b/.gitignore index 2ffa8fc..6d03fef 100644 --- a/.gitignore +++ b/.gitignore @@ -2,6 +2,7 @@ keys.py .ipynb_checkpoints +16-Web-Scraping/old/* *.bat .logs/* diff --git a/01-Intro-to-Python/intro-to-python.ipynb b/01-Intro-to-Python/intro-to-python.ipynb index f09ada3..3bedb13 100644 --- a/01-Intro-to-Python/intro-to-python.ipynb +++ b/01-Intro-to-Python/intro-to-python.ipynb @@ -76,7 +76,7 @@ } ], "source": [ - "print 'Hello World!'" + "print('Hello World!')" ] }, { @@ -179,7 +179,7 @@ { "data": { "text/plain": [ - "2" + "2.0" ] }, "execution_count": 6, @@ -428,8 +428,8 @@ ], "source": [ "# use print to write some value to the console\n", - "print x\n", - "print y" + "print(x)\n", + "print(y)" ] }, { @@ -449,7 +449,7 @@ ], "source": [ "# you can comma-separate values to print multiple to the console on one line\n", - "print x, y" + "print(x, y)" ] }, { @@ -469,7 +469,7 @@ ], "source": [ "# you can also print the result of an expression\n", - "print x * y" + "print(x * y)" ] }, { @@ -505,7 +505,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 21, "metadata": { "collapsed": false }, @@ -528,20 +528,20 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "ename": "ZeroDivisionError", - "evalue": "integer division or modulo by zero", + "evalue": "division by zero", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mZeroDivisionError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;31m# what about errors? you can't divide by zero...\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[1;36m12\u001b[0m\u001b[1;33m/\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[1;31mZeroDivisionError\u001b[0m: integer division or modulo by zero" + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;31m# what about errors? you can't divide by zero...\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[1;36m12\u001b[0m\u001b[1;33m/\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;31mZeroDivisionError\u001b[0m: division by zero" ] } ], @@ -573,7 +573,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 23, "metadata": { "collapsed": false }, @@ -584,7 +584,7 @@ "int" ] }, - "execution_count": 24, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -596,7 +596,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 24, "metadata": { "collapsed": false }, @@ -607,7 +607,7 @@ "int" ] }, - "execution_count": 25, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -620,7 +620,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 25, "metadata": { "collapsed": false }, @@ -631,7 +631,7 @@ "float" ] }, - "execution_count": 26, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -644,7 +644,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 26, "metadata": { "collapsed": false }, @@ -655,7 +655,7 @@ "str" ] }, - "execution_count": 27, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -668,7 +668,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 27, "metadata": { "collapsed": false }, @@ -679,7 +679,7 @@ "[1, 2, 3, 4]" ] }, - "execution_count": 28, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -692,7 +692,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 28, "metadata": { "collapsed": false }, @@ -703,7 +703,7 @@ "list" ] }, - "execution_count": 29, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -714,7 +714,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 29, "metadata": { "collapsed": false }, @@ -725,7 +725,7 @@ "{'first_name': 'Geoff', 'last_name': 'Boeing'}" ] }, - "execution_count": 30, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -738,7 +738,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 30, "metadata": { "collapsed": false }, @@ -749,7 +749,7 @@ "dict" ] }, - "execution_count": 31, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } @@ -767,7 +767,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 31, "metadata": { "collapsed": false }, @@ -775,10 +775,10 @@ { "data": { "text/plain": [ - "2" + "2.0" ] }, - "execution_count": 32, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } @@ -792,7 +792,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 32, "metadata": { "collapsed": false }, @@ -800,10 +800,10 @@ { "data": { "text/plain": [ - "1" + "1.6" ] }, - "execution_count": 33, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } @@ -817,7 +817,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 33, "metadata": { "collapsed": false }, @@ -826,9 +826,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "\n", - "\n", - "\n" + "\n", + "\n", + "\n" ] }, { @@ -837,7 +837,7 @@ "1.6" ] }, - "execution_count": 34, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } @@ -845,13 +845,13 @@ "source": [ "# we really wanted to be diving whole floating point numbers because we want a decimal result\n", "num1 = 8.0\n", - "print type(num1)\n", + "print(type(num1))\n", "\n", "num2 = 5\n", - "print type(num2)\n", + "print(type(num2))\n", "\n", "num3 = num1 / num2\n", - "print type(num3)\n", + "print(type(num3))\n", "\n", "num3" ] @@ -865,7 +865,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 34, "metadata": { "collapsed": false }, @@ -886,22 +886,22 @@ "zip_code = '94703'\n", "\n", "location = city + sep + state + ' ' + zip_code\n", - "print location" + "print(location)" ] }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "ename": "SyntaxError", - "evalue": "invalid token (, line 1)", + "evalue": "invalid token (, line 1)", "output_type": "error", "traceback": [ - "\u001b[1;36m File \u001b[1;32m\"\"\u001b[1;36m, line \u001b[1;32m1\u001b[0m\n\u001b[1;33m zip_code = 02492\u001b[0m\n\u001b[1;37m ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m invalid token\n" + "\u001b[1;36m File \u001b[1;32m\"\"\u001b[1;36m, line \u001b[1;32m1\u001b[0m\n\u001b[1;33m zip_code = 02492\u001b[0m\n\u001b[1;37m ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m invalid token\n" ] } ], @@ -911,7 +911,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 36, "metadata": { "collapsed": true }, @@ -923,7 +923,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 37, "metadata": { "collapsed": false }, @@ -934,7 +934,7 @@ "'024920249202492'" ] }, - "execution_count": 38, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" } @@ -946,7 +946,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 38, "metadata": { "collapsed": false }, @@ -964,14 +964,14 @@ "source": [ "# you can get the nth element from an iterable object (like a string) with [n] indexing notation\n", "# remember, in Python the index starts with zero not one\n", - "print location[0]\n", - "print location[1]\n", - "print location[2]" + "print(location[0])\n", + "print(location[1])\n", + "print(location[2])" ] }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 39, "metadata": { "collapsed": false }, @@ -982,7 +982,7 @@ "26" ] }, - "execution_count": 40, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" } @@ -994,7 +994,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 40, "metadata": { "collapsed": false }, @@ -1005,7 +1005,7 @@ "'rke'" ] }, - "execution_count": 41, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" } @@ -1017,7 +1017,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 41, "metadata": { "collapsed": false }, @@ -1028,7 +1028,7 @@ "'Berke'" ] }, - "execution_count": 42, + "execution_count": 41, "metadata": {}, "output_type": "execute_result" } @@ -1040,7 +1040,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 42, "metadata": { "collapsed": false }, @@ -1051,7 +1051,7 @@ "'ley, California 94703'" ] }, - "execution_count": 43, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" } @@ -1063,7 +1063,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 43, "metadata": { "collapsed": false }, @@ -1074,7 +1074,7 @@ "'BErkElEy, California 94703'" ] }, - "execution_count": 44, + "execution_count": 43, "metadata": {}, "output_type": "execute_result" } @@ -1093,7 +1093,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 44, "metadata": { "collapsed": false }, @@ -1104,7 +1104,7 @@ "'02492'" ] }, - "execution_count": 45, + "execution_count": 44, "metadata": {}, "output_type": "execute_result" } @@ -1115,7 +1115,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 45, "metadata": { "collapsed": false }, @@ -1126,7 +1126,7 @@ "str" ] }, - "execution_count": 46, + "execution_count": 45, "metadata": {}, "output_type": "execute_result" } @@ -1138,7 +1138,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 46, "metadata": { "collapsed": false }, @@ -1149,7 +1149,7 @@ "2492" ] }, - "execution_count": 47, + "execution_count": 46, "metadata": {}, "output_type": "execute_result" } @@ -1162,7 +1162,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 47, "metadata": { "collapsed": false }, @@ -1173,7 +1173,7 @@ "int" ] }, - "execution_count": 48, + "execution_count": 47, "metadata": {}, "output_type": "execute_result" } @@ -1184,7 +1184,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 48, "metadata": { "collapsed": false }, @@ -1195,7 +1195,7 @@ "4984" ] }, - "execution_count": 49, + "execution_count": 48, "metadata": {}, "output_type": "execute_result" } @@ -1207,7 +1207,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 49, "metadata": { "collapsed": false }, @@ -1223,14 +1223,14 @@ ], "source": [ "x = 3\n", - "print x * 2\n", + "print(x * 2)\n", "y = str(x)\n", - "print y * 2" + "print(y * 2)" ] }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 50, "metadata": { "collapsed": false }, @@ -1242,7 +1242,7 @@ "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;31m# the int function won't convert a string that looks like a floating point number\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[0mrent_str\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'2500.00'\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[0mrent_int\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrent_str\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;31m# the int function won't convert a string that looks like a floating point number\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[0mrent_str\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'2500.00'\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[0mrent_int\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrent_str\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;31mValueError\u001b[0m: invalid literal for int() with base 10: '2500.00'" ] } @@ -1255,7 +1255,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 51, "metadata": { "collapsed": false }, @@ -1266,7 +1266,7 @@ "2500" ] }, - "execution_count": 52, + "execution_count": 51, "metadata": {}, "output_type": "execute_result" } @@ -1279,20 +1279,20 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 52, "metadata": { "collapsed": false }, "outputs": [ { "ename": "TypeError", - "evalue": "cannot concatenate 'str' and 'int' objects", + "evalue": "Can't convert 'int' object to str implicitly", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[0mcity\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'Berkeley '\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3\u001b[0m \u001b[0mzip_code\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m94703\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 4\u001b[1;33m \u001b[0mcity\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mzip_code\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[1;31mTypeError\u001b[0m: cannot concatenate 'str' and 'int' objects" + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[0mcity\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'Berkeley '\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3\u001b[0m \u001b[0mzip_code\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m94703\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 4\u001b[1;33m \u001b[0mcity\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mzip_code\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;31mTypeError\u001b[0m: Can't convert 'int' object to str implicitly" ] } ], @@ -1305,7 +1305,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 53, "metadata": { "collapsed": false }, @@ -1316,7 +1316,7 @@ "'Berkeley 94703'" ] }, - "execution_count": 54, + "execution_count": 53, "metadata": {}, "output_type": "execute_result" } @@ -1335,7 +1335,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 54, "metadata": { "collapsed": true }, @@ -1346,7 +1346,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 55, "metadata": { "collapsed": false }, @@ -1357,7 +1357,7 @@ "4" ] }, - "execution_count": 56, + "execution_count": 55, "metadata": {}, "output_type": "execute_result" } @@ -1369,7 +1369,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 56, "metadata": { "collapsed": false }, @@ -1380,7 +1380,7 @@ "2" ] }, - "execution_count": 57, + "execution_count": 56, "metadata": {}, "output_type": "execute_result" } @@ -1392,7 +1392,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 57, "metadata": { "collapsed": false }, @@ -1403,7 +1403,7 @@ "[2, 4, 100, 8]" ] }, - "execution_count": 58, + "execution_count": 57, "metadata": {}, "output_type": "execute_result" } @@ -1416,7 +1416,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 58, "metadata": { "collapsed": false }, @@ -1427,7 +1427,7 @@ "[2, 4, 100, 8, 'hello']" ] }, - "execution_count": 59, + "execution_count": 58, "metadata": {}, "output_type": "execute_result" } @@ -1441,7 +1441,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 59, "metadata": { "collapsed": false }, @@ -1452,7 +1452,7 @@ "[1, 2, 3, 4, 5, 6]" ] }, - "execution_count": 60, + "execution_count": 59, "metadata": {}, "output_type": "execute_result" } @@ -1471,7 +1471,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 60, "metadata": { "collapsed": false }, @@ -1482,7 +1482,7 @@ "{'fast': 'slow', 'good': 'bad', 'hot': 'cold'}" ] }, - "execution_count": 61, + "execution_count": 60, "metadata": {}, "output_type": "execute_result" } @@ -1494,7 +1494,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 61, "metadata": { "collapsed": false }, @@ -1505,7 +1505,7 @@ "'cold'" ] }, - "execution_count": 62, + "execution_count": 61, "metadata": {}, "output_type": "execute_result" } @@ -1517,7 +1517,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 62, "metadata": { "collapsed": false }, @@ -1528,7 +1528,7 @@ "{'fast': 'slow', 'good': 'bad', 'hot': 'freezing'}" ] }, - "execution_count": 63, + "execution_count": 62, "metadata": {}, "output_type": "execute_result" } @@ -1541,7 +1541,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 63, "metadata": { "collapsed": false }, @@ -1549,10 +1549,10 @@ { "data": { "text/plain": [ - "['hot', 'good', 'fast']" + "dict_keys(['hot', 'good', 'fast'])" ] }, - "execution_count": 64, + "execution_count": 63, "metadata": {}, "output_type": "execute_result" } @@ -1564,7 +1564,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 64, "metadata": { "collapsed": false }, @@ -1572,10 +1572,10 @@ { "data": { "text/plain": [ - "['freezing', 'bad', 'slow']" + "dict_values(['freezing', 'bad', 'slow'])" ] }, - "execution_count": 65, + "execution_count": 64, "metadata": {}, "output_type": "execute_result" } @@ -1614,21 +1614,21 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.5.1" } }, "nbformat": 4, diff --git a/01-Intro-to-Python/lists-and-elements.ipynb b/01-Intro-to-Python/lists-and-elements.ipynb index 0548d87..8ecbd83 100644 --- a/01-Intro-to-Python/lists-and-elements.ipynb +++ b/01-Intro-to-Python/lists-and-elements.ipynb @@ -320,21 +320,21 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.5.1" } }, "nbformat": 4, diff --git a/01-Intro-to-Python/simple_script.py b/01-Intro-to-Python/simple_script.py index 13e9a45..adbc4ae 100644 --- a/01-Intro-to-Python/simple_script.py +++ b/01-Intro-to-Python/simple_script.py @@ -1,2 +1,2 @@ -print 1 + 2 -print 'hello world' \ No newline at end of file +print(1 + 2) +print('hello world') \ No newline at end of file diff --git a/04-Python-Loops-Conditionals-Functions/loops-conditionals-functions.ipynb b/04-Python-Loops-Conditionals-Functions/loops-conditionals-functions.ipynb index a10a0ed..014e461 100644 --- a/04-Python-Loops-Conditionals-Functions/loops-conditionals-functions.ipynb +++ b/04-Python-Loops-Conditionals-Functions/loops-conditionals-functions.ipynb @@ -223,7 +223,7 @@ "source": [ "# create a for loop to iterate through each character in the string\n", "for character in sentence:\n", - " print character" + " print(character)" ] }, { @@ -426,8 +426,8 @@ } ], "source": [ - "# use the string module's join method to turn a list into a string\n", - "string.join(list_of_words)" + "# use the string join method to turn a list into a string\n", + "' '.join(list_of_words)" ] }, { @@ -753,7 +753,7 @@ "# use an if statement to execute indented code only if some condition is true\n", "x = 9\n", "if x < 10:\n", - " print str(x) + ' is less than 10'" + " print(str(x) + ' is less than 10')" ] }, { @@ -776,7 +776,7 @@ "# i like to group conditions with parentheses for readibility\n", "x = 3.5\n", "if (x >= 3) and (x <= 6):\n", - " print 'x is between 3 and 6'" + " print('x is between 3 and 6')" ] }, { @@ -799,11 +799,11 @@ "# else executes a code block if no preceding if or elif evaluated to true\n", "x = 10\n", "if x < 10:\n", - " print 'x is less than 10'\n", + " print('x is less than 10')\n", "elif x == 10:\n", - " print 'x equals 10'\n", + " print('x equals 10')\n", "else:\n", - " print 'x is greater than 10'" + " print('x is greater than 10')" ] }, { @@ -825,11 +825,11 @@ "# encapsulation turns a handful of statements into a reusable function\n", "def my_function(value):\n", " if value < 10:\n", - " print 'the value is less than 10'\n", + " print('the value is less than 10')\n", " elif value == 10:\n", - " print 'the value equals 10'\n", + " print('the value equals 10')\n", " else:\n", - " print 'the value is greater than 10'\n", + " print('the value is greater than 10')\n", " \n", "# now call the function\n", "my_function(5)" @@ -868,8 +868,8 @@ } ], "source": [ - "print greater_than(3, 5)\n", - "print greater_than(5, 3)" + "print(greater_than(3, 5))\n", + "print(greater_than(5, 3))" ] }, { @@ -919,9 +919,9 @@ "# a while loop repeats as long as some condition is True\n", "x = 5\n", "while x > 0:\n", - " print x\n", + " print(x)\n", " x = x - 1\n", - "print 'blast off!'" + "print('blast off!')" ] }, { @@ -1000,7 +1000,7 @@ "source": [ "# iterate through the list, printing each element multiplied by 2\n", "for even_number in even_numbers:\n", - " print even_number * 2" + " print(even_number * 2)" ] }, { @@ -1024,7 +1024,7 @@ "my_list = [3.3, 19.75, 6, 3.3, 8]\n", "for element in my_list:\n", " if isinstance(element, int):\n", - " print element" + " print(element)" ] }, { @@ -1069,7 +1069,7 @@ { "data": { "text/plain": [ - "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]" + "range(0, 10)" ] }, "execution_count": 44, @@ -1092,7 +1092,7 @@ { "data": { "text/plain": [ - "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10]" + "range(0, 11)" ] }, "execution_count": 45, @@ -1116,7 +1116,7 @@ { "data": { "text/plain": [ - "[2, 4, 6, 8, 10]" + "range(2, 12, 2)" ] }, "execution_count": 46, @@ -1140,7 +1140,7 @@ { "data": { "text/plain": [ - "[2, 4, 6, 8, 10]" + "range(2, 12, 2)" ] }, "execution_count": 47, @@ -1178,7 +1178,7 @@ "source": [ "# iterate through the list, printing each element multiplied by 2\n", "for number in numbers:\n", - " print number * 2" + " print(number * 2)" ] }, { @@ -1203,7 +1203,7 @@ "source": [ "# do the same thing, more concisely\n", "for x in range(2, 12, 2):\n", - " print x * 2" + " print(x * 2)" ] }, { @@ -1289,21 +1289,21 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.5.1" } }, "nbformat": 4, diff --git a/05-Python-Loops-Data-Files/loops-lists-data-files.ipynb b/05-Python-Loops-Data-Files/loops-lists-data-files.ipynb index 51f0ed6..09e3470 100644 --- a/05-Python-Loops-Data-Files/loops-lists-data-files.ipynb +++ b/05-Python-Loops-Data-Files/loops-lists-data-files.ipynb @@ -18,7 +18,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "1 4 9 16 25\n" + "1 4 9 16 25 " ] } ], @@ -26,7 +26,7 @@ "# reviewing looping through a list\n", "my_list = [1, 2, 3, 4, 5]\n", "for value in my_list:\n", - " print value ** 2," + " print(value ** 2, end=' ')" ] }, { @@ -40,14 +40,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "1 4 9 16 25\n" + "1 4 9 16 25 " ] } ], "source": [ "# reviewing range() to loop a set number of times\n", "for value in range(5):\n", - " print (value + 1) ** 2," + " print((value + 1) ** 2, end=' ')" ] }, { @@ -70,7 +70,7 @@ "my_value = 2\n", "for value in range(5):\n", " if value == my_value:\n", - " print 'found it'" + " print('found it')" ] }, { @@ -101,9 +101,9 @@ "user_id = 3\n", "user_ids = [1, 2, 3, 4, 5, 6]\n", "if find_value(user_id, user_ids):\n", - " print 'found it'\n", + " print('found it')\n", "else:\n", - " print 'did not find it'" + " print('did not find it')" ] }, { @@ -115,13 +115,13 @@ "outputs": [ { "ename": "TypeError", - "evalue": "unsupported operand type(s) for ** or pow(): 'list' and 'int'", + "evalue": "unsupported operand type(s) for ** or pow(): 'range' and 'int'", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;31m# what if we want to raise all the numbers in a list to the 2nd power?\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mrange\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m10\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m**\u001b[0m \u001b[1;36m2\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[1;31mTypeError\u001b[0m: unsupported operand type(s) for ** or pow(): 'list' and 'int'" + "\u001b[1;31mTypeError\u001b[0m: unsupported operand type(s) for ** or pow(): 'range' and 'int'" ] } ], @@ -149,7 +149,7 @@ } ], "source": [ - "# list comprehension: do the operation element-wise\n", + "# oops, error! instead, use list comprehension: do the operation element-wise\n", "[ x ** 2 for x in range(10) ]" ] }, @@ -204,10 +204,11 @@ ], "source": [ "# with guarantees the file will be closed even if we hit an exception\n", - "with open('rents_raw.csv', 'rb') as csvfile:\n", + "# rt means 'read' and 'text mode'\n", + "with open('rents_raw.csv', 'r', encoding='utf-8', newline=None) as csvfile:\n", " my_csv = csv.reader(csvfile)\n", " for row in my_csv:\n", - " print row" + " print(row)" ] }, { @@ -228,10 +229,10 @@ "source": [ "# the column headers are the first row in the data file\n", "# use next to iterate our csv reader to the first row to grab the headers\n", - "with open('rents_raw.csv', 'rb') as csvfile:\n", + "with open('rents_raw.csv', 'r', encoding='utf-8', newline=None) as csvfile:\n", " my_csv = csv.reader(csvfile)\n", " headers = next(my_csv)\n", - " print headers" + " print(headers)" ] }, { @@ -289,10 +290,10 @@ ], "source": [ "# for each row in the data set, print the price column's value\n", - "with open('rents_raw.csv', 'rb') as csvfile:\n", + "with open('rents_raw.csv', 'r', encoding='utf-8', newline=None) as csvfile:\n", " my_csv = csv.reader(csvfile)\n", " for row in my_csv:\n", - " print row[1]" + " print(row[1])" ] }, { @@ -331,7 +332,7 @@ "source": [ "# create a new list to contain the column of prices in the data set\n", "prices = []\n", - "with open('rents_raw.csv', 'rb') as csvfile:\n", + "with open('rents_raw.csv', 'r', encoding='utf-8', newline=None) as csvfile:\n", " my_csv = csv.reader(csvfile)\n", " for row in my_csv:\n", " prices.append(row[1]) \n", @@ -394,7 +395,18 @@ "name": "stdout", "output_type": "stream", "text": [ - "2495 2695 3150 2800 2196 3264 2000 4740 3395 2699 3620 2025" + "2495\n", + "2695\n", + "3150\n", + "2800\n", + "2196\n", + "3264\n", + "2000\n", + "4740\n", + "3395\n", + "2699\n", + "3620\n", + "2025\n" ] }, { @@ -404,7 +416,7 @@ "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;31m# now let's convert the price strings to integers\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mprice\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mprices\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[1;32mprint\u001b[0m \u001b[0mint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfloat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mprice\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;31m# now let's convert the price strings to integers\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mprice\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mprices\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfloat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mprice\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;31mValueError\u001b[0m: could not convert string to float: " ] } @@ -412,7 +424,7 @@ "source": [ "# now let's convert the price strings to integers\n", "for price in prices:\n", - " print int(float(price))," + " print(int(float(price)))" ] }, { @@ -426,7 +438,7 @@ "name": "stdout", "output_type": "stream", "text": [ - " 2495\n", + "2495\n", "2695\n", "3150\n", "2800\n", @@ -448,9 +460,9 @@ "# you can't convert an empty string to a numeric type\n", "for price in prices:\n", " if not price == '':\n", - " print int(float(price))\n", + " print(int(float(price)))\n", " else:\n", - " print 'None'" + " print('None')" ] }, { @@ -501,7 +513,7 @@ "source": [ "# use our function to convert each element in the list of prices to an integer\n", "for price in prices:\n", - " print extract_int_price(price)" + " print(extract_int_price(price))" ] }, { @@ -524,7 +536,7 @@ "int_prices = []\n", "for price in prices:\n", " int_prices.append(extract_int_price(price))\n", - "print int_prices" + "print(int_prices)" ] }, { @@ -545,7 +557,7 @@ "source": [ "# do the same thing, using list comprehension\n", "int_prices = [ extract_int_price(price) for price in prices ]\n", - "print int_prices" + "print(int_prices)" ] }, { @@ -586,11 +598,11 @@ ], "source": [ "# replace any forward slashes in neighborhood name with a hyphen\n", - "with open('rents_raw.csv', 'rb') as csvfile:\n", + "with open('rents_raw.csv', 'r', encoding='utf-8', newline=None) as csvfile:\n", " my_csv = csv.reader(csvfile)\n", " next(my_csv) #skip the header row\n", " for row in my_csv:\n", - " print row[0].replace('/', '-') #use string.replace() method" + " print(row[0].replace('/', '-')) #use string.replace() method" ] }, { @@ -672,7 +684,7 @@ "source": [ "# clean the data set by calling the cleaning functions and save the results to variables\n", "rentals_cleaned = []\n", - "with open('rents_raw.csv', 'rb') as csvfile:\n", + "with open('rents_raw.csv', 'r', encoding='utf-8', newline=None) as csvfile:\n", " my_csv = csv.reader(csvfile)\n", " next(my_csv)\n", " for row in my_csv:\n", @@ -739,7 +751,7 @@ } ], "source": [ - "with open('rain.csv', 'rb') as csvfile:\n", + "with open('rain.csv', 'r', encoding='utf-8', newline=None) as csvfile:\n", " \n", " # initialize a counter and variables to contain our descriptive stats\n", " count = 0 #at the end, divide cumulative_sum by this to get the mean\n", @@ -771,8 +783,8 @@ " mean_value = round(cumulative_sum / count, 1)\n", " \n", " # print out the mean and max values\n", - " print 'mean:', mean_value, 'inches'\n", - " print 'max:', max_value, 'inches'" + " print('mean:', mean_value, 'inches')\n", + " print('max:', max_value, 'inches')" ] }, { @@ -796,21 +808,21 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.5.1" } }, "nbformat": 4, diff --git a/06-QGIS/cleaning-data-qgis.ipynb b/06-QGIS/cleaning-data-qgis.ipynb index faab483..aa47545 100644 --- a/06-QGIS/cleaning-data-qgis.ipynb +++ b/06-QGIS/cleaning-data-qgis.ipynb @@ -91,7 +91,7 @@ "source": [ "# clean the data set by calling the cleaning functions and save the results to variables\n", "rentals_cleaned = []\n", - "with open('Data/rents_raw.csv', 'rb') as csvfile:\n", + "with open('Data/rents_raw.csv', 'r', encoding='utf-8') as csvfile:\n", " my_csv = csv.reader(csvfile)\n", " next(my_csv)\n", " for row in my_csv:\n", @@ -147,9 +147,9 @@ "\n", "mean_rent = round(float(cumulative_rent) / count, 1)\n", " \n", - "print 'Mean Rent is', mean_rent\n", - "print 'Min Rent is', min_val\n", - "print 'Max Rent is', max_val" + "print('Mean Rent is', mean_rent)\n", + "print('Min Rent is', min_val)\n", + "print('Max Rent is', max_val)" ] }, { @@ -182,9 +182,9 @@ } ], "source": [ - "with open('Data/listings_one_day.csv', 'rU') as csvfile:\n", + "with open('Data/listings_one_day.csv', 'r', newline=None, encoding='utf-8') as csvfile: #newline=None enable universal new-lines\n", " my_csv = csv.DictReader(csvfile)\n", - " print my_csv.fieldnames" + " print(my_csv.fieldnames)" ] }, { @@ -207,7 +207,7 @@ ], "source": [ "rentals_one_day = []\n", - "with open('Data/listings_one_day.csv', 'rU') as csvfile:\n", + "with open('Data/listings_one_day.csv', 'r', newline=None, encoding='utf-8') as csvfile:\n", " my_csv = csv.DictReader(csvfile)\n", " missing_neighborhood = 0\n", " missing_price = 0\n", @@ -220,17 +220,17 @@ " longitude = row['longitude']\n", " if neighborhood == '':\n", " missing_neighborhood += 1\n", - " if not (price > 0):\n", + " if price is None:\n", " missing_price += 1\n", " if latitude == '':\n", " missing_latitude += 1\n", - " if (50 < price < 12000) and neighborhood != '' and latitude != '':\n", + " if (price is not None and (50 < price < 12000)) and neighborhood != '' and latitude != '':\n", " rentals_one_day.append([neighborhood, price, bedrooms, latitude, longitude]) \n", "\n", - "print 'There are', len(rentals_one_day), 'total listings in this file'\n", - "print missing_neighborhood, ' rows are missing neighborhood'\n", - "print missing_price, 'rows are missing price'\n", - "print missing_latitude, 'rows are missing latitude'" + "print('There are', len(rentals_one_day), 'total listings in this file')\n", + "print(missing_neighborhood, ' rows are missing neighborhood')\n", + "print(missing_price, 'rows are missing price')\n", + "print(missing_latitude, 'rows are missing latitude')" ] }, { @@ -270,11 +270,11 @@ "\n", "mean_rent = round(float(cumulative_rent) / count, 1)\n", "\n", - "print 'Count is', count\n", + "print('Count is', count)\n", " \n", - "print 'Mean Rent is', mean_rent\n", - "print 'Min Rent is', min_val\n", - "print 'Max Rent is', max_val" + "print('Mean Rent is', mean_rent)\n", + "print('Min Rent is', min_val)\n", + "print('Max Rent is', max_val)" ] }, { @@ -288,13 +288,13 @@ "cell_type": "code", "execution_count": 9, "metadata": { - "collapsed": true + "collapsed": false }, "outputs": [], "source": [ - "with open('Data/listings_one_day_cleaned.csv', 'wb') as csvfile:\n", - " clean_csv = csv.writer(csvfile)\n", - " clean_csv.writerow(['neighborhood','price','bedrooms','latitude','longitude'])\n", + "with open('Data/listings_one_day_cleaned.csv', 'w', encoding='utf-8', newline='') as csv_file:\n", + " clean_csv = csv.writer(csv_file)\n", + " clean_csv.writerow(['neighborhood', 'price', 'bedrooms', 'latitude', 'longitude'])\n", " clean_csv.writerows(rentals_one_day)" ] }, @@ -310,21 +310,21 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.5.1" } }, "nbformat": 4, diff --git a/07-Intro-to-Pandas/data/unemployment_missing.csv b/07-Intro-to-Pandas/data/unemployment_missing.csv index c3832b2..8f3807b 100644 --- a/07-Intro-to-Pandas/data/unemployment_missing.csv +++ b/07-Intro-to-Pandas/data/unemployment_missing.csv @@ -2,7 +2,7 @@ name_en,unemployment_rate_null,n_obs,null_percentage Austria,0.0,648,0.0 Belgium,0.0,1008,0.0 Bulgaria,180.0,576,0.3125 -Croatia,216.0,324,0.666666666667 +Croatia,216.0,324,0.6666666666666666 Cyprus,0.0,396,0.0 Czech Republic,0.0,468,0.0 Denmark,0.0,1008,0.0 @@ -25,7 +25,7 @@ Portugal,0.0,1008,0.0 Romania,0.0,423,0.0 Slovakia,108.0,576,0.1875 Slovenia,36.0,576,0.0625 -Spain,117.0,1008,0.116071428571 +Spain,117.0,1008,0.11607142857142858 Sweden,0.0,1008,0.0 Turkey,0.0,210,0.0 United Kingdom,0.0,1002,0.0 diff --git a/07-Intro-to-Pandas/intro-to-pandas.ipynb b/07-Intro-to-Pandas/intro-to-pandas.ipynb index c8cc52d..7cba19d 100644 --- a/07-Intro-to-Pandas/intro-to-pandas.ipynb +++ b/07-Intro-to-Pandas/intro-to-pandas.ipynb @@ -1623,37 +1623,37 @@ { "data": { "text/plain": [ + "Portugal 1008\n", "Belgium 1008\n", - "Denmark 1008\n", - "Ireland 1008\n", - "Sweden 1008\n", "Netherlands 1008\n", - "Portugal 1008\n", + "Sweden 1008\n", + "Spain 1008\n", + "Denmark 1008\n", "France 1008\n", "Luxembourg 1008\n", - "Spain 1008\n", + "Ireland 1008\n", "United Kingdom 1002\n", "Italy 924\n", "Finland 828\n", "Norway 786\n", "Austria 648\n", - "Hungary 576\n", + "Poland 576\n", "Malta 576\n", + "Hungary 576\n", "Slovakia 576\n", - "Slovenia 576\n", - "Poland 576\n", "Bulgaria 576\n", + "Slovenia 576\n", "Germany (including former GDR from 1991) 504\n", "Czech Republic 468\n", - "Lithuania 459\n", "Latvia 459\n", + "Lithuania 459\n", "Greece 450\n", "Romania 423\n", "Cyprus 396\n", "Estonia 387\n", "Croatia 324\n", "Turkey 210\n", - "dtype: int64" + "Name: name_en, dtype: int64" ] }, "execution_count": 29, @@ -1712,7 +1712,7 @@ "Sweden 1008\n", "Turkey 210\n", "United Kingdom 1002\n", - "dtype: int64" + "Name: name_en, dtype: int64" ] }, "execution_count": 30, @@ -1822,36 +1822,36 @@ "data": { "text/plain": [ "name_en\n", - "Austria 0\n", - "Belgium 0\n", - "Bulgaria 180\n", - "Croatia 216\n", - "Cyprus 0\n", - "Czech Republic 0\n", - "Denmark 0\n", - "Estonia 0\n", - "Finland 0\n", - "France 0\n", - "Germany (including former GDR from 1991) 0\n", - "Greece 0\n", - "Hungary 36\n", - "Ireland 0\n", - "Italy 0\n", - "Latvia 0\n", - "Lithuania 0\n", - "Luxembourg 0\n", - "Malta 180\n", - "Netherlands 0\n", - "Norway 0\n", - "Poland 72\n", - "Portugal 0\n", - "Romania 0\n", - "Slovakia 108\n", - "Slovenia 36\n", - "Spain 117\n", - "Sweden 0\n", - "Turkey 0\n", - "United Kingdom 0\n", + "Austria 0.0\n", + "Belgium 0.0\n", + "Bulgaria 180.0\n", + "Croatia 216.0\n", + "Cyprus 0.0\n", + "Czech Republic 0.0\n", + "Denmark 0.0\n", + "Estonia 0.0\n", + "Finland 0.0\n", + "France 0.0\n", + "Germany (including former GDR from 1991) 0.0\n", + "Greece 0.0\n", + "Hungary 36.0\n", + "Ireland 0.0\n", + "Italy 0.0\n", + "Latvia 0.0\n", + "Lithuania 0.0\n", + "Luxembourg 0.0\n", + "Malta 180.0\n", + "Netherlands 0.0\n", + "Norway 0.0\n", + "Poland 72.0\n", + "Portugal 0.0\n", + "Romania 0.0\n", + "Slovakia 108.0\n", + "Slovenia 36.0\n", + "Spain 117.0\n", + "Sweden 0.0\n", + "Turkey 0.0\n", + "United Kingdom 0.0\n", "Name: unemployment_rate_null, dtype: float64" ] }, @@ -1959,210 +1959,210 @@ " \n", " 0\n", " Austria\n", - " 0\n", + " 0.0\n", " 648\n", " 0.000000\n", " \n", " \n", " 1\n", " Belgium\n", - " 0\n", + " 0.0\n", " 1008\n", " 0.000000\n", " \n", " \n", " 2\n", " Bulgaria\n", - " 180\n", + " 180.0\n", " 576\n", " 0.312500\n", " \n", " \n", " 3\n", " Croatia\n", - " 216\n", + " 216.0\n", " 324\n", " 0.666667\n", " \n", " \n", " 4\n", " Cyprus\n", - " 0\n", + " 0.0\n", " 396\n", " 0.000000\n", " \n", " \n", " 5\n", " Czech Republic\n", - " 0\n", + " 0.0\n", " 468\n", " 0.000000\n", " \n", " \n", " 6\n", " Denmark\n", - " 0\n", + " 0.0\n", " 1008\n", " 0.000000\n", " \n", " \n", " 7\n", " Estonia\n", - " 0\n", + " 0.0\n", " 387\n", " 0.000000\n", " \n", " \n", " 8\n", " Finland\n", - " 0\n", + " 0.0\n", " 828\n", " 0.000000\n", " \n", " \n", " 9\n", " France\n", - " 0\n", + " 0.0\n", " 1008\n", " 0.000000\n", " \n", " \n", " 10\n", " Germany (including former GDR from 1991)\n", - " 0\n", + " 0.0\n", " 504\n", " 0.000000\n", " \n", " \n", " 11\n", " Greece\n", - " 0\n", + " 0.0\n", " 450\n", " 0.000000\n", " \n", " \n", " 12\n", " Hungary\n", - " 36\n", + " 36.0\n", " 576\n", " 0.062500\n", " \n", " \n", " 13\n", " Ireland\n", - " 0\n", + " 0.0\n", " 1008\n", " 0.000000\n", " \n", " \n", " 14\n", " Italy\n", - " 0\n", + " 0.0\n", " 924\n", " 0.000000\n", " \n", " \n", " 15\n", " Latvia\n", - " 0\n", + " 0.0\n", " 459\n", " 0.000000\n", " \n", " \n", " 16\n", " Lithuania\n", - " 0\n", + " 0.0\n", " 459\n", " 0.000000\n", " \n", " \n", " 17\n", " Luxembourg\n", - " 0\n", + " 0.0\n", " 1008\n", " 0.000000\n", " \n", " \n", " 18\n", " Malta\n", - " 180\n", + " 180.0\n", " 576\n", " 0.312500\n", " \n", " \n", " 19\n", " Netherlands\n", - " 0\n", + " 0.0\n", " 1008\n", " 0.000000\n", " \n", " \n", " 20\n", " Norway\n", - " 0\n", + " 0.0\n", " 786\n", " 0.000000\n", " \n", " \n", " 21\n", " Poland\n", - " 72\n", + " 72.0\n", " 576\n", " 0.125000\n", " \n", " \n", " 22\n", " Portugal\n", - " 0\n", + " 0.0\n", " 1008\n", " 0.000000\n", " \n", " \n", " 23\n", " Romania\n", - " 0\n", + " 0.0\n", " 423\n", " 0.000000\n", " \n", " \n", " 24\n", " Slovakia\n", - " 108\n", + " 108.0\n", " 576\n", " 0.187500\n", " \n", " \n", " 25\n", " Slovenia\n", - " 36\n", + " 36.0\n", " 576\n", " 0.062500\n", " \n", " \n", " 26\n", " Spain\n", - " 117\n", + " 117.0\n", " 1008\n", " 0.116071\n", " \n", " \n", " 27\n", " Sweden\n", - " 0\n", + " 0.0\n", " 1008\n", " 0.000000\n", " \n", " \n", " 28\n", " Turkey\n", - " 0\n", + " 0.0\n", " 210\n", " 0.000000\n", " \n", " \n", " 29\n", " United Kingdom\n", - " 0\n", + " 0.0\n", " 1002\n", " 0.000000\n", " \n", @@ -2172,36 +2172,36 @@ ], "text/plain": [ " name_en unemployment_rate_null n_obs \\\n", - "0 Austria 0 648 \n", - "1 Belgium 0 1008 \n", - "2 Bulgaria 180 576 \n", - "3 Croatia 216 324 \n", - "4 Cyprus 0 396 \n", - "5 Czech Republic 0 468 \n", - "6 Denmark 0 1008 \n", - "7 Estonia 0 387 \n", - "8 Finland 0 828 \n", - "9 France 0 1008 \n", - "10 Germany (including former GDR from 1991) 0 504 \n", - "11 Greece 0 450 \n", - "12 Hungary 36 576 \n", - "13 Ireland 0 1008 \n", - "14 Italy 0 924 \n", - "15 Latvia 0 459 \n", - "16 Lithuania 0 459 \n", - "17 Luxembourg 0 1008 \n", - "18 Malta 180 576 \n", - "19 Netherlands 0 1008 \n", - "20 Norway 0 786 \n", - "21 Poland 72 576 \n", - "22 Portugal 0 1008 \n", - "23 Romania 0 423 \n", - "24 Slovakia 108 576 \n", - "25 Slovenia 36 576 \n", - "26 Spain 117 1008 \n", - "27 Sweden 0 1008 \n", - "28 Turkey 0 210 \n", - "29 United Kingdom 0 1002 \n", + "0 Austria 0.0 648 \n", + "1 Belgium 0.0 1008 \n", + "2 Bulgaria 180.0 576 \n", + "3 Croatia 216.0 324 \n", + "4 Cyprus 0.0 396 \n", + "5 Czech Republic 0.0 468 \n", + "6 Denmark 0.0 1008 \n", + "7 Estonia 0.0 387 \n", + "8 Finland 0.0 828 \n", + "9 France 0.0 1008 \n", + "10 Germany (including former GDR from 1991) 0.0 504 \n", + "11 Greece 0.0 450 \n", + "12 Hungary 36.0 576 \n", + "13 Ireland 0.0 1008 \n", + "14 Italy 0.0 924 \n", + "15 Latvia 0.0 459 \n", + "16 Lithuania 0.0 459 \n", + "17 Luxembourg 0.0 1008 \n", + "18 Malta 180.0 576 \n", + "19 Netherlands 0.0 1008 \n", + "20 Norway 0.0 786 \n", + "21 Poland 72.0 576 \n", + "22 Portugal 0.0 1008 \n", + "23 Romania 0.0 423 \n", + "24 Slovakia 108.0 576 \n", + "25 Slovenia 36.0 576 \n", + "26 Spain 117.0 1008 \n", + "27 Sweden 0.0 1008 \n", + "28 Turkey 0.0 210 \n", + "29 United Kingdom 0.0 1002 \n", "\n", " null_percentage \n", "0 0.000000 \n", @@ -2267,36 +2267,6 @@ "unemployment_rate.to_csv('data/unemployment_missing.csv')" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's look at our file." - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - ",name_en,unemployment_rate_null,n_obs,null_percentage\r\n", - "0,Austria,0.0,648,0.0\r\n", - "1,Belgium,0.0,1008,0.0\r\n", - "2,Bulgaria,180.0,576,0.3125\r\n", - "3,Croatia,216.0,324,0.666666666667\r\n" - ] - } - ], - "source": [ - "!head -5 data/unemployment_missing.csv" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -2306,7 +2276,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 40, "metadata": { "collapsed": true }, @@ -2315,29 +2285,6 @@ "unemployment_rate.to_csv('data/unemployment_missing.csv', index=False, sep=',')" ] }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "name_en,unemployment_rate_null,n_obs,null_percentage\r\n", - "Austria,0.0,648,0.0\r\n", - "Belgium,0.0,1008,0.0\r\n", - "Bulgaria,180.0,576,0.3125\r\n", - "Croatia,216.0,324,0.666666666667\r\n" - ] - } - ], - "source": [ - "!head -5 data/unemployment_missing.csv" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -2349,7 +2296,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 41, "metadata": { "collapsed": false }, @@ -2367,7 +2314,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 42, "metadata": { "collapsed": false }, @@ -2472,7 +2419,7 @@ "4 3.9 eu Austria " ] }, - "execution_count": 44, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" } @@ -2498,7 +2445,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 43, "metadata": { "collapsed": true }, @@ -2516,7 +2463,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 44, "metadata": { "collapsed": false }, @@ -2537,7 +2484,7 @@ "Name: unemployment_rate, dtype: bool" ] }, - "execution_count": 46, + "execution_count": 44, "metadata": {}, "output_type": "execute_result" } @@ -2555,7 +2502,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 45, "metadata": { "collapsed": false }, @@ -2660,7 +2607,7 @@ "1660 NaN eu Bulgaria " ] }, - "execution_count": 47, + "execution_count": 45, "metadata": {}, "output_type": "execute_result" } @@ -2680,7 +2627,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 46, "metadata": { "collapsed": false }, @@ -2698,7 +2645,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 47, "metadata": { "collapsed": false }, @@ -2803,13 +2750,13 @@ "15527 20.6 eu Poland " ] }, - "execution_count": 49, + "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "unemployment.sort('unemployment_rate', ascending=False)[:5]" + "unemployment.sort_values(by='unemployment_rate', ascending=False)[:5]" ] }, { @@ -2823,7 +2770,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 48, "metadata": { "collapsed": false }, @@ -2834,7 +2781,7 @@ "array(['nsa', 'sa', 'trend'], dtype=object)" ] }, - "execution_count": 50, + "execution_count": 48, "metadata": {}, "output_type": "execute_result" } @@ -2858,7 +2805,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 49, "metadata": { "collapsed": false }, @@ -2963,13 +2910,13 @@ "15702 20.3 eu Poland " ] }, - "execution_count": 51, + "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "unemployment[unemployment['seasonality'] == 'sa'].sort('unemployment_rate', ascending=False)[:5]" + "unemployment[unemployment['seasonality'] == 'sa'].sort_values(by='unemployment_rate', ascending=False)[:5]" ] }, { @@ -2983,13 +2930,13 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 50, "metadata": { - "collapsed": true + "collapsed": false }, "outputs": [], "source": [ - "unemployment.sort(['name_en', 'year_month'], inplace=True)\n", + "unemployment.sort_values(by=['name_en', 'year_month'], inplace=True)\n", "unemployment.reset_index(drop=True, inplace=True)" ] }, @@ -3002,7 +2949,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 51, "metadata": { "collapsed": false }, @@ -3014,7 +2961,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 52, "metadata": { "collapsed": false }, @@ -3022,18 +2969,18 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 54, + "execution_count": 52, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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n56HBvLDfKDQAAAAYT/uODOaZ3dW9Zpe3N6VzzqU5Ai0R1gAA08jgcCX3P7wj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\n+YlkDQAAAAAAy2BLfYk8jsSv4fs7g4rEMrPpm373f7nHLkkan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a6LvjKtk9ffq0cPziiy8aFWoMZs6ciQULFgDQT+k0rCMqxuy6BylyO5Rr164JV3HP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\nn/9c+HvT8ZlbGo6Res8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J7OZzb5c2UUtjfW6/vCNJcmR4PD/uGZiUGgEAAICyddtOdrq4a3lHFSupPuEN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\n01cxOjoD1+0wkaRwLKGB8eiMt387O6ojl0KSJI/Do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7O4ChL6RC+KUuXrwojngmJCRYzF5ISEgQjw8fPgyj0WjRxuDgID777DOx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\nERERERERERERERGpyP8BSgeVWzwo1/oAAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -3055,7 +3002,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 53, "metadata": { "collapsed": true }, @@ -3074,7 +3021,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 54, "metadata": { "collapsed": false }, @@ -3085,7 +3032,7 @@ "Timestamp('1868-03-23 00:00:00')" ] }, - "execution_count": 56, + "execution_count": 54, "metadata": {}, "output_type": "execute_result" } @@ -3103,7 +3050,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 55, "metadata": { "collapsed": false }, @@ -3114,7 +3061,7 @@ "Timestamp('1868-03-23 00:00:00')" ] }, - "execution_count": 57, + "execution_count": 55, "metadata": {}, "output_type": "execute_result" } @@ -3132,7 +3079,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 56, "metadata": { "collapsed": false }, @@ -3151,7 +3098,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 57, "metadata": { "collapsed": false }, @@ -3213,7 +3160,7 @@ "2010-12-01 10.9 20.2" ] }, - "execution_count": 59, + "execution_count": 57, "metadata": {}, "output_type": "execute_result" } @@ -3234,7 +3181,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 58, "metadata": { "collapsed": false }, @@ -3242,18 +3189,18 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 60, + "execution_count": 58, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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QIZ80WbN4UnoU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\n6EgpOyfqmPOpwr/eJS8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et1GaPU3K26Dw3uEKrrld9oONigEAqAh/9elo+U1JskDBhVfL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\nklSHfLTZogCAZSasAYABoBo+MtWeB7Q3urpSLvltswXR68ql582/Gffu+6U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VtU+ENwAAAPC5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\na32MV0HvqFf+amC7ef5LulgJsCYq2+64ZGfqH7pXCLBS6qyZqb/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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -3276,21 +3223,21 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.5.1" } }, "nbformat": 4, diff --git a/08-Intro-to-Pandas-II/data/my_data.csv b/08-Intro-to-Pandas-II/data/my_data.csv new file mode 100644 index 0000000..8078cc4 --- /dev/null +++ b/08-Intro-to-Pandas-II/data/my_data.csv @@ -0,0 +1,9 @@ +,city_name,state_name,nation +0,san francisco,california,USA +1,phoenix,arizona,USA +2,seattle,washington,USA +3,dallas,texas,USA +4,denver,colorado,USA +5,chicago,illinois,USA +6,portland,oregon,USA +7,miami,florida,USA diff --git a/08-Intro-to-Pandas-II/pandas.ipynb b/08-Intro-to-Pandas-II/pandas.ipynb index 52f653c..920328d 100644 --- a/08-Intro-to-Pandas-II/pandas.ipynb +++ b/08-Intro-to-Pandas-II/pandas.ipynb @@ -382,17 +382,17 @@ "name": "stdout", "output_type": "stream", "text": [ - "Int64Index([0, 1, 2, 3], dtype='int64')\n", + "RangeIndex(start=0, stop=4, step=1)\n", "Index([u'column1', u'column2'], dtype='object')\n" ] } ], "source": [ "# the row labels in the index are accessed by the .index attribute of the DataFrame object\n", - "print df.index\n", + "print(df.index)\n", "\n", "# the column labels are accessed by the .columns attribute of the DataFrame object\n", - "print df.columns" + "print(df.columns)" ] }, { @@ -417,22 +417,22 @@ " \n", " \n", " 0\n", - " 1\n", + " 1.0\n", " NaN\n", " \n", " \n", " 1\n", - " 2\n", + " 2.0\n", " NaN\n", " \n", " \n", " 2\n", - " 3\n", + " 3.0\n", " NaN\n", " \n", " \n", " 3\n", - " 4\n", + " 4.0\n", " NaN\n", " \n", " \n", @@ -461,10 +461,10 @@ ], "text/plain": [ " column1 column2\n", - "0 1 NaN\n", - "1 2 NaN\n", - "2 3 NaN\n", - "3 4 NaN\n", + "0 1.0 NaN\n", + "1 2.0 NaN\n", + "2 3.0 NaN\n", + "3 4.0 NaN\n", "w NaN a\n", "x NaN b\n", "y NaN c\n", @@ -502,8 +502,8 @@ "source": [ "# numpy offers a useful datatype called NaN for null values - has to be floating point, not int\n", "x = np.nan\n", - "print x\n", - "print type(x)" + "print(x)\n", + "print(type(x))" ] }, { @@ -1276,7 +1276,7 @@ " \n", " 0\n", " sf\n", - " 2012\n", + " 2012.0\n", " USA\n", " North America\n", " \n", @@ -1290,14 +1290,14 @@ " \n", " 2\n", " phx\n", - " 2005\n", + " 2005.0\n", " USA\n", " North America\n", " \n", " \n", " 3\n", " chi\n", - " 2009\n", + " 2009.0\n", " USA\n", " North America\n", " \n", @@ -1306,11 +1306,11 @@ "" ], "text/plain": [ - " city year country continent\n", - "0 sf 2012 USA North America\n", - "1 phx NaN USA North America\n", - "2 phx 2005 USA North America\n", - "3 chi 2009 USA North America" + " city year country continent\n", + "0 sf 2012.0 USA North America\n", + "1 phx NaN USA North America\n", + "2 phx 2005.0 USA North America\n", + "3 chi 2009.0 USA North America" ] }, "execution_count": 25, @@ -1351,7 +1351,7 @@ " \n", " 0\n", " sf\n", - " 2012\n", + " 2012.0\n", " North America\n", " \n", " \n", @@ -1363,13 +1363,13 @@ " \n", " 2\n", " phx\n", - " 2005\n", + " 2005.0\n", " North America\n", " \n", " \n", " 3\n", " chi\n", - " 2009\n", + " 2009.0\n", " North America\n", " \n", " \n", @@ -1377,11 +1377,11 @@ "" ], "text/plain": [ - " city year continent\n", - "0 sf 2012 North America\n", - "1 phx NaN North America\n", - "2 phx 2005 North America\n", - "3 chi 2009 North America" + " city year continent\n", + "0 sf 2012.0 North America\n", + "1 phx NaN North America\n", + "2 phx 2005.0 North America\n", + "3 chi 2009.0 North America" ] }, "execution_count": 26, @@ -1420,7 +1420,7 @@ " \n", " 0\n", " sf\n", - " 2012\n", + " 2012.0\n", " \n", " \n", " 1\n", @@ -1430,23 +1430,23 @@ " \n", " 2\n", " phx\n", - " 2005\n", + " 2005.0\n", " \n", " \n", " 3\n", " chi\n", - " 2009\n", + " 2009.0\n", " \n", " \n", "\n", "" ], "text/plain": [ - " city year\n", - "0 sf 2012\n", - "1 phx NaN\n", - "2 phx 2005\n", - "3 chi 2009" + " city year\n", + "0 sf 2012.0\n", + "1 phx NaN\n", + "2 phx 2005.0\n", + "3 chi 2009.0" ] }, "execution_count": 27, @@ -1559,7 +1559,7 @@ "phx 2\n", "chi 1\n", "sf 1\n", - "dtype: int64" + "Name: city, dtype: int64" ] }, "execution_count": 31, @@ -1595,7 +1595,7 @@ " \n", " 0\n", " sf\n", - " 2012\n", + " 2012.0\n", " \n", " \n", " 1\n", @@ -1605,17 +1605,17 @@ " \n", " 3\n", " chi\n", - " 2009\n", + " 2009.0\n", " \n", " \n", "\n", "" ], "text/plain": [ - " city year\n", - "0 sf 2012\n", - "1 phx NaN\n", - "3 chi 2009" + " city year\n", + "0 sf 2012.0\n", + "1 phx NaN\n", + "3 chi 2009.0" ] }, "execution_count": 32, @@ -1661,7 +1661,7 @@ " \n", " 0\n", " sf\n", - " 2012\n", + " 2012.0\n", " USA\n", " North America\n", " \n", @@ -1675,14 +1675,14 @@ " \n", " 2\n", " phx\n", - " 2005\n", + " 2005.0\n", " USA\n", " North America\n", " \n", " \n", " 3\n", " chi\n", - " 2009\n", + " 2009.0\n", " USA\n", " North America\n", " \n", @@ -1691,11 +1691,11 @@ "" ], "text/plain": [ - " city year country continent\n", - "0 sf 2012 USA North America\n", - "1 phx NaN USA North America\n", - "2 phx 2005 USA North America\n", - "3 chi 2009 USA North America" + " city year country continent\n", + "0 sf 2012.0 USA North America\n", + "1 phx NaN USA North America\n", + "2 phx 2005.0 USA North America\n", + "3 chi 2009.0 USA North America" ] }, "execution_count": 33, @@ -1734,10 +1734,10 @@ " \n", " 0\n", " sf\n", - " 2012\n", + " 2012.0\n", " USA\n", " North America\n", - " 2017\n", + " 2017.0\n", " \n", " \n", " 1\n", @@ -1750,29 +1750,29 @@ " \n", " 2\n", " phx\n", - " 2005\n", + " 2005.0\n", " USA\n", " North America\n", - " 2010\n", + " 2010.0\n", " \n", " \n", " 3\n", " chi\n", - " 2009\n", + " 2009.0\n", " USA\n", " North America\n", - " 2014\n", + " 2014.0\n", " \n", " \n", "\n", "" ], "text/plain": [ - " city year country continent year5\n", - "0 sf 2012 USA North America 2017\n", - "1 phx NaN USA North America NaN\n", - "2 phx 2005 USA North America 2010\n", - "3 chi 2009 USA North America 2014" + " city year country continent year5\n", + "0 sf 2012.0 USA North America 2017.0\n", + "1 phx NaN USA North America NaN\n", + "2 phx 2005.0 USA North America 2010.0\n", + "3 chi 2009.0 USA North America 2014.0" ] }, "execution_count": 34, @@ -1812,7 +1812,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", - "version": "2.7.10" + "version": "2.7.11" } }, "nbformat": 4, diff --git a/10-Working-with-APIs/api-demo.ipynb b/10-Working-with-APIs/api-demo.ipynb index 32099f1..17809f0 100644 --- a/10-Working-with-APIs/api-demo.ipynb +++ b/10-Working-with-APIs/api-demo.ipynb @@ -114,8 +114,8 @@ "# download the results\n", "results = connection.read()\n", "\n", - "print results[:500] # first 500 characters\n", - "print type(results)" + "print(results[:500]) # first 500 characters\n", + "print(type(results))" ] }, { @@ -140,8 +140,8 @@ "# parse the string into a Python data structure\n", "data = json.loads(results)\n", "\n", - "print data['features'][0] # first item from the array called 'features'\n", - "print type(data)" + "print(data['features'][0]) # first item from the array called 'features'\n", + "print(type(data))" ] }, { @@ -417,7 +417,7 @@ "# pull out the event descriptions\n", "\n", "for quake in data['features']:\n", - " print quake['properties']['title']" + " print(quake['properties']['title'])" ] }, { @@ -449,7 +449,7 @@ "# then load it all into a dataframe\n", "df = pd.DataFrame.from_dict(d)\n", "\n", - "print len(df)" + "len(df)" ] }, { @@ -473,7 +473,7 @@ } ], "source": [ - "print df.head()" + "df.head()" ] }, { @@ -500,7 +500,7 @@ } ], "source": [ - "print df.describe()" + "df.describe()" ] }, { @@ -554,10 +554,7 @@ ], "source": [ "# save dataframe to disk\n", - "\n", - "df.to_csv('usgs_earthquake_data.csv')\n", - "\n", - "print 'file saved'" + "df.to_csv('usgs_earthquake_data.csv')" ] }, { @@ -582,10 +579,8 @@ ], "source": [ "# read it back later\n", - "\n", "new_df = pd.DataFrame.from_csv('usgs_earthquake_data.csv')\n", - "\n", - "print new_df.head()" + "new_df.head()" ] }, { @@ -663,7 +658,7 @@ "}\n", "\n", "url = endpoint + '?' + urllib.urlencode(params)\n", - "print url" + "url" ] }, { @@ -687,8 +682,7 @@ "\n", "# download and parse the results\n", "results = json.loads(connection.read())\n", - "\n", - "print results" + "results" ] }, { @@ -710,7 +704,7 @@ "# pull out the formatted addresses\n", "\n", "for item in results['results']:\n", - " print item['formatted_address']" + " print(item['formatted_address'])" ] }, { @@ -808,7 +802,7 @@ "api = TwitterAPI(consumer_key, consumer_secret, \n", " access_token, access_token_secret)\n", "\n", - "print \"Connection is set up but not tested\"" + "print(\"Connection is set up but not tested\")" ] }, { @@ -844,7 +838,7 @@ "r = api.request(endpoint, params)\n", "\n", "for tweet in r.get_iterator():\n", - " print tweet['text']" + " print(tweet['text'])" ] }, { @@ -864,8 +858,7 @@ ], "source": [ "# What other data is there?\n", - "\n", - "print tweet.keys()" + "tweet.keys()" ] }, { @@ -896,15 +889,15 @@ "# Here are the definitions: https://dev.twitter.com/overview/api/tweets\n", "\n", "for tweet in r.get_iterator():\n", - " print \"Tweet // \", tweet['text']\n", - " print \"Timestamp // \", tweet['created_at']\n", - " print \"Retweets // \", tweet['retweet_count']\n", - " print \"Favorites // \", tweet['favorite_count']\n", - " print \"Geotag // \", tweet['coordinates']\n", - " print \"Language // \", tweet['lang']\n", - " print \"User // \", tweet['user']['screen_name']\n", - " print \"Followers // \", tweet['user']['followers_count']\n", - " print \"Profile // \", tweet['user']['description']" + " print(\"Tweet // \", tweet['text'])\n", + " print(\"Timestamp // \", tweet['created_at'])\n", + " print(\"Retweets // \", tweet['retweet_count'])\n", + " print(\"Favorites // \", tweet['favorite_count'])\n", + " print(\"Geotag // \", tweet['coordinates'])\n", + " print(\"Language // \", tweet['lang'])\n", + " print(\"User // \", tweet['user']['screen_name'])\n", + " print(\"Followers // \", tweet['user']['followers_count'])\n", + " print(\"Profile // \", tweet['user']['description'])" ] }, { @@ -950,7 +943,7 @@ "r = api.request(endpoint, params)\n", "\n", "for tweet in r.get_iterator():\n", - " print tweet['text'] + '\\n'" + " print(tweet['text'] + '\\n')" ] }, { @@ -991,7 +984,7 @@ "r = api.request(endpoint, params)\n", "\n", "for tweet in r.get_iterator():\n", - " print tweet['text'] + '\\n'" + " print(tweet['text'] + '\\n')" ] }, { @@ -1032,7 +1025,7 @@ "r = api.request(endpoint, params)\n", "\n", "for tweet in r.get_iterator():\n", - " print tweet['text'] + '\\n'" + " print(tweet['text'] + '\\n')" ] }, { @@ -1212,9 +1205,9 @@ "# 'enumerate' lets us count tweets as we receive them\n", "\n", "for i, tweet in enumerate(r.get_iterator()):\n", - " print tweet['created_at']\n", - " print tweet['place']['full_name'] + ', ' + tweet['place']['country']\n", - " print tweet['text'] + '\\n'\n", + " print(tweet['created_at'])\n", + " print(tweet['place']['full_name'] + ', ' + tweet['place']['country'])\n", + " print(tweet['text'] + '\\n')\n", " if (i > 20): break\n", "\n", "r.close() # close streaming connection" @@ -1257,7 +1250,7 @@ " tweets.append(tweet)\n", "\n", "r.close()\n", - "print len(tweets)" + "len(tweets)" ] }, { @@ -1278,7 +1271,7 @@ "source": [ "# the raw data is very messy though!\n", "\n", - "print tweets[0:5]" + "tweets[0:5]" ] }, { @@ -1319,7 +1312,7 @@ "# load it into a dataframe\n", "df = pd.DataFrame.from_dict(d)\n", "\n", - "print len(df)" + "len(df)" ] }, { @@ -1343,7 +1336,7 @@ } ], "source": [ - "print df.head()" + "df.head()" ] }, { @@ -1374,7 +1367,7 @@ } ], "source": [ - "print df.sort('place').head(12)" + "df.sort_values(by='place').head(12)" ] }, { @@ -1481,21 +1474,21 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.5.1" } }, "nbformat": 4, diff --git a/10-Working-with-APIs/sf-data-portal.ipynb b/10-Working-with-APIs/sf-data-portal.ipynb index 9097d6f..821a10d 100644 --- a/10-Working-with-APIs/sf-data-portal.ipynb +++ b/10-Working-with-APIs/sf-data-portal.ipynb @@ -10,7 +10,7 @@ "\n", "Use Python to retrieve data from the API, just like we learned last week: https://data.sfgov.org/developers\n", "\n", - "Look at data on bike parking in SF: https://data.sfgov.org/Transportation/Bicycle-Parking-Public-/w969-5mn4" + "Look at data on bike parking in SF: https://data.sfgov.org/Transportation/Bicycle-Parking-Public-/2e7e-i7me" ] }, { @@ -21,9 +21,7 @@ }, "outputs": [], "source": [ - "import pandas as pd\n", - "import urllib\n", - "import json" + "import pandas as pd, requests, json" ] }, { @@ -35,16 +33,13 @@ "outputs": [], "source": [ "# use endpoint for bike parking in SF\n", - "endpoint_url = 'https://data.sfgov.org/resource/w969-5mn4.json'\n", + "endpoint_url = 'https://data.sfgov.org/resource/dd7x-3h4a.json'\n", "\n", - "# open a connection to the URL\n", - "connection = urllib.urlopen(endpoint_url)\n", + "# open a connection to the URL and download its response\n", + "response = requests.get(endpoint_url)\n", "\n", - "# download the results\n", - "results = connection.read()\n", - "\n", - "# parse the string into a Python data structure\n", - "data = json.loads(results)" + "# parse the json string into a Python dict\n", + "data = response.json()" ] }, { @@ -57,18 +52,15 @@ { "data": { "text/plain": [ - "{u'addr_num': u'Bay Area Air Quality Management District (BAAQMD)',\n", - " u'latitude': {u'human_address': u'{\"address\":\"ELLIS\",\"city\":\"\",\"state\":\"\",\"zip\":\"\"}',\n", - " u'latitude': u'37.78346622',\n", - " u'longitude': u'-122.42177834',\n", - " u'needs_recoding': False},\n", - " u'mo_installed': u'8',\n", - " u'placement': u'SW',\n", - " u'racks': u'2',\n", - " u'spaces': u'4',\n", - " u'street_name': u'ELLIS',\n", - " u'yr_inst': u'939 ELLIS ST',\n", - " u'yr_installed': u'1997'}" + "{'address': '4634 03RD ST',\n", + " 'location': 'VeloBrews Cafe & Cycling Community Center',\n", + " 'month_installed': '12',\n", + " 'number_of_racks': '5',\n", + " 'number_of_spaces': '10',\n", + " 'object_id': '37',\n", + " 'placement': 'ROADWAY',\n", + " 'street': '03RD ST',\n", + " 'year_installed': '2014'}" ] }, "execution_count": 3, @@ -95,103 +87,109 @@ " \n", " \n", " \n", - " addr_num\n", - " latitude\n", - " mo_installed\n", + " address\n", + " geom\n", + " location\n", + " month_installed\n", + " number_of_racks\n", + " number_of_spaces\n", + " object_id\n", " placement\n", - " racks\n", - " spaces\n", - " street_name\n", - " yr_inst\n", - " yr_installed\n", + " street\n", + " year_installed\n", " \n", " \n", " \n", " \n", " 0\n", - " Bay Area Air Quality Management District (BAAQMD)\n", - " {u'latitude': u'37.78346622', u'needs_recoding...\n", - " 8\n", - " SW\n", - " 2\n", - " 4\n", - " ELLIS\n", - " 939 ELLIS ST\n", - " 1997\n", + " 4634 03RD ST\n", + " NaN\n", + " VeloBrews Cafe & Cycling Community Center\n", + " 12\n", + " 5\n", + " 10\n", + " 37\n", + " ROADWAY\n", + " 03RD ST\n", + " 2014\n", " \n", " \n", " 1\n", - " San Francisco Department of Public Health\n", - " {u'latitude': u'37.774458', u'needs_recoding':...\n", - " UK\n", - " SW\n", + " 2023 MISSION ST\n", + " {'type': 'Point', 'coordinates': [-122.419104,...\n", + " Mission Plaza\n", + " 0\n", " 1\n", " 2\n", - " HOWARD\n", - " 1380 HOWARD ST\n", - " 1998\n", + " 438\n", + " SIDEWALK\n", + " MISSION\n", + " 2002\n", " \n", " \n", " 2\n", - " Oakside Cafe\n", - " {u'latitude': u'37.772737', u'needs_recoding':...\n", - " UK\n", - " SW\n", - " 1\n", + " 70 04TH ST\n", + " {'type': 'Point', 'coordinates': [-122.404896,...\n", + " Cole Hardware\n", + " 7\n", " 2\n", - " OAK\n", - " 1195 OAK ST\n", - " 2000\n", + " 4\n", + " 853\n", + " SIDEWALK\n", + " 04TH ST\n", + " 2015\n", " \n", " \n", " 3\n", - " Synergy School\n", - " {u'latitude': u'37.75087429', u'needs_recoding...\n", - " UK\n", - " SW\n", + " 714 MONTGOMERY ST\n", + " {'type': 'Point', 'coordinates': [-122.403068,...\n", + " Bubble Lounge\n", + " 9\n", " 1\n", " 2\n", - " VALENCIA\n", - " 1387 VALENCIA ST\n", - " 2000\n", + " 2407\n", + " SIDEWALK\n", + " MONTGOMERY\n", + " 2010\n", " \n", " \n", " 4\n", - " Say Media\n", - " {u'latitude': u'37.779369', u'needs_recoding':...\n", - " UK\n", - " SW\n", + " 1740 OFARRELL ST\n", + " {'type': 'Point', 'coordinates': [-122.433316,...\n", + " Fat Angel Wine Bar\n", + " 11\n", " 1\n", " 2\n", - " TOWNSEND\n", - " 180 TOWNSEND ST\n", - " 2000\n", + " 265\n", + " SIDEWALK\n", + " O'FARRELL\n", + " 2010\n", " \n", " \n", "\n", "" ], "text/plain": [ - " addr_num \\\n", - "0 Bay Area Air Quality Management District (BAAQMD) \n", - "1 San Francisco Department of Public Health \n", - "2 Oakside Cafe \n", - "3 Synergy School \n", - "4 Say Media \n", + " address geom \\\n", + "0 4634 03RD ST NaN \n", + "1 2023 MISSION ST {'type': 'Point', 'coordinates': [-122.419104,... \n", + "2 70 04TH ST {'type': 'Point', 'coordinates': [-122.404896,... \n", + "3 714 MONTGOMERY ST {'type': 'Point', 'coordinates': [-122.403068,... \n", + "4 1740 OFARRELL ST {'type': 'Point', 'coordinates': [-122.433316,... \n", "\n", - " latitude mo_installed placement \\\n", - "0 {u'latitude': u'37.78346622', u'needs_recoding... 8 SW \n", - "1 {u'latitude': u'37.774458', u'needs_recoding':... UK SW \n", - "2 {u'latitude': u'37.772737', u'needs_recoding':... UK SW \n", - "3 {u'latitude': u'37.75087429', u'needs_recoding... UK SW \n", - "4 {u'latitude': u'37.779369', u'needs_recoding':... UK SW \n", + " location month_installed number_of_racks \\\n", + "0 VeloBrews Cafe & Cycling Community Center 12 5 \n", + "1 Mission Plaza 0 1 \n", + "2 Cole Hardware 7 2 \n", + "3 Bubble Lounge 9 1 \n", + "4 Fat Angel Wine Bar 11 1 \n", "\n", - " racks spaces street_name yr_inst yr_installed \n", - "0 2 4 ELLIS 939 ELLIS ST 1997 \n", - "1 1 2 HOWARD 1380 HOWARD ST 1998 \n", - "2 1 2 OAK 1195 OAK ST 2000 \n", - "3 1 2 VALENCIA 1387 VALENCIA ST 2000 \n", - "4 1 2 TOWNSEND 180 TOWNSEND ST 2000 " + " number_of_spaces object_id placement street year_installed \n", + "0 10 37 ROADWAY 03RD ST 2014 \n", + "1 2 438 SIDEWALK MISSION 2002 \n", + "2 4 853 SIDEWALK 04TH ST 2015 \n", + "3 2 2407 SIDEWALK MONTGOMERY 2010 \n", + "4 2 265 SIDEWALK O'FARRELL 2010 " ] }, "execution_count": 4, @@ -215,10 +213,7 @@ { "data": { "text/plain": [ - "{u'human_address': u'{\"address\":\"ELLIS\",\"city\":\"\",\"state\":\"\",\"zip\":\"\"}',\n", - " u'latitude': u'37.78346622',\n", - " u'longitude': u'-122.42177834',\n", - " u'needs_recoding': False}" + "{'coordinates': [-122.419104, 37.764429], 'type': 'Point'}" ] }, "execution_count": 5, @@ -228,7 +223,7 @@ ], "source": [ "# this column contains dicts that contain lats and lons\n", - "df['latitude'][0]" + "df['geom'][1]" ] }, { @@ -243,10 +238,14 @@ "latitudes = []\n", "longitudes = []\n", "\n", - "# loop through each row in df, extracting lat and lon values\n", + "# loop through each row in df, extracting lat and lon values if geom is not null\n", "for label, row in df.iterrows():\n", - " latitudes.append(row['latitude']['latitude'])\n", - " longitudes.append(row['latitude']['longitude'])" + " if pd.notnull(row['geom']):\n", + " latitudes.append(row['geom']['coordinates'][1])\n", + " longitudes.append(row['geom']['coordinates'][0])\n", + " else:\n", + " latitudes.append(None)\n", + " longitudes.append(None)" ] }, { @@ -283,40 +282,40 @@ " \n", " \n", " 0\n", - " 37.78346622\n", - " -122.42177834\n", + " NaN\n", + " NaN\n", " \n", " \n", " 1\n", - " 37.774458\n", - " -122.414411\n", + " 37.764429\n", + " -122.419104\n", " \n", " \n", " 2\n", - " 37.772737\n", - " -122.438887\n", + " 37.784708\n", + " -122.404896\n", " \n", " \n", " 3\n", - " 37.75087429\n", - " -122.42019976\n", + " 37.795902\n", + " -122.403068\n", " \n", " \n", " 4\n", - " 37.779369\n", - " -122.392606\n", + " 37.783481\n", + " -122.433316\n", " \n", " \n", "\n", "" ], "text/plain": [ - " lat lon\n", - "0 37.78346622 -122.42177834\n", - "1 37.774458 -122.414411\n", - "2 37.772737 -122.438887\n", - "3 37.75087429 -122.42019976\n", - "4 37.779369 -122.392606" + " lat lon\n", + "0 NaN NaN\n", + "1 37.764429 -122.419104\n", + "2 37.784708 -122.404896\n", + "3 37.795902 -122.403068\n", + "4 37.783481 -122.433316" ] }, "execution_count": 8, @@ -341,21 +340,21 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.5.1" } }, "nbformat": 4, diff --git a/11-Pandas-Data-Wrangling/bay.csv b/11-Pandas-Data-Wrangling/bay.csv deleted file mode 100644 index 0fb81d1..0000000 --- a/11-Pandas-Data-Wrangling/bay.csv +++ /dev/null @@ -1,5001 +0,0 @@ -neighborhood,title,price,bedrooms,pid,longitude,date,subregion,link,latitude,sqft - (bayview),Take A TOUR ON OUR ONE FURNISHED BEDROOM TODAY,$950, / 1br - ,4076905111,-122.396965,Sep 18 2013,SF,/sfc/apa/4076905111.html,37.761216, / 1br - - (bayview),Only walking distance to major shopping centers.,$950, / 1br - ,4076901755,-122.396793,Sep 18 2013,SF,/sfc/apa/4076901755.html,37.761080, / 1br - - (bayview),"furnished - 1 Bedroom(s), 1 Bath(s), Air Conditioner, Family Room, ",$950, / 1br - ,4076899340,-122.397100,Sep 18 2013,SF,/sfc/apa/4076899340.html,37.762100, / 1br - - (financial district),"*NEW* Beautiful, Upscale Condo in Historic Jackson Square",$3300, / 1br - 830ft² - ,4067393707,-122.399747,Sep 18 2013,SF,/sfc/apa/4067393707.html,37.798108, / 1br - 830ft² - - (visitacion valley),楼上全层3房,$2000, / 3br - 1280ft² - ,4076901071,,Sep 18 2013,SF,/sfc/apa/4076901071.html,, / 3br - 1280ft² - - (bernal heights),"2 Bedroom House w/Bonus Room, Fireplace, Yard, Deck & Views",$3850, / 2br - ,4076899828,,Sep 18 2013,SF,/sfc/apa/4076899828.html,, / 2br - - (marina / cow hollow),"♥♥♥ Chic, cozy & sunny in Marina ♥♥♥ ",$3399, ,4076892173,,Sep 18 2013,SF,/sfc/apa/4076892173.html,, - (north beach / telegraph hill),Fully Furnished 2BR/2BA Condo with Bay View,$5250, / 2br - 1000ft² - ,4076895917,,Sep 18 2013,SF,/sfc/apa/4076895917.html,, / 2br - 1000ft² - - (bayview),"We accept either 6, 12 month or month-to-month lease",$950, / 1br - ,4076896866,-122.397137,Sep 18 2013,SF,/sfc/apa/4076896866.html,37.762030, / 1br - - (bayview),"3 Bayside Village Pl, San Francisco, CA 94107",$950, / 1br - ,4076892885,-122.396450,Sep 18 2013,SF,/sfc/apa/4076892885.html,37.764065, / 1br - - (castro / upper market),remodeled 1bd/1ba,$2950, / 1br - 900ft² - ,4076891344,-122.440334,Sep 18 2013,SF,/sfc/apa/4076891344.html,37.757405, / 1br - 900ft² - - (sunset / parkside),Panoramic Ocean View 2 Bedroom House,$3500, / 2br - 1400ft² - ,4060191270,-122.483582,Sep 18 2013,SF,/sfc/apa/4060191270.html,37.748315, / 2br - 1400ft² - - (russian hill),Condo for rent,$2800, / 1br - 720ft² - ,4076859550,-122.419280,Sep 18 2013,SF,/sfc/apa/4076859550.html,37.800361, / 1br - 720ft² - - (russian hill),This Beautiful Condo for rent,$2700, / 1br - 720ft² - ,4076794143,-122.409100,Sep 18 2013,SF,/sfc/apa/4076794143.html,37.800200, / 1br - 720ft² - - (mission district),"Brand New Beautiful 1 Bedroom, 1 Bathroom ",$2100, / 1br - ,4076879610,-122.439626,Sep 18 2013,SF,/sfc/apa/4076879610.html,37.719284, / 1br - - (excelsior / outer mission),10-month sublet Furnished 2 BR Home in Mission Terrace utls. included,$2600, / 2br - 900ft² - ,4041653284,-122.439850,Sep 18 2013,SF,/sfc/apa/4041653284.html,37.723481, / 2br - 900ft² - - (inner sunset / UCSF),"Spacious Home, Freshly Painted & New Floors, W& D - Open Fri 5-6pm",$2850, / 2br - ,4076867759,-122.483600,Sep 18 2013,SF,/sfc/apa/4076867759.html,37.759300, / 2br - - (russian hill),A wholesome Apartment to suit your demand ,$3500, / 2br - 1054ft² - ,4076794509,-122.418600,Sep 18 2013,SF,/sfc/apa/4076794509.html,37.791700, / 2br - 1054ft² - - (castro / upper market),"Unfurnished Custom Home not a Flat, backyard w/views. Pets Okay.",$6100, / 3br - ,4050301632,-122.435472,Sep 18 2013,SF,/sfc/apa/4050301632.html,37.765727, / 3br - - (castro / upper market),"Furnished Custom Edwardian Home, backyard w/views. Pets Okay.",$6495, / 3br - ,4050192349,-122.435472,Sep 18 2013,SF,/sfc/apa/4050192349.html,37.765727, / 3br - - (Lake Tahoe),House sitting $890 1500ft² -Sun deck- 8 to 12 mo,$890, ,4076829439,,Sep 18 2013,SF,/sfc/apa/4076829439.html,, - (pacific heights),"Remodeled, cozy one bedroom in Pacific Heights",$2800, / 1br - ,4076869885,-122.443753,Sep 18 2013,SF,/sfc/apa/4076869885.html,37.787647, / 1br - - (haight ashbury),Sunny top floor 960 sq ft 2 bd,$3500, / 2br - 960ft² - ,4076867004,-122.445535,Sep 18 2013,SF,/sfc/apa/4076867004.html,37.771142, / 2br - 960ft² - - (inner richmond),***OPEN SAT 9/21 12:00pm-2:00pm*** ,$2200, / 2br - 700ft² - ,4076851460,-122.461400,Sep 18 2013,SF,/sfc/apa/4076851460.html,37.781200, / 2br - 700ft² - - (mission district),"GORGEOUS BRAND NEW HIGH-END CONDOS COMING SOON!DECKS,PATIOS,PARKG,W&D",$3695, / 1br - ,4076843126,,Sep 18 2013,SF,/sfc/apa/4076843126.html,, / 1br - - (bayview),New remodeled 3 BR/3 BA plus office single family house ,$3000, / 3br - 1476ft² - ,4072178511,-122.391171,Sep 18 2013,SF,/sfc/apa/4072178511.html,37.719829, / 3br - 1476ft² - - (SOMA / south beach),Furnished Bright Condo with Incredible Views - RelISTO ,$4500, / 1br - 900ft² - ,4052254551,,Sep 18 2013,SF,/sfc/apa/4052254551.html,, / 1br - 900ft² - - (richmond / seacliff),CliffHouse Ocean View 3BR/2BA 2 Indoor Parking Available 1st of OCT. ,$3600, / 3br - 1450ft² - ,4059907648,-122.511295,Sep 18 2013,SF,/sfc/apa/4059907648.html,37.775076, / 3br - 1450ft² - - (tenderloin),ALL UTILTIIES INCLUDED!!Sunny and spacious studio steps fm polk Gultch,$1625, ,4076752401,,Sep 18 2013,SF,/sfc/apa/4076752401.html,, - (SOMA / south beach),Open House 9/21 @2pm! Bright Urban Live /Work,$3695, / 1br - 1000ft² - ,4076724706,,Sep 18 2013,SF,/sfc/apa/4076724706.html,, / 1br - 1000ft² - - (ingleside / SFSU / CCSF),Furnished Luxury Apartment Walking Distance to Whole Foods Market,$5200, / 3br - 1500ft² - ,4076809356,-122.456145,Sep 18 2013,SF,/sfc/apa/4076809356.html,37.722762, / 3br - 1500ft² - - (lower pac hts),Large Jr. One Bedroom $2395.00,$2395, / 1br - 575ft² - ,4076816644,-122.426768,Sep 18 2013,SF,/sfc/apa/4076816644.html,37.787403, / 1br - 575ft² - - (richmond / seacliff),New remod.top flat on 22nd Ave.,$3800, / 4br - ,4076816059,-122.481187,Sep 18 2013,SF,/sfc/apa/4076816059.html,37.775611, / 4br - - (lower nob hill),ALL UTILITIES INCLUDED!!Sunny and Spacious STEPS from DT!Not TL,$1995, ,4076670538,-122.412105,Sep 18 2013,SF,/sfc/apa/4076670538.html,37.786865, - (alamo square / nopa),HURRY!!!Sunny and Spacious studio STEPS from Alamo SQ Park!,$2175, ,4076732050,-122.250000,Sep 18 2013,SF,/sfc/apa/4076732050.html,37.500000, - (financial district),Golden Gateway Commons | 2BR + office townhouse & 4 decks!!,$5500, / 2br - 1450ft² - ,4036170429,,Sep 18 2013,SF,/sfc/apa/4036170429.html,, / 2br - 1450ft² - - (marina / cow hollow),Beautiful Studio in the Marina,$2350, ,4076767117,-122.445270,Sep 18 2013,SF,/sfc/apa/4076767117.html,37.803493, - (SOMA / south beach),Huge Loft - Office - Den - Sun Room - Roof - ReLISTO,$6000, / 1br - 1600ft² - ,4076759063,,Sep 18 2013,SF,/sfc/apa/4076759063.html,, / 1br - 1600ft² - - (potrero hill),Open House 9/21 @ 1pm -Luxurious Penthouse - Now Available - ReLISTO ,$11495, / 3br - ,4072013382,,Sep 18 2013,SF,/sfc/apa/4072013382.html,, / 3br - - (lower pac hts),I WANT TO LIVE HERE!!Stunning 2BR/2BTH with Laundry!WALK TO FILLMORE,$3900, / 2br - ,4076664875,,Sep 18 2013,SF,/sfc/apa/4076664875.html,, / 2br - - (lower pac hts),LIVE STEPS FROM FILLMORE STREET!Fitness Ctr and BBQ!,$4795, / 2br - ,4076735477,,Sep 18 2013,SF,/sfc/apa/4076735477.html,, / 2br - -,Ocean View Home 3br+familyroom w/ 2 decks! Close to UCSF and Mt. Sutro,$4995, / 3br - ,4076782225,-122.459616,Sep 18 2013,SF,/sfc/apa/4076782225.html,37.756145, / 3br - - (potrero hill),Open House!Live OnTop of Potrero - HotTub/Views/Pool - ReLISTO ,$11495, / 3br - ,4072022069,,Sep 18 2013,SF,/sfc/apa/4072022069.html,, / 3br - - (richmond / seacliff),Cute & Cozy One Bedroom Garden in-law,$1250, / 1br - 300ft² - ,4076775017,,Sep 18 2013,SF,/sfc/apa/4076775017.html,, / 1br - 300ft² - - (laurel hts / presidio),4 Bedroom in an AWESOME location in the Park,$4195, / 4br - 1390ft² - ,4075860449,-122.456639,Sep 18 2013,SF,/sfc/apa/4075860449.html,37.795237, / 4br - 1390ft² - - (downtown / civic / van ness),"One Bedroom Apartment Downtown, Pet Friendly! #402",$1745, / 1br - ,4075809702,-122.412827,Sep 18 2013,SF,/sfc/apa/4075809702.html,37.785087, / 1br - - (Candlestick Point),Bright Spacious Condo w/ 2 Deeded Parking,$2395, / 2br - 1337ft² - ,4046069088,-122.389669,Sep 18 2013,SF,/sfc/apa/4046069088.html,37.711105, / 2br - 1337ft² - - (downtown / civic / van ness),HURRY..FOX PLAZA SPECIAL~1/2 DEPOSIT~GORGEOUS SF VIEWS!!!!,$1999, ,4075853919,-122.417402,Sep 18 2013,SF,/sfc/apa/4075853919.html,37.776619, - (lower nob hill),I WANT THIS APARTMENT!!BRAND NEW RENOVATION!!Trendy neighborhood,$2195, ,4075750309,-122.413425,Sep 18 2013,SF,/sfc/apa/4075750309.html,37.788018, - (nob hill),3 BR Charming Spacious Nob Hill Apartment,$6900, / 3br - ,4026383635,-122.446974,Sep 18 2013,SF,/sfc/apa/4026383635.html,37.788186, / 3br - - (lower pac hts),8th Floor Corner 2/2 Open Bright Spacious Floorplan Priv. Balcony Pets,$3900, / 2br - 1200ft² - ,4075813472,-122.424858,Sep 18 2013,SF,/sfc/apa/4075813472.html,37.786196, / 2br - 1200ft² - - (laurel hts / presidio),ADA Accessible 2 Bedroom Home Available for Move In,$2850, / 2br - 1010ft² - ,4075839829,-122.481133,Sep 18 2013,SF,/sfc/apa/4075839829.html,37.790472, / 2br - 1010ft² - - (downtown / civic / van ness),CITY LIVING FURNISHED 1 BED 1 BATH! PARKING! ROOF DECK! HARDWOOD!,$3000, / 1br - ,4065372764,,Sep 18 2013,SF,/sfc/apa/4065372764.html,, / 1br - - (russian hill)," RUSSIAN HILL LUXURY CONDO! 3 BED 3 BATH! PKG! DAWN CUSULOS, AMSI",$7950, / 3br - ,4067923709,-122.413074,Sep 18 2013,SF,/sfc/apa/4067923709.html,37.797125, / 3br - - (potrero hill),Bright Spacious Garden Home with Views! - ReLISTO ,$4500, / 2br - ,4050726735,,Sep 18 2013,SF,/sfc/apa/4050726735.html,, / 2br - - (SOMA / south beach),Park Terrace: 325 Berry St. #614,$3350, / 1br - 680ft² - ,4075728049,,Sep 18 2013,SF,/sfc/apa/4075728049.html,, / 1br - 680ft² - - (hayes valley),HAYES VALLEY FABULOUS FURNISHED 2 BED 2 BATH CONDO! AMAZING SPACE! PKG!,$4500, / 2br - ,4056333413,,Sep 18 2013,SF,/sfc/apa/4056333413.html,, / 2br - - (ingleside / SFSU / CCSF),Furnished Luxury Apartment Walking Distance to Whole Foods Market,$5200, / 3br - 1500ft² - ,4068140340,-122.456145,Sep 18 2013,SF,/sfc/apa/4068140340.html,37.722762, / 3br - 1500ft² - - (ingleside / SFSU / CCSF),Furnished Luxury Apartment Walking Distance to Whole Foods Market,$5200, / 3br - 1500ft² - ,4069527772,-122.456145,Sep 18 2013,SF,/sfc/apa/4069527772.html,37.722762, / 3br - 1500ft² - - (ingleside / SFSU / CCSF),Furnished Luxury Apartment within Walking Distance to Whole Foods Mark,$5200, / 3br - 1500ft² - ,4075833130,-122.456145,Sep 18 2013,SF,/sfc/apa/4075833130.html,37.722762, / 3br - 1500ft² - - (downtown / civic / van ness),Rent NOW! Stainless Steel and In Unit Washer/Dryer! Brand NEW! NEMA,$2506, / 476ft² - ,4075650703,-122.417182,Sep 18 2013,SF,/sfc/apa/4075650703.html,37.776287, / 476ft² - - (ingleside / SFSU / CCSF),Furnished Luxury Apartment Walking Distance to Whole Foods Market,$5200, / 3br - 1500ft² - ,4070330851,-122.456145,Sep 18 2013,SF,/sfc/apa/4070330851.html,37.722762, / 3br - 1500ft² - - (north beach / telegraph hill),"1 Avail. Top Floor, lots of sun light with Courtyard Setting Only 1 ",$4500, / 2br - 930ft² - ,4075828081,-122.410330,Sep 18 2013,SF,/sfc/apa/4075828081.html,37.806123, / 2br - 930ft² - - (SOMA / south beach),Portside Jr One Bedroom ,$2500, / 1br - 550ft² - ,4058978510,,Sep 18 2013,SF,/sfc/apa/4058978510.html,, / 1br - 550ft² - - (inner sunset / UCSF),$2700- ATTN PRO.1200sf FLAT Bright& Ready,$2700, / 2br - 1200ft² - ,4075715787,-122.483600,Sep 18 2013,SF,/sfc/apa/4075715787.html,37.759300, / 2br - 1200ft² - - (pacific heights),Art Deco Doorman Apartment Building with Golden Gate Views ~ J.Wavro,$4700, / 1br - ,4074740396,-122.431634,Sep 17 2013,SF,/sfc/apa/4074740396.html,37.794684, / 1br - - (lower pac hts),Spacious Junior One Bedroom with City Views ~ J.Wavro,$2800, / 1br - ,4074738515,-122.425047,Sep 17 2013,SF,/sfc/apa/4074738515.html,37.787130, / 1br - - (SOMA / south beach),2/2 Bath Condo w/ Balcony in Doorman Bldg ~ J.Wavro,$5500, / 2br - ,4074736985,-122.389846,Sep 17 2013,SF,/sfc/apa/4074736985.html,37.783609, / 2br - - (SOMA / south beach),Large 2bd/2ba in Bridgeview. Views of Bay-Bridge-City ,$4850, / 2br - 1223ft² - ,4042724348,-122.391180,Sep 17 2013,SF,/sfc/apa/4042724348.html,37.787455, / 2br - 1223ft² - - (marina / cow hollow),Luxury furnished Marina top floor flat. ~ J.Wavro,$7700, / 2br - ,4074735098,-122.434973,Sep 17 2013,SF,/sfc/apa/4074735098.html,37.802848, / 2br - - (mission district),Bright Loft in the Mission,$3500, / 1br - 815ft² - ,4065421984,-122.409157,Sep 17 2013,SF,/sfc/apa/4065421984.html,37.761817, / 1br - 815ft² - - (pacific heights), Bay View Top Floor Furnished Condo with Private Deck ~ J.Wavro,$12500, / 2br - ,4074733315,-122.436950,Sep 17 2013,SF,/sfc/apa/4074733315.html,37.795949, / 2br - - (SOMA / south beach),Designer Warehouse Loft - Large 1 bed 1 bath ~ J.Wavro,$4500, / 1br - ,4074731308,-122.407871,Sep 17 2013,SF,/sfc/apa/4074731308.html,37.782751, / 1br - - (SOMA / south beach),Soma Grand - Free Housekeeping every 2 weeks! City Skyline Views ~ J.W,$3995, / 2br - ,4074724144,-122.413158,Sep 17 2013,SF,/sfc/apa/4074724144.html,37.777457, / 2br - - (nob hill),Nob Hill One bedroom with doorman and valet parking. Pet ok ~ J.Wavro,$3300, / 1br - ,4074722449,-122.414470,Sep 17 2013,SF,/sfc/apa/4074722449.html,37.793223, / 1br - - (noe valley),Beautiful furnished home in Noe Valley. ~ J.Wavro,$7500, / 3br - ,4074720674,-122.433315,Sep 17 2013,SF,/sfc/apa/4074720674.html,37.742495, / 3br - - (mission district),Just a few blocks from the heart of The Mission - FULLY-FURNISHED,$2600, / 1br - 746ft² - ,4033313840,-122.417487,Sep 18 2013,SF,/sfc/apa/4033313840.html,37.765183, / 1br - 746ft² - - (SOMA / south beach),Tri-Level Loft - Amzing layout with parking!,$4900, / 1br - 1505ft² - ,4071295844,,Sep 18 2013,SF,/sfc/apa/4071295844.html,, / 1br - 1505ft² - - (SOMA / south beach),Deserve To Live Your Best At Channel Mission Bay!,$3249, / 549ft² - ,4076466331,-122.389948,Sep 18 2013,SF,/sfc/apa/4076466331.html,37.773954, / 549ft² - - (laurel hts / presidio),"Modern. Built in 99' 2 bdr/2 bath, pkg included",$3200, / 2br - ,4076480721,-122.449000,Sep 18 2013,SF,/sfc/apa/4076480721.html,37.781939, / 2br - - (lower pac hts),Large Court Yard View Studio Oct. 18th ,$2942, / 600ft² - ,4076457950,-122.435632,Sep 18 2013,SF,/sfc/apa/4076457950.html,37.785012, / 600ft² - - (SOMA / south beach),Time for a new apartment? Come see what 77 Bluxome has to offer!,$2190, ,4076415427,,Sep 18 2013,SF,/sfc/apa/4076415427.html,, - (lower nob hill),Soar on top of SF in this Large 1 BR on the highest floor! Great Views,$3130, / 1br - 730ft² - ,4076404590,,Sep 18 2013,SF,/sfc/apa/4076404590.html,, / 1br - 730ft² - - (lower nob hill),Beautifully Remodeled Studio w/ Granite Counters & Hardwood!,$1995, ,4076449249,-122.414995,Sep 18 2013,SF,/sfc/apa/4076449249.html,37.787454, - (SOMA / south beach),1 Bedroom with hardwood floors!,$2990, / 1br - 778ft² - ,4076385313,-122.393050,Sep 18 2013,SF,/sfc/apa/4076385313.html,37.777138, / 1br - 778ft² - - (pacific heights),Broadway Towers *AMSI* Call Scott,$6500, / 2br - 1400ft² - ,4076459593,,Sep 18 2013,SF,/sfc/apa/4076459593.html,, / 2br - 1400ft² - - (SOMA / south beach),Spacious Floorplan,$4222, / 2br - 1095ft² - ,4076455573,,Sep 18 2013,SF,/sfc/apa/4076455573.html,, / 2br - 1095ft² - - (richmond / seacliff),Central Richmond Dist Single Family Home ~ J.Wavro,$4750, / 4br - ,4075417101,-122.488471,Sep 18 2013,SF,/sfc/apa/4075417101.html,37.772374, / 4br - - (ingleside / SFSU / CCSF),"4 Closets, Balcony, Parking, Pool and More",, 510ft² - ,4048856834,-122.493398,Sep 18 2013,SF,/sfc/apa/4048856834.html,37.714652, 510ft² - - (western addition),Newly remodeled Apartment With Large Balcony! Avail. Now!,$2725, / 1br - 699ft² - ,4075415345,-122.432681,Sep 18 2013,SF,/sfc/apa/4075415345.html,37.783170, / 1br - 699ft² - - (north beach / telegraph hill),Sunny One Bedroom Flat with City View,$2675, / 1br - ,4075414998,-122.405371,Sep 18 2013,SF,/sfc/apa/4075414998.html,37.799960, / 1br - - (SOMA / south beach),Walking distance to everything!!!,$3075, / 1br - 565ft² - ,4075408412,,Sep 18 2013,SF,/sfc/apa/4075408412.html,, / 1br - 565ft² - - (western addition),View! View! View! Renovated Penthouse with Balcony and Fireplace.,$2899, / 1br - 660ft² - ,4075406688,-122.432681,Sep 18 2013,SF,/sfc/apa/4075406688.html,37.783170, / 1br - 660ft² - - (financial district),1 bedroom plus Den in Doorman Bldg,$3300, / 1br - ,4047152565,-122.398977,Sep 18 2013,SF,/sfc/apa/4047152565.html,37.786209, / 1br - - (SOMA / south beach),1 bedroom plus Den in Doorman Bldg,$3300, / 1br - ,4021860715,-122.398977,Sep 18 2013,SF,/sfc/apa/4021860715.html,37.786209, / 1br - - (russian hill),1 bedroom with great views - doorman building ~ J.Wavro,$4300, / 1br - ,4075402126,-122.415572,Sep 18 2013,SF,/sfc/apa/4075402126.html,37.798680, / 1br - - (downtown / civic / van ness),"1 Bed, 1 Bath - Condo at Opera Plaza",$2800, / 1br - 558ft² - ,4075285410,,Sep 18 2013,SF,/sfc/apa/4075285410.html,, / 1br - 558ft² - - (inner sunset / UCSF),Reserve this top-floor home with fireplace now before it's gone,$2815, / 1br - ,4074272324,-122.460157,Sep 17 2013,SF,/sfc/apa/4074272324.html,37.753738, / 1br - - (899 Pine Street - Nob Hill)),Penthouse 2x2 ♦ 19th floor ♦ Bay View ♦,$7595, / 2br - ,4074266125,,Sep 17 2013,SF,/sfc/apa/4074266125.html,, / 2br - - (SOMA / south beach),Parkside Setting!,$3249, / 1br - 740ft² - ,4074264820,-122.396669,Sep 17 2013,SF,/sfc/apa/4074264820.html,37.773167, / 1br - 740ft² - - (downtown / civic / van ness),Comtemporary Furnished Studio,$1800, ,4063182445,-122.413235,Sep 17 2013,SF,/sfc/apa/4063182445.html,37.787093, - (sunset / parkside),2 Bedroom Sunset Lower Unit (Open House 9/21 2-3pm),$2500, / 2br - 810ft² - ,4074252612,-122.491615,Sep 17 2013,SF,/sfc/apa/4074252612.html,37.740133, / 2br - 810ft² - - (marina / cow hollow),Large Sunny Studio - Great Location,$2250, ,4074245001,-122.436274,Sep 17 2013,SF,/sfc/apa/4074245001.html,37.800814, - (USF / panhandle),1 Bed 1 Bath with your own parking,$2300, / 1br - ,4074252286,-122.440620,Sep 17 2013,SF,/sfc/apa/4074252286.html,37.773674, / 1br - - (north beach / telegraph hill),Light Filled/Remodeled Studio,$2350, / 456ft² - ,4074249278,-122.407057,Sep 17 2013,SF,/sfc/apa/4074249278.html,37.802617, / 456ft² - - (mission district),"Resort-Style 1 BR + Pool, Rent Control near Dolores Park",$2250, / 1br - 650ft² - ,4074244762,,Sep 17 2013,SF,/sfc/apa/4074244762.html,, / 1br - 650ft² - - (sunset / parkside),$1500 Studio available,$1500, ,4074133552,-122.483600,Sep 17 2013,SF,/sfc/apa/4074133552.html,37.759300, - (nob hill),HURRY!!!Renovated studio STEPS from all Downtown!Your new home,$1995, ,4074090462,,Sep 17 2013,SF,/sfc/apa/4074090462.html,, - (downtown / civic / van ness),Charming Studio,$1050, ,4076148640,-122.415869,Sep 18 2013,SF,/sfc/apa/4076148640.html,37.782875, - (pacific heights),Junior 1 Bedroom with Hardwood,$2200, / 1br - ,4071453887,-122.433760,Sep 18 2013,SF,/sfc/apa/4071453887.html,37.793472, / 1br - - (inner sunset / UCSF),Avalon Sunset Towers Luxurious Living & Close To Shopping and Dining,$2720, / 1br - 665ft² - ,4076149983,-122.462864,Sep 18 2013,SF,/sfc/apa/4076149983.html,37.759540, / 1br - 665ft² - - (castro / upper market),Designer 3 bedroom Home w/ Views ~ J.Wavro,$9800, / 3br - ,4076142848,-122.438112,Sep 18 2013,SF,/sfc/apa/4076142848.html,37.759093, / 3br - - (financial district),Millennium Residence - 1 bed 1 bath ~ J.Wavro,$3950, / 1br - ,4076138644,-122.395813,Sep 18 2013,SF,/sfc/apa/4076138644.html,37.791153, / 1br - - (inner sunset / UCSF),Rentals In SF / Mid-century modern home with panoramic ocean views!,$3495, / 2br - 1100ft² - ,4061194018,-122.468481,Sep 18 2013,SF,/sfc/apa/4061194018.html,37.748946, / 2br - 1100ft² - - (castro / upper market),Rentals In SF / Junior one bedroom APT in great area! PICS,$2395, / 1br - ,4071656400,-122.439074,Sep 18 2013,SF,/sfc/apa/4071656400.html,37.757855, / 1br - - (inner sunset / UCSF),Spacious 1 bedroom (walking paradise),$1800, / 1br - ,4063302343,-122.471668,Sep 18 2013,SF,/sfc/apa/4063302343.html,37.763802, / 1br - - (alamo square / nopa),Spacious 4BR/4BA Furnished Condo for Rent - 2800 sq ft,$7950, / 4br - 2800ft² - ,4076117035,,Sep 18 2013,SF,/sfc/apa/4076117035.html,, / 4br - 2800ft² - - (cole valley / ashbury hts),Rentals In SF / Top floor Edwardian apartment - hardwood floors! PICS,$3495, / 2br - ,4061224609,-122.449958,Sep 18 2013,SF,/sfc/apa/4061224609.html,37.765800, / 2br - - (inner richmond),2+BR Upper Unit Flat (California St & 5th Ave) - Close to CPMC & USF,$3500, / 2br - 1300ft² - ,4076121202,-122.446793,Sep 18 2013,SF,/sfc/apa/4076121202.html,37.787262, / 2br - 1300ft² - - (richmond / seacliff),Beautiful large scaled view home in Sea Cliff ~ J.Wavro,$14500, / 5br - ,4075659019,-122.490561,Sep 18 2013,SF,/sfc/apa/4075659019.html,37.786283, / 5br - - (marina / cow hollow),Spacious Top Floor Studio with Hardwood Floors & Huge Walk-in Closet ,$2400, ,4060520351,,Sep 18 2013,SF,/sfc/apa/4060520351.html,, - (ingleside / SFSU / CCSF),Hurry Before It's Gone- Studio With Parking And More!,, 510ft² - ,4075653212,-122.493398,Sep 18 2013,SF,/sfc/apa/4075653212.html,37.714652, 510ft² - - (haight ashbury),Steele Properties Presents: Beautiful Edwardian 4 BD at Haight/Ashbury,$5950, / 4br - 1700ft² - ,4060408468,-122.447027,Sep 18 2013,SF,/sfc/apa/4060408468.html,37.770462, / 4br - 1700ft² - - (SOMA / south beach),Soma Grand Luxury Condo w/ City Views and dedicated parking ~ J.Wavro,$3000, / 1br - ,4075652858,-122.413158,Sep 18 2013,SF,/sfc/apa/4075652858.html,37.777457, / 1br - - (laurel hts / presidio),"Spacious Modern Condo w/ Hardwood Floors, Parking, & Storage",$3900, / 2br - ,4060522317,,Sep 18 2013,SF,/sfc/apa/4060522317.html,, / 2br - - (marina / cow hollow),"Charming Studio, Walk to Every Thing! Laundry, Remodeled-FOUNDATION",$2695, / 1br - ,4075630003,,Sep 18 2013,SF,/sfc/apa/4075630003.html,, / 1br - - (inner sunset / UCSF),in-law Apt for rent in Sunset District ,$1800, / 1br - ,4058500507,-122.478744,Sep 18 2013,SF,/sfc/apa/4058500507.html,37.756014, / 1br - - (laurel hts / presidio),Laurel Heights VIEWS w 2 car prk ~ J.Wavro,$2975, / 1br - ,4075644865,-122.449209,Sep 18 2013,SF,/sfc/apa/4075644865.html,37.784196, / 1br - - (downtown / civic / van ness),Immaculate full service amenities w parking ~ J.Wavro,$2950, / 1br - ,4075639888,-122.424538,Sep 18 2013,SF,/sfc/apa/4075639888.html,37.801304, / 1br - - (potrero hill),"Beautiful Top Floor 2bed/2bath w/ Views, Den, Balcony and Parking!!",$5385, / 2br - 1465ft² - ,4075529835,,Sep 18 2013,SF,/sfc/apa/4075529835.html,, / 2br - 1465ft² - - (SOMA / south beach),Hawthorne Penthouse - Full Service - ReLISTO ,$9500, / 3br - 1975ft² - ,4035704095,,Sep 18 2013,SF,/sfc/apa/4035704095.html,, / 3br - 1975ft² - - (SOMA / south beach),Open House Saturday 9/21-2PM -Bright Huge Loft - ReLISTO,$3695, / 1br - 1000ft² - ,4047115731,,Sep 18 2013,SF,/sfc/apa/4047115731.html,, / 1br - 1000ft² - - (SOMA / south beach),BRAND NEW - PENTHOUSE - AVAILABLE NOW - ReLISTO,$9500, / 3br - 1975ft² - ,4046795544,,Sep 18 2013,SF,/sfc/apa/4046795544.html,, / 3br - 1975ft² - - (SOMA / south beach),Open House 9/21 -Bright Urban Live/Work Now Available! - ReLISTO ,$3695, / 1br - 1000ft² - ,4072023556,-122.401518,Sep 18 2013,SF,/sfc/apa/4072023556.html,37.774385, / 1br - 1000ft² - - (inner sunset / UCSF),Ocean View Home 2 decks! 3br + family room Close to UCSF and Mt. Sutro,$4995, / 3br - ,4076752227,-122.459616,Sep 18 2013,SF,/sfc/apa/4076752227.html,37.756145, / 3br - - (richmond / seacliff),Edwardian Deco Building LakeDist.Top Unit,$2850, / 2br - ,4076756205,-122.478618,Sep 18 2013,SF,/sfc/apa/4076756205.html,37.784705, / 2br - - (haight ashbury),San Francisco beautiful condo,$2950, / 1br - 900ft² - ,4076740690,-122.446774,Sep 18 2013,SF,/sfc/apa/4076740690.html,37.777310, / 1br - 900ft² - - (USF / panhandle),Remodeled 2 Bedroom in Great Location - Walk to USF!,$2750, / 1br - ,4071232858,-122.453003,Sep 18 2013,SF,/sfc/apa/4071232858.html,37.774971, / 1br - - (downtown / civic / van ness),You Get What You Pay For!!!,$2370, ,4075809397,-122.417402,Sep 18 2013,SF,/sfc/apa/4075809397.html,37.776619, - (inner richmond),UPDATED Inner Richmond 2BR/1BA Apartment GG Park 8th & Fulton St AVAILABLE N,$2495, / 2br - 925ft² - ,4075722058,,Sep 18 2013,SF,/sfc/apa/4075722058.html,, / 2br - 925ft² - - (SOMA / south beach),Spacious 2BR--Perfect for Roommates--Move in: 11/7,$4420, / 2br - 1164ft² - ,4075694435,,Sep 18 2013,SF,/sfc/apa/4075694435.html,, / 2br - 1164ft² - - (mission district),"Wonderfully remodeled 1 bedroom, 1 bath in the Mission!",$2795, / 1br - ,4063568576,-122.411539,Sep 18 2013,SF,/sfc/apa/4063568576.html,37.758660, / 1br - - (downtown / civic / van ness),Bright Corner Unit Studio in Nob Hill!,$1950, ,4026802026,-122.411942,Sep 18 2013,SF,/sfc/apa/4026802026.html,37.789757, - (haight ashbury),"Wonderfully 1 bedroom, 1 bath in Haight-Ashbury!",$2895, / 1br - ,4029676067,-122.446289,Sep 18 2013,SF,/sfc/apa/4029676067.html,37.767230, / 1br - - (haight ashbury),Beautifully updated and bright apartment ,$2650, / 1br - ,4026763324,-122.448475,Sep 18 2013,SF,/sfc/apa/4026763324.html,37.769284, / 1br - - (SOMA / south beach),Flat off of 9th and Mission w/ Parking Available,$2500, / 1br - 800ft² - ,4036092405,-122.414711,Sep 18 2013,SF,/sfc/apa/4036092405.html,37.776231, / 1br - 800ft² - - (richmond / seacliff),Elegant and Immaculate 4bd single family home ~ J.Wavro,$10995, / 4br - ,4074718526,-122.488059,Sep 17 2013,SF,/sfc/apa/4074718526.html,37.788682, / 4br - - (nob hill),CEO-Style Pied-a-terre w/views + Concierge-$1000 move in.,$3600, / 1br - 675ft² - ,4074703509,,Sep 17 2013,SF,/sfc/apa/4074703509.html,, / 1br - 675ft² - - (SOMA / south beach),Modern Corner 2/2 with Panoramic City Views ~ J.Wavro,$7500, / 2br - ,4074715626,-122.392750,Sep 17 2013,SF,/sfc/apa/4074715626.html,37.778852, / 2br - - (nob hill), Upscal Nob Hill one bedroom with parking ~ J.Wavro,$3200, / 1br - ,4074712503,-122.414470,Sep 17 2013,SF,/sfc/apa/4074712503.html,37.793223, / 1br - - (russian hill),Russian Hill One bedroom with valet parking ~ J.Wavro,$4300, / 1br - ,4074710423,-122.415572,Sep 17 2013,SF,/sfc/apa/4074710423.html,37.798680, / 1br - - (pacific heights),3bd/2.5ba Townhome Doorman building ~ J.Wavro,$5675, / 3br - ,4074706799,-122.424687,Sep 17 2013,SF,/sfc/apa/4074706799.html,37.785335, / 3br - - (SOMA / south beach),Large 1200+ sq. ft. 1 Bedroom Condo w/ Amenities ~ J.Wavro,$4200, / 1br - ,4074691402,-122.407871,Sep 17 2013,SF,/sfc/apa/4074691402.html,37.782751, / 1br - - (SOMA / south beach),"Infinity 1 Bedroom w/ Parking, Amenities ~ J.Wavro",$3900, / 1br - ,4074688032,-122.391858,Sep 17 2013,SF,/sfc/apa/4074688032.html,37.789369, / 1br - - (russian hill),3 bedroom Russian Hill Flat with Breathtaking Views! ~ J.Wavro,$6000, / 3br - ,4074685981,-122.415762,Sep 17 2013,SF,/sfc/apa/4074685981.html,37.799616, / 3br - - (SOMA / south beach),Furnshed or Unfurnished! 1BR plus den/guest bedroom.1045 sf ~ J.Wavro,$3750, / 1br - ,4074680643,-122.391121,Sep 17 2013,SF,/sfc/apa/4074680643.html,37.777553, / 1br - - (cole valley / ashbury hts),Completely remodeled 2 bedroom Victorian ~ J.Wavro,$3500, / 2br - ,4074677049,-122.448013,Sep 17 2013,SF,/sfc/apa/4074677049.html,37.767007, / 2br - - (lower nob hill),Open House: Charming & Bright 1BR-1BA on Pine & Jones (No Pets),$2300, / 1br - ,4076452844,-122.413916,Sep 18 2013,SF,/sfc/apa/4076452844.html,37.790463, / 1br - - (haight ashbury),"*OPEN HOUSE SATURDAY, SEPT 21 @ 1-3 * 1 BLOCK 2 HAIGHT BUS SHOP SHUTTL",$2850, / 1br - ,4076452733,-122.442423,Sep 18 2013,SF,/sfc/apa/4076452733.html,37.771541, / 1br - - (sunset / parkside),Furnished Sunny Remodeled 2BR Ocean House Monthly/LongTerm,$3550, / 2br - 1300ft² - ,4076277651,-122.496180,Sep 18 2013,SF,/sfc/apa/4076277651.html,37.744021, / 2br - 1300ft² - - (richmond / seacliff),VIRTUAL TOUR! 4 bed / 3 ba - 2820 Balboa St,$5095, / 4br - ,4076383341,-122.488960,Sep 18 2013,SF,/sfc/apa/4076383341.html,37.776097, / 4br - - (excelsior / outer mission),"++OPEN HOUSE THURS 9/19++ Spacious Two Story home in Outer Mission close to 280,",$2995, / 3br - 1400ft² - ,4076357658,,Sep 18 2013,SF,/sfc/apa/4076357658.html,, / 3br - 1400ft² - - (SOMA / south beach),AMAZING views! FANTASTIC finishes! The BEST studio in SF! COME SEE!,$2666, / 476ft² - ,4075329292,-122.417182,Sep 18 2013,SF,/sfc/apa/4075329292.html,37.776287, / 476ft² - - (SOMA / south beach),34th Floor Corner 2bedroom w/ $0 deposit and Bay view!*,$5895, / 2br - 1166ft² - ,4075388269,,Sep 18 2013,SF,/sfc/apa/4075388269.html,, / 2br - 1166ft² - - (inner sunset / UCSF), Huge Bright Spacious Contemporary 4BR 3.5BA Close to UCSF ,$5200, / 4br - 2225ft² - ,4075374409,,Sep 18 2013,SF,/sfc/apa/4075374409.html,, / 4br - 2225ft² - - (richmond / seacliff),Upscale Finishes 2+br Condo with Ocean Views ~ J.Wavro,$3625, / 2br - ,4075383786,-122.419420,Sep 18 2013,SF,/sfc/apa/4075383786.html,37.774930, / 2br - - (pacific heights),"Amazing two-level, 4 bedroom flat - 2 parking ~ J.Wavro",$11000, / 4br - ,4075377246,-122.431263,Sep 18 2013,SF,/sfc/apa/4075377246.html,37.792889, / 4br - - (USF / panhandle),Bright Spacious Huge 7BR 4.5BA in Exclusive Lone Mountain Walk to USF,$8900, / 7br - 3000ft² - ,4075376145,,Sep 18 2013,SF,/sfc/apa/4075376145.html,, / 7br - 3000ft² - - (bernal heights),"Comfortable 2 bedroom, 1.5 bathroom townhouse with modern layout.",$2800, / 2br - 1048ft² - ,4068117463,-122.412510,Sep 18 2013,SF,/sfc/apa/4068117463.html,37.733936, / 2br - 1048ft² - - (nob hill),Clubby + Contemporary in Concierge bldg w/views - $1K move-in,$3550, / 1br - 675ft² - ,4053913365,,Sep 18 2013,SF,/sfc/apa/4053913365.html,, / 1br - 675ft² - - (lower nob hill),Move-in this month! 30 day satisfaction guaranteed,$3135, / 1br - 730ft² - ,4074205244,,Sep 17 2013,SF,/sfc/apa/4074205244.html,, / 1br - 730ft² - - (USF / panhandle),Large 1 BR- eat in kitchen-walk in closets-private deck!,$2600, / 1br - ,4074210048,-122.452749,Sep 17 2013,SF,/sfc/apa/4074210048.html,37.777902, / 1br - - (financial district),TOP FLOOR LUXURY LIVING IN SOMAS HOTTEST ADDRESS *FREE PARKING*,$5570, / 2br - 1130ft² - ,4074195765,,Sep 17 2013,SF,/sfc/apa/4074195765.html,, / 2br - 1130ft² - - (SOMA / south beach),AzariPM: FULLY-FURNISHED - South Beach/PORTSIDE Condo At Its Finest! Excellent L,$4799, / 2br - 1088ft² - ,4074162150,,Sep 17 2013,SF,/sfc/apa/4074162150.html,, / 2br - 1088ft² - - (SOMA / south beach),We're Very Excited To Announce That Channel Mission Bay Is NOW LEASING,$3124, / 549ft² - ,4074204343,,Sep 17 2013,SF,/sfc/apa/4074204343.html,, / 549ft² - - (lower nob hill),Great Lower Nob Hill Studio! Sunny & Quiet!,$1925, ,4065903405,-122.417094,Sep 17 2013,SF,/sfc/apa/4065903405.html,37.787188, - (castro / upper market),SUNNY STUDIO! Great Kitchen & Living Space! PET FRIENDLY!,$2095, ,4030101372,-122.424853,Sep 17 2013,SF,/sfc/apa/4030101372.html,37.770748, - (nob hill),2 STUDIOS AVAILABLE IN THE HEART OF SF! CALL TODAY!,$2245, ,4044463435,-122.408902,Sep 17 2013,SF,/sfc/apa/4044463435.html,37.790726, - (downtown / civic / van ness),NEMA - Brand New Luxury Apartments - Now Leasing!,$2431, ,4074148955,-122.417501,Sep 17 2013,SF,/sfc/apa/4074148955.html,37.776541, - (inner sunset / UCSF),Rentals In SF / HUGE house - 3 bedrooms 3 baths + 3 bonus rooms!,$4395, / 3br - 2154ft² - ,4036558425,-122.474887,Sep 18 2013,SF,/sfc/apa/4036558425.html,37.746827, / 3br - 2154ft² - - (castro / upper market),Rentals In SF / Updated one bedroom condo with bamboo floors! PICS,$3495, / 1br - 756ft² - ,4060860020,-122.440168,Sep 18 2013,SF,/sfc/apa/4060860020.html,37.762187, / 1br - 756ft² - - (alamo square / nopa),"PENTHOUSE VIEWS, FABULOUS APARTMENT, GREAT LOCATION, MAKE OFFER",$4475, / 1br - 725ft² - ,4076106866,-122.439254,Sep 18 2013,SF,/sfc/apa/4076106866.html,37.770025, / 1br - 725ft² - - (lower nob hill),"Top Floor Condo, 2 Bedroom/2 Bathroom including Parking ",$4075, / 2br - ,4044271491,,Sep 18 2013,SF,/sfc/apa/4044271491.html,, / 2br - - (richmond / seacliff),Exquisite 3 Story House with Yard & Parking ~ J.Wavro,$6950, / 5br - ,4076125674,-122.483255,Sep 18 2013,SF,/sfc/apa/4076125674.html,37.774486, / 5br - - (pacific heights),Modern 4 bed town home - spectacular design ~ J.Wavro,$10995, / 4br - ,4076120335,-122.445589,Sep 18 2013,SF,/sfc/apa/4076120335.html,37.788364, / 4br - - (inner richmond),"$2700/2bedrooms, 800+ft, 155, 20 Avenue, Apt.4 Lake/California",, ,4076087817,,Sep 18 2013,SF,/sfc/apa/4076087817.html,, - (mission district),Brand New - 2 bedroom 2 bath - Full Floor Flat ~ J.Wavro,$4800, / 2br - ,4076114906,-122.418403,Sep 18 2013,SF,/sfc/apa/4076114906.html,37.766760, / 2br - - (SOMA / south beach),"3 bed+Den, 3 bath - Mission Bay Townhome w Private Unit Entrance",$7500, / 3br - 2400ft² - ,4076047293,,Sep 18 2013,SF,/sfc/apa/4076047293.html,, / 3br - 2400ft² - - (laurel hts / presidio),"Luxuriously remodeled 3 bed, 1.5 bath home",$5195, / 3br - ,4076041116,-122.445244,Sep 18 2013,SF,/sfc/apa/4076041116.html,37.786657, / 3br - - (mission district),"Single family home plus detached Jr. 1bd, 3.5 baths ~ J.Wavro",$6000, / 4br - ,4076103265,-122.410220,Sep 18 2013,SF,/sfc/apa/4076103265.html,37.754341, / 4br - - (SOMA / south beach),Showing this Sunday! Amazing Penthouse At the Bridgeview Building!!,$5995, / 2br - ,4075515455,,Sep 18 2013,SF,/sfc/apa/4075515455.html,, / 2br - - (SOMA / south beach),Stylish Studio with Loft in Near Downtown SF!,$2700, / 565ft² - ,4075580805,-122.409709,Sep 18 2013,SF,/sfc/apa/4075580805.html,37.780181, / 565ft² - - (sunset / parkside),"Grand Remodel, Luxury Finishes, Spacious and Bright-FOUNDATION",$4800, / 3br - ,4060661115,,Sep 18 2013,SF,/sfc/apa/4060661115.html,, / 3br - - (laurel hts / presidio),"Great Space, Great Location! - 4 bed 3 bath flat ~ J.Wavro",$9500, / 4br - ,4075634128,-122.452126,Sep 18 2013,SF,/sfc/apa/4075634128.html,37.788437, / 4br - - (SOMA / south beach),"Ultimate SOMA Loft, Ground Floor",$5250, / 2000ft² - ,4075357563,-122.409387,Sep 18 2013,SF,/sfc/apa/4075357563.html,37.777977, / 2000ft² - - (pacific heights),2BR/2BA Top Floor of Victorian Mansion Open Wed 5:45pm,$4495, / 2br - ,4075527210,,Sep 18 2013,SF,/sfc/apa/4075527210.html,, / 2br - - (downtown / civic / van ness),Large One Bedroom! W/D in Every Home!!! Parking Available!!,$3404, / 1br - 822ft² - ,4075621852,-122.417501,Sep 18 2013,SF,/sfc/apa/4075621852.html,37.776541, / 1br - 822ft² - - (SOMA / south beach),Furnished Luxury Loft with amazing location in South Beach,$5400, / 2br - ,4040624538,,Sep 18 2013,SF,/sfc/apa/4040624538.html,, / 2br - - (SOMA / south beach),Fabolous luxury condo at Millennium now for rent,$8000, / 2br - ,4023377088,,Sep 18 2013,SF,/sfc/apa/4023377088.html,, / 2br - - (lower pac hts),"2000 Post III, Large Studio now with w/d",$2721, / 567ft² - ,4075570789,-122.435675,Sep 18 2013,SF,/sfc/apa/4075570789.html,37.784944, / 567ft² - - (potrero hill),Modern 2-Level 2Bed/2bath Sierra Heights Condo,$4350, / 2br - 1000ft² - ,4076743833,-122.395381,Sep 18 2013,SF,/sfc/apa/4076743833.html,37.758338, / 2br - 1000ft² - - (richmond / seacliff),"$3,450 - 3 BED RM - RICHMOND / SEACLIFF DIST. - CORNER BUILDING ",$3450, / 3br - ,4068504928,-122.476307,Sep 18 2013,SF,/sfc/apa/4068504928.html,37.782406, / 3br - - (lower nob hill),THIS IS YOUR NEW APARTMENT!!Brand new renovation!!SUNNY!Great location,$2195, ,4076677500,,Sep 18 2013,SF,/sfc/apa/4076677500.html,, - (lower pac hts),"Open House Sat, 9/21 12pm-4pm (2br, 1ba + garage)",$3500, / 2br - 1078ft² - ,4076730011,-122.433460,Sep 18 2013,SF,/sfc/apa/4076730011.html,37.787021, / 2br - 1078ft² - - (lower pac hts),Awesome Studio Oct. 1st Only at Post III with W/D,$2721, / 557ft² - ,4076714881,,Sep 18 2013,SF,/sfc/apa/4076714881.html,, / 557ft² - - (pacific heights),Spectacular Bay&City View/Doorman/2Park/Sm Pet/Corner Luxury Condo,$6500, / 2br - 1400ft² - ,4076617601,-122.429989,Sep 18 2013,SF,/sfc/apa/4076617601.html,37.794895, / 2br - 1400ft² - - (nob hill),Trophy San Francisco Apartment- Remodeled Studio,$2150, ,4076647321,,Sep 18 2013,SF,/sfc/apa/4076647321.html,, - (downtown / civic / van ness),Studio w/ Sleeping Loft Downtown! #104,$1675, ,4075739945,-122.412827,Sep 18 2013,SF,/sfc/apa/4075739945.html,37.785087, - (ingleside / SFSU / CCSF),High Rise Available Now! Renovated!,$2685, / 1br - ,4075773139,,Sep 18 2013,SF,/sfc/apa/4075773139.html,, / 1br - - (SOMA / south beach),Within Walking Distance of Public Transportation,$2930, / 1br - ,4075785618,-122.397100,Sep 18 2013,SF,/sfc/apa/4075785618.html,37.762100, / 1br - - (downtown / civic / van ness),Jr/One with Parking Available,$2300, / 1br - ,4075784551,-122.422006,Sep 18 2013,SF,/sfc/apa/4075784551.html,37.782044, / 1br - - (nob hill),HURRY!! in Can make into a 2BR!!Sunny!In amazing location,$2645, / 1br - ,4075710622,,Sep 18 2013,SF,/sfc/apa/4075710622.html,, / 1br - - (richmond / seacliff),Large Studio for Rent,$1500, ,4075782266,-122.492232,Sep 18 2013,SF,/sfc/apa/4075782266.html,37.779747, - (SOMA / south beach),"Air-conditioning? Pool? Dog Grooming Station? YES, WE HAVE IT!",$3124, / 549ft² - ,4075687503,-122.389927,Sep 18 2013,SF,/sfc/apa/4075687503.html,37.773886, / 549ft² - - (north beach / telegraph hill),Two Bedroom Two Bath W/Pkg. Unfurnished North Waterfront,$5000, / 2br - ,4075774990,,Sep 18 2013,SF,/sfc/apa/4075774990.html,, / 2br - - (sunset / parkside),Sunset 38th Ave. 4 BR open house this coming Sunday,$4200, / 4br - ,4075774637,-122.495940,Sep 18 2013,SF,/sfc/apa/4075774637.html,37.740590, / 4br - - (russian hill),"$3,300---BEautiful, Sunny 1 Bed/1 Bath---Parking & W/D on site",$3300, / 1br - ,4075600030,-122.422243,Sep 18 2013,SF,/sfc/apa/4075600030.html,37.794037, / 1br - - (nob hill),Great City Living with Sunny Spacious Patio,$2600, / 1br - 700ft² - ,4074664839,,Sep 17 2013,SF,/sfc/apa/4074664839.html,, / 1br - 700ft² - - (sunset / parkside),New 2 bedroom and 1 bathroom in-law apartment for rent,$1550, / 2br - ,4074667013,-122.498972,Sep 17 2013,SF,/sfc/apa/4074667013.html,37.753248, / 2br - - (pacific heights),Large Pacific Heights one bedroom one bath with views ~ J.Wavro,$4700, / 1br - ,4074671745,-122.431634,Sep 17 2013,SF,/sfc/apa/4074671745.html,37.794684, / 1br - - (inner sunset / UCSF),Beautiful 4 bed/3bath with panoramic view ,$5500, / 4br - 2448ft² - ,4061343857,-122.470595,Sep 17 2013,SF,/sfc/apa/4061343857.html,37.748869, / 4br - 2448ft² - - (bernal heights),Charming furnished pied-a-terre. Easy downtown SF and Peninsula ~ J.Wa,$3500, / 1br - ,4074667250,-122.414559,Sep 17 2013,SF,/sfc/apa/4074667250.html,37.738881, / 1br - - (SOMA / south beach),Beautiful 2 BR Loft Style Apartment at Mint Plaza in SOMA ,$4300, / 2br - 830ft² - ,4068497160,-122.407859,Sep 17 2013,SF,/sfc/apa/4068497160.html,37.782741, / 2br - 830ft² - - (SOMA / south beach),Beautiful 1br Loft Style Apartment in SOMA ,$3500, / 1br - 700ft² - ,4012054934,-122.407859,Sep 17 2013,SF,/sfc/apa/4012054934.html,37.782741, / 1br - 700ft² - - (castro / upper market),Gorgeous furnished townhouse with private elevator ~ J.Wavro,$10000, / 3br - ,4074657766,-122.428202,Sep 17 2013,SF,/sfc/apa/4074657766.html,37.759692, / 3br - - (north beach / telegraph hill),Villa North Beach condo - 2 car parking-large patio-new kitchen-floors,$5800, / 3br - ,4074655113,,Sep 17 2013,SF,/sfc/apa/4074655113.html,, / 3br - - (glen park),Exquisite Furnished home. ~ J.Wavro,$9750, / 4br - ,4074652251,-122.428977,Sep 17 2013,SF,/sfc/apa/4074652251.html,37.736388, / 4br - - (SOMA / south beach),SUNNY South Beach condo with Water Views & Bay Bridge Views ,$5495, / 2br - ,4065923256,-122.390280,Sep 18 2013,SF,/sfc/apa/4065923256.html,37.788104, / 2br - - (richmond / seacliff),new clean sunlighted convenient,$1680, / 1br - 700ft² - ,4076415478,-122.508958,Sep 18 2013,SF,/sfc/apa/4076415478.html,37.773309, / 1br - 700ft² - - (russian hill),Short Term Executive Housing,, 1br - ,4076192265,,Sep 18 2013,SF,/sfc/apa/4076192265.html,, 1br - - (SOMA / south beach),Within Walking Distance of Public Transportation,$4570, / 2br - ,4076415074,-122.397100,Sep 18 2013,SF,/sfc/apa/4076415074.html,37.762100, / 2br - - (russian hill),4BR/4BA Luxury Townhome at Green Hill Views Apartments,$11000, / 4br - 1969ft² - ,4062103493,-122.417456,Sep 18 2013,SF,/sfc/apa/4062103493.html,37.798442, / 4br - 1969ft² - - (russian hill),Gorgeous Top Floor Light-Filled Corner Luxury View 4BR/2.5BA,$9950, / 4br - 1894ft² - ,4062109564,-122.417727,Sep 18 2013,SF,/sfc/apa/4062109564.html,37.798408, / 4br - 1894ft² - - (russian hill),"""All New"" Luxury 3BR/2BA, GG Views, Hardwood, Granite, Fireplace ",$8250, / 3br - 1140ft² - ,4062113502,-122.417490,Sep 18 2013,SF,/sfc/apa/4062113502.html,37.798438, / 3br - 1140ft² - - (russian hill),"Stunning 5-6BR/4BA Green Hill Views Penthouse, Deck, 3 BR Suites, FDR",$17250, / 6br - 3451ft² - ,4062119593,-122.417591,Sep 18 2013,SF,/sfc/apa/4062119593.html,37.798425, / 6br - 3451ft² - - (russian hill),Glorious Luxurious Light Filled Green Hills Views Apartment ,$9250, / 3br - 1540ft² - ,4062123803,-122.417693,Sep 18 2013,SF,/sfc/apa/4062123803.html,37.798412, / 3br - 1540ft² - - (russian hill),Two Level 3BR/3.5BA Open Floor Plan At Green Hills Views,$9100, / 3br - 1567ft² - ,4062128001,-122.417388,Sep 18 2013,SF,/sfc/apa/4062128001.html,37.798451, / 3br - 1567ft² - - (laurel hts / presidio),"Spacious Modern Condo w/ Hardwood Floors, Parking, & Storage",$3900, / 2br - ,4060458200,,Sep 18 2013,SF,/sfc/apa/4060458200.html,, / 2br - - (marina / cow hollow),Top Floor Spacious Studio w/ Hardwood Floors & Huge Walk-in Closet,$2400, ,4060460385,,Sep 18 2013,SF,/sfc/apa/4060460385.html,, - (castro / upper market),"Very spacious Tri-level 4BD, 2 1/2 BA, 2100 SQ Ft",$6250, / 4br - 2100ft² - ,4075361470,,Sep 18 2013,SF,/sfc/apa/4075361470.html,, / 4br - 2100ft² - - (marina / cow hollow),"Marina - 1BD/1BA, Completely Remodeled, Hardwood Floors, Prkg Avail",$3250, / 1br - ,4075334426,-122.436125,Sep 18 2013,SF,/sfc/apa/4075334426.html,37.800180, / 1br - - (bernal heights),Remodeled 2 level home near Holly Park! ~ J.Wavro,$5595, / 4br - ,4075350580,-122.424466,Sep 18 2013,SF,/sfc/apa/4075350580.html,37.736061, / 4br - - (financial district),Life at the Millenium - Luxury 1bd/2ba ~ J.Wavro,$8000, / 1br - ,4075345726,-122.395813,Sep 18 2013,SF,/sfc/apa/4075345726.html,37.791153, / 1br - - (SOMA / south beach),Soma Grand Luxury Corner Unit Condo ,$4495, / 2br - ,4038113166,-122.412568,Sep 18 2013,SF,/sfc/apa/4038113166.html,37.777922, / 2br - - (sunset / parkside),Studio appartment availalbe 10/1,$1500, / 400ft² - ,4046290962,-122.483600,Sep 18 2013,SF,/sfc/apa/4046290962.html,37.759300, / 400ft² - - (inner sunset / UCSF),Spacious Remodeled Ocean View Home in GG Heights! ~ J.Wavro,$5250, / 3br - ,4075341171,-122.473683,Sep 18 2013,SF,/sfc/apa/4075341171.html,37.756237, / 3br - - (nob hill),Small Nob Hill studio for rent - Open 9/21 @ 3:30-4:00PM,$1400, / 336ft² - ,4074212074,-122.416597,Sep 17 2013,SF,/sfc/apa/4074212074.html,37.792049, / 336ft² - - (lower nob hill),HURRY!!!!Bright studio with 2 BIG closets!Walkable to all DT-POLK:YARD,$1925, ,4074133644,,Sep 17 2013,SF,/sfc/apa/4074133644.html,, - (lower nob hill),SUNNY STUDIO AVAILABLE! CALL TO MAKE AN APPOINTMENT!,$1895, ,4036512317,-122.414548,Sep 17 2013,SF,/sfc/apa/4036512317.html,37.788469, - (SOMA / south beach),Large Bi-level Loft Near South Park,$3500, / 1br - ,4074131843,-122.394300,Sep 17 2013,SF,/sfc/apa/4074131843.html,37.780090, / 1br - - (castro / upper market),STUDIO AVAILABLE IN GORGEOUS ART DECO BUILDING! CALL NOW!,$2195, ,4044497877,-122.425371,Sep 17 2013,SF,/sfc/apa/4044497877.html,37.770839, - (laurel hts / presidio),Accessible Two-bedroom Apartment Home in the Presidio,$2795, / 2br - 1010ft² - ,4074191172,-122.480911,Sep 17 2013,SF,/sfc/apa/4074191172.html,37.790556, / 2br - 1010ft² - - (tenderloin),STUDIO IN THE HEART OF DOWNTOWN SF! CALL TODAY!,$1495, ,4059346858,-122.418671,Sep 17 2013,SF,/sfc/apa/4059346858.html,37.783166, - (inner sunset / UCSF),Enjoy Impressive Views of the City from your Lovely 1 BR 1 BA Apt.,$2950, / 1br - 631ft² - ,4074191036,,Sep 17 2013,SF,/sfc/apa/4074191036.html,, / 1br - 631ft² - - (hayes valley),Beautiful Studio in Hayes Valley! CALL TODAY!,$2175, ,4059334481,-122.437072,Sep 17 2013,SF,/sfc/apa/4059334481.html,37.779867, - (lower nob hill),BEAUTIFUL RENOVATED STUDIO! CALL TODAY!,$2195, ,4044470311,-122.413425,Sep 17 2013,SF,/sfc/apa/4044470311.html,37.788018, - (noe valley),Beautiful Furn or Unfurn Home Near Shuttle Stops - ReLISTO,$6500, / 3br - 1300ft² - ,4049141629,-122.433698,Sep 17 2013,SF,/sfc/apa/4049141629.html,37.746494, / 3br - 1300ft² - - (noe valley),BEST LOCATION IN NOE OPEN Thursday 9/19 5:30-6:30PM,$2800, / 1br - ,4076060787,-122.428548,Sep 18 2013,SF,/sfc/apa/4076060787.html,37.751638, / 1br - - (downtown / civic / van ness),AMAZING views! FANTASTIC finishes! The BEST studio in SF! COME SEE!,$2666, / 476ft² - ,4076055495,,Sep 18 2013,SF,/sfc/apa/4076055495.html,, / 476ft² - - (mission district),Stunning View Home in Excellent Location ~ J.Wavro,$8500, / 3br - ,4076094163,-122.430344,Sep 18 2013,SF,/sfc/apa/4076094163.html,37.758756, / 3br - - (inner sunset / UCSF),"Original kitchen and bath Large 1 bed, Living & Dining room",$2100, / 1br - ,4076091511,-122.464172,Sep 18 2013,SF,/sfc/apa/4076091511.html,37.764131, / 1br - - (pacific heights),Remodeled 1bd w/ Gourmet Kitchen and HW Floors! ~ J.Wavro,$3395, / 1br - ,4076084531,-122.424341,Sep 18 2013,SF,/sfc/apa/4076084531.html,37.791965, / 1br - - (inner sunset / UCSF),Plan ahead for your move in October,$2765, / 1br - ,4076025607,-122.460157,Sep 18 2013,SF,/sfc/apa/4076025607.html,37.753738, / 1br - - (richmond / seacliff),Beautifully upgraded top floor APARTMENT available NOW,$2450, / 2br - ,4076076048,,Sep 18 2013,SF,/sfc/apa/4076076048.html,, / 2br - - (inner sunset / UCSF),Fireplace and skylights await you in October,$2818, / 1br - ,4076066700,-122.460157,Sep 18 2013,SF,/sfc/apa/4076066700.html,37.753738, / 1br - - (laurel hts / presidio),"OPEN HOUSE!!! Sat, Oct-21st 3 bed, 1.5 bath home",$5195, / 3br - ,4075975713,-122.445244,Sep 18 2013,SF,/sfc/apa/4075975713.html,37.786657, / 3br - - (richmond / seacliff),VIRTUAL TOUR! 4 bed/ 3 ba - 2820 Balboa St,$5095, / 4br - ,4075936469,-122.488960,Sep 18 2013,SF,/sfc/apa/4075936469.html,37.776097, / 4br - - (inner sunset / UCSF),Spectacular Views of the Ocean from This 2 BR Apartment,$3820, / 2br - 882ft² - ,4075620273,-122.462864,Sep 18 2013,SF,/sfc/apa/4075620273.html,37.759540, / 2br - 882ft² - - (glen park),Lovely big townhouse in Glen Park with private elevator,$4500, / 3br - ,4046271026,-122.435189,Sep 18 2013,SF,/sfc/apa/4046271026.html,37.731650, / 3br - - (SOMA / south beach),Spectacular condo at Hills Plaza right at the waterfront by the Embarcadero in S,$6500, / 2br - ,4063578414,,Sep 18 2013,SF,/sfc/apa/4063578414.html,, / 2br - - (financial district),2 bed 2.5 bath Ritz Carlton Residence w/ pkg ~ J.Wavro,$8000, / 2br - ,4075609466,-122.403431,Sep 18 2013,SF,/sfc/apa/4075609466.html,37.787642, / 2br - - (castro / upper market),"$4,250---2 BED/2.5 BATH TRI LEVEL LOFT --PARKING--PRIVATE PATIO--W/D",$4250, / 2br - ,4068891225,,Sep 18 2013,SF,/sfc/apa/4068891225.html,, / 2br - - (SOMA / south beach),BRAND NEW 2 Bed/2 Bath--2 Car Parking--Top Floor--Viking appliances,$4950, / 2br - ,4060578434,-122.418403,Sep 18 2013,SF,/sfc/apa/4060578434.html,37.766760, / 2br - - (alamo square / nopa),New Modern Building + Shared Rooftop Deck w/Views! ,$3575, / 1br - ,4054494589,-122.439114,Sep 18 2013,SF,/sfc/apa/4054494589.html,37.781520, / 1br - - (haight ashbury),"The Claytonia, Spacious Studio Near Haight/Ashbury ",$2195, ,4071148477,-122.448390,Sep 18 2013,SF,/sfc/apa/4071148477.html,37.768865, - (nob hill),2 Bed/1 Bath on Best Block. Walk Downtown,$3600, / 2br - 1000ft² - ,4039337408,,Sep 18 2013,SF,/sfc/apa/4039337408.html,, / 2br - 1000ft² - - (nob hill),2 Bed/1 Bath | Pano Bay View |Best Block |Walk Downtown,$3900, / 2br - 1000ft² - ,4048121385,,Sep 18 2013,SF,/sfc/apa/4048121385.html,, / 2br - 1000ft² - - (nob hill),"3 Bedroom/One Bathroom on Best Block, Walk Downtown",$5400, / 3br - 1200ft² - ,4048122511,,Sep 18 2013,SF,/sfc/apa/4048122511.html,, / 3br - 1200ft² - - (inner richmond),Large and Bright One Bedroom!-Rentals In SF,$2000, / 1br - ,4073862518,-122.480482,Sep 17 2013,SF,/sfc/apa/4073862518.html,37.780714, / 1br - - (SOMA / south beach),Furnished Short Term Housing ,, 1br - ,4073726699,,Sep 17 2013,SF,/sfc/apa/4073726699.html,, 1br - - (nob hill),"3RD FL.,VERY BRIGHT, SUNNY, SOME ST. NOISE, 2 BLOCKS TO UNION SQUARE! ",$2575, / 1br - ,4069438667,-122.410399,Sep 17 2013,SF,/sfc/apa/4069438667.html,37.789955, / 1br - - (alamo square / nopa),"BEAUTIFUL, TOP FLOOR Unit - OPEN HOUSE WEDS SEPT 18 5-7pm ",$3300, / 2br - ,4073817620,-122.436876,Sep 17 2013,SF,/sfc/apa/4073817620.html,37.782044, / 2br - - (SOMA / south beach),Furnished Executive Suites,, 1br - ,4073709060,,Sep 17 2013,SF,/sfc/apa/4073709060.html,, 1br - - (SOMA / south beach),Our BBQ/Picnic Area Is A Great Place to Meet Your Neighbors!,$2180, ,4073779862,-122.397969,Sep 17 2013,SF,/sfc/apa/4073779862.html,37.775941, - (downtown / civic / van ness),Furnished Apartment downtown SF with Internet and utilities included,$5200, / 2br - 950ft² - ,4073788271,-122.398977,Sep 17 2013,SF,/sfc/apa/4073788271.html,37.786209, / 2br - 950ft² - - (SOMA / south beach),Gleaming New Stainless Kitchen Upgrades,$4022, / 2br - 1105ft² - ,4073824779,-122.396669,Sep 17 2013,SF,/sfc/apa/4073824779.html,37.773167, / 2br - 1105ft² - - (marina / cow hollow),2 Fantastic Furnished Flats in Cow Hollow!,$4800, / 2br - 1000ft² - ,4073781311,-122.437592,Sep 17 2013,SF,/sfc/apa/4073781311.html,37.799125, / 2br - 1000ft² - - (inner sunset / UCSF),Newly-remodeled 2x2 with large patio,$3629, / 2br - ,4073821303,-122.460157,Sep 17 2013,SF,/sfc/apa/4073821303.html,37.753738, / 2br - - (sunset / parkside),"Sunset Flat, 2-Car Parking, In-Unit Laundry, Must See!!",, ,4073818874,-122.481090,Sep 17 2013,SF,/sfc/apa/4073818874.html,37.743386, - (lower pac hts),The Best in Senior Living,$3000, ,4066126548,-122.425047,Sep 18 2013,SF,/sfc/apa/4066126548.html,37.787130, - (SOMA / south beach),Marvelous Living Space with a Huge Walkin Closet,$3520, / 1br - 860ft² - ,4076703225,-122.396669,Sep 18 2013,SF,/sfc/apa/4076703225.html,37.773167, / 1br - 860ft² - - (SOMA / south beach),Amazing 2BR Penthouse. with Free Parking: 11/18/2013,$5157, / 2br - 1224ft² - ,4076671732,,Sep 18 2013,SF,/sfc/apa/4076671732.html,, / 2br - 1224ft² - - (downtown / civic / van ness),Concrete conversion loft in heart of SF. 100 Walk/Transit Score! ,$1000, / 1br - ,4076523531,-122.409054,Sep 18 2013,SF,/sfc/apa/4076523531.html,37.783233, / 1br - - (lower nob hill),Gorgeous studio in Theater District,$2150, / 370ft² - ,4076681429,-122.411406,Sep 18 2013,SF,/sfc/apa/4076681429.html,37.787301, / 370ft² - - (haight ashbury),BEAUTIFUL HOUSE IN SAN FRANCISCO,$2950, / 1br - 900ft² - ,4076663493,-122.446774,Sep 18 2013,SF,/sfc/apa/4076663493.html,37.777310, / 1br - 900ft² - - (inner sunset / UCSF),"Location, Style and Comfort All That You Deserve! Call Now!",$2875, / 1br - 644ft² - ,4075612156,-122.470727,Sep 18 2013,SF,/sfc/apa/4075612156.html,37.765739, / 1br - 644ft² - - (inner sunset / UCSF),Explore Your Options Here At Mt. Sutro! Visit Today!,$2528, ,4075689844,-122.461930,Sep 18 2013,SF,/sfc/apa/4075689844.html,37.757229, - (nob hill),Quiet Nob Hill Delight,$2700, / 1br - ,4026873759,-122.419402,Sep 18 2013,SF,/sfc/apa/4026873759.html,37.792593, / 1br - - (laurel hts / presidio),"Live in the Park, near the Beach!",$3335, / 3br - 955ft² - ,4075714162,-122.478299,Sep 18 2013,SF,/sfc/apa/4075714162.html,37.791446, / 3br - 955ft² - - (laurel hts / presidio),"Extra large apt with 2-bed 1-bath, can be a 3-bedroom, parking avail",$4295, / 2br - 1200ft² - ,4050152973,-122.446017,Sep 18 2013,SF,/sfc/apa/4050152973.html,37.789201, / 2br - 1200ft² - - (richmond / seacliff),"Luxury house in Sea Cliff with 3 levels, 5 bedrooms and 4 bathrooms",$14500, / 5br - ,4058456797,-122.490254,Sep 18 2013,SF,/sfc/apa/4058456797.html,37.786364, / 5br - - (pacific heights),"Fully remodeled large 2-bed 2-bath, with bay views, pk incl, pets nego",$6500, / 2br - 2000ft² - ,4039927817,,Sep 18 2013,SF,/sfc/apa/4039927817.html,, / 2br - 2000ft² - - (pacific heights),"Amazing Bay views, bright and completely remodeled 2-bed 2-bath apt",$5125, / 2br - ,4022746813,-122.425697,Sep 18 2013,SF,/sfc/apa/4022746813.html,37.794508, / 2br - - (pacific heights),"Contemporary 3-level townhouse with 4 beds and 2.5 baths, must see",$10995, / 4br - ,4022740218,,Sep 18 2013,SF,/sfc/apa/4022740218.html,, / 4br - - (pacific heights),"Spacious 1-bedroom 1-bathroom apt in Art Deco with doorman, pk incl",$4600, / 1br - ,4039921069,-122.431962,Sep 18 2013,SF,/sfc/apa/4039921069.html,37.794661, / 1br - - (pacific heights),"Renovated and spacious 1-bed 1-bath, panoramic views, pets negotiable",$3750, / 1br - ,4022756118,-122.425632,Sep 18 2013,SF,/sfc/apa/4022756118.html,37.794542, / 1br - - (twin peaks / diamond hts),"Darling Unit-Open House-Thursday, September 19 from 5:15-5:45",$2100, / 1br - ,4074629667,,Sep 17 2013,SF,/sfc/apa/4074629667.html,, / 1br - - (Russian Hill),Fabulous Multi-Level View Home,$18000, / 4br - 3300ft² - ,4058259598,,Sep 17 2013,SF,/sfc/apa/4058259598.html,, / 4br - 3300ft² - - (russian hill),Perfect Short Term Solution,$4300, / 1br - 800ft² - ,4062794256,-122.419936,Sep 17 2013,SF,/sfc/apa/4062794256.html,37.795238, / 1br - 800ft² - - (hayes valley),One Bed Condo In Hayes Valley! OPEN WED 5-6PM! ,$3300, / 1br - 667ft² - ,4048511901,-122.421668,Sep 17 2013,SF,/sfc/apa/4048511901.html,37.774179, / 1br - 667ft² - - (pacific heights),"Gorgeous, elegant condo in Pac Heights! Rentals In SF",$7995, / 3br - ,4074604262,-122.445562,Sep 17 2013,SF,/sfc/apa/4074604262.html,37.791973, / 3br - - (inner richmond),"Top floor, Sunny, Renovated, With New Appliances, Hrdwd Flrs",$1645, ,4050434749,-122.459185,Sep 17 2013,SF,/sfc/apa/4050434749.html,37.781244, - (pacific heights),***GREAT HOME with Parking and Views!!!***,$5000, / 3br - ,4038843215,-122.446247,Sep 17 2013,SF,/sfc/apa/4038843215.html,37.784438, / 3br - - (bernal heights),1 BR North Bernal In-Law = Views,$2000, / 1br - ,4074612567,-122.408552,Sep 17 2013,SF,/sfc/apa/4074612567.html,37.746354, / 1br - - (bernal heights),"2BR North Bernal House - Views,Parking",$5000, / 2br - 1100ft² - ,4074612204,-122.410565,Sep 17 2013,SF,/sfc/apa/4074612204.html,37.746323, / 2br - 1100ft² - - (laurel hts / presidio),Presidio 3 bedroom Townhome with Gorgeous park view. Tour today!,$8110, / 3br - 1700ft² - ,4065470552,,Sep 17 2013,SF,/sfc/apa/4065470552.html,, / 3br - 1700ft² - - (laurel hts / presidio),Presidio 3 bedroom Townhome with Gorgeous park view. Tour today!,$8110, / 3br - 1700ft² - ,4065467560,,Sep 17 2013,SF,/sfc/apa/4065467560.html,, / 3br - 1700ft² - - (russian hill),GG Bridge View Luxurious 3BR/3BA - Green Hills Views,$8950, / 3br - 1577ft² - ,4062137732,-122.417524,Sep 18 2013,SF,/sfc/apa/4062137732.html,37.798434, / 3br - 1577ft² - - (mission district),Fresh Clean Bright Capp Street Top Floor ,$5800, / 4br - 1400ft² - ,4070362738,-122.418134,Sep 18 2013,SF,/sfc/apa/4070362738.html,37.760464, / 4br - 1400ft² - - (ingleside / SFSU / CCSF),"2 br / 1ba in-law with kitchen, views, separate entrance",$1800, / 2br - 550ft² - ,4076387395,-122.451155,Sep 18 2013,SF,/sfc/apa/4076387395.html,37.716583, / 2br - 550ft² - - (marina / cow hollow),TOP Floor Flat - Views! 2 Bedrooms,$5600, / 2br - 1450ft² - ,4021628786,-122.442468,Sep 18 2013,SF,/sfc/apa/4021628786.html,37.798112, / 2br - 1450ft² - - (SOMA / south beach),Live/Work 1BR/1BA Close to BART,$2850, / 1br - 835ft² - ,4076384827,-122.409709,Sep 18 2013,SF,/sfc/apa/4076384827.html,37.780181, / 1br - 835ft² - - (lower nob hill),Looking For a Spacious Studio Downtown? Geary Courtyard Has It!!,$2250, / 460ft² - ,4076394647,-122.413884,Sep 18 2013,SF,/sfc/apa/4076394647.html,37.786538, / 460ft² - - (mission district),Great Location/Place for rent,$2299, / 1br - 406ft² - ,4076367619,-122.420777,Sep 18 2013,SF,/sfc/apa/4076367619.html,37.768226, / 1br - 406ft² - - (noe valley),"2 bedroom, 1 bath flat w/parking in heart of Noe Valley",$4200, / 2br - 1100ft² - ,4076359694,,Sep 18 2013,SF,/sfc/apa/4076359694.html,, / 2br - 1100ft² - - (SOMA / south beach),Stainless Steel Appliances and IN UNIT Washer/Dryer! Lease NOW!,$2466, / 476ft² - ,4076281834,-122.417182,Sep 18 2013,SF,/sfc/apa/4076281834.html,37.776287, / 476ft² - - (castro / upper market),4030 19th street 2bdrm 1bath $3000,$3000, / 2br - ,4076365012,-122.433330,Sep 18 2013,SF,/sfc/apa/4076365012.html,37.759381, / 2br - - (marina / cow hollow),"Dramatic, contemporary Marina 2-story residence",$10800, / 4br - 3000ft² - ,4076337018,-122.441534,Sep 18 2013,SF,/sfc/apa/4076337018.html,37.801931, / 4br - 3000ft² - - (SOMA / south beach),INFINITY | 1 BR + Den <> Skybox Realty,$3850, / 1br - 3850ft² - ,4075287762,-122.390688,Sep 18 2013,SF,/sfc/apa/4075287762.html,37.789844, / 1br - 3850ft² - - (bayview),"2 bed, 2 bath - Condo @ 5800 Third w Parking",$2500, / 2br - 1021ft² - ,4075290995,,Sep 18 2013,SF,/sfc/apa/4075290995.html,, / 2br - 1021ft² - - (sunset / parkside),Spacious Studio with Parking at Lakewood Apartments,$1739, / 510ft² - ,4064765783,,Sep 18 2013,SF,/sfc/apa/4064765783.html,, / 510ft² - - (sunset / parkside),4+BONUS AREA - STUNNING NEW MODERN HOME (LANDSCAPE/VIEW),$4975, / 4br - ,4075254005,-122.486987,Sep 18 2013,SF,/sfc/apa/4075254005.html,37.750951, / 4br - - (marina / cow hollow),Furnished 3BR Luxury flat with parking. ~ J.Wavro,$11000, / 3br - ,4075325680,-122.437046,Sep 18 2013,SF,/sfc/apa/4075325680.html,37.804359, / 3br - - (SOMA / south beach),MILLENNIUM TOWER | Luxury 2 BR <> Skybox Realty,$7250, / 2br - 1479ft² - ,4075291706,-122.395813,Sep 18 2013,SF,/sfc/apa/4075291706.html,37.791153, / 2br - 1479ft² - - (mission district),"2 bed, 2 bath - Top Level Condo on Guerrero & 18th w 2 Parking Slots",$5500, / 2br - 1475ft² - ,4075276119,,Sep 18 2013,SF,/sfc/apa/4075276119.html,, / 2br - 1475ft² - - (north beach / telegraph hill),Unobstructed Golden Gate Bridge and Bay views! ~ J.Wavro,$8750, / 3br - ,4075321083,-122.409749,Sep 18 2013,SF,/sfc/apa/4075321083.html,37.803237, / 3br - - (nob hill),Large Classic Doorman Bldg w VIEWS! ~ J.Wavro,$4950, / 1br - ,4075315545,-122.414470,Sep 18 2013,SF,/sfc/apa/4075315545.html,37.793223, / 1br - - (russian hill),Luxury Living on Lombard! ,$5700, / 2br - 1250ft² - ,4075276071,-122.417966,Sep 18 2013,SF,/sfc/apa/4075276071.html,37.802201, / 2br - 1250ft² - - (bernal heights),1ba: 1BR Garden Level Contemporary Condo Flat In 2-Unit Vic. *Oct 20*,$2600, / 1br - 600ft² - ,4075298774,-122.418201,Sep 18 2013,SF,/sfc/apa/4075298774.html,37.744912, / 1br - 600ft² - - (nob hill),Great 1 Bedroom Available in NOB HILL! CALL TODAY!,$2645, / 1br - ,4074174337,-122.417174,Sep 17 2013,SF,/sfc/apa/4074174337.html,37.791975, / 1br - - (SOMA / south beach),Modern High-Tech 24th Floor Metropolitan Condo Furn. 6-Mo Min -ReLISTO,$4395, / 1br - 775ft² - ,4063519571,-122.393572,Sep 17 2013,SF,/sfc/apa/4063519571.html,37.786573, / 1br - 775ft² - - (SOMA / south beach),Modern High-Tech 24th Floor Metropolitan Condo Furn. 6-Mo Min -ReLISTO,$4395, / 1br - 775ft² - ,4063518541,-122.393572,Sep 17 2013,SF,/sfc/apa/4063518541.html,37.786573, / 1br - 775ft² - - (pacific heights),"REMODELED 2BR 2BA APT w/hdwd fl, high ceiling, laundry, parking & more",$4400, / 2br - ,4065911827,-122.424518,Sep 17 2013,SF,/sfc/apa/4065911827.html,37.792841, / 2br - - (west portal / forest hill),ELEGANT & SPACIOUS 2-STORY DETACHED HOUSE,$4750, / 3br - 2300ft² - ,4065911140,-122.478351,Sep 17 2013,SF,/sfc/apa/4065911140.html,37.732588, / 3br - 2300ft² - - (inner sunset / UCSF),"NICE UPPER FLAT w/hardwood fl, fireplace, parking & more",$2675, / 2br - ,4066348589,-122.466469,Sep 17 2013,SF,/sfc/apa/4066348589.html,37.750939, / 2br - - (SOMA / south beach),"Conversion loft in South Beach, open floor plan & parking included!",$4200, / 1br - ,4074155610,,Sep 17 2013,SF,/sfc/apa/4074155610.html,, / 1br - - (sunset / parkside),Next to the Lake and Golf Course; Resort Style Living; Parking! ,$2909, / 2br - 1015ft² - ,4034464388,-122.498996,Sep 17 2013,SF,/sfc/apa/4034464388.html,37.712191, / 2br - 1015ft² - -" (Upper Market, Lower Haight and Dolores)",LOCATION LOCATION LOCATION!!Sunny studio w Roof Deck and YARD,$2095, ,4074115416,-122.419420,Sep 17 2013,SF,/sfc/apa/4074115416.html,37.774930, - (tenderloin),"Cozy 1 Bed w/ HW, New Appliances, Walk to BART!!",$1795, ,4065179439,-122.414138,Sep 17 2013,SF,/sfc/apa/4065179439.html,37.783212, - (pacific heights),"Light Filled 2 Bed/ 2.5 Bath in Luxury Building w/ HW, DW, W/D in Unit",$4400, ,4028912399,,Sep 17 2013,SF,/sfc/apa/4028912399.html,, - (inner sunset / UCSF),Magnificent 1x1Available Immediately with NO DEPOSIT! ,$2950, / 1br - 767ft² - ,4075991146,-122.462864,Sep 18 2013,SF,/sfc/apa/4075991146.html,37.759540, / 1br - 767ft² - - (inner sunset / UCSF),House for Rent,$2800, / 2br - ,4059867646,,Sep 18 2013,SF,/sfc/apa/4059867646.html,, / 2br - - (downtown / civic / van ness),Huge Studio Near Downtown,$1800, ,4076048062,-122.416260,Sep 18 2013,SF,/sfc/apa/4076048062.html,37.785376, - (western addition),"Gorgeous Apartments, Breathtaking Views! Fillmore Center..",$3699, / 2br - 932ft² - ,4076040379,-122.432681,Sep 18 2013,SF,/sfc/apa/4076040379.html,37.783170, / 2br - 932ft² - - (western addition),3 Bedroom Townhouse with Washer/Dryer & Large Closet. Avail. 10/10/13,$5120, / 3br - 1150ft² - ,4076027156,-122.432681,Sep 18 2013,SF,/sfc/apa/4076027156.html,37.783170, / 3br - 1150ft² - - (SOMA / south beach),Open House Saturday 9/21 2pm- LIVE / WORK - Split Level - ReLISTO ,$3695, / 1000ft² - ,4043787870,,Sep 18 2013,SF,/sfc/apa/4043787870.html,, / 1000ft² - - (SOMA / south beach),Lovely Spacious 2 Bedroom with Dramatic Garden Views - ReLISTO ,$5000, / 2br - 900ft² - ,4035566013,,Sep 18 2013,SF,/sfc/apa/4035566013.html,, / 2br - 900ft² - - (lower pac hts),Large Flat Sleeps up to 10 - Deck - Priv. Yard - ReLISTO ,$6900, / 5br - 1500ft² - ,4017760170,,Sep 18 2013,SF,/sfc/apa/4017760170.html,, / 5br - 1500ft² - - (sunset / parkside),"$2300, 2 bedrooms,1400 47 Avenue, Apt3, SF CA 94122",$2300, / 2br - ,4075988186,-122.483600,Sep 18 2013,SF,/sfc/apa/4075988186.html,37.759300, / 2br - - (sunset / parkside),"$2300, 2 bedrooms,1400 47 Avenue, Apt3, SF CA 94122",$2300, / 2br - ,4075990302,-122.483600,Sep 18 2013,SF,/sfc/apa/4075990302.html,37.759300, / 2br - - (bayview),Updated Townhouse For Lease,$2700, / 2br - 1150ft² - ,4076018369,-122.419420,Sep 18 2013,SF,/sfc/apa/4076018369.html,37.774930, / 2br - 1150ft² - - (north beach / telegraph hill),Xtra Lrg. renovated studio! Big kitchen ready for immediate move-in,$2350, / 500ft² - ,4075598045,-122.410330,Sep 18 2013,SF,/sfc/apa/4075598045.html,37.806123, / 500ft² - - (lower haight),Huge 4bed/2bath Victorian located on Haight!,$8265, / 4br - ,4075519893,,Sep 18 2013,SF,/sfc/apa/4075519893.html,, / 4br - - (bayview),Top Floor! Pano Views!Candlestick Point condo ~ J.Wavro,$3195, / 2br - ,4075593325,-122.416172,Sep 18 2013,SF,/sfc/apa/4075593325.html,37.734856, / 2br - - (richmond / seacliff),Classic SF-style top floor 1BR/1BA has hardwood floors,$2495, / 1br - ,4075491514,,Sep 18 2013,SF,/sfc/apa/4075491514.html,, / 1br - - (laurel hts / presidio),Brand new remodel - Gorgeous 2BR-1BA near Laurel Village ~ J.Wavro,$3995, / 2br - ,4075587702,-122.456875,Sep 18 2013,SF,/sfc/apa/4075587702.html,37.786928, / 2br - - (north beach / telegraph hill),Furnished Studio on Telegraph Hill- Avail Early October,$2009, ,4075453238,-122.405240,Sep 18 2013,SF,/sfc/apa/4075453238.html,37.800934, - (noe valley),Prime Noe location - 2bd+den single family home w style ~ J.Wavro,$7900, / 2br - ,4075582572,-122.432331,Sep 18 2013,SF,/sfc/apa/4075582572.html,37.756227, / 2br - - (marina / cow hollow),FULLY RENOVATED Jr. 1-BEDROOM ON UNION ST.,$2300, / 1br - 468ft² - ,4075582007,-122.435961,Sep 18 2013,SF,/sfc/apa/4075582007.html,37.797029, / 1br - 468ft² - - (castro / upper market),Dolores Park/Castro Gorgeous Remodeled Edwardian,$3975, / 2br - ,4075502170,-122.433736,Sep 18 2013,SF,/sfc/apa/4075502170.html,37.758835, / 2br - - (nob hill),$6900/ 3br - Charming Nob Hill Apartment,$6900, / 3br - ,4049916410,-122.446974,Sep 18 2013,SF,/sfc/apa/4049916410.html,37.788186, / 3br - - (SOMA / south beach),Mint Plaza - 1 bedroom 1 bath w/ great views ~ J.Wavro,$4750, / 1br - ,4075573168,-122.407871,Sep 18 2013,SF,/sfc/apa/4075573168.html,37.782751, / 1br - -" (Nob Hill, San Francisco)",â™ HULT Students Welcome! â™  Ask about Apt. 1906 â™ ,$3675, / 1br - ,4065781967,-122.410623,Sep 17 2013,SF,/sfc/apa/4065781967.html,37.790881, / 1br - - (alamo square / nopa),MUST SEE!! Nice Studio Apartment located in Period Building,$1800, ,4073788686,,Sep 17 2013,SF,/sfc/apa/4073788686.html,, - (russian hill),"GREAT location! Top floor 2 bdr/1.5 bath condo, hdw, pkg included",$3800, / 2br - ,4073791360,-122.421986,Sep 17 2013,SF,/sfc/apa/4073791360.html,37.794976, / 2br - - (SOMA / south beach),Exactly What You've Been Looking For In Soma!,$3298, / 1br - 744ft² - ,4073793555,,Sep 17 2013,SF,/sfc/apa/4073793555.html,, / 1br - 744ft² - - (castro / upper market),NEWLY REDECORATED WITH GARDEN VIEWS - GREAT LOCATION - WELCOME HOME!,$2400, / 1br - ,4073809402,-122.435188,Sep 17 2013,SF,/sfc/apa/4073809402.html,37.762671, / 1br - - (downtown / civic / van ness),NEMA - Brand New Studio Apartments - Now Leasing!,$2606, / 476ft² - ,4073720370,-122.417182,Sep 17 2013,SF,/sfc/apa/4073720370.html,37.776287, / 476ft² - - (inner richmond),"2ND FL., 1/1, LIGHTED, SUNNY & QUIET & NEAR NEW CHINATOWN!",$1700, / 1br - ,4069451902,-122.468804,Sep 17 2013,SF,/sfc/apa/4069451902.html,37.784125, / 1br - - (lower pac hts),"2000 Post: Court Yard View, Sept. 30th",$2897, / 1br - 625ft² - ,4073799700,,Sep 17 2013,SF,/sfc/apa/4073799700.html,, / 1br - 625ft² - - (inner sunset / UCSF),Apply and move in this week * Pet Friendly,$2549, ,4073798610,-122.460157,Sep 17 2013,SF,/sfc/apa/4073798610.html,37.753738, - (inner sunset / UCSF),3br/1.5-ba Flat in quiet neighborhood 1/2 block to Golden Gate park,$3200, / 3br - 1500ft² - ,4036431161,,Sep 17 2013,SF,/sfc/apa/4036431161.html,, / 3br - 1500ft² - - (SOMA / south beach),Luxury Penthouse Living | 3 Bed | JUST REDUCED | ReLISTO,$9500, / 3br - 1975ft² - ,4073662117,,Sep 17 2013,SF,/sfc/apa/4073662117.html,, / 3br - 1975ft² - - (SOMA / south beach),Large 2BR Apt--Good for 2 and Great for 3 ppl ! Newly Renovated. 10/8,$4538, / 2br - 1286ft² - ,4076680409,,Sep 18 2013,SF,/sfc/apa/4076680409.html,, / 2br - 1286ft² - - (SOMA / south beach),Gigantic Penthouse with Woodburning fireplace. Move in: 10/17,$5819, / 2br - ,4076677276,,Sep 18 2013,SF,/sfc/apa/4076677276.html,, / 2br - - (bernal heights),"Small completely remodeled 1-bedroom 1-bathroom flat, hardwood floors",$2550, / 1br - ,4027613679,-122.413552,Sep 18 2013,SF,/sfc/apa/4027613679.html,37.747474, / 1br - - (pacific heights),2BR View Apt. Laurel/Pacific Hts/1 Car Parking/Laundry/Elevator,$3450, / 2br - ,4059154385,-122.442476,Sep 18 2013,SF,/sfc/apa/4059154385.html,37.789663, / 2br - - (SOMA / south beach),"BRAND NEW, LUXURY CONDO, beautiful hardwood flrs, great SOMA location!",$5700, / 3br - 1300ft² - ,4038165945,-122.405615,Sep 18 2013,SF,/sfc/apa/4038165945.html,37.778505, / 3br - 1300ft² - - (San Francisco),‼ Nob Hill ‼ Rent Controlled ‼ Private Balcony,$3600, / 1br - ,4069931668,-122.410623,Sep 18 2013,SF,/sfc/apa/4069931668.html,37.790881, / 1br - - (mission district),"Top floor, hardwood, walk to Dolores Park!",$2700, / 1br - ,4046913040,-122.423584,Sep 18 2013,SF,/sfc/apa/4046913040.html,37.755147, / 1br - - (SOMA / south beach),"Stunning Modern GARDEN Loft! Upgrades, Views & Location! *pics!* ",$4100, / 1br - ,4075720053,-122.402387,Sep 18 2013,SF,/sfc/apa/4075720053.html,37.781055, / 1br - - (SOMA / south beach),Split-level Loft close to South Park,$3200, / 1br - ,4075694802,-122.394300,Sep 18 2013,SF,/sfc/apa/4075694802.html,37.780090, / 1br - - (mission district),"Charming, hardwood, unique building!",$2675, / 1br - ,4046908630,-122.423584,Sep 18 2013,SF,/sfc/apa/4046908630.html,37.755147, / 1br - - (mission district),"Hardwood floors, convenient location!",$2325, / 1br - ,4046906600,-122.419573,Sep 18 2013,SF,/sfc/apa/4046906600.html,37.764058, / 1br - - (north beach / telegraph hill),Amazing 2BR/2BA North Beach Condo with Excellent Amenities ,$5400, / 2br - ,4075569978,,Sep 18 2013,SF,/sfc/apa/4075569978.html,, / 2br - - (noe valley),Noe Valley Gem on coveted Fair Oaks! Rentals In SF,$2395, / 1br - ,4074607254,-122.424054,Sep 17 2013,SF,/sfc/apa/4074607254.html,37.752626, / 1br - - (laurel hts / presidio),"Lovely 1920's studio, hdwd floors - Rentals In SF",$1695, ,4074604880,-122.446333,Sep 17 2013,SF,/sfc/apa/4074604880.html,37.784894, - (richmond / seacliff),"3 Bed 3 Bath for rent! New Remodeled near Geary/25th Ave #38,#29 buses",$3300, / 3br - ,4049066894,,Sep 17 2013,SF,/sfc/apa/4049066894.html,, / 3br - - (richmond / seacliff),"3 Bed 2 Bath for rent! New Remodeled on Geary Blvd near #38, #29 buses",$3300, / 3br - ,4050967187,,Sep 17 2013,SF,/sfc/apa/4050967187.html,, / 3br - - (marina / cow hollow),Top floor remodeled studio. Available October 1st. ~ J.Wavro,$2050, ,4074596814,-122.429855,Sep 17 2013,SF,/sfc/apa/4074596814.html,37.802583, - (lower pac hts),NOW or Later !,$2721, / 567ft² - ,4074512003,,Sep 17 2013,SF,/sfc/apa/4074512003.html,, / 567ft² - - (mission district),Beautiful remodel in Dolores Park; In-unit Washer/Dryer,$4000, / 1br - ,4065564513,,Sep 17 2013,SF,/sfc/apa/4065564513.html,, / 1br - - (lower pac hts),The Best in Senior Living,$2500, ,4064578547,-122.425047,Sep 17 2013,SF,/sfc/apa/4064578547.html,37.787130, - (lower nob hill),Upscale studio w/several amenities!!,$2295, ,4074569246,-122.418600,Sep 17 2013,SF,/sfc/apa/4074569246.html,37.791700, - (downtown / civic / van ness),Charming Remodeled Studio! ~ J.Wavro,$1550, ,4074564851,-122.415316,Sep 17 2013,SF,/sfc/apa/4074564851.html,37.780719, - (alamo square / nopa),Charming 2 level condo w/ townhouse-style floor plan + patio!,$4200, / 2br - ,4071848804,-122.438313,Sep 18 2013,SF,/sfc/apa/4071848804.html,37.781836, / 2br - - (SOMA / south beach),Furnished B&T loft w/ office+patio *10-12mo lease term options*,$5500, / 2br - ,4046330342,,Sep 18 2013,SF,/sfc/apa/4046330342.html,, / 2br - - (north beach / telegraph hill),Stunning top-floor Condo w/ water views+amenities at Parc Telegraph!,$3325, / 1br - ,4051342464,-122.405568,Sep 18 2013,SF,/sfc/apa/4051342464.html,37.803760, / 1br - - (SOMA / south beach),Spacious 1 bdrm Conv Loft w/ ample natural light!,$3800, / 1br - ,4044475197,-122.392842,Sep 18 2013,SF,/sfc/apa/4044475197.html,37.782457, / 1br - - (west portal / forest hill),"Elegant, spacious Inner Parkside/West Portal home steps from L-Taraval",$6900, / 4br - 2700ft² - ,4048926029,,Sep 18 2013,SF,/sfc/apa/4048926029.html,, / 4br - 2700ft² - - (financial district),2 Bedroom + Loft Den/Office w/ pvt decks & VIEWS - G.G. Commons!,$7800, / 2br - ,4036694000,-122.398593,Sep 18 2013,SF,/sfc/apa/4036694000.html,37.798373, / 2br - - (downtown / civic / van ness),Concrete conversion loft in heart of SF. 100 Walk/Transit Score! ,$3000, / 1br - ,4063196893,,Sep 18 2013,SF,/sfc/apa/4063196893.html,, / 1br - - (potrero hill),Spacious townhome on quaint st w/ sunny water views!!*OPEN HOUSE 9/18*,$4800, / 3br - ,4058678654,-122.399012,Sep 18 2013,SF,/sfc/apa/4058678654.html,37.752458, / 3br - - (mission district),"Beautiful loft w/ high ceilings, open floor plan & lrg sunny windows!",$3800, / 1br - ,4059478166,-122.412938,Sep 18 2013,SF,/sfc/apa/4059478166.html,37.763330, / 1br - - (Lower Pacific Heights),Affordable 1 bedroom 2 blocks from Fillmore St,$2250, / 1br - 650ft² - ,4076355464,-122.436324,Sep 18 2013,SF,/sfc/apa/4076355464.html,37.788590, / 1br - 650ft² - - (pacific heights),1 Bedroom w/ Bonus Room (or 2nd Bedroom) **Laundy On-Site**,$3200, / 1br - 1000ft² - ,4076336608,-122.424172,Sep 18 2013,SF,/sfc/apa/4076336608.html,37.794760, / 1br - 1000ft² - - (downtown / civic / van ness),Pet friendly Studio! ~ J.Wavro,$1995, ,4075305863,-122.414995,Sep 18 2013,SF,/sfc/apa/4075305863.html,37.787454, - (tenderloin),Newly Remodeled Jr. 1 Bed Available Now! ~ J.Wavro,$2395, / 1br - ,4075300471,-122.415883,Sep 18 2013,SF,/sfc/apa/4075300471.html,37.783516, / 1br - - (San Francisco),ROBERT KELLERMAN TOTAL CRIMINAL,, ,4075267194,,Sep 18 2013,SF,/sfc/apa/4075267194.html,, - (tenderloin),Newly Remodeled Studio! ~ J.Wavro,$1995, ,4075294708,-122.415883,Sep 18 2013,SF,/sfc/apa/4075294708.html,37.783516, - (SOMA / south beach),INFINITY | Modern 2 BR <> Skybox Realty,$4000, / 2br - 845ft² - ,4031668283,-122.391195,Sep 18 2013,SF,/sfc/apa/4031668283.html,37.788838, / 2br - 845ft² - - (SOMA / south beach),INFINITY | 1 BR + Den <> Skybox Realty,$3600, / 1br - 840ft² - ,4060404967,-122.391195,Sep 18 2013,SF,/sfc/apa/4060404967.html,37.788838, / 1br - 840ft² - - (potrero hill),Potrero Hill 2 bed 2 bath,$3995, / 2br - 1200ft² - ,4039439586,-122.402080,Sep 18 2013,SF,/sfc/apa/4039439586.html,37.759675, / 2br - 1200ft² - - (SOMA / south beach),One Rincon Hill | Furnished 2 BR + Den Bridge View <> Skybox Realty,$11000, / 3br - 1449ft² - ,4060409577,-122.419420,Sep 18 2013,SF,/sfc/apa/4060409577.html,37.774930, / 3br - 1449ft² - - (pacific heights),RENOVATED 3 BEDROOM + OFFICE EDWARDIAN FLAT STEPS TO FILLMORE STREET!,$5400, / 3br - 1500ft² - ,4075236812,-122.430356,Sep 18 2013,SF,/sfc/apa/4075236812.html,37.788368, / 3br - 1500ft² - - (russian hill),Pefect Rental for Short Term Needs,$3900, / 1br - 800ft² - ,4058799564,-122.418462,Sep 18 2013,SF,/sfc/apa/4058799564.html,37.796287, / 1br - 800ft² - - (mission district),Liberty Hill - Mission Garden Furnished 1/br,$5200, / 1br - 1200ft² - ,4065934329,-122.250000,Sep 18 2013,SF,/sfc/apa/4065934329.html,37.500000, / 1br - 1200ft² - - (downtown / civic / van ness),Urban High End Studio Available NOW!,$1975, ,4064055172,-122.415128,Sep 17 2013,SF,/sfc/apa/4064055172.html,37.781702, - (pacific heights),Condo is Across the Street from Lafayette Park!,$4100, / 1br - 930ft² - ,4074031061,-122.425802,Sep 17 2013,SF,/sfc/apa/4074031061.html,37.790874, / 1br - 930ft² - - (castro / upper market),Completely Remodeled Apartment in Perfect Location!,$2550, / 1br - ,4074160996,-122.430991,Sep 17 2013,SF,/sfc/apa/4074160996.html,37.764367, / 1br - - (bayview),Brand New Apartment Building,$1500, / 1br - ,4074127412,-122.398699,Sep 17 2013,SF,/sfc/apa/4074127412.html,37.718651, / 1br - - (nob hill),"Beautiful, Quiet Studio Available in Beautiful Nob Hill! CALL TODAY!",$1995, ,4044453193,-122.408853,Sep 17 2013,SF,/sfc/apa/4044453193.html,37.790151, - (lower pac hts),JR 1BR + heated pool + free parking near Lafayette Park,$2395, / 1br - 575ft² - ,4057126062,,Sep 17 2013,SF,/sfc/apa/4057126062.html,, / 1br - 575ft² - - (alamo square / nopa),One Bedroom,$3600, / 1br - 750ft² - ,4060740320,-122.439114,Sep 17 2013,SF,/sfc/apa/4060740320.html,37.781520, / 1br - 750ft² - - (inner richmond),"GG Park Studio, close to nature, a true rarity",$2350, / 1ft² - ,4074139615,,Sep 17 2013,SF,/sfc/apa/4074139615.html,, / 1ft² - - (SOMA / south beach),No More Second Thoughts - Channel Is The Obvious Choice!,$3248, / 1br - 644ft² - ,4074085284,-122.389948,Sep 17 2013,SF,/sfc/apa/4074085284.html,37.773903, / 1br - 644ft² - - (potrero hill),"Petrero Square Jr. 1BD - Pkg. & Laundry incl., DOG OK!",$2750, / 1br - ,4074107940,-122.390573,Sep 17 2013,SF,/sfc/apa/4074107940.html,37.761652, / 1br - - (tenderloin),Nice 1 Bedroom $1495,$1495, ,4061873495,-122.412801,Sep 18 2013,SF,/sfc/apa/4061873495.html,37.785538, - (SOMA / south beach),High Floor With Private Balcony - Beautiful And BRAND NEW!,$3274, / 1br - 758ft² - ,4075992079,,Sep 18 2013,SF,/sfc/apa/4075992079.html,, / 1br - 758ft² - - (inner sunset / UCSF),Plenty of room inside and out in this beauty!,$3689, / 2br - ,4076007131,-122.460157,Sep 18 2013,SF,/sfc/apa/4076007131.html,37.753738, / 2br - - (SOMA / south beach),Bright 1 Bedroom with large Balcony too!,$3186, / 1br - 740ft² - ,4076006317,-122.396669,Sep 18 2013,SF,/sfc/apa/4076006317.html,37.773167, / 1br - 740ft² - - (lower pac hts),$3700 / 1br - 950ft² - Corner Unit / Downtown view / Balcony / Parking,$3700, / 1br - 950ft² - ,4075986599,-122.424687,Sep 18 2013,SF,/sfc/apa/4075986599.html,37.785335, / 1br - 950ft² - - (downtown / civic / van ness),Crown Towers- REDUCED! ,$2795, / 1br - ,4076001094,-122.410057,Sep 18 2013,SF,/sfc/apa/4076001094.html,37.788082, / 1br - - (inner richmond),Modern Top Flr CONDO-Pk-StMarys & Ca Pa Medical Ctrs-GG Park-12th Ave,$2800, / 2br - ,4075973832,-122.470711,Sep 18 2013,SF,/sfc/apa/4075973832.html,37.780645, / 2br - - (inner richmond),"$2700, 2 bedrooms 155, 20 Avenue apt.4, Lake/ California",$2700, / 2br - 800ft² - ,4061723488,,Sep 18 2013,SF,/sfc/apa/4061723488.html,, / 2br - 800ft² - - (downtown / civic / van ness),STUNNING 22ND FL STUDIO~$250 DEPOSIT SPECIAL OAC!!!,$2370, ,4075986100,-122.417402,Sep 18 2013,SF,/sfc/apa/4075986100.html,37.776619, - (noe valley),Completely Remodeled 1 bdrm 1 bath,$2900, / 1br - 750ft² - ,4063704943,,Sep 18 2013,SF,/sfc/apa/4063704943.html,, / 1br - 750ft² - - (San Francisco),✹ Great Apt. ✹ Furniture for sale! Move in TODAY ✹,$3225, / 1br - ,4075729092,-122.410623,Sep 18 2013,SF,/sfc/apa/4075729092.html,37.790881, / 1br - - (SOMA / south beach),Fully furnished Junior 1 BR~Open House Today~ Landry-Gym On-Site,$2674, ,4070887453,,Sep 18 2013,SF,/sfc/apa/4070887453.html,, - (SOMA / south beach),Spectacular South of Market Apartments Now Leasing!,$2960, / 1br - ,4075567549,-122.397100,Sep 18 2013,SF,/sfc/apa/4075567549.html,37.762100, / 1br - - (noe valley),Completely Remodeled Large Top Floor Flat in Noe Valley! ,$5500, / 3br - ,4046404897,-122.422308,Sep 18 2013,SF,/sfc/apa/4046404897.html,37.745252, / 3br - - (SOMA / south beach),Completely Remodeled SOMA Studio Apartment,$1400, ,4012956112,-122.410707,Sep 18 2013,SF,/sfc/apa/4012956112.html,37.778542, - (sunset / parkside),"2BR 1BA Apartment, Outer Sunset, Immaculate! *PHOTOS!*",$2400, / 2br - 700ft² - ,4075542867,-122.508258,Sep 18 2013,SF,/sfc/apa/4075542867.html,37.763037, / 2br - 700ft² - - (sunset / parkside),Large 2 Story 3 Bedroom 3 Bath Townhouse,$3580, / 3br - ,4012922377,-122.497903,Sep 18 2013,SF,/sfc/apa/4012922377.html,37.753296, / 3br - - (castro / upper market), Cottage/ Castro Area,$4500, / 2br - 1500ft² - ,4062744608,-122.432794,Sep 18 2013,SF,/sfc/apa/4062744608.html,37.761021, / 2br - 1500ft² - - (financial district),Ritz Carlton - Spacious City Residence - 2 bed 2.5 bath ~ J.Wavro,$9500, / 2br - ,4075563535,-122.403431,Sep 18 2013,SF,/sfc/apa/4075563535.html,37.787642, / 2br - - (downtown / civic / van ness),NEMA - Brand New Studio Apartments - Now Leasing!,$2606, / 476ft² - ,4075491195,,Sep 18 2013,SF,/sfc/apa/4075491195.html,, / 476ft² - - (lower pac hts),Lower Pac Heights Fabulous 3BR/1BA Top Full-Flr Flat on Fillmore ,$4750, / 3br - ,4075537576,-122.433564,Sep 18 2013,SF,/sfc/apa/4075537576.html,37.787537, / 3br - - (mission district),4bed/3bath Amazing Unit!! Over 3000sq.ft! Truly a must see!! ,$10100, / 4br - 3000ft² - ,4075524540,,Sep 18 2013,SF,/sfc/apa/4075524540.html,, / 4br - 3000ft² - - (SOMA / south beach),"We Offer Great Amenities Including A Heated Pool, Sundeck & Spa!",$3055, / 1br - 564ft² - ,4073783649,-122.397100,Sep 17 2013,SF,/sfc/apa/4073783649.html,37.762100, / 1br - 564ft² - - (inner sunset / UCSF),Brand New Nice & Cozy 2x2 Move In By 9/25/13! Visit Today!,$3659, / 2br - ,4073784195,-122.461930,Sep 17 2013,SF,/sfc/apa/4073784195.html,37.757229, / 2br - - (lower pac hts),Lower Pacific Heights 2x2 Oct. 20th,$3807, / 2br - 925ft² - ,4073776000,-122.435653,Sep 17 2013,SF,/sfc/apa/4073776000.html,37.785029, / 2br - 925ft² - - (downtown / civic / van ness),"Quiet OperaPlaza Unit, TV/Wireless Internet, Pool/Spa/Sauna/Gym",$2650, / 1br - ,4055404448,,Sep 17 2013,SF,/sfc/apa/4055404448.html,, / 1br - - (richmond / seacliff),Take a walk to GG park & eat @Clement,$3195, / 2br - ,4048685066,,Sep 17 2013,SF,/sfc/apa/4048685066.html,, / 2br - - (SOMA / south beach),The Metropolitan- High Tech Condo with Views - ReLISTO,$4395, / 1br - ,4073524516,-122.394481,Sep 17 2013,SF,/sfc/apa/4073524516.html,37.787298, / 1br - - (twin peaks / diamond hts),Completely Remodeled 1 Bed w/Parking & Views,$2100, / 1br - 650ft² - ,4073749701,-122.444872,Sep 17 2013,SF,/sfc/apa/4073749701.html,37.749118, / 1br - 650ft² - - (hayes valley),"Sunday, 12:00 - 1:00 OPEN HOUSE",$3850, / 2br - 1200ft² - ,4073730808,-122.429366,Sep 17 2013,SF,/sfc/apa/4073730808.html,37.775111, / 2br - 1200ft² - - (nob hill),"Beautifully Remodeled Top Floor 1-BR Near Union Sq, Nob Hill",$2000, / 1br - ,4065493724,-122.407727,Sep 17 2013,SF,/sfc/apa/4065493724.html,37.793178, / 1br - - (lower nob hill),Lower Nob Hill Is A Great Area To Live! Studios Available! ,$2255, / 420ft² - ,4073710460,-122.419161,Sep 17 2013,SF,/sfc/apa/4073710460.html,37.788845, / 420ft² - - (downtown / civic / van ness),Rent NOW! Stainless Steel and In Unit Washer/Dryer! Brand NEW! NEMA,$2506, ,4073541197,-122.417501,Sep 17 2013,SF,/sfc/apa/4073541197.html,37.776541, - (pacific heights),"Great Pacific Heights Location, large and sunny",$3995, / 2br - 1100ft² - ,4061349226,,Sep 17 2013,SF,/sfc/apa/4061349226.html,, / 2br - 1100ft² - - (russian hill),A UNIQUE REDUCED! Spectacular northeast corner condo with views at the,$3900, / 1br - 907ft² - ,4073398706,-122.418600,Sep 17 2013,SF,/sfc/apa/4073398706.html,37.791700, / 1br - 907ft² - - (SOMA / south beach),Start your fall in style! ,$2971, / 1br - 565ft² - ,4073528160,-122.396669,Sep 17 2013,SF,/sfc/apa/4073528160.html,37.773167, / 1br - 565ft² - - (inner sunset / UCSF),Wonderful 665 SqFt Apt. with Private Patio or Balcony,$2720, / 1br - 665ft² - ,4073524046,-122.462864,Sep 17 2013,SF,/sfc/apa/4073524046.html,37.759540, / 1br - 665ft² - - (downtown / civic / van ness),"Large One Bedroom Apartment, Pet Friendly! See It Today! #206",$2195, / 1br - ,4073470443,-122.415999,Sep 17 2013,SF,/sfc/apa/4073470443.html,37.784087, / 1br - - (inner sunset / UCSF),Remodeled 1x1 w/Balcony & Golden Gate Park Views! Call Now!,$2885, / 1br - 644ft² - ,4073512099,-122.471800,Sep 17 2013,SF,/sfc/apa/4073512099.html,37.765688, / 1br - 644ft² - - (SOMA / south beach),2ba: 3000 Square Foot Live / Work Space. Howard @ 12th *Ready* ,$6800, / 2br - 3000ft² - ,4073474148,-122.416900,Sep 17 2013,SF,/sfc/apa/4073474148.html,37.771724, / 2br - 3000ft² - - (bernal heights),Beautiful Views! Stylish Mid-Century Modern w/ Sun Deck and Hot Tub! ,$4750, / 2br - 1200ft² - ,4073428401,-122.415764,Sep 17 2013,SF,/sfc/apa/4073428401.html,37.745494, / 2br - 1200ft² - - (lower nob hill),"Perfect, central San Francisco Location for the Perfect Studio!",$2265, / 470ft² - ,4073446301,,Sep 17 2013,SF,/sfc/apa/4073446301.html,, / 470ft² - - (SOMA / south beach),"2-level, 1 Bd w/office mezzanine, prkng & private roof area",$5100, / 1br - 1440ft² - ,4065947596,-122.401800,Sep 17 2013,SF,/sfc/apa/4065947596.html,37.791500, / 1br - 1440ft² - - (SOMA / south beach),"Great view on the10th floor, Amazing price and great Location!",$3325, / 1br - 854ft² - ,4076640396,-122.393050,Sep 18 2013,SF,/sfc/apa/4076640396.html,37.777138, / 1br - 854ft² - - (mission district),"Hardwood floors, 1 block to BART!",$1825, ,4048585652,-122.419573,Sep 18 2013,SF,/sfc/apa/4048585652.html,37.764058, - (russian hill),"Russian Hill 1BR/1BA with Deck, Gorgeous City and Bay Views",$2995, / 1br - ,4075563117,,Sep 18 2013,SF,/sfc/apa/4075563117.html,, / 1br - - (lower nob hill),Old Meets New in Your 1BR/1BA Residence,$2946, / 1br - 2946ft² - ,4075681749,,Sep 18 2013,SF,/sfc/apa/4075681749.html,, / 1br - 2946ft² - - (SOMA / south beach),Calling all Giants Fans!,$4222, / 2br - 1095ft² - ,4075725519,-122.396669,Sep 18 2013,SF,/sfc/apa/4075725519.html,37.773167, / 2br - 1095ft² - - (mission district),"One of a kind 1bd on Guerrero, top floor, private patio!",$3100, / 1br - ,4061688873,-122.422988,Sep 18 2013,SF,/sfc/apa/4061688873.html,37.753145, / 1br - - (NOPA),FIRST SHOWINGS TWO-1 BEDROOMS AVAILABLE! ,$2650, / 1br - ,4065975552,-122.437663,Sep 18 2013,SF,/sfc/apa/4065975552.html,37.775009, / 1br - - (downtown / civic / van ness),Just Do It Already!!!,$1999, ,4075716854,-122.417402,Sep 18 2013,SF,/sfc/apa/4075716854.html,37.776619, - (nob hill),UNION SQUARE ONE BEDROOM!,$2300, / 1br - ,4036056304,-122.412199,Sep 18 2013,SF,/sfc/apa/4036056304.html,37.790681, / 1br - - (marina / cow hollow),MARINA STUDIO!,$2095, ,4036413649,-122.430103,Sep 18 2013,SF,/sfc/apa/4036413649.html,37.801599, - (bayview),Remodeled 2 Bedroom Home - Sept. 18 OPEN HOUSE ~ J.Wavro,$2750, / 2br - ,4074556161,-122.391290,Sep 17 2013,SF,/sfc/apa/4074556161.html,37.730411, / 2br - - (north beach / telegraph hill),"2 Bed 1 Bath, Coit Tower Steps ",$2800, / 2br - ,4074519776,,Sep 17 2013,SF,/sfc/apa/4074519776.html,, / 2br - - (downtown / civic / van ness),Remodeled Studio w/ Hrdwd Floors available ~ J.Wavro,$1650, ,4074549864,-122.415316,Sep 17 2013,SF,/sfc/apa/4074549864.html,37.780719, - (marina / cow hollow),Gorgeous 2200sf condo with 2 car parking ~ J.Wavro,$7950, / 3br - ,4074546724,-122.446910,Sep 17 2013,SF,/sfc/apa/4074546724.html,37.803284, / 3br - - (mission district),"3 Level Loft with Parking, Balcony & In Unit Laundry ~ J.Wavro",$4400, / 2br - ,4074543009,-122.410962,Sep 17 2013,SF,/sfc/apa/4074543009.html,37.760427, / 2br - - (nob hill),Great city and bay views. Parking included ~ J.Wavro,$3200, / 1br - ,4074537257,-122.250000,Sep 17 2013,SF,/sfc/apa/4074537257.html,37.500000, / 1br - - (SOMA / south beach),Soma Grand - Free Housekeeping every 2 weeks! City Skyline Views ~ J.W,$3995, / 2br - ,4074533258,-122.413158,Sep 17 2013,SF,/sfc/apa/4074533258.html,37.777457, / 2br - - (lower pac hts),"2000 Post Court Yard view, NOW -",$2660, / 475ft² - ,4074533203,,Sep 17 2013,SF,/sfc/apa/4074533203.html,, / 475ft² - - (excelsior / outer mission),"Remodeled 3BR, with Hardwood floors, New Kitchen & New Bathroom",$3050, / 3br - 1250ft² - ,4074513008,-122.438800,Sep 17 2013,SF,/sfc/apa/4074513008.html,37.687500, / 3br - 1250ft² - - (pacific heights),Studio in Beautiful Victorian Mansion,$1988, / 1br - ,4074489405,,Sep 17 2013,SF,/sfc/apa/4074489405.html,, / 1br - -,"Beautiful, new 2 bd/1ba in great part of town",$2850, ,4076336552,,Sep 18 2013,SF,/sfc/apa/4076336552.html,, - (lower pac hts),Top Flr-Sunny-Elegant Studio-Hrwd Flrs-Separate Kitchen-Great Location,$2295, ,4067057189,-122.433145,Sep 18 2013,SF,/sfc/apa/4067057189.html,37.788995, - (lower nob hill),LOFT AVAILABLE IN NOB HILL,$2013, ,4076260708,,Sep 18 2013,SF,/sfc/apa/4076260708.html,, - (richmond / seacliff),Remodeled Modern House with Landscaped Yard,$7200, / 4br - ,4076315411,-122.481381,Sep 18 2013,SF,/sfc/apa/4076315411.html,37.778311, / 4br - - (SOMA / south beach),Heated Pool And Cabana View From Your Patio,$3374, / 1br - 748ft² - ,4076290152,,Sep 18 2013,SF,/sfc/apa/4076290152.html,, / 1br - 748ft² - - (richmond / seacliff),"3 BEDOOMS, 2 BATHS VERY NICE AND SUNNY!!!",$3300, / 3br - ,4076283824,,Sep 18 2013,SF,/sfc/apa/4076283824.html,, / 3br - - (SOMA / south beach),"unfurnished 2br/2ba unit w parking, balcony and bay view @The Infinity",$6000, / 2br - 1310ft² - ,4056580582,-122.391858,Sep 18 2013,SF,/sfc/apa/4056580582.html,37.789369, / 2br - 1310ft² - - (potrero hill),Beautiful luxury 1BD house w/ Deck & Garden available December 2013,$3300, / 1br - 1000ft² - ,4076251784,-122.406800,Sep 18 2013,SF,/sfc/apa/4076251784.html,37.757762, / 1br - 1000ft² - - (inner sunset / UCSF),Charming 1BR/1BA with Golden Gate Park and Partial Golden Gate Bridge ,$1900, / 1br - ,4076298354,-122.472446,Sep 18 2013,SF,/sfc/apa/4076298354.html,37.760029, / 1br - - (north beach / telegraph hill),Temporary Housing - Singe Family Home,$5800, / 1br - 1200ft² - ,4070744656,-122.406339,Sep 18 2013,SF,/sfc/apa/4070744656.html,37.800795, / 1br - 1200ft² - - (north beach / telegraph hill),Temporary Housing - Singe Family Home,$5800, / 1br - 1200ft² - ,4070748103,-122.406339,Sep 18 2013,SF,/sfc/apa/4070748103.html,37.800795, / 1br - 1200ft² - - (north beach / telegraph hill),Beautiful furnished 3bed/3bath available October 1st ~ J.Wavro,$7500, / 3br - ,4075269457,-122.409561,Sep 18 2013,SF,/sfc/apa/4075269457.html,37.802302, / 3br - - (nob hill),Luxury 2 bedroom condo w/ parking and roof deck ~ J.Wavro,$5000, / 2br - ,4075252506,-122.418293,Sep 18 2013,SF,/sfc/apa/4075252506.html,37.795464, / 2br - - (mission district),Car space - Near Bart ,$2250, / 1br - ,4075201264,,Sep 18 2013,SF,/sfc/apa/4075201264.html,, / 1br - - (pacific heights),Top floor View of the Bay ,$6700, / 2br - 1600ft² - ,4044502246,-122.433658,Sep 18 2013,SF,/sfc/apa/4044502246.html,37.796367, / 2br - 1600ft² - - (pacific heights),"two baths, 2 parking, top floor,PETS OK!!!!includes utilities!!!!!",$5450, / 2br - 2000ft² - ,4075170975,,Sep 18 2013,SF,/sfc/apa/4075170975.html,, / 2br - 2000ft² - - (pacific heights),Cow Hollow Townhome,$7500, / 3br - ,4060587458,-122.428725,Sep 18 2013,SF,/sfc/apa/4060587458.html,37.796992, / 3br - - (marina / cow hollow),"$4500 Beautiful, large 2 bd upper flat",$4500, / 2br - 1800ft² - ,4075158756,-122.437206,Sep 18 2013,SF,/sfc/apa/4075158756.html,37.802954, / 2br - 1800ft² - - (SOMA / south beach),1bb/1ba,$2750, / 1br - 702ft² - ,4075006067,-122.390574,Sep 18 2013,SF,/sfc/apa/4075006067.html,37.784186, / 1br - 702ft² - - (potrero hill),2 BD / 2 BA for rent (Dogpatch),$4225, / 2br - 761ft² - ,4074018172,-122.388640,Sep 17 2013,SF,/sfc/apa/4074018172.html,37.761324, / 2br - 761ft² - - (SOMA / south beach),Spacious 1BR with Modern Interior. Move in: 10/7/13,$3434, / 1br - 825ft² - ,4074125780,-122.391336,Sep 17 2013,SF,/sfc/apa/4074125780.html,37.787580, / 1br - 825ft² - - (north beach / telegraph hill),Views - Top Floor - Remodeled - One Bedroom,$3350, / 1br - ,4067926409,-122.405834,Sep 17 2013,SF,/sfc/apa/4067926409.html,37.799901, / 1br - - (haight ashbury),Large Haight-Ashbury 2 Bedroom,$3195, / 2br - ,4074120813,-122.450408,Sep 17 2013,SF,/sfc/apa/4074120813.html,37.770519, / 2br - - (pacific heights),Newly Remodeled in Pacific Heights with Parking,$3300, / 1br - ,4074112689,-122.432118,Sep 17 2013,SF,/sfc/apa/4074112689.html,37.793682, / 1br - - (USF / panhandle),"Modern Kit, 1917 Charm, Hdwd, New Paint, Pkg",$2295, / 1br - 800ft² - ,4027489074,-122.438552,Sep 17 2013,SF,/sfc/apa/4027489074.html,37.778724, / 1br - 800ft² - - (SOMA / south beach),Spacious 2 BR in the Fabulous Yerba Buena Neighborhood! ,$4570, / 2br - 1098ft² - ,4074101152,-122.397100,Sep 17 2013,SF,/sfc/apa/4074101152.html,37.762100, / 2br - 1098ft² - - (bernal heights),2 bedroom Victorian House - panoramic bridge to bridge view!,$4275, / 2br - 1300ft² - ,4048454356,-122.416409,Sep 17 2013,SF,/sfc/apa/4048454356.html,37.745958, / 2br - 1300ft² - - (Candlestick),"View of the Sparkling Bay, Pet Friendly, Luxurious Finishes, Ashton SF",$3780, / 2br - 1667ft² - ,4074079320,,Sep 17 2013,SF,/sfc/apa/4074079320.html,, / 2br - 1667ft² - - (SOMA / south beach),"CLEAN, secure, studio unfurnished",$1950, / 500ft² - ,4074064676,-122.407314,Sep 17 2013,SF,/sfc/apa/4074064676.html,37.779015, / 500ft² - - (richmond / seacliff),"NEWLY REMODELED TOP FL UNIT w/hardwood floor, parking, laundry & mo",$2450, / 2br - ,4069195047,-122.498665,Sep 18 2013,SF,/sfc/apa/4069195047.html,37.779455, / 2br - - (marina / cow hollow),Modern One Bedroom w/hardwood floors and 1/2 block from Union Street!,$3000, / 1br - ,4037351212,-122.432223,Sep 18 2013,SF,/sfc/apa/4037351212.html,37.797602, / 1br - - (mission district),Beautiful Recently Remodeled Sunny 2 bed 2 bath Apartment,$3400, / 2br - ,4075942152,,Sep 18 2013,SF,/sfc/apa/4075942152.html,, / 2br - - (SOMA / south beach),Bay Bridge View Apt with Modern Interior. Move in 10/6/2013,$3335, / 1br - 858ft² - ,4075943102,,Sep 18 2013,SF,/sfc/apa/4075943102.html,, / 1br - 858ft² - - (USF / panhandle),Ground Flr 1 BR with shared yard. GGPark/Alamo Sq-1426 Hayes/Broderick,$1700, / 1br - ,4075966129,-122.439902,Sep 18 2013,SF,/sfc/apa/4075966129.html,37.774722, / 1br - - (glen park)," San francisco/d,close to BART/Bus/CCSF,firstfloorPrivateApt",$850, / 1br - 200ft² - ,4075965782,-122.434173,Sep 18 2013,SF,/sfc/apa/4075965782.html,37.708338, / 1br - 200ft² - - (twin peaks / diamond hts),"Large STUDIO, Balcony-View-Pkg-Laundry-TwinPeaks trail-70 Crestline",$1775, ,4075962884,-122.446245,Sep 18 2013,SF,/sfc/apa/4075962884.html,37.751669, - (ingleside / SFSU / CCSF),Spacious/Bright Back Unit-Pkg-Laundry-Near City College-BART-280-CatOK,$1775, / 1br - ,4075960881,-122.452759,Sep 18 2013,SF,/sfc/apa/4075960881.html,37.723170, / 1br - - (noe valley),* Noe Valley 2BR/2BA * 24th Street Across from Whole Foods *,$3995, / 2br - ,4051415537,-122.429659,Sep 18 2013,SF,/sfc/apa/4051415537.html,37.751571, / 2br - - (north beach / telegraph hill),"2BR/1BA Full Floor Flat, on Kearny * Open House Wed 9/18, 6Pm - 6:30PM",$3200, / 2br - ,4059824961,-122.405784,Sep 18 2013,SF,/sfc/apa/4059824961.html,37.800154, / 2br - - (sunset / parkside),*4 Bedroom 2 Bath Home close to Beach & Park *,$4500, / 4br - 1993ft² - ,4046495023,-122.494270,Sep 18 2013,SF,/sfc/apa/4046495023.html,37.762806, / 4br - 1993ft² - - (financial district),"Apply Today, Hardwood Floors, Walk In Closets, Huge Windows",$3290, / 437ft² - ,4075553742,-122.392314,Sep 18 2013,SF,/sfc/apa/4075553742.html,37.791474, / 437ft² - - (north beach / telegraph hill),"All new, big windows, pristine condition, avail move in now",$2835, / 1br - ,4075552695,-122.409100,Sep 18 2013,SF,/sfc/apa/4075552695.html,37.800200, / 1br - - (inner sunset / UCSF),Fabulous 1x1 That Could Be Yours Now! Visit Today!,$2885, / 1br - 644ft² - ,4075548671,-122.471800,Sep 18 2013,SF,/sfc/apa/4075548671.html,37.765688, / 1br - 644ft² - - (lower pac hts),"October 9th, court yard view: 1x1 ",$2801, / 1br - 625ft² - ,4075541344,-122.435567,Sep 18 2013,SF,/sfc/apa/4075541344.html,37.784961, / 1br - 625ft² - - (marina / cow hollow),3br/2.5ba â–ºRemodeled Owners VIEW penthouse Condo! â–ºFurn/Unfurn ,$9999, / 3br - 2735ft² - ,4029363456,-122.440798,Sep 18 2013,SF,/sfc/apa/4029363456.html,37.798324, / 3br - 2735ft² - - (potrero hill),Potrero Hill/Dogpatch District 1bd/1ba w/hrwd fls ~ J.Wavro,$2750, / 1br - ,4075523183,-122.390210,Sep 18 2013,SF,/sfc/apa/4075523183.html,37.757826, / 1br - - (lower nob hill),City Views Throughout this fantastic 1 BR Apartment!,$2920, / 1br - 630ft² - ,4075456195,,Sep 18 2013,SF,/sfc/apa/4075456195.html,, / 1br - 630ft² - - (ingleside / SFSU / CCSF),Lakeside home for large family,$4795, / 4br - 1950ft² - ,4049366044,-122.473869,Sep 18 2013,SF,/sfc/apa/4049366044.html,37.725583, / 4br - 1950ft² - - (Twin Peaks/ Upper Market),"▒▓█►Furnished One Bedroom Apt, Short Term Lease",$2995, / 1br - ,4043623902,-122.444820,Sep 18 2013,SF,/sfc/apa/4043623902.html,37.746970, / 1br - - (pacific heights),"Hardwood Flrs, First Floor, Close to Cal Pac Med Center, Lafayette Prk",$3400, / 1br - ,4075515219,-122.431134,Sep 18 2013,SF,/sfc/apa/4075515219.html,37.792224, / 1br - - (PACIFICA),WALK TO THE OCEAN/SCHOOL,$2900, / 3br - ,4060078220,-122.481585,Sep 17 2013,SF,/sfc/apa/4060078220.html,37.635935, / 3br - - (Candlestick),"Beautiful T Plan, 6th Floor Corner Home, Imported Fixtures, Luxury",$3676, / 2br - 1694ft² - ,4073723254,,Sep 17 2013,SF,/sfc/apa/4073723254.html,, / 2br - 1694ft² - - (marina / cow hollow),"3 bedroom 2 1/2 bath, Luxurious Condo",$9500, / 3br - ,4047945914,-122.424359,Sep 17 2013,SF,/sfc/apa/4047945914.html,37.800415, / 3br - - (marina / cow hollow),"Stunning Location - Flexible Lease-Great Ammenities Pool, Gym and more",$2484, ,4073447310,,Sep 17 2013,SF,/sfc/apa/4073447310.html,, - (lower nob hill),The BEST studio apartments and community around downtown! ,$2245, / 408ft² - ,4073645458,,Sep 17 2013,SF,/sfc/apa/4073645458.html,, / 408ft² - - (SOMA / south beach),1BR/1BA Extra Large Furnished Condo near Caltrain *Park Terrace*,$3780, / 1br - 890ft² - ,4035693674,-122.395577,Sep 17 2013,SF,/sfc/apa/4035693674.html,37.774031, / 1br - 890ft² - - (pacific heights),"$4,950 Spacious 2BR/2BA Lafayette Park ",$4950, / 2br - ,4073677401,-122.428916,Sep 17 2013,SF,/sfc/apa/4073677401.html,37.789591, / 2br - - (lower pac hts),Large & Bright 1 BD Priv Balcony Central Location Pets OK,$2750, / 1br - 703ft² - ,4073622133,-122.424858,Sep 17 2013,SF,/sfc/apa/4073622133.html,37.786196, / 1br - 703ft² - - (castro / upper market),Furnished 1 bed/1 bath with city views from back deck,$3300, / 1br - 1000ft² - ,4063274053,-122.434666,Sep 17 2013,SF,/sfc/apa/4063274053.html,37.767373, / 1br - 1000ft² - - (noe valley),"*Open House* Tues 9/17, 5:30pm to 6pm, Spacious 2 bedroom top unit.",$3250, / 2br - 1400ft² - ,4073689825,-122.432585,Sep 17 2013,SF,/sfc/apa/4073689825.html,37.749781, / 2br - 1400ft² - - (1059 Leavenworth),Beautiful Studio,$2400, / 370ft² - ,4073680556,-122.250000,Sep 17 2013,SF,/sfc/apa/4073680556.html,37.500000, / 370ft² - - (ingleside / SFSU / CCSF),Luxury Condo 3/2.5 Great Location ,$3150, / 3br - 1600ft² - ,4073501667,-122.454283,Sep 17 2013,SF,/sfc/apa/4073501667.html,37.723492, / 3br - 1600ft² - - (nob hill),1 BR at the Powell Place Sept.18-Sept 22,, 1br - ,4073474728,,Sep 17 2013,SF,/sfc/apa/4073474728.html,, 1br - - (marina / cow hollow),"Charming Studio w/ Hwd, Lndry. & Pkg. Incl. (Small Car Only)",$2100, ,4043439599,,Sep 17 2013,SF,/sfc/apa/4043439599.html,, - (downtown / civic / van ness),Studio Apartment Available! Pet Friendly! #604,$1725, ,4073454334,,Sep 17 2013,SF,/sfc/apa/4073454334.html,, - (nob hill),"LARGE STUDIO, Great Nob Hill Area Location!",$1850, ,4073494623,,Sep 17 2013,SF,/sfc/apa/4073494623.html,, - (SOMA / south beach),Top Flr Studio w/Pkg./Washer&Dryer in Unit/Gym(+)SeeWed.9/18@6:30 p.m.,$2100, ,4073325689,,Sep 17 2013,SF,/sfc/apa/4073325689.html,, - (lower nob hill),"Studio on Bush @ Mason, 2 blocks up Union Square",$1995, ,4073477984,-122.410433,Sep 17 2013,SF,/sfc/apa/4073477984.html,37.789951, - (SOMA / south beach),"Stunning new construction Jr. 1 Bedroom apartment 400sf, with parking!",$2150, / 1br - 400ft² - ,4073437335,-122.410063,Sep 17 2013,SF,/sfc/apa/4073437335.html,37.774992, / 1br - 400ft² - - (downtown / civic / van ness),"Remodeled Studio, Open House Tonight from 6-7pm! #402",$1795, ,4073463846,-122.415999,Sep 17 2013,SF,/sfc/apa/4073463846.html,37.784087, - (SOMA / south beach),Luxury Penthouse with Incredible Views - ReLISTO,$9500, / 3br - 1975ft² - ,4063074324,-122.399370,Sep 17 2013,SF,/sfc/apa/4063074324.html,37.785899, / 3br - 1975ft² - - (san jose west),Spacious One Bedroom Apartment your dog will love his fenced yard,$1650, / 1br - 650ft² - ,4061035439,-121.937268,Sep 18 2013,South Bay,/sby/apa/4061035439.html,37.336741, / 1br - 650ft² - - (santa clara),One Click away from the apartment home of your dreams!,$2223, / 2br - 1020ft² - ,4075806699,-122.000570,Sep 18 2013,South Bay,/sby/apa/4075806699.html,37.356241, / 2br - 1020ft² - - (los gatos),Charming Los Gatos Duplex,$2150, / 2br - ,4056200244,,Sep 18 2013,South Bay,/sby/apa/4056200244.html,, / 2br - - (santa clara),Two Story Santa Clara Townhouse ,$1895, / 2br - ,4060904489,,Sep 18 2013,South Bay,/sby/apa/4060904489.html,, / 2br - - (los gatos),Large Los Gatos Duplex,$2600, / 3br - ,4060891523,,Sep 18 2013,South Bay,/sby/apa/4060891523.html,, / 3br - - (sunnyvale),Sunnyvale Home,$3100, / 3br - ,4063269368,,Sep 18 2013,South Bay,/sby/apa/4063269368.html,, / 3br - - (san jose south),Blossom Valley Home with Recently Remodeled Kitchen & Bathrooms,$2295, / 3br - 1200ft² - ,4075802123,,Sep 18 2013,South Bay,/sby/apa/4075802123.html,, / 3br - 1200ft² - - (san jose downtown),Urban Life Reinvented in our Popular Loft Style home Available Nov. 16,$2414, / 1br - 994ft² - ,4075774600,-121.898804,Sep 18 2013,South Bay,/sby/apa/4075774600.html,37.326489, / 1br - 994ft² - - (santa clara),2x2 LUXURY APARTMENTS *Adora Collection*Available NOW!! CALL US :),$2365, / 2br - 942ft² - ,4075780930,-121.993170,Sep 18 2013,South Bay,/sby/apa/4075780930.html,37.351084, / 2br - 942ft² - - (san jose south),Spacious Studio apartment,$1085, / 410ft² - ,4075798077,,Sep 18 2013,South Bay,/sby/apa/4075798077.html,, / 410ft² - - (gilroy),Large patios and balconies. Great amenities. Cypress Pointe.,$1795, / 2br - ,4075722627,,Sep 18 2013,South Bay,/sby/apa/4075722627.html,, / 2br - - (sunnyvale),Discover the Art of Living Well...,$1647, ,4075966726,-122.031478,Sep 18 2013,South Bay,/sby/apa/4075966726.html,37.358888, - (san jose downtown),Newly Remodeled One Bedroom,$2256, / 1br - 794ft² - ,4075941979,,Sep 18 2013,South Bay,/sby/apa/4075941979.html,, / 1br - 794ft² - - (san jose downtown),Enjoy Our Prime Location in San Jose. 2 Bedroom Townhome avail. 10/7,$3044, / 2br - 1296ft² - ,4075963561,-121.897559,Sep 18 2013,South Bay,/sby/apa/4075963561.html,37.326864, / 2br - 1296ft² - - (san jose north),The Right Choice In Apt Home Living,$2035, / 1br - 700ft² - ,4075962597,,Sep 18 2013,South Bay,/sby/apa/4075962597.html,, / 1br - 700ft² - - (san jose south),NEW GRANITE 2BR 2BATH!,$2402, / 2br - 1033ft² - ,4075957386,,Sep 18 2013,South Bay,/sby/apa/4075957386.html,, / 2br - 1033ft² - - (san jose east),Welcome Home to this beautifully crafted 2 bedroom.,$1875, / 2br - 834ft² - ,4075895379,-121.854881,Sep 18 2013,South Bay,/sby/apa/4075895379.html,37.362105, / 2br - 834ft² - - (san jose south),A Rare End Unit in the Desirable Park Almaden Complex,$2195, / 2br - ,4063712238,,Sep 18 2013,South Bay,/sby/apa/4063712238.html,, / 2br - - (campbell),Remodeled Charming Home in the Park Westwood Area,$3595, / 3br - ,4063781481,,Sep 18 2013,South Bay,/sby/apa/4063781481.html,, / 3br - - (san jose east),Evergreen Valley Home With Spectacular View of Foothills!,$2450, / 3br - 1320ft² - ,4075937552,-121.795562,Sep 18 2013,South Bay,/sby/apa/4075937552.html,37.320141, / 3br - 1320ft² - - (san jose south),***** Incredible Value! ** RENT ONLINE TODAY,$2663, / 2br - 1038ft² - ,4075933318,,Sep 18 2013,South Bay,/sby/apa/4075933318.html,, / 2br - 1038ft² - - (santa clara),2ba-1065sf/FullSizeWD/2xPaneWindows/GraniteCtrs/Streams/Pool/Spa/Fit,$2295, / 2br - 1065ft² - ,4075883960,,Sep 18 2013,South Bay,/sby/apa/4075883960.html,, / 2br - 1065ft² - - (sunnyvale),THE ONLY NEW THING MISSING FROM THIS PERFECT HOME CHOICE IS YOU!,$2625, / 2br - 950ft² - ,4076145082,,Sep 18 2013,South Bay,/sby/apa/4076145082.html,, / 2br - 950ft² - - (santa clara),Incredible amenities! Resort Style Pool. State of the Art Fitness Ctr,$2895, / 3br - ,4076358681,,Sep 18 2013,South Bay,/sby/apa/4076358681.html,, / 3br - - (san jose west),Spacious 2x1 with large enclosed patio!,$1945, / 2br - 850ft² - ,4047988024,-121.917967,Sep 18 2013,South Bay,/sby/apa/4047988024.html,37.310642, / 2br - 850ft² - - (santa clara),"Charming and Spacious Home with Big Yard, Show 9/21 1:00 p.m. to 3:00 ",$3700, / 3br - 1448ft² - ,4076357672,-121.955559,Sep 18 2013,South Bay,/sby/apa/4076357672.html,37.339131, / 3br - 1448ft² - - (san jose east),Let's celebrate your move! Great Specials Available! ,$1783, / 1br - 760ft² - ,4076376134,,Sep 18 2013,South Bay,/sby/apa/4076376134.html,, / 1br - 760ft² - - (san jose south),Affordable 3 bedroom apt. home you will love! ,$2499, / 3br - 1232ft² - ,4076371011,,Sep 18 2013,South Bay,/sby/apa/4076371011.html,, / 3br - 1232ft² - - (campbell),"Spacious 2x2 Apt, Pergo, Granite, Pool, Fitness , Assigned Parking",$1795, / 2br - 900ft² - ,4076339313,-121.958199,Sep 18 2013,South Bay,/sby/apa/4076339313.html,37.269425, / 2br - 900ft² - - (san jose west),Recently Remodeled One- and Two-Bedroom Apartments,$1562, / 1br - 605ft² - ,4076353894,,Sep 18 2013,South Bay,/sby/apa/4076353894.html,, / 1br - 605ft² - - (san jose downtown),Time to Level Up...You've finally found the perfect Townhome+Loft,$2897, / 2br - 1204ft² - ,4076369110,,Sep 18 2013,South Bay,/sby/apa/4076369110.html,, / 2br - 1204ft² - - (willow glen / cambrian),"2 BED/1BATH Beautiful townhome, wash/dryer, pool, carport",$1550, / 2br - ,4076364843,,Sep 18 2013,South Bay,/sby/apa/4076364843.html,, / 2br - - (san jose downtown),Beautiful condo available immediatey,$1995, / 2br - 1140ft² - ,4071157511,-121.868455,Sep 18 2013,South Bay,/sby/apa/4071157511.html,37.327476, / 2br - 1140ft² - - (cupertino),NEW Wood Laminate Floors NEW Stainless Stl Appliances NEW Cabinets,$2095, / 1br - ,4076149176,,Sep 18 2013,South Bay,/sby/apa/4076149176.html,, / 1br - - (campbell),MOVE-IN BONUS! $200 OFF 1st MONTHS RENT! READY OCTOBER 25th! ,$1925, / 2br - 883ft² - ,4076171220,,Sep 18 2013,South Bay,/sby/apa/4076171220.html,, / 2br - 883ft² - - (san jose downtown),Great Apartment in the heart of downtown San Jose,$1700, / 1br - 625ft² - ,4076170892,-121.911375,Sep 18 2013,South Bay,/sby/apa/4076170892.html,37.363735, / 1br - 625ft² - - (san jose west),"Bright, Upstairs 2/1.5 @ Moorpark & Saratoga!",$1695, / 2br - 750ft² - ,4076167854,,Sep 18 2013,South Bay,/sby/apa/4076167854.html,, / 2br - 750ft² - - (santa clara),YOU NAME IT & IT'S NEW!!! AVAILABLE NOW!!!,$1825, / 2br - 800ft² - ,4076166384,,Sep 18 2013,South Bay,/sby/apa/4076166384.html,, / 2br - 800ft² - - (santa clara),#129 Available now in a pet friendly community,$2196, / 2br - 925ft² - ,4076166408,-121.950168,Sep 18 2013,South Bay,/sby/apa/4076166408.html,37.337341, / 2br - 925ft² - - (san jose east),((((( Brand New Bldg ))))) â—„â—„â—„â—„â—„SPECIALS,$1765, / 1br - ,4076125774,,Sep 18 2013,South Bay,/sby/apa/4076125774.html,, / 1br - - (san jose downtown),Excellence Condition Single House for Rent,$2600, / 3br - 1555ft² - ,4056546982,,Sep 18 2013,South Bay,/sby/apa/4056546982.html,, / 3br - 1555ft² - - (Santa Nella/Hollister/Gilroy),3-bedrooms nice condition,$750, / 3br - 850ft² - ,4076117637,-121.018009,Sep 18 2013,South Bay,/sby/apa/4076117637.html,37.090651, / 3br - 850ft² - - (san jose north),"Large, Open Modern Home in San Jose Commodore Neighborhood Avail 9/16!",$2950, / 4br - 2685ft² - ,4019788786,-121.863956,Sep 18 2013,South Bay,/sby/apa/4019788786.html,37.366883, / 4br - 2685ft² - - (santa clara),Nice 2BD/2BA Santa Clara Condo. Available October 1st! ,$2150, / 2br - 1012ft² - ,4056272986,-121.994861,Sep 18 2013,South Bay,/sby/apa/4056272986.html,37.345650, / 2br - 1012ft² - - (san jose north),Upgraded Apartment Home Waiting On You,$2477, / 2br - 1015ft² - ,4076531685,,Sep 18 2013,South Bay,/sby/apa/4076531685.html,, / 2br - 1015ft² - - (sunnyvale),"Gorgeous, Open 1 bedroom in Perfect Sunnyvale location",$1721, / 1br - ,4076553063,,Sep 18 2013,South Bay,/sby/apa/4076553063.html,, / 1br - - (sunnyvale),Two Bedroom Modern Mfd Home!- Rancho La Mesa #57,$2195, / 2br - ,4076529763,-122.003270,Sep 18 2013,South Bay,/sby/apa/4076529763.html,37.353241, / 2br - - (san jose south),Beautiful Evergreen Newly remodeled 4 Bed 2 Bath Home 95135,$2850, / 4br - 1680ft² - ,4076516512,-121.756200,Sep 18 2013,South Bay,/sby/apa/4076516512.html,37.297400, / 4br - 1680ft² - - (sunnyvale),1 BR 1 BA Apartment With Spectacular Pool or Garden Views,$2250, / 1br - 750ft² - ,4076546934,,Sep 18 2013,South Bay,/sby/apa/4076546934.html,, / 1br - 750ft² - - (san jose west),A remodeled one bedroom apartment for rent ,$1300, / 1br - 600ft² - ,4070854608,,Sep 18 2013,South Bay,/sby/apa/4070854608.html,, / 1br - 600ft² - - (santa clara),Say Hello To Your New Home!,$2230, / 2br - 900ft² - ,4076536366,,Sep 18 2013,South Bay,/sby/apa/4076536366.html,, / 2br - 900ft² - - (santa clara),"Large Space, Washer/Dryer, New Finishes!",$2139, / 2br - 900ft² - ,4076546005,,Sep 18 2013,South Bay,/sby/apa/4076546005.html,, / 2br - 900ft² - - (sunnyvale),*Don't miss out this great One Bedroom!!! *Ask for Move In Special*,$2045, / 1br - 714ft² - ,4076419895,,Sep 18 2013,South Bay,/sby/apa/4076419895.html,, / 1br - 714ft² - - (san jose north),Find Out Why So Many People Call Willow Lake Home,$1724, / 1br - 732ft² - ,4076541197,,Sep 18 2013,South Bay,/sby/apa/4076541197.html,, / 1br - 732ft² - - (san jose west),Make La Terraza your next home!,$1770, / 1br - 825ft² - ,4076518725,-121.972919,Sep 18 2013,South Bay,/sby/apa/4076518725.html,37.318725, / 1br - 825ft² - - (sunnyvale),NICE APARTMENT/COTTAGE STYLE,$2300, / 2br - ,4076908084,,Sep 18 2013,South Bay,/sby/apa/4076908084.html,, / 2br - - (san jose south),a single family home for rent,$2800, / 3br - 1827ft² - ,4016438052,-121.761979,Sep 18 2013,South Bay,/sby/apa/4016438052.html,37.232551, / 3br - 1827ft² - - (milpitas),"Nice and Cozy 3 bed, 2.5 bath townhome nestled near the foothills",$2380, / 3br - 1500ft² - ,4076900159,-121.873591,Sep 18 2013,South Bay,/sby/apa/4076900159.html,37.437896, / 3br - 1500ft² - - (mountain view),"**Beautiful 2bed/1bath Condo for rent, Remodeled, Granite, near Google",$2575, / 2br - ,4046341392,-122.093211,Sep 18 2013,South Bay,/sby/apa/4046341392.html,37.410399, / 2br - - (San Jose - Santana Row),SANTANA ROW 2 Story Penthouse Condo facing Strip +++ 1 Month FREE +++,$2930, / 1br - 1100ft² - ,4062057733,-121.947684,Sep 18 2013,South Bay,/sby/apa/4062057733.html,37.320209, / 1br - 1100ft² - - (san jose east),Beautiful Evergreen Townhouse,$2200, / 2br - 930ft² - ,4076886876,,Sep 18 2013,South Bay,/sby/apa/4076886876.html,, / 2br - 930ft² - - (willow glen / cambrian),"2 bdrm, 1 ba, upstairs apt, new carpet, paint blinds, nr 280/fruitdale",$1450, / 2br - 800ft² - ,4076883220,-121.909218,Sep 18 2013,South Bay,/sby/apa/4076883220.html,37.311855, / 2br - 800ft² - - (san jose south),3 bedrooms & 2 baths Single Family Home,$2680, / 3br - 1593ft² - ,4026027612,-121.850163,Sep 18 2013,South Bay,/sby/apa/4026027612.html,37.240343, / 3br - 1593ft² - - (willow glen / cambrian),"2 bedrm, 1.5 ba upstairs apt. Pvt patio, washer / dryer inside, DW ",$1650, / 2br - 900ft² - ,4076880512,-121.879489,Sep 18 2013,South Bay,/sby/apa/4076880512.html,37.258296, / 2br - 900ft² - - (sunnyvale),"Great location, quiet ct, stunning complete remodel, Garage w/opener ",$1990, / 2br - 1020ft² - ,4072522449,-122.054572,Sep 18 2013,South Bay,/sby/apa/4072522449.html,37.376440, / 2br - 1020ft² - - (milpitas),Close To Excellent Elementary School home in Milpitas,$1995, / 3br - 1000ft² - ,4039714604,-121.910956,Sep 18 2013,South Bay,/sby/apa/4039714604.html,37.436908, / 3br - 1000ft² - - (SOMA / south beach),Loft Style 1x1! Balcony! Live in luxury!,$3400, / 1br - 605ft² - ,4061038976,-122.392816,Sep 18 2013,SF,/sfc/apa/4061038976.html,37.779761, / 1br - 605ft² - - (hayes valley),SPACIOUS SUNNY 10 - FOOT HIGH CEILING ONE BEDROOM FOR RENT ,$2850, / 1br - ,4076663616,-122.421590,Sep 18 2013,SF,/sfc/apa/4076663616.html,37.779924, / 1br - - (richmond / seacliff),Rarely available beautifully remodeled edwardian home,$5500, / 3br - 2520ft² - ,4071575688,-122.489680,Sep 18 2013,SF,/sfc/apa/4071575688.html,37.774192, / 3br - 2520ft² - - (SOMA / south beach),Penthouse 2x1! Private rooftop terrace! Live in luxury!,$4590, / 2br - 785ft² - ,4062988103,-122.392816,Sep 18 2013,SF,/sfc/apa/4062988103.html,37.779761, / 2br - 785ft² - - (inner sunset / UCSF),Luxurious 1 BR 1 BA Apartment with Fully Equipped Gourmet Kitchen,$2795, / 1br - 650ft² - ,4076646383,-122.462864,Sep 18 2013,SF,/sfc/apa/4076646383.html,37.759540, / 1br - 650ft² - - (ingleside / SFSU / CCSF),Remodel 3 Bedroom 2 Bath,$3750, / 3br - 1500ft² - ,4076636408,-122.459046,Sep 18 2013,SF,/sfc/apa/4076636408.html,37.714908, / 3br - 1500ft² - - (north beach / telegraph hill),"Charming Full Floor Flat, Peek-a-boo Bay Views ",$3850, / 2br - ,4076540270,-122.409299,Sep 18 2013,SF,/sfc/apa/4076540270.html,37.805205, / 2br - - (pacific heights),Stunning Sunny Top Flr Apartment in Pacific Heights,$6000, / 3br - 1800ft² - ,4061367615,-122.444561,Sep 18 2013,SF,/sfc/apa/4061367615.html,37.787545, / 3br - 1800ft² - - (inner richmond),3 bedroom 1 bath(duplex flat),$3200, / 3br - ,4044975293,,Sep 18 2013,SF,/sfc/apa/4044975293.html,, / 3br - - (mid Richmond),"NICE, SPACIOUS, QUIET TOP FLOOR REAR APT.**AVAILABLE NOW!",$3500, / 3br - ,4076627104,-122.478692,Sep 18 2013,SF,/sfc/apa/4076627104.html,37.785728, / 3br - - (SOMA / south beach),Hi-tech urban resort in the Twitterhood - preview pricing,$3065, / 1br - 734ft² - ,4075696676,,Sep 18 2013,SF,/sfc/apa/4075696676.html,, / 1br - 734ft² - - (castro / upper market),"LOCATION, LOCATION, LOCATION!!",$2950, / 1br - ,4056632201,,Sep 18 2013,SF,/sfc/apa/4056632201.html,, / 1br - - (noe valley),"carpeted,lovely, large flat, prkg, show sat.sept21@11:30",$3350, / 2br - 900ft² - ,4075710706,-122.429945,Sep 18 2013,SF,/sfc/apa/4075710706.html,37.749221, / 2br - 900ft² - - (richmond / seacliff),"Cozy Studio, Top Floor, Skylight, Hardwood Floor, Free Parking$$$$$$$$",$1595, ,4022760859,,Sep 18 2013,SF,/sfc/apa/4022760859.html,, - (SOMA / south beach),27th Floor 1bedroom w/ $0 deposit and Bay view!*,$3595, / 1br - 730ft² - ,4075709526,,Sep 18 2013,SF,/sfc/apa/4075709526.html,, / 1br - 730ft² - - (SOMA / south beach),SOMA Effeciency Studio Utilities Included - JGPM,$1200, / 264ft² - ,4075709078,,Sep 18 2013,SF,/sfc/apa/4075709078.html,, / 264ft² - - (richmond / seacliff),STUDIO***Hardwood Floor***Free Parking********************************,$1495, ,4075706883,,Sep 18 2013,SF,/sfc/apa/4075706883.html,, - (nob hill),1 Bedroom Top Floor Apt in Quiet Nob Hill Building,$2200, / 1br - 550ft² - ,4075690894,-122.412874,Sep 18 2013,SF,/sfc/apa/4075690894.html,37.793650, / 1br - 550ft² - - (SOMA / south beach),23rd Floor Alcove Corner 1bedroom w/ FIDI view Avail: 10/08!,$3650, / 1br - 756ft² - ,4075701491,,Sep 18 2013,SF,/sfc/apa/4075701491.html,, / 1br - 756ft² - - (potrero hill),"Amazing 3bed/2bath + Parking, Balconies, and Great Views. ",$5545, / 3br - 1456ft² - ,4075533234,,Sep 18 2013,SF,/sfc/apa/4075533234.html,, / 3br - 1456ft² - - (ingleside / SFSU / CCSF), Furnished Luxury Apartment within Walking Distance to Whole Foods Mar,$5200, / 3br - 1500ft² - ,4074462000,-122.456145,Sep 17 2013,SF,/sfc/apa/4074462000.html,37.722762, / 3br - 1500ft² - - (lower pac hts),"Awesome Studio with W/D NOW, POST III ONLY",$2721, / 567ft² - ,4074428444,-122.435675,Sep 17 2013,SF,/sfc/apa/4074428444.html,37.785046, / 567ft² - - (twin peaks / diamond hts),"No Deposit, No Rent until October...Only One Left!!",$3970, / 3br - 1265ft² - ,4074440994,-122.440088,Sep 17 2013,SF,/sfc/apa/4074440994.html,37.745296, / 3br - 1265ft² - - (mission district),Large 2BR/2.5BA Duplex Overlooking Dolores Park with Parking,$3950, / 2br - ,4064172057,-122.428431,Sep 17 2013,SF,/sfc/apa/4064172057.html,37.762088, / 2br - - (inner sunset / UCSF),2 bedroom/ 1 bath flat upper sunset near UCSF,$2800, / 2br - 1400ft² - ,4014436173,-122.465646,Sep 17 2013,SF,/sfc/apa/4014436173.html,37.754481, / 2br - 1400ft² - - (cole valley / ashbury hts),"2BR/1BA Luxury, View Condo",$4900, / 2br - 1200ft² - ,4074409532,-122.445294,Sep 17 2013,SF,/sfc/apa/4074409532.html,37.764094, / 2br - 1200ft² - - (richmond / seacliff),2 Small bedrooms for rent,$2175, / 2br - ,4074463741,,Sep 17 2013,SF,/sfc/apa/4074463741.html,, / 2br - - (russian hill),Russian Hill One Bedroom Garden Condo,$2800, / 1br - 550ft² - ,4048929775,-122.418151,Sep 17 2013,SF,/sfc/apa/4048929775.html,37.803135, / 1br - 550ft² - - (inner sunset / UCSF),Avalon Sunset Towers offers Gated Entrance and Garage Parking ,$2970, / 1br - 631ft² - ,4074458013,-122.462864,Sep 17 2013,SF,/sfc/apa/4074458013.html,37.759540, / 1br - 631ft² - - (downtown / civic / van ness),Beautiful 1 Bedroom with City Hall View.,$3251, / 1br - 769ft² - ,4074436194,,Sep 17 2013,SF,/sfc/apa/4074436194.html,, / 1br - 769ft² - - (downtown / civic / van ness),High Rise with Amazing water front views starting at $2374,$2374, ,4048266733,,Sep 18 2013,SF,/sfc/apa/4048266733.html,, - (pacific heights),$2599 - Top floor with a view of alcatraz!,$2599, ,4065511209,,Sep 18 2013,SF,/sfc/apa/4065511209.html,, - (twin peaks / diamond hts),"Nice, Quiet 2 Bed 2 Bath, Overlooking Courtyard! ",$3700, / 2br - 995ft² - ,4076242999,-122.439559,Sep 18 2013,SF,/sfc/apa/4076242999.html,37.744606, / 2br - 995ft² - - (marina / cow hollow),Sunny One Bdrm Garden Unit in the Marina,$1695, / 1br - 436ft² - ,4076263481,-122.432760,Sep 18 2013,SF,/sfc/apa/4076263481.html,37.800260, / 1br - 436ft² - - (lower haight),SPACIOUS Lower Haight Victorian 1 BR ***OPEN WED 6:30-7***,$2800, / 1br - ,4052979621,-122.429178,Sep 18 2013,SF,/sfc/apa/4052979621.html,37.774181, / 1br - - (inner richmond),"2ND FL., 1/1, LIGHTED, SUNNY & QUIET & NEAR NEW CHINATOWN!",$1700, / 1br - ,4052341330,-122.468804,Sep 18 2013,SF,/sfc/apa/4052341330.html,37.784125, / 1br - - (nob hill),"3RD FL.,VERY BRIGHT, SUNNY, SOME ST. NOISE, 2 BLOCKS TO UNION SQUARE! ",$2575, / 1br - ,4060806733,-122.410399,Sep 18 2013,SF,/sfc/apa/4060806733.html,37.789955, / 1br - - (SOMA / south beach),Great Location! With Balcony!,$2940, ,4076202646,-122.393050,Sep 18 2013,SF,/sfc/apa/4076202646.html,37.777138, - (ingleside / SFSU / CCSF),Bright and Charming 2 bedroom 1 bath home with ,$2885, / 2br - 940ft² - ,4076218574,,Sep 18 2013,SF,/sfc/apa/4076218574.html,, / 2br - 940ft² - - (alamo square / nopa),3 bed & 2 ba Flat,$9000, / 3br - 2300ft² - ,4076235473,-122.436507,Sep 18 2013,SF,/sfc/apa/4076235473.html,37.777068, / 3br - 2300ft² - - (twin peaks / diamond hts),3 Bd 1 bath house in Miraloma Park,$3600, / 3br - ,4076217520,,Sep 18 2013,SF,/sfc/apa/4076217520.html,, / 3br - - (richmond / seacliff),2 br/1 bath Flat for Rent - 45th Ave.,$2600, / 2br - 1250ft² - ,4037316964,,Sep 18 2013,SF,/sfc/apa/4037316964.html,, / 2br - 1250ft² - - (marina / cow hollow),Marina Family Home Steps to Shoreline,$13000, / 4br - 2900ft² - ,4075046277,-122.442126,Sep 18 2013,SF,/sfc/apa/4075046277.html,37.804850, / 4br - 2900ft² - - (marina / cow hollow),Classic Marina 2 bed/2 bath ,$4850, / 2br - 1486ft² - ,4074994191,-122.443062,Sep 18 2013,SF,/sfc/apa/4074994191.html,37.801041, / 2br - 1486ft² - - (lower pac hts),"Studio, huge, nice kit, din rm, huge closets, many extras",$2195, ,4064905393,-122.424860,Sep 18 2013,SF,/sfc/apa/4064905393.html,37.789031, -,Russian Hill Luxury Home,$5300, / 2br - ,4075086132,,Sep 18 2013,SF,/sfc/apa/4075086132.html,, / 2br - - (marina / cow hollow),"Spacious, remodeled eat-in kitchen, fireplace, parking ~ J.Wavro",$3000, / 1br - ,4075085907,-122.425250,Sep 18 2013,SF,/sfc/apa/4075085907.html,37.796481, / 1br - - (inner richmond),Top floor remodeled flat at 7th and California! ~ J.Wavro,$4295, / 3br - ,4075076940,-122.465632,Sep 18 2013,SF,/sfc/apa/4075076940.html,37.784853, / 3br - - (russian hill),Large Open Rear Studio Available Polk & Jackson Streets 98 Walk Score,$2195, ,4051863960,-122.421404,Sep 18 2013,SF,/sfc/apa/4051863960.html,37.794144, - (SOMA / south beach),Charming Jr 1Bedroom condo. City and Bay views ~ J.Wavro,$2950, / 1br - ,4075061548,-122.388779,Sep 18 2013,SF,/sfc/apa/4075061548.html,37.786899, / 1br - - (SOMA / south beach),Gorgeous condo - BREATH TAKING BAY BRIDGE & WATER,$5850, / 2br - 1200ft² - ,4068801820,-122.390280,Sep 18 2013,SF,/sfc/apa/4068801820.html,37.788104, / 2br - 1200ft² - - (inner richmond),3 bed 1.5 bath Single Family Home w/ Garden and Garage,$4950, / 3br - 1700ft² - ,4061063343,-122.470543,Sep 18 2013,SF,/sfc/apa/4061063343.html,37.777737, / 3br - 1700ft² - - (noe valley),"*TOP QUALITY FLAT-Best NoeVlyLocation~HdwdFlrs,W&D,NuKich&Ba,LandscYd.",$3500, / 2br - ,4021539188,-122.438300,Sep 17 2013,SF,/sfc/apa/4021539188.html,37.745000, / 2br - - (noe valley),"Beautiful, charming and cozy 2-bedroom 2-bath condo",$4200, / 2br - 940ft² - ,4068291335,-122.427167,Sep 17 2013,SF,/sfc/apa/4068291335.html,37.743670, / 2br - 940ft² - - (downtown / civic / van ness),NEMA - Brand New Studio Apartments - Now Leasing!,$2657, / 583ft² - ,4073999719,-122.417182,Sep 17 2013,SF,/sfc/apa/4073999719.html,37.776287, / 583ft² - - (SOMA / south beach),Top Floor Bi-Level Loft Condo Near SF Flower Market,$4200, / 2br - ,4045974588,-122.400409,Sep 17 2013,SF,/sfc/apa/4045974588.html,37.775261, / 2br - - (lower nob hill),1br - 1 bedroom apartment,$2500, / 1br - 500ft² - ,4065649320,,Sep 17 2013,SF,/sfc/apa/4065649320.html,, / 1br - 500ft² - - (SOMA / south beach),Luxury Can't Get Any Better Than This! Hurry And Rent Today!,$3374, / 1br - 787ft² - ,4073943803,,Sep 17 2013,SF,/sfc/apa/4073943803.html,, / 1br - 787ft² - - (cole valley / ashbury hts),"LUXURY 6-ROOM ASHBURY HEIGHTS FLAT, Available October 1st",$4365, / 2br - 1500ft² - ,4063474645,-122.445159,Sep 17 2013,SF,/sfc/apa/4063474645.html,37.765931, / 2br - 1500ft² - - (bayview),三房二廳2浴大屋近肖(౬,$2300, / 3br - 1500ft² - ,4074032819,,Sep 17 2013,SF,/sfc/apa/4074032819.html,, / 3br - 1500ft² - - (pacific heights),Spacious Pac Heights Gem - JGPM,$2350, / 1br - 750ft² - ,4074029999,,Sep 17 2013,SF,/sfc/apa/4074029999.html,, / 1br - 750ft² - - (SOMA / south beach),HUGE one bedroom w/ HUGE walk-in closet Available 11/24/13,$3574, / 1br - 880ft² - ,4074022850,-122.396669,Sep 17 2013,SF,/sfc/apa/4074022850.html,37.773167, / 1br - 880ft² - - (ingleside / SFSU / CCSF),Beautiful town house in a quiet gated community,$3500, / 4br - 1850ft² - ,4074022735,-122.460787,Sep 17 2013,SF,/sfc/apa/4074022735.html,37.726066, / 4br - 1850ft² - - (SOMA / south beach),Luxurious 1 BR 1 BA Apartment Located in heart of SOMA.,$3055, / 1br - ,4075941985,-122.397100,Sep 18 2013,SF,/sfc/apa/4075941985.html,37.762100, / 1br - - (hayes valley),LUX 1BD Condo in Hayes Valley! OPEN WED 5-6pm! ,$3300, / 1br - 667ft² - ,4065317163,-122.421668,Sep 18 2013,SF,/sfc/apa/4065317163.html,37.774179, / 1br - 667ft² - - (pacific heights),"Unique 2 BR Pacific Heights Condo in 2 unit building, parking included",$3845, / 2br - 1077ft² - ,4075878860,-122.429014,Sep 18 2013,SF,/sfc/apa/4075878860.html,37.788539, / 2br - 1077ft² - - (noe valley),$3500.00 per Month for Flat in Noe Valley,$3500, / 2br - 1000ft² - ,4075933007,-122.431794,Sep 18 2013,SF,/sfc/apa/4075933007.html,37.750628, / 2br - 1000ft² - - (downtown / civic / van ness),"Large One Bedroom Apartment, Pet Friendly! See It Today! #206",$2195, / 1br - ,4075905661,-122.415999,Sep 18 2013,SF,/sfc/apa/4075905661.html,37.784087, / 1br - - (nob hill),Nob Hill One bedroom with Valet Parking ~ J.Wavro,$3300, / 1br - ,4075929628,-122.414470,Sep 18 2013,SF,/sfc/apa/4075929628.html,37.793223, / 1br - - (downtown / civic / van ness),Top Floor Studio Apartment! #604,$1725, ,4075861147,-122.412827,Sep 18 2013,SF,/sfc/apa/4075861147.html,37.785087, - (SOMA / south beach),Furnished 1-bed loft: 8 min. walk to Ferry Building,$3400, / 1br - 680ft² - ,4075913912,,Sep 18 2013,SF,/sfc/apa/4075913912.html,, / 1br - 680ft² - - (lower haight),"Open House, Sat 9/21, 12-1pm - Townhouse, Secure/Gated Complex",$2900, / 2br - 800ft² - ,4075922054,-122.437423,Sep 18 2013,SF,/sfc/apa/4075922054.html,37.773133, / 2br - 800ft² - - (lower nob hill),SPACIOUS studio in great neighborhood!!Quiet & walkable to ALL DT-POLK,$1895, ,4075772010,-122.414548,Sep 18 2013,SF,/sfc/apa/4075772010.html,37.788469, - (noe valley),"Noe Valley 1.5BR w/ Office and Shared Yard, Laundry Open Sun 1pm",$3195, / 1br - ,4075704626,,Sep 18 2013,SF,/sfc/apa/4075704626.html,, / 1br - - (downtown / civic / van ness),"Large basement apt, carpet, PGE, water and garbage included",$1495, / 500ft² - ,4075512151,-122.416700,Sep 18 2013,SF,/sfc/apa/4075512151.html,37.781300, / 500ft² - - (marina / cow hollow),Great Marina Location Near Marina Green,$2800, / 1br - ,4075501370,-122.442126,Sep 18 2013,SF,/sfc/apa/4075501370.html,37.804850, / 1br - - (excelsior / outer mission),AzariPM; Gorgeous 3br/2ba Home w/Panoramic Views in Excelsior,$2990, / 3br - ,4065163332,,Sep 18 2013,SF,/sfc/apa/4065163332.html,, / 3br - - (ingleside / SFSU / CCSF),AzariPM; 2bd/2ba w/pkg. Walk to Daly City BART,$2499, / 2br - 970ft² - ,4065155534,,Sep 18 2013,SF,/sfc/apa/4065155534.html,, / 2br - 970ft² - - (west portal / forest hill),AzariPM - COMING SOON! Recently Renovated - Beautiful 2br/1ba Home in MIRALOMA,$3190, / 2br - 1087ft² - ,4069739714,,Sep 18 2013,SF,/sfc/apa/4069739714.html,, / 2br - 1087ft² - - (lower nob hill),Beautiful studio.,$1650, / 365ft² - ,4075485960,-122.414603,Sep 18 2013,SF,/sfc/apa/4075485960.html,37.785928, / 365ft² - - (financial district),2 bed & 2.5 bath - Ritz Carlton Residence w/ pkg ~ J.Wavro,$9000, / 2br - ,4075485709,-122.403431,Sep 18 2013,SF,/sfc/apa/4075485709.html,37.787642, / 2br - - (SOMA / south beach),Ready for Move-In~ Furnished JR 1BR-Amazing Furnished Apartments-,$2709, / 1br - ,4064925431,,Sep 18 2013,SF,/sfc/apa/4064925431.html,, / 1br - - (SOMA / south beach),Unfurnished 1x1- Gym/ Laundry on-site/ Great Location- Available Soon,$2799, / 1br - ,4029272426,,Sep 18 2013,SF,/sfc/apa/4029272426.html,, / 1br - - (SOMA / south beach),Furnished & Unfurnished apartments for Rent- Available Soon,$2684, / 1br - ,4058684584,,Sep 18 2013,SF,/sfc/apa/4058684584.html,, / 1br - - (SOMA / south beach),Available Soon! Furnished JR. 1 - Modern Building-Gym/Laundry On-Site,$2684, ,4060589874,,Sep 18 2013,SF,/sfc/apa/4060589874.html,, - (1059 Leavenworth),Beautiful Studio,$2200, / 370ft² - ,4073678915,-122.250000,Sep 17 2013,SF,/sfc/apa/4073678915.html,37.500000, / 370ft² - - (marina / cow hollow),Marina Top Full Floor Flat w/deck 1250+ sq feet,$4495, / 2br - 1250ft² - ,4012705894,-122.443223,Sep 17 2013,SF,/sfc/apa/4012705894.html,37.801838, / 2br - 1250ft² - - (ingleside / SFSU / CCSF),Furnished Luxury Apartment Walking Distance to Whole Foods Market,$5200, / 3br - 1500ft² - ,4073671546,-122.456145,Sep 17 2013,SF,/sfc/apa/4073671546.html,37.722762, / 3br - 1500ft² - - (inner sunset / UCSF),Beautiful One Bedroom w/Full Size W/D Visit Today!,$2875, / 1br - 644ft² - ,4073568349,-122.470727,Sep 17 2013,SF,/sfc/apa/4073568349.html,37.765739, / 1br - 644ft² - - (north beach / telegraph hill),Bright Unit w/Updated Kitchen in Heart of North Beach!,$3500, / 2br - ,4063656010,-122.412355,Sep 17 2013,SF,/sfc/apa/4063656010.html,37.801197, / 2br - - (north beach / telegraph hill),VIEWS GALORE! ROOF DECK! 2 PARKING SPACES INCLUDED!,$7498, / 3br - ,4027312538,-122.412360,Sep 17 2013,SF,/sfc/apa/4027312538.html,37.801216, / 3br - - (sunset / parkside),RADIANT & ROOMY NEWLY UPDATED UNIT $2950 3bed/2bath,$2950, / 3br - ,4073662749,-122.479687,Sep 17 2013,SF,/sfc/apa/4073662749.html,37.754099, / 3br - - (western addition),Beautiful Penthouse with Wood Burning Fireplace & Balcony.,$3395, / 1br - 660ft² - ,4073659688,-122.432681,Sep 17 2013,SF,/sfc/apa/4073659688.html,37.783170, / 1br - 660ft² - - (SOMA / south beach),What Better Way To Cool Off This Coming Indian Summer...,$3374, / 1br - 748ft² - ,4073590379,,Sep 17 2013,SF,/sfc/apa/4073590379.html,, / 1br - 748ft² - - (glen park),beautiful 1 bedroom guest house,$1999, / 1br - ,4073438056,,Sep 17 2013,SF,/sfc/apa/4073438056.html,, / 1br - - (pacific heights),Remodeled 2-level Victorian flat with 3 bedrooms and 2.5 bathrooms,$9000, / 3br - 3200ft² - ,4052474702,,Sep 17 2013,SF,/sfc/apa/4052474702.html,, / 3br - 3200ft² - - (SOMA / south beach),Spacious Furnished 1-Bedroom Condo,$3500, / 1br - 807ft² - ,4073477027,,Sep 17 2013,SF,/sfc/apa/4073477027.html,, / 1br - 807ft² - - (mission district),BEAUTIFUL VICTORIAN HOUSE,$3800, / 2br - 1200ft² - ,4069073325,-122.410745,Sep 17 2013,SF,/sfc/apa/4069073325.html,37.754309, / 2br - 1200ft² - - (pacific heights),"Awesome1bd,Avail Now!,PacHts,Parking-OpenHouse:Thurs.@6:30-7:00p",$2999, / 1br - ,4058283776,-122.430140,Sep 17 2013,SF,/sfc/apa/4058283776.html,37.793934, / 1br - - (lower nob hill),corner 2 bedroom in nob hill's newest high rise + hardwood floors,$4600, / 2br - 1137ft² - ,4073368480,,Sep 17 2013,SF,/sfc/apa/4073368480.html,, / 2br - 1137ft² - - (potrero hill),Home w/LgGar/LgYard/Wash-Dryer/PetsNeg-605 Texas St.*SeeByAppointment,$4500, / 3br - ,4073423641,-122.395188,Sep 17 2013,SF,/sfc/apa/4073423641.html,37.758740, / 3br - - (lower pac hts),"Large Studio , Post III with W/D",$2761, / 557ft² - ,4073426072,-122.435696,Sep 17 2013,SF,/sfc/apa/4073426072.html,37.784961, / 557ft² - - (pacific heights),"unmatched views of the bay, balcony",$4800, / 1br - 1100ft² - ,4073448740,-122.429447,Sep 17 2013,SF,/sfc/apa/4073448740.html,37.792217, / 1br - 1100ft² - - (pacific heights),"9TH FL - Rent incl Water, Garbage, Steam Heat & Garage Parking Spot!",$6500, / 2br - 1400ft² - ,4043914073,-122.429313,Sep 17 2013,SF,/sfc/apa/4043914073.html,37.792234, / 2br - 1400ft² - - (lower nob hill),"1130 Larkin #6, Spacious studio! Showing Wednesday 9/18/13- 5-6pm! ",$1595, ,4047685659,,Sep 17 2013,SF,/sfc/apa/4047685659.html,, - (sunset / parkside),3BR/1BA Top Floor Home next to Ocean Beach,$2995, / 3br - ,4063920835,-122.507079,Sep 17 2013,SF,/sfc/apa/4063920835.html,37.761516, / 3br - - (russian hill),Dramatic 5 bedroom close to Polk.,$8000, / 5br - ,4057101409,-122.420110,Sep 17 2013,SF,/sfc/apa/4057101409.html,37.796095, / 5br - - (san jose south),Single Family Home with Small Pet Possible,$2395, / 3br - ,4063165624,,Sep 18 2013,South Bay,/sby/apa/4063165624.html,, / 3br - - (san jose north),NEW HOUSE 3BR/2 BA HOUSE FOR RENT ,$1998, / 3br - ,4046588300,-121.972954,Sep 18 2013,South Bay,/sby/apa/4046588300.html,37.427200, / 3br - - (willow glen / cambrian),Completely Remodeled Cambrian Duplex,$1985, / 2br - ,4063166389,,Sep 18 2013,South Bay,/sby/apa/4063166389.html,, / 2br - - (cupertino),"*Spacious, two bdrm/two bath TOWNHOME Community/Top Cupertino Schools*",$2795, / 2br - 1140ft² - ,4075795241,,Sep 18 2013,South Bay,/sby/apa/4075795241.html,, / 2br - 1140ft² - - (sunnyvale),"►►RENOVATED 3 BD /2 BATH RECESSED LIGHTS, LARGE YARD, SUNROOM! ",$3690, / 3br - 1600ft² - ,4066396488,-122.007570,Sep 18 2013,South Bay,/sby/apa/4066396488.html,37.338241, / 3br - 1600ft² - - (san jose north),Single Wide Mobile Home Ready For Rent Now!,$1095, / 1br - ,4033704488,-121.900624,Sep 18 2013,South Bay,/sby/apa/4033704488.html,37.366681, / 1br - - (campbell),1Bath /SUNNY/GRANITE COUNTERS/GE/AC/DOUBLE PANE WINDOW/POOL/SPA/FIT,$1845, / 1br - 700ft² - ,4075641182,,Sep 18 2013,South Bay,/sby/apa/4075641182.html,, / 1br - 700ft² - - (san jose north),Huge Floorplan with The Best Deals!! 2 months rent Free ,$1937, ,4075789834,-121.920261,Sep 18 2013,South Bay,/sby/apa/4075789834.html,37.398324, - (cupertino),NEWLT REMODELED 2 BEDROOM! BEAUTIFUL!!,$2625, / 2br - 1050ft² - ,4075789661,-122.069076,Sep 18 2013,South Bay,/sby/apa/4075789661.html,37.326164, / 2br - 1050ft² - - (san jose south),Luxury condo in upscale sports complex,$1795, / 2br - 959ft² - ,4065039858,-121.827049,Sep 18 2013,South Bay,/sby/apa/4065039858.html,37.255336, / 2br - 959ft² - - (san jose north),The best in San Jose! Brand New Apartments w/ 2 months FREE!!,$2315, / 1br - 810ft² - ,4075783495,,Sep 18 2013,South Bay,/sby/apa/4075783495.html,, / 1br - 810ft² - - (mountain view),1-Bedroom 1-Bath apartment homes are available on the first or second ,$2145, / 2br - 874ft² - ,4075928477,-122.060616,Sep 18 2013,South Bay,/sby/apa/4075928477.html,37.376688, / 2br - 874ft² - - (san jose north),Reserve your early gift Today & move in right before Thanksgiving!,$2023, / 1br - 737ft² - ,4075894399,,Sep 18 2013,South Bay,/sby/apa/4075894399.html,, / 1br - 737ft² - - (willow glen / cambrian),Amenities you deserve & specials you will love! - One Month Free,$2801, / 2br - 1173ft² - ,4075862834,-121.910966,Sep 18 2013,South Bay,/sby/apa/4075862834.html,37.316841, / 2br - 1173ft² - - (cupertino),"#1 CUPERITNO SCHOOLS- #2 Upstairs, End Unit, W/D Included!",$2675, / 2br - 852ft² - ,4075922502,,Sep 18 2013,South Bay,/sby/apa/4075922502.html,, / 2br - 852ft² - - (san jose downtown),Best Place in Town to Live,$3219, / 2br - 1412ft² - ,4075904346,,Sep 18 2013,South Bay,/sby/apa/4075904346.html,, / 2br - 1412ft² - - (san jose downtown),With only 2 at this price the floor plan choice is yours,$2007, / 1br - 737ft² - ,4075810540,-121.891165,Sep 18 2013,South Bay,/sby/apa/4075810540.html,37.351311, / 1br - 737ft² - - (los gatos),CHARMING LOS GATOS GUEST COTTAGE,$3400, / 2br - 850ft² - ,4064647045,,Sep 18 2013,South Bay,/sby/apa/4064647045.html,, / 2br - 850ft² - - (cupertino),#3 SPACIOUS REMODLED ONE BEDROOM ALL BRAND NEW,$2440, / 1br - 823ft² - ,4075920074,,Sep 18 2013,South Bay,/sby/apa/4075920074.html,, / 1br - 823ft² - - (cupertino),Fully Remodeled Two Bed Two Bath W/D Great Schools!,$3235, / 2br - 1016ft² - ,4075918413,,Sep 18 2013,South Bay,/sby/apa/4075918413.html,, / 2br - 1016ft² - - (mountain view),Last 2x2 of this floor plan. Rent now before it is gone! This is HOME!,$3882, / 2br - 1176ft² - ,4075917700,-122.085794,Sep 18 2013,South Bay,/sby/apa/4075917700.html,37.389801, / 2br - 1176ft² - - (san jose south),Valley View Single Family Home ,$2495, / 3br - 1312ft² - ,4075897480,-121.818362,Sep 18 2013,South Bay,/sby/apa/4075897480.html,37.275642, / 3br - 1312ft² - - (san jose south),Great 2 Bedroom Condo at 5496 Judith St #2 - Available 9/25,$1650, / 2br - 903ft² - ,4058716768,-121.826362,Sep 18 2013,South Bay,/sby/apa/4058716768.html,37.253678, / 2br - 903ft² - - (cupertino),Award Winning Community in Beautiful Cupertino,$2628, / 2br - ,4076328983,,Sep 18 2013,South Bay,/sby/apa/4076328983.html,, / 2br - - (campbell),"Pergo Floor, Granite Counter, Available October",$1525, / 1br - 672ft² - ,4076332277,-121.958199,Sep 18 2013,South Bay,/sby/apa/4076332277.html,37.269323, / 1br - 672ft² - - (san jose north),*** House for Rent,$2500, / 3br - 1300ft² - ,4039178444,,Sep 18 2013,South Bay,/sby/apa/4039178444.html,, / 3br - 1300ft² - - (los gatos),"$3,495 4BR - 3BA HOUSE, APPROX. 1800 SQ. FT., LOS GATOS BORDER ",$3495, / 4br - ,4076343999,,Sep 18 2013,South Bay,/sby/apa/4076343999.html,, / 4br - - (san jose north),Book today and save,$1992, / 2br - 983ft² - ,4076284948,-121.881552,Sep 18 2013,South Bay,/sby/apa/4076284948.html,37.402886, / 2br - 983ft² - - (san jose east),"Spacious 3bed, new carpet, $99 dep, no app fee + more! ",$2499, / 3br - 1232ft² - ,4076340199,,Sep 18 2013,South Bay,/sby/apa/4076340199.html,, / 3br - 1232ft² - - (sunnyvale),"Open house this Friday, Sept 20, 3-5pm",$1995, / 2br - ,4076313695,-122.033220,Sep 18 2013,South Bay,/sby/apa/4076313695.html,37.351809, / 2br - - (san jose north),Beautiful 2 bedroom in the heart of the Bay Area. Minutes from Intel!,$2350, / 2br - 966ft² - ,4076330862,,Sep 18 2013,South Bay,/sby/apa/4076330862.html,, / 2br - 966ft² - - (campbell),Spacious One Bedroom Second Floor w/ Extra Storage and Great Location!,$1875, / 1br - ,4076303285,,Sep 18 2013,South Bay,/sby/apa/4076303285.html,, / 1br - - (gilroy),LUXURIOUS LARGE DESIGNER HOME - Avail Oct 1st!,$3000, / 5br - 3002ft² - ,4054409372,-121.586753,Sep 18 2013,South Bay,/sby/apa/4054409372.html,37.025047, / 5br - 3002ft² - - (san jose downtown),Quality Living! 3 BD/2 BA Home in Japan Town! Available Early Oct! ,$3350, / 3br - 1934ft² - ,4060758477,-121.890934,Sep 18 2013,South Bay,/sby/apa/4060758477.html,37.351949, / 3br - 1934ft² - - (willow glen / cambrian),Nicely remodeled home with great Union Schools!,$3700, / 3br - 1500ft² - ,4076153088,,Sep 18 2013,South Bay,/sby/apa/4076153088.html,, / 3br - 1500ft² - - (san jose north),Beautiful two bedroom two bath condo!!,$1850, / 2br - 913ft² - ,4076115425,,Sep 18 2013,South Bay,/sby/apa/4076115425.html,, / 2br - 913ft² - - (san jose south),Great Location! Wonderful Community Amenities! Pet Friendly!,$2725, / 3br - 1180ft² - ,4076146184,-121.765542,Sep 18 2013,South Bay,/sby/apa/4076146184.html,37.233870, / 3br - 1180ft² - - (sunnyvale),Spacious One Bedroom in a Resort Setting,$1867, / 1br - ,4076145345,-122.024052,Sep 18 2013,South Bay,/sby/apa/4076145345.html,37.366542, / 1br - - (san jose downtown),Completely remodeled 4 bedroom home,$2750, / 4br - 1681ft² - ,4076116644,,Sep 18 2013,South Bay,/sby/apa/4076116644.html,, / 4br - 1681ft² - - (mountain view),Large 1 BR -- Sunny Apt in Great Central Location!,$1395, / 1br - 650ft² - ,4076141602,-122.066989,Sep 18 2013,South Bay,/sby/apa/4076141602.html,37.382383, / 1br - 650ft² - - (mountain view),Spacious Newly Renovated 1 Bedroom/1 Bath Apartment ,$1725, / 1br - 700ft² - ,4076139835,-122.092779,Sep 18 2013,South Bay,/sby/apa/4076139835.html,37.400765, / 1br - 700ft² - - (san jose north),SHORT TERM LEASES!! ,$1765, / 1br - ,4076113453,,Sep 18 2013,South Bay,/sby/apa/4076113453.html,, / 1br - - (cupertino),Heart of Cupertino! Walking Distance to Apple & De Anza College,$1968, / 1br - ,4076119691,-122.038193,Sep 18 2013,South Bay,/sby/apa/4076119691.html,37.332699, / 1br - - (milpitas),"2 Bedrooms, 1 Bath, A Very Nice Place to Live, Pool, Pets OK",$1875, / 2br - 820ft² - ,4076510433,-121.881369,Sep 18 2013,South Bay,/sby/apa/4076510433.html,37.427390, / 2br - 820ft² - - (morgan hill),"NEWLY CONSTRUCTED TWO STORY HOME! 4 Bedrooms, 2.5 Baths",$3500, / 4br - 2563ft² - ,4076533956,-121.654390,Sep 18 2013,South Bay,/sby/apa/4076533956.html,37.130500, / 4br - 2563ft² - - (san jose south),Pet Friendly! 3 Bedroom Townhouse Available ,$2186, / 3br - 1235ft² - ,4076533119,,Sep 18 2013,South Bay,/sby/apa/4076533119.html,, / 3br - 1235ft² - - (morgan hill),"4 Bedrooms, 2.5 Baths, NEWLY CONSTRUCTED TWO STORY HOME!",$3500, / 4br - 2563ft² - ,4076530919,-121.654390,Sep 18 2013,South Bay,/sby/apa/4076530919.html,37.130500, / 4br - 2563ft² - - (san jose north),Live in luxury! On site retail! VTA across street! 6 wks free rent!,$2664, / 2br - 983ft² - ,4076485325,-121.938157,Sep 18 2013,South Bay,/sby/apa/4076485325.html,37.412744, / 2br - 983ft² - - (san jose south),3rd Floor Full Size Washer & Dryer Large 2x2 Apartment Home!,$2050, / 2br - 978ft² - ,4076528712,-121.805013,Sep 18 2013,South Bay,/sby/apa/4076528712.html,37.311843, / 2br - 978ft² - - (cupertino),Be In Your New Home By October 1st!,$3219, / 3br - 1212ft² - ,4076525732,-122.023570,Sep 18 2013,South Bay,/sby/apa/4076525732.html,37.322542, / 3br - 1212ft² - - (cupertino),WOW!! Amazing Cupertino Executive Condo For Rent!!,$2295, / 1br - 850ft² - ,4076502875,-122.032516,Sep 18 2013,South Bay,/sby/apa/4076502875.html,37.322642, / 1br - 850ft² - - (sunnyvale),Prime Silicon Valley Location and Resort Style Living,$2898, / 3br - ,4076499695,-122.050428,Sep 18 2013,South Bay,/sby/apa/4076499695.html,37.359338, / 3br - - (sunnyvale),"Top Floor by the Pool, Oct 25th!!",$2435, / 2br - 915ft² - ,4076521407,-122.040687,Sep 18 2013,South Bay,/sby/apa/4076521407.html,37.383033, / 2br - 915ft² - - (san jose north),single house in good location for rent,$2300, / 2br - 900ft² - ,4035575245,-121.880311,Sep 18 2013,South Bay,/sby/apa/4035575245.html,37.384728, / 2br - 900ft² - - (Palo Alto),Palo Alto Amazing Apartment ,$1895, / 1br - 740ft² - ,4076875525,-122.119367,Sep 18 2013,South Bay,/sby/apa/4076875525.html,37.410511, / 1br - 740ft² - - (san jose south),"3 bed/2 bath, Almaden schools $2500/month",$2500, / 3br - 1125ft² - ,4063361586,,Sep 18 2013,South Bay,/sby/apa/4063361586.html,, / 3br - 1125ft² - - (san jose north),Home For Rent - 4 bdrm / 2 1/2 ba. In North Valley,$3300, / 4br - 3600ft² - ,4048164285,-121.836298,Sep 18 2013,South Bay,/sby/apa/4048164285.html,37.395852, / 4br - 3600ft² - - (san jose west),3Br/2Ba house available immidiately,$2500, / 3br - 1280ft² - ,4076860204,,Sep 18 2013,South Bay,/sby/apa/4076860204.html,, / 3br - 1280ft² - - (willow glen / cambrian),Very spacious 1440 square ft Townhouse in Baroni Green,$2145, / 2br - 1440ft² - ,4076859306,-121.842027,Sep 18 2013,South Bay,/sby/apa/4076859306.html,37.275163, / 2br - 1440ft² - - (san jose west),Furnished 2 Bedrooms 2 Bathrooms Condo,, 2br - ,4065574978,-121.938767,Sep 18 2013,South Bay,/sby/apa/4065574978.html,37.316042, 2br - - (willow glen / cambrian),$1400/1br 1 bath 4-Plex Open House this Saturday 1:30-4:30pm,$1400, / 1br - ,4076835238,-121.922966,Sep 18 2013,South Bay,/sby/apa/4076835238.html,37.274743, / 1br - - (campbell),1 Bed/Bath Upstair Unit,$1300, / 1br - ,4076836546,,Sep 18 2013,South Bay,/sby/apa/4076836546.html,, / 1br - - (campbell),Cozy 1 Bedroom! Move in 10/15 Call 408-559-1301!,$1525, / 1br - 648ft² - ,4076815151,,Sep 18 2013,South Bay,/sby/apa/4076815151.html,, / 1br - 648ft² - - (san jose west),Executive Home for Rent,$3800, / 4br - 1800ft² - ,4076815851,-122.000200,Sep 18 2013,South Bay,/sby/apa/4076815851.html,37.306600, / 4br - 1800ft² - - (san jose south),Spacious 1X1 with its own garage. Stop in today!! Avana Skyway!,$1522, / 1br - 722ft² - ,4075651239,-121.831163,Sep 18 2013,South Bay,/sby/apa/4075651239.html,37.266543, / 1br - 722ft² - - (los gatos),"Prime downtown Almond Grove, walk to all ",$2975, / 2br - 1100ft² - ,4026816690,-121.986179,Sep 18 2013,South Bay,/sby/apa/4026816690.html,37.225920, / 2br - 1100ft² - - (san jose east),Evergreen Single level home ,$2750, / 4br - 1803ft² - ,4071196922,-121.785562,Sep 18 2013,South Bay,/sby/apa/4071196922.html,37.308041, / 4br - 1803ft² - - (san jose west),Santana Courtyard Apartments now Renting! ,$1595, / 2br - ,4075667202,,Sep 18 2013,South Bay,/sby/apa/4075667202.html,, / 2br - - (san jose north),Nice 2 bedroom/2 bath condo for rent,$1700, / 2br - 984ft² - ,4075624904,-121.849007,Sep 18 2013,South Bay,/sby/apa/4075624904.html,37.374505, / 2br - 984ft² - - (sunnyvale),"Huge One-Bedroom Residence near Downtown and Highways 85, 237, and 101",$2134, / 1br - 767ft² - ,4075666395,-122.057440,Sep 18 2013,South Bay,/sby/apa/4075666395.html,37.370164, / 1br - 767ft² - - (san jose west),Last One Bedroom At Kimbelry Woods! Ground Floor*Pool View*Large Patio,$2145, / 1br - 860ft² - ,4075645949,-121.923016,Sep 18 2013,South Bay,/sby/apa/4075645949.html,37.309312, / 1br - 860ft² - - (sunnyvale),All the space you need and the modern style you want,$1833, / 1br - ,4075657433,-122.031478,Sep 18 2013,South Bay,/sby/apa/4075657433.html,37.358888, / 1br - - (santa clara),"Mansion Grove Apatments - Walkable, Livable Apartments",$1949, / 2br - 950ft² - ,4075656377,,Sep 18 2013,South Bay,/sby/apa/4075656377.html,, / 2br - 950ft² - - (santa clara),Gorgeous Remodeled Studio in Santa Clara!,$1300, / 400ft² - ,4075589071,,Sep 18 2013,South Bay,/sby/apa/4075589071.html,, / 400ft² - - (milpitas),"2 Story Townhome, A/C, Garage, Patio, Balcony, W/D Hookups",$1995, / 2br - 1200ft² - ,4075650501,,Sep 18 2013,South Bay,/sby/apa/4075650501.html,, / 2br - 1200ft² - - (mission district),Victorian Mission Studio - 339-A San Carlos [21st & Valencia],$1950, / 490ft² - ,4076617743,,Sep 18 2013,SF,/sfc/apa/4076617743.html,, / 490ft² - - (SOMA / south beach),The Fall Heatwave Is Coming! Cool Off With Your Air-conditioned Home!,$3374, / 1br - 748ft² - ,4076581795,,Sep 18 2013,SF,/sfc/apa/4076581795.html,, / 1br - 748ft² - - (north beach / telegraph hill),1 bedroom apartment in the heart of North Beach,$2595, / 1br - ,4076581892,-122.407395,Sep 18 2013,SF,/sfc/apa/4076581892.html,37.799704, / 1br - - (lower pac hts),Sept. 30th court yard view 1x1,$2897, / 625ft² - ,4076569509,-122.435653,Sep 18 2013,SF,/sfc/apa/4076569509.html,37.784995, / 625ft² - - (nob hill),LAST Great Studio For Rent - Showing This Week,$1750, ,4051222527,,Sep 18 2013,SF,/sfc/apa/4051222527.html,, - (SOMA / south beach), Open House This Week- Awesome 2 bedroom 1 bath,$4100, / 2br - ,4063784196,,Sep 18 2013,SF,/sfc/apa/4063784196.html,, / 2br - - (richmond / seacliff),Fantastic 3 Bedroom 2 Bath Coming to Market,$4350, / 3br - ,4048742436,,Sep 18 2013,SF,/sfc/apa/4048742436.html,, / 3br - - (marina / cow hollow),Awesome 2 Bedroom/2.5 Bath House On Market,$6950, / 2br - ,4059366939,,Sep 18 2013,SF,/sfc/apa/4059366939.html,, / 2br - - (russian hill), Stunning 1 bedroom with top views! OPEN HOUSE THIS WEEK,$4300, / 1br - ,4059354424,,Sep 18 2013,SF,/sfc/apa/4059354424.html,, / 1br - - (alamo square / nopa),Quiet 1-3Bd in NOPA,$3300, / 3br - ,4076560826,-122.438679,Sep 18 2013,SF,/sfc/apa/4076560826.html,37.776074, / 3br - - (SOMA / south beach),Spacious Tri-Level Live/Work Loft (Rentals In SF),$4295, / 2br - ,4054893699,-122.406876,Sep 18 2013,SF,/sfc/apa/4054893699.html,37.775976, / 2br - - (lower nob hill),Shop and dine at Union Square while living steps away from your home! ,$2255, / 500ft² - ,4075652657,,Sep 18 2013,SF,/sfc/apa/4075652657.html,, / 500ft² - - (haight ashbury),Rentals In SF / small adorable apartment in a great building! PHOTOS,$1895, / 1br - ,4075646492,-122.452947,Sep 18 2013,SF,/sfc/apa/4075646492.html,37.766374, / 1br - - (pacific heights),3 bed 2 bath condo in Pacific Heights,$7000, / 3br - 2400ft² - ,4042566874,-122.434558,Sep 18 2013,SF,/sfc/apa/4042566874.html,37.792472, / 3br - 2400ft² - - (SOMA / south beach),Park Terrace: 325 Berry Street #614 - Avail Oct 1,$3350, / 1br - ,4075600917,-122.396062,Sep 18 2013,SF,/sfc/apa/4075600917.html,37.773647, / 1br - - (cole valley / ashbury hts),Stunning City View on this secluded street of Clarendon Heights,$3500, / 1br - ,4043434661,,Sep 18 2013,SF,/sfc/apa/4043434661.html,, / 1br - - (noe valley),One-of-a-Kind modern architectural beauty with sweeping downtown views,$8450, / 2br - 1862ft² - ,4043372454,-122.442555,Sep 18 2013,SF,/sfc/apa/4043372454.html,37.748622, / 2br - 1862ft² - - (lower nob hill),BRAND NEW RENOVATED STUDIOS NOW AVAILABLE!! ,$2290, / 500ft² - ,4075679499,-122.413799,Sep 18 2013,SF,/sfc/apa/4075679499.html,37.786649, / 500ft² - - (lower pac hts),"Amazing 3BR/2BA with Deck, Laundry, Parking Open Wed 6:15pm",$4795, / 3br - ,4075516330,,Sep 18 2013,SF,/sfc/apa/4075516330.html,, / 3br - - (russian hill),"LARGE STUDIO W/LARGE WALK-IN CLOSET, HARDWOOD FLOORS & EAT-IN KITCHEN",$2075, ,4050283392,-122.420355,Sep 18 2013,SF,/sfc/apa/4050283392.html,37.797298, - (inner richmond),Bright and great floor plan home located in Inner Richmond,$3500, / 2br - ,4036436711,-122.458802,Sep 18 2013,SF,/sfc/apa/4036436711.html,37.780393, / 2br - - (north beach / telegraph hill),OPEN SAT 9/21 & SUN 9/22 10am-4pm Bay Views | Parking Included,$2695, / 1br - ,4074332903,,Sep 17 2013,SF,/sfc/apa/4074332903.html,, / 1br - - (sunset / parkside),"Showing Wed. Sept. 18 @ 7pm, Single Family Home ",$3489, / 3br - ,4068228355,-122.485857,Sep 17 2013,SF,/sfc/apa/4068228355.html,37.750085, / 3br - - (ingleside / SFSU / CCSF),Where the Grass is Always Greener,$2360, / 1br - 804ft² - ,4074303779,,Sep 17 2013,SF,/sfc/apa/4074303779.html,, / 1br - 804ft² - - (richmond / seacliff),"Top Floor Two Bdrm w/ Updated Kitchen & Bath, Hardwood Floors",$2650, / 2br - ,4074405804,-122.481660,Sep 17 2013,SF,/sfc/apa/4074405804.html,37.782160, / 2br - - (richmond / seacliff),4 bdrm House- utilities included,$4000, / 4br - ,4069506308,-122.500803,Sep 17 2013,SF,/sfc/apa/4069506308.html,37.779350, / 4br - - (laurel hts / presidio),Sunny Presidio Apartment Available Now!,$3210, / 3br - 840ft² - ,4074384571,,Sep 17 2013,SF,/sfc/apa/4074384571.html,, / 3br - 840ft² - - (lower pac hts),Lower Pacific Heights 2 bed flat,$3200, / 2br - ,4074375033,,Sep 17 2013,SF,/sfc/apa/4074375033.html,, / 2br - - (SOMA / south beach),When the Autumn Leaves fall...,$3054, / 1br - 535ft² - ,4074375827,-122.396669,Sep 17 2013,SF,/sfc/apa/4074375827.html,37.773167, / 1br - 535ft² - - (SOMA / south beach),Living In Luxury Just Got Easy - Rent NOW!,$3274, / 1br - 736ft² - ,4074317185,,Sep 17 2013,SF,/sfc/apa/4074317185.html,, / 1br - 736ft² - - (nob hill),2 br condo breath taking views,$5500, / 2br - 720ft² - ,4074352982,-122.414648,Sep 17 2013,SF,/sfc/apa/4074352982.html,37.794110, / 2br - 720ft² - - (inner sunset / UCSF),Welcome Home...Call Now!,$2720, / 1br - ,4074344398,-122.461930,Sep 17 2013,SF,/sfc/apa/4074344398.html,37.757229, / 1br - - (pacific heights),"Prime Top Floor 1br, New kitchen & bath, Hardwood, Fireplace",$2895, / 1br - ,4076234087,-122.427692,Sep 18 2013,SF,/sfc/apa/4076234087.html,37.789625, / 1br - - (bernal heights),Beautifully Restored 1906 Edwardian Condo,$2490, / 1br - 565ft² - ,4061808908,-122.420019,Sep 18 2013,SF,/sfc/apa/4061808908.html,37.745389, / 1br - 565ft² - - (inner sunset / UCSF),Gorgeous Newly Remodeled 1Bed 1 Bath Unit w/Parking,$2386, / 1br - ,4076232566,-122.463067,Sep 18 2013,SF,/sfc/apa/4076232566.html,37.757934, / 1br - - (financial district),** 3 Bedroom 2.5 Bathroom Townhome! Washer/Dryer in Unit! 1513 sq ft,$6140, / 3br - 1513ft² - ,4076211745,,Sep 18 2013,SF,/sfc/apa/4076211745.html,, / 3br - 1513ft² - - (inner richmond),Gorgeous and Huge 2bed2bath Flat for rent!,$3500, / 2br - 1500ft² - ,4076215862,-122.458802,Sep 18 2013,SF,/sfc/apa/4076215862.html,37.780393, / 2br - 1500ft² - - (twin peaks / diamond hts),"3 bed, 1.5 bath - Twin Peaks Home with Panoramic Views",$4999, / 3br - 1350ft² - ,4076192750,,Sep 18 2013,SF,/sfc/apa/4076192750.html,, / 3br - 1350ft² - - (downtown / civic / van ness),Newly Remodeled Studio! Tons of Closet Space! #504,$1845, ,4048335487,-122.415999,Sep 18 2013,SF,/sfc/apa/4048335487.html,37.784087, - (downtown / civic / van ness),One Bedroom Apartment w/ Loft! #207,$1845, / 1br - ,4048468434,-122.418741,Sep 18 2013,SF,/sfc/apa/4048468434.html,37.785061, / 1br - - (downtown / civic / van ness),"Spacious Studio, Convenient Location",$1395, ,4076213900,-122.418728,Sep 18 2013,SF,/sfc/apa/4076213900.html,37.786020, - (SOMA / south beach),1 Application Fee Waived & Reduced Security Deposit - Rent Today!,$3398, / 1br - 644ft² - ,4076161980,-122.389927,Sep 18 2013,SF,/sfc/apa/4076161980.html,37.773920, / 1br - 644ft² - -,Check This Top Floor Dual Master 2 Bedroom Out,$3796, / 2br - ,4076189465,,Sep 18 2013,SF,/sfc/apa/4076189465.html,, / 2br - - (inner richmond),Single Family Home with In-law unit - Garden and Garage,$6950, / 4br - 2050ft² - ,4061041975,-122.469406,Sep 18 2013,SF,/sfc/apa/4061041975.html,37.778093, / 4br - 2050ft² - - (richmond / seacliff),"$16,000 Sea Cliff Home",$16000, / 5br - ,4061650124,-122.489200,Sep 18 2013,SF,/sfc/apa/4061650124.html,37.778600, / 5br - - (russian hill),Russian Hill Flat ,$10000, ,4018848774,,Sep 18 2013,SF,/sfc/apa/4018848774.html,, - (nob hill),Luxury 2br/2ba Condo,$4200, / 2br - 1087ft² - ,4074843223,-122.410560,Sep 18 2013,SF,/sfc/apa/4074843223.html,37.795533, / 2br - 1087ft² - - (richmond / seacliff),VIRTUAL TOUR! 4 bd/ 3 ba - 2820 Balboa St,$5095, / 4br - ,4074781575,-122.488960,Sep 18 2013,SF,/sfc/apa/4074781575.html,37.776097, / 4br - - (SOMA / south beach),"Open Sun (9/22)-The Palms Luxury Condo 2Bed 2Bath+Den, Parking",$4700, / 2br - 1300ft² - ,4074800022,-122.396536,Sep 18 2013,SF,/sfc/apa/4074800022.html,37.778245, / 2br - 1300ft² - - (downtown / civic / van ness),"*See 10-6pm*new kitchen*Quiet*Hardwood*!nr AAU,SFAI,&conservatory,BART",$1925, / 1br - ,4074787649,-122.417529,Sep 18 2013,SF,/sfc/apa/4074787649.html,37.783311, / 1br - - (SOMA / south beach),"Cozy 1 BD/ 1 BA Condo, Hardwood Floors, Parking Included! Patrick Wang-AMSI",$3200, / 1br - ,4065174785,-122.404070,Sep 18 2013,SF,/sfc/apa/4065174785.html,37.777273, / 1br - - (tenderloin),"Single Room SRO, ALL UTILITIES INCLUDED, Hardwood Floors, Single Bed, Microwave,",$750, ,4065833802,,Sep 18 2013,SF,/sfc/apa/4065833802.html,, - (excelsior / outer mission),Gorgeous 4 BD 3 BA Single Family Home. Patrick Wang-AMSI,$4700, / 4br - ,4060802988,-122.438171,Sep 18 2013,SF,/sfc/apa/4060802988.html,37.712288, / 4br - - (twin peaks / diamond hts),Beautiful Twin Peaks Studio with Amazing City Views,$1995, ,4073974688,,Sep 17 2013,SF,/sfc/apa/4073974688.html,, - (SOMA / south beach),Rent NOW! Stainless Steel and In Unit Washer/Dryer! Brand NEW! NEMA,$2506, / 476ft² - ,4073856852,-122.417182,Sep 17 2013,SF,/sfc/apa/4073856852.html,37.776287, / 476ft² - - (alamo square / nopa),"2 bed/1 bath condo with hardwood floors, remodeled kitchen and bath",$3800, / 2br - 866ft² - ,4073986411,-122.436318,Sep 17 2013,SF,/sfc/apa/4073986411.html,37.776138, / 2br - 866ft² - - (pacific heights),"Southern Exposure,Hardwood,Elevator, Nr. Lafayette Park",$2775, / 1br - ,4073986017,,Sep 17 2013,SF,/sfc/apa/4073986017.html,, / 1br - - (SOMA / south beach),"1,600 sq feet luxury furnished condo/loft $5k open house",$5000, / 1br - 1600ft² - ,4073900168,-122.396382,Sep 17 2013,SF,/sfc/apa/4073900168.html,37.780894, / 1br - 1600ft² - - (richmond / seacliff),VIRTUAL TOUR! 4 bd/ 3 bath - 2820 Balboa St,$5095, / 4br - ,4073692303,-122.488960,Sep 17 2013,SF,/sfc/apa/4073692303.html,37.776097, / 4br - - (laurel hts / presidio),Amazing remodeled 1.5 BD,$3495, / 1br - ,4060321757,-122.465774,Sep 17 2013,SF,/sfc/apa/4060321757.html,37.786827, / 1br - - (north beach / telegraph hill),HUGE Unit with Spectacular Views in Prime North Beach!,$7498, / 3br - ,4073780793,-122.412360,Sep 17 2013,SF,/sfc/apa/4073780793.html,37.801216, / 3br - - (pacific heights),Penthouse Unit w/First Class Views & In-Unit Washer/Dryer!,$8745, / 3br - 1800ft² - ,4073908651,-122.429331,Sep 17 2013,SF,/sfc/apa/4073908651.html,37.791644, / 3br - 1800ft² - - (Candlestick),Receive a Visa Gift Card worth 500 when you move within September!,$3695, / 2br - 1706ft² - ,4073936433,,Sep 17 2013,SF,/sfc/apa/4073936433.html,, / 2br - 1706ft² - - (lower pac hts),Furnished Rental 2 BR/2 BA in Post Intl(Japan Town),$4750, / 2br - ,4051172110,-122.424603,Sep 17 2013,SF,/sfc/apa/4051172110.html,37.785724, / 2br - -, 2 new remodeled bedroom for rent ,$3200, / 2br - ,4073846985,-122.415300,Sep 17 2013,SF,/sfc/apa/4073846985.html,37.750900, / 2br - - (russian hill),"Walk to Chestnut, Polk & Union St. Parking. ~ J.Wavro",$3695, / 2br - ,4075919637,-122.424538,Sep 18 2013,SF,/sfc/apa/4075919637.html,37.801304, / 2br - - (ingleside / SFSU / CCSF),Top Floor Studio Available October 12th,$2315, / 595ft² - ,4075889603,,Sep 18 2013,SF,/sfc/apa/4075889603.html,, / 595ft² - - (lower nob hill),SUNNIEST quiet studio in trendy neighborhood!HURRY,$1975, ,4075734457,,Sep 18 2013,SF,/sfc/apa/4075734457.html,, - (downtown / civic / van ness),Remodeled Loft Studio w/ Eat In Kitchen! #202,$1745, ,4075881460,-122.415999,Sep 18 2013,SF,/sfc/apa/4075881460.html,37.784087, - (alamo square / nopa),I WANT THIS APARTMENT!!Sunny studio with HUGE walk-in!steps from Park,$2175, ,4075701849,-122.437072,Sep 18 2013,SF,/sfc/apa/4075701849.html,37.779867, - (nob hill),"Tequila tastings, pumpkin carving? That's life. @Ava",$3675, / 2br - 929ft² - ,4075907370,-122.416257,Sep 18 2013,SF,/sfc/apa/4075907370.html,37.788251, / 2br - 929ft² - - (lower nob hill),Not your average studio home!! ,$2250, / 409ft² - ,4075849977,,Sep 18 2013,SF,/sfc/apa/4075849977.html,, / 409ft² - - (russian hill),High Rise Condo 2 Bedroom with Amazing Views l ,$5995, / 2br - 1200ft² - ,4075906050,-122.415572,Sep 18 2013,SF,/sfc/apa/4075906050.html,37.798680, / 2br - 1200ft² - - (north beach / telegraph hill),North Beach Beautiful Sunny Remodeled Open House 9/18 Wed 5:00-6:00 ,$2850, / 1br - ,4070952103,-122.414681,Sep 18 2013,SF,/sfc/apa/4070952103.html,37.802621, / 1br - - (nob hill),SHOWING TODAY - WEDNESDAY - 6-6:30 - Top floor-Roof deck-Laundry...YES,$3995, / 2br - ,4075808172,-122.419195,Sep 18 2013,SF,/sfc/apa/4075808172.html,37.794983, / 2br - - (inner richmond),Close to USF and Golden Gate Park!,$3398, / 2br - ,4066215473,-122.462754,Sep 18 2013,SF,/sfc/apa/4066215473.html,37.774243, / 2br - - (SOMA / south beach),Furnished pristine 2/2 condo w/ parking! Pet nego. ~ J.Wavro,$5500, / 2br - ,4075479648,-122.388779,Sep 18 2013,SF,/sfc/apa/4075479648.html,37.786899, / 2br - - (SOMA / south beach),"AzariPM; Stunning Penthouse w/Panoramic Views BRAND NEW CARPETS IN BEDROOMS, (SO",$5450, / 2br - 1500ft² - ,4065135014,,Sep 18 2013,SF,/sfc/apa/4065135014.html,, / 2br - 1500ft² - - (marina / cow hollow),Beautiful 1 Bedroom ~ J.Wavro,$3995, / 1br - ,4075472970,-122.437138,Sep 18 2013,SF,/sfc/apa/4075472970.html,37.796879, / 1br - - (financial district),St. Regis Residences - 2 bed 2.5 bath Condominium ~ J.Wavro,$8750, / 2br - ,4075467627,-122.401490,Sep 18 2013,SF,/sfc/apa/4075467627.html,37.785829, / 2br - - (SOMA / south beach),Radiance View Penthouse with 1250sf private deck ~ J.Wavro,$9500, / 2br - ,4075461332,-122.419420,Sep 18 2013,SF,/sfc/apa/4075461332.html,37.774930, / 2br - - (marina / cow hollow),Top floor Prime Marina flat with 2 car parking! ~ J.Wavro,$6500, / 2br - ,4075453220,-122.443035,Sep 18 2013,SF,/sfc/apa/4075453220.html,37.800908, / 2br - - (inner sunset / UCSF),"New In-law Apt. Good Location, N line downtown",$1500, / 1br - ,4075422940,,Sep 18 2013,SF,/sfc/apa/4075422940.html,, / 1br - - (castro / upper market),"OPEN 9/18, Bright, Yard, Deck, Close to Castro Restaurants & Shops",$3650, / 2br - ,4066403784,,Sep 18 2013,SF,/sfc/apa/4066403784.html,, / 2br - - (mission district),"Studio, Hardwood Flrs, Lrg Walkin Closet, Side Street",$2300, ,4065888046,-122.422743,Sep 18 2013,SF,/sfc/apa/4065888046.html,37.763707, - (castro / upper market),"OPEN 9/18, Heart of the Castro, Deck, Yard, Bright Kitchen",$3650, / 2br - ,4066399821,,Sep 18 2013,SF,/sfc/apa/4066399821.html,, / 2br - - (SOMA / south beach),16th Floor Corner 1bedroom w/ $0 deposit!*,$3495, / 1br - 826ft² - ,4075430384,,Sep 18 2013,SF,/sfc/apa/4075430384.html,, / 1br - 826ft² - - (pacific heights),"Remodeled corner unit in classic Art Deco with doorman, 1-bed 1-bath",$4700, / 1br - ,4052467821,-122.432048,Sep 17 2013,SF,/sfc/apa/4052467821.html,37.794661, / 1br - - (pacific heights),Elegant Condo for Lease in Charming Building,$8000, / 3br - 1800ft² - ,4060972078,-122.426335,Sep 17 2013,SF,/sfc/apa/4060972078.html,37.793517, / 3br - 1800ft² - - (pacific heights),"Large studio in a modern building, wood floors, parking available",$2400, / 550ft² - ,4038003428,-122.433786,Sep 17 2013,SF,/sfc/apa/4038003428.html,37.793508, / 550ft² - - (marina / cow hollow),"Renovated 2-level flat, 3-bed 3-bath and 2-car garage, pets negotiable",$9950, / 3br - 2800ft² - ,4024785317,-122.436147,Sep 17 2013,SF,/sfc/apa/4024785317.html,37.804698, / 3br - 2800ft² - - (lower pac hts),10th Flr Bright Corner Unit 2/2 1198 sq ft priv. balcony Views Pets ,$4125, / 2br - 1198ft² - ,4073578370,-122.424858,Sep 17 2013,SF,/sfc/apa/4073578370.html,37.786196, / 2br - 1198ft² - - (western addition),Spacious Studio with Sleeping Alcove. Available Now!,$2610, / 569ft² - ,4073634466,-122.432681,Sep 17 2013,SF,/sfc/apa/4073634466.html,37.783170, / 569ft² - - (russian hill),Live high in the skies,$6500, / 1br - ,4065761399,-122.415572,Sep 17 2013,SF,/sfc/apa/4065761399.html,37.798680, / 1br - - (SOMA / south beach),Same Day Move in Special! Junior 1 Bedrooms and 1 Bedrooms Available,$2150, ,4073625207,-122.413034,Sep 17 2013,SF,/sfc/apa/4073625207.html,37.777555, - (nob hill),Let's get physical Fitness Center ,$3685, / 2br - 929ft² - ,4073583794,-122.416257,Sep 17 2013,SF,/sfc/apa/4073583794.html,37.788251, / 2br - 929ft² - - (ingleside / SFSU / CCSF),Great Pano Views -- - 4bd/2bth with bonus rooms,$3850, / 4br - 1250ft² - ,4073596744,-122.453700,Sep 17 2013,SF,/sfc/apa/4073596744.html,37.716109, / 4br - 1250ft² - - (inner richmond),2ba: Great Top Floor North Of Lake Street 2/2 Condo Flat. *Ready* ,$4100, / 2br - 1500ft² - ,4073551596,-122.474383,Sep 17 2013,SF,/sfc/apa/4073551596.html,37.786238, / 2br - 1500ft² - - (castro / upper market),Fantastic Eureka Valley Home on Fabulous Street,$5400, / 2br - ,4057063914,-122.442307,Sep 17 2013,SF,/sfc/apa/4057063914.html,37.759614, / 2br - - (lower nob hill),amazing views from this never-been-lived-in 1bedroom!,$3350, / 1br - 698ft² - ,4073374099,,Sep 17 2013,SF,/sfc/apa/4073374099.html,, / 1br - 698ft² - - (mission district),Beautiful Sunny Victorian w/ High Ceilings H/W Original Detail,$2250, / 1br - 650ft² - ,4073449424,-122.419435,Sep 17 2013,SF,/sfc/apa/4073449424.html,37.748962, / 1br - 650ft² - - (USF / panhandle),"Bright, Top Floor, 2Br/1Ba, 1 Block to USF",$3250, / 2br - 800ft² - ,4073424184,-122.449517,Sep 17 2013,SF,/sfc/apa/4073424184.html,37.774460, / 2br - 800ft² - - (pacific heights),"Nice 2 Bedroom, 2 Bath Apartment in Pacific Heights",$3495, / 2br - ,4073446648,-122.424518,Sep 17 2013,SF,/sfc/apa/4073446648.html,37.792841, / 2br - - (downtown / civic / van ness),AMAZING views! FANTASTIC finishes! The BEST studio in SF! COME SEE!,$2666, / 476ft² - ,4073384725,,Sep 17 2013,SF,/sfc/apa/4073384725.html,, / 476ft² - - (marina / cow hollow),"MARINA 3 BED/ 3 BATH HOME! YARD! GARAGE! SHORT TERM! DAWN CUSULOS, AMSI",$11500, / 3br - ,4068016015,,Sep 17 2013,SF,/sfc/apa/4068016015.html,, / 3br - - (downtown / civic / van ness),CITY LIVING FURNISHED 1 BED 1 BATH! PARKING! ROOF DECK! HARDWOOD!,$3000, / 1br - ,4068034684,,Sep 17 2013,SF,/sfc/apa/4068034684.html,, / 1br - - (russian hill)," RUSSIAN HILL LUXURY CONDO! 3 BED 3 BATH! PKG! DAWN CUSULOS, AMSI",$7950, / 3br - ,4067996900,,Sep 17 2013,SF,/sfc/apa/4067996900.html,, / 3br - - (richmond / seacliff),4BD 2BA For RENT in Richmond district!! Open House Wed. 9/18 at 7pm!!!,$3590, / 4br - ,4073420977,-122.489200,Sep 17 2013,SF,/sfc/apa/4073420977.html,37.778600, / 4br - - (castro / upper market),Remodeled Sunny flat with parking,$3700, / 2br - ,4073387840,-122.435957,Sep 17 2013,SF,/sfc/apa/4073387840.html,37.759223, / 2br - - (sunnyvale),Special Event This Saturday 9/21! Schedule Your Tour Today!,$2650, / 1br - 736ft² - ,4075782422,-122.034683,Sep 18 2013,South Bay,/sby/apa/4075782422.html,37.368445, / 1br - 736ft² - - (san jose downtown),✷All your magical dreams will become true☽,$1872, / 1br - 731ft² - ,4075719855,,Sep 18 2013,South Bay,/sby/apa/4075719855.html,, / 1br - 731ft² - - (sunnyvale),Come Live In The Sunshine!,$2246, / 2br - 910ft² - ,4075779347,,Sep 18 2013,South Bay,/sby/apa/4075779347.html,, / 2br - 910ft² - - (sunnyvale),Rare 2 Bedroom 2 Bath Loft!,$2754, / 2br - 1100ft² - ,4075757699,-122.014171,Sep 18 2013,South Bay,/sby/apa/4075757699.html,37.370241, / 2br - 1100ft² - - (sunnyvale),2 Bedroom 1 Bath ,$2602, / 2br - 925ft² - ,4075775728,-122.014171,Sep 18 2013,South Bay,/sby/apa/4075775728.html,37.370241, / 2br - 925ft² - - (Milpitas),Beautiful 3bed/2bath condo in perfect location,$2390, / 3br - 1359ft² - ,4075708072,,Sep 18 2013,South Bay,/sby/apa/4075708072.html,, / 3br - 1359ft² - - (santa clara),HIGH QUALITY 1BRS at TIMBERLEAF feat WDs!,$2112, / 1br - 700ft² - ,4075771647,-121.940530,Sep 18 2013,South Bay,/sby/apa/4075771647.html,37.337745, / 1br - 700ft² - - (san jose south),*1st floor corner apartment with in unit washer/dryer*Only one left*,$2020, / 2br - 890ft² - ,4075750583,-121.928430,Sep 18 2013,South Bay,/sby/apa/4075750583.html,37.300760, / 2br - 890ft² - - (san jose west),Come see La Terraza's spacious 1-bedroom units today!,$1930, / 1br - 825ft² - ,4075773410,-121.973133,Sep 18 2013,South Bay,/sby/apa/4075773410.html,37.318895, / 1br - 825ft² - - (cupertino),To-11102Ba-GreatWestCuptLocale/7Pools/Streams/FP/WD/Granite/Spa/GEApps,$3195, / 2br - 1065ft² - ,4075601730,,Sep 18 2013,South Bay,/sby/apa/4075601730.html,, / 2br - 1065ft² - - (san jose south),Ready for m/in! Newly upgraded w/ full size W&D,$2364, / 2br - 1064ft² - ,4075731965,-121.856789,Sep 18 2013,South Bay,/sby/apa/4075731965.html,37.247659, / 2br - 1064ft² - - (cupertino),"Pets Welcome! Spacious Two Bedroom! Washer & Dryer, and Much More!",$3006, / 2br - 1197ft² - ,4075911359,-122.015705,Sep 18 2013,South Bay,/sby/apa/4075911359.html,37.334132, / 2br - 1197ft² - - (willow glen / cambrian),Blending relaxation and sophistication to create the ideal place. ,$4168, / 3br - 1610ft² - ,4075857315,-121.910966,Sep 18 2013,South Bay,/sby/apa/4075857315.html,37.316841, / 3br - 1610ft² - - (los gatos),LOS GATOS - Downtown Almond Grove,$3200, / 2br - 1300ft² - ,4062769592,-121.984935,Sep 18 2013,South Bay,/sby/apa/4062769592.html,37.228124, / 2br - 1300ft² - - (mountain view),Spacious 2x2 all new renovations available soon! Only 4 available!,$2984, / 2br - 965ft² - ,4075907973,-122.085794,Sep 18 2013,South Bay,/sby/apa/4075907973.html,37.389801, / 2br - 965ft² - - (cupertino),"Spacious floorplans with lots of light, choose Brookdale as your home",$3795, / 3br - ,4075859504,,Sep 18 2013,South Bay,/sby/apa/4075859504.html,, / 3br - - (sunnyvale),Luxury Townhome *Great Move In Special* Call us today !!!,$2930, / 2br - 1336ft² - ,4075750817,,Sep 18 2013,South Bay,/sby/apa/4075750817.html,, / 2br - 1336ft² - - (campbell),1 Bedroom 1 Bath in 4-Plex,$1050, / 1br - ,4075902825,,Sep 18 2013,South Bay,/sby/apa/4075902825.html,, / 1br - - (santa clara),Near by Santana Row/Washer & Dryer in/Carport/AC/Great Location,$1675, / 1br - 700ft² - ,4075901496,,Sep 18 2013,South Bay,/sby/apa/4075901496.html,, / 1br - 700ft² - - (gilroy),"Lease Now, Bright and Clean Apartment, Resort Caliber Amenities",$1475, / 1br - 626ft² - ,4075899895,-121.591553,Sep 18 2013,South Bay,/sby/apa/4075899895.html,37.015548, / 1br - 626ft² - - (campbell),Beautiful 2BR/1BA ,$1895, / 2br - ,4075899712,-121.952354,Sep 18 2013,South Bay,/sby/apa/4075899712.html,37.277417, / 2br - - (san jose south),Blossom Valley/Vista Park Home 6-8 month lease 95136,$3150, / 4br - 2259ft² - ,4075898679,-121.894960,Sep 18 2013,South Bay,/sby/apa/4075898679.html,37.339390, / 4br - 2259ft² - - (san jose south),Warm Elegance in a Sophisticated Gate Community!,$2408, / 2br - 1050ft² - ,4036345825,-121.894960,Sep 18 2013,South Bay,/sby/apa/4036345825.html,37.339390, / 2br - 1050ft² - - (san jose south),Generous Designer Floor Plans & Resort Lifestyle You Deserve,$1988, / 1br - 778ft² - ,4060725812,-121.894960,Sep 18 2013,South Bay,/sby/apa/4060725812.html,37.339390, / 1br - 778ft² - - (sunnyvale),Villa Granada Has Everything You Are Looking For!,$2186, / 1br - 743ft² - ,4076276082,-121.994870,Sep 18 2013,South Bay,/sby/apa/4076276082.html,37.349179, / 1br - 743ft² - - (gilroy),"Live comfortably with programmable thermostats, central heat and A/C",$1695, / 2br - ,4076275315,,Sep 18 2013,South Bay,/sby/apa/4076275315.html,, / 2br - - (campbell),Newly Renovated One Bedroom in a Great Location w/ $300 Off Move In!!,$1760, / 1br - ,4076305669,,Sep 18 2013,South Bay,/sby/apa/4076305669.html,, / 1br - - (san jose downtown),"If time is of the essence, call Waterford Place",$1892, / 1br - 731ft² - ,4076302166,,Sep 18 2013,South Bay,/sby/apa/4076302166.html,, / 1br - 731ft² - - (santa clara),This one could be all YOURS! Call TODAY!,$2188, / 1br - 800ft² - ,4076322293,,Sep 18 2013,South Bay,/sby/apa/4076322293.html,, / 1br - 800ft² - - (cupertino),"TOWNHOME, Beautiful view, Top Schools Here. ",$2795, / 2br - 1140ft² - ,4076319434,,Sep 18 2013,South Bay,/sby/apa/4076319434.html,, / 2br - 1140ft² - - (san jose west),three bedroom for rent,$3200, / 3br - 1200ft² - ,4068376881,-122.000200,Sep 18 2013,South Bay,/sby/apa/4068376881.html,37.306600, / 3br - 1200ft² - - (cupertino),Townhouse cupertino border 2 stories remodeled large patio,$2495, / 2br - 1300ft² - ,4076283471,-122.041571,Sep 18 2013,South Bay,/sby/apa/4076283471.html,37.342741, / 2br - 1300ft² - - (cupertino),SPACIOUS 2BED/2BATH AVAILABLE BY 10/1/13 EXCELLENT LOCATION,$2845, / 2br - 966ft² - ,4076316798,-122.006070,Sep 18 2013,South Bay,/sby/apa/4076316798.html,37.332142, / 2br - 966ft² - - (san jose north),"Beautiful Home, Great Space! Immediate move in.",$2290, / 2br - 1042ft² - ,4076134780,,Sep 18 2013,South Bay,/sby/apa/4076134780.html,, / 2br - 1042ft² - - (sunnyvale),Comfortable. Spacious. Beautiful. Relaxing. Come home to Parkwood,$2245, / 2br - ,4076132511,,Sep 18 2013,South Bay,/sby/apa/4076132511.html,, / 2br - - (san jose downtown),3rd Floor Apt w/ Balcony & Private Garage Parking Move In Ready 10/12,$1750, / 1br - 589ft² - ,4076131245,-121.898546,Sep 18 2013,South Bay,/sby/apa/4076131245.html,37.326489, / 1br - 589ft² - - (cupertino),"Yoga/ Pilates room with reformers on site, Volleyball and Tennis",$2145, / 1br - ,4076127666,,Sep 18 2013,South Bay,/sby/apa/4076127666.html,, / 1br - - (san jose west),Beautiful Single-Family Home with Designer's Kitchen near Campbell,$3495, / 3br - 1178ft² - ,4067769161,-121.937463,Sep 18 2013,South Bay,/sby/apa/4067769161.html,37.301984, / 3br - 1178ft² - - (san jose south),Blossom Valley Gem 2/2 HOUSE AC 2 Car Garage Great School NICE!!,$2250, / 2br - 1177ft² - ,4066858151,,Sep 18 2013,South Bay,/sby/apa/4066858151.html,, / 2br - 1177ft² - - (sunnyvale),"Award-Winning Community, Lighted Tennis Courts, Resort Clubhouse, Gym ",$2386, / 2br - ,4076094303,-122.024288,Sep 18 2013,South Bay,/sby/apa/4076094303.html,37.366644, / 2br - - (san jose north),Gorgeous ♦ Your New Home! ♦ Wow! SHORT TERM LEASES ,$2140, / 2br - ,4076119326,,Sep 18 2013,South Bay,/sby/apa/4076119326.html,, / 2br - - (san jose north),Move InSpecials,$2415, / 2br - 1042ft² - ,4076115985,,Sep 18 2013,South Bay,/sby/apa/4076115985.html,, / 2br - 1042ft² - - (sunnyvale),"Upstairs end unit, completely remodeled with gorgeous granite kitchen",$2050, / 2br - ,4031573141,,Sep 18 2013,South Bay,/sby/apa/4031573141.html,, / 2br - - (santa clara),Spacious Townhouse with 2 Full Bedroom Suites,$2700, / 2br - ,4046509858,,Sep 18 2013,South Bay,/sby/apa/4046509858.html,, / 2br - - (santa clara),Modern Silicon Valley 2 BRs Hidden Behind Valley Fair & Santana Row,$2500, / 2br - 1000ft² - ,4076520300,-121.940530,Sep 18 2013,South Bay,/sby/apa/4076520300.html,37.337745, / 2br - 1000ft² - - (sunnyvale),Come Home to Serene Getaway...Must See!,$2104, / 1br - 790ft² - ,4076488581,,Sep 18 2013,South Bay,/sby/apa/4076488581.html,, / 1br - 790ft² - - (sunnyvale),Resort Community Ideally located in the Heart of Silicon Valley,$2326, / 2br - ,4076491153,-122.023800,Sep 18 2013,South Bay,/sby/apa/4076491153.html,37.376400, / 2br - - (san jose south),First Floor facing Almaden Lake! Move in Oct 20,$2663, / 2br - 1016ft² - ,4076518671,-121.871879,Sep 18 2013,South Bay,/sby/apa/4076518671.html,37.243916, / 2br - 1016ft² - - (sunnyvale),Best Location located in the heart of Sunnyvale!,$2118, / 2br - 900ft² - ,4076517144,,Sep 18 2013,South Bay,/sby/apa/4076517144.html,, / 2br - 900ft² - - (cupertino),"Cupertino, Freeway Access, Large Walk-in Closet, 829sf",$2400, / 1br - 829ft² - ,4076435732,-122.032205,Sep 18 2013,South Bay,/sby/apa/4076435732.html,37.336870, / 1br - 829ft² - - (cupertino),Corner 1 BR/BA available now in Cupertino!,$1997, / 1br - ,4076508595,-122.066872,Sep 18 2013,South Bay,/sby/apa/4076508595.html,37.338041, / 1br - - (san jose north),Top Floor Move In By September 27th Get $1000 Off!!,$2137, / 2br - 1104ft² - ,4076508330,-121.889132,Sep 18 2013,South Bay,/sby/apa/4076508330.html,37.386524, / 2br - 1104ft² - - (santa clara),"Classic, Convienent, & Cozy with a courtyard view! Call us HOME!",$2754, / 2br - 950ft² - ,4076504980,-121.946862,Sep 18 2013,South Bay,/sby/apa/4076504980.html,37.350081, / 2br - 950ft² - - (san jose north),Spacious First Floor One Bedroom. Large Dogs Accepted!,$2135, / 1br - 800ft² - ,4076504396,,Sep 18 2013,South Bay,/sby/apa/4076504396.html,, / 1br - 800ft² - - (gilroy),"Great Location, Gated, Fitness, 2 pools, Pet Friendly, Private Patio..",$1625, / 2br - 846ft² - ,4076494067,-121.582204,Sep 18 2013,South Bay,/sby/apa/4076494067.html,37.013359, / 2br - 846ft² - - (willow glen / cambrian),Lovely Cottage w/ Private Yard - Close to Willow Glen and Campbell,$1550, / 1br - ,4076807543,-121.932845,Sep 18 2013,South Bay,/sby/apa/4076807543.html,37.308233, / 1br - - (san jose west),Gorgeous Townhouse - perfect location!,$2795, / 2br - 1500ft² - ,4060581454,-121.915300,Sep 18 2013,South Bay,/sby/apa/4060581454.html,37.324900, / 2br - 1500ft² - - (gilroy),Beautiful and Comfortable 1bedroom to Rent,$900, / 1br - ,4076705378,,Sep 18 2013,South Bay,/sby/apa/4076705378.html,, / 1br - - (milpitas),*** Remodeled 3 bed + Den / 2 bath SFH near School and Park ***,$2300, / 3br - 1550ft² - ,4076800897,-121.905388,Sep 18 2013,South Bay,/sby/apa/4076800897.html,37.415618, / 3br - 1550ft² - - (san jose north),"*** Luxury 8 yrs New, Bright, Airy Suite ***",$1999, / 2br - 1133ft² - ,4068946984,-121.914467,Sep 18 2013,South Bay,/sby/apa/4068946984.html,37.362440, / 2br - 1133ft² - - (san jose downtown),Newer beautiful end unit townhouse 1582 sqft,$2650, / 3br - 1582ft² - ,4076796856,,Sep 18 2013,South Bay,/sby/apa/4076796856.html,, / 3br - 1582ft² - - (San Jose),Newer Spacious end unit townhouse in beautiful ,$2650, / 3br - 1582ft² - ,4076795559,,Sep 18 2013,South Bay,/sby/apa/4076795559.html,, / 3br - 1582ft² - - (St. Helena),LUXURY WINE COUNTRY LIVING w/VINEYARD IN BACKYARD ,$4000, / 3br - 1600ft² - ,4076782110,,Sep 18 2013,South Bay,/sby/apa/4076782110.html,, / 3br - 1600ft² - - (san jose south),OPEN HOUSE: SUNDAY 2-4PM-Townhouse for Rent ,$1899, / 3br - 1162ft² - ,4067331695,-121.854547,Sep 18 2013,South Bay,/sby/apa/4067331695.html,37.329152, / 3br - 1162ft² - - (san jose north),**BEAUTIFUL 1BD/1BA in Spacious 2BD/2BA Apartment Available Today!!!**,$1200, / 1br - 1119ft² - ,4076697486,,Sep 18 2013,South Bay,/sby/apa/4076697486.html,, / 1br - 1119ft² - - (san jose south),Take Over Lease!,$1799, / 1br - ,4076773572,-122.025770,Sep 18 2013,South Bay,/sby/apa/4076773572.html,37.273143, / 1br - - (san jose west),Studio Waitlist Open ,$1083, / 382ft² - ,4075620166,,Sep 18 2013,South Bay,/sby/apa/4075620166.html,, / 382ft² - - (sunnyvale),TOWNHOUSE TWO BED WITH YARD CUPERTINO SCHOOLS POOL SPA FITNESS,$2695, / 2br - 1100ft² - ,4048221858,-122.034675,Sep 18 2013,South Bay,/sby/apa/4048221858.html,37.342020, / 2br - 1100ft² - - (sunnyvale),Move in Today!!!,$2105, / 1br - 693ft² - ,4075648169,-122.040687,Sep 18 2013,South Bay,/sby/apa/4075648169.html,37.383033, / 1br - 693ft² - - (san jose north),Call the Enclave HOME!!,$1775, / 1br - 514ft² - ,4075458071,,Sep 18 2013,South Bay,/sby/apa/4075458071.html,, / 1br - 514ft² - - (san jose downtown),One Bedroom Upstairs Apartment,$1250, / 1br - ,4065801902,-121.889284,Sep 18 2013,South Bay,/sby/apa/4065801902.html,37.344084, / 1br - - (san jose north),Your pet will jump for joy when he here!!,$2254, / 2br - 1095ft² - ,4075614902,,Sep 18 2013,South Bay,/sby/apa/4075614902.html,, / 2br - 1095ft² - - (sunnyvale),"Two bedroom, small pet OK, garage, laundry inside",$2390, / 2br - 1000ft² - ,4051045241,,Sep 18 2013,South Bay,/sby/apa/4051045241.html,, / 2br - 1000ft² - - (san jose downtown),Downstairs one bedroom one bath apartment,$1250, / 1br - ,4065816974,-121.890548,Sep 18 2013,South Bay,/sby/apa/4065816974.html,37.343798, / 1br - - (san jose downtown),One Bedroom Downstairs Apartment,$1250, / 1br - ,4065834838,-121.887000,Sep 18 2013,South Bay,/sby/apa/4065834838.html,37.347600, / 1br - - (san jose west),Rare Willow Glen Townhouse 2 bed 1 bath w/ 2 car garage ,$1825, / 2br - ,4075608452,-121.912288,Sep 18 2013,South Bay,/sby/apa/4075608452.html,37.296442, / 2br - - (san jose north),Upstairs one bedroom apartment,$1250, / 1br - ,4065841040,-121.915467,Sep 18 2013,South Bay,/sby/apa/4065841040.html,37.320768, / 1br - - (santa clara),2x2 LUXURY APARTMENTS *Adora*AVAILABLE NOW! CALL US :),$2365, / 2br - 942ft² - ,4060913739,-121.993170,Sep 18 2013,South Bay,/sby/apa/4060913739.html,37.351084, / 2br - 942ft² - - (inner richmond),"$1,650 Bright & Spacious One-Bedroom",$1650, / 1br - ,4076558092,-122.489200,Sep 18 2013,SF,/sfc/apa/4076558092.html,37.778600, / 1br - - (SOMA / south beach),New Montgomery 9 yr new,$3000, / 1br - 700ft² - ,4076556057,-122.398977,Sep 18 2013,SF,/sfc/apa/4076556057.html,37.786209, / 1br - 700ft² - - (nob hill),Stop By and Check Us Out! You Will Love What You See!,$2860, / 1br - 563ft² - ,4076517689,-122.416257,Sep 18 2013,SF,/sfc/apa/4076517689.html,37.788251, / 1br - 563ft² - - (SOMA / south beach),2BED/2BATH with BAY VIEWS,$5200, / 2br - 1120ft² - ,4029462444,,Sep 18 2013,SF,/sfc/apa/4029462444.html,, / 2br - 1120ft² - - (sunset / parkside),Over 2300sqft!! Elegant and spacious 2 story house in Merced Manor,$4750, / 5br - 2308ft² - ,4036407142,,Sep 18 2013,SF,/sfc/apa/4036407142.html,, / 5br - 2308ft² - - (SOMA / south beach),$500 deposit special! Unfurnished Junior 1 & 1x1 Bath- Gym/Laundry,$2150, ,4075582256,,Sep 18 2013,SF,/sfc/apa/4075582256.html,, - (north beach / telegraph hill),Commanding Water & City Views GG Bridge Best Apt in Building Avail Oct,$3595, / 1br - 1050ft² - ,4075581862,-122.412047,Sep 18 2013,SF,/sfc/apa/4075581862.html,37.806301, / 1br - 1050ft² - - (inner sunset / UCSF),Fully Remodeled Brand New 2BR/1BA in Sunset Open Today 6:15pm,$2695, / 2br - ,4075553202,,Sep 18 2013,SF,/sfc/apa/4075553202.html,, / 2br - - (richmond / seacliff),NEW 3 Bed 2 Bath Home W/ Parking Spaces,$3500, / 3br - ,4075669978,,Sep 18 2013,SF,/sfc/apa/4075669978.html,, / 3br - - (nob hill),VIEWS VIEWS VIEWS,$2750, / 1br - ,4014434259,-122.413015,Sep 18 2013,SF,/sfc/apa/4014434259.html,37.794339, / 1br - - (lower nob hill),Large corner unit studio available now,$1950, ,4029935404,-122.411657,Sep 18 2013,SF,/sfc/apa/4029935404.html,37.787648, - (SOMA / south beach),Open House Today! Furnished Junior 1 BR- Ready for Move-In Today,$2709, ,4075559330,,Sep 18 2013,SF,/sfc/apa/4075559330.html,, - (downtown / civic / van ness),"Mid-Market, Large 1st floor studio near Hastings, Art Academy (map)",$1300, / 336ft² - ,4075650260,-122.412987,Sep 18 2013,SF,/sfc/apa/4075650260.html,37.782930, / 336ft² - - (inner sunset / UCSF),Settle Into A Place That You Can Home,$2870, / 1br - 644ft² - ,4074323407,-122.470727,Sep 17 2013,SF,/sfc/apa/4074323407.html,37.765739, / 1br - 644ft² - - (inner sunset / UCSF),Luxurious 1 BR 1 BA Apartment with Fully Equipped Gourmet Kitchen,$2795, / 1br - 650ft² - ,4074339617,-122.462864,Sep 17 2013,SF,/sfc/apa/4074339617.html,37.759540, / 1br - 650ft² - - (marina / cow hollow),"2 BD/ 2 BA Luxury Condo, Hardwood throughout, 1 Car Parking, Large Private Patio",$5900, / 2br - 2000ft² - ,4074311498,,Sep 17 2013,SF,/sfc/apa/4074311498.html,, / 2br - 2000ft² - - (ingleside / SFSU / CCSF),Exceptional Place to Call Home,$3078, / 2br - 1100ft² - ,4074300321,-122.475223,Sep 17 2013,SF,/sfc/apa/4074300321.html,37.720865, / 2br - 1100ft² - - (sunset / parkside),Spacious studio and 1 bath,$1000, / 500ft² - ,4074329960,-122.419420,Sep 17 2013,SF,/sfc/apa/4074329960.html,37.774930, / 500ft² - - (nob hill),CAN MAKE INTO A 2BR!!!Charming Edwardian in AMAZING sought out locat,$2645, / 1br - ,4074234431,,Sep 17 2013,SF,/sfc/apa/4074234431.html,, / 1br - - (hayes valley),Work. Live. Play. Brand NEW 2x2! Now Pre-Leasing for Fall Move Ins!,$4200, / 2br - 1038ft² - ,4074238085,-122.424061,Sep 17 2013,SF,/sfc/apa/4074238085.html,37.771429, / 2br - 1038ft² - - (SOMA / south beach),"17th Fl 1 bdrm! Tons of closets, and large kitchen! 10/13",$3434, / 1br - 825ft² - ,4074308637,-122.391336,Sep 17 2013,SF,/sfc/apa/4074308637.html,37.787580, / 1br - 825ft² - - (castro / upper market),Remodeled Gem Above the Castro****Price Reduction**Open Thursday**,$3000, / 1br - ,4060762467,,Sep 17 2013,SF,/sfc/apa/4060762467.html,, / 1br - - (nob hill),Large junior 1-bedroom/studio Available now ,$2400, / 700ft² - ,4074296427,,Sep 17 2013,SF,/sfc/apa/4074296427.html,, / 700ft² - - (nob hill),I WANT THIS APT!!AMAZING neighborhood!Yard w BBQ,$2195, ,4074139842,-122.408902,Sep 17 2013,SF,/sfc/apa/4074139842.html,37.790726, - (potrero hill),Come Live in the Dogpatch...the Sunnyside of SF! It's beautiful!,$4350, / 2br - ,4076210195,-122.388640,Sep 18 2013,SF,/sfc/apa/4076210195.html,37.761324, / 2br - - (inner richmond),"Amazing New Condo, Contemporary & Liveable, Great Views ",$8500, / 3br - 1500ft² - ,4076159611,,Sep 18 2013,SF,/sfc/apa/4076159611.html,, / 3br - 1500ft² - - (lower nob hill),"Newly Renovated, Large, Bright Studio!",$2230, / 460ft² - ,4076145020,,Sep 18 2013,SF,/sfc/apa/4076145020.html,, / 460ft² - - (north beach / telegraph hill),Nice Remodeled 2bd/1+1/2 bth and Parking,$4500, / 2br - 1200ft² - ,4056955404,,Sep 18 2013,SF,/sfc/apa/4056955404.html,, / 2br - 1200ft² - - (pacific heights),Beautiful 3bd/2+bth with Parking,$8200, / 3br - ,4065387959,,Sep 18 2013,SF,/sfc/apa/4065387959.html,, / 3br - - (marina / cow hollow),Beautifully kept & updated Cow Hollow unit!,$2800, / 1br - ,4065090364,,Sep 18 2013,SF,/sfc/apa/4065090364.html,, / 1br - - (pacific heights),Spacious 2bd/2bth Unit w/Renovated Kitchen,$4500, / 2br - ,4051123347,,Sep 18 2013,SF,/sfc/apa/4051123347.html,, / 2br - - (richmond / seacliff),Remodeled 5 Bedroom Home ,$14500, / 5br - ,4060733592,-122.490561,Sep 18 2013,SF,/sfc/apa/4060733592.html,37.786283, / 5br - - (pacific heights),Gorgeous Fully Remodeled Top Floor Flat with Deck,$5600, / 2br - ,4062994208,,Sep 18 2013,SF,/sfc/apa/4062994208.html,, / 2br - - (russian hill),"Updated 2bd/2bth Unit with Fully Equipped Kitchen, Views & Parking!",$5900, / 2br - ,4071435115,-122.421258,Sep 18 2013,SF,/sfc/apa/4071435115.html,37.801758, / 2br - - (sunset / parkside),studio apartment,$1100, / 500ft² - ,4076138356,,Sep 18 2013,SF,/sfc/apa/4076138356.html,, / 500ft² - - (marina / cow hollow),"Modern 4 bedroom, 3 bath Marina residence",$10800, / 4br - 3000ft² - ,4057754290,-122.441534,Sep 18 2013,SF,/sfc/apa/4057754290.html,37.801931, / 4br - 3000ft² - - (marina / cow hollow),"Dramatic, 4 bdm/3ba contemporary Marina 2-story residence",$10800, / 4br - 3000ft² - ,4057753667,-122.441534,Sep 18 2013,SF,/sfc/apa/4057753667.html,37.801931, / 4br - 3000ft² - - (SOMA / south beach),"Downtown Apartment, Great Location",$1900, / 1br - ,4074770463,-122.403767,Sep 18 2013,SF,/sfc/apa/4074770463.html,37.779965, / 1br - - (SOMA / south beach),Gorgeous Luxury Penthouse at The Metropolitan with VIEWS and Parking**,$4700, / 2br - 958ft² - ,4074750229,-122.393921,Sep 17 2013,SF,/sfc/apa/4074750229.html,37.786852, / 2br - 958ft² - - (lower pac hts),"Huge 2bd/2ba with views, balconies, w/d hookup, free internet, & more",$4750, / 2br - 1200ft² - ,4074767791,-122.443701,Sep 17 2013,SF,/sfc/apa/4074767791.html,37.782771, / 2br - 1200ft² - - (downtown / civic / van ness),Crown Towers -666 Post!,$2895, / 1br - ,4074757218,-122.410057,Sep 17 2013,SF,/sfc/apa/4074757218.html,37.788082, / 1br - - (alamo square / nopa),"Beautiful 3 Bedroom, 2 Bath Family Friendly Unit in Restored Victorian",$6000, / 3br - 1600ft² - ,4074744560,,Sep 17 2013,SF,/sfc/apa/4074744560.html,, / 3br - 1600ft² - - (marina / cow hollow),"Large Remodeled Top Floor Corner Apt w/ HW, D/W and Parking! ~ J.Wavro",$3095, / 1br - ,4074755450,-122.439255,Sep 17 2013,SF,/sfc/apa/4074755450.html,37.804081, / 1br - - (marina / cow hollow),"top floor, two story 3 bedroom,garage",$6500, / 3br - ,4037104595,-122.250000,Sep 17 2013,SF,/sfc/apa/4037104595.html,37.500000, / 3br - - (SOMA / south beach),"Modern 1 Bedroom Loft w/Parking, Deck, Avail Oct ~ J.Wavro",$2950, / 1br - ,4074753996,-122.406163,Sep 17 2013,SF,/sfc/apa/4074753996.html,37.778943, / 1br - - (richmond / seacliff),"Large Studio, Hardwood Flr, Laundry, Prime Location",$1975, / 585ft² - ,4074753900,-122.484791,Sep 17 2013,SF,/sfc/apa/4074753900.html,37.780535, / 585ft² - - (hayes valley),"$3350 1 Bedroom, Parking - ALAMO SQ, NOPA,",$3350, / 1br - ,4073911750,-122.433051,Sep 17 2013,SF,/sfc/apa/4073911750.html,37.777511, / 1br - - (lower pac hts),2BR/2BA *Furnished* Spacious Flat for Rent ,$5480, / 2br - 1266ft² - ,4040863105,-122.436512,Sep 17 2013,SF,/sfc/apa/4040863105.html,37.785402, / 2br - 1266ft² - - (mission district),Top Floor - 2 bedroom 2 bath - Full Floor Flat ~ J.Wavro,$4950, / 2br - ,4073905973,-122.418403,Sep 17 2013,SF,/sfc/apa/4073905973.html,37.766760, / 2br - - (SOMA / south beach),The Infinity: 1+ Bed 1 Bath w/ Views on 26th Floor **Video Tour**,$3500, / 1br - ,4073876775,-122.391858,Sep 17 2013,SF,/sfc/apa/4073876775.html,37.789369, / 1br - - (potrero hill),2 Bed/Bath Huge Deck with Views! See it today!,$4995, / 2br - 1430ft² - ,4073902063,-122.398864,Sep 17 2013,SF,/sfc/apa/4073902063.html,37.756509, / 2br - 1430ft² - - (tenderloin),Newly Remodeled 1 BD w/ hrdwd floors ~ J.Wavro,$1995, / 1br - ,4073891859,-122.414242,Sep 17 2013,SF,/sfc/apa/4073891859.html,37.783724, / 1br - - (bayview),Brand New - 2 BR/1 BA w/ Private deck + Backyard in Silver Terrace,$1500, / 2br - ,4073865910,-122.396865,Sep 17 2013,SF,/sfc/apa/4073865910.html,37.732614, / 2br - - (pacific heights),Pacific Heights Doorman Building with Bay & City Views ~ J.Wavro,$4600, / 1br - ,4073884849,-122.431634,Sep 17 2013,SF,/sfc/apa/4073884849.html,37.794684, / 1br - - (noe valley),"3756 24th Street, #1, SF, Open House Thursday 5:15 to 6:00",$2300, / 1br - 650ft² - ,4073861703,-122.426429,Sep 17 2013,SF,/sfc/apa/4073861703.html,37.751765, / 1br - 650ft² - - (marina / cow hollow),Pacific Heights Spacious 2+br Victorian Flat ~ J.Wavro,$5800, / 2br - ,4073879245,-122.428538,Sep 17 2013,SF,/sfc/apa/4073879245.html,37.796063, / 2br - - (russian hill),"2x2 townhome, perfect location, pets negotiable.",$5099, / 2br - ,4073752427,-122.416640,Sep 17 2013,SF,/sfc/apa/4073752427.html,37.799506, / 2br - - (castro / upper market),275 Grand View Avenue #305,$2975, / 2br - ,4063057779,-122.441886,Sep 18 2013,SF,/sfc/apa/4063057779.html,37.753365, / 2br - - (SOMA / south beach),Furnished Apartment in SOMA with Internet and utilities included,$3850, / 1br - 750ft² - ,4075823834,-122.409481,Sep 18 2013,SF,/sfc/apa/4075823834.html,37.775451, / 1br - 750ft² - - (pacific heights),Spacious Junior One Bedroom with City Views ~ J.Wavro,$2800, / 1br - ,4075889699,-122.425047,Sep 18 2013,SF,/sfc/apa/4075889699.html,37.787130, / 1br - - (cole valley / ashbury hts),Stunning & Spacious Flat in Great Neighborhood,$4950, / 3br - ,4075885984,,Sep 18 2013,SF,/sfc/apa/4075885984.html,, / 3br - - (bernal heights),723 Ellsworth Street,$3450, / 3br - 1750ft² - ,4056363897,-122.415133,Sep 18 2013,SF,/sfc/apa/4056363897.html,37.734529, / 3br - 1750ft² - - (financial district),Penthouse suite at a great location,$5600, / 2br - ,4060910514,-122.405174,Sep 18 2013,SF,/sfc/apa/4060910514.html,37.804763, / 2br - - (SOMA / south beach),"The Montgomery - Furnished, flexible lease terms, avail Nov 1",$6400, / 2br - ,4058983648,,Sep 18 2013,SF,/sfc/apa/4058983648.html,, / 2br - - (SOMA / south beach),"The Infinity - Furnished, 6-12 mo, avail Oct 1 ",$6450, / 2br - ,4063513828,,Sep 18 2013,SF,/sfc/apa/4063513828.html,, / 2br - - (SOMA / south beach),Portside II: 403 Main Street #416,$3500, / 1br - ,4059340909,-122.390280,Sep 18 2013,SF,/sfc/apa/4059340909.html,37.788104, / 1br - - (SOMA / south beach),"Bay View, Dual Vanity & Large Walk-In Closets - All Brand New For You!",$4630, / 2br - 1104ft² - ,4075847323,,Sep 18 2013,SF,/sfc/apa/4075847323.html,, / 2br - 1104ft² - - (lower nob hill),ALL UTILTIES INCLUDED!!Sunny studio STEPS from all Downtown!,$1995, ,4075760913,,Sep 18 2013,SF,/sfc/apa/4075760913.html,, - (SOMA / south beach),Live with the Bay Bridge at your toes!!~~FURNISHED Everything you need,$5995, / 2br - ,4050144459,-122.390635,Sep 18 2013,SF,/sfc/apa/4050144459.html,37.786793, / 2br - - ( ingleside / SFSU / CCSF),"Hurry Won't Last Long, View with Roof Top Padio!",$3299, / 2br - 1035ft² - ,4048871178,,Sep 18 2013,SF,/sfc/apa/4048871178.html,, / 2br - 1035ft² - - (mission district),Beautiful 2+ Bedroom Mission Victorian Flat,$3500, / 2br - 1100ft² - ,4075428783,,Sep 18 2013,SF,/sfc/apa/4075428783.html,, / 2br - 1100ft² - - (mission district),"Spacious Studio with Hardwood Flrs, Lrg Walkin Closet",$2300, ,4065877354,-122.422743,Sep 18 2013,SF,/sfc/apa/4065877354.html,37.763707, - (downtown / civic / van ness),Nice Jr 1 Bedroom: bright/spacious/hardwoods/parking/great location!!!,$2075, / 1br - 500ft² - ,4075412729,-122.412680,Sep 18 2013,SF,/sfc/apa/4075412729.html,37.786792, / 1br - 500ft² - - (downtown / civic / van ness),Nice STUDIO- bright/spacious/upgrades/hardwood/gr8 location/CHK IT OUT,$1695, / 400ft² - ,4075421799,-122.414636,Sep 18 2013,SF,/sfc/apa/4075421799.html,37.785678, / 400ft² - - (downtown / civic / van ness),With New Carpet & Parking Included,$3000, / 2br - ,4056193248,,Sep 18 2013,SF,/sfc/apa/4056193248.html,, / 2br - -,Beautiful Apartment Now!,$1999, / 1br - 657ft² - ,4062719802,,Sep 18 2013,SF,/sfc/apa/4062719802.html,, / 1br - 657ft² - - (richmond / seacliff),"3 BEDROOMS, 2 BATHS NICE & SUNNY FLAT!!!",$3300, / 3br - ,4075421078,,Sep 18 2013,SF,/sfc/apa/4075421078.html,, / 3br - - (ingleside / SFSU / CCSF),"2 bed, 2 bath - Condo @ Oceanview Ter w Parking",$2775, / 2br - 1012ft² - ,4075301666,,Sep 18 2013,SF,/sfc/apa/4075301666.html,, / 2br - 1012ft² - - (marina / cow hollow),"Bright, Spacious 1BR/1BA Unit | OPEN HOUSE CANCELED",$3400, / 1br - ,4060881990,,Sep 18 2013,SF,/sfc/apa/4060881990.html,, / 1br - - (lower nob hill),"Large Studio in Ideal Polk Gulch | OPEN HOUSE WED 9/18, 6-7pm",$1899, ,4045899552,,Sep 18 2013,SF,/sfc/apa/4045899552.html,, - (noe valley),Lovely Noe Valley Apartment,$2850, / 2br - 1000ft² - ,4073614301,-122.436299,Sep 17 2013,SF,/sfc/apa/4073614301.html,37.751153, / 2br - 1000ft² - - (ingleside / SFSU / CCSF),1 bedroom for rent,$1999, / 1br - ,4073439553,,Sep 17 2013,SF,/sfc/apa/4073439553.html,, / 1br - - (SOMA / south beach),"Gorgeous 1 BR Close to Museums, Night Life & AT&T Ballpark",$2930, / 1br - ,4073603683,-122.397100,Sep 17 2013,SF,/sfc/apa/4073603683.html,37.762100, / 1br - - (marina / cow hollow),"Large spacious and bright 1-bed 1-bath with private deck, pk available",$4500, / 1br - 1310ft² - ,4069307093,,Sep 17 2013,SF,/sfc/apa/4069307093.html,, / 1br - 1310ft² - - (sunset / parkside),Great Location with Lots of Amenities including PARKING!!!!,$1939, / 1br - 604ft² - ,4031621819,-122.493398,Sep 17 2013,SF,/sfc/apa/4031621819.html,37.714652, / 1br - 604ft² - - (north beach / telegraph hill),"Luxurious and Lg 2-level penthouse, 3bd plus office, 3.5ba, pano views",$15000, / 3br - 2500ft² - ,4018891074,-122.404389,Sep 17 2013,SF,/sfc/apa/4018891074.html,37.800731, / 3br - 2500ft² - - (russian hill),"Completely furnished extra large flat with amazing views, 3-bed 2-bath",$9500, / 3br - 2000ft² - ,4031465561,-122.421105,Sep 17 2013,SF,/sfc/apa/4031465561.html,37.805563, / 3br - 2000ft² - - (richmond / seacliff),ADORABLE 2 bedroom with Hardwood floors,$2700, / 2br - ,4073580006,-122.476672,Sep 17 2013,SF,/sfc/apa/4073580006.html,37.780459, / 2br - - (richmond / seacliff),GORGEOUS Remodeled 2-Level Unit on Greenbelt,$5400, / 4br - 2300ft² - ,4044506139,-122.473118,Sep 17 2013,SF,/sfc/apa/4044506139.html,37.781128, / 4br - 2300ft² - - (pacific heights),Gorgeous Remodeled Grand Victorian Home ,$10850, / 4br - 2824ft² - ,4064997964,-122.438414,Sep 17 2013,SF,/sfc/apa/4064997964.html,37.787346, / 4br - 2824ft² - - (downtown / civic / van ness),Opera Plaza Condo in Quiet Location - Nice Outlook,$2600, / 1br - 714ft² - ,4044511068,-122.421148,Sep 17 2013,SF,/sfc/apa/4044511068.html,37.781620, / 1br - 714ft² - - (castro / upper market),Be the first to experience LUXURY LIVING at Venn On Market!,$3200, / 1br - 681ft² - ,4073350481,-122.424061,Sep 17 2013,SF,/sfc/apa/4073350481.html,37.771429, / 1br - 681ft² - - (lower nob hill),"studios, 1 & 2 bdrm available now at Etta - nob hill's newest hi-rise!",$2950, / 553ft² - ,4073371970,,Sep 17 2013,SF,/sfc/apa/4073371970.html,, / 553ft² - - (lower pac hts),"Awesome Studio at Post III section with W/D, NOW",$2721, / 567ft² - ,4073360717,-122.435696,Sep 17 2013,SF,/sfc/apa/4073360717.html,37.784961, / 567ft² - - (USF / panhandle),Large Furnished Flat with Parking,$3500, / 1br - 900ft² - ,4073365582,-122.442133,Sep 17 2013,SF,/sfc/apa/4073365582.html,37.781502, / 1br - 900ft² - - (downtown / civic / van ness),Great One Bedroom Near the Great American Music Hall! #207,$1845, / 1br - ,4073344036,,Sep 17 2013,SF,/sfc/apa/4073344036.html,, / 1br - - (pacific heights),"Panoramic G Gate Bridge View! 3BR Penthse! Lux Drmn Bldg, Pkg ",$12000, / 3br - 2234ft² - ,4063142613,-122.429092,Sep 17 2013,SF,/sfc/apa/4063142613.html,37.790459, / 3br - 2234ft² - - (potrero hill),"1 Bed, 2 Bath LIVE/WORK LOFT - Potrero Hill",$3295, / 1br - 947ft² - ,4073369207,,Sep 17 2013,SF,/sfc/apa/4073369207.html,, / 1br - 947ft² - - (russian hill),Fully Renovated Russian Hill Flat,$5850, / 2br - ,4057933421,-122.418531,Sep 17 2013,SF,/sfc/apa/4057933421.html,37.804999, / 2br - - (nob hill),Great location in Downtown. One Month Minimum. Available October 1st.,$3495, / 1br - ,4043259862,-122.407222,Sep 17 2013,SF,/sfc/apa/4043259862.html,37.790693, / 1br - - (downtown / civic / van ness),Open House Tonight from 6-7 pm! #504,$1845, ,4073337703,,Sep 17 2013,SF,/sfc/apa/4073337703.html,, - (mission district),"Reduced NOW $3600. 5 Room Flat,remodeled kitchen & bath & Garage",$3600, / 2br - ,4063500606,-122.420548,Sep 17 2013,SF,/sfc/apa/4063500606.html,37.764632, / 2br - - (san jose downtown),"1 Bedroom Apartment for lease at 460 N 1st St, San Jose, CA.",$1450, / 1br - 525ft² - ,4075771069,-121.896416,Sep 18 2013,South Bay,/sby/apa/4075771069.html,37.343966, / 1br - 525ft² - - (san jose north),âœYour answers are here..come vist Waterford Place☜,$1899, / 1br - 731ft² - ,4075750268,,Sep 18 2013,South Bay,/sby/apa/4075750268.html,, / 1br - 731ft² - - (santa clara),1BR*Lxry Apts*Clareta*AVAILABLE Oct 14th! :),$2095, / 1br - 680ft² - ,4052890663,-121.993170,Sep 18 2013,South Bay,/sby/apa/4052890663.html,37.351084, / 1br - 680ft² - - (san jose downtown),Charming and Spacious Downtown 3/4 Bungalow Available NOW!,$2495, / 3br - 1500ft² - ,4058670174,,Sep 18 2013,South Bay,/sby/apa/4058670174.html,, / 3br - 1500ft² - - (sunnyvale),3/2 Single Family Home in Sunnyvale Available For Rent Now!,$2700, / 3br - 1200ft² - ,4048809502,,Sep 18 2013,South Bay,/sby/apa/4048809502.html,, / 3br - 1200ft² - - (san jose downtown),"1 Bedroom Apartment for lease at 460 N 1st St, San Jose, CA.",$1695, / 1br - 1100ft² - ,4075762006,-121.896416,Sep 18 2013,South Bay,/sby/apa/4075762006.html,37.343966, / 1br - 1100ft² - - (campbell),Beautiful Campbell Home. Hardwood Floors. Immaculate Yards. Must See!,$3500, / 3br - 1592ft² - ,4075710273,,Sep 18 2013,South Bay,/sby/apa/4075710273.html,, / 3br - 1592ft² - - (san jose north),2 Months Free! ,$3389, / 3br - 1400ft² - ,4075727161,,Sep 18 2013,South Bay,/sby/apa/4075727161.html,, / 3br - 1400ft² - - (san jose south),"Brand new upgrades! Ground floor, move in by 10/1",$2003, / 1br - 768ft² - ,4075760038,-121.856789,Sep 18 2013,South Bay,/sby/apa/4075760038.html,37.247659, / 1br - 768ft² - - (campbell),Jump to Beautiful Downtown Campbell and Pruneyard,$2520, / 2br - 850ft² - ,4075757733,-121.935767,Sep 18 2013,South Bay,/sby/apa/4075757733.html,37.281655, / 2br - 850ft² - - (San Jose Downtown),Fully Furnished Studio - Utilities Included ,$2040, ,4063114168,,Sep 18 2013,South Bay,/sby/apa/4063114168.html,, - (santa clara),Spacious Living For An Unheard of Rate!,$2318, / 2br - 1145ft² - ,4075898496,-121.948435,Sep 18 2013,South Bay,/sby/apa/4075898496.html,37.392971, / 2br - 1145ft² - - (willow glen / cambrian),Spacious modern living - Sundrenched living room,$2194, / 1br - 904ft² - ,4075868503,-121.910966,Sep 18 2013,South Bay,/sby/apa/4075868503.html,37.316841, / 1br - 904ft² - - (mountain view),"$2500/2br, 2bath-Available 9/23/13",$2500, / 2br - 1075ft² - ,4075897776,-122.083573,Sep 18 2013,South Bay,/sby/apa/4075897776.html,37.409240, / 2br - 1075ft² - - (gilroy),Beautiful home with gorgeous views for rent!,$1, / 2000ft² - ,4075804128,,Sep 18 2013,South Bay,/sby/apa/4075804128.html,, / 2000ft² - - (sunnyvale),Hurry! Our apartments are going fast!,$1695, / 1br - 676ft² - ,4075893349,,Sep 18 2013,South Bay,/sby/apa/4075893349.html,, / 1br - 676ft² - - (santa clara),"Downtown Santa Clara Find! Walk-In Closet, Washer & Dryer, Garden View",$2739, / 2br - 950ft² - ,4075886740,-121.946862,Sep 18 2013,South Bay,/sby/apa/4075886740.html,37.350081, / 2br - 950ft² - - (sunnyvale),W/D Included! Central A/C and Heat! South Facing! Open Spacious & Sun!,$1990, / 1br - 868ft² - ,4075814942,-122.023800,Sep 18 2013,South Bay,/sby/apa/4075814942.html,37.376400, / 1br - 868ft² - - (san jose south),"Tastefully Remodeled, hardwood flooring, granite countertops!",$1795, / 1br - 675ft² - ,4075801451,-121.878437,Sep 18 2013,South Bay,/sby/apa/4075801451.html,37.258488, / 1br - 675ft² - - (san jose south),"Bottom floor corner unit, with Hardwood floors and W/D! Come see!!",$1890, / 1br - 739ft² - ,4075859287,-121.831163,Sep 18 2013,South Bay,/sby/apa/4075859287.html,37.266543, / 1br - 739ft² - - (santa clara),No.. No.. Don't like.. Hold on.. Wait a sec.. OH YEAH! Bella Vista!!!!,$2015, / 1br - 735ft² - ,4075882884,-121.957318,Sep 18 2013,South Bay,/sby/apa/4075882884.html,37.401787, / 1br - 735ft² - - (san jose west),Lovely Santana Place,$1775, / 2br - 1000ft² - ,4075848242,-121.935600,Sep 18 2013,South Bay,/sby/apa/4075848242.html,37.316300, / 2br - 1000ft² - - (san jose north),"**Large Home w/ A Garage And Washer & Dryer In Home, Price Won't Last!",$1724, / 1br - 732ft² - ,4076316508,-121.893038,Sep 18 2013,South Bay,/sby/apa/4076316508.html,37.385434, / 1br - 732ft² - - (campbell),Coming Available in October Lease Today and Receive $300 Off Move in!,$2300, / 2br - ,4076299972,,Sep 18 2013,South Bay,/sby/apa/4076299972.html,, / 2br - - (san jose north),We are here for the most important person of all,$2474, / 2br - 1151ft² - ,4076277870,,Sep 18 2013,South Bay,/sby/apa/4076277870.html,, / 2br - 1151ft² - - (santa clara),4Bed 2.5Bath- Townhouse for rent 1476sqf - immediate availabilty,$2895, / 4br - 1476ft² - ,4076314247,-121.987369,Sep 18 2013,South Bay,/sby/apa/4076314247.html,37.344941, / 4br - 1476ft² - - (milpitas),Custom 3/2 Remodel in Central Location,$2700, / 3br - 1650ft² - ,4061952275,,Sep 18 2013,South Bay,/sby/apa/4061952275.html,, / 3br - 1650ft² - - (san jose downtown),Spacious 1bd/1ba Upstairs Unit in Downtown San Jose! New Carpet!,$1175, / 1br - ,4076310879,,Sep 18 2013,South Bay,/sby/apa/4076310879.html,, / 1br - - (santa clara),Cozy 1BR w/elegant finishes and large fenced privacy patio! W&D! A/C!,$1946, / 1br - 700ft² - ,4076306365,-121.946862,Sep 18 2013,South Bay,/sby/apa/4076306365.html,37.350081, / 1br - 700ft² - - (san jose south),5463 Manderston Dr - Gorgeous Executive Home Inside the SCVCC!,$3800, / 3br - 2213ft² - ,4071726916,,Sep 18 2013,South Bay,/sby/apa/4071726916.html,, / 3br - 2213ft² - - (gilroy),Roomate wanted 2 rooms-$550/month +ba,$2550, / 4br - 2200ft² - ,4076286829,-121.598254,Sep 18 2013,South Bay,/sby/apa/4076286829.html,37.027748, / 4br - 2200ft² - - (santa clara),"3BD/2BA Apartment near Shopping, Dining, and More!",$3673, / 3br - 1345ft² - ,4061546482,-121.952562,Sep 18 2013,South Bay,/sby/apa/4061546482.html,37.402740, / 3br - 1345ft² - - (cupertino),Beautiful and walk to Cupertino Schools. Two bdrm/One bath apartment.,$2600, / 2br - 960ft² - ,4071193764,,Sep 18 2013,South Bay,/sby/apa/4071193764.html,, / 2br - 960ft² - - (sunnyvale),Comfort & Style Just Minutes To Downtown Sunnyvale & Mountain View!,$2710, / 2br - ,4076019943,,Sep 18 2013,South Bay,/sby/apa/4076019943.html,, / 2br - - (santa clara),Immediately Ready W/ All The Extras!,$2618, / 2br - 1236ft² - ,4076074198,-121.947856,Sep 18 2013,South Bay,/sby/apa/4076074198.html,37.393636, / 2br - 1236ft² - - (sunnyvale),Fully Remodeled 1 BR/1BA apartment with patio in impeccable building!,$1650, / 1br - ,4076107962,-122.031471,Sep 18 2013,South Bay,/sby/apa/4076107962.html,37.361541, / 1br - - (campbell),One Bedroom with Outstanding Amenities,$1699, / 1br - 665ft² - ,4076040394,,Sep 18 2013,South Bay,/sby/apa/4076040394.html,, / 1br - 665ft² - - (san jose north),Score a touchdown with Waterford Place!!,$2344, / 2br - 1095ft² - ,4076048707,,Sep 18 2013,South Bay,/sby/apa/4076048707.html,, / 2br - 1095ft² - - (campbell),Townhome With In Home Washer ,$2550, / 2br - 1040ft² - ,4076050632,,Sep 18 2013,South Bay,/sby/apa/4076050632.html,, / 2br - 1040ft² - - (san jose north),1x1 great for entertaining!! Call for our specials!!,$1781, / 1br - 836ft² - ,4076097254,-121.889132,Sep 18 2013,South Bay,/sby/apa/4076097254.html,37.386524, / 1br - 836ft² - - (san jose north),"Endless Amenities At 121 Tasman! Dog Park, Club 121 Gym + MORE!",$2675, / 2br - 1053ft² - ,4076038679,-121.942672,Sep 18 2013,South Bay,/sby/apa/4076038679.html,37.410227, / 2br - 1053ft² - - (sunnyvale),The Amenities Of A Resort With The Comforts Of Home,$1733, ,4076092645,-122.024117,Sep 18 2013,South Bay,/sby/apa/4076092645.html,37.366610, - (san jose north),Only 1 Left at this Price! Don't Miss Out on 2 Months Free Rent!,$1937, / 565ft² - ,4076071653,-121.920433,Sep 18 2013,South Bay,/sby/apa/4076071653.html,37.396073, / 565ft² - - (sunnyvale),Two Bedroom Two Bathroom Town Home With Washer/Dryer ,$2235, / 2br - 1020ft² - ,4076091681,,Sep 18 2013,South Bay,/sby/apa/4076091681.html,, / 2br - 1020ft² - - (sunnyvale),Open & Airy Apartment homes W/Garages on Quiet Tree-Lined Street,$1924, / 1br - ,4076499632,,Sep 18 2013,South Bay,/sby/apa/4076499632.html,, / 1br - - (sunnyvale),"Huge Floor Plans w/ Garages, Convenient Location.",$2244, / 2br - ,4076497983,,Sep 18 2013,South Bay,/sby/apa/4076497983.html,, / 2br - - (campbell),Amazing One Bedroom. Move In Today,$2205, / 2br - ,4076463064,,Sep 18 2013,South Bay,/sby/apa/4076463064.html,, / 2br - - (san jose downtown),Convenient Downtown San Jose Location,$1700, / 2br - ,4076405996,,Sep 18 2013,South Bay,/sby/apa/4076405996.html,, / 2br - - (willow glen / cambrian),Commercial Building on Lincoln Avenue in Downtown Willow Glen!,$3695, / 1200ft² - ,4076494425,,Sep 18 2013,South Bay,/sby/apa/4076494425.html,, / 1200ft² - - (sunnyvale),Quiet West of El Camino neighborhood.Fitness Center w/ pool and spa,$2245, / 2br - ,4076492687,,Sep 18 2013,South Bay,/sby/apa/4076492687.html,, / 2br - - (campbell),Spacious Two Bedroom With Large Backyard,$2375, / 2br - ,4076466741,,Sep 18 2013,South Bay,/sby/apa/4076466741.html,, / 2br - - (san jose north),"Upscale, New, Luxurious & PET FRIENDLY! Large Dog? No Problem!",$2270, / 1br - 778ft² - ,4076475647,-121.942672,Sep 18 2013,South Bay,/sby/apa/4076475647.html,37.410227, / 1br - 778ft² - - (san jose downtown),**Your 3x3 Townhome w/Loft bringing your household out of the dark**,$3195, / 3br - 1495ft² - ,4076490801,,Sep 18 2013,South Bay,/sby/apa/4076490801.html,, / 3br - 1495ft² - - (milpitas),***5 bed 2 bath single house@milpitas,$2850, / 5br - ,4051683604,-121.877767,Sep 18 2013,South Bay,/sby/apa/4051683604.html,37.434538, / 5br - - (san jose south),3 Bedroom 2 Bath Blossom Valley Home,$2595, / 3br - 1134ft² - ,4076476761,,Sep 18 2013,South Bay,/sby/apa/4076476761.html,, / 3br - 1134ft² - - (san jose south),雅房出租 一室一厅一厕,$600, ,4063454805,-121.850800,Sep 18 2013,South Bay,/sby/apa/4063454805.html,37.351800, - (gilroy),Secure Downtown One Bedroom Condo w/ Elevator,$1300, / 1br - 704ft² - ,4065686284,-121.570252,Sep 18 2013,South Bay,/sby/apa/4065686284.html,37.009748, / 1br - 704ft² - - (gilroy),Say goodbye to living in an apartment! Single story house on corner lo,$1685, / 2br - 1150ft² - ,4065728009,-121.576124,Sep 18 2013,South Bay,/sby/apa/4065728009.html,37.007872, / 2br - 1150ft² - - (gilroy),4 Bedroom 2 Bath Westside Christopher High District ,$2570, / 4br - 1800ft² - ,4076755256,,Sep 18 2013,South Bay,/sby/apa/4076755256.html,, / 4br - 1800ft² - - (San Jose/Campbell/Los Gatos),"A Secluded, Beautiful Home for Rent",$3495, / 3br - ,4076733669,,Sep 18 2013,South Bay,/sby/apa/4076733669.html,, / 3br - - (san jose north),Very Nice 3BD Home in Quiet Berryessa,$2450, / 3br - 1400ft² - ,4076732333,-121.879738,Sep 18 2013,South Bay,/sby/apa/4076732333.html,37.374790, / 3br - 1400ft² - - (santa clara),1 BR Apt Fully Equipped Kitchen Featuring Kashmir White Countertops,$2241, / 1br - 824ft² - ,4076728757,,Sep 18 2013,South Bay,/sby/apa/4076728757.html,, / 1br - 824ft² - - (San Jose North),Graceful Apartment Living...Perfectly Fit For You...,$2284, / 2br - 1003ft² - ,4076644452,,Sep 18 2013,South Bay,/sby/apa/4076644452.html,, / 2br - 1003ft² - - (san jose north),Your Home Is Ready & Waiting!,$3273, / 2br - 1428ft² - ,4076711573,-121.953463,Sep 18 2013,South Bay,/sby/apa/4076711573.html,37.414836, / 2br - 1428ft² - - (gilroy),5 Bedrooms Must See!!!!!!!,$2695, / 5br - ,4076708092,,Sep 18 2013,South Bay,/sby/apa/4076708092.html,, / 5br - - (milpitas),Last One! Great Move-In Special! Call Today - Income Requirements,$1925, / 1br - 721ft² - ,4076698504,,Sep 18 2013,South Bay,/sby/apa/4076698504.html,, / 1br - 721ft² - - (gilroy),"LARGE, GREAT WEST GILROY NGHBRHOOD/RESORT POOL/SPA/FITNESS/GE APPS/AC",$1695, / 2br - 750ft² - ,4075596520,,Sep 18 2013,South Bay,/sby/apa/4075596520.html,, / 2br - 750ft² - - (san jose west),4 BR 2.5Bath Gorgeous and Spacious Lynbrook Home! *PRICE REDUCTION*,$3995, / 4br - 2127ft² - ,4059338950,,Sep 18 2013,South Bay,/sby/apa/4059338950.html,, / 4br - 2127ft² - - (mountain view),**Remodeled Condo in Mountain View near Google,$2575, / 2br - ,4044543267,-122.093060,Sep 18 2013,South Bay,/sby/apa/4044543267.html,37.410068, / 2br - - (san jose north),Not ➊ or âž‹ But ⓉⓗⓇⓔⓔ Bedroom + Loft!,$3119, / 3br - 1204ft² - ,4075632155,,Sep 18 2013,South Bay,/sby/apa/4075632155.html,, / 3br - 1204ft² - - (cupertino),New Kit Cabs/GraniteCtr/GE/Wood Flrs/AC/Spa/Fit/Cupt.Schools SJ Border,$2395, / 2br - 1050ft² - ,4075595294,,Sep 18 2013,South Bay,/sby/apa/4075595294.html,, / 2br - 1050ft² - - (hollister),"3 Bedroom 2.5 Bath Plus Den, Hollister Townhouse ",$1499, / 3br - ,4075599661,-121.383881,Sep 18 2013,South Bay,/sby/apa/4075599661.html,36.847387, / 3br - - (los gatos),"Los Gatos Village Townhouse, Must see. ",$3225, / 3br - ,4075605994,,Sep 18 2013,South Bay,/sby/apa/4075605994.html,, / 3br - - (milpitas),Beautifully Remodeled-Spring Valley Apt Homes-Pet Friendly,$1695, / 1br - 635ft² - ,4065299249,-121.876602,Sep 18 2013,South Bay,/sby/apa/4065299249.html,37.438963, / 1br - 635ft² - - (san jose north),3/2 Single Family House - Ruskin Elem/Sierramont Middle /Piedmont Hi,$2450, / 3br - ,4075595433,-121.850266,Sep 18 2013,South Bay,/sby/apa/4075595433.html,37.404648, / 3br - - (sunnyvale),2B/1B Moving Can be Hard. We'll Make It Easy at Peartree,$2345, / 2br - 851ft² - ,4075621185,-122.032164,Sep 18 2013,South Bay,/sby/apa/4075621185.html,37.384733, / 2br - 851ft² - - (san jose west),Large Unit Private Yard Dogs and Cats OK,$1650, / 1br - ,4075555430,-121.937268,Sep 18 2013,South Bay,/sby/apa/4075555430.html,37.336741, / 1br - - (lower nob hill),MODERN ELEGANCE IN HISTORIC SAN FRANCISCO,$2013, ,4076496579,,Sep 18 2013,SF,/sfc/apa/4076496579.html,, - (bernal heights),"Bernal Beauty, fab kitchen, 31/2 baths!",$4875, / 3br - 1800ft² - ,4055966995,-122.418105,Sep 18 2013,SF,/sfc/apa/4055966995.html,37.734892, / 3br - 1800ft² - - (inner sunset / UCSF),1290 20th Ave! 1 Block from GG Park!,$2495, / 1br - ,4071665584,,Sep 18 2013,SF,/sfc/apa/4071665584.html,, / 1br - - (russian hill),Updated 1 BR with washer & dryer!,$2795, / 1br - ,4076527425,-122.424538,Sep 18 2013,SF,/sfc/apa/4076527425.html,37.801304, / 1br - - (downtown / civic / van ness),"Beautiful 2 Bedroom Condo,Avail. 10.13",$4546, / 2br - 950ft² - ,4076526350,,Sep 18 2013,SF,/sfc/apa/4076526350.html,, / 2br - 950ft² - -" (Upper Market, Lower Haight)",THIS IS IT!!1930's Art Deco w VIEWS!!Studio,$2195, ,4076458177,,Sep 18 2013,SF,/sfc/apa/4076458177.html,, - (mission district),"3 BR - Granite Counters, W/D, Large, Bright Layout - Fantastic Area!",$5995, / 3br - ,4076414837,-122.419858,Sep 18 2013,SF,/sfc/apa/4076414837.html,37.755366, / 3br - - (bayview),Bayview Heights Gem! Views and open layout!,$2475, / 2br - 1373ft² - ,4022964091,-122.396555,Sep 18 2013,SF,/sfc/apa/4022964091.html,37.718310, / 2br - 1373ft² - - (mission district),Just a few blocks from the heart of The Mission - FULLY-FURNISHED,$2600, / 1br - 746ft² - ,4033313840,-122.417487,Sep 18 2013,SF,/sfc/apa/4033313840.html,37.765183, / 1br - 746ft² - - (nob hill),THIS IS SAN FRANCISCO!!Stunning renovation w CITY VIEWS!!Sunny w YARD!,$2245, ,4074104885,-122.408902,Sep 17 2013,SF,/sfc/apa/4074104885.html,37.790726, - (lower nob hill),Nob Hill's newest luxury high rise is on ALL tech transit lines!! ,$3350, / 1br - 698ft² - ,4074181513,,Sep 17 2013,SF,/sfc/apa/4074181513.html,, / 1br - 698ft² - - (lower nob hill),STOP SEARCHING!!Quiet and spacious studio in TRENDY NEIGHBORHOOD!HURRY,$1895, ,4074122117,,Sep 17 2013,SF,/sfc/apa/4074122117.html,, - (west portal / forest hill),Spacious Forest Hills Home w/Views-Pets Welcome! Please call for an appointment!,$6750, / 5br - 3800ft² - ,4074255352,,Sep 17 2013,SF,/sfc/apa/4074255352.html,, / 5br - 3800ft² - - (inner sunset / UCSF),Spacious 2BR 1 1/2 BA Apt. on 9th Ave. near Judah close to UCSF ,$2795, / 2br - ,4074273707,-122.466087,Sep 17 2013,SF,/sfc/apa/4074273707.html,37.760844, / 2br - - (SOMA / south beach),Live it up. Loft style.,$3381, / 1br - 750ft² - ,4076181728,-122.396669,Sep 18 2013,SF,/sfc/apa/4076181728.html,37.773167, / 1br - 750ft² - - (tenderloin),Spacious Studio w/ Balcony at TL ~ J.Wavro,$1650, ,4074752733,-122.414054,Sep 17 2013,SF,/sfc/apa/4074752733.html,37.782794, - (cole valley / ashbury hts),"Large, Quiet Cole Valley 1BR Near UCSF, available Nov. 1st",$2500, / 1br - 650ft² - ,4070292925,-122.452197,Sep 17 2013,SF,/sfc/apa/4070292925.html,37.767458, / 1br - 650ft² - - (bernal heights),"Beautiful, light-filled 1-bed/1 bath in Bernal Heights",$1800, / 1br - 450ft² - ,4074739753,-122.414546,Sep 17 2013,SF,/sfc/apa/4074739753.html,37.740347, / 1br - 450ft² - - (inner richmond),Top floor remodeled flat at 7th and California! ~ J.Wavro,$4295, / 3br - ,4074748435,-122.250000,Sep 17 2013,SF,/sfc/apa/4074748435.html,37.500000, / 3br - - (inner richmond),"New 4bd/2Full Ba, Close to Everything, Shops, Muni,Close to Dwntn",$4500, / 4br - ,4067139945,-122.461400,Sep 17 2013,SF,/sfc/apa/4067139945.html,37.781200, / 4br - - (sunset / parkside),"Refurbished, spacious single family home in 34th & Lawton",$3980, / 5br - ,4061781371,-122.492666,Sep 17 2013,SF,/sfc/apa/4061781371.html,37.756109, / 5br - - (SOMA / south beach),Incredible City Views! 15th floor! Soma Grand! ~ J.Wavro,$3600, / 2br - ,4074746039,-122.413158,Sep 17 2013,SF,/sfc/apa/4074746039.html,37.777457, / 2br - - (russian hill),Remodeled top floor flat w/ 2 parking ~ J.Wavro,$8000, / 3br - ,4074744519,-122.420501,Sep 17 2013,SF,/sfc/apa/4074744519.html,37.798033, / 3br - - (russian hill),Classic SF Apt on Macondray Lane! ~ J.Wavro,$5995, / 3br - ,4074742819,-122.415668,Sep 17 2013,SF,/sfc/apa/4074742819.html,37.799151, / 3br - - (north beach / telegraph hill),Bright Unit in the Heart of North Beach!,$3500, / 2br - ,4073771274,-122.412355,Sep 17 2013,SF,/sfc/apa/4073771274.html,37.801197, / 2br - - (lower nob hill),Sunny Top Floor Condo/Includes Parking,$4075, / 2br - ,4073876073,,Sep 17 2013,SF,/sfc/apa/4073876073.html,, / 2br - - (marina / cow hollow),Furnished 2br/1.5 Marina Home - Short Term Lease ~ J.Wavro,$4800, / 2br - ,4073872855,-122.426377,Sep 17 2013,SF,/sfc/apa/4073872855.html,37.802072, / 2br - - (SOMA / south beach),"Spacious 2 Bed/2 Bath Tri-Level Loft w/ Deck, W/D, Parking ~ J.Wavro",$4500, / 2br - ,4073865422,,Sep 17 2013,SF,/sfc/apa/4073865422.html,, / 2br - - (nob hill),"Pine/Powell Sts grd levl, small studio, crpts, orig kit/ba,nr fin dist",$1275, ,4075838528,-122.408187,Sep 18 2013,SF,/sfc/apa/4075838528.html,37.790981, - (pacific heights),Charming 1BR in the Heart of Pacific Heights Available Now!!!,$2995, / 1br - ,4056466495,-122.431449,Sep 18 2013,SF,/sfc/apa/4056466495.html,37.793767, / 1br - - (portola district),3BR/2BA Condo Flat ,$2800, / 3br - 1150ft² - ,4047933091,,Sep 17 2013,SF,/sfc/apa/4047933091.html,, / 3br - 1150ft² - - (bayview),3 BR/2BA Plus Office/Playroom 2 Story Victorian Apt,$2900, / 3br - ,4043986720,-122.388378,Sep 17 2013,SF,/sfc/apa/4043986720.html,37.731599, / 3br - - (pacific heights),Sotheby's: ELEGANT CONDO W/ NORTH BAY VIEWS 2BR/2BA/2PKG,$5000, / 2br - 1155ft² - ,4028279861,-122.427622,Sep 17 2013,SF,/sfc/apa/4028279861.html,37.794256, / 2br - 1155ft² - - (west portal / forest hill),beautiful 1 bedroom guest house,$1999, / 1br - ,4073442368,,Sep 17 2013,SF,/sfc/apa/4073442368.html,, / 1br - - (sunset / parkside),2 large bed room 2 full bath,$2700, / 2br - ,4073572131,-122.488547,Sep 17 2013,SF,/sfc/apa/4073572131.html,37.742485, / 2br - - (sunset / parkside),"Private using one bedroom, one living room,near SFSU,CCS",$1400, / 1br - 600ft² - ,4073566559,-122.486300,Sep 17 2013,SF,/sfc/apa/4073566559.html,37.744100, / 1br - 600ft² - - (downtown / civic / van ness),Top Floor Large Fully Renovated Studio Downtown ,$1995, ,4061064800,-122.417105,Sep 17 2013,SF,/sfc/apa/4061064800.html,37.786226, - (haight ashbury),Top Floor Spacious 1BR w/ Hardwood Floors & Huge Walk-in Closet,$2495, / 1br - ,4060476511,,Sep 17 2013,SF,/sfc/apa/4060476511.html,, / 1br - - (richmond / seacliff),Beautiful Remodeled Unit Available Now!,$3150, / 2br - ,4068858265,-122.250000,Sep 17 2013,SF,/sfc/apa/4068858265.html,37.500000, / 2br - - (SOMA / south beach),Love Where You Live And Enjoy The Views Only San Francisco Can Offer!,$4630, / 2br - 1104ft² - ,4073432624,-122.389948,Sep 17 2013,SF,/sfc/apa/4073432624.html,37.774107, / 2br - 1104ft² - - (downtown / civic / van ness),Loft Studio w/ Breakfast Bar! #104,$1675, ,4073358235,,Sep 17 2013,SF,/sfc/apa/4073358235.html,, - (pacific heights),Studio in Pacific Heights near Whole Foods Open Wed 6:15pm,$2195, ,4073229881,,Sep 17 2013,SF,/sfc/apa/4073229881.html,, - (russian hill),"4 bed, 3 bath Top floor condo - Views of Golden Gate Bridge and Alcatraz",$7500, / 4br - 2230ft² - ,4073355261,,Sep 17 2013,SF,/sfc/apa/4073355261.html,, / 4br - 2230ft² - - (richmond / seacliff),COZY STUDIO Hardwood Floor Free Parking,$1595, ,4029582034,,Sep 17 2013,SF,/sfc/apa/4029582034.html,, - (SOMA- above Whole Foods!),"Apt 520, 916sqft!- Move in to your SPACIOUS new home 9/19!",$3283, / 1br - 916ft² - ,4073239120,,Sep 17 2013,SF,/sfc/apa/4073239120.html,, / 1br - 916ft² - - (mission district),"1 bed, 1 bath Duboce Condo - Parking and Storage",$3100, / 1br - 667ft² - ,4073351200,,Sep 17 2013,SF,/sfc/apa/4073351200.html,, / 1br - 667ft² - - (SOMA / south beach),Great Location With Easy Access to Major Highways 101 and I-280!,$3080, / 1br - 725ft² - ,4073359536,-122.397100,Sep 17 2013,SF,/sfc/apa/4073359536.html,37.762100, / 1br - 725ft² - - (richmond / seacliff),旧金山 Richmond地区studio 短期出,$1500, / 1br - ,4073360627,,Sep 17 2013,SF,/sfc/apa/4073360627.html,, / 1br - - (downtown / civic / van ness),NOW LEASING! Brand NEW Studio!,$2436, / 476ft² - ,4073249775,,Sep 17 2013,SF,/sfc/apa/4073249775.html,, / 476ft² - - (richmond / seacliff), 2 BDR XLARGE APT FOR RENT 10 MIN DRIVE TO USF AND UCSF CAMPUS (,$2295, / 2br - ,4073321130,-122.419420,Sep 17 2013,SF,/sfc/apa/4073321130.html,37.774930, / 2br - - (SOMA / south beach),2BR Apt--Perfect for Roommates--Move in: 10/10/13,$4420, / 2br - ,4073355150,,Sep 17 2013,SF,/sfc/apa/4073355150.html,, / 2br - - (san jose downtown),"Remodeled Downstairs Apartment in Japantown, Utilities Included!",$1195, ,4075725041,,Sep 18 2013,South Bay,/sby/apa/4075725041.html,, - (sunnyvale),Peaceful Serene Surroundings! 2x1Newly Renovated! Corner End Apt,$2308, / 2br - 935ft² - ,4075747130,-122.017052,Sep 18 2013,South Bay,/sby/apa/4075747130.html,37.371814, / 2br - 935ft² - - (sunnyvale),1 Bedroom Coming Soon!,$2069, / 1br - 700ft² - ,4075745571,-122.014171,Sep 18 2013,South Bay,/sby/apa/4075745571.html,37.370241, / 1br - 700ft² - - (campbell),Great location upper unit,$1695, / 2br - ,4075723116,-121.931867,Sep 18 2013,South Bay,/sby/apa/4075723116.html,37.284742, / 2br - - (san jose downtown),Stunning Views In This Large Custom Designed Studio!,$1825, / 639ft² - ,4075741959,-121.902428,Sep 18 2013,South Bay,/sby/apa/4075741959.html,37.349599, / 639ft² - - (santa clara),Nice Locations Available Starting From Amazing Rates,$2368, / 2br - 1216ft² - ,4075738457,-121.948500,Sep 18 2013,South Bay,/sby/apa/4075738457.html,37.392903, / 2br - 1216ft² - - (sunnyvale),Home Sweet Montclaire,$2237, / 2br - 910ft² - ,4075652417,,Sep 18 2013,South Bay,/sby/apa/4075652417.html,, / 2br - 910ft² - - (san jose south),"Single Story Unit with Hardwood Floors, Utilities Included!",$1195, / 1br - 550ft² - ,4075737386,,Sep 18 2013,South Bay,/sby/apa/4075737386.html,, / 1br - 550ft² - - (sunnyvale),GREAT WEST OF EL CAMINO QUIET NEIGHBORHOOD/POOL/SPA/FITNESS/GE APPS/AC,$1845, / 1br - 560ft² - ,4075646709,,Sep 18 2013,South Bay,/sby/apa/4075646709.html,, / 1br - 560ft² - - (los gatos),"Upstairs Corner Unit,Modern Upgrades,Fit.Ctr.,Pool ",$2150, / 1br - 850ft² - ,4048325976,-121.955400,Sep 18 2013,South Bay,/sby/apa/4048325976.html,37.241700, / 1br - 850ft² - - (san jose west),"Upstairs apt, granite counters, new kitchen, water & garbage incld.",$1375, / 1br - 550ft² - ,4075735102,,Sep 18 2013,South Bay,/sby/apa/4075735102.html,, / 1br - 550ft² - - (sunnyvale),Its a moving kind of a weekend! One-Bdrm home is ready for you!,$1990, / 1br - 800ft² - ,4075847105,-122.012371,Sep 18 2013,South Bay,/sby/apa/4075847105.html,37.380841, / 1br - 800ft² - - (cupertino),A Beautiful & Peaceful Place To Live!,$2344, / 1br - 792ft² - ,4075866811,-122.015769,Sep 18 2013,South Bay,/sby/apa/4075866811.html,37.334303, / 1br - 792ft² - - (sunnyvale),Quiet and convenient at Britton Park Community,$1540, / 1br - 483ft² - ,4075807700,-122.013295,Sep 18 2013,South Bay,/sby/apa/4075807700.html,37.387381, / 1br - 483ft² - - (milpitas),Special two bedroom in a perfect location!,$2130, / 2br - 940ft² - ,4075862145,-121.919614,Sep 18 2013,South Bay,/sby/apa/4075862145.html,37.454774, / 2br - 940ft² - - (mountain view),Los Altos School District - Live Rent Free Until 2014 *Pets Welcome*,$4200, / 2br - 1040ft² - ,4075676042,-122.112844,Sep 18 2013,South Bay,/sby/apa/4075676042.html,37.403403, / 2br - 1040ft² - - (san jose south),Spacious Tri-level Home Available Now! 3br. 2 1/2bath. Santa Teresa!!,$2995, / 3br - 1800ft² - ,4062852376,-121.855030,Sep 18 2013,South Bay,/sby/apa/4062852376.html,37.239263, / 3br - 1800ft² - - (santa clara),Great Amenities. Peaceful Setting. Upgraded Style.,$2095, / 1br - ,4075808626,,Sep 18 2013,South Bay,/sby/apa/4075808626.html,, / 1br - - (cupertino),Stunning EXECUTIVE CONDO in Cupertino!,$2295, / 1br - 850ft² - ,4071235843,-122.032516,Sep 18 2013,South Bay,/sby/apa/4071235843.html,37.322642, / 1br - 850ft² - - (cupertino),A picture is worth a thousand words! Check us out!,$2995, / 2br - ,4075867157,,Sep 18 2013,South Bay,/sby/apa/4075867157.html,, / 2br - - (campbell),Beautiful 3BR/2BA,$2595, / 3br - ,4075837697,-121.952354,Sep 18 2013,South Bay,/sby/apa/4075837697.html,37.277417, / 3br - - (cupertino),"Next to the Apple Campus and DeAnza, luxury living at the best address",$2628, / 2br - ,4075829159,,Sep 18 2013,South Bay,/sby/apa/4075829159.html,, / 2br - - (gilroy),"Easy Access to Highways 101 and 152, Garden Setting, AC",$1695, / 2br - 838ft² - ,4076277196,,Sep 18 2013,South Bay,/sby/apa/4076277196.html,, / 2br - 838ft² - - (sunnyvale),Zen Like- You will love this layout-Immediate Move-in ,$2287, / 2br - 1000ft² - ,4076291295,-122.055359,Sep 18 2013,South Bay,/sby/apa/4076291295.html,37.379433, / 2br - 1000ft² - - (milpitas),Brand New Apt Homes Waiting for You,, 3br - ,4076291457,,Sep 18 2013,South Bay,/sby/apa/4076291457.html,, 3br - - (sunnyvale),Spacious One Bedroom in a Resort Setting,$1838, / 1br - ,4076291263,-122.023800,Sep 18 2013,South Bay,/sby/apa/4076291263.html,37.376400, / 1br - - (san jose south),Large country style home with lots of upgrades,$2600, / 3br - 1681ft² - ,4076193906,,Sep 18 2013,South Bay,/sby/apa/4076193906.html,, / 3br - 1681ft² - - (san jose south),"Only 1 Left! Great Lake View! SS Appls, 42in HDTV, New Tarkett Floor!",$2951, / 3br - 1413ft² - ,4076287529,-121.871879,Sep 18 2013,South Bay,/sby/apa/4076287529.html,37.243916, / 3br - 1413ft² - - (cupertino),Charming House for Rent - Great Schools,$2400, / 2br - 1400ft² - ,4076281772,,Sep 18 2013,South Bay,/sby/apa/4076281772.html,, / 2br - 1400ft² - - (san jose west),SPACIOUS TWO-BEDROOM APT. WITH MODERN KITCHEN!,$2415, / 3br - 1200ft² - ,4076252443,,Sep 18 2013,South Bay,/sby/apa/4076252443.html,, / 3br - 1200ft² - - (willow glen / cambrian),Completely REMODELED 4br/3.5ba House,$3250, / 4br - 2780ft² - ,4076281099,,Sep 18 2013,South Bay,/sby/apa/4076281099.html,, / 4br - 2780ft² - - (san jose north),Luxury apt homes opening next month! Pre lease today! 6 wks free!,$2048, / 1br - 683ft² - ,4076202369,-121.941032,Sep 18 2013,South Bay,/sby/apa/4076202369.html,37.413528, / 1br - 683ft² - - (san jose west),2 Bedroom Home for rent San Jose Close to Cupertino,$2200, / 2br - 1099ft² - ,4063358807,-122.000200,Sep 18 2013,South Bay,/sby/apa/4063358807.html,37.306600, / 2br - 1099ft² - - (san jose west),2 bed 1 bath house,$1875, / 2br - ,4052516340,-121.924930,Sep 18 2013,South Bay,/sby/apa/4052516340.html,37.317655, / 2br - - (milpitas),Enticing three bedroom apartment with all of the amenities you need!,$2620, / 3br - 1303ft² - ,4076072741,-121.903543,Sep 18 2013,South Bay,/sby/apa/4076072741.html,37.460100, / 3br - 1303ft² - - (san jose east),Newly Updated-Owner pays your PG&E bill!,$1395, / 1br - 550ft² - ,4076085936,-121.842228,Sep 18 2013,South Bay,/sby/apa/4076085936.html,37.369052, / 1br - 550ft² - - (campbell),Pruneyard West Apartment Living - Outstanding Service and Fantastic Am,$2550, / 2br - 1040ft² - ,4075977099,,Sep 18 2013,South Bay,/sby/apa/4075977099.html,, / 2br - 1040ft² - - (santa clara),Pet Friendly Community with Pool and Beautiful Grounds.,$2223, / 2br - 1020ft² - ,4076083410,-122.000570,Sep 18 2013,South Bay,/sby/apa/4076083410.html,37.356241, / 2br - 1020ft² - - (san jose west),Large 2 bedroom near Hwy 17/85 and Good Samaritan Hospital,$1695, / 2br - ,4071342041,,Sep 18 2013,South Bay,/sby/apa/4071342041.html,, / 2br - - (campbell),"Pet Friendly Community Close to Shopping, Dining, and Entertainment!",$2299, / 2br - ,4076052496,,Sep 18 2013,South Bay,/sby/apa/4076052496.html,, / 2br - - (san jose north),"Walk to Work, Walk to Stores! A Location at Its Best! Move In Ready!",$2216, / 2br - 1015ft² - ,4076079078,-121.893038,Sep 18 2013,South Bay,/sby/apa/4076079078.html,37.385434, / 2br - 1015ft² - - (campbell),Spacious One Bedroom Second Floor w/ Extra Storage and Great Location!,$1875, / 1br - ,4076055417,,Sep 18 2013,South Bay,/sby/apa/4076055417.html,, / 1br - - (sunnyvale),WELCOME HOME!,$2469, / 2br - 950ft² - ,4076074027,,Sep 18 2013,South Bay,/sby/apa/4076074027.html,, / 2br - 950ft² - - (campbell),"Pet Friendly Community Close to Shopping, Dining, and Entertainment!",$2299, / 2br - ,4076049648,,Sep 18 2013,South Bay,/sby/apa/4076049648.html,, / 2br - - (santa clara),"Gorgeous 1090 sq ft 2 BR, 2 BA in Santa Clara ",$2367, / 2br - 1090ft² - ,4076483072,-121.959929,Sep 18 2013,South Bay,/sby/apa/4076483072.html,37.397865, / 2br - 1090ft² - - (sunnyvale),Pool View! Available October 8th! ,$1918, / 1br - 670ft² - ,4076435641,-122.017052,Sep 18 2013,South Bay,/sby/apa/4076435641.html,37.371814, / 1br - 670ft² - - (sunnyvale),"$2010, 2x1.5 with Patio. GORGEOUS APARTMENT HOME! MOVE IN ASAP!",$2010, / 2br - 1100ft² - ,4076479108,-122.017443,Sep 18 2013,South Bay,/sby/apa/4076479108.html,37.385231, / 2br - 1100ft² - - (sunnyvale),Submit Your 30 Day Notice and Move To Brookside Oaks 10/15!,$1926, / 525ft² - ,4076455122,,Sep 18 2013,South Bay,/sby/apa/4076455122.html,, / 525ft² - - (cupertino),Pebble Creeks Largest Two Bedroom,$2400, / 2br - ,4044249059,,Sep 18 2013,South Bay,/sby/apa/4044249059.html,, / 2br - - (san jose east),Beautiful Home in Evergreen Foothills 3bd/2ba,$2650, / 3br - 1826ft² - ,4076478187,-121.791362,Sep 18 2013,South Bay,/sby/apa/4076478187.html,37.336240, / 3br - 1826ft² - - (campbell),Stop looking and start living,$2400, / 2br - ,4059428276,,Sep 18 2013,South Bay,/sby/apa/4059428276.html,, / 2br - - (campbell),"Two Bedroom, Laundry Room With Full Size Washer n Dryers",$2415, / 2br - ,4017177063,,Sep 18 2013,South Bay,/sby/apa/4017177063.html,, / 2br - - (san jose downtown),"Charming 1 Bedroom, 1 Bath Upstairs Apartment Near Downtown San Jose",$1695, / 1br - 900ft² - ,4076475986,,Sep 18 2013,South Bay,/sby/apa/4076475986.html,, / 1br - 900ft² - - (sunnyvale),NOW JUST $1845! REDUCED FROM $1975! 2X1 BEAUTIFUL APT HOME.,$1845, / 2br - 1000ft² - ,4076475840,-122.021863,Sep 18 2013,South Bay,/sby/apa/4076475840.html,37.386867, / 2br - 1000ft² - - (san jose south),"COMFORT, CONVENIENCE, QUALITY",$1995, / 2br - 1001ft² - ,4076475073,-121.915176,Sep 18 2013,South Bay,/sby/apa/4076475073.html,37.237572, / 2br - 1001ft² - - (santa clara),"Excellent Location, Must See, Completely remodelled",$1500, / 1br - 650ft² - ,4047189297,-121.994105,Sep 18 2013,South Bay,/sby/apa/4047189297.html,37.369525, / 1br - 650ft² - - (gilroy),Desirable West Gilroy Townhome 3bd 1.5bath w Garage Great Schools,$2075, / 3br - 1300ft² - ,4054229520,-121.568280,Sep 18 2013,South Bay,/sby/apa/4054229520.html,37.005780, / 3br - 1300ft² - - (san jose downtown),"Gorgeous Victorian, Junior one bedroom with high ceilings",$1295, / 600ft² - ,4064209817,-121.891465,Sep 18 2013,South Bay,/sby/apa/4064209817.html,37.341451, / 600ft² - - (milpitas),- $1800 / 2br - 842ft² - Beautiful 2bd/1bath in convenient location (m,$1800, / 2br - 842ft² - ,4076687491,-121.884187,Sep 18 2013,South Bay,/sby/apa/4076687491.html,37.427487, / 2br - 842ft² - - (san jose downtown),"Remodeled Apartment, New Kit/Bath, Stainless Steel, Wood Floors, WIFI!",$1425, / 1br - ,4076685380,,Sep 18 2013,South Bay,/sby/apa/4076685380.html,, / 1br - - (los gatos),One Store Single Family with Huge Lot,$3795, / 4br - 1700ft² - ,4076685002,-121.961767,Sep 18 2013,South Bay,/sby/apa/4076685002.html,37.238044, / 4br - 1700ft² - - (bad credit is no issue),FOUR ROOMS PERFECT FOR A FAMILY,$1142, / 3br - 1747ft² - ,4076477679,,Sep 18 2013,South Bay,/sby/apa/4076477679.html,, / 3br - 1747ft² - - (milpitas),Ultimate Entertainment With TV Wall!! We Have A Movie Theatre room!!,$2499, / 2br - 1035ft² - ,4076604283,,Sep 18 2013,South Bay,/sby/apa/4076604283.html,, / 2br - 1035ft² - - (santa clara),Remodeled 1BR-1BA - Lush Surroundings! Move In September!,$1825, / 1br - 700ft² - ,4076597283,-121.994570,Sep 18 2013,South Bay,/sby/apa/4076597283.html,37.330620, / 1br - 700ft² - - (sunnyvale),Beautiful remodeled apartment near Apple campus & Serra Park,$1625, / 1br - 650ft² - ,4076603739,-122.041571,Sep 18 2013,South Bay,/sby/apa/4076603739.html,37.341741, / 1br - 650ft² - - (hollister),"2 Bed 2.5 Bath Townhome, must see.",$1300, / 2br - 1100ft² - ,4075603864,-121.383893,Sep 18 2013,South Bay,/sby/apa/4075603864.html,36.847162, / 2br - 1100ft² - - (san jose west),Available Now - Near Santana Row,$1350, / 1br - ,4075619022,-121.948583,Sep 18 2013,South Bay,/sby/apa/4075619022.html,37.313006, / 1br - - (san jose west), RE: Bacom Holiday Apartments (Ripping You Off),, ,4075589661,,Sep 18 2013,South Bay,/sby/apa/4075589661.html,, - (campbell),Top corner second floor one bedroom available for immediate M/I! ,$1630, / 660ft² - ,4075615033,,Sep 18 2013,South Bay,/sby/apa/4075615033.html,, / 660ft² - - (santa clara),Make this home Your Personal Sanctuary ,$1830, / 1br - 700ft² - ,4075614794,-121.994606,Sep 18 2013,South Bay,/sby/apa/4075614794.html,37.345779, / 1br - 700ft² - - (san jose west),Lovely Home with Cupertino Schools. Hardwood Floors! Central A/C!,$3250, / 3br - 1176ft² - ,4075613622,,Sep 18 2013,South Bay,/sby/apa/4075613622.html,, / 3br - 1176ft² - - (san jose south),Spacious 1st floor 2bed/2bath with W/D!,$2195, / 2br - 1040ft² - ,4075610796,,Sep 18 2013,South Bay,/sby/apa/4075610796.html,, / 2br - 1040ft² - - (mountain view),Be a part of the best! Park Place is the finest. 2x2 available now!,$3134, / 2br - 910ft² - ,4075610593,-122.085794,Sep 18 2013,South Bay,/sby/apa/4075610593.html,37.389801, / 2br - 910ft² - - (milpitas),"Furnished 2nd floor 1/1 near 880 & 680, ready NOW",$1395, / 1br - 643ft² - ,4075610299,-121.889019,Sep 18 2013,South Bay,/sby/apa/4075610299.html,37.408278, / 1br - 643ft² - - (san jose south),Large 2-Story Unit!,$1500, / 2br - 1000ft² - ,4075610113,,Sep 18 2013,South Bay,/sby/apa/4075610113.html,, / 2br - 1000ft² - - (san jose west),Exactly how you want to live in San Jose ,$2179, / 2br - 1002ft² - ,4075565852,-121.874321,Sep 18 2013,South Bay,/sby/apa/4075565852.html,37.278868, / 2br - 1002ft² - - (sunnyvale),Great Location Pet Welcome Adj. to Lovely Park,$1540, / 1br - ,4075518047,-122.013295,Sep 18 2013,South Bay,/sby/apa/4075518047.html,37.387381, / 1br - - (cupertino),Cupertino*RENOVATED*Deluxe finishes*Close to Apple,$2295, / 2br - 840ft² - ,4065364400,-122.033456,Sep 18 2013,South Bay,/sby/apa/4065364400.html,37.308206, / 2br - 840ft² - - (san jose west),Large 2x2 With Fireplace*Dual Master Bedrooms*Full Size Washer*Dryer*,$2445, / 2br - 1090ft² - ,4075549103,-121.923016,Sep 18 2013,South Bay,/sby/apa/4075549103.html,37.309312, / 2br - 1090ft² - - (san jose downtown),Modern City Life::Great *Spacious*Affordable-in the heart of Downtown,$1725, / 1br - 750ft² - ,4056179767,,Sep 18 2013,South Bay,/sby/apa/4056179767.html,, / 1br - 750ft² - - (san jose north),"Hey Listen Up, Your New Home Is Here",$2216, / 2br - 1015ft² - ,4075521918,,Sep 18 2013,South Bay,/sby/apa/4075521918.html,, / 2br - 1015ft² - - (santa clara),Beautiful and luxurious 2/1 Condo in Santa Clara! Move-in Now! ,$1995, / 2br - 712ft² - ,4071004195,-121.974569,Sep 18 2013,South Bay,/sby/apa/4071004195.html,37.367641, / 2br - 712ft² - - (sunnyvale),"Huge Floor Plans w/Garages, Convenient Location.",$2269, / 2br - ,4075544352,-122.050428,Sep 18 2013,South Bay,/sby/apa/4075544352.html,37.359338, / 2br - - (sunnyvale),"Month-To-Month,wooded park area,small dog allowed,lake,ducks for 10/15",$2295, / 2br - 930ft² - ,4075543650,-121.997070,Sep 18 2013,South Bay,/sby/apa/4075543650.html,37.366541, / 2br - 930ft² - - (san jose downtown),Don't Miss This Two Bedroom Townhome,$2723, / 2br - 1187ft² - ,4075543542,,Sep 18 2013,South Bay,/sby/apa/4075543542.html,, / 2br - 1187ft² - - (santa clara),"UPGRADES- floors - kitchen, bath - GRANITE! Great location",$2325, / 3br - 1089ft² - ,4065387367,-121.987906,Sep 18 2013,South Bay,/sby/apa/4065387367.html,37.340030, / 3br - 1089ft² - - (santa clara),"Luxury Apartment, Tennis Court, 5 Star Concierge Services",$2599, / 3br - ,4075428443,-121.956418,Sep 18 2013,South Bay,/sby/apa/4075428443.html,37.356377, / 3br - - (Royal Oaks),Executive Home on 5 Acre Country Setting,$3800, / 4br - 3773ft² - ,4064829230,-121.686470,Sep 18 2013,South Bay,/sby/apa/4064829230.html,36.870623, / 4br - 3773ft² - - (sunnyvale),"In the Heart Of Silicon Valley, Dogs OK",$1740, / 2br - ,4075415339,-122.013295,Sep 18 2013,South Bay,/sby/apa/4075415339.html,37.387381, / 2br - - (san jose south),"Large 3 Bedroom, 1.5 Bath Townhouse. Free After School Program ",$2187, / 3br - ,4075390334,,Sep 18 2013,South Bay,/sby/apa/4075390334.html,, / 3br - - (milpitas),4 Bedrm / 2 Bath Single Family House - Milpitas,$2450, / 4br - 1450ft² - ,4075346384,-121.879667,Sep 18 2013,South Bay,/sby/apa/4075346384.html,37.430438, / 4br - 1450ft² - - (san jose south),3 Bedroom 2.5 Bath Two Story Single Family Home in South San Jose,$2795, / 3br - 1777ft² - ,4075396037,,Sep 18 2013,South Bay,/sby/apa/4075396037.html,, / 3br - 1777ft² - - (san jose north),"San Jose, 3675 William Road #8 Spacious downstairs apartment ",$1685, / 2br - ,4019017141,-121.950268,Sep 18 2013,South Bay,/sby/apa/4019017141.html,37.308742, / 2br - - (san jose north),"***North Park, a Resort like spacious apartment available on Oct. 1st",$2186, / 2br - 1120ft² - ,4040220809,,Sep 18 2013,South Bay,/sby/apa/4040220809.html,, / 2br - 1120ft² - - (san jose east),"Enjoy the beauty of our green, textured landscape at Casa Verde!",$1465, / 1br - 639ft² - ,4075392032,,Sep 18 2013,South Bay,/sby/apa/4075392032.html,, / 1br - 639ft² - - (gilroy),Check out our Community today for an experience that can t be beat!,$1941, / 2br - ,4075422603,-121.593549,Sep 18 2013,South Bay,/sby/apa/4075422603.html,37.012296, / 2br - - (concord / pleasant hill / martinez), Great Pleasant Hill Community*Quiet/Clean*Large Patio*Pools*Free Wif,$1345, / 1br - 750ft² - ,4076677081,-122.058856,Sep 18 2013,East Bay,/eby/apa/4076677081.html,37.957886, / 1br - 750ft² - - (walnut creek),Spacious 1 bedroom 1 bath apartment,$1495, / 1br - 750ft² - ,4076667722,,Sep 18 2013,East Bay,/eby/apa/4076667722.html,, / 1br - 750ft² - - (hayward / castro valley),Large Cute One Bedroom Available in October!!! ,$1745, / 1br - 751ft² - ,4076647982,-122.250000,Sep 18 2013,East Bay,/eby/apa/4076647982.html,37.500000, / 1br - 751ft² - - (san leandro),SINGLE HOUSE FOR RENT,$1900, / 3br - 1082ft² - ,4076663840,-122.148205,Sep 18 2013,East Bay,/eby/apa/4076663840.html,37.684517, / 3br - 1082ft² - - (fairfield / vacaville),Close to Travis AFB - W/D & Fridge included,$1650, / 3br - 1450ft² - ,4068394135,-122.021620,Sep 18 2013,East Bay,/eby/apa/4068394135.html,38.281417, / 3br - 1450ft² - -" (hercules, pinole, san pablo, el sob)",LUPINE RD - Beautiful 4/3 - HERCULES,$2400, / 4br - 2327ft² - ,4076662182,-122.249735,Sep 18 2013,East Bay,/eby/apa/4076662182.html,38.004303, / 4br - 2327ft² - - (berkeley north / hills),"*ONE LEFT- RENT REDUCED** 2BR/2B GOURMET GHETTO. Available NOW, nr UC",$2699, / 2br - ,4066479840,-122.268198,Sep 18 2013,East Bay,/eby/apa/4066479840.html,37.878698, / 2br - - (oakland east),"~~~ Amazing Deal! Attractive One Bedroom Just $1,098 ~~~",$1098, / 1br - ,4076595875,-122.228447,Sep 18 2013,East Bay,/eby/apa/4076595875.html,37.784914, / 1br - - (vallejo / benicia),VOYAGER DR - 4/2.5 Beautiful! - Newly Renovated - VALLEJO,$1800, / 4br - 1448ft² - ,4076655648,-122.272879,Sep 18 2013,East Bay,/eby/apa/4076655648.html,38.120667, / 4br - 1448ft² - - (san jose north),"Furnished house, 6 months or longer lease term",$3200, / 3br - 1630ft² - ,4059588242,,Sep 18 2013,South Bay,/sby/apa/4059588242.html,, / 3br - 1630ft² - - (los gatos),Newly built (2005) 6550SF custom house on a 1 acre lot.,$12995, / 5br - 6550ft² - ,4056786894,-121.996865,Sep 18 2013,South Bay,/sby/apa/4056786894.html,37.238734, / 5br - 6550ft² - - (cupertino),"Take a walk to the Community Park next door, or to the Flint Center",$2795, / 2br - ,4075103298,-122.047167,Sep 18 2013,South Bay,/sby/apa/4075103298.html,37.324599, / 2br - - (san jose west),Remodeled Apartment Near Westgate,$1695, / 2br - ,4075085651,-121.972968,Sep 18 2013,South Bay,/sby/apa/4075085651.html,37.293742, / 2br - - (san jose north),LARGE & BRIGHT 1B/1B ;FREE WATER & GARBAGE; EASY ACCESS TO 101 $1300,$1300, / 1br - 800ft² - ,4075080680,-121.869165,Sep 18 2013,South Bay,/sby/apa/4075080680.html,37.352340, / 1br - 800ft² - - (san jose north),SPACIOUS 1B/1B ;FREE WATER & GARBAGE; EASY ACCESS TO 101 $1350,$1350, / 1br - 800ft² - ,4075079837,-121.869165,Sep 18 2013,South Bay,/sby/apa/4075079837.html,37.352340, / 1br - 800ft² - - (sunnyvale),HURRY!!!!!!!!!!!!!!!!!!!!!!!,$1950, / 2br - ,4075056908,-122.032471,Sep 18 2013,South Bay,/sby/apa/4075056908.html,37.361541, / 2br - - (san jose downtown),3.5ba. Sparkling Japantown Townhome. Open House Sunday,$2988, / 3br - 1487ft² - ,4075014285,,Sep 18 2013,South Bay,/sby/apa/4075014285.html,, / 3br - 1487ft² - - (sunnyvale),Newer Single Family Home 1 block from Target!!!,$3800, / 3br - 1350ft² - ,4074969372,-122.034781,Sep 18 2013,South Bay,/sby/apa/4074969372.html,37.369901, / 3br - 1350ft² - - (sunnyvale),Nice Unit in Nice Area Super Location 4-Plex Ready to Move in,$1650, / 1br - 600ft² - ,4074805703,-122.031425,Sep 18 2013,South Bay,/sby/apa/4074805703.html,37.360869, / 1br - 600ft² - - (san jose north),Single 3 Bedrooms-2 1/2 Bath For Rent,$2950, / 1862ft² - ,4074797479,-121.881179,Sep 18 2013,South Bay,/sby/apa/4074797479.html,37.378832, / 1862ft² - - (pittsburg / antioch),"House for rent: $2000/Month : 4Bed, 3Bath, 2000Sq Feet.",$2000, / 4br - 2000ft² - ,4060810861,-121.805790,Sep 18 2013,East Bay,/eby/apa/4060810861.html,38.004920, / 4br - 2000ft² - - (fremont / union city / newark), A gorgeous 2-story house for rent,$1500, / 4br - ,4076904291,,Sep 18 2013,East Bay,/eby/apa/4076904291.html,, / 4br - - (hayward / castro valley),"Townhse, 2 Master suites,nr. Cal. State U",$2100, / 2br - 1333ft² - ,4064245979,-122.067000,Sep 18 2013,East Bay,/eby/apa/4064245979.html,37.637400, / 2br - 1333ft² - - (fairfield / vacaville),Lovely 2 Bath Upgraded Fairfield Home Avail. for Move In Nov 1,$1550, / 3br - 1296ft² - ,4063500248,-122.032506,Sep 18 2013,East Bay,/eby/apa/4063500248.html,38.283435, / 3br - 1296ft² - - (hayward / castro valley),One yr. KB Home for rent close to BART! 3 Bd + DEN - AVAILABLE Oct. 1,$2500, / 3br - 1827ft² - ,4076898832,-122.080800,Sep 18 2013,East Bay,/eby/apa/4076898832.html,37.668820, / 3br - 1827ft² - - (concord / pleasant hill / martinez),house for rent (coming in october ),$2500, / 4br - ,4076898077,,Sep 18 2013,East Bay,/eby/apa/4076898077.html,, / 4br - - (fremont / union city / newark),Gorgeous House in Fremont Mission School District,$3400, / 4br - 2648ft² - ,4076895602,-121.937259,Sep 18 2013,East Bay,/eby/apa/4076895602.html,37.520320, / 4br - 2648ft² - - (dublin / pleasanton / livermore),European Style House for Rent at Livermore,, ,4076889166,,Sep 18 2013,East Bay,/eby/apa/4076889166.html,, - (walnut creek),Perfectly Located Walnut Creek Townhome,$2550, / 3br - 1683ft² - ,4076888410,-122.045960,Sep 18 2013,East Bay,/eby/apa/4076888410.html,37.926072, / 3br - 1683ft² - - (oakland east),Single House For Rent,$1480, / 4br - ,4070139529,-122.176077,Sep 18 2013,East Bay,/eby/apa/4070139529.html,37.765228, / 4br - - (financial district),"Now Available, Valet Parking, On Site Grocery Store, Pets Welcome",$5300, / 2br - 960ft² - ,4076166080,-122.392314,Sep 18 2013,SF,/sfc/apa/4076166080.html,37.791474, / 2br - 960ft² - - (SOMA / south beach),1 Bed 1.5 Bath Bright and open loft condo,$3190, / 1br - 834ft² - ,4076139255,-122.402230,Sep 18 2013,SF,/sfc/apa/4076139255.html,37.778726, / 1br - 834ft² - - (western addition),2bed 2bath at 2001 McAllister St,$4500, / 2br - 1025ft² - ,4070390475,-122.444967,Sep 18 2013,SF,/sfc/apa/4070390475.html,37.776958, / 2br - 1025ft² - - (SOMA / south beach),Luxury 1 Bed Apartment + LOFT w/ Parking Included!,$3275, / 1br - 851ft² - ,4061505659,-122.403878,Sep 18 2013,SF,/sfc/apa/4061505659.html,37.770063, / 1br - 851ft² - - (SOMA / south beach),900 sq feet! PLUS PARKING!!! you cant beat this in SF!,$3200, / 1br - 916ft² - ,4061430041,-122.403878,Sep 18 2013,SF,/sfc/apa/4061430041.html,37.770063, / 1br - 916ft² - - (cole valley / ashbury hts),Beautiful Top Floor 2BR Available Now!!! Breathtaking Views!,$3495, / 2br - ,4048687327,-122.447050,Sep 18 2013,SF,/sfc/apa/4048687327.html,37.766382, / 2br - - (bernal heights),Showing Wed @ 5PM Sharp! Bi-level 3BR+ Home! Laundry + Pking!!!,$4095, / 3br - ,4070943040,-122.422357,Sep 18 2013,SF,/sfc/apa/4070943040.html,37.733800, / 3br - - (castro / upper market),Spacious Remodeled Apartment 1/2 block from Dolores Park!,$3895, / 2br - ,4068925930,-122.430030,Sep 17 2013,SF,/sfc/apa/4068925930.html,37.761188, / 2br - - (pacific heights),Sotheby's: Modern Luxury Condo in Pacific Heights - 2br/2ba,$4600, / 2br - ,4073557238,-122.418600,Sep 17 2013,SF,/sfc/apa/4073557238.html,37.791700, / 2br - - (mission district),Great Flat Inner Mission 16th & Valencia Street Flat,$5695, / 3br - ,4052761428,-122.422818,Sep 17 2013,SF,/sfc/apa/4052761428.html,37.764492, / 3br - - (pacific heights),1 Bedroom in Clean Quiet Victorian,$3000, / 1br - 700ft² - ,4058621686,-122.430183,Sep 17 2013,SF,/sfc/apa/4058621686.html,37.795854, / 1br - 700ft² - - (SOMA / south beach),Luxury 1-BR+ Condo + Parking For Rent,$3500, / 1br - 806ft² - ,4026049337,-122.393921,Sep 17 2013,SF,/sfc/apa/4026049337.html,37.786852, / 1br - 806ft² - - (ingleside / SFSU / CCSF),Cozy inlaw - all utilities/cable/wifi included,$1200, ,4073295227,-122.464685,Sep 17 2013,SF,/sfc/apa/4073295227.html,37.719728, - (SOMA / south beach),Luxury Condo with FABULOUS City and Bay VIEW ,$3550, / 1br - ,4073330581,-122.393572,Sep 17 2013,SF,/sfc/apa/4073330581.html,37.786573, / 1br - - (north beach / telegraph hill),"$750 Move-Credit - Top Floor Condo, Rooftop Deck and Bay Views - JGPM",$5700, / 3br - 1448ft² - ,4073316224,,Sep 17 2013,SF,/sfc/apa/4073316224.html,, / 3br - 1448ft² - - (mission district),"Edwardian Charm Fireplace Private yard &Laundry ~ Fruit Trees,2car Gar",$4150, / 2br - ,4073298401,-122.408825,Sep 17 2013,SF,/sfc/apa/4073298401.html,37.749601, / 2br - - (SOMA / south beach),1BR Apt with Upgraded Appliances. Move in 10/5/13,$3395, / 1br - 825ft² - ,4073336962,,Sep 17 2013,SF,/sfc/apa/4073336962.html,, / 1br - 825ft² - - (marina / cow hollow),$3400.00 Marina Two Bedroom Two Bath,$3400, / 2br - 1000ft² - ,4073336216,,Sep 17 2013,SF,/sfc/apa/4073336216.html,, / 2br - 1000ft² - - (SOMA / south beach),Beautiful Top Floor Apartment - Upgraded Appliances,$3291, / 1br - 755ft² - ,4073321887,-122.396669,Sep 17 2013,SF,/sfc/apa/4073321887.html,37.773167, / 1br - 755ft² - - (SOMA / south beach),Gorgeous SOMA Corner View Condo ,$5400, / 2br - ,4048508960,-122.398977,Sep 17 2013,SF,/sfc/apa/4048508960.html,37.786209, / 2br - - (SOMA / south beach),Why Settle For Anything Less When You Can Have The Best?,$3124, / 607ft² - ,4073269194,-122.389970,Sep 17 2013,SF,/sfc/apa/4073269194.html,37.774141, / 607ft² - - (campbell),Bright rear upper unit,$1695, / 2br - ,4056375385,-121.931867,Sep 18 2013,South Bay,/sby/apa/4056375385.html,37.284742, / 2br - - (santa clara),Great Loc-GraniteCtrs/Wood Floor/New GE Appliances/AC/Pool/Spa/Fitness,$1770, / 1br - 620ft² - ,4075627251,,Sep 18 2013,South Bay,/sby/apa/4075627251.html,, / 1br - 620ft² - - (san jose downtown),"Spacious Downstairs Apartment, Large Backyard, Tile Floors, Remodeled",$1995, / 3br - ,4075707269,,Sep 18 2013,South Bay,/sby/apa/4075707269.html,, / 3br - -" (Milpitas, Fremont, San Jose, Sunnyvale)",Bright and Spacious 2 BR/2.5 BA Town Home,$2450, / 2br - 1300ft² - ,4071245864,,Sep 18 2013,South Bay,/sby/apa/4071245864.html,, / 2br - 1300ft² - - (san jose downtown),Beautiful Luxury One Bedroom Executive Condo in Downtown San Jose,$1925, / 1br - 831ft² - ,4075729148,,Sep 18 2013,South Bay,/sby/apa/4075729148.html,, / 1br - 831ft² - - (san jose south),Very Large Remodeled Home in Blossom Valley,$3400, / 5br - 2384ft² - ,4045915301,-121.830563,Sep 18 2013,South Bay,/sby/apa/4045915301.html,37.229344, / 5br - 2384ft² - - (cupertino),"AVAILABLE NOW!! 3X2 TOP FLOOR GAS STOVE,FIREPLACE PET FRIENDLY",$3420, / 3br - 1275ft² - ,4075724554,-122.006070,Sep 18 2013,South Bay,/sby/apa/4075724554.html,37.332142, / 3br - 1275ft² - - (san jose downtown),"Bright and Spacious Home In Downtown, Renovated Kitchen / Bathroom!",$1995, / 3br - ,4075721018,,Sep 18 2013,South Bay,/sby/apa/4075721018.html,, / 3br - - (san jose south),High-tech 24-hour fitness center with elliptical and incline treadmill,$1719, / 1br - 720ft² - ,4075861251,-121.765542,Sep 18 2013,South Bay,/sby/apa/4075861251.html,37.233870, / 1br - 720ft² - - (san jose downtown),Unique Townhome & Spectacular Views at Plant 51,$3500, / 2br - 1648ft² - ,4075808398,,Sep 18 2013,South Bay,/sby/apa/4075808398.html,, / 2br - 1648ft² - - (mountain view),Exactly where you want to live,$1855, / 1br - 748ft² - ,4075789443,-122.061131,Sep 18 2013,South Bay,/sby/apa/4075789443.html,37.376808, / 1br - 748ft² - - (cupertino),Fitness Center on property with extended hours from 6 am to 1 am,$3645, / 3br - ,4075856634,,Sep 18 2013,South Bay,/sby/apa/4075856634.html,, / 3br - - (san jose north),So Large You Can Call It A Treehouse.,$4055, / 3br - 1599ft² - ,4075856478,,Sep 18 2013,South Bay,/sby/apa/4075856478.html,, / 3br - 1599ft² - - (willow glen / cambrian),Gorgeous...Like new!,$2850, / 2br - 1447ft² - ,4075816562,-121.907151,Sep 18 2013,South Bay,/sby/apa/4075816562.html,37.271953, / 2br - 1447ft² - - (santa clara),Stunning Two-Bedroom in Santa Clara!,$2637, / 2br - 1208ft² - ,4070141859,-121.952562,Sep 18 2013,South Bay,/sby/apa/4070141859.html,37.402740, / 2br - 1208ft² - - (san jose north),BRAND NEW! PETS ACCEPTED! 2 MO. FREE/ 16 MO. LEASE *PRICE REFLECTED!,$2493, / 2br - 1082ft² - ,4075805023,-121.942672,Sep 18 2013,South Bay,/sby/apa/4075805023.html,37.410227, / 2br - 1082ft² - - (san jose west),Lovely Santana Place Apartments,$1775, / 2br - 900ft² - ,4069174261,-121.946397,Sep 18 2013,South Bay,/sby/apa/4069174261.html,37.307512, / 2br - 900ft² - - (san jose north),ººLooking for an affordable 6 month lease? You got it..Townhome+Loftºº,$2895, / 2br - 1204ft² - ,4075810821,,Sep 18 2013,South Bay,/sby/apa/4075810821.html,, / 2br - 1204ft² - - (sunnyvale),"Updated 3 Bedroom Home for rent Sunnyvale, Great Area, Don't miss it ",$3400, / 3br - 2256ft² - ,4061192390,-122.017328,Sep 18 2013,South Bay,/sby/apa/4061192390.html,37.358741, / 3br - 2256ft² - - (san jose south),4 bedroom home for rent in South San Jose Beautiful House great neighb,$3175, / 4br - 2159ft² - ,4061196525,-121.829741,Sep 18 2013,South Bay,/sby/apa/4061196525.html,37.268108, / 4br - 2159ft² - - (san jose south),3 Bedroom Home rent South San Jose nice house in a nice neighborhood,$2600, / 3br - 1208ft² - ,4027127950,-121.833282,Sep 18 2013,South Bay,/sby/apa/4027127950.html,37.246089, / 3br - 1208ft² - - (san jose south),2 bedroom home rent South San Jose Pet Welcome,$2100, / 2br - 1233ft² - ,4056772294,-121.805854,Sep 18 2013,South Bay,/sby/apa/4056772294.html,37.250732, / 2br - 1233ft² - - (sunnyvale),"Sunnyvale home showing at 7:15pm on 9/18, wednesday - 678 Cypress ave",$2900, / 4br - 1560ft² - ,4076275166,-122.017700,Sep 18 2013,South Bay,/sby/apa/4076275166.html,37.388600, / 4br - 1560ft² - - (sunnyvale),Beautiful Home in Sunnyvale ( 1409 Colinton Way ),$4700, / 4br - 1939ft² - ,4076275068,-122.058672,Sep 18 2013,South Bay,/sby/apa/4076275068.html,37.347592, / 4br - 1939ft² - - (santa clara),3 Bed / 2 Bath - Across from Central Park - Pool - 24/7 Fitness Center,$2875, / 3br - 1185ft² - ,4076239932,,Sep 18 2013,South Bay,/sby/apa/4076239932.html,, / 3br - 1185ft² - - (san jose west),4 units avail in 4-plex. Open House 9/19,$1625, / 2br - 850ft² - ,4076270591,,Sep 18 2013,South Bay,/sby/apa/4076270591.html,, / 2br - 850ft² - -" (Murphys, CA)",Gated Community Charmer,$1150, / 3br - 1616ft² - ,4076263242,,Sep 18 2013,South Bay,/sby/apa/4076263242.html,, / 3br - 1616ft² - - (cupertino),The Pointe Has Flexible Lease Terms! ,$3101, / 2br - 1212ft² - ,4076241819,-122.023570,Sep 18 2013,South Bay,/sby/apa/4076241819.html,37.322542, / 2br - 1212ft² - - (san jose west),Upstairs 1x1 with garage below ready on 10/17/13,$1405, / 1br - ,4076242966,,Sep 18 2013,South Bay,/sby/apa/4076242966.html,, / 1br - - (milpitas),1.5 months free rent,$2499, / 2br - ,4076046993,,Sep 18 2013,South Bay,/sby/apa/4076046993.html,, / 2br - - (san jose downtown),Nice house for rent,$3000, / 3br - 1728ft² - ,4076069424,,Sep 18 2013,South Bay,/sby/apa/4076069424.html,, / 3br - 1728ft² - - (campbell),Studio Apartment Home at Brentwood Coming 11/15,$1400, / 395ft² - ,4076033030,,Sep 18 2013,South Bay,/sby/apa/4076033030.html,, / 395ft² - - (sunnyvale),Split Bedroom Floor Plan Ideal for Roommates! A Real Stunner! ,$2708, / 2br - 1100ft² - ,4076064066,-122.017052,Sep 18 2013,South Bay,/sby/apa/4076064066.html,37.371814, / 2br - 1100ft² - - (san jose west),Single Family Home near Santana Row and Valley Fair ,$3100, / 3br - 1250ft² - ,4076062586,-121.954427,Sep 18 2013,South Bay,/sby/apa/4076062586.html,37.328736, / 3br - 1250ft² - - (sunnyvale),Prime Silicon Valley Location with Tranquil Views,$1698, / 1br - ,4076062550,-122.005336,Sep 18 2013,South Bay,/sby/apa/4076062550.html,37.354549, / 1br - - (gilroy),Gorgeous luxury apt homes. Exclusive neighborhood. Look no further!,$1986, / 2br - ,4076059507,,Sep 18 2013,South Bay,/sby/apa/4076059507.html,, / 2br - - (san jose north),"Beautiful, bright apartment with 18 foot ceilings!",$1967, / 1br - 734ft² - ,4075935367,,Sep 18 2013,South Bay,/sby/apa/4075935367.html,, / 1br - 734ft² - - (san jose downtown),Clean Studio Walking Distance to SJSU,$850, ,4076052256,-121.884209,Sep 18 2013,South Bay,/sby/apa/4076052256.html,37.329498, - (cupertino),Fully Renovated 3Bd/2Ba with Foothill View,$3300, / 3br - 1800ft² - ,4076041599,-122.067984,Sep 18 2013,South Bay,/sby/apa/4076041599.html,37.325505, / 3br - 1800ft² - - (sunnyvale),HEATHERSTONE APARTMENTS - A Relaxed Community in Mountain View ,$2250, / 1br - 750ft² - ,4076472133,,Sep 18 2013,South Bay,/sby/apa/4076472133.html,, / 1br - 750ft² - - (sunnyvale),"REDUCED RENT! $1595, 1X1. GORGEOUS APARTMENT HOME! MOVE IN ASAP!",$1595, / 1br - 650ft² - ,4076471377,-122.019932,Sep 18 2013,South Bay,/sby/apa/4076471377.html,37.384719, / 1br - 650ft² - - (san jose downtown),"Cozy 1Bdr, Updated Kitchen, Nice Rose Garden Area",$1225, / 1br - 453ft² - ,4042525260,-121.922367,Sep 18 2013,South Bay,/sby/apa/4042525260.html,37.344641, / 1br - 453ft² - - (san jose west),"Cute and Quiet 1 Bdr, Great Neighborhood Near Good Sam, Los Gatos",$1495, / 1br - 650ft² - ,4071901401,-121.950967,Sep 18 2013,South Bay,/sby/apa/4071901401.html,37.249543, / 1br - 650ft² - - (san jose south),Home for Rent Near Tully and Kline/Ruby,$1700, / 2br - ,4076467558,-121.783791,Sep 18 2013,South Bay,/sby/apa/4076467558.html,37.339865, / 2br - - (sunnyvale),3 Bedroom 2 Bath Single Family Home in Sunnyvale near Hwy 101 & Lawrence Exp,$2295, / 3br - 1300ft² - ,4076466105,,Sep 18 2013,South Bay,/sby/apa/4076466105.html,, / 3br - 1300ft² - - (cupertino),"Gorgeous 1x1 Apt with A/C, W/D, Granite Countertops and More!",$2486, / 1br - 795ft² - ,4076463650,-122.038279,Sep 18 2013,South Bay,/sby/apa/4076463650.html,37.336777, / 1br - 795ft² - - (san jose downtown),Incredible townhouse with front porch and private entrance. Call Today,$2835, / 2br - 1246ft² - ,4076402475,-121.905456,Sep 18 2013,South Bay,/sby/apa/4076402475.html,37.331607, / 2br - 1246ft² - - (san jose downtown),2 Story 1 Bed/1 Bath with Den/Office Attached! Available 10/11,$2630, / 1br - 950ft² - ,4076459797,-121.897709,Sep 18 2013,South Bay,/sby/apa/4076459797.html,37.326489, / 1br - 950ft² - - (san jose downtown),*Just Vacant* Bright and Shiny,$1300, / 1br - ,4076458887,-121.908466,Sep 18 2013,South Bay,/sby/apa/4076458887.html,37.331016, / 1br - - (santa clara),Relax & Unwind in your new home! Remodeled 1BR Units! LEASING NOW!,$1850, / 1br - 776ft² - ,4076591035,-121.994570,Sep 18 2013,South Bay,/sby/apa/4076591035.html,37.330620, / 1br - 776ft² - - (campbell),"Beautiful 2 Bed, 1 Bath Ready October 25th! $200 OFF 1st MONTHS RENT!",$1925, / 2br - 883ft² - ,4076609486,,Sep 18 2013,South Bay,/sby/apa/4076609486.html,, / 2br - 883ft² - - (milpitas),nha 3 fong ngu 1 phong tam cho thue gia$2200/ thang ,$2200, / 3br - ,4076614940,,Sep 18 2013,South Bay,/sby/apa/4076614940.html,, / 3br - - (los gatos),Los Gatos Condominium,$2600, / 2br - 1035ft² - ,4038485932,-121.955400,Sep 18 2013,South Bay,/sby/apa/4038485932.html,37.241700, / 2br - 1035ft² - - (willow glen / cambrian),Great 1 BR 1 BA Apartment with Underground Parking. 1 Month Free!,$1981, / 1br - 861ft² - ,4076638625,-121.910520,Sep 18 2013,South Bay,/sby/apa/4076638625.html,37.317888, / 1br - 861ft² - - (milpitas),"Upgraded Twn home in hidden lake Milpitas - easy access to 880,680",$2395, / 2br - 1410ft² - ,4076613611,-121.905048,Sep 18 2013,South Bay,/sby/apa/4076613611.html,37.440247, / 2br - 1410ft² - - (mountain view),Wish You lived Here? You Can! Call Our Leasing Office Today!,$3905, / 2br - 972ft² - ,4076526388,-122.072954,Sep 18 2013,South Bay,/sby/apa/4076526388.html,37.399858, / 2br - 972ft² - - (mountain view),"2BR Townhome w/ Washer & Dryer, Move-In Ready!",$2774, / 2br - 1088ft² - ,4076630389,,Sep 18 2013,South Bay,/sby/apa/4076630389.html,, / 2br - 1088ft² - - (milpitas),Start your new beginning off right! ,$1520, / 1br - 544ft² - ,4076628764,-121.903543,Sep 18 2013,South Bay,/sby/apa/4076628764.html,37.460100, / 1br - 544ft² - - (mountain view),"Close to Google, Stanford & NasaAmes",$1748, / 1br - ,4076559382,,Sep 18 2013,South Bay,/sby/apa/4076559382.html,, / 1br - - (willow glen / cambrian),SPACIOUS LOVELY 3 BR 2.5 BATH SINGLE FAMILY HOME FOR RENT,$3250, / 3br - 1700ft² - ,4036786803,-121.903288,Sep 18 2013,South Bay,/sby/apa/4036786803.html,37.233711, / 3br - 1700ft² - - (san jose south),Welcome to Bella Villagio Apartments.,$1991, / 2br - 1046ft² - ,4075570815,,Sep 18 2013,South Bay,/sby/apa/4075570815.html,, / 2br - 1046ft² - - (san jose downtown),Scared of hanted house? You won't find one here!,$2847, / 3br - 1305ft² - ,4075585939,,Sep 18 2013,South Bay,/sby/apa/4075585939.html,, / 3br - 1305ft² - - (san jose downtown),Live With Us and Enjoy the Night Life,$2076, / 1br - 793ft² - ,4075606802,,Sep 18 2013,South Bay,/sby/apa/4075606802.html,, / 1br - 793ft² - - (sunnyvale),3/1 Single Family w/ Open and Bright Floor plan,$2750, / 3br - 1400ft² - ,4075605586,-122.014471,Sep 18 2013,South Bay,/sby/apa/4075605586.html,37.358741, / 3br - 1400ft² - - (san jose south),"Upgraded Apartment Home, Granite Counter Tops, Washer and Dryer Inside",$1890, / 1br - 711ft² - ,4075506791,-121.830600,Sep 18 2013,South Bay,/sby/apa/4075506791.html,37.245800, / 1br - 711ft² - - (sunnyvale),Cozy 1x1 available early October!! $99 Deposit!!,$1755, / 1br - 580ft² - ,4075579980,-122.017846,Sep 18 2013,South Bay,/sby/apa/4075579980.html,37.397007, / 1br - 580ft² - - (sunnyvale),Stop Searching Start Living! 1B/1B in The Heart of Sunnyvale,$1995, / 1br - 662ft² - ,4075598112,-122.032164,Sep 18 2013,South Bay,/sby/apa/4075598112.html,37.384733, / 1br - 662ft² - - (san jose downtown),Recently Remoled 1 bed next to SJSU walk to school,$1290, / 1br - ,4069907394,-121.880865,Sep 18 2013,South Bay,/sby/apa/4069907394.html,37.332641, / 1br - - (san jose south),POOL VIEW-REMODELED 1x AT THE WOODS! ,$1515, / 1br - 669ft² - ,4075597782,-121.838561,Sep 18 2013,South Bay,/sby/apa/4075597782.html,37.275733, / 1br - 669ft² - - (santa clara),More for your Money,$1695, / 1br - 700ft² - ,4075560485,-121.963269,Sep 18 2013,South Bay,/sby/apa/4075560485.html,37.361541, / 1br - 700ft² - - (san jose south),Home with Newer Granite Countertops,$2350, / 3br - ,4059246191,-121.826500,Sep 18 2013,South Bay,/sby/apa/4059246191.html,37.282700, / 3br - - (santa clara),6-WEEKS FREE Lovely 1-Bedroom next door to Rivermark Shopping Plaza!!!,$2159, / 1br - 880ft² - ,4075543382,-121.944766,Sep 18 2013,South Bay,/sby/apa/4075543382.html,37.395937, / 1br - 880ft² - - (cupertino),Great Location and Best Cupertino Schools! 4bd/2.5b near Hoover Park,$4200, / 4br - 1758ft² - ,4075543098,-122.039738,Sep 18 2013,South Bay,/sby/apa/4075543098.html,37.296332, / 4br - 1758ft² - - (santa clara),3x2::Completely Remodeled!!NEW Kitchen & Bath::Granite::Stainless!!,$2050, / 2br - 856ft² - ,4045862961,-121.987906,Sep 18 2013,South Bay,/sby/apa/4045862961.html,37.340030, / 2br - 856ft² - - (san jose south),Renovated Wonderful singel family nice close to every things! ,$3500, / 4br - 1750ft² - ,4056500673,,Sep 18 2013,South Bay,/sby/apa/4056500673.html,, / 4br - 1750ft² - - (san jose south),"TWO BDRM, UPSTAIRS, END UNIT, NEW CARPET, W/D HOOKUP, AVAIL NOW!",$1775, / 2br - 862ft² - ,4075537481,-121.838805,Sep 18 2013,South Bay,/sby/apa/4075537481.html,37.313816, / 2br - 862ft² - - (willow glen / cambrian),Lareg One Bedroom in Rose Garden Area w Pool Down Stairs Unit (Park),$1495, / 1br - ,4033595074,-121.916667,Sep 18 2013,South Bay,/sby/apa/4033595074.html,37.327841, / 1br - - (campbell),One Bedroom in Campbell (Dunster),$1295, / 1br - ,4021233086,-121.952368,Sep 18 2013,South Bay,/sby/apa/4021233086.html,37.294142, / 1br - - (sunnyvale),"Great Location, Lake, Fountains,Month-To-Month (Sunnyvale) for 9/20",$1850, / 1br - 740ft² - ,4075535666,-121.997070,Sep 18 2013,South Bay,/sby/apa/4075535666.html,37.366541, / 1br - 740ft² - - (cupertino),Walking distance to top ranking schools-Garden Gate-Lawson-MonteVista,$1895, ,4075535117,,Sep 18 2013,South Bay,/sby/apa/4075535117.html,, - (cupertino),New Kitchen Cabs New SS Appliances New wood floors-In unit W/D,$4295, / 3br - 1340ft² - ,4075534300,,Sep 18 2013,South Bay,/sby/apa/4075534300.html,, / 3br - 1340ft² - - (sunnyvale),Quiet Small Building Pets Welcome Very Quiet No Smoking,$1520, / 1br - ,4075421594,-122.011512,Sep 18 2013,South Bay,/sby/apa/4075421594.html,37.389095, / 1br - - (san jose west),Luxurious 2B Home in RESORT Style Gated Community ~ Pool & Spa + more,$2825, / 2br - 1145ft² - ,4075421482,,Sep 18 2013,South Bay,/sby/apa/4075421482.html,, / 2br - 1145ft² - - (santa clara),Your New Home Awaits You Just In Time For Fall,$2296, / 2br - 900ft² - ,4075419492,-121.997170,Sep 18 2013,South Bay,/sby/apa/4075419492.html,37.359141, / 2br - 900ft² - - (santa clara),Check Out What Riley Square Has To Offer!,$1645, / 1br - 630ft² - ,4075395068,-121.997170,Sep 18 2013,South Bay,/sby/apa/4075395068.html,37.359141, / 1br - 630ft² - - (santa clara),Don't Settle For Less,$2225, / 2br - 870ft² - ,4075410127,-121.997170,Sep 18 2013,South Bay,/sby/apa/4075410127.html,37.359141, / 2br - 870ft² - - (sunnyvale),"Best Location In Town! Lots of Closet options, Pantry and Storage!",$2175, / 2br - 850ft² - ,4075409864,-122.025949,Sep 18 2013,South Bay,/sby/apa/4075409864.html,37.362341, / 2br - 850ft² - - (santa clara),"Eeny, meeny, miny.... WHOA!!! I Found an AMAZING 2x2 at Bella Vista!!!",$2595, / 2br - 1058ft² - ,4075409235,-121.957318,Sep 18 2013,South Bay,/sby/apa/4075409235.html,37.401787, / 2br - 1058ft² - - (cupertino),"Village Green - Excellent Customer Service, Open 7 Days a Week!",$2745, / 2br - ,4075408441,,Sep 18 2013,South Bay,/sby/apa/4075408441.html,, / 2br - - (cupertino),All new Kitchen Cabinets coupled with Large living and dining rooms!,$1895, / 1br - ,4075407713,,Sep 18 2013,South Bay,/sby/apa/4075407713.html,, / 1br - - (mountain view),Remodeled 2 Bedroom 1 Bath Condo in Serene Cypress Point Community,$2095, / 2br - 843ft² - ,4075394103,,Sep 18 2013,South Bay,/sby/apa/4075394103.html,, / 2br - 843ft² - -,Now Accepting Applications for the Waiting List @ 408.251.7570,$1248, / 1br - 565ft² - ,4075258271,,Sep 18 2013,South Bay,/sby/apa/4075258271.html,, / 1br - 565ft² - - (hayward / castro valley),Beautiful Two Bedroom Loft Only $1875!!!,$1875, / 2br - 851ft² - ,4076640042,,Sep 18 2013,East Bay,/eby/apa/4076640042.html,, / 2br - 851ft² - - (dublin / pleasanton / livermore),Spacious is an understatement,$29995, / 2br - 1418ft² - ,4076615916,-121.911587,Sep 18 2013,East Bay,/eby/apa/4076615916.html,37.704357, / 2br - 1418ft² - - (fairfield / vacaville),KANSAS ST - 3/2 Newly Updated - FAIRFIELD,$1450, / 3br - 1264ft² - ,4061080863,-122.056386,Sep 18 2013,East Bay,/eby/apa/4061080863.html,38.255294, / 3br - 1264ft² - - (brentwood / oakley),HAYSTACK CT - Spacious & Private 4/3 - BRENTWOOD,$2295, / 4br - 2229ft² - ,4076645330,-121.713430,Sep 18 2013,East Bay,/eby/apa/4076645330.html,37.926895, / 4br - 2229ft² - -" (hercules, pinole, san pablo, el sob)",CHELSEA - COZY 2/1 CONDO - NEWLY UPDATED - HERCULES,$1425, / 2br - 869ft² - ,4046384331,-122.261660,Sep 18 2013,East Bay,/eby/apa/4046384331.html,38.020716, / 2br - 869ft² - - (vallejo / benicia),GRENNAN ST - 3/1 Newly Updated - VALLEJO,$1225, / 3br - 1048ft² - ,4034680052,-122.227387,Sep 18 2013,East Bay,/eby/apa/4034680052.html,38.103651, / 3br - 1048ft² - - (fairfield / vacaville),MELROSE CT - Beautiful 3/3 - Newly Updated - VACAVILLE,$1695, / 3br - 1626ft² - ,4034681512,-121.950456,Sep 18 2013,East Bay,/eby/apa/4034681512.html,38.341175, / 3br - 1626ft² - - (pittsburg / antioch),MEPHAM DR - Beautiful 4/2.5 - Newly Updated - PITTSBURG,$1895, / 4br - 1996ft² - ,4016769441,-121.900232,Sep 18 2013,East Bay,/eby/apa/4016769441.html,38.021731, / 4br - 1996ft² - - (pittsburg / antioch),RUBYE DR - 3/2 with 2 Bonus Rooms! - ANTIOCH,$1299, / 3br - 1173ft² - ,4034691371,-121.795566,Sep 18 2013,East Bay,/eby/apa/4034691371.html,38.002288, / 3br - 1173ft² - - (vallejo / benicia),722 INDIANA ST - 3/2 Newly Updated - VALLEJO,$1395, / 3br - 1368ft² - ,4016793447,-122.252643,Sep 18 2013,East Bay,/eby/apa/4016793447.html,38.110961, / 3br - 1368ft² - - (berkeley),2 Bedroom Fully Furnished Condo Only 1 Block North of UC Berkeley,$6000, / 2br - 900ft² - ,4030650511,-122.265365,Sep 18 2013,East Bay,/eby/apa/4030650511.html,37.876598, / 2br - 900ft² - - (san jose north),3BR/2.5BA / North San Jose Spacious Townhouse,$2950, / 3br - 1620ft² - ,4074782887,-121.890768,Sep 18 2013,South Bay,/sby/apa/4074782887.html,37.383210, / 3br - 1620ft² - - (sunnyvale),Studio,$1250, ,4066115147,-122.032407,Sep 18 2013,South Bay,/sby/apa/4066115147.html,37.353157, - (sunnyvale),2 Bed 2 Bath Condo Cupertino Schools Short Term Accepted,$2400, / 2br - 930ft² - ,4044948945,-122.014430,Sep 18 2013,South Bay,/sby/apa/4044948945.html,37.351939, / 2br - 930ft² - - (san jose south),Evergreen Newly remodeled 3 Bed 1.5 Bath 2-Story Townhouse ,$2280, / 3br - ,4063978296,-121.894960,Sep 18 2013,South Bay,/sby/apa/4063978296.html,37.339390, / 3br - - (san jose south),2-Story Evergreen Newly remodeled 3 Bed 1.5 Bath Townhouse ,$2280, / 3br - ,4057097492,-121.894960,Sep 18 2013,South Bay,/sby/apa/4057097492.html,37.339390, / 3br - - (willow glen / cambrian),"2/2 luxury new condo, easy commute, close to shopping",$2500, / 2br - 1144ft² - ,4065643762,-121.868248,Sep 18 2013,South Bay,/sby/apa/4065643762.html,37.295632, / 2br - 1144ft² - - (willow glen / cambrian),"2Bed/2Bath luxury new condo, easy commute, close to shopping",$2500, / 2br - 1144ft² - ,4065202798,-121.869621,Sep 18 2013,South Bay,/sby/apa/4065202798.html,37.296179, / 2br - 1144ft² - - (san jose east),** 1B/1B Condo/ Laundry/ Garage/Patio / Alum Rock ,$1350, / 1br - 560ft² - ,4049371370,-121.851288,Sep 18 2013,South Bay,/sby/apa/4049371370.html,37.355641, / 1br - 560ft² - - (san jose north),两房两å«ä¸€åŽ…出租,$1925, / 2br - 976ft² - ,4074766902,-121.872466,Sep 17 2013,South Bay,/sby/apa/4074766902.html,37.391139, / 2br - 976ft² - - (san jose west),2BR 2BA Furnished Condo,, 2br - ,4068024736,-121.938942,Sep 17 2013,South Bay,/sby/apa/4068024736.html,37.312818, 2br - - (fremont / union city / newark),"Positively Peaceful on Pistol Court, Fremont Ardenwood area",$2350, / 3br - 1300ft² - ,4076878464,-122.058572,Sep 18 2013,East Bay,/eby/apa/4076878464.html,37.571070, / 3br - 1300ft² - - (fairfield / vacaville),Amazing Ranch Home,$1800, / 4br - 1807ft² - ,4070044577,-121.953197,Sep 18 2013,East Bay,/eby/apa/4070044577.html,38.346258, / 4br - 1807ft² - - (concord / pleasant hill / martinez),QUIET and ELEGANT 2 BED/1.5 BTHS TOWNHOUSE IN CONCORD,$1495, / 2br - 973ft² - ,4019963407,-121.960430,Sep 18 2013,East Bay,/eby/apa/4019963407.html,37.947649, / 2br - 973ft² - - (concord / pleasant hill / martinez),Down stairs in-law ,$900, / 1br - 600ft² - ,4076876738,-122.135000,Sep 18 2013,East Bay,/eby/apa/4076876738.html,37.986400, / 1br - 600ft² - - (concord / pleasant hill / martinez),Large Townhome Style Apartments near Treat/Oak Grove,$1350, / 2br - 1000ft² - ,4076871298,,Sep 18 2013,East Bay,/eby/apa/4076871298.html,, / 2br - 1000ft² - - (concord / pleasant hill / martinez),"Clean, Quiet, Safe and Walk to Downtown Concord",$850, / 1br - 600ft² - ,4076875493,-122.042935,Sep 18 2013,East Bay,/eby/apa/4076875493.html,37.969982, / 1br - 600ft² - - (berkeley north / hills), - Spanish Style Town-Home,$3600, / 2br - 1650ft² - ,4076868786,-122.263509,Sep 18 2013,East Bay,/eby/apa/4076868786.html,37.878223, / 2br - 1650ft² - - (brentwood / oakley),Great 3 bedroom townhouse,$1750, / 3br - 1667ft² - ,4076872893,-121.695864,Sep 18 2013,East Bay,/eby/apa/4076872893.html,37.940323, / 3br - 1667ft² - - (richmond / point / annex),3 Bedroom Richmond Annex Home,$1500, / 3br - 980ft² - ,4076871256,-122.250000,Sep 18 2013,East Bay,/eby/apa/4076871256.html,37.500000, / 3br - 980ft² - - (walnut creek),"Wonderful Community, Pet Friendly, Move In Today!!!!",$1650, / 2br - 1000ft² - ,4076523293,,Sep 18 2013,East Bay,/eby/apa/4076523293.html,, / 2br - 1000ft² - - (oakland north / temescal),Big 3brVictorian apartment on quiet dead end street,$2250, / 3br - 1500ft² - ,4076512869,-122.276180,Sep 18 2013,East Bay,/eby/apa/4076512869.html,37.844596, / 3br - 1500ft² - - (oakland east),FOR RENT 2 BEDS/ 1 BTH TOWNHOUSE STYLE APT SECTION 8 WELCOME,$1075, / 2br - ,4064283731,-122.175582,Sep 18 2013,East Bay,/eby/apa/4064283731.html,37.762942, / 2br - - (oakland east),2BD/1BTH ,$1075, / 2br - ,4066070138,-122.175582,Sep 18 2013,East Bay,/eby/apa/4066070138.html,37.762942, / 2br - -" (Vallejo, Fairfield, Martinez)",***LOVE WHERE YOU LIVE*** 707.643.1100,$1250, / 2br - 870ft² - ,4076499590,-122.241874,Sep 18 2013,East Bay,/eby/apa/4076499590.html,38.083062, / 2br - 870ft² - - (walnut creek),No Barking Dogs in Our Lovely Community!,$1767, / 1br - 726ft² - ,4076503124,-122.066444,Sep 18 2013,East Bay,/eby/apa/4076503124.html,37.901224, / 1br - 726ft² - - (oakland east),"House for rent, cute 1bdrm small house available to rent. ",$900, / 1br - ,4076518164,-122.188390,Sep 18 2013,East Bay,/eby/apa/4076518164.html,37.762990, / 1br - - (fremont / union city / newark),"Refresh, Rejuvenate, Relax",$1649, / 1br - 700ft² - ,4076510273,-121.972382,Sep 18 2013,East Bay,/eby/apa/4076510273.html,37.539728, / 1br - 700ft² - - (oakland lake merritt / grand),1-2BR/1BA near Lake Merritt in Oakland w/ Parking Option,$1750, / 1br - ,4076426829,,Sep 18 2013,East Bay,/eby/apa/4076426829.html,, / 1br - - (dublin / pleasanton / livermore),Green Grass & Shady Trees... Tour Our Beautiful Community Today!,$1720, / 1br - 657ft² - ,4076516496,,Sep 18 2013,East Bay,/eby/apa/4076516496.html,, / 1br - 657ft² - - (san leandro),Modern 2bd/2 bath condo in ashland,$1550, / 2br - 875ft² - ,4076515956,-122.124000,Sep 18 2013,East Bay,/eby/apa/4076515956.html,37.702400, / 2br - 875ft² - - (SOMA / south beach),SPACIOUS 1 Bedroom Apartment + DEN!! w/ Parking Included!,$3200, / 1br - 916ft² - ,4063401906,-122.403878,Sep 18 2013,SF,/sfc/apa/4063401906.html,37.770063, / 1br - 916ft² - - (alamo square / nopa),Studio - Alamo Sq,$1600, / 1br - 400ft² - ,4076154208,-122.438177,Sep 18 2013,SF,/sfc/apa/4076154208.html,37.776856, / 1br - 400ft² - - (SOMA / south beach),Be Just Steps From The Best City When You Live at Archstone South Mark,$2860, / 1br - ,4076156197,-122.397100,Sep 18 2013,SF,/sfc/apa/4076156197.html,37.762100, / 1br - - (downtown / civic / van ness),Quiet and Charming One-Bedroom Apartment,$2300, / 1br - ,4076158332,-122.417267,Sep 18 2013,SF,/sfc/apa/4076158332.html,37.787166, / 1br - - (marina / cow hollow),2 Bedroom Full Floor Marina Flat,$4695, / 2br - 1250ft² - ,4061589519,,Sep 17 2013,SF,/sfc/apa/4061589519.html,, / 2br - 1250ft² - - (noe valley),Incredible Two Bedroom with VIEWS and PARKING Included! - ReLISTO,$3600, / 2br - ,4067604821,-122.442525,Sep 17 2013,SF,/sfc/apa/4067604821.html,37.752380, / 2br - - (potrero hill),"Potrero Hill Luxury Studio w/Deck, Views â€"" PROGRESSIVE ",$2250, ,4073143084,-122.401086,Sep 17 2013,SF,/sfc/apa/4073143084.html,37.757171, - (pacific heights),"Spacious Panoramic View Flat~Big Garden, Pets Ok, Optional 1-2 Car Gar",$8000, / 2br - 3000ft² - ,4073296518,-122.436567,Sep 17 2013,SF,/sfc/apa/4073296518.html,37.794058, / 2br - 3000ft² - - (ingleside / SFSU / CCSF),Exceptionally Well-Maintained 2 BR Home with Bonus Room!,$3400, / 2br - ,4023630433,-122.495670,Sep 17 2013,SF,/sfc/apa/4023630433.html,37.729741, / 2br - - (lower nob hill),Moving To San Francisco? Large/Renovated Downtown Studio NOW AVAILABLE,$2305, / 500ft² - ,4073206401,-122.413799,Sep 17 2013,SF,/sfc/apa/4073206401.html,37.786649, / 500ft² - - (western addition),Fantastic 1 BR Apartment at Fillmore Center -- Only $2725,$2725, / 1br - 699ft² - ,4073284434,-122.432681,Sep 17 2013,SF,/sfc/apa/4073284434.html,37.783170, / 1br - 699ft² - - (west portal / forest hill),ELEGANT FAMILY HOME ST. FRANCIS WOOD AREA,$5250, / 3br - 2850ft² - ,4029216854,,Sep 17 2013,SF,/sfc/apa/4029216854.html,, / 3br - 2850ft² - - (mission district),2 Bed 1 Bath Updated Apartment ,$2500, / 2br - ,4073260434,,Sep 17 2013,SF,/sfc/apa/4073260434.html,, / 2br - - (richmond / seacliff),"►►Lovely Studio Unit, Excellent Location",$1000, / 180ft² - ,4064903327,-122.487548,Sep 17 2013,SF,/sfc/apa/4064903327.html,37.774480, / 180ft² - - (haight ashbury),Large Edwardian 2BR//new kitchen//laundry on site//Available Now,$3250, / 2br - ,4043594585,-122.446854,Sep 17 2013,SF,/sfc/apa/4043594585.html,37.769867, / 2br - - (western addition),Commuters Welcome! Complimentary shuttle to Financial District daily.,$2999, / 1br - 705ft² - ,4073264535,-122.432681,Sep 17 2013,SF,/sfc/apa/4073264535.html,37.783170, / 1br - 705ft² - - (santa clara),Laminate Flooring! Granite Counters! Great Location!,$1395, / 1br - ,4075719057,,Sep 18 2013,South Bay,/sby/apa/4075719057.html,, / 1br - - (san jose north),"2br 2ba rarely available, save $700/mo! yahoo ebay etc near!",$2186, / 2br - 1120ft² - ,4075718367,-121.940600,Sep 18 2013,South Bay,/sby/apa/4075718367.html,37.408700, / 2br - 1120ft² - - (sunnyvale),2 story townhouse cupertino schools remodeled wash/dryer large patio,$2550, / 2br - 1300ft² - ,4075549998,-122.041571,Sep 18 2013,South Bay,/sby/apa/4075549998.html,37.342741, / 2br - 1300ft² - - (santa clara),"Downstairs Apartment, Granite Counters, New Bathroom!",$1350, / 1br - 625ft² - ,4075714359,,Sep 18 2013,South Bay,/sby/apa/4075714359.html,, / 1br - 625ft² - - (san jose north),Epic is the Place to Live! Come See Why!,$2079, / 1br - 739ft² - ,4075712496,-121.920261,Sep 18 2013,South Bay,/sby/apa/4075712496.html,37.397710, / 1br - 739ft² - - (santa clara),NEW REMODEL & PRICE SPECIAL + $500 OFF Move-in! Washer&Dryer 1 ONLY,$2099, / 2br - 973ft² - ,4075710888,,Sep 18 2013,South Bay,/sby/apa/4075710888.html,, / 2br - 973ft² - - (santa clara),"An impeccable 1 BR, 1 BA apartment in Santa Clara, CALIFORNIA.",$2010, / 1br - 790ft² - ,4075706822,-121.959929,Sep 18 2013,South Bay,/sby/apa/4075706822.html,37.397865, / 1br - 790ft² - - (santa clara),"Nice 1x1. Hurry, $500 Special on Select Units Only!",$1824, / 1br - 700ft² - ,4075709187,,Sep 18 2013,South Bay,/sby/apa/4075709187.html,, / 1br - 700ft² - - (santa clara),Renovated 1x1 Available Now! $500 Move In Special!,$1866, / 1br - 700ft² - ,4075708101,,Sep 18 2013,South Bay,/sby/apa/4075708101.html,, / 1br - 700ft² - - (los gatos),GREAT 2 BR 2 BA apartment DOWNTOWN LOS GATOS ,$3795, / 2br - 985ft² - ,4075707486,,Sep 18 2013,South Bay,/sby/apa/4075707486.html,, / 2br - 985ft² - - (san jose downtown),Cook in a Gourmet Kitchen - Read ad for Special ,$2364, / 1br - 813ft² - ,4075704280,,Sep 18 2013,South Bay,/sby/apa/4075704280.html,, / 1br - 813ft² - - (san jose downtown),Two Bedrooms Separated by the Living Room,$2843, / 2br - 1077ft² - ,4075850172,,Sep 18 2013,South Bay,/sby/apa/4075850172.html,, / 2br - 1077ft² - - (santa clara),"Live In A Peaceful Resort Style Community, Prime Santa Clara Location",$1924, / 2br - ,4075802369,-121.956353,Sep 18 2013,South Bay,/sby/apa/4075802369.html,37.356394, / 2br - - (cupertino),Spacious 2x1.5 Townhome Available For Middle Of October!,$3100, / 2br - ,4063041462,,Sep 18 2013,South Bay,/sby/apa/4063041462.html,, / 2br - - (santa clara),Santa Clara Home,$2375, / 3br - ,4075830589,,Sep 18 2013,South Bay,/sby/apa/4075830589.html,, / 3br - - (cupertino),A Place to Grow and Expand - A Place Called HOME!,$3390, / 2br - 1200ft² - ,4075844291,,Sep 18 2013,South Bay,/sby/apa/4075844291.html,, / 2br - 1200ft² - - (santa clara),1BR *LXRY APTS*Beautiful Iilona Collection*Corner unit;AVAILABLE NOW!,$2250, / 1br - 901ft² - ,4075842183,-121.993170,Sep 18 2013,South Bay,/sby/apa/4075842183.html,37.351084, / 1br - 901ft² - - (san jose downtown),Beautiful Penthouse with Largest Wraparound Balcony in Axis,$6000, / 3br - 1756ft² - ,4067746889,,Sep 18 2013,South Bay,/sby/apa/4067746889.html,, / 3br - 1756ft² - - (milpitas),house for rent,$2850, / 3br - 2000ft² - ,4025001963,,Sep 18 2013,South Bay,/sby/apa/4025001963.html,, / 3br - 2000ft² - - (sunnyvale),"Cozy, quiet small 1 bedroom for rent",$1400, / 1br - ,4075779492,,Sep 18 2013,South Bay,/sby/apa/4075779492.html,, / 1br - - (san jose south),"3 bd, 2 bath Cutie!",$2495, / 3br - 1123ft² - ,4051094508,-121.836225,Sep 18 2013,South Bay,/sby/apa/4051094508.html,37.258989, / 3br - 1123ft² - - (santa clara),Studio close to 49er Stadium / Belaire Apartments,$1250, / 1br - 650ft² - ,4075832405,-121.970069,Sep 18 2013,South Bay,/sby/apa/4075832405.html,37.340341, / 1br - 650ft² - - (sunnyvale),Open House!!! Move In Specials!!! Call Right Now!!!,$2229, / 1br - 869ft² - ,4076253689,,Sep 18 2013,South Bay,/sby/apa/4076253689.html,, / 1br - 869ft² - - (san jose south),Our Olive Your Next Home!,$2210, / 2br - 900ft² - ,4076251184,-121.830117,Sep 18 2013,South Bay,/sby/apa/4076251184.html,37.257219, / 2br - 900ft² - - (cupertino),THE BILTMORE APARTMENTS - A Smoke Free Community,$2309, / 1br - 701ft² - ,4076251061,,Sep 18 2013,South Bay,/sby/apa/4076251061.html,, / 1br - 701ft² - - (san jose north),Relax w/ A Mountain View From Your Bedroom Window! 1 Mo. FREE!!,$2420, / 1br - 856ft² - ,4076214563,-121.942672,Sep 18 2013,South Bay,/sby/apa/4076214563.html,37.410227, / 1br - 856ft² - - (sunnyvale),"Heart is Where the ""Heart of Sunnyvale"" is...",$1942, / 1br - 710ft² - ,4076198796,,Sep 18 2013,South Bay,/sby/apa/4076198796.html,, / 1br - 710ft² - - (sunnyvale),Conveniently Located Within Steps of CalTrain Station.,$2750, / 2br - 1049ft² - ,4076241770,,Sep 18 2013,South Bay,/sby/apa/4076241770.html,, / 2br - 1049ft² - - (san jose east),Senior Community Condo,$1900, / 2br - 1240ft² - ,4076226380,-121.755971,Sep 18 2013,South Bay,/sby/apa/4076226380.html,37.297920, / 2br - 1240ft² - - (santa clara),"~Gorgeous Lake Fron Apartment For RENT,,Ask About It's Special~",$1801, / 1br - 805ft² - ,4076240171,,Sep 18 2013,South Bay,/sby/apa/4076240171.html,, / 1br - 805ft² - - (santa clara),"Ground Floor, Water Front, Spacious, Bright, Clean 1bd. Move TODAY!",$1801, / 1br - 805ft² - ,4076236751,,Sep 18 2013,South Bay,/sby/apa/4076236751.html,, / 1br - 805ft² - - (sunnyvale),Corner 2 Bedroom Apartment With Lots of Natural Light.,$2720, / 2br - 1056ft² - ,4076233812,,Sep 18 2013,South Bay,/sby/apa/4076233812.html,, / 2br - 1056ft² - - (sunnyvale),Your very own Park-like Community!,$2275, / 2br - 804ft² - ,4076232186,-122.040687,Sep 18 2013,South Bay,/sby/apa/4076232186.html,37.383033, / 2br - 804ft² - - (campbell),Enjoy Life in this 2BR/1BA Luxury Apartment!,$2040, / 2br - ,4076047262,-121.956186,Sep 18 2013,South Bay,/sby/apa/4076047262.html,37.280022, / 2br - - (willow glen / cambrian),Relax In Our Media Center & Take in a Favorite Film With Some Friends,$2386, / 2br - 1173ft² - ,4076002958,-121.910863,Sep 18 2013,South Bay,/sby/apa/4076002958.html,37.316540, / 2br - 1173ft² - - (san jose west),Pet-Friendly One-Bedroom Home in Luxury Apt. Community!,$1725, / 1br - 725ft² - ,4076036223,,Sep 18 2013,South Bay,/sby/apa/4076036223.html,, / 1br - 725ft² - - (cupertino),"1005sf, 2 bed 2 bath, Cupertino Schools, Freeway Access",$2750, / 2br - 1005ft² - ,4075955829,-122.032205,Sep 18 2013,South Bay,/sby/apa/4075955829.html,37.336870, / 2br - 1005ft² - - (cupertino),GREAT WEST CUPERTINO/Double PaneWindows/AC/GraniteCtrs/Pool/Spa/Fit,$2745, / 2br - 955ft² - ,4075883306,,Sep 18 2013,South Bay,/sby/apa/4075883306.html,, / 2br - 955ft² - - (sunnyvale),Beautiful remodeled two bedroom,$1995, / 2br - ,4071513293,-122.033220,Sep 18 2013,South Bay,/sby/apa/4071513293.html,37.351809, / 2br - - (santa clara),A Unique One Bedroom Layout! Very Open and Inviting!,$1931, / 1br - 825ft² - ,4076028600,-121.961203,Sep 18 2013,South Bay,/sby/apa/4076028600.html,37.334286, / 1br - 825ft² - - (San Jose North),Now Accepting Cool New Residents: Incomparable San Jose Living,$2000, / 1br - 734ft² - ,4075864871,-121.940600,Sep 18 2013,South Bay,/sby/apa/4075864871.html,37.408700, / 1br - 734ft² - - (sunnyvale),Check out this delightful 2-bdrm home!,$2615, / 2br - 1100ft² - ,4076002884,-122.013001,Sep 18 2013,South Bay,/sby/apa/4076002884.html,37.382349, / 2br - 1100ft² - - (san jose south),"3 Bedroom, 1.5 Bath Townhouse in a Serene Community!",$2185, / 3br - ,4075945338,,Sep 18 2013,South Bay,/sby/apa/4075945338.html,, / 3br - - (campbell),Studio Apartment Coming 11/15!!!,$1400, / 395ft² - ,4075998652,,Sep 18 2013,South Bay,/sby/apa/4075998652.html,, / 395ft² - - (santa clara),We Can't Wait To Get You In Here!,$2158, / 1br - 720ft² - ,4076441842,,Sep 18 2013,South Bay,/sby/apa/4076441842.html,, / 1br - 720ft² - - (sunnyvale),Newly Remodeled Townhouse Apartment homes! Available End of Septembe,$2395, / 2br - ,4048321471,,Sep 18 2013,South Bay,/sby/apa/4048321471.html,, / 2br - - (san jose north),Available NOW!! 1 BR 1 BA Apartment Home,$2500, / 1br - 935ft² - ,4076447821,-121.953463,Sep 18 2013,South Bay,/sby/apa/4076447821.html,37.414836, / 1br - 935ft² - - (cupertino),"3 Bd - Great Schools, new cabinets, floors, appliances, pool, park",$3095, / 3br - 1200ft² - ,4071934772,,Sep 18 2013,South Bay,/sby/apa/4071934772.html,, / 3br - 1200ft² - - (sunnyvale),Cozy one bedroom available!,$1605, / 1br - 620ft² - ,4076428112,,Sep 18 2013,South Bay,/sby/apa/4076428112.html,, / 1br - 620ft² - - (campbell),MAKE PRUNEYARD GARDEN APARTMENTS YOUR HOME,$1150, / 300ft² - ,4076426892,-121.935625,Sep 18 2013,South Bay,/sby/apa/4076426892.html,37.285765, / 300ft² - - (sunnyvale),"Excellent 1 Bedroom Apartment, Ideal Just for You, Cupertino",$2200, / 1br - 740ft² - ,4076301363,-122.032205,Sep 18 2013,South Bay,/sby/apa/4076301363.html,37.336870, / 1br - 740ft² - - (san jose east),Gorgeous Townhouse -- Great Location,$2300, / 3br - 1344ft² - ,4049494553,-121.845567,Sep 18 2013,South Bay,/sby/apa/4049494553.html,37.354091, / 3br - 1344ft² - - (san jose north),Beautiful apt homes available soon! Pre lease NOW! 6 wks free!!,$3309, / 3br - 1297ft² - ,4076330424,-121.938050,Sep 18 2013,South Bay,/sby/apa/4076330424.html,37.412846, / 3br - 1297ft² - - (sunnyvale),OUR MOVE-IN SPECIAL IS ALMOST AS IMPRESSIVE AS OUR AMAZING PROPERTY ,$1999, / 1br - 700ft² - ,4076400857,-122.010469,Sep 18 2013,South Bay,/sby/apa/4076400857.html,37.352761, / 1br - 700ft² - - (san jose south),SPACIOUS LOVELY 3 BR 2.5 BATH SINGLE FAMILY HOME FOR RENT,$3250, / 3br - 1700ft² - ,4036813299,,Sep 18 2013,South Bay,/sby/apa/4036813299.html,, / 3br - 1700ft² - - (san jose west),Move into this 2b1b apartment today!,$1910, / 2br - 720ft² - ,4076519250,-121.966268,Sep 18 2013,South Bay,/sby/apa/4076519250.html,37.317924, / 2br - 720ft² - - (san jose north),"Welcome Home To 121 Tasman! Luxury, Comfort, & Convenience Meet Here! ",$2675, / 2br - 985ft² - ,4076589859,-121.942672,Sep 18 2013,South Bay,/sby/apa/4076589859.html,37.410227, / 2br - 985ft² - - (santa clara), Apartments For Rent in a wonderful neighborhood with flexible lease t,$1808, / 1br - 738ft² - ,4076615260,,Sep 18 2013,South Bay,/sby/apa/4076615260.html,, / 1br - 738ft² - - (cupertino),Spacious 1112 sq ft floor plan,$2717, / 2br - ,4076614893,-122.066872,Sep 18 2013,South Bay,/sby/apa/4076614893.html,37.338041, / 2br - - (santa clara),Need More Space? Pre Lease this 3x2 Available 10/30!,$2693, / 3br - 1270ft² - ,4076613189,,Sep 18 2013,South Bay,/sby/apa/4076613189.html,, / 3br - 1270ft² - - (san jose west),1 Mo. FREE~*~*~Large Apt. Home w/Pool View ~ 2 Master ~Heated Pool&Spa,$3560, / 2br - 1498ft² - ,4076606225,,Sep 18 2013,South Bay,/sby/apa/4076606225.html,, / 2br - 1498ft² - - (san jose north),Huge Patio. Move In Special,$2340, / 2br - 1056ft² - ,4076605788,,Sep 18 2013,South Bay,/sby/apa/4076605788.html,, / 2br - 1056ft² - - (santa clara),Move In Today And Receive More Space!!!,$1808, / 1br - 738ft² - ,4076605553,,Sep 18 2013,South Bay,/sby/apa/4076605553.html,, / 1br - 738ft² - - (san jose west),~*~*~*~*~*~*~*1 Month FREE ~ Hidden Gem walking distance 2 Santana Row,$3483, / 3br - 1334ft² - ,4076603093,,Sep 18 2013,South Bay,/sby/apa/4076603093.html,, / 3br - 1334ft² - - (san jose west),Luxury Home in Resort Style Gated Community ~ Close to it ALL!,$2825, / 2br - 1145ft² - ,4076600240,,Sep 18 2013,South Bay,/sby/apa/4076600240.html,, / 2br - 1145ft² - - (san jose downtown),Petite One Bedroom,$1941, / 1br - 680ft² - ,4075594392,,Sep 18 2013,South Bay,/sby/apa/4075594392.html,, / 1br - 680ft² - - (san jose downtown),Move-In Special on This Two Bedroom Townhome,$3251, / 2br - 1426ft² - ,4075576677,,Sep 18 2013,South Bay,/sby/apa/4075576677.html,, / 2br - 1426ft² - - (san jose north),Wake Up Every Morning With A Lake View,$3301, / 3br - 1303ft² - ,4075560975,,Sep 18 2013,South Bay,/sby/apa/4075560975.html,, / 3br - 1303ft² - - (santa clara),"Spacious 3 Bedroom In Park Setting, Crystal Pool, Private Tennis Court",$2673, / 3br - ,4075591866,-121.956353,Sep 18 2013,South Bay,/sby/apa/4075591866.html,37.356326, / 3br - - (santa clara),Beautiful 2x2 Available Now! $500 Special on Select Units,$2386, / 2br - 1000ft² - ,4075591636,,Sep 18 2013,South Bay,/sby/apa/4075591636.html,, / 2br - 1000ft² - - (san jose south),THE WOODS OFFERS THE MOST FOR YOUR MONEY,$1495, / 1br - 669ft² - ,4075591453,-121.838561,Sep 18 2013,South Bay,/sby/apa/4075591453.html,37.275733, / 1br - 669ft² - - (santa clara),"Nice Corner Unit. Hurry, $500 Look & Lease Special!",$1891, / 1br - 700ft² - ,4075590858,,Sep 18 2013,South Bay,/sby/apa/4075590858.html,, / 1br - 700ft² - - (sunnyvale),Charming and Sunny Home in nice Sunnyvale Location! Cupertino Schools!,$3345, / 3br - 1917ft² - ,4075590798,,Sep 18 2013,South Bay,/sby/apa/4075590798.html,, / 3br - 1917ft² - - (sunnyvale),Beautifully renovated townhome with Cupertino Schools,$2500, / 2br - 940ft² - ,4041908389,-122.030371,Sep 18 2013,South Bay,/sby/apa/4041908389.html,37.355941, / 2br - 940ft² - - (san jose north),Love where you live!,$2576, / 2br - 1035ft² - ,4075470330,,Sep 18 2013,South Bay,/sby/apa/4075470330.html,, / 2br - 1035ft² - - (san jose south),Amazing 3 bedrooms 3 bath at Bella Villagio,$2892, / 3br - 1319ft² - ,4075588749,,Sep 18 2013,South Bay,/sby/apa/4075588749.html,, / 3br - 1319ft² - - (san jose north),Brand New Luxury San Jose Apts- Minutes From New 49er's Stadium! ,$2150, / 1br - 732ft² - ,4075518439,-121.942672,Sep 18 2013,South Bay,/sby/apa/4075518439.html,37.410227, / 1br - 732ft² - - (san jose south),Don't Wait! Only one at this PRICE!,$1895, / 2br - 980ft² - ,4075532330,-121.803773,Sep 18 2013,South Bay,/sby/apa/4075532330.html,37.234147, / 2br - 980ft² - - (san jose downtown),3x2 Gorgeous Santa Barbara Apartment with Pool View,$3070, / 3br - 1430ft² - ,4075508551,,Sep 18 2013,South Bay,/sby/apa/4075508551.html,, / 3br - 1430ft² - - (milpitas),"Relax, you've found your new home!",$3439, / 3br - ,4075473526,,Sep 18 2013,South Bay,/sby/apa/4075473526.html,, / 3br - - (san jose east),Spacious San Jose Unit for Rent...,$1500, / 2br - ,4050152549,,Sep 18 2013,South Bay,/sby/apa/4050152549.html,, / 2br - - (san jose downtown),*~*Stylish Loft with retail space *~* . Washer & Dryer includ,$2752, / 1br - 1303ft² - ,4075479576,,Sep 18 2013,South Bay,/sby/apa/4075479576.html,, / 1br - 1303ft² - - (sunnyvale),Luxurious One Bed One Bath in Brand New BRE Community (SPECIALS!),$2070, / 1br - 751ft² - ,4075458541,,Sep 18 2013,South Bay,/sby/apa/4075458541.html,, / 1br - 751ft² - - (san jose west),1 bed /1 bath Sierra Crest Condo for rent near Santana Row,$1850, / 1br - ,4075504754,,Sep 18 2013,South Bay,/sby/apa/4075504754.html,, / 1br - - (cupertino),"BEAUTIFUL 2X2 TOWNHOME GRANITE COUNTERTOPS, FIREPLACE TOP FLOOR",$3180, / 2br - 3180ft² - ,4075522025,-122.044900,Sep 18 2013,South Bay,/sby/apa/4075522025.html,37.318000, / 2br - 3180ft² - - (sunnyvale),"New Hardwood floor, cabinets, stainless steel appliances and more!",$2155, / 2br - 900ft² - ,4070984532,,Sep 18 2013,South Bay,/sby/apa/4070984532.html,, / 2br - 900ft² - - (gilroy),Ultra Luxurious Living at Allium in Downtown Gilroy,$1895, / 2br - 1412ft² - ,4033230613,,Sep 18 2013,South Bay,/sby/apa/4033230613.html,, / 2br - 1412ft² - - (san jose south),Beautiful Re-Build 4BR/2BA single level house in South San Jose,$2995, / 4br - 1850ft² - ,4075386162,,Sep 18 2013,South Bay,/sby/apa/4075386162.html,, / 4br - 1850ft² - - (san jose south),Almaden,$4750, / 4br - 2559ft² - ,4075368939,,Sep 18 2013,South Bay,/sby/apa/4075368939.html,, / 4br - 2559ft² - - (cupertino),Beautiful 3Br/2.5Ba townhome in Prime Cupertino Location,$3450, / 3br - 1551ft² - ,4075354389,-122.028564,Sep 18 2013,South Bay,/sby/apa/4075354389.html,37.319711, / 3br - 1551ft² - - (sunnyvale),Pet-Friendly Homes in the Heart of SV,$1944, / 1br - 710ft² - ,4075392393,-122.044021,Sep 18 2013,South Bay,/sby/apa/4075392393.html,37.390653, / 1br - 710ft² - - (san jose west),1 Month FREE ~ Hidden Gem walking distance 2 Santana Row,$3483, / 3br - 1334ft² - ,4075354540,,Sep 18 2013,South Bay,/sby/apa/4075354540.html,, / 3br - 1334ft² - - (sunnyvale),"Award Winning Community, Luxurious Amenities, Ideal Location",$1956, / 2br - ,4075387882,-122.005336,Sep 18 2013,South Bay,/sby/apa/4075387882.html,37.354549, / 2br - - (sunnyvale),"$2290 2bd 2bth 1100Sqft with WD in Sunnyvale, CA",$2290, / 2br - 1100ft² - ,4075372018,-122.017035,Sep 18 2013,South Bay,/sby/apa/4075372018.html,37.398579, / 2br - 1100ft² - - (santa clara),Granite countertops. Energy-efficient double-pane windows.,$2295, / 2br - ,4075384197,-121.971931,Sep 18 2013,South Bay,/sby/apa/4075384197.html,37.325452, / 2br - - (gilroy),SEEKING SMALL HOUSE OR MOBILE HOME,$1500, / 1br - 600ft² - ,4075381769,,Sep 18 2013,South Bay,/sby/apa/4075381769.html,, / 1br - 600ft² - - (sunnyvale),Limited Time RATE for Ground Floor 1x1 Home... $1893/month,$1893, / 1br - 710ft² - ,4075380714,-122.044021,Sep 18 2013,South Bay,/sby/apa/4075380714.html,37.390653, / 1br - 710ft² - - (cupertino),Come in now to reserve this spacious 3 bedroom 1.5 bath townhome!,$3193, / 3br - 1212ft² - ,4075378379,-122.023570,Sep 18 2013,South Bay,/sby/apa/4075378379.html,37.322542, / 3br - 1212ft² - - (oakland east),"Incredible one bed / Breakfast Nook, Hardwood Floor",$1083, / 1br - ,4076639028,-122.231410,Sep 18 2013,East Bay,/eby/apa/4076639028.html,37.783174, / 1br - - (san leandro),For rent: single family home in san lorenzo village,$1890, ,4076638058,,Sep 18 2013,East Bay,/eby/apa/4076638058.html,, - (oakland west),"*PICS* Large Hardwood Floors, Hardwood Cabinets In This Studio",$988, ,4076610601,-122.283280,Sep 18 2013,East Bay,/eby/apa/4076610601.html,37.818927, - (dublin / pleasanton / livermore),"Cake, Sushi, Yogurt, and much more just steps away!",$2995, / 2br - 1328ft² - ,4076586716,-121.911587,Sep 18 2013,East Bay,/eby/apa/4076586716.html,37.704357, / 2br - 1328ft² - - (pittsburg / antioch),Three BR Big Lot,$1315, / 3br - ,4076470686,,Sep 18 2013,East Bay,/eby/apa/4076470686.html,, / 3br - - (san leandro),QUIET ONE BEDROOM - WALK TO SL BART,$995, / 1br - 700ft² - ,4076622888,-122.158674,Sep 18 2013,East Bay,/eby/apa/4076622888.html,37.729653, / 1br - 700ft² - -" (Wallace, CA)",Beautiful Resort Feel turn Key 2200.00,$2200, ,4076606885,-120.969850,Sep 18 2013,East Bay,/eby/apa/4076606885.html,38.201192, - (danville / san ramon),BEAUTIFUL HOME IN WEST SIDE SAN RAMON,$3200, / 4br - 1880ft² - ,4067290441,-121.972643,Sep 18 2013,East Bay,/eby/apa/4067290441.html,37.762368, / 4br - 1880ft² - - (albany / el cerrito),5 bedroom/3 bath Albany Home for Rent,$4000, / 5br - 1971ft² - ,4076602738,-122.296580,Sep 18 2013,East Bay,/eby/apa/4076602738.html,37.894181, / 5br - 1971ft² - - (vallejo / benicia),"STOP!!☆**:•.•:**☆LOOK & LEASE,WE HAVE IT All HERE☆**:•.•:*",$1290, / 2br - 900ft² - ,4076546338,-122.257303,Sep 18 2013,East Bay,/eby/apa/4076546338.html,38.119890, / 2br - 900ft² - - (alameda),Lovely Victorian Gold Coast Area,$2900, / 2br - 1700ft² - ,4076609587,,Sep 18 2013,East Bay,/eby/apa/4076609587.html,, / 2br - 1700ft² - - (cupertino),Turn-Key Executive Condo in Cupertino,$2295, / 1br - 850ft² - ,4074755743,-122.032516,Sep 17 2013,South Bay,/sby/apa/4074755743.html,37.322642, / 1br - 850ft² - - (los gatos),Los Gatos 2/2 for Rent,$2390, / 2br - ,4074753295,,Sep 17 2013,South Bay,/sby/apa/4074753295.html,, / 2br - - (san jose downtown),"Now Renting 1br - Downtown SJ, small property, secured entry",$1395, / 1br - ,4074738703,-121.879929,Sep 17 2013,South Bay,/sby/apa/4074738703.html,37.342782, / 1br - - (san jose downtown),"Large 1bdrm/1bth in historic, quiet, victorian neighborhood",$1895, / 1br - 700ft² - ,4074735033,-121.870665,Sep 17 2013,South Bay,/sby/apa/4074735033.html,37.335541, / 1br - 700ft² - - (santa clara),"AVAIL NOW-Spacious 1 BR, Exl Loc. near Homestead/San Tomas/Kaiser Hosp",$1695, / 1br - 750ft² - ,4025872349,-121.977069,Sep 17 2013,South Bay,/sby/apa/4025872349.html,37.338241, / 1br - 750ft² - - (san jose north),Beautiful 3-BR Townhouse in Prime North San Jose 95134 Neighborhood,$3200, / 3br - 1325ft² - ,4074657526,-121.956583,Sep 17 2013,South Bay,/sby/apa/4074657526.html,37.414471, / 3br - 1325ft² - - (sunnyvale),$1950 Brand New Modern 1 Bdr/Bth Townhouse Available NOW!r,$2100, / 1br - 1100ft² - ,4050605546,-122.000600,Sep 17 2013,South Bay,/sby/apa/4050605546.html,37.398300, / 1br - 1100ft² - - (campbell),Cozy 1 Bedroom! Move in 10/20 Call 408-559-1301!,$1525, / 1br - 648ft² - ,4074700769,,Sep 17 2013,South Bay,/sby/apa/4074700769.html,, / 1br - 648ft² - - (cupertino),Remodeled Luxury Apartment next to Cupertino Library,$3000, / 2br - 1200ft² - ,4074677022,-122.030532,Sep 17 2013,South Bay,/sby/apa/4074677022.html,37.320636, / 2br - 1200ft² - - (san jose downtown),"Studio Suite (separate full kitchen), In Converted Victorian, Availabl",$1150, ,4016180841,-121.881698,Sep 17 2013,South Bay,/sby/apa/4016180841.html,37.326043, - (lafayette / orinda / moraga),ORINDA/SLEEPY HOLLOW HOUSE 4 BR $5500,$5200, / 4br - 3000ft² - ,4076863513,-122.182312,Sep 18 2013,East Bay,/eby/apa/4076863513.html,37.908754, / 4br - 3000ft² - - (alameda),showing Thursday Sept 19 at 6:30-7:00pm ,$1280, / 1br - 750ft² - ,4076856701,-122.277280,Sep 18 2013,East Bay,/eby/apa/4076856701.html,37.771628, / 1br - 750ft² - - (Manteca),House for Rent- Available NOW,$1325, / 3br - 1000ft² - ,4076869180,-121.217798,Sep 18 2013,East Bay,/eby/apa/4076869180.html,37.801622, / 3br - 1000ft² - - (pittsburg / antioch),4bed2.5bath Antioch House for rent,$1900, / 4br - 2060ft² - ,4076867965,,Sep 18 2013,East Bay,/eby/apa/4076867965.html,, / 4br - 2060ft² - - (oakland north / temescal),Live/Work Loft Oasis in a 1911 Fire Station,$3900, / 2br - 2200ft² - ,4071900227,-122.267296,Sep 18 2013,East Bay,/eby/apa/4071900227.html,37.840987, / 2br - 2200ft² - - (lafayette / orinda / moraga),"Moraga Apartment, Under renovation, ready to move by October!",$2695, / 2br - ,4057455757,-122.128562,Sep 18 2013,East Bay,/eby/apa/4057455757.html,37.854411, / 2br - - (pittsburg / antioch),4bed2.5bath Antioch House for rent,$1900, / 4br - 2060ft² - ,4076864974,,Sep 18 2013,East Bay,/eby/apa/4076864974.html,, / 4br - 2060ft² - - (fremont / union city / newark),Gorgeous 3 Bed 2.5 Bath 2 Story Home in Fremont,$2550, / 3br - 1980ft² - ,4076856770,-121.999900,Sep 18 2013,East Bay,/eby/apa/4076856770.html,37.560500, / 3br - 1980ft² - - (oakland lake merritt / grand),Nice Spacious 1 Bedroom,$1549, / 1br - ,4076850400,-122.260240,Sep 18 2013,East Bay,/eby/apa/4076850400.html,37.811967, / 1br - - (fremont / union city / newark),3/2/1+1 Fremont Woods Condo For Rent,$2000, / 3br - 1389ft² - ,4076849682,-121.977918,Sep 18 2013,East Bay,/eby/apa/4076849682.html,37.542366, / 3br - 1389ft² - - (vallejo / benicia),Room for Rent In Nice Location,$500, / 1br - ,4076822396,-122.212400,Sep 18 2013,East Bay,/eby/apa/4076822396.html,38.098500, / 1br - - (vallejo / benicia),@@LIFE'S CONVENIENCES RIGHT AT YOUR FINGERTIPS@@ 707.643.1100,$1325, / 2br - 928ft² - ,4076498467,-122.241874,Sep 18 2013,East Bay,/eby/apa/4076498467.html,38.083062, / 2br - 928ft² - - (emeryville),NO-MAINTENANCE LIFESTYLE AT THE COURTYARDS AT 65TH!**,$2705, / 2br - 961ft² - ,4076284624,,Sep 18 2013,East Bay,/eby/apa/4076284624.html,, / 2br - 961ft² - - (vallejo / benicia),LOOKING FOR 3 PEOPLE TO SHARE A HOUSE IN BENICIA ACROSS FROM THE WATER,$1000, ,4076481733,,Sep 18 2013,East Bay,/eby/apa/4076481733.html,, - (brentwood / oakley),606 Wassen Ct- Brentwood ,$2395, / 5br - 3351ft² - ,4076474503,,Sep 18 2013,East Bay,/eby/apa/4076474503.html,, / 5br - 3351ft² - - (lafayette / orinda / moraga),"COTTAGE ORINDA, $1800, 600 s.f.",$1800, / 1br - 600ft² - ,4076509004,-122.174861,Sep 18 2013,East Bay,/eby/apa/4076509004.html,37.873002, / 1br - 600ft² - - (dublin / pleasanton / livermore),1 BR with Convenient Business Center and Conference Rooms,$1945, / 1br - 708ft² - ,4076508694,-121.872367,Sep 18 2013,East Bay,/eby/apa/4076508694.html,37.701329, / 1br - 708ft² - - (fairfield / vacaville),Beautiful 4 bedroom 2 bath home for rent *newly remodeled*,$1770, / 4br - 1456ft² - ,4054273157,-121.998924,Sep 18 2013,East Bay,/eby/apa/4054273157.html,38.269227, / 4br - 1456ft² - - (fairfield / vacaville),Beautiful 3 bedroom 2 bath home for rent *newly remodeled*,$1600, / 3br - 1300ft² - ,4054282276,-122.023257,Sep 18 2013,East Bay,/eby/apa/4054282276.html,38.267636, / 3br - 1300ft² - - (fairfield / vacaville),Very nice 3 bedroom 2 bath home for rent *newly remodeled*,$1840, / 3br - 1200ft² - ,4054293065,-122.144447,Sep 18 2013,East Bay,/eby/apa/4054293065.html,38.194475, / 3br - 1200ft² - - (alameda),Don't Miss this Beautiful & Spacious 2B w/ Balcony + FREE Utilities.,$1950, / 2br - 950ft² - ,4076455090,-122.263314,Sep 18 2013,East Bay,/eby/apa/4076455090.html,37.758922, / 2br - 950ft² - - (hayward / castro valley),"3 Pools, Fitness Center, Saunas, 6 laundry facilities and more!",$1390, / 1br - 779ft² - ,4076361057,,Sep 18 2013,East Bay,/eby/apa/4076361057.html,, / 1br - 779ft² - - (berkeley),Lovely home in great N.Berk location!,$1875, / 2br - ,4071046579,-122.275680,Sep 18 2013,East Bay,/eby/apa/4071046579.html,37.883025, / 2br - - (dublin / pleasanton / livermore),$350 Off of First Month's Rent*! Look 'n' Lease!,$1665, / 2br - 829ft² - ,4076423863,-121.791387,Sep 18 2013,East Bay,/eby/apa/4076423863.html,37.680458, / 2br - 829ft² - - (fremont / union city / newark),First Floor Apartment Homes Ready to Move In October,$1735, / 1br - 701ft² - ,4076374533,-121.928700,Sep 18 2013,East Bay,/eby/apa/4076374533.html,37.517600, / 1br - 701ft² - - (berkeley north / hills),"Quiet Gourmet Ghetto 1-bdrm nr. UCB, BART",$1450, / 1br - ,4076423269,-122.269635,Sep 18 2013,East Bay,/eby/apa/4076423269.html,37.875633, / 1br - - (fremont / union city / newark),Stop Looking And Start Living At Paragon! ,$2690, / 2br - 1241ft² - ,4076398989,,Sep 18 2013,East Bay,/eby/apa/4076398989.html,, / 2br - 1241ft² - - (fremont / union city / newark),Spacious Lovely and in Irvington School district! last 1 available!,$2275, / 2br - 1150ft² - ,4076387092,,Sep 18 2013,East Bay,/eby/apa/4076387092.html,, / 2br - 1150ft² - - (concord / pleasant hill / martinez),Comfortable One Bedroom In Great Community With Many Amenities,$1553, / 1br - 610ft² - ,4076399917,-122.033558,Sep 18 2013,East Bay,/eby/apa/4076399917.html,37.972959, / 1br - 610ft² - - (concord / pleasant hill / martinez),4 bed/2 baths ~CONCORD ~ CONVENIENT LOCATION ,$1750, / 4br - 1325ft² - ,4076360902,-122.033451,Sep 18 2013,East Bay,/eby/apa/4076360902.html,37.997313, / 4br - 1325ft² - - (fremont / union city / newark),LOVELY SENIOR COMMUNITY! AVAILABLE 10/5!,$1325, / 1br - 600ft² - ,4058457007,,Sep 18 2013,East Bay,/eby/apa/4058457007.html,, / 1br - 600ft² - - (hayward / castro valley),REMODELED! UPSTAIRS WITH A VIEW!,$1445, / 1br - 700ft² - ,4058442941,,Sep 18 2013,East Bay,/eby/apa/4058442941.html,, / 1br - 700ft² - - (pacific heights),"Large, bright facing Lafayette Park",$3995, / 2br - 1100ft² - ,4073548458,,Sep 17 2013,SF,/sfc/apa/4073548458.html,, / 2br - 1100ft² - - (Lake Merced ),Studio at Lakewood Apartments ,, 500ft² - ,4073546859,-122.497730,Sep 17 2013,SF,/sfc/apa/4073546859.html,37.717640, 500ft² - - (nob hill),"SPACIOUS 1 BDRM, Great Nob Hill Area Location!",$2500, / 1br - ,4073545360,,Sep 17 2013,SF,/sfc/apa/4073545360.html,, / 1br - - (downtown / civic / van ness),"OPERA PLAZA FURNISHED 2 BED / 2 BATH! DAWN CUSULOS, AMSI",$4500, / 2br - ,4073522832,,Sep 17 2013,SF,/sfc/apa/4073522832.html,, / 2br - - (north beach / telegraph hill),Sunny One Bedroom,$2480, / 1br - ,4067585989,-122.405371,Sep 17 2013,SF,/sfc/apa/4067585989.html,37.799960, / 1br - - (glen park),Georgous 3bd/2bth House in the Heart of Glen Park,$4200, / 3br - ,4073526114,-122.439934,Sep 17 2013,SF,/sfc/apa/4073526114.html,37.734857, / 3br - - (pacific heights),1 (or 2) Bedroom ***Great Location*** Laundry On-Site,$3200, / 1br - 1000ft² - ,4073540375,-122.424152,Sep 17 2013,SF,/sfc/apa/4073540375.html,37.794915, / 1br - 1000ft² - - (visitacion valley),Must See - Remodeled 2 Bedroom,$2350, / 2br - ,4073510829,-122.407205,Sep 17 2013,SF,/sfc/apa/4073510829.html,37.712880, / 2br - - (marina / cow hollow),Modern Marina Living | 3B/2BA Apt | New Const. | Roof-Deck | Views !!!,$6950, / 3br - ,4066085695,,Sep 17 2013,SF,/sfc/apa/4066085695.html,, / 3br - - (SOMA / south beach),LUXURIOUS Two Bedroom and Two Baths for Rent,$5200, / 2br - 1120ft² - ,4044470437,,Sep 17 2013,SF,/sfc/apa/4044470437.html,, / 2br - 1120ft² - - (sunset / parkside),"REMODELED, QUIET 1 BEDROOM 1 BATH",$1765, / 1br - ,4073178732,-122.474624,Sep 17 2013,SF,/sfc/apa/4073178732.html,37.743097, / 1br - - (inner sunset / UCSF),charming single family home with garage and yard,$3400, / 2br - ,4038529678,-122.454042,Sep 17 2013,SF,/sfc/apa/4038529678.html,37.750443, / 2br - - (noe valley),Beautifully Furnished and Appointed Home*Heart of Noe*Parking*W/D,$8500, / 4br - 2300ft² - ,4025500393,-122.427123,Sep 17 2013,SF,/sfc/apa/4025500393.html,37.748496, / 4br - 2300ft² - - (tenderloin),Studios at Chateau Towers,$1475, / 300ft² - ,4041364050,,Sep 17 2013,SF,/sfc/apa/4041364050.html,, / 300ft² - - (lower pac hts),BEAUTIFUL Two Bedroom! MUST SEE!!,$3600, / 2br - ,4073251253,-122.441780,Sep 17 2013,SF,/sfc/apa/4073251253.html,37.786917, / 2br - - (SOMA / south beach),One Rincon Hill | Furnished 2 BR + Den Bridge View <> Skybox Realty,$11000, / 3br - 1449ft² - ,4073054975,-122.419420,Sep 17 2013,SF,/sfc/apa/4073054975.html,37.774930, / 3br - 1449ft² - - (SOMA-Above Whole Foods),#526-Your perfect SOMA apartment available NOW!,$3284, / 1br - 874ft² - ,4073225934,-122.399457,Sep 17 2013,SF,/sfc/apa/4073225934.html,37.780917, / 1br - 874ft² - - (USF / panhandle),Showing Thurs @ 5PM Sharp!! Updated 2BR w/ HWF and Laundry in Bldg!,$3195, / 2br - ,4073222580,-122.439262,Sep 17 2013,SF,/sfc/apa/4073222580.html,37.774804, / 2br - - (nob hill),Studio --Great location Open House THURSDAY 19th (6-7pm),$1500, ,4073205307,-122.410623,Sep 17 2013,SF,/sfc/apa/4073205307.html,37.790881, - (saratoga),"Separate Cottage w/ Garage, Lease, $2200.",, ,4075587636,,Sep 18 2013,South Bay,/sby/apa/4075587636.html,, - (mountain view),Newly Renovated Two Bedroom Two Bath With W/D!,$3049, / 2br - 1073ft² - ,4052599851,,Sep 18 2013,South Bay,/sby/apa/4052599851.html,, / 2br - 1073ft² - - (milpitas),nice&clean 2br/1.5bth townhouse in a quiet area in milpitas,$1995, / 2br - 976ft² - ,4045548251,-121.877671,Sep 18 2013,South Bay,/sby/apa/4045548251.html,37.441582, / 2br - 976ft² - - (cupertino),Great West Cupt Locale/Full Size WD/Granite/GE-APPS 7Pools/Spa/Streams,$3645, / 3br - 1340ft² - ,4075598976,,Sep 18 2013,South Bay,/sby/apa/4075598976.html,, / 3br - 1340ft² - - (san jose west),"Granite Counters, Hardwood Floors, Luxurious Interior, Heated Pool/Spa",$2825, / 2br - 1145ft² - ,4075697518,,Sep 18 2013,South Bay,/sby/apa/4075697518.html,, / 2br - 1145ft² - - (san jose north),Râ“”ady to Move Yesterday? SⓉop StaⓇing & SⓉart Living,$2053, / 1br - 737ft² - ,4075697169,,Sep 18 2013,South Bay,/sby/apa/4075697169.html,, / 1br - 737ft² - - (san jose north),"Dual master available in luxury community, walking distance from Cisco",$2330, / 2br - 991ft² - ,4075697191,,Sep 18 2013,South Bay,/sby/apa/4075697191.html,, / 2br - 991ft² - - (San Jose North),Last One...We'd Love to Show You This Fantastic Apartment!,$2592, / 2br - 1065ft² - ,4075445874,,Sep 18 2013,South Bay,/sby/apa/4075445874.html,, / 2br - 1065ft² - - (morgan hill),Remodeled Mother In Law Quarters / Cottage,$1345, / 1br - 650ft² - ,4070957748,-121.732060,Sep 18 2013,South Bay,/sby/apa/4070957748.html,37.108447, / 1br - 650ft² - - (sunnyvale),VIEWS FOR MILES - TOP FLOOR UNIT @ LAWRENCE STATION ,$2895, / 2br - 1100ft² - ,4054863849,-121.995841,Sep 18 2013,South Bay,/sby/apa/4054863849.html,37.369384, / 2br - 1100ft² - - (san jose west),Wonderful Studios Close to new Stadium,$1250, / 450ft² - ,4056263886,-121.962300,Sep 18 2013,South Bay,/sby/apa/4056263886.html,37.310800, / 450ft² - - (cupertino),Luxury 3x1.5 Townhomes Available!,, ,4075828657,,Sep 18 2013,South Bay,/sby/apa/4075828657.html,, - (sunnyvale),Let All Your Worries Go When you Relax in our Soothing Spa,$2661, / 2br - 1035ft² - ,4075652374,-121.994762,Sep 18 2013,South Bay,/sby/apa/4075652374.html,37.349145, / 2br - 1035ft² - - (willow glen / cambrian),**Newer Townhouse**,$2495, / 3br - 1550ft² - ,4075824446,,Sep 18 2013,South Bay,/sby/apa/4075824446.html,, / 3br - 1550ft² - - (cupertino),"1Bd - Downstairs, wood floors, tiles, all new interior",$1950, / 1br - 750ft² - ,4060642937,,Sep 18 2013,South Bay,/sby/apa/4060642937.html,, / 1br - 750ft² - - (san jose west),"One Bedroom Close to Westgate, 85, 280, Ready Now!",, ,4075823711,,Sep 18 2013,South Bay,/sby/apa/4075823711.html,, - (san jose south),2/1 RENTAL IN EVERGREEN HILLS,$1590, / 2br - 801ft² - ,4075798475,-121.756200,Sep 18 2013,South Bay,/sby/apa/4075798475.html,37.297400, / 2br - 801ft² - - (san jose west),Pacific Terrace West - Quality Apartment Living in San Jose,$1705, / 1br - 635ft² - ,4075766476,-121.966268,Sep 18 2013,South Bay,/sby/apa/4075766476.html,37.317924, / 1br - 635ft² - - (san jose west),Lovely Santana Place Apartments,$1775, / 2br - 900ft² - ,4069204900,-121.946311,Sep 18 2013,South Bay,/sby/apa/4069204900.html,37.307478, / 2br - 900ft² - - (campbell),The Gateway Apartments - Excellent Location! 1 Bedrooms Available Soon,$2095, / 1br - 900ft² - ,4076213093,-121.949960,Sep 18 2013,South Bay,/sby/apa/4076213093.html,37.287170, / 1br - 900ft² - - (san jose south),"""Chartres"" floor plan, walk in closets, washer & dryer!",$2408, / 2br - 1050ft² - ,4065094071,-121.863099,Sep 18 2013,South Bay,/sby/apa/4065094071.html,37.257292, / 2br - 1050ft² - - (sunnyvale),Terrific Townhouse w/ Spectacular Schools!,$2150, / 2br - 1000ft² - ,4060681646,-122.034801,Sep 18 2013,South Bay,/sby/apa/4060681646.html,37.339753, / 2br - 1000ft² - - (willow glen / cambrian),New Willow Glen Townhouse in Great Location w/ Open Layout,$2950, / 3br - ,4071534923,-121.893900,Sep 18 2013,South Bay,/sby/apa/4071534923.html,37.296000, / 3br - - (san jose south),"Granite Counter Tops, Vaulted Ceilings, Washer and Dryer Inside!!!",$2150, / 2br - 932ft² - ,4076165569,,Sep 18 2013,South Bay,/sby/apa/4076165569.html,, / 2br - 932ft² - - (cupertino),Georgeous 1Br in the heart of Cupertino,$1975, / 1br - ,4076218657,-122.066872,Sep 18 2013,South Bay,/sby/apa/4076218657.html,37.338041, / 1br - - (santa clara),Nice 1BHK W/D in unit. Great Location. Short term!,$1650, / 1br - 700ft² - ,4076189877,-121.946998,Sep 18 2013,South Bay,/sby/apa/4076189877.html,37.399585, / 1br - 700ft² - - (san jose north),Opening Summer 2013 - Domain ,$2728, / 2br - 918ft² - ,4076214498,-121.953463,Sep 18 2013,South Bay,/sby/apa/4076214498.html,37.414836, / 2br - 918ft² - - (san jose west),Beautiful Apartment Community near Superb Shopping and Dining,$1502, ,4076175865,,Sep 18 2013,South Bay,/sby/apa/4076175865.html,, - (san jose downtown),Ring '☎' It's Showtime: Pick Up The 'SPECIAL' Scenes You Dreamed Off,$2053, / 1br - 737ft² - ,4076210246,,Sep 18 2013,South Bay,/sby/apa/4076210246.html,, / 1br - 737ft² - - (san jose east),Evergreen 3 bedroom 2 bath home! ,$2700, / 3br - 1526ft² - ,4076191270,,Sep 18 2013,South Bay,/sby/apa/4076191270.html,, / 3br - 1526ft² - - (los gatos),Your new HOME is waiting!!!,$2145, / 2br - 806ft² - ,4076017082,,Sep 18 2013,South Bay,/sby/apa/4076017082.html,, / 2br - 806ft² - - (san jose south),"Beautiful, Gorgeous Apartment Home",$1699, / 1br - 701ft² - ,4075967226,-121.805013,Sep 18 2013,South Bay,/sby/apa/4075967226.html,37.311843, / 1br - 701ft² - - (san jose south),* Beautiful 4 bedroom home in the Silver Creek Country Club - Pets ok!,$3795, / 4br - 2100ft² - ,4076016624,-121.765434,Sep 18 2013,South Bay,/sby/apa/4076016624.html,37.278271, / 4br - 2100ft² - - (san jose downtown),"Close to Japantown,SJSU and light rail",$1250, / 1br - 500ft² - ,4076012166,-121.894379,Sep 18 2013,South Bay,/sby/apa/4076012166.html,37.345171, / 1br - 500ft² - - (willow glen / cambrian),NEWLY REMODELED UNIT AVAILABLE !!!! ONLY 1 LEFT!!!!,$1325, / 1br - 450ft² - ,4076011368,-121.879010,Sep 18 2013,South Bay,/sby/apa/4076011368.html,37.289278, / 1br - 450ft² - - (san jose downtown),"2bd, 2ba Call today! Last BMR unit available",$2231, / 2br - 1152ft² - ,4076009778,-121.894413,Sep 18 2013,South Bay,/sby/apa/4076009778.html,37.340351, / 2br - 1152ft² - - (Japan Town),Need that new home smell? We have just the thing!,$3035, / 2br - 1204ft² - ,4075868468,-121.891894,Sep 18 2013,South Bay,/sby/apa/4075868468.html,37.351874, / 2br - 1204ft² - - (santa clara),ALL NEW STAINLESS STEEL GE PROFILE GORMET KITCHEN,$3095, / 2br - 1100ft² - ,4068103137,-121.995841,Sep 18 2013,South Bay,/sby/apa/4068103137.html,37.369384, / 2br - 1100ft² - - (sunnyvale),"LARGE, Upstairs 1BR/1BA with Covered Carport",$1695, / 1br - ,4046444750,-122.041671,Sep 18 2013,South Bay,/sby/apa/4046444750.html,37.337541, / 1br - - (saratoga),Magnificent Furnished Executive Estate,$25000, / 5br - 6000ft² - ,4017077670,,Sep 18 2013,South Bay,/sby/apa/4017077670.html,, / 5br - 6000ft² - - (santa clara),MINUTES FROM NEW 49ers STADIUM! HURRY BEFORE IT'S GONE- SPECIAL PRICE ,$2895, / 2br - 1100ft² - ,4068975960,-121.995841,Sep 18 2013,South Bay,/sby/apa/4068975960.html,37.369384, / 2br - 1100ft² - - (gilroy),Beautiful 6 Bedroom Home for Rent Luigi Aprea Area,$3500, / 6br - ,4076435156,,Sep 18 2013,South Bay,/sby/apa/4076435156.html,, / 6br - - (gilroy),Home for rent,$2150, / 3br - 1225ft² - ,4065495898,-121.574410,Sep 18 2013,South Bay,/sby/apa/4065495898.html,37.009805, / 3br - 1225ft² - - (campbell),"BRIGHT, CLEAN, SPACIOUS!",$2125, / 2br - 1026ft² - ,4076423171,-122.296650,Sep 18 2013,South Bay,/sby/apa/4076423171.html,37.509096, / 2br - 1026ft² - - (santa clara),*OPEN HOUSE 9/22/2013* Santa Clara single family home - NEAR SCHOOLS,$2300, / 3br - ,4076431568,-121.977869,Sep 18 2013,South Bay,/sby/apa/4076431568.html,37.346341, / 3br - - (cupertino),A deal this good doesn't come around every day,$2495, / 1br - ,4076391381,,Sep 18 2013,South Bay,/sby/apa/4076391381.html,, / 1br - - (los gatos),European Urban Style in Suburbia,$3550, / 3br - 1535ft² - ,4076413299,-121.936998,Sep 18 2013,South Bay,/sby/apa/4076413299.html,37.250998, / 3br - 1535ft² - - (san jose north),*** Don't Pay Rent Till December when Your Lease Starts on 9/29***,$2144, / 1br - 778ft² - ,4076413316,-121.920261,Sep 18 2013,South Bay,/sby/apa/4076413316.html,37.396346, / 1br - 778ft² - - (mountain view),Last one! Hurry before it's gone! ,$2620, / 2br - 826ft² - ,4076426854,-122.097262,Sep 18 2013,South Bay,/sby/apa/4076426854.html,37.403332, / 2br - 826ft² - - (milpitas),Interesting two bedroom floor plan perfect for a shared living experie,$2265, / 2br - 1013ft² - ,4076396962,-121.919614,Sep 18 2013,South Bay,/sby/apa/4076396962.html,37.454774, / 2br - 1013ft² - - (san jose south),Largest Studio in South San Jose. Close to downtown,$1085, / 410ft² - ,4076417607,,Sep 18 2013,South Bay,/sby/apa/4076417607.html,, / 410ft² - - (san jose south),Evergreen House For Rent,$2950, / 4br - 1850ft² - ,4076417330,-121.794262,Sep 18 2013,South Bay,/sby/apa/4076417330.html,37.311574, / 4br - 1850ft² - - (mountain view),Move-in SPECIAL! Newer/Modern Mfd Home - SMV #294,$2445, / 2br - ,4076577395,-122.072172,Sep 18 2013,South Bay,/sby/apa/4076577395.html,37.379740, / 2br - - (milpitas),Select Utilities Included! Beautiful Two Bedroom With Washer/Dryer,$2257, / 2br - 1008ft² - ,4076594955,,Sep 18 2013,South Bay,/sby/apa/4076594955.html,, / 2br - 1008ft² - - (santa clara),"Large Bedrooms, Open Floor Plan & Balcony",$2050, / 2br - 900ft² - ,4050854637,,Sep 18 2013,South Bay,/sby/apa/4050854637.html,, / 2br - 900ft² - - (gilroy),Ideal Location! Close to Everything!,$1943, / 2br - ,4076482933,,Sep 18 2013,South Bay,/sby/apa/4076482933.html,, / 2br - - (mountain view),Newer/Modern Mfd Home- Walk to Google/Microsoft- Santiago Villa #98,$2995, / 3br - ,4076554611,-122.071901,Sep 18 2013,South Bay,/sby/apa/4076554611.html,37.417264, / 3br - - (sunnyvale),Luxurious 2br with mountain views - available in October!,$2756, / 2br - 1035ft² - ,4076584640,-121.994848,Sep 18 2013,South Bay,/sby/apa/4076584640.html,37.349145, / 2br - 1035ft² - - (sunnyvale),Single family house walk to Ortega park Avail Oct 1st,$3250, / 3br - 1331ft² - ,4076584679,,Sep 18 2013,South Bay,/sby/apa/4076584679.html,, / 3br - 1331ft² - - (santa clara),Amazing Deals Waiting For You At River Terrace!,$1912, / 1br - 719ft² - ,4076584307,-121.949615,Sep 18 2013,South Bay,/sby/apa/4076584307.html,37.393022, / 1br - 719ft² - - (san jose south),Dont miss out on this amazing home!! Avana Skyway!!,$1850, / 1br - 739ft² - ,4076560767,-121.848653,Sep 18 2013,South Bay,/sby/apa/4076560767.html,37.280254, / 1br - 739ft² - - (san jose south),We Have The Apartment Home Just For You Coming Soon,$2379, / 2br - 1064ft² - ,4076579532,,Sep 18 2013,South Bay,/sby/apa/4076579532.html,, / 2br - 1064ft² - - (san jose north),"Luxury one bedroom, spacious bathroom. right next to VTA!",$1965, / 1br - 664ft² - ,4076577965,,Sep 18 2013,South Bay,/sby/apa/4076577965.html,, / 1br - 664ft² - - (sunnyvale),Charming Jr. 1 Bedroom in Great Sunnyvale Location!,$1325, / 1br - ,4075588134,,Sep 18 2013,South Bay,/sby/apa/4075588134.html,, / 1br - - (santa clara),$1000 off Move-in Discount! Call Orchard Glen Now!,$1965, / 1br - 700ft² - ,4075587168,-121.968769,Sep 18 2013,South Bay,/sby/apa/4075587168.html,37.324642, / 1br - 700ft² - - (santa clara),Great Value,$1895, / 2br - 900ft² - ,4075555385,-121.963269,Sep 18 2013,South Bay,/sby/apa/4075555385.html,37.361541, / 2br - 900ft² - - (san jose south),Be At The Center Of It All In This Wonderful Apt Home,$1999, / 2br - 901ft² - ,4075585844,-121.805013,Sep 18 2013,South Bay,/sby/apa/4075585844.html,37.311843, / 2br - 901ft² - - (san jose south),Beautiful Santa Teresa Home. Recently Renovated. Laminate Flooring!,$2895, / 5br - 1862ft² - ,4075583694,,Sep 18 2013,South Bay,/sby/apa/4075583694.html,, / 5br - 1862ft² - - (san jose north),You Have Seen The Rest Now Come Look At The Best,$1699, / 1br - 732ft² - ,4075583662,,Sep 18 2013,South Bay,/sby/apa/4075583662.html,, / 1br - 732ft² - - (san jose south),1X W/WASHER-DRYER & 2 CAR PKING @ THE WOODS,$1695, / 1br - 746ft² - ,4075583607,-121.838561,Sep 18 2013,South Bay,/sby/apa/4075583607.html,37.275733, / 1br - 746ft² - - (willow glen / cambrian),"Ground Floor With Full Size Washer-Dryer, 24 Hour Fitness Room & A/C!!",$2045, / 2br - 900ft² - ,4075582932,,Sep 18 2013,South Bay,/sby/apa/4075582932.html,, / 2br - 900ft² - - (sunnyvale),"SPACIOUS 2 LVL TH, CUPERTINO SCHLS,CLSE 2 LOEHMANS PL,I85/I280",$2295, / 2br - 1000ft² - ,4064884094,-122.041090,Sep 18 2013,South Bay,/sby/apa/4064884094.html,37.338005, / 2br - 1000ft² - - (sunnyvale),"SPACIOUS FLAT, CUPERTINO SCHLS,CLSE 2 LOEHMANS PL,I85/I280",$2195, / 2br - 870ft² - ,4064885805,-122.041111,Sep 18 2013,South Bay,/sby/apa/4064885805.html,37.337903, / 2br - 870ft² - - (sunnyvale)," BAMBOO FLR TH, CUPERTINO SCL,LOEHMANS PL,I85/I280",$2495, / 2br - 1000ft² - ,4064882263,-122.041154,Sep 18 2013,South Bay,/sby/apa/4064882263.html,37.337852, / 2br - 1000ft² - - (san jose west),Corner Home with Heated Pool & Spa + 24 hr. Gym + Garage Parking,$2199, / 1br - 694ft² - ,4075518347,,Sep 18 2013,South Bay,/sby/apa/4075518347.html,, / 1br - 694ft² - - (san jose downtown),1x1 Coronado Apartment Home for 10/01/2013 Move-In,$2120, / 1br - 748ft² - ,4075496625,,Sep 18 2013,South Bay,/sby/apa/4075496625.html,, / 1br - 748ft² - - (campbell),"FULLY REMODELED 3BED, 2.5BATH. CLOSE TO EVERYTHING. MUST SEE!!!",$2495, / 3br - 1400ft² - ,4075517704,-121.925152,Sep 18 2013,South Bay,/sby/apa/4075517704.html,37.302528, / 3br - 1400ft² - - (san jose west),Large 2B Home w/washer & dryer ~ 24 hr. Gym ~Heated Pool&Spa + MORE!,$2825, / 2br - 1145ft² - ,4075515693,,Sep 18 2013,South Bay,/sby/apa/4075515693.html,, / 2br - 1145ft² - - (cupertino),"Do you need a housekeeper, housecleaner",, ,4075477067,,Sep 18 2013,South Bay,/sby/apa/4075477067.html,, - (cupertino),Beautiful and walk to Cupertino Schools. Two bdrm/One bath apartment.,$2595, / 2br - 960ft² - ,4075513971,,Sep 18 2013,South Bay,/sby/apa/4075513971.html,, / 2br - 960ft² - - (willow glen / cambrian),"Sporting Events Minutes Away! Also, W/D & A/C In Our Gated Community!",$1845, / 2br - 750ft² - ,4075512668,,Sep 18 2013,South Bay,/sby/apa/4075512668.html,, / 2br - 750ft² - - (san jose west),Fantastic top floor Two Bedroom Apartment home!!,$2100, / 2br - 1000ft² - ,4075465862,,Sep 18 2013,South Bay,/sby/apa/4075465862.html,, / 2br - 1000ft² - - (sunnyvale),"Great Location, Lake, Fountains,Month-To-Month (Sunnyvale) for 9/20",$1850, / 1br - 740ft² - ,4013946156,-121.997070,Sep 18 2013,South Bay,/sby/apa/4013946156.html,37.366541, / 1br - 740ft² - - (san jose south),Bella Villagios 2bedrooms are a must see !,$1933, / 2br - 876ft² - ,4075497624,,Sep 18 2013,South Bay,/sby/apa/4075497624.html,, / 2br - 876ft² - - (santa clara),OPEN HOUSE>>>Saturday 9/21>>>From 10am-6pm,$1, ,4075510448,,Sep 18 2013,South Bay,/sby/apa/4075510448.html,, - (san jose west),2 BR 2 Bath / UNUSUALLY Large,$1895, / 2br - ,4075353734,,Sep 18 2013,South Bay,/sby/apa/4075353734.html,, / 2br - - (los gatos),Tour Our Great Community Today & Reserve Your New Place!,$2145, / 2br - 806ft² - ,4075373726,,Sep 18 2013,South Bay,/sby/apa/4075373726.html,, / 2br - 806ft² - - (sunnyvale),"→ Spacious, Remodeled Home Right Here! ↠",$2609, / 2br - 915ft² - ,4075366386,,Sep 18 2013,South Bay,/sby/apa/4075366386.html,, / 2br - 915ft² - - (sunnyvale),"$2010, GORGEOUS 2x1.5 with Patio off the Back! Move in Today! ",$2010, / 2br - 1100ft² - ,4075360484,-122.017636,Sep 18 2013,South Bay,/sby/apa/4075360484.html,37.385026, / 2br - 1100ft² - - (sunnyvale),HUGE 2 Bed 1 Bath FULLY RENOVATED! ,$2609, / 2br - 915ft² - ,4075359313,,Sep 18 2013,South Bay,/sby/apa/4075359313.html,, / 2br - 915ft² - - (sunnyvale),REDUCED FROM $1975 TO JUST $1845! 2X1 GORGEOUS APARTMENT HOME!,$1845, / 2br - 1000ft² - ,4075359232,-122.021863,Sep 18 2013,South Bay,/sby/apa/4075359232.html,37.386867, / 2br - 1000ft² - - (san jose south),Beautiful 4/2.5 Home next to Lake Almaden,$3300, / 4br - 2045ft² - ,4075354438,-121.866961,Sep 18 2013,South Bay,/sby/apa/4075354438.html,37.244952, / 4br - 2045ft² - - (mountain view),Granada Townhomes W/Garage,$2745, / 2br - 1100ft² - ,4075336476,-122.085829,Sep 18 2013,South Bay,/sby/apa/4075336476.html,37.400727, / 2br - 1100ft² - - (sunnyvale),"Remodeled Apartment Home! Washer/Dryer, BRAND NEW! ",$2210, / 1br - 735ft² - ,4075353726,,Sep 18 2013,South Bay,/sby/apa/4075353726.html,, / 1br - 735ft² - - (san jose downtown),Large Quiet Private Studio (most untilities are included),$1125, ,4075339439,-121.894960,Sep 18 2013,South Bay,/sby/apa/4075339439.html,37.339390, - (san jose west),Corner Home with Heated Pool & Spa + 24 hr. Gym + Garage Parking,$2199, / 1br - 694ft² - ,4075350387,-121.949282,Sep 18 2013,South Bay,/sby/apa/4075350387.html,37.313002, / 1br - 694ft² - - (vallejo / benicia),Almost new 5Br/2Ba apartment in Central Vallejo,$1385, / 5br - 1550ft² - ,4049390958,-122.236499,Sep 18 2013,East Bay,/eby/apa/4049390958.html,38.104786, / 5br - 1550ft² - - (vallejo / benicia),Quiet 2Br/1Ba in a remodeled triplex,$1000, / 2br - 800ft² - ,4029844077,-122.247948,Sep 18 2013,East Bay,/eby/apa/4029844077.html,38.104954, / 2br - 800ft² - - (fremont / union city / newark),°♥SPECIALS*A GREAT PLACE TO CALL HOME ♥510.794.8393,$1995, / 2br - 1004ft² - ,4076506269,,Sep 18 2013,East Bay,/eby/apa/4076506269.html,, / 2br - 1004ft² - - (hayward / castro valley),A Unique One Bedroom Layout! Very Open and Inviting!,$1475, / 1br - 701ft² - ,4076568830,-122.111963,Sep 18 2013,East Bay,/eby/apa/4076568830.html,37.634484, / 1br - 701ft² - - (walnut creek),Great Short Stay Fully Furnished Corporate Suite,, 2br - ,4076489968,,Sep 18 2013,East Bay,/eby/apa/4076489968.html,, 2br - - (dublin / pleasanton / livermore),☀ Amazing Floor Plan - Court Location 4bd Livermore Home☀ ,$2950, / 4br - ,4036077075,,Sep 18 2013,East Bay,/eby/apa/4036077075.html,, / 4br - - (danville / san ramon),AVAILABLE NOW!!! LUXURY 2X2 w/ 9FT CEILINGS & SUNSET TO VALLEY VIEWS!,$2495, / 2br - 1073ft² - ,4076599084,,Sep 18 2013,East Bay,/eby/apa/4076599084.html,, / 2br - 1073ft² - - (oakland hills / mills),Need contact info! Grass Valley back yard,$2900, / 4br - 1750ft² - ,4076598046,,Sep 18 2013,East Bay,/eby/apa/4076598046.html,, / 4br - 1750ft² - - (vallejo / benicia),"3BD+Den, 2.5Bath, 2 Car Garage, Tiara Gated Townhome",$2150, / 3br - 1700ft² - ,4072096004,-122.212729,Sep 18 2013,East Bay,/eby/apa/4072096004.html,38.131620, / 3br - 1700ft² - - (fremont / union city / newark),â–ªCOME AND JOIN THE FUN - 510.794.8393,$1500, / 1br - 527ft² - ,4076513451,,Sep 18 2013,East Bay,/eby/apa/4076513451.html,, / 1br - 527ft² - - (berkeley),"Large Remodeled 11 Bedrooms 4.5 Baths, in very quite neighbor hood....",$9995, / 8br - 2500ft² - ,4076580106,-122.255680,Sep 18 2013,East Bay,/eby/apa/4076580106.html,37.864850, / 8br - 2500ft² - - (san jose south),13 year old single house 4 badrooms,$3000, / 4br - 2050ft² - ,4074702262,-121.844323,Sep 17 2013,South Bay,/sby/apa/4074702262.html,37.298671, / 4br - 2050ft² - - (campbell),READY OCTOBER 25th,$1925, / 2br - 883ft² - ,4074701693,-121.940753,Sep 17 2013,South Bay,/sby/apa/4074701693.html,37.271526, / 2br - 883ft² - - (santa clara),2 Bed 1.5 Bath Townhouse - Kaiser Dr.,$2100, / 2br - 1095ft² - ,4046480890,-121.984400,Sep 17 2013,South Bay,/sby/apa/4046480890.html,37.348300, / 2br - 1095ft² - - (santa clara),2 Bed 1.5 Bath Townhouse - Kaiser Dr.,$2100, / 2br - 1095ft² - ,4070050766,-121.984400,Sep 17 2013,South Bay,/sby/apa/4070050766.html,37.348300, / 2br - 1095ft² - - (sunnyvale),Stylish New Townhouse - Awesome Location - Walk to Caltrain!,$3500, / 3br - 1675ft² - ,4074689778,-121.999161,Sep 17 2013,South Bay,/sby/apa/4074689778.html,37.369253, / 3br - 1675ft² - - (cupertino), CUPERTINO HOME FOR RENT,$5000, / 4br - 2800ft² - ,4057344806,,Sep 17 2013,South Bay,/sby/apa/4057344806.html,, / 4br - 2800ft² - - (sunnyvale),"Newly furnished condo, walk to downtown in 15 min., short term okay",$4300, / 2br - 760ft² - ,4043707358,,Sep 17 2013,South Bay,/sby/apa/4043707358.html,, / 2br - 760ft² - - (sunnyvale),Newly furnished condo- short term okay- walk to downtown,$4300, / 2br - 760ft² - ,4047976180,-122.036871,Sep 17 2013,South Bay,/sby/apa/4047976180.html,37.382740, / 2br - 760ft² - - (saratoga),"$ 6,500 - Luxury Estate Home",$6500, / 4br - ,4074666780,,Sep 17 2013,South Bay,/sby/apa/4074666780.html,, / 4br - - (san jose east),2 bedroom house for rent,$1600, / 2br - 660ft² - ,4074678877,-121.865808,Sep 17 2013,South Bay,/sby/apa/4074678877.html,37.342284, / 2br - 660ft² - - (los gatos),"$ 6,500 - Luxury Estate Home",$6500, / 4br - ,4074667532,,Sep 17 2013,South Bay,/sby/apa/4074667532.html,, / 4br - - (walnut creek),SINGLE FAMILY HOME GREAT LOCATION $ 2400 ,$2400, / 2br - 1600ft² - ,4076848837,-122.064729,Sep 18 2013,East Bay,/eby/apa/4076848837.html,37.874671, / 2br - 1600ft² - - (san leandro),Quiet 2 bedroom 1 bathroom home near San Leandro Bart & Downtown,$1500, / 2br - ,4076845498,-122.166034,Sep 18 2013,East Bay,/eby/apa/4076845498.html,37.731200, / 2br - - (dublin / pleasanton / livermore),Perfect Palasage Townhome with Dual Masters in Downtown Livermore,$2000, / 2br - 1200ft² - ,4076843086,-121.765428,Sep 18 2013,East Bay,/eby/apa/4076843086.html,37.684530, / 2br - 1200ft² - - (richmond / point / annex),"Richmond View, 3bd, 1.5ba.",$1900, / 3br - 1200ft² - ,4061302096,,Sep 18 2013,East Bay,/eby/apa/4061302096.html,, / 3br - 1200ft² - - (fairfield / vacaville),BRAND NEW HOUSE FOR RENT,$1900, / 3br - 1660ft² - ,4067676601,-121.950989,Sep 18 2013,East Bay,/eby/apa/4067676601.html,38.322266, / 3br - 1660ft² - - (richmond / point / annex),"San Pablo, CA - 3bd 2 ba home for rent starting 10/1/2013",$1700, / 3br - ,4050030460,-122.345530,Sep 18 2013,East Bay,/eby/apa/4050030460.html,37.962150, / 3br - - (richmond / point / annex),"Casa de 3 cuartos, 2 baños para rentarse el 1ro de octubre",$1700, / 3br - ,4050086125,-122.345530,Sep 18 2013,East Bay,/eby/apa/4050086125.html,37.962150, / 3br - - (pittsburg / antioch),ANTIOCH 2POOLS WITH TENNIS CT... GOOD QIUET AREA,$2200, / 5br - 3000ft² - ,4032711629,-121.794851,Sep 18 2013,East Bay,/eby/apa/4032711629.html,37.977270, / 5br - 3000ft² - - (fremont / union city / newark),美麗房屋出租,$2000, / 3br - ,4076838012,-121.950130,Sep 18 2013,East Bay,/eby/apa/4076838012.html,37.452240, / 3br - - (san leandro),"5min walk to bayview mall,large house, access to gareden, jacuzzi",$2000, / 2br - 1300ft² - ,4038850753,-122.121675,Sep 18 2013,East Bay,/eby/apa/4038850753.html,37.700130, / 2br - 1300ft² - - (fairfield / vacaville),Beautifully Remodeled Single Family Home in Great Neighborhood,$1700, / 3br - 1500ft² - ,4076810049,-121.940722,Sep 18 2013,East Bay,/eby/apa/4076810049.html,38.341315, / 3br - 1500ft² - - (fairfield / vacaville),Very nice 3 bedroom 2 bath home for rent *newly remodeled*,$1860, / 3br - 1672ft² - ,4054307813,-122.017668,Sep 18 2013,East Bay,/eby/apa/4054307813.html,38.279312, / 3br - 1672ft² - - (fairfield / vacaville),Beautiful 4 bedroom 2 bath home for rent *newly remodeled*,$1490, / 4br - 1468ft² - ,4054299451,-122.024934,Sep 18 2013,East Bay,/eby/apa/4054299451.html,38.271909, / 4br - 1468ft² - - (fairfield / vacaville),Very nice 3 bedroom 2 bath home for rent *newly remodeled*,$1750, / 3br - 1672ft² - ,4054314639,-121.966524,Sep 18 2013,East Bay,/eby/apa/4054314639.html,38.347061, / 3br - 1672ft² - - (vallejo / benicia),Very nice 3 bedroom 2 bath home for rent *newly remodeled*,$1700, / 3br - 1175ft² - ,4054332957,-122.242036,Sep 18 2013,East Bay,/eby/apa/4054332957.html,38.125440, / 3br - 1175ft² - - (fairfield / vacaville),Beautiful 3 bedroom house ready for rent *newly remodeled*,$1650, / 3br - 1138ft² - ,4054346164,-121.994718,Sep 18 2013,East Bay,/eby/apa/4054346164.html,38.245769, / 3br - 1138ft² - - (fairfield / vacaville),Very big 3 bedroom 2 bath home for rent *newly remodeled*,$2300, / 3br - 1900ft² - ,4054347463,-121.949133,Sep 18 2013,East Bay,/eby/apa/4054347463.html,38.357760, / 3br - 1900ft² - - (fairfield / vacaville),Beautiful 4 bedroom 2 bath home for rent *newly remodeled*,$1850, / 4br - 1546ft² - ,4067002145,-121.956525,Sep 18 2013,East Bay,/eby/apa/4067002145.html,38.341122, / 4br - 1546ft² - - (fairfield / vacaville),"Nicely Updated SFR 3br 2ba, Convient Layout Brand New Kitchen",$1320, / 3br - ,4076382751,,Sep 18 2013,East Bay,/eby/apa/4076382751.html,, / 3br - - (Tracy),"Quiet, Serene Atmosphere with Convenience and Lots of Amenities",$1310, / 2br - 840ft² - ,4076488054,-121.435083,Sep 18 2013,East Bay,/eby/apa/4076488054.html,37.755964, / 2br - 840ft² - - (vallejo / benicia),Beautiful 5 bedroom 3 bath home for rent *newly remodeled*,$2000, / 5br - 1846ft² - ,4067009596,-122.213589,Sep 18 2013,East Bay,/eby/apa/4067009596.html,38.121414, / 5br - 1846ft² - - (fairfield / vacaville),Very nice 3 bedroom 2 bath home for rent *newly remodeled*,$1650, / 3br - 1276ft² - ,4066991518,-122.250000,Sep 18 2013,East Bay,/eby/apa/4066991518.html,37.500000, / 3br - 1276ft² - - (fairfield / vacaville),Most Popular Floorplan. Available for Early-Mid October!,$1450, / 1br - 630ft² - ,4076419075,-121.994038,Sep 18 2013,East Bay,/eby/apa/4076419075.html,37.580085, / 1br - 630ft² - - (albany / el cerrito),Solano Avenue Contemporary 3 Bedroom Penthouse!,$4500, / 3br - 1963ft² - ,4076264332,,Sep 18 2013,East Bay,/eby/apa/4076264332.html,, / 3br - 1963ft² - - (dublin / pleasanton / livermore),2 bedroom 2.5 bath for Rent Dublin,$2700, / 2br - ,4046387998,-121.908668,Sep 18 2013,East Bay,/eby/apa/4046387998.html,37.702629, / 2br - - (danville / san ramon),Don't Miss Out On These Specials!,$2290, / 2br - 1175ft² - ,4076387296,-121.966017,Sep 18 2013,East Bay,/eby/apa/4076387296.html,37.757501, / 2br - 1175ft² - - (fremont / union city / newark),PEPPERTREE! AVAILABLE LATE SEPTEMBER!,$1345, / 1br - 700ft² - ,4058436869,,Sep 18 2013,East Bay,/eby/apa/4058436869.html,, / 1br - 700ft² - - (dublin / pleasanton / livermore),Pay Less...Live In TRACY....Luxury Community...Only 20 Mins Away!!!,$1588, / 2br - 1064ft² - ,4076415921,,Sep 18 2013,East Bay,/eby/apa/4076415921.html,, / 2br - 1064ft² - - (dublin / pleasanton / livermore),This is it!,, ,4076397264,,Sep 18 2013,East Bay,/eby/apa/4076397264.html,, - (concord / pleasant hill / martinez),Come Check Out this Pet-Friendly 2BR/2BA Home!,$1650, / 2br - 803ft² - ,4076373694,,Sep 18 2013,East Bay,/eby/apa/4076373694.html,, / 2br - 803ft² - - (albany / el cerrito),Albany 1-bed High Security Granite Laminate S,$1599, / 1br - 700ft² - ,4046380583,-122.298280,Sep 18 2013,East Bay,/eby/apa/4046380583.html,37.897225, / 1br - 700ft² - - (fremont / union city / newark),COME HOME TO ADRIENNE VILLAGE!,$1675, / 2br - 865ft² - ,4076412204,,Sep 18 2013,East Bay,/eby/apa/4076412204.html,, / 2br - 865ft² - - (brentwood / oakley),"Single Story, Ready to Move In",$2350, / 4br - 2500ft² - ,4065290888,-121.689400,Sep 18 2013,East Bay,/eby/apa/4065290888.html,37.932400, / 4br - 2500ft² - - (oakland piedmont / montclair),"Roomy, upgraded apartment homes w/elevator available now!",$1795, / 2br - ,4076303808,-122.252984,Sep 18 2013,East Bay,/eby/apa/4076303808.html,37.820311, / 2br - - (concord / pleasant hill / martinez),Your Kitty Cat is Welcome Here!,$1475, / 2br - ,4076303132,-122.076013,Sep 18 2013,East Bay,/eby/apa/4076303132.html,37.931890, / 2br - - (concord / pleasant hill / martinez),A Nice 2 Bedroom 1.5 bath unit in Concord .Coming soon!!!,$1400, / 2br - ,4076251097,,Sep 18 2013,East Bay,/eby/apa/4076251097.html,, / 2br - - (vallejo / benicia),2 bdrm 1 bath with studio for rent,$1550, / 2br - 1550ft² - ,4076301942,-122.235987,Sep 18 2013,East Bay,/eby/apa/4076301942.html,38.099763, / 2br - 1550ft² - - (concord / pleasant hill / martinez),Avail 10/1... 2bed 2 bath Condo,$1800, / 2br - 934ft² - ,4050999479,,Sep 18 2013,East Bay,/eby/apa/4050999479.html,, / 2br - 934ft² - - (oakland lake merritt / grand),LARGE studio across from Lake Merritt w/ WALK-IN CLOSET(PHOTOS)!!!,$1350, ,4027784186,-122.263065,Sep 18 2013,East Bay,/eby/apa/4027784186.html,37.804665, - (oakland piedmont / montclair),"*Spacious, upgraded apartment with elevator available now*",$1495, / 1br - ,4076300836,-122.252984,Sep 18 2013,East Bay,/eby/apa/4076300836.html,37.820311, / 1br - - (concord / pleasant hill / martinez),1131 Pine Street- Martinez Unit # 28,$800, / 400ft² - ,4076259526,,Sep 18 2013,East Bay,/eby/apa/4076259526.html,, / 400ft² - - (dublin / pleasanton / livermore),Brand New Premium Apartments.....,$1876, / 1br - 849ft² - ,4076288303,,Sep 18 2013,East Bay,/eby/apa/4076288303.html,, / 1br - 849ft² - - (pittsburg / antioch),"Sunny, single-story complex with easy Hwy 4 access! ½ mo free! ",$995, / 2br - ,4076298593,,Sep 18 2013,East Bay,/eby/apa/4076298593.html,, / 2br - - (oakland east),Casa de 2 recamaras con barda de seguridad,$1400, / 2br - ,4076281227,-122.250000,Sep 18 2013,East Bay,/eby/apa/4076281227.html,37.500000, / 2br - - (SOMA-Above Whole Foods!),#515-BRIGHT Western facing apartment with Juliet balcony! ,$2873, / 1br - 746ft² - ,4073219666,,Sep 17 2013,SF,/sfc/apa/4073219666.html,, / 1br - 746ft² - - (north beach / telegraph hill),Unbeatable location with parking,$6250, / 3br - ,4073092627,-122.409561,Sep 17 2013,SF,/sfc/apa/4073092627.html,37.802302, / 3br - - (russian hill),Luxury 2 bedroom with Golden Gate and bay views.,$6000, / 2br - 1500ft² - ,4054352076,-122.419425,Sep 17 2013,SF,/sfc/apa/4054352076.html,37.801062, / 2br - 1500ft² - - (downtown / civic / van ness),AMAZING views! FANTASTIC finishes! The BEST studio in SF! COME SEE!,$2666, / 476ft² - ,4073092540,-122.417182,Sep 17 2013,SF,/sfc/apa/4073092540.html,37.776287, / 476ft² - - (cupertino), Redwood — 2  bed ,$2073, / 2br - ,4075674459,,Sep 18 2013,South Bay,/sby/apa/4075674459.html,, / 2br - - (campbell),Luxurious Condo within walking distance of the Pruneyard & DT Campbell,$3300, / 3br - 1850ft² - ,4055217469,-121.933147,Sep 18 2013,South Bay,/sby/apa/4055217469.html,37.291030, / 3br - 1850ft² - - (saratoga),Beautiful Saratoga Oaks Townhome,$5300, / 3br - 2250ft² - ,4075693008,-122.040309,Sep 18 2013,South Bay,/sby/apa/4075693008.html,37.257158, / 3br - 2250ft² - - (san jose west),"You've Seen the Rest, Now See the BEST!",$2755, / 2br - 1230ft² - ,4075670459,-121.923016,Sep 18 2013,South Bay,/sby/apa/4075670459.html,37.309312, / 2br - 1230ft² - - (sunnyvale),Large 1 Bedroom.... Move In This Weekend!!!! Specials!!!!,$2229, / 1br - 869ft² - ,4075686047,,Sep 18 2013,South Bay,/sby/apa/4075686047.html,, / 1br - 869ft² - - (sunnyvale),"Lovely, Spacious & Sunny Apartment in Garden Settings!",$1929, / 1br - ,4075685847,,Sep 18 2013,South Bay,/sby/apa/4075685847.html,, / 1br - - (san jose east),"San Jose remodeled to rent, garbage, water,landscaping included",$2590, / 3br - 1150ft² - ,4075666208,-121.823083,Sep 18 2013,South Bay,/sby/apa/4075666208.html,37.357731, / 3br - 1150ft² - - (santa clara),HUGE 3 BR 2 BA Available for Move-In 10/30! Call Now for Details!!,$2693, / 3br - 1270ft² - ,4075682863,,Sep 18 2013,South Bay,/sby/apa/4075682863.html,, / 3br - 1270ft² - - (sunnyvale),Coming End of September - Second Floor - 2Br - 2Ba Unit ,$2125, / 880ft² - ,4061053484,,Sep 18 2013,South Bay,/sby/apa/4061053484.html,, / 880ft² - - (sunnyvale),"1 Br Unit, Second Floor, Available End of September.",$1775, / 686ft² - ,4016905563,,Sep 18 2013,South Bay,/sby/apa/4016905563.html,, / 686ft² - - (mountain view),Convenient to Everything,$1915, / 1br - 694ft² - ,4075630442,-122.060938,Sep 18 2013,South Bay,/sby/apa/4075630442.html,37.376893, / 1br - 694ft² - - (cupertino),Check out this Amazing 2 BR Apartment w/ A Beautiful Kitchen,$2539, / 2br - ,4075788719,-122.038321,Sep 18 2013,South Bay,/sby/apa/4075788719.html,37.332768, / 2br - - (san jose west),Fantastic Sycamore Park Apartments,$1450, / 1br - 800ft² - ,4075816849,-121.966095,Sep 18 2013,South Bay,/sby/apa/4075816849.html,37.320073, / 1br - 800ft² - - (san jose north),2X1! Available ASAP & recieve $500 off your First Month!,$1980, / 2br - ,4075816867,-121.863833,Sep 18 2013,South Bay,/sby/apa/4075816867.html,37.389606, / 2br - - (sunnyvale),Comfort & Style Just Minutes To Almost Anywhere! ,$1878, / 1br - 690ft² - ,4075761707,,Sep 18 2013,South Bay,/sby/apa/4075761707.html,, / 1br - 690ft² - - (san jose west),Condo With Newly Remodeled Kitchen & Bathroom,$1995, / 2br - 924ft² - ,4027680730,,Sep 18 2013,South Bay,/sby/apa/4027680730.html,, / 2br - 924ft² - - (campbell),"Big Units, A/C, Dishwasher, Big Closets, Best Rated",$1995, / 2br - 1100ft² - ,4065815123,,Sep 18 2013,South Bay,/sby/apa/4065815123.html,, / 2br - 1100ft² - - (san jose west),1 Bedroom 1 Bath top location for rent!!,$1570, / 1br - 650ft² - ,4061187084,-121.937268,Sep 18 2013,South Bay,/sby/apa/4061187084.html,37.336741, / 1br - 650ft² - - (sunnyvale),"Amazing 2 Bed Apt near hi-tech, freeway, park pets OK",$1740, / 2br - 940ft² - ,4061040352,-122.013295,Sep 18 2013,South Bay,/sby/apa/4061040352.html,37.387381, / 2br - 940ft² - - (san jose downtown),We Have the Perfect Studio for You,$1665, / 436ft² - ,4075811308,,Sep 18 2013,South Bay,/sby/apa/4075811308.html,, / 436ft² - - (campbell),"BEAUTIFUL & LARGE, A/C, DISHWASHER, HIGH RATINGS",$1700, / 1br - 850ft² - ,4016916331,,Sep 18 2013,South Bay,/sby/apa/4016916331.html,, / 1br - 850ft² - - (san jose west),"dishwasher pool Assigned Parking, Large 2-Bed, 2-Bath",$1975, / 2br - 870ft² - ,4046153969,-121.966268,Sep 18 2013,South Bay,/sby/apa/4046153969.html,37.318882, / 2br - 870ft² - - (sunnyvale),$250 Deposit OAC..... Move In This Weekend!!!,$2398, / 2br - 1198ft² - ,4075809661,,Sep 18 2013,South Bay,/sby/apa/4075809661.html,, / 2br - 1198ft² - - (san jose south),Don't just settle! Get what you want.,$2195, / 2br - 980ft² - ,4076174809,-121.803773,Sep 18 2013,South Bay,/sby/apa/4076174809.html,37.234147, / 2br - 980ft² - - (san jose downtown),4bd/3ba Tri-level Townhouse Garage Parking Stainless Steel Hardwood Washer Dryer,$2900, / 4br - ,4076142370,-121.892866,Sep 18 2013,South Bay,/sby/apa/4076142370.html,37.341041, / 4br - - (Carmel / Big Sur),Ocean View recreational land for lease,$2000, ,4016106547,,Sep 18 2013,South Bay,/sby/apa/4016106547.html,, - (morgan hill),Great Apartment in Morgan Hill!!!,$1250, / 2br - 700ft² - ,4076196889,,Sep 18 2013,South Bay,/sby/apa/4076196889.html,, / 2br - 700ft² - - (sunnyvale),You Will Love Our Easy Access Location,$1970, / 1br - 798ft² - ,4076196418,,Sep 18 2013,South Bay,/sby/apa/4076196418.html,, / 1br - 798ft² - - (santa clara),Great kitchen! Granite Counters. Stainless steel sinks. GE appliances,$2295, / 2br - ,4076134457,,Sep 18 2013,South Bay,/sby/apa/4076134457.html,, / 2br - - (sunnyvale),"Verdant, Park-like Landscaping. Enjoy the Quiet, Scenic Surroundings!",$1929, / 1br - ,4076192389,-122.050428,Sep 18 2013,South Bay,/sby/apa/4076192389.html,37.359338, / 1br - - (san jose west),Ground Floor One Bedroom near Swimming Pool 10/8/13,$1415, / 1br - ,4076192104,,Sep 18 2013,South Bay,/sby/apa/4076192104.html,, / 1br - - (San Jose North),We're Waiting for YOU! Apartment Homes You Won't Want to Miss!,$2000, / 1br - 734ft² - ,4075924675,,Sep 18 2013,South Bay,/sby/apa/4075924675.html,, / 1br - 734ft² - - (los gatos),Townhome @ Tamarack,$2395, / 2br - 940ft² - ,4076154201,-121.977316,Sep 18 2013,South Bay,/sby/apa/4076154201.html,37.232652, / 2br - 940ft² - - (sunnyvale),UPGRADED STUDIO COTTAGE WITHIN WALKING DISTANCE TO DOWNTOWN SUNNYVALE.,$2000, / 500ft² - ,4060996087,-122.028238,Sep 18 2013,South Bay,/sby/apa/4060996087.html,37.369908, / 500ft² - - (cupertino),Just Minutes From Shopping & Dining! Open Two Bedroom Floor Plan,$3010, / 2br - 1237ft² - ,4075972547,-122.015984,Sep 18 2013,South Bay,/sby/apa/4075972547.html,37.334047, / 2br - 1237ft² - - (san jose south),2Bedroom 2 bath Calabria Floorplan!,$2262, / 2br - 1033ft² - ,4075990194,,Sep 18 2013,South Bay,/sby/apa/4075990194.html,, / 2br - 1033ft² - - (san jose south),Stay ver satisfied at Verde! We have express service guarantee!,$1680, / 1br - 701ft² - ,4075990068,-121.830117,Sep 18 2013,South Bay,/sby/apa/4075990068.html,37.257219, / 1br - 701ft² - - (campbell),Large size Townhouse,$3300, / 3br - 2239ft² - ,4065365119,-121.955366,Sep 18 2013,South Bay,/sby/apa/4065365119.html,37.272209, / 3br - 2239ft² - - (san jose downtown),Cozy One Bedroom,$2171, / 1br - 794ft² - ,4075932932,,Sep 18 2013,South Bay,/sby/apa/4075932932.html,, / 1br - 794ft² - - (los gatos),"Los Gatos Pristine!!! 2 Bd, 1.5 bath",$3150, / 2br - 1300ft² - ,4075984072,-121.950762,Sep 18 2013,South Bay,/sby/apa/4075984072.html,37.248728, / 2br - 1300ft² - - (sunnyvale),Two Bed Two Bath Courtyard View Granite Countertops (SPECIALS!),$2425, / 2br - 987ft² - ,4075920327,,Sep 18 2013,South Bay,/sby/apa/4075920327.html,, / 2br - 987ft² - - (cupertino),Spacious 3BR 3 BA available at the beginning of June,$4065, / 3br - 1508ft² - ,4075974770,-122.066872,Sep 18 2013,South Bay,/sby/apa/4075974770.html,37.338041, / 3br - 1508ft² - - (san jose east),"Newer House with Beautiful Golf Course View, Wood Floor Throughout",$2500, / 3br - 1338ft² - ,4075976193,-121.854056,Sep 18 2013,South Bay,/sby/apa/4075976193.html,37.345276, / 3br - 1338ft² - - (saratoga),Magnificent new estate in Monte Sereno. ,$15000, / 5br - 6500ft² - ,4075928407,,Sep 18 2013,South Bay,/sby/apa/4075928407.html,, / 5br - 6500ft² - - (san jose south),SPACIOUS APARTMENT FOR RENT AT BLOSSOM HILL GARDEN!,$1595, / 1br - 750ft² - ,4076414723,-121.915326,Sep 18 2013,South Bay,/sby/apa/4076414723.html,37.237572, / 1br - 750ft² - - (sunnyvale),"Last 3 Bedroom Left, Hurry It Can Be Yours Today!!",$3505, / 3br - 1355ft² - ,4076365461,-122.012371,Sep 18 2013,South Bay,/sby/apa/4076365461.html,37.380841, / 3br - 1355ft² - - (san jose downtown),"Charming 1 Bedroom, 1 Bath Upstairs Apartment Near Downtown San Jose",$1395, / 1br - 800ft² - ,4076413553,,Sep 18 2013,South Bay,/sby/apa/4076413553.html,, / 1br - 800ft² - - (hollister),Hollister -Spacious Studio Available Now!,$795, ,4076412955,,Sep 18 2013,South Bay,/sby/apa/4076412955.html,, - (santa clara),"1BR/1BA w/ Attached Garage, Stainless Appliances, & Granite Counters.",$2676, / 1br - 835ft² - ,4076411126,-121.952562,Sep 18 2013,South Bay,/sby/apa/4076411126.html,37.402740, / 1br - 835ft² - - (campbell),FIND THE PERFECT HOME AT PRUNEYARD GARDEN APARTMENTS,$2275, / 2br - 1128ft² - ,4076397984,-121.935604,Sep 18 2013,South Bay,/sby/apa/4076397984.html,37.285834, / 2br - 1128ft² - - (campbell),Live in a 2BR/2BA Apartment with Luxurious Amenities!,$1967, / 2br - 980ft² - ,4076387746,-121.956186,Sep 18 2013,South Bay,/sby/apa/4076387746.html,37.280022, / 2br - 980ft² - - (san jose south),"Cozy, Bright, Affordable and Convenience! ",$2507, / 3br - 1232ft² - ,4076408116,,Sep 18 2013,South Bay,/sby/apa/4076408116.html,, / 3br - 1232ft² - - (san jose north),Unique Home with Great Deals..!! Only FOR APT483!!,$2520, / 2br - ,4076363385,-121.920261,Sep 18 2013,South Bay,/sby/apa/4076363385.html,37.398596, / 2br - - (sunnyvale),$250 Deposit & $100 Gift Card!!! Move In This Weekend!!!,$2363, / 2br - 1198ft² - ,4076397455,,Sep 18 2013,South Bay,/sby/apa/4076397455.html,, / 2br - 1198ft² - - (mountain view),"Beautifully renovated apts, across from new Google Quad! Pets ok!",$1995, / 1br - 610ft² - ,4076210668,,Sep 18 2013,South Bay,/sby/apa/4076210668.html,, / 1br - 610ft² - - (cupertino),Serene Retreat & Concierge Services for your Resort Lifestyle ,$1808, / 1br - ,4076561391,,Sep 18 2013,South Bay,/sby/apa/4076561391.html,, / 1br - - (santa clara),Move-In Special! Lovely Studio! http://villasantaclara.eprodesse.com,$1295, ,4045205647,,Sep 18 2013,South Bay,/sby/apa/4045205647.html,, - (santa clara),Comfortable living in Santa Clara ,$2268, / 2br - 950ft² - ,4076573765,-121.994606,Sep 18 2013,South Bay,/sby/apa/4076573765.html,37.345779, / 2br - 950ft² - - (gilroy),"Look no further! Low Density, Amazing Floor Plans and Great Value!",$1475, / 1br - ,4076505078,,Sep 18 2013,South Bay,/sby/apa/4076505078.html,, / 1br - - (san jose downtown),"1B/1BA in a great location, Starbucks and Peet's on your doorstep! ",$1820, / 1br - 735ft² - ,4076542316,,Sep 18 2013,South Bay,/sby/apa/4076542316.html,, / 1br - 735ft² - - (san jose north),You Are So Lucky You Found Us,$1848, / 1br - 860ft² - ,4076521430,,Sep 18 2013,South Bay,/sby/apa/4076521430.html,, / 1br - 860ft² - - (san jose south),SILVER CREEK COUNTRY CLUB VIEW HOME,$4400, / 4br - 3429ft² - ,4076568176,-121.754688,Sep 18 2013,South Bay,/sby/apa/4076568176.html,37.275871, / 4br - 3429ft² - - (san jose south),"Move in Next Month! Classic or Renovated, We have it! 2X1!",$1930, / 2br - 836ft² - ,4076567521,-121.830117,Sep 18 2013,South Bay,/sby/apa/4076567521.html,37.257219, / 2br - 836ft² - - (campbell),Our Community Sets the Standard for Luxurious Apartment Home Living,$1680, / 1br - 790ft² - ,4076521155,-121.956186,Sep 18 2013,South Bay,/sby/apa/4076521155.html,37.280022, / 1br - 790ft² - - (sunnyvale),Modern Mfd Home! Near pool/clubhouse. Rancho La Mesa #133,$2195, / 2br - ,4076548346,-122.003270,Sep 18 2013,South Bay,/sby/apa/4076548346.html,37.353241, / 2br - - (san jose west),"2 Bed 1 Bath w/ 1 car garage, must see! ",$1795, / 2br - ,4076501530,,Sep 18 2013,South Bay,/sby/apa/4076501530.html,, / 2br - - (los gatos),Call today and begin living your Los Gatos Lifestyle! 6 weeks free!,$1781, / 1br - 729ft² - ,4076556725,-121.974568,Sep 18 2013,South Bay,/sby/apa/4076556725.html,37.230544, / 1br - 729ft² - - (sunnyvale),Our Paris Your Home! Where You'll Be Very Satisfied!,$2100, / 2br - 869ft² - ,4075576412,,Sep 18 2013,South Bay,/sby/apa/4075576412.html,, / 2br - 869ft² - - (mountain view),Top Floor Studio Newly Remodeled! Great Location!,$2099, / 612ft² - ,4050912616,-122.092931,Sep 18 2013,South Bay,/sby/apa/4050912616.html,37.398794, / 612ft² - - (sunnyvale),EVERYTHING in this Apartment is NEW - Stunning Luxurious Renovation! ,$1795, / 1br - 760ft² - ,4075509962,,Sep 18 2013,South Bay,/sby/apa/4075509962.html,, / 1br - 760ft² - - (san jose downtown),Centrally located Studio in Downtowin San Jose,$1200, ,4075572956,,Sep 18 2013,South Bay,/sby/apa/4075572956.html,, - (saratoga),Great Saratoga Neighborhood Home w/Blue Hills Elementary/Lynbrook High,$4095, / 3br - 1900ft² - ,4075439568,-122.022700,Sep 18 2013,South Bay,/sby/apa/4075439568.html,37.271300, / 3br - 1900ft² - - (mountain view),Charming Open Floor Plan::::quiet MtV Location*pets welcome!!,$2550, / 2br - 1100ft² - ,4020868055,,Sep 18 2013,South Bay,/sby/apa/4020868055.html,, / 2br - 1100ft² - - (mountain view),"Spacious, Private and Quiet*near Dwntn MtView::Newly Renovated!!",$1895, / 1br - 700ft² - ,4063019488,,Sep 18 2013,South Bay,/sby/apa/4063019488.html,, / 1br - 700ft² - - (saratoga),Blocks from downtown! Beautiful townhome nestled in the Saratoga hills,$4100, / 3br - 2229ft² - ,4057290290,-122.039070,Sep 18 2013,South Bay,/sby/apa/4057290290.html,37.257543, / 3br - 2229ft² - - (san jose north),3BD/2BA Home. Hardwood Floors. Nice Backyard! Available mid-October!,$2395, / 3br - 1277ft² - ,4061530917,-121.869107,Sep 18 2013,South Bay,/sby/apa/4061530917.html,37.387460, / 3br - 1277ft² - - (mountain view),Townhome Style Apartment! Newly Remodeled in Great Location!,$3299, / 2br - ,4052612013,,Sep 18 2013,South Bay,/sby/apa/4052612013.html,, / 2br - - (sunnyvale),Available NOW: Beautifully Remodeled Condo,$2650, / 3br - 1167ft² - ,4068854348,-122.021371,Sep 18 2013,South Bay,/sby/apa/4068854348.html,37.366841, / 3br - 1167ft² - - (san jose west),Pets OK! Great location,$1570, / 1br - ,4075460446,-121.937268,Sep 18 2013,South Bay,/sby/apa/4075460446.html,37.336741, / 1br - - (cupertino),Spacious 2x1.5TH In Great Community! Best Cupetino Schools!,$3100, / 2br - ,4063615975,,Sep 18 2013,South Bay,/sby/apa/4063615975.html,, / 2br - - (san jose north),Only Epic Offer Discounted Prices with 2 months rent free!!,$2079, / 1br - ,4075473370,-121.920261,Sep 18 2013,South Bay,/sby/apa/4075473370.html,37.398528, / 1br - - (hollister),Cute Cozy 2 Bedroom Home,$1600, / 2br - 1300ft² - ,4075504237,,Sep 18 2013,South Bay,/sby/apa/4075504237.html,, / 2br - 1300ft² - - (san jose west),Spacious & Cozy 1x1 Upstairs In Great Community!,$1675, / 1br - ,4075502231,,Sep 18 2013,South Bay,/sby/apa/4075502231.html,, / 1br - - (san jose downtown),2x2 Catalina Apartment Home for Immediate Move-In,$2610, / 2br - 1130ft² - ,4075501497,,Sep 18 2013,South Bay,/sby/apa/4075501497.html,, / 2br - 1130ft² - - (sunnyvale),2 Bd 1Ba Ez Application w/ Fast Review Cupertino Schools ,$1800, / 2br - 920ft² - ,4075480084,,Sep 18 2013,South Bay,/sby/apa/4075480084.html,, / 2br - 920ft² - - (gilroy),"Just Blocks Away From Parks, Golfing, Shopping and Dining",$1475, / 1br - 626ft² - ,4075499159,-121.591553,Sep 18 2013,South Bay,/sby/apa/4075499159.html,37.015548, / 1br - 626ft² - - (san jose west),Waiting list is currently open for Las Ventanas!,$1380, / 2br - 858ft² - ,4035653468,,Sep 18 2013,South Bay,/sby/apa/4035653468.html,, / 2br - 858ft² - - (san jose west),"1x1 loft, high ceiling, easy access to 280 hwy",$1628, / 1br - 650ft² - ,4075494257,-121.986481,Sep 18 2013,South Bay,/sby/apa/4075494257.html,37.297387, / 1br - 650ft² - - (santa clara),Awesome Move-in Package Deal! Tour Today!,$2384, / 2br - 1144ft² - ,4075493168,,Sep 18 2013,South Bay,/sby/apa/4075493168.html,, / 2br - 1144ft² - - (sunnyvale),Beautifully Remodeled 1BR1BA Apartment in the Heart of Sunnyvale!,$2223, / 1br - 735ft² - ,4075347855,,Sep 18 2013,South Bay,/sby/apa/4075347855.html,, / 1br - 735ft² - - (sunnyvale),REDUCED PRICE! NOW JUST $1595. 1X1 BEAUTIFUL APARTMENT HOME! ,$1595, / 1br - 650ft² - ,4075347736,-122.019846,Sep 18 2013,South Bay,/sby/apa/4075347736.html,37.384668, / 1br - 650ft² - - (san jose north),Nice Single Family House ,$2500, / 4br - ,4075347191,-121.871338,Sep 18 2013,South Bay,/sby/apa/4075347191.html,37.373056, / 4br - - (san jose west),"2.5 bath single family home with hardwd floors, large private yard",$3200, / 4br - ,4075330231,-121.936158,Sep 18 2013,South Bay,/sby/apa/4075330231.html,37.306837, / 4br - - (santa clara),Lease Now and Receive 1 month free + $500 Look and Lease,$3258, / 3br - 1379ft² - ,4075342081,-121.933623,Sep 18 2013,South Bay,/sby/apa/4075342081.html,37.346332, / 3br - 1379ft² - - (los gatos),Move In Ready! Stop by today for Tour! ,$2095, / 2br - 806ft² - ,4075339871,,Sep 18 2013,South Bay,/sby/apa/4075339871.html,, / 2br - 806ft² - - (san jose west),Senior Living at Miranda Villa Apartments! (Waitlist Open),$925, / 1br - 427ft² - ,4075336419,-121.935967,Sep 18 2013,South Bay,/sby/apa/4075336419.html,37.326841, / 1br - 427ft² - - (mountain view),"Beautiful 2/2 condo, granite/hardwood, in-unit laundry - OPEN SUNDAY",$2950, / 2br - 1150ft² - ,4075198448,-122.094455,Sep 18 2013,South Bay,/sby/apa/4075198448.html,37.413332, / 2br - 1150ft² - - (san jose west),"Large 1 Bdr Apt, Pool, A/C, Excellent Location nr Willow Glen & 280",$1535, / 1br - 675ft² - ,4065095987,-121.913352,Sep 18 2013,South Bay,/sby/apa/4065095987.html,37.309116, / 1br - 675ft² - - (mountain view),"Garage, 4-Plex, New Carpet, Walk to Downtown M.V. ",$1700, / 1br - 600ft² - ,4075305658,-122.083167,Sep 18 2013,South Bay,/sby/apa/4075305658.html,37.383837, / 1br - 600ft² - - (sunnyvale),2 Bedroom/2.5 Bath Sunnyvale Townhome- Top Schools!!,$2695, / 2br - 1120ft² - ,4075322432,-122.016683,Sep 18 2013,South Bay,/sby/apa/4075322432.html,37.348441, / 2br - 1120ft² - - (dublin / pleasanton / livermore),Get plenty of fresh air and sunshine on the 3rd floor,$2455, / 3br - 1192ft² - ,4076590385,-121.912730,Sep 18 2013,East Bay,/eby/apa/4076590385.html,37.729571, / 3br - 1192ft² - - (dublin / pleasanton / livermore),September is the right time to make the move!,$1675, / 2br - 829ft² - ,4076589124,-121.791236,Sep 18 2013,East Bay,/eby/apa/4076589124.html,37.680577, / 2br - 829ft² - - (oakland lake merritt / grand),"*OPEN HOUSE*~Rare PENTHOUSE -Remodeled, Best Location, Parking!",$2495, / 2br - 1100ft² - ,4059757554,-122.244250,Sep 18 2013,East Bay,/eby/apa/4059757554.html,37.816013, / 2br - 1100ft² - - (oakland lake merritt / grand),"1738 4th Ave.1/1,Lake Merritt View,Remodeled,Hardwood ",$770, / 1br - ,4076505030,-122.252170,Sep 18 2013,East Bay,/eby/apa/4076505030.html,37.799198, / 1br - - (alameda),2BR/1BA in Alameda!,$2397, / 2br - 773ft² - ,4076550637,-122.286478,Sep 18 2013,East Bay,/eby/apa/4076550637.html,37.768985, / 2br - 773ft² - - (dublin / pleasanton / livermore),Pleasanton--Val Vista One-Story Available Soon!,$2925, / 4br - 1806ft² - ,4060709125,-121.907235,Sep 18 2013,East Bay,/eby/apa/4060709125.html,37.689593, / 4br - 1806ft² - - (dublin / pleasanton / livermore),Dublin--Great Newer Townhouse Available Soon!,$2850, / 3br - 1791ft² - ,4067305389,-121.909447,Sep 18 2013,East Bay,/eby/apa/4067305389.html,37.709696, / 3br - 1791ft² - - (san leandro),Great size 1bd 1ba and only a 7min walk to BART!!!,$1195, / 1br - 700ft² - ,4076581891,,Sep 18 2013,East Bay,/eby/apa/4076581891.html,, / 1br - 700ft² - - (dublin / pleasanton / livermore),Livermore,$2300, / 3br - 1655ft² - ,4076581323,,Sep 18 2013,East Bay,/eby/apa/4076581323.html,, / 3br - 1655ft² - - (walnut creek),Urban design Loft: 2 levels with bedroom upstairs!,$1775, / 1br - 605ft² - ,4076580746,,Sep 18 2013,East Bay,/eby/apa/4076580746.html,, / 1br - 605ft² - - (fremont / union city / newark),It Feels Just Like Home At Paragon!* ,$1945, / 1br - 738ft² - ,4076532945,,Sep 18 2013,East Bay,/eby/apa/4076532945.html,, / 1br - 738ft² - - (santa clara),GREAT SANTA CLARA CONDO IN CUPERTINO SCHOOL DISTRICT,$2300, / 2br - 1100ft² - ,4074642367,-121.974399,Sep 17 2013,South Bay,/sby/apa/4074642367.html,37.326830, / 2br - 1100ft² - - (sunnyvale),Studio ,$1200, / 400ft² - ,4074673173,-122.020271,Sep 17 2013,South Bay,/sby/apa/4074673173.html,37.389540, / 400ft² - - (santa clara),****PRICE REDUSED - 3Br/2b Tri-plex Ready for Move In ,$2250, / 3br - 1200ft² - ,4074672418,-121.968377,Sep 17 2013,South Bay,/sby/apa/4074672418.html,37.342668, / 3br - 1200ft² - - (sunnyvale),Three Bedroom Two Bath House,$2500, / 3br - ,4074667574,-121.994470,Sep 17 2013,South Bay,/sby/apa/4074667574.html,37.395940, / 3br - - (los gatos),"136 Carlton Ave. #4, Los Gatos, CA 95032",$2700, / 3br - ,4074667046,-121.957499,Sep 17 2013,South Bay,/sby/apa/4074667046.html,37.242647, / 3br - - (san jose north),"2BR,1Ba,1cEncGar,900sf,UpStr,NuFrbsh,NuBath,Stv&Frig,DW,Dspsl,Balcony ",$1690, / 2br - 900ft² - ,4074649871,-121.870008,Sep 17 2013,South Bay,/sby/apa/4074649871.html,37.417635, / 2br - 900ft² - - (san jose north),"3BR,2Ba,1cGa,1600sf,NuFrb,NuBaths,W/D,FP,Stv,Frig,DW,Dspl,Patio,Garden",$2300, / 3br - 1600ft² - ,4074651194,-121.870093,Sep 17 2013,South Bay,/sby/apa/4074651194.html,37.417822, / 3br - 1600ft² - - (santa clara),Central Santa Clara 2BD/2BA Condo with Pool & Washer/Dryer!,$2150, / 2br - 1012ft² - ,4059387929,-121.994861,Sep 17 2013,South Bay,/sby/apa/4059387929.html,37.345650, / 2br - 1012ft² - - (san jose downtown),Beautiful Spacious 3BD/2.5BA Home in JapanTown! Available Early Oct!,$3350, / 3br - 1934ft² - ,4059385271,-121.890934,Sep 17 2013,South Bay,/sby/apa/4059385271.html,37.351949, / 3br - 1934ft² - - (san jose downtown),"Spacious 4 Bedroom House Affords Luxurious, Modern Living Avail 9/16",$2950, / 4br - 2685ft² - ,4020831421,-121.863956,Sep 17 2013,South Bay,/sby/apa/4020831421.html,37.367838, / 4br - 2685ft² - - (san jose north),Townhouse @ convenient location ,$2950, / 3br - 1640ft² - ,4074653930,-121.896570,Sep 17 2013,South Bay,/sby/apa/4074653930.html,37.387276, / 3br - 1640ft² - - (pittsburg / antioch),3 bed/3 bath in San Marcos - 2175 sft,$2500, / 3br - 2175ft² - ,4076832595,,Sep 18 2013,East Bay,/eby/apa/4076832595.html,, / 3br - 2175ft² - - (concord / pleasant hill / martinez),Completely remodeled house in a quiet and safe,$2200, / 3br - 1100ft² - ,4076827705,-122.095075,Sep 18 2013,East Bay,/eby/apa/4076827705.html,37.982722, / 3br - 1100ft² - - (walnut creek),Spacious Townhome - Close to BART and Downtown WC,$1900, / 2br - 1100ft² - ,4076827131,-122.071700,Sep 18 2013,East Bay,/eby/apa/4076827131.html,37.918200, / 2br - 1100ft² - - (berkeley),Wonderful One Bedroom-Great Location,$1550, / 1br - ,4076826511,-122.282480,Sep 18 2013,East Bay,/eby/apa/4076826511.html,37.871825, / 1br - - (fremont / union city / newark),5 br 2.5 bath (open Sat 2pm) 1979 SFH big Yard near 84 & 880,$2695, / 5br - 1700ft² - ,4061176952,,Sep 18 2013,East Bay,/eby/apa/4061176952.html,, / 5br - 1700ft² - - (fremont / union city / newark),Single Family Home in a Quiet Neighborhood Near Great Schools,$3000, / 4br - 2139ft² - ,4076811570,,Sep 18 2013,East Bay,/eby/apa/4076811570.html,, / 4br - 2139ft² - - (danville / san ramon),Beautiful San Ramon TownHouse for Rent,$2800, / 3br - 1352ft² - ,4069029108,,Sep 18 2013,East Bay,/eby/apa/4069029108.html,, / 3br - 1352ft² - - (lafayette / orinda / moraga),Excellent Lafayette Location,$1650, / 2br - ,4076813900,-122.123575,Sep 18 2013,East Bay,/eby/apa/4076813900.html,37.890124, / 2br - - (concord / pleasant hill / martinez),SUPER CUTE CONCORD HOUSE- SPACIOUS YARD-FIREPLACE-GRANITE!,$1695, / 3br - ,4076808711,-122.043036,Sep 18 2013,East Bay,/eby/apa/4076808711.html,37.991496, / 3br - - (lafayette / orinda / moraga),Excellent Lafayette Location,$1600, / 2br - ,4076807326,-122.123575,Sep 18 2013,East Bay,/eby/apa/4076807326.html,37.890124, / 2br - - (san leandro),Exquisite well furnished 1bed room unit available for rent asap,$900, / 1br - ,4076711546,,Sep 18 2013,East Bay,/eby/apa/4076711546.html,, / 1br - - (pittsburg / antioch),3 Bedroom 2 full bathrooms First Month FREE!! Call Today!,$1275, / 3br - 1080ft² - ,4076503283,-121.838067,Sep 18 2013,East Bay,/eby/apa/4076503283.html,37.996721, / 3br - 1080ft² - - (vallejo / benicia),Very nice 3 bedroom 2 bath home for rent *newly remodeled*,$1620, / 3br - 1320ft² - ,4067018360,-122.238884,Sep 18 2013,East Bay,/eby/apa/4067018360.html,38.148486, / 3br - 1320ft² - - (fairfield / vacaville),Very Cute 4 bedroom 2 bath home for rent *newly remodeled*,$1940, / 4br - 1558ft² - ,4068351549,-121.980232,Sep 18 2013,East Bay,/eby/apa/4068351549.html,38.343687, / 4br - 1558ft² - - (pittsburg / antioch),Pittsburg remodeled house 3bed/2ba -- Few minutes to BART and freeway 4,$1595, / 3br - 1435ft² - ,4076489921,-121.925626,Sep 18 2013,East Bay,/eby/apa/4076489921.html,38.028622, / 3br - 1435ft² - - (dublin / pleasanton / livermore),Fabulous Dining & Shopping Nearby This Wonderful One Bedroom,$1475, / 1br - 650ft² - ,4076500702,-121.860523,Sep 18 2013,East Bay,/eby/apa/4076500702.html,37.707047, / 1br - 650ft² - - (concord / pleasant hill / martinez),Welcome home!! 1Bedroom With Office 874 Sq Ft! MOVE IN SPECIALS,$1695, / 1br - 874ft² - ,4055069732,,Sep 18 2013,East Bay,/eby/apa/4055069732.html,, / 1br - 874ft² - - (lafayette / orinda / moraga),Beautiful Two Bedroom Home Available Now! ,$1933, / 2br - 953ft² - ,4076498634,-122.102900,Sep 18 2013,East Bay,/eby/apa/4076498634.html,37.894979, / 2br - 953ft² - - (fremont / union city / newark),Start living the way you're suppose to,$2085, / 2br - 1120ft² - ,4076477363,,Sep 18 2013,East Bay,/eby/apa/4076477363.html,, / 2br - 1120ft² - - (concord / pleasant hill / martinez),Big Apartment Home waiting for you and your pet!,$2361, / 2br - 1112ft² - ,4076440557,-122.033386,Sep 18 2013,East Bay,/eby/apa/4076440557.html,37.973229, / 2br - 1112ft² - - (dublin / pleasanton / livermore),Perfect Location - Upstairs,$1524, / 2br - ,4076426360,,Sep 18 2013,East Bay,/eby/apa/4076426360.html,, / 2br - - (oakland east),This one bedroom is close to 580 freeway and public transportation,$800, / 1br - ,4071893686,-122.242900,Sep 18 2013,East Bay,/eby/apa/4071893686.html,37.795600, / 1br - - (pittsburg / antioch),Check out the square footage!,$1995, / 4br - 2291ft² - ,4071567501,-121.808900,Sep 18 2013,East Bay,/eby/apa/4071567501.html,37.993900, / 4br - 2291ft² - - (pittsburg / antioch),PITTSBURG -- CLOSE TO BART -- REMODELED . . .,$1795, / 4br - 1778ft² - ,4046789519,-121.884680,Sep 18 2013,East Bay,/eby/apa/4046789519.html,38.027980, / 4br - 1778ft² - - (pittsburg / antioch),Cute! Cute! Cute!,$1650, / 3br - 1413ft² - ,4050444087,-121.819694,Sep 18 2013,East Bay,/eby/apa/4050444087.html,37.991794, / 3br - 1413ft² - - (pittsburg / antioch),Bring Your Pet To This Spacious Upstairs 1 Bdrm Apt,$895, / 1br - 830ft² - ,4060340725,-121.884169,Sep 18 2013,East Bay,/eby/apa/4060340725.html,38.034120, / 1br - 830ft² - - (pittsburg / antioch),"Spacious, Great Contra Costa Location, Fitness Center and Pool",$1570, / 3br - 1019ft² - ,4076390445,,Sep 18 2013,East Bay,/eby/apa/4076390445.html,, / 3br - 1019ft² - - (san leandro),Apartment for rent,$700, / 1br - ,4076377291,-122.136976,Sep 18 2013,East Bay,/eby/apa/4076377291.html,37.697130, / 1br - - (oakland lake merritt / grand),"1738 4th Ave.1/1,Lake Merritt View,Remodeled,Hardwood",$1325, / 1br - ,4076353876,-122.252170,Sep 18 2013,East Bay,/eby/apa/4076353876.html,37.799198, / 1br - - (brentwood / oakley),"Beautiful 4 bedrooms, 2.5 bath house . Newly remodeled .Huge Lot.",$2000, / 4br - 2198ft² - ,4076374159,-121.694472,Sep 18 2013,East Bay,/eby/apa/4076374159.html,37.985203, / 4br - 2198ft² - - (san leandro),BEAUTIFUL UPPER FLOOR 1X1 AVAIL NOW W/FULL UPGRADES!,$1550, / 1br - ,4046829691,,Sep 18 2013,East Bay,/eby/apa/4046829691.html,, / 1br - - (danville / san ramon),Conveniently Located In San Ramon!,$2290, / 2br - 1175ft² - ,4076380089,-121.966017,Sep 18 2013,East Bay,/eby/apa/4076380089.html,37.757501, / 2br - 1175ft² - - (walnut creek),Great View!! Upgraded TownHome Awaits You Ready 10/5!!!,$2035, / 2br - 995ft² - ,4076396161,,Sep 18 2013,East Bay,/eby/apa/4076396161.html,, / 2br - 995ft² - - (pittsburg / antioch),"1,000 sq ft townhouse w/remodeled kitchen & washer/dryer! 1st mo. free",$1150, / 2br - ,4076296557,,Sep 18 2013,East Bay,/eby/apa/4076296557.html,, / 2br - - (berkeley),Addison Apartment Available!,$2407, / 1br - 738ft² - ,4076296471,,Sep 18 2013,East Bay,/eby/apa/4076296471.html,, / 1br - 738ft² - - (oakland lake merritt / grand),Remodeled Adams Point penthouse 1Block from Lake! ,$2975, / 2br - ,4076284091,-122.257110,Sep 18 2013,East Bay,/eby/apa/4076284091.html,37.811398, / 2br - - (dublin / pleasanton / livermore),Relaxing and Centrally Located,$2350, / 3br - 1100ft² - ,4076182124,,Sep 18 2013,East Bay,/eby/apa/4076182124.html,, / 3br - 1100ft² - - (danville / san ramon),"Location, Location, Location 1bdrm available 9/27",$1745, / 1br - 625ft² - ,4076257707,-121.948453,Sep 18 2013,East Bay,/eby/apa/4076257707.html,37.760858, / 1br - 625ft² - - (fairfield / vacaville),MOVE-IN SPECIAL! Vacaville single~story complex.,$800, / 1br - ,4076291644,-121.978896,Sep 18 2013,East Bay,/eby/apa/4076291644.html,38.335471, / 1br - - (fairfield / vacaville),Luxury one bedroom in lovely resort setting. Open Sat. & Sun.!,$1148, / 1br - 708ft² - ,4076154621,-122.052869,Sep 18 2013,East Bay,/eby/apa/4076154621.html,38.277381, / 1br - 708ft² - - (hayward / castro valley),Beautiful Craftsman Bunglow downstairs unit for rent,$1600, / 2br - 1200ft² - ,4076290664,-122.051232,Sep 18 2013,East Bay,/eby/apa/4076290664.html,37.674825, / 2br - 1200ft² - - (fairfield / vacaville),50% off your deposit OAC when you pre lease this home!,$1285, / 2br - 850ft² - ,4076224241,,Sep 18 2013,East Bay,/eby/apa/4076224241.html,, / 2br - 850ft² - - (concord / pleasant hill / martinez),1131 Pine St- Martinez- Unit # 26,$800, / 400ft² - ,4076236848,,Sep 18 2013,East Bay,/eby/apa/4076236848.html,, / 400ft² - - (oakland lake merritt / grand),Eastlake 2 Plus Bedroom Flat Available Now,$1350, / 2br - 1200ft² - ,4076260138,,Sep 18 2013,East Bay,/eby/apa/4076260138.html,, / 2br - 1200ft² - - (cupertino),"Get Comfortable in a Large 1x1 with W/D, A/C and More!",$2157, / 1br - 770ft² - ,4075675486,-122.038450,Sep 18 2013,South Bay,/sby/apa/4075675486.html,37.336077, / 1br - 770ft² - - (san jose downtown),We have the best home for you to cheer on football team!!,$2449, / 2br - 1151ft² - ,4075674925,,Sep 18 2013,South Bay,/sby/apa/4075674925.html,, / 2br - 1151ft² - - (san jose downtown),Extra Large One Bedroom With a Patio,$2338, / 1br - 929ft² - ,4075674558,,Sep 18 2013,South Bay,/sby/apa/4075674558.html,, / 1br - 929ft² - - (los gatos),Remodeled Los Gatos Studio. Laminate Floors. Granite Counters. ,$1350, / 786ft² - ,4075673852,,Sep 18 2013,South Bay,/sby/apa/4075673852.html,, / 786ft² - - (milpitas),A Retreat You Can Call Home! Great Community! Great Location! ,$2110, / 1br - 825ft² - ,4075672906,,Sep 18 2013,South Bay,/sby/apa/4075672906.html,, / 1br - 825ft² - - (santa clara),A Must See! Fantastic Location! Beautiful Two Bedroom Apt Home!,$2307, / 2br - 1120ft² - ,4075643874,-121.961632,Sep 18 2013,South Bay,/sby/apa/4075643874.html,37.333962, / 2br - 1120ft² - - (san jose north),Take Advantage of No Rent Until December! Call for Details!,$2621, / 2br - 1100ft² - ,4075808803,-121.920433,Sep 18 2013,South Bay,/sby/apa/4075808803.html,37.398255, / 2br - 1100ft² - - (sunnyvale),Excellent Sunnyvale Location Quiet Convenient,$1520, / 1br - 510ft² - ,4046149384,-122.011512,Sep 18 2013,South Bay,/sby/apa/4046149384.html,37.389095, / 1br - 510ft² - - (cupertino),Cupertino Lawson MS - 2 BR DUPLEX in Cupertino,$2600, / 2br - 950ft² - ,4058550235,-122.014160,Sep 18 2013,South Bay,/sby/apa/4058550235.html,37.313383, / 2br - 950ft² - - (san jose downtown),1st floor with large patio- move in TODAY for 2 weeks free!,$2595, / 2br - 1185ft² - ,4076102985,-121.904866,Sep 18 2013,South Bay,/sby/apa/4076102985.html,37.331841, / 2br - 1185ft² - - (sunnyvale),Beautiful 3 Bed/3.5 Bath Townhouse,$3200, / 3br - 1700ft² - ,4057652205,-122.034900,Sep 18 2013,South Bay,/sby/apa/4057652205.html,37.350200, / 3br - 1700ft² - - (cupertino),Freshly Renovated Townhome!,$3187, / 3br - 1212ft² - ,4075944064,-122.023570,Sep 18 2013,South Bay,/sby/apa/4075944064.html,37.322542, / 3br - 1212ft² - - (campbell),Newly Remodeled Apartment is waiting in Campbell ,$1899, / 2br - 900ft² - ,4075889278,-121.960868,Sep 18 2013,South Bay,/sby/apa/4075889278.html,37.294142, / 2br - 900ft² - - (san jose south),1517 Quiet Pond Ln - Executive Home in The Ranch!,$4500, / 5br - 3001ft² - ,4076357051,-121.770900,Sep 18 2013,South Bay,/sby/apa/4076357051.html,37.260200, / 5br - 3001ft² - - (santa clara),Looking Ahead.....Pre Lease One of Our Custom 2x2's TODAY!,$2191, / 2br - 1070ft² - ,4076555609,,Sep 18 2013,South Bay,/sby/apa/4076555609.html,, / 2br - 1070ft² - - (sunnyvale),"WORK OR PLAY WE'RE NORTH, SOUTH, EAST OR WEST OF EVERYTHING YOU LOVE.",$1999, / 1br - 700ft² - ,4075565934,,Sep 18 2013,South Bay,/sby/apa/4075565934.html,, / 1br - 700ft² - - (cupertino),DISTINCTIVE 2BR/1BA WITH FLEXIBLE LEASE TERMS IN CUPERTINO!,$2106, / 2br - 825ft² - ,4075540122,-121.999970,Sep 18 2013,South Bay,/sby/apa/4075540122.html,37.322230, / 2br - 825ft² - - (san jose west),"Garden Apartment! 2 BR/2BA, Cats Welcome, Pool",$1975, / 2br - ,4075545252,-121.966268,Sep 18 2013,South Bay,/sby/apa/4075545252.html,37.318882, / 2br - - (san jose downtown),**Deluxe & Desirable LOFT apt**Elegant space*high-end finishes,$2095, / 1br - 607ft² - ,4048469587,-121.887164,Sep 18 2013,South Bay,/sby/apa/4048469587.html,37.331388, / 1br - 607ft² - - (campbell),Very close to parking ground floor studio available for immediate M/I!,$1581, / 460ft² - ,4075560688,,Sep 18 2013,South Bay,/sby/apa/4075560688.html,, / 460ft² - - (san jose south),Easy on your budget- Pet friendly apartments Almaden Lake Village ,$1867, / 1br - 659ft² - ,4075559873,-121.871879,Sep 18 2013,South Bay,/sby/apa/4075559873.html,37.243916, / 1br - 659ft² - - (sunnyvale),OPEN HOUSE This Saturday 9/21! Come In And See Our New Remodel! ,$3265, / 2br - 1021ft² - ,4075492453,,Sep 18 2013,South Bay,/sby/apa/4075492453.html,, / 2br - 1021ft² - - (campbell),Two Bedroom With Washer n Dryers,$2205, / 2br - ,4061411423,,Sep 18 2013,South Bay,/sby/apa/4061411423.html,, / 2br - - (san jose west),Luxury 1B Home in Resort Style Gated Community w/Washer & Dryer inside,$2199, / 1br - 694ft² - ,4075490941,-121.949282,Sep 18 2013,South Bay,/sby/apa/4075490941.html,37.313002, / 1br - 694ft² - - (cupertino),2x1.5 Loft Townhome for immediate move in!,$3094, / 2br - 1212ft² - ,4075490883,-122.023570,Sep 18 2013,South Bay,/sby/apa/4075490883.html,37.322542, / 2br - 1212ft² - - (campbell),Beautiful Two Bedroom Newly Renovated w/ Washer/Dryer on 2nd Floor!,$2350, / 2br - ,4067470498,,Sep 18 2013,South Bay,/sby/apa/4067470498.html,, / 2br - - (campbell), Apartment for rent in Campbell CA - $1675 1 bedroom - Sh,$2300, / 2br - ,4067467426,,Sep 18 2013,South Bay,/sby/apa/4067467426.html,, / 2br - - (cupertino),"Completly renovated 2 bd, Cupertino Schools, park, pool, fitness room",$2595, / 2br - 1050ft² - ,4039406049,,Sep 18 2013,South Bay,/sby/apa/4039406049.html,, / 2br - 1050ft² - - (willow glen / cambrian),Great Location! Ready to Move-In 2x1.5 $1695,$1695, / 2br - 820ft² - ,4075488220,-121.880365,Sep 18 2013,South Bay,/sby/apa/4075488220.html,37.296842, / 2br - 820ft² - - (sunnyvale),Limited Edition Studio Will Not Last!,$1883, / 410ft² - ,4075449170,,Sep 18 2013,South Bay,/sby/apa/4075449170.html,, / 410ft² - - (santa clara),Remodeled 1Bedroom On Special ,$1795, / 1br - 720ft² - ,4069457649,,Sep 18 2013,South Bay,/sby/apa/4069457649.html,, / 1br - 720ft² - - (santa clara),Remodeled 1x1 Ready for move in ,$1795, / 1br - 720ft² - ,4056199393,,Sep 18 2013,South Bay,/sby/apa/4056199393.html,, / 1br - 720ft² - - (san jose north),Gorgeous Top Floor 1x1 w/ in home W/D! Available Now! Come See Today!,$2090, / 1br - 640ft² - ,4075315968,-121.863833,Sep 18 2013,South Bay,/sby/apa/4075315968.html,37.389606, / 1br - 640ft² - - (hollister),Nice 3 Bedroom Condo,$1500, / 3br - ,4075312463,-121.398117,Sep 18 2013,South Bay,/sby/apa/4075312463.html,36.841187, / 3br - - (milpitas),1 bed/ 1 bath MOVE-IN ASAP!! 1st FLOOR!! Call us today!!,$1835, / 1br - 643ft² - ,4075268138,,Sep 18 2013,South Bay,/sby/apa/4075268138.html,, / 1br - 643ft² - - (campbell),Beautiful 3BR/2BA,$2595, / 3br - ,4075290823,-121.952354,Sep 18 2013,South Bay,/sby/apa/4075290823.html,37.277417, / 3br - - (mountain view),Apt.,, 1br - ,4075279242,,Sep 18 2013,South Bay,/sby/apa/4075279242.html,, 1br - - (hollister),Remodeled upstairs apartment,$1095, / 2br - ,4063669190,,Sep 18 2013,South Bay,/sby/apa/4063669190.html,, / 2br - - (milpitas),2 bed/ 2 bath 2nd FLOOR!! Move-in October 5th!! Call us today!!,$2265, / 2br - 1082ft² - ,4075264129,,Sep 18 2013,South Bay,/sby/apa/4075264129.html,, / 2br - 1082ft² - - (hollister),Townhouse Style Apartment,$1450, / 2br - ,4048075431,-121.383376,Sep 18 2013,South Bay,/sby/apa/4048075431.html,36.850308, / 2br - - (hollister),Downstairs Apartment near school,$900, / 2br - ,4048017126,-121.383284,Sep 18 2013,South Bay,/sby/apa/4048017126.html,36.838963, / 2br - - (fremont / union city / newark),Gorgeous 2 Bed/1.5 Bath Fremont townhome,$1875, / 2br - 1006ft² - ,4076556012,-121.971200,Sep 18 2013,East Bay,/eby/apa/4076556012.html,37.530800, / 2br - 1006ft² - - (hayward / castro valley),Newly Remodeled Two Bedroom! Pool & Spa! More!,$2015, / 2br - 939ft² - ,4076555915,-122.097100,Sep 18 2013,East Bay,/eby/apa/4076555915.html,37.633200, / 2br - 939ft² - - (oakland lake merritt / grand),Spacious 1 Bedroom Unit in Fourplex,$1375, / 1br - 800ft² - ,4063031571,-122.240479,Sep 18 2013,East Bay,/eby/apa/4063031571.html,37.801627, / 1br - 800ft² - - (oakland east),"*PICS* Sunny Laundry On Site, Hardwood Floor In This Three Bd",$1798, / 3br - ,4076561556,-122.246690,Sep 18 2013,East Bay,/eby/apa/4076561556.html,37.795198, / 3br - - (hayward / castro valley),Splendid One Bedroom! Extra Storage! Spacious Patio! ,$1279, / 1br - 725ft² - ,4076577860,,Sep 18 2013,East Bay,/eby/apa/4076577860.html,, / 1br - 725ft² - - (fairfield / vacaville),Beautiful One Bedroom Downstairs,$751, / 1br - 673ft² - ,4076503631,-122.024920,Sep 18 2013,East Bay,/eby/apa/4076503631.html,38.280929, / 1br - 673ft² - - (oakland east),Renovated 1-Bedroom with Laminate Flooring & Granite Counter Tops,$925, / 1br - ,4076513691,-122.228501,Sep 18 2013,East Bay,/eby/apa/4076513691.html,37.784854, / 1br - - (dublin / pleasanton / livermore),Amazing Sandia and LLNL employee specials!,, ,4076569582,,Sep 18 2013,East Bay,/eby/apa/4076569582.html,, - (concord / pleasant hill / martinez),$$$YOUR LANDLORD CALLED$$$,, ,4076545013,,Sep 18 2013,East Bay,/eby/apa/4076545013.html,, - (lafayette / orinda / moraga),Small Lafayette Home For Rent,$2600, / 2br - 1070ft² - ,4076574316,,Sep 18 2013,East Bay,/eby/apa/4076574316.html,, / 2br - 1070ft² - - (oakland hills / mills),Nice Studio for Rent,$900, / 200ft² - ,4076572620,-122.206878,Sep 18 2013,East Bay,/eby/apa/4076572620.html,37.779528, / 200ft² - - (san jose south),Take Over Lease,$1799, / 1br - ,4074643554,-122.025770,Sep 17 2013,South Bay,/sby/apa/4074643554.html,37.273143, / 1br - - (sunnyvale),"Prime neighborhd, tranquil sm court, nicely rmld available now!",$1990, / 2br - 1020ft² - ,4069882879,-122.054572,Sep 17 2013,South Bay,/sby/apa/4069882879.html,37.376440, / 2br - 1020ft² - - (santa clara),3br - 1497ft² - 3bed 1.5 bath townhome right in Silicon Valley ,$2800, / 3br - 1497ft² - ,4074639209,-121.970687,Sep 17 2013,South Bay,/sby/apa/4074639209.html,37.365621, / 3br - 1497ft² - -" (99 Laumer Ave., San Jose)",$1990 / 2br - One Bath Bungalow BBqueArea Picket Fenced Large Corner L,$1990, / 2br - 1000ft² - ,4074619630,-121.820800,Sep 17 2013,South Bay,/sby/apa/4074619630.html,37.369200, / 2br - 1000ft² - - (san jose south),*** 2BR/2BA with 2 CAR GARAGE in Willow Glen ***,$2050, / 2br - 1100ft² - ,4074622549,-121.912140,Sep 17 2013,South Bay,/sby/apa/4074622549.html,37.296442, / 2br - 1100ft² - - (san jose west),1BD/1BR in 4plex unit $ 1200,$1200, / 1br - 500ft² - ,4074622369,-121.930267,Sep 17 2013,South Bay,/sby/apa/4074622369.html,37.319742, / 1br - 500ft² - - (Willow Glen),*** BEAUTIFUL 2BR/1BA with 2 BALCONIES - $2050 ***,$2050, / 2br - 1100ft² - ,4074611370,-121.912140,Sep 17 2013,South Bay,/sby/apa/4074611370.html,37.296442, / 2br - 1100ft² - - (san jose north),Single Family Home - Great Location,$2595, / 3br - 1679ft² - ,4074615623,-121.881912,Sep 17 2013,South Bay,/sby/apa/4074615623.html,37.399753, / 3br - 1679ft² - - (willow glen / cambrian),$2050 / 2br - 1100ft² - 2 CAR GARAGE,$2050, / 2br - 1100ft² - ,4055442512,,Sep 17 2013,South Bay,/sby/apa/4055442512.html,, / 2br - 1100ft² - - (santa clara),2 Bed 1 bath near Santa Clara University,$2600, / 2br - 1150ft² - ,4074610307,-121.956902,Sep 17 2013,South Bay,/sby/apa/4074610307.html,37.350341, / 2br - 1150ft² - - (saratoga),Huge Home w/ Serene location and views,$5000, / 5br - 3535ft² - ,4074605340,-122.038193,Sep 17 2013,South Bay,/sby/apa/4074605340.html,37.268998, / 5br - 3535ft² - - (fremont / union city / newark),2bd/2bth Excellent schools /Spacious Condo For Rent (Warmsprings),$2450, / 2br - 1229ft² - ,4069160109,,Sep 18 2013,East Bay,/eby/apa/4069160109.html,, / 2br - 1229ft² - - (concord / pleasant hill / martinez),********************** 2BR/ 1 BA - CONDO FOR RENT ********************,$1250, / 2br - 882ft² - ,4066460629,-121.976471,Sep 18 2013,East Bay,/eby/apa/4066460629.html,37.958622, / 2br - 882ft² - - (pittsburg / antioch),Amazing Remodeled Bay Point Townhouse,$1250, / 2br - 950ft² - ,4076789840,-121.951471,Sep 18 2013,East Bay,/eby/apa/4076789840.html,38.025577, / 2br - 950ft² - - (vallejo / benicia),Beautiful Vallejo (Northgate) Home for Rent,$2150, / 4br - 2184ft² - ,4076787705,,Sep 18 2013,East Bay,/eby/apa/4076787705.html,, / 4br - 2184ft² - - (pittsburg / antioch),5Br/3Ba Antioch Hse - Black Diamond Area - practically in Pittsburgh ,$2050, / 5br - 2400ft² - ,4065841129,-121.854472,Sep 18 2013,East Bay,/eby/apa/4065841129.html,37.988925, / 5br - 2400ft² - - (fremont / union city / newark),"Fremont- Mission Sanjose, 3BR, 2.5 Bath, 1750 SF",$3190, / 3br - 1750ft² - ,4076785047,-121.918569,Sep 18 2013,East Bay,/eby/apa/4076785047.html,37.525585, / 3br - 1750ft² - - (concord / pleasant hill / martinez),CONCORD FULLY REMODELED CONDO-YARD! WATER/GARBAGE PAID!,$1300, / 2br - 816ft² - ,4064195552,-121.980057,Sep 18 2013,East Bay,/eby/apa/4064195552.html,37.960671, / 2br - 816ft² - - (concord / pleasant hill / martinez),GORGEOUS AND MODERN SPACIOUS CONCORD HOME!,$1850, / 3br - 1100ft² - ,4071910447,-122.045195,Sep 18 2013,East Bay,/eby/apa/4071910447.html,37.988012, / 3br - 1100ft² - - (danville / san ramon),"San Ramon Condo - Eastridge Dr, Crestview Complex, Pool, remodeled",$1900, / 2br - 1000ft² - ,4076781270,-121.941301,Sep 18 2013,East Bay,/eby/apa/4076781270.html,37.768247, / 2br - 1000ft² - - (pittsburg / antioch),5bed/3bath/2story single family house,$2200, / 5br - 3275ft² - ,4067054221,,Sep 18 2013,East Bay,/eby/apa/4067054221.html,, / 5br - 3275ft² - - (oakland downtown),LUXURY CONDO | EIGHT ORCHIDS BUILDING | OAKLAND CHINATOWN,$1900, / 1br - 900ft² - ,4062564119,-122.273927,Sep 18 2013,East Bay,/eby/apa/4062564119.html,37.798984, / 1br - 900ft² - - (vallejo / benicia),BIG SUNNY STUDIO W/ LOT'S OF WINDOWS!!,$650, / 450ft² - ,4076486356,-122.256640,Sep 18 2013,East Bay,/eby/apa/4076486356.html,38.104090, / 450ft² - - (oakland east),Large Studio in Oakland,$650, / 300ft² - ,4052335672,-122.197378,Sep 18 2013,East Bay,/eby/apa/4052335672.html,37.771328, / 300ft² - - (richmond / point / annex),$695 Studio Apt in Richmond -walk-in distance to Bart,$695, / 450ft² - ,4052331595,-122.344681,Sep 18 2013,East Bay,/eby/apa/4052331595.html,37.930124, / 450ft² - - (richmond / point / annex),1 Bedroom Apt in Richmond -located close to Bart,$795, / 1br - 500ft² - ,4052329532,-122.344681,Sep 18 2013,East Bay,/eby/apa/4052329532.html,37.930124, / 1br - 500ft² - - (dublin / pleasanton / livermore),"Location, style, convenience",$1887, / 2br - 933ft² - ,4076483101,-121.876144,Sep 18 2013,East Bay,/eby/apa/4076483101.html,37.688167, / 2br - 933ft² - - (brentwood / oakley),TOWNCENTRE COMMONS IN THE HEART OF BRENTWOOD! NEWLY RENOVATED!,$1295, / 1br - 740ft² - ,4076480008,-121.702957,Sep 18 2013,East Bay,/eby/apa/4076480008.html,37.936130, / 1br - 740ft² - - (dublin / pleasanton / livermore),Lovely Dublin Home for Rent...,$2300, / 3br - ,4071953963,,Sep 18 2013,East Bay,/eby/apa/4071953963.html,, / 3br - - (danville / san ramon),Beautiful Alamo Condo,$2400, / 2br - 1160ft² - ,4076475887,-122.029872,Sep 18 2013,East Bay,/eby/apa/4076475887.html,37.846325, / 2br - 1160ft² - - (SACRAMENTO),NEWER Home on COUNTRY PROPERTY!,$1790, / 3br - ,4076475394,,Sep 18 2013,East Bay,/eby/apa/4076475394.html,, / 3br - - (albany / el cerrito),On Stockton Ave in El Cerrito,$1320, / 2br - 800ft² - ,4076474263,-122.300813,Sep 18 2013,East Bay,/eby/apa/4076474263.html,37.909821, / 2br - 800ft² - - (oakland east),Wonderful Fruitvale/Dimond house with garden for rent ,$2250, / 3br - 1329ft² - ,4076473884,-122.209870,Sep 18 2013,East Bay,/eby/apa/4076473884.html,37.794160, / 3br - 1329ft² - - (brentwood / oakley),"Cute Aparment, available on 10/6/2013",$835, / 1br - 580ft² - ,4066253583,-121.695208,Sep 18 2013,East Bay,/eby/apa/4066253583.html,37.941823, / 1br - 580ft² - - (oakland rockridge / claremont),"Charming, Spacious 2-Story, 2 Bath Duplex Unit Near BART! See Wed!",$3400, / 3br - ,4071912173,-122.257276,Sep 18 2013,East Bay,/eby/apa/4071912173.html,37.839343, / 3br - - (concord / pleasant hill / martinez),CHARMING PLEASANT HILL HOME~MUST SEE!,$2395, / 4br - 1500ft² - ,4076363944,-122.078362,Sep 18 2013,East Bay,/eby/apa/4076363944.html,37.964179, / 4br - 1500ft² - - (fremont / union city / newark),¤✭SPECIALS*RENOVATED WITH A HUGE MASTERBEDROOM ✭ 510.794.8393,$1995, / 2br - 980ft² - ,4076368476,,Sep 18 2013,East Bay,/eby/apa/4076368476.html,, / 2br - 980ft² - - (fairfield / vacaville),Amazing Immaculate Community,, ,4076377277,,Sep 18 2013,East Bay,/eby/apa/4076377277.html,, - (berkeley),Remodeled Flat in Duplex Steps from UC and Trader Joe's,$2850, / 2br - 1100ft² - ,4076390610,-122.272987,Sep 18 2013,East Bay,/eby/apa/4076390610.html,37.872532, / 2br - 1100ft² - - (walnut creek),"Upstairs 1brd 1bth Ready to Move In 9/26!! Walkin Closet, Pool View!!",$1470, / 1br - 640ft² - ,4076357995,,Sep 18 2013,East Bay,/eby/apa/4076357995.html,, / 1br - 640ft² - - (fairfield / vacaville),"✎Spacious 2BR, W/D unit included!",$1195, / 2br - 842ft² - ,4076380565,-122.019861,Sep 18 2013,East Bay,/eby/apa/4076380565.html,38.254103, / 2br - 842ft² - - (dublin / pleasanton / livermore),Walk To Downtown Pleasanton From Your New Home,, ,4076375127,,Sep 18 2013,East Bay,/eby/apa/4076375127.html,, - (oakland east),Apartamento de 2 cuartos con billes de agua y basura incluidos.96thave,$1300, / 2br - ,4076347744,-122.250000,Sep 18 2013,East Bay,/eby/apa/4076347744.html,37.500000, / 2br - - (richmond / point / annex),Richmond Hilltop Single Family Home,$2500, / 4br - ,4076366440,-122.335538,Sep 18 2013,East Bay,/eby/apa/4076366440.html,37.977966, / 4br - - (brentwood / oakley),Brentwood Single Family House,$1700, / 3br - 1443ft² - ,4076270154,-121.725770,Sep 18 2013,East Bay,/eby/apa/4076270154.html,37.926870, / 3br - 1443ft² - - (fremont / union city / newark),We have two Swimming pools and so could you.,$1450, / 1br - 650ft² - ,4076223553,-122.022177,Sep 18 2013,East Bay,/eby/apa/4076223553.html,37.585422, / 1br - 650ft² - - (oakland piedmont / montclair),Upper Broadway Terrace Home Coming Soon! ,$4700, / 4br - 2710ft² - ,4076262434,,Sep 18 2013,East Bay,/eby/apa/4076262434.html,, / 4br - 2710ft² - - (oakland rockridge / claremont), Upper Rockridge Home with Pool and Beautiful Bay Views,$5995, / 5br - 4000ft² - ,4066347380,-122.241162,Sep 18 2013,East Bay,/eby/apa/4066347380.html,37.847071, / 5br - 4000ft² - - (pittsburg / antioch),3923 Rimrock Dr- Antioch,$1795, / 3br - 1812ft² - ,4071760364,,Sep 18 2013,East Bay,/eby/apa/4071760364.html,, / 3br - 1812ft² - - (dublin / pleasanton / livermore),"Special pricing! 1x1 Loft, w/d,a/c,walk to Bart-best schools.",$1665, / 1br - 750ft² - ,4076252851,,Sep 18 2013,East Bay,/eby/apa/4076252851.html,, / 1br - 750ft² - - (dublin / pleasanton / livermore),Pleasanton Home with Pool and Spa,$3400, / 3br - 1916ft² - ,4076278851,-121.896679,Sep 18 2013,East Bay,/eby/apa/4076278851.html,37.673155, / 3br - 1916ft² - - (danville / san ramon),612 Martingale Ct- Danville ,$4900, / 4br - 2100ft² - ,4065770759,,Sep 18 2013,East Bay,/eby/apa/4065770759.html,, / 4br - 2100ft² - - (brentwood / oakley),4612 Bayside Way- Oakley,$1525, / 3br - 1374ft² - ,4063534471,,Sep 18 2013,East Bay,/eby/apa/4063534471.html,, / 3br - 1374ft² - - (pittsburg / antioch),2351 Sequoia Drive,$1295, / 3br - 1058ft² - ,4033716946,,Sep 18 2013,East Bay,/eby/apa/4033716946.html,, / 3br - 1058ft² - - (walnut creek),Completely Serviced Suite ,, 2br - ,4076095632,,Sep 18 2013,East Bay,/eby/apa/4076095632.html,, 2br - - (pittsburg / antioch),Beautiful Two Story House in Antioch ! With a Swimming Pool,$2300, / 5br - ,4048752968,-121.768180,Sep 18 2013,East Bay,/eby/apa/4048752968.html,37.975065, / 5br - - (oakland east),Spacious Apartment For Rent,$1200, / 2br - ,4050911586,,Sep 18 2013,East Bay,/eby/apa/4050911586.html,, / 2br - - (vallejo / benicia),Rento Estudio en Vallejo,$650, ,4021257319,-122.244344,Sep 18 2013,East Bay,/eby/apa/4021257319.html,38.087319, - (oakland east),Beautiful 3 Bed 1 Bath Duplex Available Now,$1500, / 3br - ,4036483212,-122.200478,Sep 18 2013,East Bay,/eby/apa/4036483212.html,37.763228, / 3br - - (vallejo / benicia),Casa en Vallejo por Renta,$1200, / 2br - ,4050921156,-122.258008,Sep 18 2013,East Bay,/eby/apa/4050921156.html,38.113203, / 2br - - (vallejo / benicia),Hermosa Casa en Vallejo,$1200, / 2br - ,4017247243,,Sep 18 2013,East Bay,/eby/apa/4017247243.html,, / 2br - - (oakland east),Duplex estilo Casa en renta,$1200, / 2br - ,4046242879,-122.167277,Sep 18 2013,East Bay,/eby/apa/4046242879.html,37.751228, / 2br - - (vallejo / benicia),Casa Hermosa de 3recamaras y 2 banos con solo $1000 de deposito,$1550, / 3br - ,4061294021,-122.261868,Sep 18 2013,East Bay,/eby/apa/4061294021.html,38.149509, / 3br - - (fremont / union city / newark),Feel @ home instantly with our amazing customer service at Alborada Ap,$1840, / 1br - 747ft² - ,4076080989,,Sep 18 2013,East Bay,/eby/apa/4076080989.html,, / 1br - 747ft² - - (oakland east),Casa de 2 recamaras en Renta,$1400, / 2br - ,4044124030,-122.186577,Sep 18 2013,East Bay,/eby/apa/4044124030.html,37.755128, / 2br - - (concord / pleasant hill / martinez),Gorgeous 2 bed 2 bath Pleasant Hill Condo,$1700, / 2br - 968ft² - ,4060949334,-122.071483,Sep 18 2013,East Bay,/eby/apa/4060949334.html,37.979121, / 2br - 968ft² - - (san jose north),Immediate Move-in! Hurry This Two Bedroom Will Be Go Quick! ,$2400, / 2br - 966ft² - ,4076395377,,Sep 18 2013,South Bay,/sby/apa/4076395377.html,, / 2br - 966ft² - - (milpitas),New Amazing 2bed floor plans with Amazing Specials at Apex!,$2499, / 2br - 1015ft² - ,4076363313,,Sep 18 2013,South Bay,/sby/apa/4076363313.html,, / 2br - 1015ft² - - (san jose west),Santana Row Brand New KB Town Home Move In Ready!!!,$4350, / 4br - 1793ft² - ,4076391875,-121.935600,Sep 18 2013,South Bay,/sby/apa/4076391875.html,37.316300, / 4br - 1793ft² - - (campbell),1 Bedroom 1 Bath Move-In Ready!!!,$1699, / 1br - 665ft² - ,4075427763,,Sep 18 2013,South Bay,/sby/apa/4075427763.html,, / 1br - 665ft² - - (san jose south),"""Chartres"" Floor Plan, Washer & Dryer In Unit, Walk In Closets!",$2408, / 2br - 1050ft² - ,4075536304,-121.863099,Sep 18 2013,South Bay,/sby/apa/4075536304.html,37.257292, / 2br - 1050ft² - - (sunnyvale),Superb Community Next to DeAnza Park & Walking Distance to Dwntn Sunny,$2244, / 2br - ,4075554073,,Sep 18 2013,South Bay,/sby/apa/4075554073.html,, / 2br - - (san jose west),"1x1 bedroom, West San Jose, easy access to free way and shopping",$1488, / 1br - 615ft² - ,4075537758,-121.984169,Sep 18 2013,South Bay,/sby/apa/4075537758.html,37.298442, / 1br - 615ft² - - (santa clara),"2Bed2Bath Downstair,End unit,W/W/D&Extra Storage",$2250, / 2br - 1062ft² - ,4022937286,-121.973855,Sep 18 2013,South Bay,/sby/apa/4022937286.html,37.350410, / 2br - 1062ft² - - (gilroy),2 BEDROOM UNIT ON WEST SIDE OF GILROY AVAILABLE NOVEMBER 6TH!,$1400, / 2br - ,4075485976,,Sep 18 2013,South Bay,/sby/apa/4075485976.html,, / 2br - - (san jose downtown),Welcome Home - Sienna Senior Apartments - 1x1 554 sq.ft.,$1232, / 1br - 554ft² - ,4075399112,-121.878925,Sep 18 2013,South Bay,/sby/apa/4075399112.html,37.309623, / 1br - 554ft² - - (san jose south),Bella Fiore- A Home You'll Truely Enjoy,$1654, / 1br - 761ft² - ,4075484015,,Sep 18 2013,South Bay,/sby/apa/4075484015.html,, / 1br - 761ft² - - (sunnyvale),Take a Dip in our Crystal Pool and Lounge by the Private Sundeck!,$2249, / 2br - ,4075454599,-122.031478,Sep 18 2013,South Bay,/sby/apa/4075454599.html,37.358888, / 2br - - (hollister),1 bedroom apartment on sunnyslope,$850, / 1br - ,4047999197,-121.374140,Sep 18 2013,South Bay,/sby/apa/4047999197.html,36.838581, / 1br - - (hollister),Nice 3 bedroom home,$1600, / 3br - ,4047819223,-121.400732,Sep 18 2013,South Bay,/sby/apa/4047819223.html,36.837070, / 3br - - (hollister),Cute 3 bedroom home,$1650, / 3br - ,4047838396,-121.407913,Sep 18 2013,South Bay,/sby/apa/4047838396.html,36.843893, / 3br - - (milpitas),1 bed/ 1 bath MOVE-IN October 12th!! 3rd FLOOR!! Call us today!!,$1915, / 1br - 715ft² - ,4075299151,,Sep 18 2013,South Bay,/sby/apa/4075299151.html,, / 1br - 715ft² - - (santa clara),"Washer & Dryer, Elegant finishes, Salt-Water Poolside View w/XL Patio!",$1980, / 1br - 700ft² - ,4075298750,-121.946862,Sep 18 2013,South Bay,/sby/apa/4075298750.html,37.350081, / 1br - 700ft² - - (hollister),Beautiful two story home,$2000, / 4br - 2600ft² - ,4012406412,-121.364079,Sep 18 2013,South Bay,/sby/apa/4012406412.html,36.813820, / 4br - 2600ft² - - (milpitas),2 bed/ 1 bath 2nd/3rd floor!! Move-in September 21st!! Call us today!!,$2165, / 2br - 935ft² - ,4075266029,,Sep 18 2013,South Bay,/sby/apa/4075266029.html,, / 2br - 935ft² - - (san jose west),Small Cottage in Burbank area!!!!!!!!!,$1250, / 2br - 420ft² - ,4075297593,-121.929967,Sep 18 2013,South Bay,/sby/apa/4075297593.html,37.326841, / 2br - 420ft² - - (hollister),Spacious 2 bedroom country home,$1500, / 2br - ,4047786003,-121.419778,Sep 18 2013,South Bay,/sby/apa/4047786003.html,36.857361, / 2br - - (hollister),Charming 2 bedroom home,$1500, / 2br - ,4047764048,-121.409924,Sep 18 2013,South Bay,/sby/apa/4047764048.html,36.851614, / 2br - - (fairfield / vacaville),Cozy 1 bedroom,$1299, / 1br - 740ft² - ,4026927428,,Sep 18 2013,East Bay,/eby/apa/4026927428.html,, / 1br - 740ft² - - (walnut creek),"Just Reduced! We're Bright, Updated and Walkable to PH BART! ",$2395, / 2br - 1028ft² - ,4076571430,,Sep 18 2013,East Bay,/eby/apa/4076571430.html,, / 2br - 1028ft² - - (dublin / pleasanton / livermore),Living in the heart of Livermore never seemed so sweet!,, ,4076570957,,Sep 18 2013,East Bay,/eby/apa/4076570957.html,, - (fremont / union city / newark),"Short Term Leases, Long Term Leases, Flexibility For You!!",$2368, / 2br - 1203ft² - ,4076568886,-121.978455,Sep 18 2013,East Bay,/eby/apa/4076568886.html,37.559548, / 2br - 1203ft² - - (oakland hills / mills),"Wow! magnificent Two Bedroom only $1,248",$1248, / 2br - ,4076549821,-122.223767,Sep 18 2013,East Bay,/eby/apa/4076549821.html,37.790039, / 2br - - (alameda),"Out With Old, In With the New-Newly Renovated Units $1000 Off",$2926, / 2br - 1120ft² - ,4076567506,-122.271223,Sep 18 2013,East Bay,/eby/apa/4076567506.html,37.763726, / 2br - 1120ft² - - (dublin / pleasanton / livermore),Find out about our fully furnished apartment homes!!,, ,4076567315,,Sep 18 2013,East Bay,/eby/apa/4076567315.html,, - (fairfield / vacaville),Start packing- your new place awaits- ,$1510, / 2br - 1143ft² - ,4076477847,,Sep 18 2013,East Bay,/eby/apa/4076477847.html,, / 2br - 1143ft² - - (walnut creek),Fantastic 1BR/1BA Apartment Available Now!,$1681, / 1br - 700ft² - ,4076546520,-122.075556,Sep 18 2013,East Bay,/eby/apa/4076546520.html,37.891251, / 1br - 700ft² - - (oakland lake merritt / grand),Great Roommate Floorplan-$1000 Off Newly Renovated Units,$2718, / 2br - 1120ft² - ,4076560922,-122.271223,Sep 18 2013,East Bay,/eby/apa/4076560922.html,37.763794, / 2br - 1120ft² - - (fremont / union city / newark),•◤SPECIALS*LOOKING FOR A PLACE TO STUDY & RELAX?☻510.794.8393,$1995, / 2br - 980ft² - ,4076520203,,Sep 18 2013,East Bay,/eby/apa/4076520203.html,, / 2br - 980ft² - - (san jose north),"$1925 2br/2ba/big balcony-976ft²-Beautiful condo, attractive location",$1925, / 2br - 976ft² - ,4074603284,-121.872466,Sep 17 2013,South Bay,/sby/apa/4074603284.html,37.391139, / 2br - 976ft² - - (sunnyvale),"Large Sunnyvale Upstairs 2 Bedrooms, 1 Bath, Garage Option, Large Balc",$2095, / 2br - 1020ft² - ,4057694312,-122.054943,Sep 17 2013,South Bay,/sby/apa/4057694312.html,37.383197, / 2br - 1020ft² - - (san jose north),Apartment for Rent,$1875, / 2br - ,4051238137,,Sep 17 2013,South Bay,/sby/apa/4051238137.html,, / 2br - - (san jose north),Apartment for Rent,$1775, / 2br - ,4042322354,,Sep 17 2013,South Bay,/sby/apa/4042322354.html,, / 2br - - (san jose north),两房一厅出租,$1875, / 2br - ,4051225604,,Sep 17 2013,South Bay,/sby/apa/4051225604.html,, / 2br - - (san jose north),"$2,600 3br/2br -- 1277 sq ft House for Rent (North San Jose)",$2600, / 3br - 1277ft² - ,4074601343,,Sep 17 2013,South Bay,/sby/apa/4074601343.html,, / 3br - 1277ft² - - (sunnyvale),"Sunnyvale, Large 1,080 SF, Downstairs, 2 Bedrooms, 2 Baths, Garage, La",$2195, / 2br - 1080ft² - ,4062086606,-122.054943,Sep 17 2013,South Bay,/sby/apa/4062086606.html,37.383197, / 2br - 1080ft² - - (willow glen / cambrian),Real Willow Glen Charmer,$2650, / 2br - ,4052719924,-121.895465,Sep 17 2013,South Bay,/sby/apa/4052719924.html,37.282342, / 2br - - (saratoga),Alternative to apartment Living- a furnished room in an estate.,$1995, / 1br - ,4074494269,,Sep 17 2013,South Bay,/sby/apa/4074494269.html,, / 1br - - (morgan hill),Country cottage - 2Br/ 1b - minutes from downtown Morgan Hill,$1500, / 2br - 750ft² - ,4074545022,,Sep 17 2013,South Bay,/sby/apa/4074545022.html,, / 2br - 750ft² - - (fairfield / vacaville),$$$YOUR LANDLORD CALLED$$$,, ,4076742541,,Sep 18 2013,East Bay,/eby/apa/4076742541.html,, - (dublin / pleasanton / livermore),"SPACIOUS PLEASANTON VIEW CONDO 3BR2BA NEAR BART,580,680,MALL ",$2450, / 3br - 1260ft² - ,4067538905,,Sep 18 2013,East Bay,/eby/apa/4067538905.html,, / 3br - 1260ft² - -" (hercules, pinole, san pablo, el sob)","Attractive, quiet, newly decorated studio",$900, / 1br - ,4076768181,,Sep 18 2013,East Bay,/eby/apa/4076768181.html,, / 1br - - (fremont / union city / newark),Nice Home at a Great Price,$1200, / 1br - ,4076767298,-121.967919,Sep 18 2013,East Bay,/eby/apa/4076767298.html,37.572814, / 1br - - (oakland lake merritt / grand),"Lovable Hardwood Floor, Renovated, Living Room In This Studio",$1098, ,4076766077,-122.248558,Sep 18 2013,East Bay,/eby/apa/4076766077.html,37.797409, - (fremont / union city / newark),"BEAUTIFUL, LARGE TWO-STORY HOUSE IN FREMONTâ€",$3500, / 5br - ,4076753913,,Sep 18 2013,East Bay,/eby/apa/4076753913.html,, / 5br - - (vallejo / benicia),Sharp 1 BR apartment,$650, / 1br - ,4064159453,-122.233304,Sep 18 2013,East Bay,/eby/apa/4064159453.html,38.095487, / 1br - - (fremont / union city / newark),"5br, 3ba house, $2700, 1510 sq ft,Fremont",$2700, / 5br - 1510ft² - ,4076762721,-121.993690,Sep 18 2013,East Bay,/eby/apa/4076762721.html,37.534845, / 5br - 1510ft² - - (fairfield / vacaville),ORCHID - Newly Updated 3/2 - FAIRFIELD,$1800, / 3br - 2164ft² - ,4076654928,-122.036953,Sep 18 2013,East Bay,/eby/apa/4076654928.html,38.278537, / 3br - 2164ft² - - (oakland hills / mills),Newly Renovated Granite Countertop In This Two Bd,$1198, / 2br - ,4076760558,-122.224365,Sep 18 2013,East Bay,/eby/apa/4076760558.html,37.789386, / 2br - - (dublin / pleasanton / livermore),Single family home in Livermore,$2100, / 3br - 1060ft² - ,4017836074,-121.783364,Sep 18 2013,East Bay,/eby/apa/4017836074.html,37.686430, / 3br - 1060ft² - - (dublin / pleasanton / livermore),LIVERMORE ALL UTILITIES FREE,$1000, / 1br - 700ft² - ,4076724271,,Sep 18 2013,East Bay,/eby/apa/4076724271.html,, / 1br - 700ft² - - (oakland lake merritt / grand),REMODELED 3BDRM,$1450, / 3br - ,4076472290,-122.242900,Sep 18 2013,East Bay,/eby/apa/4076472290.html,37.795600, / 3br - - (concord / pleasant hill / martinez),Fantastic Ambiance! Beautiful Two Bedroom With Lots of Light and Space,$2566, / 2br - 1126ft² - ,4076445677,-122.033558,Sep 18 2013,East Bay,/eby/apa/4076445677.html,37.973026, / 2br - 1126ft² - - (walnut creek),"Covered Parking, Pets OK, Resort Style Pool and More",$2395, / 2br - 904ft² - ,4076470820,,Sep 18 2013,East Bay,/eby/apa/4076470820.html,, / 2br - 904ft² - - (dublin / pleasanton / livermore),Take a swim in our amazing pool!,$1745, / 1br - 796ft² - ,4076470797,-121.887580,Sep 18 2013,East Bay,/eby/apa/4076470797.html,37.707435, / 1br - 796ft² - - (dublin / pleasanton / livermore),Corporate Housing Fully Furnished Cottage on 6 acre Equestrian Estate ,$2495, ,4057101077,,Sep 18 2013,East Bay,/eby/apa/4057101077.html,, - (alameda),Beautifully renovated top floor unit - pet friendly - available now!!,$2400, / 1br - ,4076452848,-122.238279,Sep 18 2013,East Bay,/eby/apa/4076452848.html,37.763028, / 1br - - (hayward / castro valley),Hayward Nice 3be/2ba Single Family Updated House near Southland Mall,$1950, / 3br - 1100ft² - ,4065725919,-122.115448,Sep 18 2013,East Bay,/eby/apa/4065725919.html,37.662476, / 3br - 1100ft² - - (fremont / union city / newark),•☻☻☻WANT A CITY LIFE? ☻ 510.794.8393,$1500, / 1br - 527ft² - ,4076295077,,Sep 18 2013,East Bay,/eby/apa/4076295077.html,, / 1br - 527ft² - - (fremont / union city / newark),We just reduced more. Hurry In,$1995, / 2br - 901ft² - ,4076420220,-121.928700,Sep 18 2013,East Bay,/eby/apa/4076420220.html,37.517600, / 2br - 901ft² - - (vallejo / benicia),1385 W K STREET HOME in BENICIA WORK AND LIVE ACROSS FROM THE WATER,$2500, ,4076443247,-122.182203,Sep 18 2013,East Bay,/eby/apa/4076443247.html,38.065676, - (dublin / pleasanton / livermore),Enjoy gorgeous grounds from your private deck...,$1764, / 1br - ,4076446338,-121.885564,Sep 18 2013,East Bay,/eby/apa/4076446338.html,37.668247, / 1br - - (oakland downtown),Never Fear Fall is Near..We Want You Here-Newly Renovated Units,$1536, / 560ft² - ,4076365312,-122.271137,Sep 18 2013,East Bay,/eby/apa/4076365312.html,37.763726, / 560ft² - - (dublin / pleasanton / livermore),Pleasanton Resort Living,, ,4076364401,,Sep 18 2013,East Bay,/eby/apa/4076364401.html,, - (dublin / pleasanton / livermore),Bright 3rd floor available to move in! No deposit! ,$2145, / 2br - 1005ft² - ,4076364225,-121.912708,Sep 18 2013,East Bay,/eby/apa/4076364225.html,37.729605, / 2br - 1005ft² - - (walnut creek),"1bdr 1bth Private balcony!! lots of closet space, large living room",$1515, / 1br - 720ft² - ,4076364184,,Sep 18 2013,East Bay,/eby/apa/4076364184.html,, / 1br - 720ft² - - (fairfield / vacaville),☑ October Specials are here! Reserve yours today!,$1195, / 2br - ,4076252216,-122.019861,Sep 18 2013,East Bay,/eby/apa/4076252216.html,38.254103, / 2br - - (concord / pleasant hill / martinez),Wonderful 3 bed 2.5 bath house near Concord Downtown,$2300, / 3br - 1530ft² - ,4064896695,-122.025232,Sep 18 2013,East Bay,/eby/apa/4064896695.html,37.978845, / 3br - 1530ft² - - (fremont / union city / newark),Beautiful 3 bed 2 bath single story house in a great neighbourhood,$3000, / 3br - 1600ft² - ,4058553114,,Sep 18 2013,East Bay,/eby/apa/4058553114.html,, / 3br - 1600ft² - - (danville / san ramon),+++1 Bedrm Apt. Remodel-Danville +++,$1800, / 1br - ,4076359625,-122.003671,Sep 18 2013,East Bay,/eby/apa/4076359625.html,37.825459, / 1br - - (oakland east),$1500.00 - 7500 SQ FT COMMERCIAL LOT WITH GARAGE AND OFFICE AVAILABLE ,$1500, / 7500ft² - ,4028984168,-122.184191,Sep 18 2013,East Bay,/eby/apa/4028984168.html,37.748305, / 7500ft² - - (pittsburg / antioch),526 E. 12th Street- Pittsburg,$1895, / 3br - 1936ft² - ,4044093833,,Sep 18 2013,East Bay,/eby/apa/4044093833.html,, / 3br - 1936ft² - - (pittsburg / antioch),3329 STREAMWOOD CT- ANTIOCH,$1650, / 3br - 1759ft² - ,4046075616,,Sep 18 2013,East Bay,/eby/apa/4046075616.html,, / 3br - 1759ft² - - (brentwood / oakley),1209 Picadilly Lane- Brentwood ,$1995, / 4br - 1939ft² - ,4063503940,,Sep 18 2013,East Bay,/eby/apa/4063503940.html,, / 4br - 1939ft² - - (dublin / pleasanton / livermore),"Best pricing, location, schools, walk to Bart, pets welcome!",$1665, / 1br - 750ft² - ,4076264967,,Sep 18 2013,East Bay,/eby/apa/4076264967.html,, / 1br - 750ft² - - (san leandro),2br/2ba home with large living room and dining room ,$2000, / 2br - 1600ft² - ,4076277018,-122.157390,Sep 18 2013,East Bay,/eby/apa/4076277018.html,37.731494, / 2br - 1600ft² - - (brentwood / oakley),Open House until Saturday! Great Special! Move in asap!,$1495, / 2br - 950ft² - ,4076243117,-121.702957,Sep 18 2013,East Bay,/eby/apa/4076243117.html,37.936130, / 2br - 950ft² - - (oakland east),Updated 3 Bd duplex with Laundry Hoock ups,$1500, / 3br - ,4076237249,-122.250000,Sep 18 2013,East Bay,/eby/apa/4076237249.html,37.500000, / 3br - - (walnut creek),2story home near BART and freeways,$4000, / 4br - 2650ft² - ,4076250033,,Sep 18 2013,East Bay,/eby/apa/4076250033.html,, / 4br - 2650ft² - - (fremont / union city / newark),2-bed condo and 3-bed town home available,, ,4076268318,-121.952270,Sep 18 2013,East Bay,/eby/apa/4076268318.html,37.512237, - (fremont / union city / newark),Sunny Condo for rent in a gated community,$2000, / 2br - 897ft² - ,4076264683,,Sep 18 2013,East Bay,/eby/apa/4076264683.html,, / 2br - 897ft² - - (dublin / pleasanton / livermore),Gorgeous Fully Renovated Ground Floor 1x1,$1635, / 1br - 583ft² - ,4076263673,,Sep 18 2013,East Bay,/eby/apa/4076263673.html,, / 1br - 583ft² - - (dublin / pleasanton / livermore),Spring Into Amador Lakes Apartments,$2220, / 2br - 988ft² - ,4076248557,-121.922600,Sep 18 2013,East Bay,/eby/apa/4076248557.html,37.716600, / 2br - 988ft² - - (vallejo / benicia),Hermosa Casa de 3 recamaras en Vallejo,$1550, / 3br - ,4044154645,-122.261782,Sep 18 2013,East Bay,/eby/apa/4044154645.html,38.149593, / 3br - - (fremont / union city / newark),2 bdrm/1 bth in Mission Village $1600,$1600, / 2br - 880ft² - ,4065100617,-122.004064,Sep 18 2013,East Bay,/eby/apa/4065100617.html,37.593257, / 2br - 880ft² - - (richmond / point / annex),Hermosa Casa de 2 recamaras en la calle Truman,$1200, / 2br - ,4012602584,,Sep 18 2013,East Bay,/eby/apa/4012602584.html,, / 2br - - (fremont / union city / newark),"39690 Potrero Dr, Newark- 2 Master Suites.",$2250, / 2br - 1627ft² - ,4076077488,-121.996295,Sep 18 2013,East Bay,/eby/apa/4076077488.html,37.516298, / 2br - 1627ft² - - (oakland downtown),Luxury & Location The Best of Both Worlds At Domain,$3126, / 2br - ,4076076894,-122.275580,Sep 18 2013,East Bay,/eby/apa/4076076894.html,37.805427, / 2br - - (vallejo / benicia),Studio Disponible en la Calle Lemon Vallejo,$650, ,4017251981,,Sep 18 2013,East Bay,/eby/apa/4017251981.html,, - (fairfield / vacaville),Trade your VW Apt. for one in the Rolls Royce Class for Pennies More! ,$1499, / 2br - 1063ft² - ,4076053690,-122.012357,Sep 18 2013,East Bay,/eby/apa/4076053690.html,38.275976, / 2br - 1063ft² - - (oakland east),Duplex de 3 recamaras en area tranquila ,$1500, / 3br - ,4043978122,-122.200478,Sep 18 2013,East Bay,/eby/apa/4043978122.html,37.763228, / 3br - - (vallejo / benicia),Fully Updated 2 Bed 1 Bath Home in Vallejo,$1200, / 2br - ,4050928394,-122.259271,Sep 18 2013,East Bay,/eby/apa/4050928394.html,38.113152, / 2br - - (hayward / castro valley),Beautiful 2 Bed Unit on Del Mar Hayward,$1300, / 2br - ,4061453079,-122.069573,Sep 18 2013,East Bay,/eby/apa/4061453079.html,37.655732, / 2br - - (oakland east),Lovely home on 70th,$1200, / 2br - ,4076037271,-122.183777,Sep 18 2013,East Bay,/eby/apa/4076037271.html,37.763928, / 2br - - (oakland lake merritt / grand),Spacious 3Bed/2bath Flat in the sunny San Antonio District Dining rm & Laund,$1850, / 3br - 1200ft² - ,4075971818,,Sep 18 2013,East Bay,/eby/apa/4075971818.html,, / 3br - 1200ft² - - (brentwood / oakley),Gorgeous Single Story,$1750, / 3br - ,4048332117,,Sep 18 2013,East Bay,/eby/apa/4048332117.html,, / 3br - - (fairfield / vacaville),"Two Bedroom Home with Walk-In Closets, Gourmet Kitchen, and Laundry!",$1535, / 2br - 1136ft² - ,4075973481,-121.964675,Sep 18 2013,East Bay,/eby/apa/4075973481.html,38.354469, / 2br - 1136ft² - - (walnut creek),Stylish and Convenient Lifestyle near Wanlut Creek BART!,$2215, / 1br - 759ft² - ,4075941621,,Sep 18 2013,East Bay,/eby/apa/4075941621.html,, / 1br - 759ft² - - (alameda),"Great, Pet-Friendly 2BR/2BA Apartment Home!",$2549, / 2br - 1175ft² - ,4075895369,-122.249081,Sep 18 2013,East Bay,/eby/apa/4075895369.html,37.753609, / 2br - 1175ft² - - (oakland east),$950 2b in duplex in east oakland,$950, / 2br - 1100ft² - ,4075892107,,Sep 18 2013,East Bay,/eby/apa/4075892107.html,, / 2br - 1100ft² - - (pittsburg / antioch),"5 Bedroom, 3 Bath in Antioch. Single story with new A/C",$2880, / 5br - 2160ft² - ,4075931291,,Sep 18 2013,East Bay,/eby/apa/4075931291.html,, / 5br - 2160ft² - - (pittsburg / antioch),Beautiful 3 bed+Loft/2.5bath home in Antioch,$1795, / 3br - 1730ft² - ,4063071972,-121.761711,Sep 18 2013,East Bay,/eby/apa/4063071972.html,37.960119, / 3br - 1730ft² - - (vallejo / benicia),BEAUTIFUL BENICIA CONDO,$1595, / 3br - ,4075984770,,Sep 18 2013,East Bay,/eby/apa/4075984770.html,, / 3br - - (richmond / point / annex),"Open and spacious 2 bedroom, yard, laundry",$985, / 2br - ,4065894924,-122.351381,Sep 18 2013,East Bay,/eby/apa/4065894924.html,37.924661, / 2br - - (fremont / union city / newark),"Spacious, open, amazing floor plans! ",$2459, / 3br - 1100ft² - ,4075984015,-121.977371,Sep 18 2013,East Bay,/eby/apa/4075984015.html,37.542636, / 3br - 1100ft² - - (pittsburg / antioch),4 Bed 3 Bath Renovated Antioch Home - MOVE IN SPECIAL,$1800, / 4br - 2004ft² - ,4048649322,-121.761185,Sep 18 2013,East Bay,/eby/apa/4048649322.html,37.965207, / 4br - 2004ft² - - (vallejo / benicia),Adorable 3 Bed 2 Bath-Vallejo Home,$1200, / 3br - 1299ft² - ,4034360458,-122.250597,Sep 18 2013,East Bay,/eby/apa/4034360458.html,38.140121, / 3br - 1299ft² - - (pittsburg / antioch),5 Bed 3 Bath w/3 Car Garage Beautiful Antioch Home ,$2000, / 5br - 2053ft² - ,4045779153,-121.689400,Sep 18 2013,East Bay,/eby/apa/4045779153.html,37.932400, / 5br - 2053ft² - - (oakland east),Spacious 2 Bed 1 Bath on 80th ave * Sec 8 Welcome,$1200, / 2br - ,4050715664,,Sep 18 2013,East Bay,/eby/apa/4050715664.html,, / 2br - - (oakland lake merritt / grand),"One bedroom+Office, Hardwood floors, Gated parking , Near lake",$1445, / 1br - ,4076198617,-122.250894,Sep 18 2013,East Bay,/eby/apa/4076198617.html,37.801256, / 1br - - (concord / pleasant hill / martinez),Great 2 Bed 1.5 Bath Condo in Concord ,$1400, / 2br - ,4050908631,-122.037773,Sep 18 2013,East Bay,/eby/apa/4050908631.html,37.952222, / 2br - - (pittsburg / antioch),Updated 2 Story Home in Pittsburg,$2000, / 3br - ,4048851334,-121.886269,Sep 18 2013,East Bay,/eby/apa/4048851334.html,38.032120, / 3br - - (emeryville),Spacious 4Bd flat ,$2800, / 4br - ,4065834295,,Sep 18 2013,East Bay,/eby/apa/4065834295.html,, / 4br - - (walnut creek),$2300/South Walnut Creek Condo,$2300, / 2br - 1350ft² - ,4076214677,-122.026972,Sep 18 2013,East Bay,/eby/apa/4076214677.html,37.879524, / 2br - 1350ft² - - (oakland east),duplex de 2 recamaras en oakland,$1200, / 2br - ,4071731949,-122.168377,Sep 18 2013,East Bay,/eby/apa/4071731949.html,37.750828, / 2br - - (353 Grand Avenue. Oakland),$250 Off 1st Month Rent $0 App. Fee - OPEN HOUSE Today 9/18.Come Visit,$1495, / 2br - ,4076212307,-122.256562,Sep 18 2013,East Bay,/eby/apa/4076212307.html,37.809509, / 2br - - (campbell),Amazing and Attentive On-site Management and Maintenance,$1595, ,4075446077,,Sep 18 2013,South Bay,/sby/apa/4075446077.html,, - (san jose north),Fully Upgraded Two Bedroom Ready For Immediate Move-In. ,$2578, / 2br - 1083ft² - ,4075480045,,Sep 18 2013,South Bay,/sby/apa/4075480045.html,, / 2br - 1083ft² - - (sunnyvale),"TWO BEDROOM TOWNHOME, SPACIOUS, WASHER, DRYER, GATED, AVAIL NOW!!!",$2295, / 2br - 1200ft² - ,4075479613,-122.001270,Sep 18 2013,South Bay,/sby/apa/4075479613.html,37.356341, / 2br - 1200ft² - - (san jose west),Studio near Cupertino available in mid October: Get yours now!,$1275, / 400ft² - ,4075445123,-122.030597,Sep 18 2013,South Bay,/sby/apa/4075445123.html,37.300668, / 400ft² - - (san jose north),End of month MOVE IN with specials!!,$2170, / 2br - 946ft² - ,4075475711,,Sep 18 2013,South Bay,/sby/apa/4075475711.html,, / 2br - 946ft² - - (santa clara),Stunning Two Bedroom In Santa Clara's Best Community,$1973, / 2br - ,4075406520,-121.956418,Sep 18 2013,South Bay,/sby/apa/4075406520.html,37.356309, / 2br - - (san jose west),4 - 12 Month Lease Term ~*~ Furnished Options Available ~*~ Luxury Apt,$3483, / 3br - 1334ft² - ,4075473589,,Sep 18 2013,South Bay,/sby/apa/4075473589.html,, / 3br - 1334ft² - - (san jose west),"1x1 Apartment with high ceiling, balcony view, pool",$1548, / 1br - 675ft² - ,4075471209,-121.986481,Sep 18 2013,South Bay,/sby/apa/4075471209.html,37.297387, / 1br - 675ft² - - (campbell),"(UPGRADED) Beautiful 1 Bedroom in Campbell, Ready End of October",$1525, / 1br - 648ft² - ,4075276454,,Sep 18 2013,South Bay,/sby/apa/4075276454.html,, / 1br - 648ft² - - (milpitas),1 bed/1 bath 2nd FLOOR! Move-in Oct. 5th! Call us today!!,$1835, / 1br - 643ft² - ,4075295088,,Sep 18 2013,South Bay,/sby/apa/4075295088.html,, / 1br - 643ft² - - (Mt. View),"Studio $1,500 to $1,650; One BR $1,695 to $1,825",, ,4075258742,,Sep 18 2013,South Bay,/sby/apa/4075258742.html,, - (milpitas),1 bed/1 bath!! 3rd FLOOR!! MOVE-IN October 5th!! Call us today!!,$1915, / 1br - 715ft² - ,4075291497,,Sep 18 2013,South Bay,/sby/apa/4075291497.html,, / 1br - 715ft² - - (mountain view),"One Bedroom 1 Bath, Close to Google & NASA Ames ",$1575, / 1br - ,4075287884,-122.090828,Sep 18 2013,South Bay,/sby/apa/4075287884.html,37.405867, / 1br - - (Mt. View),Single Story up graded 6-plexes ,, ,4075260579,,Sep 18 2013,South Bay,/sby/apa/4075260579.html,, - (milpitas),3rd FLOOR! Move-in September 21st!! Call for our specials today!!,$2265, / 2br - 1082ft² - ,4075261883,-121.889900,Sep 18 2013,South Bay,/sby/apa/4075261883.html,37.408072, / 2br - 1082ft² - - (milpitas),1085 N. Abbott,$1945, / 2br - 863ft² - ,4075280354,-121.914826,Sep 18 2013,South Bay,/sby/apa/4075280354.html,37.443241, / 2br - 863ft² - - (willow glen / cambrian),Charming 3 bedroom/2 bath home on delightful tree-lined street,$3800, / 3br - ,4057103507,-121.889570,Sep 18 2013,South Bay,/sby/apa/4057103507.html,37.295957, / 3br - - (saratoga),Remodeled Saratoga Home,$6500, / 5br - 3200ft² - ,4075256915,-122.022700,Sep 18 2013,South Bay,/sby/apa/4075256915.html,37.271300, / 5br - 3200ft² - - (danville / san ramon),Lovely Home,$4800, / 4br - ,4076537533,,Sep 18 2013,East Bay,/eby/apa/4076537533.html,, / 4br - - (richmond / point / annex),"Beautiful Residence Double Story Spacious,LOADED,IMMAC,1ofAkind.",$4700, / 4br - 2000ft² - ,4076550883,,Sep 18 2013,East Bay,/eby/apa/4076550883.html,, / 4br - 2000ft² - - (vallejo / benicia),The Townhomes Are Here!!!,$1650, / 3br - 1380ft² - ,4076490827,-122.240219,Sep 18 2013,East Bay,/eby/apa/4076490827.html,38.081620, / 3br - 1380ft² - - (danville / san ramon),Where Your Pets Are As Welcome As You Are! ,$2030, / 2br - 976ft² - ,4076556015,-121.975374,Sep 18 2013,East Bay,/eby/apa/4076556015.html,37.771351, / 2br - 976ft² - - (fairfield / vacaville),Roomy Two Bedroom With Tons of Storage! Easy Access To Highway!,$1064, / 2br - 855ft² - ,4076555981,-121.833658,Sep 18 2013,East Bay,/eby/apa/4076555981.html,38.432211, / 2br - 855ft² - - (fremont / union city / newark),"CLEAN,3BD,1.5BA,2 carport in Fremont",$1970, / 3br - 1150ft² - ,4076550948,-122.039218,Sep 18 2013,East Bay,/eby/apa/4076550948.html,37.576931, / 3br - 1150ft² - - (dublin / pleasanton / livermore),"Adorable Home, Cul-De-Sac Location!",$2600, / 3br - 1500ft² - ,4076545478,-121.793962,Sep 18 2013,East Bay,/eby/apa/4076545478.html,37.684800, / 3br - 1500ft² - - (pittsburg / antioch),Se Renta Cuarto,$550, / 1br - 136ft² - ,4076545354,,Sep 18 2013,East Bay,/eby/apa/4076545354.html,, / 1br - 136ft² - - (hayward / castro valley),Accessible From Major Freeways! Modern Styling! Spacious 1 Bedroom,$1725, / 1br - 711ft² - ,4076531300,-122.055475,Sep 18 2013,East Bay,/eby/apa/4076531300.html,37.636250, / 1br - 711ft² - - (san jose south),Pet Friendly! No Weight Limit! Large 1x1 Available Soon!,$2042, / 1br - 840ft² - ,4069475989,,Sep 17 2013,South Bay,/sby/apa/4069475989.html,, / 1br - 840ft² - - (san jose south),Beautiful 2x2 With Private Garage! ,$2535, / 2br - 1294ft² - ,4069456506,,Sep 17 2013,South Bay,/sby/apa/4069456506.html,, / 2br - 1294ft² - - (san jose south),Beautiful Del Bellagio Floorplan! Spacious 2x2 Available August 2nd!,$2266, / 2br - 1178ft² - ,4067549998,,Sep 17 2013,South Bay,/sby/apa/4067549998.html,, / 2br - 1178ft² - - (san jose downtown),2 bedroom Apt $1675,$1675, / 2br - ,4074534680,-121.896619,Sep 17 2013,South Bay,/sby/apa/4074534680.html,37.346198, / 2br - - (san jose west),"Nice Rosegarden upstairs unit,,,,,,,",$1250, / 1br - 500ft² - ,4074369625,,Sep 17 2013,South Bay,/sby/apa/4074369625.html,, / 1br - 500ft² - - (san jose west),Great guest house-your own drive way & private serene backyard ,$2200, / 1br - ,4061988798,,Sep 17 2013,South Bay,/sby/apa/4061988798.html,, / 1br - - (cupertino),HOMESTEAD HIGH SCHOOL - LUXURY CONDO! FULLY REMODELED!,$2195, / 1br - 871ft² - ,4062899959,-122.036643,Sep 17 2013,South Bay,/sby/apa/4062899959.html,37.335691, / 1br - 871ft² - - (cupertino),Beaituful Remodeled 2 Bedroom in Great Location! Must See!!,$2625, / 2br - 1050ft² - ,4074497371,-122.069076,Sep 17 2013,South Bay,/sby/apa/4074497371.html,37.326164, / 2br - 1050ft² - - (santa clara),2ba-1065sf/FullSizeWD/2xPaneWindows/GraniteCtrs/Streams/Pool/Spa/Fit,$2295, / 2br - 1065ft² - ,4074353554,,Sep 17 2013,South Bay,/sby/apa/4074353554.html,, / 2br - 1065ft² - - (morgan hill),2 Bed/2 Bath Condo - $1950,$1950, / 2br - ,4074490101,-121.640213,Sep 17 2013,South Bay,/sby/apa/4074490101.html,37.161520, / 2br - - (san jose west),Newly remodeled single family house,$3300, / 4br - 1500ft² - ,4069772143,,Sep 17 2013,South Bay,/sby/apa/4069772143.html,, / 4br - 1500ft² - - (oakland lake merritt / grand),231 -29th St. Apt. 1 The Broadmont Bldg,$1845, / 1br - 749ft² - ,4076739818,-122.222300,Sep 18 2013,East Bay,/eby/apa/4076739818.html,37.847100, / 1br - 749ft² - - (HAYWARD),FREE^INTERNET*CABLE*STUDIO*MOVE IN OCT1*CALL5102092390*NOEMAILSORTEXTX,$800, ,4076498957,,Sep 18 2013,East Bay,/eby/apa/4076498957.html,, - (danville / san ramon),Beautiful 4br 3ba House for Rent in the Blackhawk area of Danville,$3990, / 4br - 3350ft² - ,4076739312,-121.892486,Sep 18 2013,East Bay,/eby/apa/4076739312.html,37.800253, / 4br - 3350ft² - - (albany / el cerrito),"Beautiful 2br/2ba Albany apt with parking, w/d, gym/pool/spa. . . ",$2200, / 2br - 1170ft² - ,4059896837,-122.307020,Sep 18 2013,East Bay,/eby/apa/4059896837.html,37.893220, / 2br - 1170ft² - - (emeryville),APARTMENTS AVAILABLE FOR IMMEDIATE MOVE IN!,$3040, / 2br - 1172ft² - ,4076603398,,Sep 18 2013,East Bay,/eby/apa/4076603398.html,, / 2br - 1172ft² - - (fairfield / vacaville),"DAWNVIEW WAY - Beautiful, Newly Updated 4/3 - VACAVILLE",$2500, / 4br - ,4076650633,-121.956422,Sep 18 2013,East Bay,/eby/apa/4076650633.html,38.319349, / 4br - - (East Bay),STOP! Don't Pay Another DIME to Your Landlord! You Can Buy Now!,, ,4070959179,,Sep 18 2013,East Bay,/eby/apa/4070959179.html,, - (HAYWARD),^NOEMAILS OR TEXT CALL5102092390/STUDIO/FREEINTERNET@CABLE*MOVE INOCT1,, ,4076623645,,Sep 18 2013,East Bay,/eby/apa/4076623645.html,, - (dublin / pleasanton / livermore),Move-in special available for this 3 bedroom apartment home!,$3169, / 3br - 1447ft² - ,4076720066,-121.929703,Sep 18 2013,East Bay,/eby/apa/4076720066.html,37.700800, / 3br - 1447ft² - - (concord / pleasant hill / martinez),$$$YOUR LANDLORD CALLED$$$,, ,4076540996,,Sep 18 2013,East Bay,/eby/apa/4076540996.html,, - (oakland east),Warm up by the fireplace in this lovely single family home!,$2000, / 3br - 1377ft² - ,4045607317,,Sep 18 2013,East Bay,/eby/apa/4045607317.html,, / 3br - 1377ft² - - (walnut creek),It's Time to Find an Apartment You'll Treasure in This 1BD/1BA!,$1767, / 1br - 726ft² - ,4076393689,-122.066444,Sep 18 2013,East Bay,/eby/apa/4076393689.html,37.901224, / 1br - 726ft² - - (oakland east),Warm up by the fireplace in a lovely single family home! Fairfax Ave.,$2000, / 3br - 1377ft² - ,4045589909,,Sep 18 2013,East Bay,/eby/apa/4045589909.html,, / 3br - 1377ft² - - (danville / san ramon),Gorgeous poolside upgraded Townhome (3bed/2.5bath),$2900, / 3br - 1404ft² - ,4022685227,-121.921358,Sep 18 2013,East Bay,/eby/apa/4022685227.html,37.797429, / 3br - 1404ft² - - (fremont / union city / newark),჻☂✿✿PEACEFUL PLACE TO STUDY ✿510.794.8393,$1500, / 1br - 527ft² - ,4076371022,,Sep 18 2013,East Bay,/eby/apa/4076371022.html,, / 1br - 527ft² - - (concord / pleasant hill / martinez),Charming 3 Beds/2 Baths in Nice Concord Neighborhood,$1600, / 3br - 1200ft² - ,4076456849,,Sep 18 2013,East Bay,/eby/apa/4076456849.html,, / 3br - 1200ft² - - (fairfield / vacaville),"271 TAMARISK CIRCLE, SUISUN CITY",$1550, / 3br - 1740ft² - ,4076443867,,Sep 18 2013,East Bay,/eby/apa/4076443867.html,, / 3br - 1740ft² - - (fremont / union city / newark),Our largest floorplan for 2x2!! Enough room for comfort!,$2345, / 2br - 1120ft² - ,4076400526,-121.971846,Sep 18 2013,East Bay,/eby/apa/4076400526.html,37.543897, / 2br - 1120ft² - - (fremont / union city / newark),$ 1565 mv in special ,$1565, / 2br - ,4050216521,-121.987783,Sep 18 2013,East Bay,/eby/apa/4050216521.html,37.554951, / 2br - - (oakland east),$1500.00 - 7500 SQ FT COMMERCIAL LOT WITH GARAGE AND OFFICE AVAILABLE ,$1500, / 7500ft² - ,4058965138,-122.184191,Sep 18 2013,East Bay,/eby/apa/4058965138.html,37.748305, / 7500ft² - - (dublin / pleasanton / livermore),$1260/Monthly Furnished All Utilities Included,$1260, / 275ft² - ,4060850305,,Sep 18 2013,East Bay,/eby/apa/4060850305.html,, / 275ft² - - (dublin / pleasanton / livermore),Double King Size Bedrooms,, ,4076357800,,Sep 18 2013,East Bay,/eby/apa/4076357800.html,, - (pittsburg / antioch),"ALL NEW!!! All appliances, Garbage, Water* included. *Check the pics**",$1050, / 2br - ,4067979998,-121.812667,Sep 18 2013,East Bay,/eby/apa/4067979998.html,38.012121, / 2br - - (oakland east),Bonito Duplex de 2 cuartos con Drive way,$1200, / 2br - ,4076330691,-122.250000,Sep 18 2013,East Bay,/eby/apa/4076330691.html,37.500000, / 2br - - (oakland east),"Magnificent Garage Parking, Secured Entry, Renovated in this two beds",$1398, / 2br - ,4076352945,-122.203341,Sep 18 2013,East Bay,/eby/apa/4076352945.html,37.782748, / 2br - - (vallejo / benicia),$1200 3bdrm 1.5bth Vallejo,$1200, / 3br - ,4056877064,-122.256640,Sep 18 2013,East Bay,/eby/apa/4056877064.html,38.104090, / 3br - - (berkeley),Two roms for rent in downtown Berkeley,$2600, / 2br - 734ft² - ,4076351784,-122.269088,Sep 18 2013,East Bay,/eby/apa/4076351784.html,37.874846, / 2br - 734ft² - - (san leandro),Your Kitty Cat is Welcome Here,$1275, / 1br - ,4076341629,-122.149921,Sep 18 2013,East Bay,/eby/apa/4076341629.html,37.718978, / 1br - - (concord / pleasant hill / martinez),Best Kept Secret! Great Price On This Wonderful Two Bedroom!,$2059, / 2br - 962ft² - ,4076348561,,Sep 18 2013,East Bay,/eby/apa/4076348561.html,, / 2br - 962ft² - - (oakland north / temescal),Open house Sun 9/22 10AM - 1PM (garden appt w/ fenced-in backyard),$1095, / 1br - 550ft² - ,4076260279,-122.260613,Sep 18 2013,East Bay,/eby/apa/4076260279.html,37.827883, / 1br - 550ft² - - (lafayette / orinda / moraga),"Avail NOW, Walk to Dwntn Lafayette, schools, & BART",$2350, / 2br - 1050ft² - ,4076259891,-122.119818,Sep 18 2013,East Bay,/eby/apa/4076259891.html,37.889605, / 2br - 1050ft² - - (concord / pleasant hill / martinez),"$1230 / 1br - 625ft² - Cute, Cozy and Convenient!! (concord / ple",$1230, / 1br - ,4076199510,,Sep 18 2013,East Bay,/eby/apa/4076199510.html,, / 1br - - (oakland east),Top Floor Corner Studio EXT 829,$695, ,4076224380,,Sep 18 2013,East Bay,/eby/apa/4076224380.html,, - (oakland east),NICE 2 BEDROOM 1 BATH APARTMENT WITH GARAGE COME SEE IT TODAY*********,$1100, / 2br - ,4048358187,-122.165036,Sep 18 2013,East Bay,/eby/apa/4048358187.html,37.754387, / 2br - - (vallejo / benicia),"Up to $500 Off, Wood Floors, 2 Baths,Washer/Dryer, A/C, Patio",$975, / 2br - ,4076197221,-122.220669,Sep 18 2013,East Bay,/eby/apa/4076197221.html,38.122910, / 2br - - (vallejo / benicia),Newly remodeled 3bd/2bth SECTION 8 OK,$1700, / 3br - ,4076177594,-122.256611,Sep 18 2013,East Bay,/eby/apa/4076177594.html,38.098166, / 3br - - (berkeley north / hills),3 Bed / 2 Bath Home in Kensington Hills - Panoramic Views!,$3200, / 3br - ,4059659403,-122.275680,Sep 18 2013,East Bay,/eby/apa/4059659403.html,37.906524, / 3br - - (concord / pleasant hill / martinez),Bright and Pet Friendly Upstairs Home With Equipped Kitchen & W/D!,$2325, / 2br - 1090ft² - ,4076249775,-122.055745,Sep 18 2013,East Bay,/eby/apa/4076249775.html,37.958766, / 2br - 1090ft² - - (pittsburg / antioch),Available This Week!!! Remodeled 3 Bedroom 2 Bath Home!!!,$1350, / 3br - ,4043353368,-121.809196,Sep 18 2013,East Bay,/eby/apa/4043353368.html,37.999521, / 3br - - (vallejo / benicia),Breath Taking House in Vallejo ! Reduced Deposit,$1550, / 3br - ,4061311075,-122.261696,Sep 18 2013,East Bay,/eby/apa/4061311075.html,38.149593, / 3br - - (concord / pleasant hill / martinez),"Fourth Floor unit- Elevator, Views",$1240, / 1br - 750ft² - ,4069689232,-122.039850,Sep 18 2013,East Bay,/eby/apa/4069689232.html,37.978098, / 1br - 750ft² - - (oakland rockridge / claremont),2nd level w Balcony ,$2198, / 2br - 1050ft² - ,4069685577,-122.223222,Sep 18 2013,East Bay,/eby/apa/4069685577.html,37.853390, / 2br - 1050ft² - - (berkeley), upper Ashby beyond Claremont,$2696, / 3br - 1798ft² - ,4012621573,-122.222257,Sep 18 2013,East Bay,/eby/apa/4012621573.html,37.854271, / 3br - 1798ft² - - (oakland lake merritt / grand),Upscale and Sunny 2BR/1BA on Lake Merritt with Hardwood/ OPEN THURS 6-,$2500, / 2br - ,4076065792,,Sep 18 2013,East Bay,/eby/apa/4076065792.html,, / 2br - - (danville / san ramon),Luxurious affordable housing in San Ramon,$1400, / 1br - 671ft² - ,4076065236,,Sep 18 2013,East Bay,/eby/apa/4076065236.html,, / 1br - 671ft² - - (oakland east),Casa lista para moverse de inmediato !,$1400, / 2br - ,4061334236,-122.186577,Sep 18 2013,East Bay,/eby/apa/4061334236.html,37.755128, / 2br - - (concord / pleasant hill / martinez),Beautifully Remodeled 2BR Apartment in the Heart of concord!,$2270, / 2br - 1644ft² - ,4076000646,,Sep 18 2013,East Bay,/eby/apa/4076000646.html,, / 2br - 1644ft² - - (brentwood / oakley),3 BED 2 1/2 BATH for rent,$1695, / 3br - ,4076061828,-121.726716,Sep 18 2013,East Bay,/eby/apa/4076061828.html,38.006034, / 3br - - (vallejo / benicia),Deposito Reducido ! Hermosa Casa en Vallejo Disponible de inmediato,$1550, / 3br - ,4061289119,-122.262039,Sep 18 2013,East Bay,/eby/apa/4061289119.html,38.149644, / 3br - - (concord / pleasant hill / martinez),Newly remodeled condo near downtown Concord and BART avail Oct 1,$1400, / 2br - ,4076013209,,Sep 18 2013,East Bay,/eby/apa/4076013209.html,, / 2br - - (pittsburg / antioch),3 car garage - October Move In!,$1595, / 3br - ,4075983285,,Sep 18 2013,East Bay,/eby/apa/4075983285.html,, / 3br - - (fremont / union city / newark),"Just Minutes from Downtown and Fwy, yet Feels like Paradise!",$1999, / 2br - 910ft² - ,4075946674,-122.042860,Sep 18 2013,East Bay,/eby/apa/4075946674.html,37.576801, / 2br - 910ft² - - (berkeley),Lovely apt blocks from campus and downtown ,$1400, / 1br - 500ft² - ,4075978246,-122.275085,Sep 18 2013,East Bay,/eby/apa/4075978246.html,37.867519, / 1br - 500ft² - - (vallejo / benicia),New Carpet & Fresh Paint 2 - 1BR/Apt Near Shopping Center (Raley's & W,$850, / 1br - ,4075902379,-122.252660,Sep 18 2013,East Bay,/eby/apa/4075902379.html,38.136438, / 1br - - (dublin / pleasanton / livermore),Garden Like Setting - Call Today - Perfect Location,$1524, / 2br - ,4075886557,,Sep 18 2013,East Bay,/eby/apa/4075886557.html,, / 2br - - (concord / pleasant hill / martinez),Welcome to Your New Home!,$1578, / 2br - ,4075918597,-122.096075,Sep 18 2013,East Bay,/eby/apa/4075918597.html,37.960522, / 2br - - (oakland east),"REMODEL,MASTERbm,W/D,garageNSND$200REBATEfrwy880open:1-6,415-244-6215",$1050, / 1br - 600ft² - ,4065594434,-122.174867,Sep 18 2013,East Bay,/eby/apa/4065594434.html,37.745551, / 1br - 600ft² - - (fremont / union city / newark),"Gorgeous Condo, 2 bed rooms/2 full baths in a nice quiet area",$1850, / 2br - 966ft² - ,4048994603,-122.037173,Sep 18 2013,East Bay,/eby/apa/4048994603.html,37.591234, / 2br - 966ft² - - (fairfield / vacaville),"AFFORDABLE, 3/2, CLEAN, WELL MAINTAINED VACAVILLE, CA",$1485, / 3br - 1400ft² - ,4025657148,-121.990106,Sep 18 2013,East Bay,/eby/apa/4025657148.html,38.338745, / 3br - 1400ft² - - (pittsburg / antioch)," Nice, Bright and open 4 plus bedroom 2.5 bath Antioch Home - SELECT 1",$1875, / 4br - 2251ft² - ,4063353921,-121.775800,Sep 18 2013,East Bay,/eby/apa/4063353921.html,37.965800, / 4br - 2251ft² - - (dublin / pleasanton / livermore),"Walking Distance to Downtown, Close to Livermore School's !!",$2100, / 3br - 1131ft² - ,4075972282,-121.765188,Sep 18 2013,East Bay,/eby/apa/4075972282.html,37.680550, / 3br - 1131ft² - - (dublin / pleasanton / livermore),A Must See! Fantastic Location! Beautiful Two Bedroom Apt Home!,$1870, / 2br - 867ft² - ,4076209235,-121.860523,Sep 18 2013,East Bay,/eby/apa/4076209235.html,37.706504, / 2br - 867ft² - - (walnut creek),"French Style Doors, Modern Interiors! Must See ",$2199, / 2br - 936ft² - ,4076205649,,Sep 18 2013,East Bay,/eby/apa/4076205649.html,, / 2br - 936ft² - - (fremont / union city / newark),Dual Master Suites at Opposite Ends for Privacy!,$1895, / 2br - 850ft² - ,4076204196,-122.020748,Sep 18 2013,East Bay,/eby/apa/4076204196.html,37.590380, / 2br - 850ft² - - (fremont / union city / newark),This large Studio BR apt is near shopping and parks!,$1568, / 510ft² - ,4076201391,,Sep 18 2013,East Bay,/eby/apa/4076201391.html,, / 510ft² - - (fairfield / vacaville),3 bed 2.5 bath home in Green Valley! ,$1995, / 3br - 1786ft² - ,4030226786,-122.149921,Sep 18 2013,East Bay,/eby/apa/4030226786.html,38.216455, / 3br - 1786ft² - - (fairfield / vacaville),4 bed 2 bath home in Fairfield!!! ,$1250, / 4br - 1468ft² - ,4043235801,-122.027095,Sep 18 2013,East Bay,/eby/apa/4043235801.html,38.270852, / 4br - 1468ft² - - (fairfield / vacaville),Gorgeous 4 bed 3 bath home in Paradise Valley!,$2300, / 4br - 2174ft² - ,4030225950,-122.017579,Sep 18 2013,East Bay,/eby/apa/4030225950.html,38.296008, / 4br - 2174ft² - - (fairfield / vacaville),Gorgeous 4 bed 2 bath home in Green Valley Fairfield!!! ,$2400, / 4br - 1728ft² - ,4032131444,-122.167540,Sep 18 2013,East Bay,/eby/apa/4032131444.html,38.249609, / 4br - 1728ft² - - (fairfield / vacaville),4 bed 2.5 bath home in Fairfield! ,$1650, / 4br - 1953ft² - ,4031964022,-122.020519,Sep 18 2013,East Bay,/eby/apa/4031964022.html,38.281415, / 4br - 1953ft² - - (vallejo / benicia),Newly renovated 2 bed/1 bath unit in Vallejo! Available Now!,$1250, / 2br - 988ft² - ,4031927188,-122.252929,Sep 18 2013,East Bay,/eby/apa/4031927188.html,38.111961, / 2br - 988ft² - - (fairfield / vacaville),Beautiful 4 bed 2 bath home in Suisun City! ,$1450, / 4br - 1300ft² - ,4016764915,-122.010605,Sep 18 2013,East Bay,/eby/apa/4016764915.html,38.245406, / 4br - 1300ft² - - (vallejo / benicia),MOVE IN SPECIAL*** 2 WEEKS FREE,$810, / 2br - ,4048700303,-122.262937,Sep 18 2013,East Bay,/eby/apa/4048700303.html,38.109126, / 2br - - (vallejo / benicia),103 Bolton Way*** 4 Bed/2.5 Baths,$1900, / 4br - 1685ft² - ,4048709498,-122.200866,Sep 18 2013,East Bay,/eby/apa/4048709498.html,38.108881, / 4br - 1685ft² - - (sunnyvale),Renovated 2x2 Apt. Stainless Steel Appliances w/ Granite Countertops!!,$2200, / 2br - 920ft² - ,4027284064,,Sep 18 2013,South Bay,/sby/apa/4027284064.html,, / 2br - 920ft² - - (santa clara),Just Starting Out!?! We Have The Right 1bd. Here @ Marina PLAYA!,$1683, / 1br - 664ft² - ,4075468918,,Sep 18 2013,South Bay,/sby/apa/4075468918.html,, / 1br - 664ft² - - (mountain view),Avail now. 1980 sqft. 4 bed bd 2 2.5 Bath ba. deteched garage,$4100, / 4br - 1980ft² - ,4075468028,,Sep 18 2013,South Bay,/sby/apa/4075468028.html,, / 4br - 1980ft² - - (san jose west),2 Bedroom 1 Bath Apartment in Burbank Area San Jose,$1550, / 2br - ,4075446922,,Sep 18 2013,South Bay,/sby/apa/4075446922.html,, / 2br - - (sunnyvale),Renovated 1x1 Apt. Stainless Steel Appliances w/ Granite Countertops!!,$1825, / 1br - 720ft² - ,4056223731,-122.022671,Sep 18 2013,South Bay,/sby/apa/4056223731.html,37.374341, / 1br - 720ft² - - (milpitas),1bedroom and 1 bathroom apartment ready to move in,$1550, / 1br - ,4075435257,-122.031375,Sep 18 2013,South Bay,/sby/apa/4075435257.html,37.360792, / 1br - - (milpitas),1bd and 1ba apartment available for rent,$1675, / 1br - 718ft² - ,4075444413,,Sep 18 2013,South Bay,/sby/apa/4075444413.html,, / 1br - 718ft² - - (sunnyvale),Gorgeous 2BR/1.5BA Fully remodelled in excellent location,$1700, / 2br - ,4052201885,-122.019610,Sep 18 2013,South Bay,/sby/apa/4052201885.html,37.369475, / 2br - - (campbell),Beautiful 2BR/1BA ,$1895, / 2br - ,4075262914,-121.952354,Sep 18 2013,South Bay,/sby/apa/4075262914.html,37.277417, / 2br - - (milpitas),FURNISHED EXECUTIVE SHAPELL HOME FOR RENT,$4200, / 5br - 3106ft² - ,4024547288,-121.895000,Sep 18 2013,South Bay,/sby/apa/4024547288.html,37.435200, / 5br - 3106ft² - - (milpitas),$1200 IncludeAll Utilities Remodeled PrivateEntranceQuietSafeFurnished,$1200, / 1br - ,4070284012,,Sep 18 2013,South Bay,/sby/apa/4070284012.html,, / 1br - - (san jose downtown),"3BR+loft/2.5BA Newer house new paint, carpet, hw floor, appliances",$2850, / 3br - 1816ft² - ,4075225248,-121.858034,Sep 18 2013,South Bay,/sby/apa/4075225248.html,37.343618, / 3br - 1816ft² - - (campbell),Beautiful 2BR/1BA ,$1895, / 2br - ,4075238790,-121.952354,Sep 18 2013,South Bay,/sby/apa/4075238790.html,37.277417, / 2br - - (saratoga),"Beatiful House, in great downtown location with over 1.5 Acre lot",$6200, / 5br - 3100ft² - ,4075193078,,Sep 18 2013,South Bay,/sby/apa/4075193078.html,, / 5br - 3100ft² - - (willow glen / cambrian),2Bed/2Bath GORGEOUS Condo Home!! Lives like a single family home!,$2300, / 2br - 1067ft² - ,4044502411,-121.860548,Sep 18 2013,South Bay,/sby/apa/4044502411.html,37.280742, / 2br - 1067ft² - - (san jose downtown),Beautiful 1 and 1 for rent,$1540, / 1br - 600ft² - ,4052664038,-121.931867,Sep 18 2013,South Bay,/sby/apa/4052664038.html,37.316142, / 1br - 600ft² - - (san jose east),Nice newly remodeled condominium,$1695, / 2br - 950ft² - ,4075152032,,Sep 18 2013,South Bay,/sby/apa/4075152032.html,, / 2br - 950ft² - - (san jose north),Beautiful newly remodeled condominium ,$1695, / 2br - 950ft² - ,4075144253,,Sep 18 2013,South Bay,/sby/apa/4075144253.html,, / 2br - 950ft² - - (san leandro),Coming Soon!! Lovely 2Bed 2Bath plus Den!! Great Special!!!!!!!! ,$1850, / 2br - 1225ft² - ,4076528690,-122.139221,Sep 18 2013,East Bay,/eby/apa/4076528690.html,37.686232, / 2br - 1225ft² - - (pittsburg / antioch),Se Renta Cuarto,$550, / 1br - 136ft² - ,4076542654,,Sep 18 2013,East Bay,/eby/apa/4076542654.html,, / 1br - 136ft² - - (oakland east),Newly Renovated 2-Bedroom Unit with Laminate Flooring,$1250, / 2br - ,4076511113,-122.228501,Sep 18 2013,East Bay,/eby/apa/4076511113.html,37.784854, / 2br - - (dublin / pleasanton / livermore),Dogs Are Welcome Here @ Amador Lakes,$1750, / 1br - 733ft² - ,4076540414,,Sep 18 2013,East Bay,/eby/apa/4076540414.html,, / 1br - 733ft² - - (fairfield / vacaville),Washer and Dryer included! Reserve today!,$1195, / 2br - 842ft² - ,4076490526,-122.042000,Sep 18 2013,East Bay,/eby/apa/4076490526.html,38.240800, / 2br - 842ft² - - (fairfield / vacaville),Charming One Bedroom With Luxurious Amenities! In-home Washer & Dryer!,$1163, / 1br - 740ft² - ,4076538847,,Sep 18 2013,East Bay,/eby/apa/4076538847.html,, / 1br - 740ft² - - (dublin / pleasanton / livermore),Beautiful Community In The Heart Of Dublin... Don't Miss Out!,$2050, / 2br - 920ft² - ,4076519021,,Sep 18 2013,East Bay,/eby/apa/4076519021.html,, / 2br - 920ft² - - (fremont / union city / newark),Nice Family Home,$1895, / 3br - ,4076536132,,Sep 18 2013,East Bay,/eby/apa/4076536132.html,, / 3br - - (pittsburg / antioch),House for Rent: Refurbished,$2250, / 5br - 2000ft² - ,4066364924,,Sep 18 2013,East Bay,/eby/apa/4066364924.html,, / 5br - 2000ft² - - (berkeley north / hills),2-bed Huge 1 block from UC campus courtyard Furnished ,$2999, / 2br - 1200ft² - ,4042706566,,Sep 18 2013,East Bay,/eby/apa/4042706566.html,, / 2br - 1200ft² - - (dublin / pleasanton / livermore),☛Gorgeous Spacious Livermore 4 BD /2.5 BA Court Location☚,$2850, / 4br - 2377ft² - ,4053562580,,Sep 18 2013,East Bay,/eby/apa/4053562580.html,, / 4br - 2377ft² - - (san jose south),"Short term, long term lease - beautiful single family home, San Jose",$3500, / 4br - 1632ft² - ,4059842411,,Sep 17 2013,South Bay,/sby/apa/4059842411.html,, / 4br - 1632ft² - - (san jose west),"Rosegarden! Upstairs 1/1, gas range, double pane windows, carport!",$1250, / 1br - ,4074466337,-121.917429,Sep 17 2013,South Bay,/sby/apa/4074466337.html,37.341178, / 1br - - (santa clara),WOW Price Reduced & $500 OFF Move-in! Washer&Dryer NEW REMODEL 2 Patio,$2099, / 2br - 973ft² - ,4074466052,,Sep 17 2013,South Bay,/sby/apa/4074466052.html,, / 2br - 973ft² - - (san jose west),"Downstairs 2/1, newer carpet, new floors, new range, DP windows!",$1475, / 2br - ,4065908841,-121.922666,Sep 17 2013,South Bay,/sby/apa/4065908841.html,37.275843, / 2br - - (sunnyvale),"Sunnyvale, 2-Bed, 1.5-Bath Townhome",$1795, / 2br - 750ft² - ,4074404870,,Sep 17 2013,South Bay,/sby/apa/4074404870.html,, / 2br - 750ft² - - (san jose north),Your New Home is Waiting!,$2325, / 2br - 1040ft² - ,4074388953,,Sep 17 2013,South Bay,/sby/apa/4074388953.html,, / 2br - 1040ft² - - (campbell),2BA SUNNY/GRANITE COUNTERS/GE/AC/DOUBLE PANE WINDOWS/POOL/SPA/FITNESS,$2395, / 2br - 1005ft² - ,4074343687,,Sep 17 2013,South Bay,/sby/apa/4074343687.html,, / 2br - 1005ft² - - (san jose downtown),2 WEEKS FREE on select units for move-in by 9/20! LIMITED TIME,$2060, / 1br - 793ft² - ,4074404298,-121.905370,Sep 17 2013,South Bay,/sby/apa/4074404298.html,37.331710, / 1br - 793ft² - - (santa clara),Needing More Space? Pre Lease Our Only 3x2 Available November,$2693, / 3br - 1270ft² - ,4074442724,,Sep 17 2013,South Bay,/sby/apa/4074442724.html,, / 3br - 1270ft² - - (cupertino),2Ba GREAT WEST CUPERTINO/DoublePaneWindows/AC/GraniteCtrs/Pool/Spa/Fit,$2995, / 2br - 1005ft² - ,4074354908,,Sep 17 2013,South Bay,/sby/apa/4074354908.html,, / 2br - 1005ft² - - (mountain view),Reserve Your Home Today!! Free Rent!,$3299, / 2br - 1064ft² - ,4074373780,-122.092931,Sep 17 2013,South Bay,/sby/apa/4074373780.html,37.398794, / 2br - 1064ft² - - (fremont / union city / newark),Single Family Home in Brookvale,$2350, / 3br - 1579ft² - ,4076710765,-122.022400,Sep 18 2013,East Bay,/eby/apa/4076710765.html,37.572746, / 3br - 1579ft² - - (oakland east),Studio -wood floor-Eastmont mall area,$725, ,4068448982,-122.172563,Sep 18 2013,East Bay,/eby/apa/4068448982.html,37.768450, - (albany / el cerrito),STUDIO PERCHED on ALBANY HILL 510-528-2762,$1200, / 1br - 600ft² - ,4059676664,,Sep 18 2013,East Bay,/eby/apa/4059676664.html,, / 1br - 600ft² - - (fremont / union city / newark),Remodeled Single Family Home in elegant/quiet neighborhood,$2000, / 3br - 1120ft² - ,4076708278,-122.074673,Sep 18 2013,East Bay,/eby/apa/4076708278.html,37.591734, / 3br - 1120ft² - - (richmond / point / annex),4 Bedroom 2 Bath in a Side by Side DUPLEX (510)528-2762,$1650, / 4br - ,4070685097,-122.348510,Sep 18 2013,East Bay,/eby/apa/4070685097.html,37.942342, / 4br - - (vallejo / benicia),Charming 2 bed 1 bath townhouse across from Terrace Parkfrom ,$1000, / 2br - 900ft² - ,4076699054,-122.263739,Sep 18 2013,East Bay,/eby/apa/4076699054.html,38.120653, / 2br - 900ft² - - (vallejo / benicia),"Townhomes Are Here, You Should Be Too!!",$1650, / 3br - 1380ft² - ,4076605306,-122.240219,Sep 18 2013,East Bay,/eby/apa/4076605306.html,38.081620, / 3br - 1380ft² - - (pittsburg / antioch),"Nice neighborhood, New carpet and paint (Sec 8 OK)",$2090, / 4br - 2100ft² - ,4076693469,-121.792066,Sep 18 2013,East Bay,/eby/apa/4076693469.html,38.003221, / 4br - 2100ft² - - (fremont / union city / newark),Welcome Home To Paragon!! New Luxury Apartment Homes! Move in Today!,$1945, / 1br - 738ft² - ,4076651499,,Sep 18 2013,East Bay,/eby/apa/4076651499.html,, / 1br - 738ft² - - (concord / pleasant hill / martinez), Gorgeous Remodel*Great Pleasant Hill Location*Walk to Schools/Shoppi,$1695, / 2br - 900ft² - ,4076673778,-122.058792,Sep 18 2013,East Bay,/eby/apa/4076673778.html,37.957852, / 2br - 900ft² - - (danville / san ramon),Stroage and Second floor Corner unit!,$1650, / 1br - 575ft² - ,4076452531,-121.983673,Sep 18 2013,East Bay,/eby/apa/4076452531.html,37.778320, / 1br - 575ft² - - (concord / pleasant hill / martinez),"Large Luxury Apartment, the Palmetto!",$1503, / 2br - 800ft² - ,4076450991,,Sep 18 2013,East Bay,/eby/apa/4076450991.html,, / 2br - 800ft² - - (san leandro),Pool view and top floor!,$1195, / 1br - 594ft² - ,4076448679,,Sep 18 2013,East Bay,/eby/apa/4076448679.html,, / 1br - 594ft² - - (fremont / union city / newark),Stunning apartments within steps from everyday shopping & transportati,$2475, / 2br - 1184ft² - ,4076446570,-121.975581,Sep 18 2013,East Bay,/eby/apa/4076446570.html,37.553177, / 2br - 1184ft² - - (dublin / pleasanton / livermore),All New come visit Open floor plan w/beautiful kitchen ,$1732, / 1br - 783ft² - ,4076447871,-121.876184,Sep 18 2013,East Bay,/eby/apa/4076447871.html,37.676530, / 1br - 783ft² - - (fairfield / vacaville),Spacious 2x1 nestled in the beautiful Solano Foothills,$1338, / 875ft² - ,4076329024,-122.052869,Sep 18 2013,East Bay,/eby/apa/4076329024.html,38.277381, / 875ft² - - (oakland downtown),One bedroom with Washer/Dryer in Downtown Oakland- Jack London Square!,$2065, / 1br - 771ft² - ,4076445202,-122.270558,Sep 18 2013,East Bay,/eby/apa/4076445202.html,37.792422, / 1br - 771ft² - - (concord / pleasant hill / martinez),"Large bedroom, remodeled, convenient",$1250, / 2br - 805ft² - ,4058376356,-122.012472,Sep 18 2013,East Bay,/eby/apa/4058376356.html,37.985021, / 2br - 805ft² - -" (hercules, pinole, san pablo, el sob)",2/1 Forest Park Townhouse,$1500, / 2br - 778ft² - ,4076443428,-122.275840,Sep 18 2013,East Bay,/eby/apa/4076443428.html,38.011151, / 2br - 778ft² - - (berkeley),Fourth Apartment Available For Rent Now!,$2368, / 1br - 720ft² - ,4076440969,,Sep 18 2013,East Bay,/eby/apa/4076440969.html,, / 1br - 720ft² - - (richmond / point / annex),1 BR - Corner lot townhouse with garage and yard,$1400, / 1br - 1200ft² - ,4057613779,-122.342581,Sep 18 2013,East Bay,/eby/apa/4057613779.html,37.941771, / 1br - 1200ft² - - (pittsburg / antioch),"Lots of space, A Must see, 2 story 4+ bed, 3 bath Antioch - SELECT 1 R",$1875, / 4br - 2252ft² - ,4076250581,-121.780759,Sep 18 2013,East Bay,/eby/apa/4076250581.html,37.984069, / 4br - 2252ft² - - (oakland lake merritt / grand),Beautiful Apt.***Spacious & Clean***Laundry On-Site,$1450, / 1br - 800ft² - ,4065771832,-122.247370,Sep 18 2013,East Bay,/eby/apa/4065771832.html,37.798682, / 1br - 800ft² - - (san leandro),Great Downtown Location w/EZ Access to BART,$1225, / 1br - ,4076318984,-122.149921,Sep 18 2013,East Bay,/eby/apa/4076318984.html,37.718978, / 1br - - (fremont / union city / newark),Cozy Studio Apartment in Downtown Fremont,$1395, / 545ft² - ,4076344956,-121.990326,Sep 18 2013,East Bay,/eby/apa/4076344956.html,37.546255, / 545ft² - - (fremont / union city / newark),Spacious 2 Bedroom 1 Bathroom Apartment,$1845, / 2br - 846ft² - ,4076344296,-121.990326,Sep 18 2013,East Bay,/eby/apa/4076344296.html,37.546255, / 2br - 846ft² - - (concord / pleasant hill / martinez),4 bed/3 bath MARTINEZ HOME ~ SPACIOUS AND COZY,$2695, / 4br - 2482ft² - ,4076334008,-122.080574,Sep 18 2013,East Bay,/eby/apa/4076334008.html,37.977722, / 4br - 2482ft² - - (san leandro),Designed with your convenience in mind,$1275, / 1br - ,4076331799,-122.149921,Sep 18 2013,East Bay,/eby/apa/4076331799.html,37.718978, / 1br - - (fremont / union city / newark),Live smart in the beautiful community of Verandas!,$1875, / 1br - 777ft² - ,4076341322,,Sep 18 2013,East Bay,/eby/apa/4076341322.html,, / 1br - 777ft² - - (concord / pleasant hill / martinez),1131 Pine Street - Martinez- Unit # 37,$800, / 400ft² - ,4076265577,,Sep 18 2013,East Bay,/eby/apa/4076265577.html,, / 400ft² - - (lafayette / orinda / moraga),Come Swim in our Sparkling Swimming Pool - Lafayette Highlands!,$1839, / 1br - 750ft² - ,4076336769,-122.102900,Sep 18 2013,East Bay,/eby/apa/4076336769.html,37.894979, / 1br - 750ft² - - (fremont / union city / newark),⋆â€SPECIALS*WHERE THE BBQ LOVERS GO! †510.794.8393,$1995, / 2br - 1004ft² - ,4076295876,,Sep 18 2013,East Bay,/eby/apa/4076295876.html,, / 2br - 1004ft² - - (albany / el cerrito),Spectacular House in El Cerritto Hills: $3100.,$3100, / 3br - ,4065146258,,Sep 18 2013,East Bay,/eby/apa/4065146258.html,, / 3br - - (vallejo / benicia),"Wood Floors, Private deck, Dishwasher, Water & Garbage & Pkg. paid",$825, / 1br - ,4076213191,-122.244926,Sep 18 2013,East Bay,/eby/apa/4076213191.html,38.128981, / 1br - - (fairfield / vacaville),"Join Our Wait List, Affordable Housing, Spacious, Near Vacaville HS",$922, / 2br - 1065ft² - ,4076240411,-121.979911,Sep 18 2013,East Bay,/eby/apa/4076240411.html,38.359433, / 2br - 1065ft² - - (oakland east),Upstairs Unit in San Leandro School District EXT 849,$1150, / 2br - ,4076223024,,Sep 18 2013,East Bay,/eby/apa/4076223024.html,, / 2br - - (berkeley),Reduced Rent for Incredible Apartment !,$2699, / 2br - ,4065170467,,Sep 18 2013,East Bay,/eby/apa/4065170467.html,, / 2br - - (berkeley north / hills),Pet Friendly Single Family Home with Backyard!,$3050, / 2br - 800ft² - ,4076224602,-122.290504,Sep 18 2013,East Bay,/eby/apa/4076224602.html,37.879763, / 2br - 800ft² - - (albany / el cerrito),$3200/3bdr-Lovely BayArea home in the El Cerrito hills near schools ,$3200, / 3br - ,4061322082,,Sep 18 2013,East Bay,/eby/apa/4061322082.html,, / 3br - - (fairfield / vacaville),"Join our Wait List, Near Outlets, Affordable Housing, Spacious",$850, / 1br - 600ft² - ,4076239026,-121.979911,Sep 18 2013,East Bay,/eby/apa/4076239026.html,38.359433, / 1br - 600ft² - - (berkeley),LOCATION! Walking distance UC BERKELEY CAMPUS & MEMORIAL STADIUM ! ,$2795, / 2br - ,4070970477,,Sep 18 2013,East Bay,/eby/apa/4070970477.html,, / 2br - - (hayward / castro valley),"Huge Renovated Kitchen, NEW Appliances, & More! Across From BART!",$1770, / 1br - 925ft² - ,4076221046,-122.055475,Sep 18 2013,East Bay,/eby/apa/4076221046.html,37.636250, / 1br - 925ft² - - (berkeley),Need to get to school fast?,$2795, / 2br - ,4065195411,,Sep 18 2013,East Bay,/eby/apa/4065195411.html,, / 2br - - (richmond / point / annex),Duplex Estilo Casita en Oakland,$1200, / 2br - ,4061326045,-122.170477,Sep 18 2013,East Bay,/eby/apa/4061326045.html,37.749728, / 2br - -" (Vallejo, Fairfield, Crockett)",*SPACIOUS AND CENTRALLY LOCATED! EASY FREEWAY ACCESS* (707) 643-1100,$1250, / 2br - 870ft² - ,4075933866,-122.241874,Sep 18 2013,East Bay,/eby/apa/4075933866.html,38.083062, / 2br - 870ft² - - (oakland downtown),Bring Your Pets and Come On Home,$2727, / 1br - ,4076030341,-122.275580,Sep 18 2013,East Bay,/eby/apa/4076030341.html,37.805427, / 1br - - (oakland east),Apartamento de 2 recamaras ,$1300, / 2br - ,4071629022,-122.162077,Sep 18 2013,East Bay,/eby/apa/4071629022.html,37.749728, / 2br - - (walnut creek),WE HAVE THE KEY TO YOUR HOME!,$1725, / 1br - 725ft² - ,4076029074,,Sep 18 2013,East Bay,/eby/apa/4076029074.html,, / 1br - 725ft² - - (oakland north / temescal),51st St. - Spacious & Centrally Located Studio in N. Oakland/Temescal,$995, ,4076028571,-122.264713,Sep 18 2013,East Bay,/eby/apa/4076028571.html,37.837026, - (fremont / union city / newark),A Luxurious Oasis In The Heart of Fremont!,$2405, / 2br - 1058ft² - ,4075916635,,Sep 18 2013,East Bay,/eby/apa/4075916635.html,, / 2br - 1058ft² - - (concord / pleasant hill / martinez),"Ground Floor, Pet Friendly Home With New Laminate Flooring!",$1689, / 1br - 539ft² - ,4076054152,,Sep 18 2013,East Bay,/eby/apa/4076054152.html,, / 1br - 539ft² - - (oakland east),Rente Casa en Oakland,$1500, / 2br - ,4076037625,-122.183777,Sep 18 2013,East Bay,/eby/apa/4076037625.html,37.763928, / 2br - - (dublin / pleasanton / livermore),Lease this 3x2 today! Keys upon approval! Free September rent!,$3139, / 3br - 1447ft² - ,4076053833,-121.929874,Sep 18 2013,East Bay,/eby/apa/4076053833.html,37.701072, / 3br - 1447ft² - - (dublin / pleasanton / livermore),Prestigious Living for Less,$1657, / 1br - 633ft² - ,4076052532,-121.876059,Sep 18 2013,East Bay,/eby/apa/4076052532.html,37.688439, / 1br - 633ft² - - (2624 Foothill Blvd & 27th Avenue ),Spacious & Gorgeous 1 Bdrm coming available October 10th! ,$895, / 1br - ,4075877742,-122.228634,Sep 18 2013,East Bay,/eby/apa/4075877742.html,37.784428, / 1br - - (richmond / point / annex),"5103B Panama Ave, Richmond 94804 (xst-Columbia Blvd)",$775, / 1br - ,4064864161,-122.315668,Sep 18 2013,East Bay,/eby/apa/4064864161.html,37.903830, / 1br - - (richmond / point / annex),"922 Carlson Blvd , Richmond CA 94804 (xst-S.43rd St.) ",$950, / 2br - ,4056165081,-122.330004,Sep 18 2013,East Bay,/eby/apa/4056165081.html,37.919294, / 2br - - (dublin / pleasanton / livermore),"Tracy-5 Bedroom, 3 Bathroom",$1950, / 5br - 3000ft² - ,4019356244,-121.495500,Sep 18 2013,East Bay,/eby/apa/4019356244.html,37.656700, / 5br - 3000ft² - - (dublin / pleasanton / livermore),"4 bedroom, 3 bathroom-TRACY",$1700, / 4br - ,4019354695,-121.425220,Sep 18 2013,East Bay,/eby/apa/4019354695.html,37.739650, / 4br - - (pittsburg / antioch),"2 bedroom, 1 bathroom",$950, / 2br - ,4012607329,-121.887069,Sep 18 2013,East Bay,/eby/apa/4012607329.html,38.022220, / 2br - - (vallejo / benicia),Benicia home,$1290, / 2br - 950ft² - ,4075956717,-122.149098,Sep 18 2013,East Bay,/eby/apa/4075956717.html,38.053050, / 2br - 950ft² - - (emeryville),Studio located in resort like setting,$1350, ,4075944143,,Sep 18 2013,East Bay,/eby/apa/4075944143.html,, - (fairfield / vacaville),Mid September Move in for a 2 Bedroom at Hidden Creek,$1325, / 2br - 870ft² - ,4075833539,,Sep 18 2013,East Bay,/eby/apa/4075833539.html,, / 2br - 870ft² - - (fremont / union city / newark),The Comfort You Desire And The Space You Need!! ,$1679, / 1br - 692ft² - ,4075961353,-122.042860,Sep 18 2013,East Bay,/eby/apa/4075961353.html,37.576801, / 1br - 692ft² - - (pittsburg / antioch),"Ground floor unit with upgrades 2 bed, 1 bath - SELECT 1 REALTY",$850, / 2br - 900ft² - ,4029557059,-121.813867,Sep 18 2013,East Bay,/eby/apa/4029557059.html,38.006823, / 2br - 900ft² - - (pittsburg / antioch),"Upstaris unit, 2 bed 1 bath Antioch - SELECT 1 REALTY",$795, / 2br - 900ft² - ,4021723668,-121.808900,Sep 18 2013,East Bay,/eby/apa/4021723668.html,37.993900, / 2br - 900ft² - - (vallejo / benicia),PRICE REDUCED! 3 bed 1.5 bath home in Vallejo,$1195, / 3br - 1050ft² - ,4036704885,-122.223988,Sep 18 2013,East Bay,/eby/apa/4036704885.html,38.093407, / 3br - 1050ft² - - (fairfield / vacaville),Beautiful 3/2 near Mankas Park ,$1650, / 3br - 1724ft² - ,4071530906,-122.060709,Sep 18 2013,East Bay,/eby/apa/4071530906.html,38.266398, / 3br - 1724ft² - - (vallejo / benicia),Newly renovated 1 bed 1 bath home in Vallejo!,$950, / 1br - 1050ft² - ,4036829865,-122.253076,Sep 18 2013,East Bay,/eby/apa/4036829865.html,38.110136, / 1br - 1050ft² - - (vallejo / benicia),EXTREME PRICE DROP!!! CALL TODAY FOR NEW PRICES!!,$1390, / 2br - 1102ft² - ,4076196957,,Sep 18 2013,East Bay,/eby/apa/4076196957.html,, / 2br - 1102ft² - - (vallejo / benicia),Charming 3 bed 1 bath home in Vallejo,$1395, / 3br - 1373ft² - ,4050392724,-122.259611,Sep 18 2013,East Bay,/eby/apa/4050392724.html,38.114661, / 3br - 1373ft² - - (fairfield / vacaville),2 bed 2 bath home with den/bonus room in Fairfield (Cordelia),$1875, / 2br - 1434ft² - ,4036806970,-122.139514,Sep 18 2013,East Bay,/eby/apa/4036806970.html,38.193748, / 2br - 1434ft² - - (fairfield / vacaville),3 bed 2 bath in Suisun City! ,$1250, / 3br - 1138ft² - ,4071532514,-121.995951,Sep 18 2013,East Bay,/eby/apa/4071532514.html,38.244004, / 3br - 1138ft² - - (oakland north / temescal),"Hardwood Floors, Garage parking, Temescal area",$1495, / 1br - ,4076190180,-122.264979,Sep 18 2013,East Bay,/eby/apa/4076190180.html,37.841360, / 1br - - (dublin / pleasanton / livermore),Beautiful Single Family House 4Br/2+1ba ,$1900, / 4br - 2400ft² - ,4076189386,-121.539700,Sep 18 2013,East Bay,/eby/apa/4076189386.html,37.769500, / 4br - 2400ft² - - (pittsburg / antioch),Your New Home Awaits! Start The Process Today!,$895, / 1br - 830ft² - ,4076136199,,Sep 18 2013,East Bay,/eby/apa/4076136199.html,, / 1br - 830ft² - - (vallejo / benicia),1715 Sonoma Blvd #212 ,$725, / 580ft² - ,4045907186,-122.254939,Sep 18 2013,East Bay,/eby/apa/4045907186.html,38.101241, / 580ft² - - (vallejo / benicia),136 Platinum Court,$1800, / 4br - 1736ft² - ,4045908243,,Sep 18 2013,East Bay,/eby/apa/4045908243.html,, / 4br - 1736ft² - - (vallejo / benicia),488 Corcoran Ave #2*** Condo in North Vallejo,$925, / 2br - 880ft² - ,4056773137,-122.248139,Sep 18 2013,East Bay,/eby/apa/4056773137.html,38.148978, / 2br - 880ft² - - (vallejo / benicia),635 Ohio St Apt C,$550, / 1br - ,4065573753,-122.255910,Sep 18 2013,East Bay,/eby/apa/4065573753.html,38.107053, / 1br - - (vallejo / benicia),"221 Valley Oak Lane, Glen Cove",$1800, / 4br - 1692ft² - ,4065572167,-122.209655,Sep 18 2013,East Bay,/eby/apa/4065572167.html,38.082427, / 4br - 1692ft² - - (vallejo / benicia),514 Daniels Ave,$1450, / 4br - 1702ft² - ,4065564814,-122.268203,Sep 18 2013,East Bay,/eby/apa/4065564814.html,38.121978, / 4br - 1702ft² - - (vallejo / benicia),623 Pope Dr. Apt D***Spacious Apt. East Vallejo,$850, / 1br - ,4065292625,-122.208378,Sep 18 2013,East Bay,/eby/apa/4065292625.html,38.093454, / 1br - - (vallejo / benicia),2 WEEKS FREE!***110 Alabama St,$810, / 2br - ,4063049721,-122.262937,Sep 18 2013,East Bay,/eby/apa/4063049721.html,38.109126, / 2br - - (vallejo / benicia),488 Corcoran Ave #2*** Condo in North Vallejo,$925, / 2br - 880ft² - ,4056771686,-122.248139,Sep 18 2013,East Bay,/eby/apa/4056771686.html,38.148978, / 2br - 880ft² - - (oakland east),"AFFORDABLE STUDIO UNIT IN OAKLAND,READY NOW!!",$700, ,4075803599,,Sep 18 2013,East Bay,/eby/apa/4075803599.html,, - (fremont / union city / newark),Single Family Home in a Quiet Neighborhood Near Great Schools,$3000, / 4br - 2139ft² - ,4075836477,-122.082574,Sep 18 2013,East Bay,/eby/apa/4075836477.html,37.582800, / 4br - 2139ft² - - (brentwood / oakley),YOU CAN BUY NOW AFTER FORECLOSURE OR A SHORT SALE 1 YEAR PROGRAM,, ,4035769522,,Sep 18 2013,East Bay,/eby/apa/4035769522.html,, - (oakland east),Great home with a big backyard and storage shed,$1699, / 3br - ,4071237794,-122.174477,Sep 18 2013,East Bay,/eby/apa/4071237794.html,37.730329, / 3br - - (fremont / union city / newark),Fully Furnished Studio Suite Available Immediately,$1913, / 1br - ,4075789790,,Sep 18 2013,East Bay,/eby/apa/4075789790.html,, / 1br - - (concord / pleasant hill / martinez),2 Bedroom 1.5 Bath Condo,$1250, / 2br - 990ft² - ,4075788018,-122.048216,Sep 18 2013,East Bay,/eby/apa/4075788018.html,37.998452, / 2br - 990ft² - - (fremont / union city / newark),"Updated Single Family Home, 3 Bedrooms, 2 Bathrooms in Central Fremont",$2200, / 3br - 1067ft² - ,4075787171,-121.990986,Sep 18 2013,East Bay,/eby/apa/4075787171.html,37.527698, / 3br - 1067ft² - - (hayward / castro valley),Spacious 1 BR Apt. with Plush Carpeting & Walk-in Closets,$1923, / 1br - 985ft² - ,4075784925,-122.094752,Sep 18 2013,East Bay,/eby/apa/4075784925.html,37.659316, / 1br - 985ft² - - (dublin / pleasanton / livermore),Luxury home Be the first Brand new You Valley Plaza,$1732, / 1br - 783ft² - ,4075758617,-121.876205,Sep 18 2013,East Bay,/eby/apa/4075758617.html,37.676530, / 1br - 783ft² - - (dublin / pleasanton / livermore),Beautiful custom paint 4 BR immediate move in house,$2455, / 4br - ,4075677927,,Sep 18 2013,East Bay,/eby/apa/4075677927.html,, / 4br - - (brentwood / oakley),FREE BRENTWOOD RENTAL LISTINGS www.925SOLDRENT.com,$1850, / 3br - ,4033960798,,Sep 18 2013,East Bay,/eby/apa/4033960798.html,, / 3br - - (pittsburg / antioch),ANTIOCH/OAKLEY/BRENTWOOD AND MORE FREE LISTINGS,$1800, / 3br - ,4043946355,,Sep 18 2013,East Bay,/eby/apa/4043946355.html,, / 3br - - (vallejo / benicia), Newly Remodeled 1Br/1Bth $1000,$990, / 1br - ,4056326010,-122.231984,Sep 18 2013,East Bay,/eby/apa/4056326010.html,38.095161, / 1br - - (santa clara),Great Home In Wonderful Neighborhood Near Top Employers,$2895, / 3br - ,4045860216,-121.953000,Sep 18 2013,South Bay,/sby/apa/4045860216.html,37.349200, / 3br - - (santa clara),Large Corner Unit Santa Clara Apt. Good Location Close To Everything!!,$1575, / 1br - 700ft² - ,4063750534,-121.967300,Sep 18 2013,South Bay,/sby/apa/4063750534.html,37.342058, / 1br - 700ft² - - (milpitas),3 bedroom 2 ba 2 car garage,$2550, / 3br - 1300ft² - ,4075454541,-121.877425,Sep 18 2013,South Bay,/sby/apa/4075454541.html,37.441050, / 3br - 1300ft² - - (mountain view),Spacious & Gorgeous Apartment in Mountain View Near Google & Stanford,$1650, / 1br - 700ft² - ,4048350987,-122.115774,Sep 18 2013,South Bay,/sby/apa/4048350987.html,37.404740, / 1br - 700ft² - - (sunnyvale),Meticulously Remodeled 1b/1b Upstairs Unit Near Apple Campus,$1650, / 1br - 650ft² - ,4049005865,-122.040032,Sep 18 2013,South Bay,/sby/apa/4049005865.html,37.339826, / 1br - 650ft² - - (willow glen / cambrian),Beautiful Willows 3b/2.5 Townhome Near Park on Rubino,$3150, / 3br - 1700ft² - ,4063746427,-121.875727,Sep 18 2013,South Bay,/sby/apa/4063746427.html,37.279459, / 3br - 1700ft² - - (san jose south),Beautiful House for Family,$2700, / 3br - 1228ft² - ,4071037806,-121.818700,Sep 18 2013,South Bay,/sby/apa/4071037806.html,37.344223, / 3br - 1228ft² - - (san jose west),"Wait list now open, Affordable, one bedroom @ Las Ventanas!",$1232, / 1br - 664ft² - ,4026722446,,Sep 18 2013,South Bay,/sby/apa/4026722446.html,, / 1br - 664ft² - - (sunnyvale),An Unforgettable Living Experience at Heatherstone Apartments!,$2090, / 1br - 700ft² - ,4075450021,,Sep 18 2013,South Bay,/sby/apa/4075450021.html,, / 1br - 700ft² - - (campbell),Pruneyard Campbell home for RENT,$2995, / 3br - ,4075120792,,Sep 18 2013,South Bay,/sby/apa/4075120792.html,, / 3br - - (san jose west),New Stainless Steel Appliances /Washer/Dryer^^Balcony^^Fitness Center ,$1990, / 2br - 922ft² - ,4075105426,-121.935600,Sep 18 2013,South Bay,/sby/apa/4075105426.html,37.316300, / 2br - 922ft² - - (sunnyvale),NEWLY REMODELRD HOME 4bed/3ba WITH GREAT SCHOOLS 94087,$3650, / 4br - 2244ft² - ,4075113996,-122.012927,Sep 18 2013,South Bay,/sby/apa/4075113996.html,37.342417, / 4br - 2244ft² - - (campbell),Stuido for RENT at Campbell,$1150, ,4075110528,,Sep 18 2013,South Bay,/sby/apa/4075110528.html,, - (pittsburg / antioch),Cute & Cheap! 2 Bed/1 Bath Basement Apartment in Old Town Antioch,$875, / 2br - ,4076528001,-121.810167,Sep 18 2013,East Bay,/eby/apa/4076528001.html,38.014321, / 2br - - (oakland hills / mills),Open 9/20@ 10:00 a.m.~Available 10/1 - Craftsman Bungalow Beauty 3/2,$2150, / 3br - ,4076526734,-122.191778,Sep 18 2013,East Bay,/eby/apa/4076526734.html,37.774328, / 3br - - (oakland lake merritt / grand),"Going Fast! Marvelous Two Bedrooms Just $1,898",$1898, / 2br - ,4076525834,,Sep 18 2013,East Bay,/eby/apa/4076525834.html,, / 2br - - (oakland east),Resident Manager for Renovated 18-Unit Apartment,$325, / 1br - ,4076515978,-122.228501,Sep 18 2013,East Bay,/eby/apa/4076515978.html,37.784854, / 1br - - (san jose downtown),"Spacious Downstairs Apartment, Large Backyard, Tile Floors, Remodeled",$1995, / 3br - ,4074421172,,Sep 17 2013,South Bay,/sby/apa/4074421172.html,, / 3br - - (campbell),MOVE-IN THIS WEEKEND!!!,$1699, / 1br - 665ft² - ,4074334640,,Sep 17 2013,South Bay,/sby/apa/4074334640.html,, / 1br - 665ft² - - (santa clara),Great Fall Pricing Let's You Save For The New Year,$2009, / 1br - 804ft² - ,4074414975,-121.947920,Sep 17 2013,South Bay,/sby/apa/4074414975.html,37.393329, / 1br - 804ft² - - (San Jose North),"If You Move Here, You Could Be Living in the BEST Apartments!",$2290, / 2br - 1008ft² - ,4069889662,,Sep 17 2013,South Bay,/sby/apa/4069889662.html,, / 2br - 1008ft² - - (walnut creek),Spacious Studio Apartment,$1245, / 1br - 650ft² - ,4076689728,,Sep 18 2013,East Bay,/eby/apa/4076689728.html,, / 1br - 650ft² - - (concord / pleasant hill / martinez),Upper Level Pleasant Hill Condo,$1500, / 2br - 801ft² - ,4076672475,-122.071497,Sep 18 2013,East Bay,/eby/apa/4076672475.html,37.975991, / 2br - 801ft² - - (oakland downtown),Luxury Awaits You. Walk to Bart,$2727, / 1br - ,4076683192,-122.275180,Sep 18 2013,East Bay,/eby/apa/4076683192.html,37.806227, / 1br - - (dublin / pleasanton / livermore),"$2110 / 3br - 1400ft; - 3-bedroom, two bath family condo next to BART ",$2110, / 3br - 1400ft² - ,4076664332,-121.899340,Sep 18 2013,East Bay,/eby/apa/4076664332.html,37.704484, / 3br - 1400ft² - - (fairfield / vacaville),"Spacious, Affordable, Fantastic & A Great Community!!!",$1000, / 2br - 800ft² - ,4076437333,,Sep 18 2013,East Bay,/eby/apa/4076437333.html,, / 2br - 800ft² - - (fremont / union city / newark),Step right up and make your move.,$1730, / 2br - 830ft² - ,4076386506,-122.022177,Sep 18 2013,East Bay,/eby/apa/4076386506.html,37.585422, / 2br - 830ft² - - (oakland hills / mills),"IMMACULATE 3 BR, 2 1/2 BA HOME IN OAKLAND HILLS ",, ,4076173473,-122.177207,Sep 18 2013,East Bay,/eby/apa/4076173473.html,37.795364, - (pittsburg / antioch),Washer and Dryer Included In All Apartment Homes!,$1175, / 1br - 642ft² - ,4076435758,,Sep 18 2013,East Bay,/eby/apa/4076435758.html,, / 1br - 642ft² - - (pittsburg / antioch),"2/2 Units available-includes business center, pool, spa, gym, tanning!",$1410, / 2br - 998ft² - ,4076434356,,Sep 18 2013,East Bay,/eby/apa/4076434356.html,, / 2br - 998ft² - - (fairfield / vacaville),Do You Work at Cal Berkeley or UC Davis?? You Should Live Here!!!,$1499, / 2br - 1063ft² - ,4076417412,-122.012357,Sep 18 2013,East Bay,/eby/apa/4076417412.html,38.275976, / 2br - 1063ft² - - (oakland east),CONORTABLE FURNISHED STUDIO,$800, ,4062774549,,Sep 18 2013,East Bay,/eby/apa/4062774549.html,, - (pittsburg / antioch),"Schedule a tour at Twin Creeks, call (925)778-5300",$1425, / 2br - 998ft² - ,4017367253,,Sep 18 2013,East Bay,/eby/apa/4017367253.html,, / 2br - 998ft² - - (pittsburg / antioch),Washer and Dryer Included In All Apartment Homes!,$1140, / 1br - 642ft² - ,4049033299,,Sep 18 2013,East Bay,/eby/apa/4049033299.html,, / 1br - 642ft² - - (fremont / union city / newark),Jr--mv in special price -see qualifications,$1205, / 1br - 547ft² - ,4056904941,-121.987783,Sep 18 2013,East Bay,/eby/apa/4056904941.html,37.554951, / 1br - 547ft² - - (oakland hills / mills),2 BR 2 BA Remodeled Condo in Oakland Hills with Lots of Exciting Perks,$2300, / 2br - 1100ft² - ,4076308736,-122.149060,Sep 18 2013,East Bay,/eby/apa/4076308736.html,37.771356, / 2br - 1100ft² - - (fremont / union city / newark),Why Look Elsewhere? You'll Love Your New Home At Amber Court! ,$1679, / 1br - 692ft² - ,4076331685,-122.042860,Sep 18 2013,East Bay,/eby/apa/4076331685.html,37.576801, / 1br - 692ft² - - (fremont / union city / newark),"Goodbye old apartment, Hello new apartment!",$1595, / 754ft² - ,4076331075,,Sep 18 2013,East Bay,/eby/apa/4076331075.html,, / 754ft² - - (danville / san ramon),Adjacent to Plaza ,$1630, / 1br - 734ft² - ,4076330764,-121.975374,Sep 18 2013,East Bay,/eby/apa/4076330764.html,37.771351, / 1br - 734ft² - - (san leandro),Call for Specials! - Make Us Your New Residence!,$962, ,4064061924,,Sep 18 2013,East Bay,/eby/apa/4064061924.html,, - (brentwood / oakley),Beautiful Brentwood One story in excellent location,$2250, / 5br - 2800ft² - ,4076329409,-121.710512,Sep 18 2013,East Bay,/eby/apa/4076329409.html,37.920849, / 5br - 2800ft² - - (fremont / union city / newark),°✤✤✤ YOUR DREAM PLACE✤ 510.794.8393 ,$1500, / 1br - 527ft² - ,4076292497,,Sep 18 2013,East Bay,/eby/apa/4076292497.html,, / 1br - 527ft² - - (fremont / union city / newark),"Make today your lucky day, come on over & lease with us!",$2005, / 2br - 1096ft² - ,4076328102,,Sep 18 2013,East Bay,/eby/apa/4076328102.html,, / 2br - 1096ft² - - (richmond / point / annex),Recently remodeled 3bd/1bt SECTION * OK,$1756, / 3br - ,4076188282,-122.322963,Sep 18 2013,East Bay,/eby/apa/4076188282.html,37.926233, / 3br - - (san leandro),Call for Specials! - Available Large Apartment Homes,$962, ,4064066392,,Sep 18 2013,East Bay,/eby/apa/4064066392.html,, - (pittsburg / antioch),Your dream home for lease in Antioch,$2200, / 4br - 2505ft² - ,4076316547,-121.849301,Sep 18 2013,East Bay,/eby/apa/4076316547.html,37.983378, / 4br - 2505ft² - -" (hercules, pinole, san pablo, el sob)",Affordable Condo For Rent in El Sobrante,$1800, / 3br - ,4076289569,,Sep 18 2013,East Bay,/eby/apa/4076289569.html,, / 3br - - (fremont / union city / newark),2 br 1 bath in Parkmont Fremont,$1750, / 2br - 900ft² - ,4071125109,-121.999900,Sep 18 2013,East Bay,/eby/apa/4071125109.html,37.560500, / 2br - 900ft² - - (albany / el cerrito),Great Albany House $2350,$2350, / 2br - ,4065101694,,Sep 18 2013,East Bay,/eby/apa/4065101694.html,, / 2br - - (dublin / pleasanton / livermore),Two Bedroom One Bathroom with an Easy walk to Downtown Pleasanton,$1947, / 2br - ,4076207328,-121.885736,Sep 18 2013,East Bay,/eby/apa/4076207328.html,37.668111, / 2br - - (fremont / union city / newark),Lots of space! 3x3!,$2385, / 3br - 1369ft² - ,4076159009,,Sep 18 2013,East Bay,/eby/apa/4076159009.html,, / 3br - 1369ft² - - (alameda),房屋出租 APTS 4 BEDROOMS 2 FULL BATH IN ALAMEDA CITY (al,$2800, / 4br - 1560ft² - ,4076234591,-122.277080,Sep 18 2013,East Bay,/eby/apa/4076234591.html,37.776638, / 4br - 1560ft² - - (fremont / union city / newark),Spacious 1 Bedroom Apartment in Downtown Fremont,$1545, / 1br - 682ft² - ,4076173401,-121.990326,Sep 18 2013,East Bay,/eby/apa/4076173401.html,37.546255, / 1br - 682ft² - - (oakland west),Beautiful 3bd/2ba condo,$2500, / 3br - 1400ft² - ,4076212745,-122.295894,Sep 18 2013,East Bay,/eby/apa/4076212745.html,37.809541, / 3br - 1400ft² - - (walnut creek),*Huge & Unique*Executive Studio*New Interior@Retreat,$1948, / 796ft² - ,4067967053,,Sep 18 2013,East Bay,/eby/apa/4067967053.html,, / 796ft² - - (fairfield / vacaville),My boss cuts off a finger if I knock $100 off. Call me 1-finger Teresa,$1499, / 2br - 1063ft² - ,4076231865,-122.012357,Sep 18 2013,East Bay,/eby/apa/4076231865.html,38.275976, / 2br - 1063ft² - - (walnut creek),Beautiful Walnut Creek Home!,$1500, ,4065692401,,Sep 18 2013,East Bay,/eby/apa/4065692401.html,, - (pittsburg / antioch),Nice Antioch Home!,$1400, ,4065650762,,Sep 18 2013,East Bay,/eby/apa/4065650762.html,, - (oakland east),NICE 2 BEDROOM 1 BATH APARTMENT WITH GARAGE COME SEE IT TODAY*********,$1100, / 2br - ,4075953718,-122.165036,Sep 18 2013,East Bay,/eby/apa/4075953718.html,37.754387, / 2br - - (vallejo / benicia),Newly Renovated Duplex for Rent $1200/month,$1150, / 2br - 1000ft² - ,4076049942,,Sep 18 2013,East Bay,/eby/apa/4076049942.html,, / 2br - 1000ft² - - (danville / san ramon),Duplex*Garage*3 Bed 2 Ba*Washer/Dryer*Gardener*Backyard*,$2395, / 3br - 1350ft² - ,4071267482,-121.981866,Sep 18 2013,East Bay,/eby/apa/4071267482.html,37.791486, / 3br - 1350ft² - -" (hercules, pinole, san pablo, el sob)",Luxury Rental in El Sobrante,$3200, / 4br - 2590ft² - ,4076046807,,Sep 18 2013,East Bay,/eby/apa/4076046807.html,, / 4br - 2590ft² - - (hayward / castro valley),Park Like Setting.,$1260, / 1br - 828ft² - ,4076005581,,Sep 18 2013,East Bay,/eby/apa/4076005581.html,, / 1br - 828ft² - - (danville / san ramon),You deserve a luxury apartment! Come home to Canyon Oaks!,$2027, / 2br - 1052ft² - ,4076045303,,Sep 18 2013,East Bay,/eby/apa/4076045303.html,, / 2br - 1052ft² - - (oakland east),Beautiful and spacious one bedroom apartment,$1000, / 1br - ,4034971602,-122.250000,Sep 18 2013,East Bay,/eby/apa/4034971602.html,37.500000, / 1br - - (oakland east),Spacious one bedroom with one bath aparment,$1000, / 1br - ,4056798796,,Sep 18 2013,East Bay,/eby/apa/4056798796.html,, / 1br - - (oakland east),Charming Studio OPEN HOUSE Wednesday 5-7PM! (pics),$695, ,4063383916,,Sep 18 2013,East Bay,/eby/apa/4063383916.html,, - (brentwood / oakley),Absolute Luxury in this 1BR/1BA in Antioch!,$1384, / 1br - 850ft² - ,4075943734,,Sep 18 2013,East Bay,/eby/apa/4075943734.html,, / 1br - 850ft² - - (alameda),"1211 Paru St. - HUGE, REMODELED, GARDEN-LEVEL UNIT - Pet-friendly, too",$1725, / 2br - ,4076024511,,Sep 18 2013,East Bay,/eby/apa/4076024511.html,, / 2br - - (walnut creek),"Quaint, suitable, 2 bedroom 2bath in Downtown Walnut Creek ",$2495, / 2br - 970ft² - ,4075958397,-122.064660,Sep 18 2013,East Bay,/eby/apa/4075958397.html,37.894677, / 2br - 970ft² - - (lafayette / orinda / moraga),"Not To Be Missed! 2 BR 2 BA,",$2120, / 2br - 1100ft² - ,4075958214,-122.102900,Sep 18 2013,East Bay,/eby/apa/4075958214.html,37.894979, / 2br - 1100ft² - - (pittsburg / antioch),"Very nice, large 5+Bedroom, 3 bath home in Antioch - SELECT 1 REALTY",$2000, / 5br - 3400ft² - ,4021722521,-121.808900,Sep 18 2013,East Bay,/eby/apa/4021722521.html,37.993900, / 5br - 3400ft² - - (vallejo / benicia),BEAUTIFUL VALLEJO HOUSE,$2095, / 4br - ,4075894444,,Sep 18 2013,East Bay,/eby/apa/4075894444.html,, / 4br - - (fremont / union city / newark),"Beautiful Single Family Home, 6-9 month lease only",$3250, / 5br - 2600ft² - ,4056233066,-122.009204,Sep 18 2013,East Bay,/eby/apa/4056233066.html,37.595223, / 5br - 2600ft² - - (pittsburg / antioch),Newly Redone and Fresh Painted 2 Bed/2 Bath Apartment with a Bonus roo,$1100, / 2br - ,4075904586,-121.815277,Sep 18 2013,East Bay,/eby/apa/4075904586.html,38.012821, / 2br - - (pittsburg / antioch),The Most Beautiful Community In The Area! Spacious Units Coming Soon!,$875, / 1br - 830ft² - ,4075807781,,Sep 18 2013,East Bay,/eby/apa/4075807781.html,, / 1br - 830ft² - - (fremont / union city / newark),连体别墅出租 townhouse for rent$1500👍,$1500, / 2br - 1000ft² - ,4075932684,-122.018864,Sep 18 2013,East Bay,/eby/apa/4075932684.html,37.554292, / 2br - 1000ft² - - (oakland lake merritt / grand),Spacious apartment near Lake Merritt,$1800, / 2br - ,4075947657,-122.248180,Sep 18 2013,East Bay,/eby/apa/4075947657.html,37.806027, / 2br - - (pittsburg / antioch),"Spacious 4 bedroom, 3 bath, 3 car garage!",$1975, / 4br - 2169ft² - ,4076186694,-121.753714,Sep 18 2013,East Bay,/eby/apa/4076186694.html,37.970276, / 4br - 2169ft² - - (fremont / union city / newark),Spacious 2 Bed 1 Bath in Downtown Fremont,$1845, / 2br - 846ft² - ,4076186571,-121.990326,Sep 18 2013,East Bay,/eby/apa/4076186571.html,37.546255, / 2br - 846ft² - - (brentwood / oakley),FREE BRENTWOOD RENTAL LISTINGS WWW.925SOLDRENT.COM,$1850, / 3br - ,4076148015,,Sep 18 2013,East Bay,/eby/apa/4076148015.html,, / 3br - - (vallejo / benicia),Lease Today washer and dryer!! First floor and pool view!!,$1790, / 3br - 1234ft² - ,4076156032,,Sep 18 2013,East Bay,/eby/apa/4076156032.html,, / 3br - 1234ft² - - (lafayette / orinda / moraga),4BR/4BTH Home - ORINDA - 6 to 9 mo lease,$4450, / 4br - 3300ft² - ,4076161562,-122.182377,Sep 18 2013,East Bay,/eby/apa/4076161562.html,37.893524, / 4br - 3300ft² - - (dublin / pleasanton / livermore),Coming newly remodeled contemporary home 11/4,$2147, / 2br - 1073ft² - ,4076157986,-121.876615,Sep 18 2013,East Bay,/eby/apa/4076157986.html,37.676530, / 2br - 1073ft² - - (353 Grand Avenue. Oakland),OPEN HOUSE TODAY 9/18. * $0 Application Fee& $250 OFF 1st Month Rent *,$1495, / 2br - ,4076175799,-122.256562,Sep 18 2013,East Bay,/eby/apa/4076175799.html,37.809509, / 2br - - (emeryville),A spacious sunny and bright apartment home.,$2100, / 2br - 1015ft² - ,4076141471,-122.280394,Sep 18 2013,East Bay,/eby/apa/4076141471.html,37.831274, / 2br - 1015ft² - - (vallejo / benicia),"Rent To Own or Lease Option. Bad Credit OK under $300,000",, 4br - 1785ft² - ,4076174106,,Sep 18 2013,East Bay,/eby/apa/4076174106.html,, 4br - 1785ft² - - (oakland east),"A NICE 3BED 1 BATH UNIT,IN A COMPLEX,OAKLAND,COMING SOON",$1600, / 3br - ,4076139941,,Sep 18 2013,East Bay,/eby/apa/4076139941.html,, / 3br - - (dublin / pleasanton / livermore),CHARMING UNIT IN DESIREABLE COMPLEX. CLOSE TO DOWNTOWN!,$1650, / 2br - 948ft² - ,4076169813,,Sep 18 2013,East Bay,/eby/apa/4076169813.html,, / 2br - 948ft² - - (emeryville),TWO BEDROOMS IN THE CITY OF EMERYVILLE!,$2675, / 2br - 961ft² - ,4075836638,,Sep 18 2013,East Bay,/eby/apa/4075836638.html,, / 2br - 961ft² - - (vallejo / benicia),741 Rosewood Ave.,$1150, / 3br - 1020ft² - ,4075879594,,Sep 18 2013,East Bay,/eby/apa/4075879594.html,, / 3br - 1020ft² - - (pittsburg / antioch),A Must See! Fantastic Location! Beautiful One Bedroom Apt Home!,$1140, / 1br - 642ft² - ,4017386677,,Sep 18 2013,East Bay,/eby/apa/4017386677.html,, / 1br - 642ft² - -,"Low Prices, Great Homes - Contact Us About Our Apts ",$1028, / 1br - ,4043544108,-122.132403,Sep 18 2013,East Bay,/eby/apa/4043544108.html,37.692538, / 1br - - (pittsburg / antioch),Washer and Dryer Included In All Apartment Homes!,$1165, / 1br - 658ft² - ,4050842432,,Sep 18 2013,East Bay,/eby/apa/4050842432.html,, / 1br - 658ft² - - (2125 92nd Avenue & Bancroft),3 Apartment Available Soon!! $0 To Apply,$1195, / 3br - 865ft² - ,4063563117,-122.166132,Sep 18 2013,East Bay,/eby/apa/4063563117.html,37.751926, / 3br - 865ft² - - (2125 92nd Avenue & Bancroft),3 bedroom apartment coming soon!! No cost to apply!!,$1150, / 3br - 901ft² - ,4046157782,-122.166132,Sep 18 2013,East Bay,/eby/apa/4046157782.html,37.751926, / 3br - 901ft² - - (2125 92nd Avenue & Bancroft),Beautiful & Spacious Townhome Apartment / $0 To Apply,$1095, / 2br - ,4061265589,-122.166132,Sep 18 2013,East Bay,/eby/apa/4061265589.html,37.751926, / 2br - - (dublin / pleasanton / livermore),Complimentary coffee bar / 3 laundry facilities / Swimming pool,$1369, / 1br - 538ft² - ,4075840833,-121.736731,Sep 18 2013,East Bay,/eby/apa/4075840833.html,37.709663, / 1br - 538ft² - - (pittsburg / antioch),2 story/3bed/2.5bath great single house near bart in Bay point,$1650, / 3br - 1550ft² - ,4046715677,-121.948171,Sep 18 2013,East Bay,/eby/apa/4046715677.html,38.022020, / 3br - 1550ft² - - (vallejo / benicia),##RV/Trailer space for rent MOVE IN SPECIAL 50% OF SEPTEMBER ONLY##,$250, ,4071441254,-122.228942,Sep 18 2013,East Bay,/eby/apa/4071441254.html,38.099444, - (pittsburg / antioch),3/2.5 in Antioch off Golf Course Rd! Just Remodeled!,$1750, / 3br - 1631ft² - ,4075782177,-121.804195,Sep 18 2013,East Bay,/eby/apa/4075782177.html,37.962201, / 3br - 1631ft² - - (vallejo / benicia),Junior 1bd/bth Recently remodeled,$1000, / 1br - ,4056322511,,Sep 18 2013,East Bay,/eby/apa/4056322511.html,, / 1br - - (vallejo / benicia),4bd/ 2bth NEWLY REMODELED ALL UTILITIES INCLUDED!!!,$2100, / 4br - 1400ft² - ,4056437776,-122.240261,Sep 18 2013,East Bay,/eby/apa/4056437776.html,38.088487, / 4br - 1400ft² - - (fairfield / vacaville),North Vacaville 3/2,$1395, / 3br - ,4075780539,-121.998869,Sep 18 2013,East Bay,/eby/apa/4075780539.html,38.351283, / 3br - - (fremont / union city / newark),Fully Furnished Condo Located by the Great Mall!,$1700, / 1br - 676ft² - ,4061472623,-121.884718,Sep 18 2013,East Bay,/eby/apa/4061472623.html,37.428760, / 1br - 676ft² - - (fremont / union city / newark),"Countrywood, Providing The Best Service in the East Bay",$1468, / 1br - ,4075773523,,Sep 18 2013,East Bay,/eby/apa/4075773523.html,, / 1br - - (hayward / castro valley),Open House Saturday 10am - 1pm,$1495, / 2br - ,4075748952,-122.078613,Sep 18 2013,East Bay,/eby/apa/4075748952.html,37.678741, / 2br - - (danville / san ramon),Amenities Galore!,$1915, / 1br - 769ft² - ,4075771587,-121.948753,Sep 18 2013,East Bay,/eby/apa/4075771587.html,37.765828, / 1br - 769ft² - - (dublin / pleasanton / livermore),One story single family house in ,$2600, / 4br - 1980ft² - ,4075770910,,Sep 18 2013,East Bay,/eby/apa/4075770910.html,, / 4br - 1980ft² - - (fairfield / vacaville),Fantastic FALL special- 700.00 off move in,$1880, / 3br - 1420ft² - ,4075770653,,Sep 18 2013,East Bay,/eby/apa/4075770653.html,, / 3br - 1420ft² - - (hayward / castro valley),Open House Saturday 10am - 2pm,$995, / 1br - ,4075714190,-122.078456,Sep 18 2013,East Bay,/eby/apa/4075714190.html,37.678884, / 1br - - (petaluma),"Spacious 4Bd 2Ba, Fam Rm, Din Rm, Fireplace, in E. Petaluma",$2200, / 4br - 1800ft² - ,4076903068,-122.601478,Sep 18 2013,North Bay,/nby/apa/4076903068.html,38.246421, / 4br - 1800ft² - - (napa county),Charming renovated Bungalow,$2250, / 2br - 948ft² - ,4076889066,-122.286485,Sep 18 2013,North Bay,/nby/apa/4076889066.html,38.317680, / 2br - 948ft² - - (san anselmo),"Short-term lease opp. in Sleepy Hollow, stunning 5br/4 full bath",$5500, / 5br - 3986ft² - ,4047135546,,Sep 18 2013,North Bay,/nby/apa/4047135546.html,, / 5br - 3986ft² - - (napa county),Beautiful and Unique Victorian Farmhouse in Calistoga,$2500, / 2br - 1635ft² - ,4076865862,-122.584977,Sep 18 2013,North Bay,/nby/apa/4076865862.html,38.576915, / 2br - 1635ft² - - (san rafael),"***Upscale Condo, Fully Remodeled/ 2br, 1ba- Very quite & peaceful***",$2100, / 2br - 1000ft² - ,4068370790,-122.585500,Sep 18 2013,North Bay,/nby/apa/4068370790.html,38.033900, / 2br - 1000ft² - - (santa rosa),Modern Estate Home With AuPair Quarter,$5100, / 4br - 5620ft² - ,4076810488,-122.714430,Sep 18 2013,North Bay,/nby/apa/4076810488.html,38.440470, / 4br - 5620ft² - - (napa county),Beautiful house for rent in City of Napa,$1800, / 3br - ,4062055504,,Sep 18 2013,North Bay,/nby/apa/4062055504.html,, / 3br - - (petaluma),Country living yet Close to Town ,$1600, / 1br - 850ft² - ,4076819794,-122.737099,Sep 18 2013,North Bay,/nby/apa/4076819794.html,38.306015, / 1br - 850ft² - - (santa rosa),"Call Today, Rent Today - Beautiful Apt Has Everything! ",$1295, / 1br - 866ft² - ,4076810624,,Sep 18 2013,North Bay,/nby/apa/4076810624.html,, / 1br - 866ft² - - (Pt. San Quentin),Come Live at the BEACH!!! ♥ ♥ ♥,$1400, ,4072295557,,Sep 18 2013,North Bay,/nby/apa/4072295557.html,, - (Santa Rosa),Beautiful Home Available Now! - There's Nothing You Won't Love 100,$1475, / 2br - ,4076809912,,Sep 18 2013,North Bay,/nby/apa/4076809912.html,, / 2br - - (mendocino county),House for Lease Mendocino,$2000, / 3br - 2000ft² - ,4076794320,,Sep 18 2013,North Bay,/nby/apa/4076794320.html,, / 3br - 2000ft² - - (san jose south),GORGEOUS 1BD/1BA AT A REDUCED RATE! MOVE-IN TODAY!! ,$1695, / 1br - ,4075417832,-121.838561,Sep 18 2013,South Bay,/sby/apa/4075417832.html,37.275733, / 1br - - (san jose south),Open House: Friday from 4-5:30PM Beautiful house 3B&2.5B,$2450, / 3br - 1757ft² - ,4062697674,-121.843344,Sep 18 2013,South Bay,/sby/apa/4062697674.html,37.292354, / 3br - 1757ft² - - (los gatos),Beautiful 2 Bedroom Apartment 3 Blocks From Downtown Los Gatos,$3495, / 2br - ,4075441755,-121.986106,Sep 18 2013,South Bay,/sby/apa/4075441755.html,37.225871, / 2br - -,Waiting List Now Open!,$1232, / 1br - 706ft² - ,4075418413,,Sep 18 2013,South Bay,/sby/apa/4075418413.html,, / 1br - 706ft² - - (santa clara),***** Incredible Value! ** RENT ONLINE TODAY,$1683, / 1br - 664ft² - ,4075434824,,Sep 18 2013,South Bay,/sby/apa/4075434824.html,, / 1br - 664ft² - - (sunnyvale),Pets Welcome here at SHADOWBROOK APARTMENTS in Sunnyvale ,$1757, / 565ft² - ,4075434618,,Sep 18 2013,South Bay,/sby/apa/4075434618.html,, / 565ft² - - (san jose south),"Large Fitness Room, Water & Garbage paid!",$1410, / 1br - 611ft² - ,4075385840,,Sep 18 2013,South Bay,/sby/apa/4075385840.html,, / 1br - 611ft² - - (san jose south),3BR/2.5BA South San Jose Single Family Home for Rent- $2590,$2590, / 3br - 1457ft² - ,4067532836,,Sep 18 2013,South Bay,/sby/apa/4067532836.html,, / 3br - 1457ft² - -" (Vallejo, Vacaville, Pinole)",***COMFORTABLE AND CONVENIENT FOR YOUR WAY OF LIFE*** (707) 643-1100,$1125, / 1br - 730ft² - ,4076497672,-122.241874,Sep 18 2013,East Bay,/eby/apa/4076497672.html,38.083062, / 1br - 730ft² - - (hayward / castro valley),The Timbers is The Perfect Place to Call Home!!!,$1745, / 1br - 751ft² - ,4076642504,-122.089102,Sep 18 2013,East Bay,/eby/apa/4076642504.html,37.648098, / 1br - 751ft² - - (concord / pleasant hill / martinez),Roomy One Bedroom With Washer & Dryer! Easy Access To Freeway!,$1952, / 1br - 748ft² - ,4076419593,-122.033472,Sep 18 2013,East Bay,/eby/apa/4076419593.html,37.972959, / 1br - 748ft² - - (hayward / castro valley),Castro Valley small back house/Cottage,$1150, / 1br - ,4066965642,,Sep 18 2013,East Bay,/eby/apa/4066965642.html,, / 1br - - (pittsburg / antioch),BEAUTIFUL PET FRIENDLY COMMUNITY!! UPDATED! ACTIVE! FUN! ,$1140, / 1br - 642ft² - ,4076428227,,Sep 18 2013,East Bay,/eby/apa/4076428227.html,, / 1br - 642ft² - -" (hercules, pinole, san pablo, el sob)",3 Bedroom and 1 Bath Single House,$1700, / 3br - 1600ft² - ,4076427105,-122.336259,Sep 18 2013,East Bay,/eby/apa/4076427105.html,37.949923, / 3br - 1600ft² - - (berkeley north / hills),"2 Bedroom 2Bath, North Berkeley Apartment ",$2699, / 2br - ,4076292215,-122.268280,Sep 18 2013,East Bay,/eby/apa/4076292215.html,37.878425, / 2br - - (oakland piedmont / montclair),Contemporary Montclair One Bedroom Condominium Walk to Village Coming Soon!,$1995, / 1br - 803ft² - ,4076221917,,Sep 18 2013,East Bay,/eby/apa/4076221917.html,, / 1br - 803ft² - - (richmond / point / annex),"3BD/1BATH/$1,569 and $500 deposit Section 8 OK",$1569, / 3br - ,4019395507,,Sep 18 2013,East Bay,/eby/apa/4019395507.html,, / 3br - - (danville / san ramon),Make Bridges at San Ramon your home!,$2055, / 2br - 750ft² - ,4076250874,-121.948453,Sep 18 2013,East Bay,/eby/apa/4076250874.html,37.760858, / 2br - 750ft² - - (oakland lake merritt / grand),Victorian 3-bedroom with amazing features & storage!,$2100, / 3br - ,4076281330,-122.242679,Sep 18 2013,East Bay,/eby/apa/4076281330.html,37.802527, / 3br - - (hayward / castro valley),"AzariPM: Newly Remodeled 3br/1.5ba Home - Near Freeway, Walk to BART",$2049, / 3br - 1442ft² - ,4069647129,-122.090645,Sep 18 2013,East Bay,/eby/apa/4069647129.html,37.664474, / 3br - 1442ft² - - (san leandro),1 Bedroom Singular Downstairs Unit - San Leandro (Estudillo),$1150, / 625ft² - ,4076312510,-122.154601,Sep 18 2013,East Bay,/eby/apa/4076312510.html,37.727348, / 625ft² - - (brentwood / oakley),RENTED Can RENT yours too!! Brand New Home,$2450, / 5br - 2846ft² - ,4059095802,-121.703600,Sep 18 2013,East Bay,/eby/apa/4059095802.html,37.994000, / 5br - 2846ft² - - (oakland east),3 Bed 1 Bath Duplex w/ cherry wood kitchen cabinets,$1500, / 3br - ,4076262507,-122.270800,Sep 18 2013,East Bay,/eby/apa/4076262507.html,37.804370, / 3br - - (oakland east),Apartamento de 2 recamaras con basura y agua incluida.,$1300, / 2br - ,4076209311,-122.250000,Sep 18 2013,East Bay,/eby/apa/4076209311.html,37.500000, / 2br - - (353 Grand Avenue. Oakland),$0 Application Fee - OPEN HOUSE Today!!! * $250 Off 1st Month Rent*,$1495, / 2br - ,4076158254,-122.256562,Sep 18 2013,East Bay,/eby/apa/4076158254.html,37.809509, / 2br - - (brentwood / oakley),Beautiful Brentwood home!,, ,4065664634,,Sep 18 2013,East Bay,/eby/apa/4065664634.html,, - (353 Grand Avenue. Oakland),OPEN HOUSE TODAY 9/18.* $0 Application Fee & $250 OFF 1st Month Rent *,$1495, / 2br - ,4076229532,-122.256562,Sep 18 2013,East Bay,/eby/apa/4076229532.html,37.809509, / 2br - - (san leandro),2 Br 1.5 bath condo gated community,$1595, / 2br - 985ft² - ,4076157231,,Sep 18 2013,East Bay,/eby/apa/4076157231.html,, / 2br - 985ft² - - (dublin / pleasanton / livermore),"Open Kitchen & Dining, Spacious Living!",$2100, / 2br - 887ft² - ,4076185705,,Sep 18 2013,East Bay,/eby/apa/4076185705.html,, / 2br - 887ft² - - (fairfield / vacaville),Dont let this pass you by! Reserve for October Move-in!,$1025, / 1br - 629ft² - ,4076226653,-122.042000,Sep 18 2013,East Bay,/eby/apa/4076226653.html,38.240800, / 1br - 629ft² - - (oakland piedmont / montclair),Piedmont Avenue Craftsman's Style Three Plus Plus Bedroom Coming October 1st!,$4000, / 3br - 1938ft² - ,4076121073,,Sep 18 2013,East Bay,/eby/apa/4076121073.html,, / 3br - 1938ft² - - (dublin / pleasanton / livermore),"In The Lookout For A 3X2 & Private Garage? Hurry, Before It Is Gone!",$2845, / 3br - 1321ft² - ,4076224240,-121.886959,Sep 18 2013,East Bay,/eby/apa/4076224240.html,37.709764, / 3br - 1321ft² - - (richmond / point / annex),Beautiful Newly Remodeled Apt. Section 8 OK,$1250, / 2br - ,4076223808,-122.322968,Sep 18 2013,East Bay,/eby/apa/4076223808.html,37.926258, / 2br - - (danville / san ramon),2nd floor with detached garage attached!!!this is home,$1739, / 1br - 890ft² - ,4076038887,,Sep 18 2013,East Bay,/eby/apa/4076038887.html,, / 1br - 890ft² - - (oakland hills / mills),Beautiful Mid-Century Modern Home in the Oakland Hills,$4250, / 3br - 1450ft² - ,4076036483,-122.144408,Sep 18 2013,East Bay,/eby/apa/4076036483.html,37.760062, / 3br - 1450ft² - - (dublin / pleasanton / livermore),$99 move-in special on approved credit! Free September rent!,$3204, / 3br - 1447ft² - ,4076000615,-121.929531,Sep 18 2013,East Bay,/eby/apa/4076000615.html,37.701207, / 3br - 1447ft² - - (pittsburg / antioch),3 bed 1 bath very unique home with lots of space! - SELECT 1 REALTY ,$1245, / 3br - 1100ft² - ,4075985128,-121.798343,Sep 18 2013,East Bay,/eby/apa/4075985128.html,38.008729, / 3br - 1100ft² - - (oakland piedmont / montclair),"Modern, Bright Apartment on Piedmont Ave",$1775, / 1br - 675ft² - ,4076016026,-122.252080,Sep 18 2013,East Bay,/eby/apa/4076016026.html,37.827527, / 1br - 675ft² - - (danville / san ramon),Spacious one bedroom with washer and Dryer!!,$1589, / 1br - 775ft² - ,4076034037,,Sep 18 2013,East Bay,/eby/apa/4076034037.html,, / 1br - 775ft² - - (walnut creek),All Inclusive Temporary Housing ,, 2br - ,4075638044,,Sep 18 2013,East Bay,/eby/apa/4075638044.html,, 2br - - (fairfield / vacaville),1156 Ironwood Court (Fairfield),$2245, / 4br - 2598ft² - ,4076003258,-122.008948,Sep 18 2013,East Bay,/eby/apa/4076003258.html,38.285269, / 4br - 2598ft² - - (richmond / point / annex),"2318 Brooks Ave, #1, Richmond, CA 94804 (xst-23rd St) ",$925, / 1br - ,4076012785,-122.347259,Sep 18 2013,East Bay,/eby/apa/4076012785.html,37.940887, / 1br - - (walnut creek),Roomy 1BR and 2BR Apartments Available near BART Station,$1767, / 1br - 726ft² - ,4075879759,-122.066444,Sep 18 2013,East Bay,/eby/apa/4075879759.html,37.901224, / 1br - 726ft² - -" (hercules, pinole, san pablo, el sob)",Newly Renovated 3-Bedroom in Crockett ,$1395, / 3br - ,4071593605,-122.225279,Sep 18 2013,East Bay,/eby/apa/4071593605.html,38.053120, / 3br - - (brentwood / oakley)," MANY Upgrades, 1 story 3 bed, 2 bath Brentwood - SELECT 1 REALTY ",$1800, / 3br - 1700ft² - ,4063330112,-121.705764,Sep 18 2013,East Bay,/eby/apa/4063330112.html,37.932102, / 3br - 1700ft² - - (brentwood / oakley), Very nice 3 bed 2.5 bath Brentwood - SELECT 1 REALTY ,$1750, / 3br - 1530ft² - ,4063336994,-121.709854,Sep 18 2013,East Bay,/eby/apa/4063336994.html,37.936449, / 3br - 1530ft² - - (fremont / union city / newark),Washer/dryer in your home and hardwood floors!,$1840, / 1br - 704ft² - ,4075946287,-121.964081,Sep 18 2013,East Bay,/eby/apa/4075946287.html,37.558079, / 1br - 704ft² - - (fremont / union city / newark),This Apartment Will Brighten Your Day Once You See It!,$1584, / 1br - ,4075907251,,Sep 18 2013,East Bay,/eby/apa/4075907251.html,, / 1br - - (vallejo / benicia),Nice Cozy Studio with New Carpet in a secured gated building Near Shop,$700, ,4061461474,-122.252660,Sep 18 2013,East Bay,/eby/apa/4061461474.html,38.136438, - (fremont / union city / newark),HUGE 1 BEDROOM IN FREMONT! PAID UTILITIES PLUS MOVE IN BONUS!,$1575, / 1br - 650ft² - ,4075913333,-122.021172,Sep 18 2013,East Bay,/eby/apa/4075913333.html,37.572235, / 1br - 650ft² - - (fremont / union city / newark),Studio 500 sq ft Ground Floor,$1175, / 500ft² - ,4075656570,,Sep 18 2013,East Bay,/eby/apa/4075656570.html,, / 500ft² - - (pittsburg / antioch),"Amazing Apartments for rent Call for DETAILS AMAZING 2 BEDROOM 1 BA, ",$850, / 2br - ,4071465737,-121.809987,Sep 18 2013,East Bay,/eby/apa/4071465737.html,37.997521, / 2br - - (brentwood / oakley),R.V. Living - Trailer Space Available,$485, ,4047779910,-121.750765,Sep 18 2013,East Bay,/eby/apa/4047779910.html,38.005121, - (danville / san ramon),Last One Bedroom Available!!!,$1925, / 1br - 950ft² - ,4075923060,-121.978020,Sep 18 2013,East Bay,/eby/apa/4075923060.html,37.779930, / 1br - 950ft² - - (pittsburg / antioch),4 Bedroom 3 Bathroom 3 Car Garage Hardwood Floor,$2000, / 4br - 2258ft² - ,4061530238,-121.775800,Sep 18 2013,East Bay,/eby/apa/4061530238.html,37.965800, / 4br - 2258ft² - - (oakland east),"SPACIOUS 2 BED 1 BATH UNIT IN OAKLAND,COMING SOON",$1200, / 2br - ,4076101585,,Sep 18 2013,East Bay,/eby/apa/4076101585.html,, / 2br - - (oakland east),4 BED 2 BATH REMODELED HOME WITH A VIEW,$1995, / 4br - ,4048666446,,Sep 18 2013,East Bay,/eby/apa/4048666446.html,, / 4br - - (lafayette / orinda / moraga),4 BED 2.5 BATH HOME IN BURTON VALLEY LAFAYETTE,$4495, / 4br - 2600ft² - ,4067688259,,Sep 18 2013,East Bay,/eby/apa/4067688259.html,, / 4br - 2600ft² - - (pittsburg / antioch),4 BED 2.5 BATH HOME IN ANTIOCH,$2195, / 4br - ,4076157705,,Sep 18 2013,East Bay,/eby/apa/4076157705.html,, / 4br - - (concord / pleasant hill / martinez),Come Home to Serenity and Luxury!,$1610, / 2br - 808ft² - ,4076157065,,Sep 18 2013,East Bay,/eby/apa/4076157065.html,, / 2br - 808ft² - - (alameda),House on Lagoon - No Fee!,$3400, / 4br - ,4076138733,-122.264800,Sep 18 2013,East Bay,/eby/apa/4076138733.html,37.770600, / 4br - - (fremont / union city / newark),Hurry By Today! This Large One Bedroom Will Rent Fast! Hurry!,$1560, / 1br - 650ft² - ,4076155105,,Sep 18 2013,East Bay,/eby/apa/4076155105.html,, / 1br - 650ft² - - (dublin / pleasanton / livermore),2406ft²-Mountain House for rent immed *OPEN HOUSE* Sep21&Sep22 10to5P ,$2095, / 4br - 2406ft² - ,4076132915,-121.539700,Sep 18 2013,East Bay,/eby/apa/4076132915.html,37.769500, / 4br - 2406ft² - - (hayward / castro valley),"Two Pools, Walk to BART, Private Patio, Modern Kitchen",$1450, / 1br - 719ft² - ,4076153610,-122.083821,Sep 18 2013,East Bay,/eby/apa/4076153610.html,37.680292, / 1br - 719ft² - - (hayward / castro valley),Largest One Bedroom Coming Soon!,$1631, / 1br - 797ft² - ,4076132677,,Sep 18 2013,East Bay,/eby/apa/4076132677.html,, / 1br - 797ft² - - (fremont / union city / newark),Top floor apartment in a bright location,$2380, / 2br - 1150ft² - ,4076151865,,Sep 18 2013,East Bay,/eby/apa/4076151865.html,, / 2br - 1150ft² - - (fremont / union city / newark),1 bedrooms available October! Great location near BART!,$1870, / 1br - 761ft² - ,4075823888,-121.971760,Sep 18 2013,East Bay,/eby/apa/4075823888.html,37.543897, / 1br - 761ft² - - (pittsburg / antioch),Check out this amazing 1x1 home! Call us and make it YOUR's today!,$1140, / 1br - 642ft² - ,4075869798,,Sep 18 2013,East Bay,/eby/apa/4075869798.html,, / 1br - 642ft² - - (pittsburg / antioch),"4br/2ba House, Garage, Yard",$2200, / 4br - 1670ft² - ,4075825618,,Sep 18 2013,East Bay,/eby/apa/4075825618.html,, / 4br - 1670ft² - - (dublin / pleasanton / livermore),RENT NOW AND ENJOY HALLOWEEN WITH US AT PLEASANTON GLEN,$2158, / 2br - 980ft² - ,4075769179,-121.866167,Sep 18 2013,East Bay,/eby/apa/4075769179.html,37.662831, / 2br - 980ft² - - (dublin / pleasanton / livermore),You don't want to miss this chance!!,$3169, / 3br - 1447ft² - ,4075768622,,Sep 18 2013,East Bay,/eby/apa/4075768622.html,, / 3br - 1447ft² - - (fairfield / vacaville),"A Home of Distinction for the Price of Humility, Fountains Included!!",$1499, / 2br - 1063ft² - ,4075795760,-122.012357,Sep 18 2013,East Bay,/eby/apa/4075795760.html,38.275976, / 2br - 1063ft² - - (fremont / union city / newark),eaves on down the road.,$1730, / 2br - 830ft² - ,4075806640,-122.022177,Sep 18 2013,East Bay,/eby/apa/4075806640.html,37.585422, / 2br - 830ft² - - (pittsburg / antioch),Great Studio,$650, / 1br - ,4075859488,-121.886642,Sep 18 2013,East Bay,/eby/apa/4075859488.html,38.028700, / 1br - - (walnut creek),Recently Updated 2 Bedroom Townhouse in Sunset Park of Walnut Creek ,$2295, / 2br - 1308ft² - ,4014234759,-122.043214,Sep 18 2013,East Bay,/eby/apa/4014234759.html,37.927815, / 2br - 1308ft² - - (vallejo / benicia),House in Bay Terrace/Waterfront/Bonus Room,$1850, / 3br - ,4075834114,,Sep 18 2013,East Bay,/eby/apa/4075834114.html,, / 3br - - (fremont / union city / newark),Need to move in at the end of the Month? NO PROBLEM!,$2385, / 2br - 1146ft² - ,4075858060,,Sep 18 2013,East Bay,/eby/apa/4075858060.html,, / 2br - 1146ft² - - (oakland piedmont / montclair),"Clean, Quiet, Spacious, Well Maintained Single-Family House",$5000, / 4br - ,4075747370,-122.234123,Sep 18 2013,East Bay,/eby/apa/4075747370.html,37.813920, / 4br - - (hayward / castro valley),Apartments Available NOW near shopping stores!,$1050, / 1br - ,4075744444,-122.113875,Sep 18 2013,East Bay,/eby/apa/4075744444.html,37.664931, / 1br - - (oakland hills / mills),Great location,$1900, / 2br - 1098ft² - ,4075769231,-122.221606,Sep 18 2013,East Bay,/eby/apa/4075769231.html,37.854211, / 2br - 1098ft² - - (albany / el cerrito),"*Great, Quiet Duplex in the Hills with SF Bay View*",$1685, / 2br - ,4075769207,,Sep 18 2013,East Bay,/eby/apa/4075769207.html,, / 2br - - (hayward / castro valley),Large Home for Family Entertaining,$1950, / 3br - 1500ft² - ,4075769093,-122.079731,Sep 18 2013,East Bay,/eby/apa/4075769093.html,37.633532, / 3br - 1500ft² - - (walnut creek),*** Huge Studio!!! Ready Nov 1st! ***,$1345, / 600ft² - ,4075753474,,Sep 18 2013,East Bay,/eby/apa/4075753474.html,, / 600ft² - - (concord / pleasant hill / martinez), MAKE ARCADIAN YOUR NEW HOME...,$1525, / 2br - 870ft² - ,4075736903,,Sep 18 2013,East Bay,/eby/apa/4075736903.html,, / 2br - 870ft² - - (oakland piedmont / montclair),House with Old World Charm: Close to Piedmont Ave/Great Deck in Yard ,$3495, / 3br - ,4075766957,-122.249272,Sep 18 2013,East Bay,/eby/apa/4075766957.html,37.825777, / 3br - - (dublin / pleasanton / livermore),"Save, Save, Save... Move To TRACY...One Bedroom Only $1298!!",$1298, / 1br - 693ft² - ,4075730163,,Sep 18 2013,East Bay,/eby/apa/4075730163.html,, / 1br - 693ft² - - (berkeley),MOVE IN SPECIAL!! Rent your 2bd/2bth WALK TO UC Campus ,$2795, / 2br - ,4075608089,,Sep 18 2013,East Bay,/eby/apa/4075608089.html,, / 2br - - (vallejo / benicia),Lovely Apartment- Historic Area,$1090, / 2br - 850ft² - ,4064200342,-122.270751,Sep 18 2013,East Bay,/eby/apa/4064200342.html,38.117424, / 2br - 850ft² - - (santa rosa),Trailer rental space available,, ,4076782223,-122.742698,Sep 18 2013,North Bay,/nby/apa/4076782223.html,38.437312, - (napa county),REMODELED OLD TOWN COTTAGE. SPOTLESS! WALK TO EVERYTHING...,$900, / 1br - ,4076746812,,Sep 18 2013,North Bay,/nby/apa/4076746812.html,, / 1br - - (tiburon / belvedere),**Tiburon Waterfront 2-Bedroom with Gorgeous Views & Private Beach **,$3350, / 2br - ,4068394378,-122.449013,Sep 18 2013,North Bay,/nby/apa/4068394378.html,37.874528, / 2br - - (mill valley),Studio In Law with private deck Mt. Tam views,$1325, / 390ft² - ,4039708493,-122.539326,Sep 18 2013,North Bay,/nby/apa/4039708493.html,37.890003, / 390ft² - - (kentfield / ross),Fresh remodel with nature,$1900, / 2br - 850ft² - ,4065795373,-122.551106,Sep 18 2013,North Bay,/nby/apa/4065795373.html,37.952769, / 2br - 850ft² - - (napa county),"2.5 ac., GATED ENTRY, VINEYARD VIEWS, BABBLING BROOK ... PARADISE!!!",$3000, / 3br - 2037ft² - ,4076689987,,Sep 18 2013,North Bay,/nby/apa/4076689987.html,, / 3br - 2037ft² - - (napa county),Calistoga Lovely Garden Studio,$1195, / 1br - ,4076711809,,Sep 18 2013,North Bay,/nby/apa/4076711809.html,, / 1br - - (rohnert pk / cotati),Find what you are looking for at The Commons Apartments!,$1395, / 2br - ,4076635292,-122.705905,Sep 18 2013,North Bay,/nby/apa/4076635292.html,38.344587, / 2br - - (napa county),EUROPEAN STYLE DUPLEX WITH GARAGE IN DOWNTOWN NAPA,$1195, / 1br - ,4069033014,,Sep 18 2013,North Bay,/nby/apa/4069033014.html,, / 1br - - (tiburon / belvedere),Luxury 5000 Sq Ft San Francisco Bay home,$23400, / 3br - 5000ft² - ,4030650835,-122.465783,Sep 18 2013,North Bay,/nby/apa/4030650835.html,37.886526, / 3br - 5000ft² - - (novato),IGNACIO Knock-Out CONDO,$1600, / 1br - 680ft² - ,4076662812,-122.539093,Sep 18 2013,North Bay,/nby/apa/4076662812.html,38.064181, / 1br - 680ft² - - (santa rosa),Beautiful Skyhawk Home,$3395, / 6br - 3400ft² - ,4048635510,,Sep 18 2013,North Bay,/nby/apa/4048635510.html,, / 6br - 3400ft² - - (santa rosa),Beautiful Home in Great Neighborhood!,$1800, / 3br - 1500ft² - ,4029247508,,Sep 18 2013,North Bay,/nby/apa/4029247508.html,, / 3br - 1500ft² - - (healdsburg / windsor),Beautiful 3Bed/2Ba Home in Vintage Greens!,$2100, / 3br - ,4056981195,,Sep 18 2013,North Bay,/nby/apa/4056981195.html,, / 3br - - (santa rosa),Beautiful Fully Upgraded Condo!,$2350, / 3br - ,4058984357,,Sep 18 2013,North Bay,/nby/apa/4058984357.html,, / 3br - - (santa rosa),"Very Nice 2 Bed/1 Bath, Apt with Office Room!",$1150, / 2br - ,4058989891,,Sep 18 2013,North Bay,/nby/apa/4058989891.html,, / 2br - - (santa rosa),Nice 2Bed/1Ba Single Story Condo!,$1050, / 2br - ,4060642964,,Sep 18 2013,North Bay,/nby/apa/4060642964.html,, / 2br - - (san rafael),sunny one bedroom,$975, / 1br - ,4076272577,-122.516201,Sep 18 2013,North Bay,/nby/apa/4076272577.html,37.962823, / 1br - - (Ukiah),Awesome Neigbors!,$900, / 2br - 850ft² - ,4065801875,-123.205285,Sep 18 2013,North Bay,/nby/apa/4065801875.html,39.152490, / 2br - 850ft² - - (sausalito),Brand New Carpeting in Your New Home? - Why Yes!,$1495, / 460ft² - ,4076242534,-122.486983,Sep 18 2013,North Bay,/nby/apa/4076242534.html,37.850727, / 460ft² - - (rohnert pk / cotati),2bd/1ba with W/D Avail NOW!,$1745, / 2br - 932ft² - ,4067299534,,Sep 18 2013,North Bay,/nby/apa/4067299534.html,, / 2br - 932ft² - - (rohnert pk / cotati),One Bedroom in Colorful Community Surrounded by Trees!,$1307, / 1br - ,4076252135,-122.700142,Sep 18 2013,North Bay,/nby/apa/4076252135.html,38.345120, / 1br - - (rohnert pk / cotati),Upstairs Two Bedroom Two Bath Available October 5! Free Accent Wall!,$1578, / 2br - ,4076241057,-122.700142,Sep 18 2013,North Bay,/nby/apa/4076241057.html,38.345120, / 2br - - (san jose south),BEAUTIFUL 2BD/2.5BA TOWNHOME WITH DUAL MASTERBEDROOM SUITES! ,$2165, / 2br - ,4075431301,-121.838561,Sep 18 2013,South Bay,/sby/apa/4075431301.html,37.275733, / 2br - - (san jose west),Lovely Corner Home ~ Quiet Oasis of Peace & Joy ~ Pool & Spa + Gym,$3399, / 3br - 1327ft² - ,4075413344,,Sep 18 2013,South Bay,/sby/apa/4075413344.html,, / 3br - 1327ft² - - (berkeley),"Great Large N. Berkeley 1 bed, could easily be used as 2bed! Near UC! ",$1575, / 1br - ,4071028820,-122.267180,Sep 18 2013,East Bay,/eby/apa/4071028820.html,37.876825, / 1br - - (fairfield / vacaville),Experience Life Like Never Before!,$1248, / 1br - 708ft² - ,4076311274,-121.974239,Sep 18 2013,East Bay,/eby/apa/4076311274.html,38.346283, / 1br - 708ft² - - (oakland lake merritt / grand),"One Bedroom + Office, Hardwood Floors, Dishwasher, Gated Parking",$1445, / 1br - ,4076195054,-122.248688,Sep 18 2013,East Bay,/eby/apa/4076195054.html,37.798739, / 1br - - (walnut creek),Pet Friendly!! Close to Downtown,$1450, / 1br - 800ft² - ,4076209029,,Sep 18 2013,East Bay,/eby/apa/4076209029.html,, / 1br - 800ft² - - (hayward / castro valley),1X1 with a ton of charm!!!,$1734, / 1br - 662ft² - ,4076196352,,Sep 18 2013,East Bay,/eby/apa/4076196352.html,, / 1br - 662ft² - - (fairfield / vacaville),Newer 3br.2.5ba.2car garage duplex home across f/ Padan Park,$1650, / 3br - ,4063016381,,Sep 18 2013,East Bay,/eby/apa/4063016381.html,, / 3br - - (oakland east),Spacious and Private Duplex For Rent,$1695, / 3br - ,4036287845,,Sep 18 2013,East Bay,/eby/apa/4036287845.html,, / 3br - - (vallejo / benicia),Rento Estudio Duplex en Vallejo,$650, ,4063314397,-122.244344,Sep 18 2013,East Bay,/eby/apa/4063314397.html,38.087319, - (oakland east),Great 2 Bed 1 Bath apartment * Sec 8 Welcome,$1200, / 2br - ,4046181437,-122.169303,Sep 18 2013,East Bay,/eby/apa/4046181437.html,37.757972, / 2br - - (brentwood / oakley),"Large Stunning 4 bd, 2.5 ba. Brentwood Home. ",$2495, / 4br - 3293ft² - ,4076218454,,Sep 18 2013,East Bay,/eby/apa/4076218454.html,, / 4br - 3293ft² - - (oakland east),duplex de 3 recamaras en renta,$1500, / 3br - ,4046270124,-122.201293,Sep 18 2013,East Bay,/eby/apa/4046270124.html,37.762929, / 3br - - (oakland east),rento casa en oakland,$1400, / 2br - ,4046258135,-122.186577,Sep 18 2013,East Bay,/eby/apa/4046258135.html,37.755128, / 2br - - (fairfield / vacaville),Beautiful corner unit with upgrades!,$1095, / 1br - 620ft² - ,4076004046,,Sep 18 2013,East Bay,/eby/apa/4076004046.html,, / 1br - 620ft² - - (danville / san ramon),Close to Iron Horse Middle School & SR Hospital,$2150, / 2br - 1082ft² - ,4051434920,-121.959962,Sep 18 2013,East Bay,/eby/apa/4051434920.html,37.779680, / 2br - 1082ft² - - (dublin / pleasanton / livermore),"This Income/Investment is located at 1819 Barcelona Street, Livermore CA. ",$4000, / 3584ft² - ,4014978293,,Sep 18 2013,East Bay,/eby/apa/4014978293.html,, / 3584ft² - - (dublin / pleasanton / livermore),Happy Valley Callippe Golf Course Home!! BEST VIEW IN PLEASANTON!!!,$4000, / 4br - 2738ft² - ,4044282541,,Sep 18 2013,East Bay,/eby/apa/4044282541.html,, / 4br - 2738ft² - - (dublin / pleasanton / livermore),Fall is here and so is your 2x2 apt home!,$2135, / 2br - 990ft² - ,4075991157,-121.881970,Sep 18 2013,East Bay,/eby/apa/4075991157.html,37.689077, / 2br - 990ft² - - (dublin / pleasanton / livermore),Walk to Walnut and Harvest Park and AVHS! ,$3500, / 5br - 12700ft² - ,4046245994,,Sep 18 2013,East Bay,/eby/apa/4046245994.html,, / 5br - 12700ft² - - (dublin / pleasanton / livermore),"Near Interates 580 and 680, Dublin Bart, Shopping, Great Schools!! ",$2800, / 3br - 1791ft² - ,4059578166,-121.912751,Sep 18 2013,East Bay,/eby/apa/4059578166.html,37.705587, / 3br - 1791ft² - - (dublin / pleasanton / livermore),"TRACY HOME 1079 Roy Frerichs Lane, Tracy",$1950, / 4br - 2199ft² - ,4014697955,-121.464329,Sep 18 2013,East Bay,/eby/apa/4014697955.html,37.720593, / 4br - 2199ft² - - (dublin / pleasanton / livermore),TRACY HOME 2315 Redington Dr Tracy CA,$1800, / 4br - 2788ft² - ,4014538657,-121.457462,Sep 18 2013,East Bay,/eby/apa/4014538657.html,37.740721, / 4br - 2788ft² - - (danville / san ramon),"~1 bd . 1ba condo for rent~ $1650/mo ~ private, quiet. gated complex",$1650, / 1br - 657ft² - ,4075932218,-121.944959,Sep 18 2013,East Bay,/eby/apa/4075932218.html,37.772852, / 1br - 657ft² - - (Crockett Ca),Great 2 bed 1 bath Duplex everything is NEW!!!! 925-565-5767,$1300, / 2br - 725ft² - ,4021160303,-122.223879,Sep 18 2013,East Bay,/eby/apa/4021160303.html,38.050241, / 2br - 725ft² - - (fairfield / vacaville),"Peaceful, Relaxing, Zen... 2x1 with $250 off your move in ",$1118, / 2br - 955ft² - ,4075891567,,Sep 18 2013,East Bay,/eby/apa/4075891567.html,, / 2br - 955ft² - - (fremont / union city / newark),Huge living space! Ground floor & Convenient! Alderwood Park 2bd/2ba!,$1883, / 2br - 909ft² - ,4075929804,-122.037173,Sep 18 2013,East Bay,/eby/apa/4075929804.html,37.530537, / 2br - 909ft² - - (fairfield / vacaville),1512 Montebello Dr ,$1350, / 3br - 1260ft² - ,4075927962,,Sep 18 2013,East Bay,/eby/apa/4075927962.html,, / 3br - 1260ft² - - (vallejo / benicia),AMAZING VALLEJO HOUSE,$2095, / 3br - ,4075926374,,Sep 18 2013,East Bay,/eby/apa/4075926374.html,, / 3br - - (dublin / pleasanton / livermore),"Jr 1 bedroom available in October, nice location with balcony.",$1500, / 1br - 559ft² - ,4075925088,,Sep 18 2013,East Bay,/eby/apa/4075925088.html,, / 1br - 559ft² - - (danville / san ramon)," Very Spacious 2 master suites, 2 1/2 bath Oak",$2580, / 2br - 1600ft² - ,4075924861,-121.978020,Sep 18 2013,East Bay,/eby/apa/4075924861.html,37.779930, / 2br - 1600ft² - - (danville / san ramon),2 bedroom 2 bath -Coming up October 18th,$2300, / 2br - 1100ft² - ,4075924844,,Sep 18 2013,East Bay,/eby/apa/4075924844.html,, / 2br - 1100ft² - - (dublin / pleasanton / livermore),Fall in love with our spacious one bedroom! We love pets*!,$1765, / 1br - 947ft² - ,4075924530,-121.922600,Sep 18 2013,East Bay,/eby/apa/4075924530.html,37.716600, / 1br - 947ft² - - (oakland north / temescal),4 BEDROOM IN SAFE NEIGHBORHOOD,$3500, / 4br - 1530ft² - ,4075920637,-122.265451,Sep 18 2013,East Bay,/eby/apa/4075920637.html,37.832298, / 4br - 1530ft² - - (emeryville),THE COURTYARDS AT 65TH STREET,$2730, / 2br - 1035ft² - ,4076151830,-122.293468,Sep 18 2013,East Bay,/eby/apa/4076151830.html,37.846477, / 2br - 1035ft² - - (fremont / union city / newark),"Tour The Rest, Then Come & Rent Here At The Best!! ",$1999, / 2br - 910ft² - ,4076132047,-122.043557,Sep 18 2013,East Bay,/eby/apa/4076132047.html,37.577100, / 2br - 910ft² - - (san leandro),Luxury Townhome Living,$1725, / 2br - 860ft² - ,4076149598,-122.136941,Sep 18 2013,East Bay,/eby/apa/4076149598.html,37.679728, / 2br - 860ft² - - (walnut creek),2bed*1ba*Private*Walk to BART*Av NOW,$1495, / 2br - 1000ft² - ,4076148772,-122.065766,Sep 18 2013,East Bay,/eby/apa/4076148772.html,37.919911, / 2br - 1000ft² - - (pittsburg / antioch),Gorgeous 1-bed w/ walk-in closet available!,$910, / 1br - 651ft² - ,4076148297,-121.904173,Sep 18 2013,East Bay,/eby/apa/4076148297.html,38.022052, / 1br - 651ft² - - (fairfield / vacaville),Beautiful Community! Spacious Two Bedroom! Washer & Dryer! Hurry!,$1294, / 2br - 948ft² - ,4076147634,,Sep 18 2013,East Bay,/eby/apa/4076147634.html,, / 2br - 948ft² - - (oakland east),"Spacious 3 Bedroom Apartment,IN OAKLAND READY SOON.",$1400, / 3br - ,4076125196,,Sep 18 2013,East Bay,/eby/apa/4076125196.html,, / 3br - - (oakland east),NICE 2 BEDROOM 1 BATH APARTMENT WITH GARAGE COME SEE IT TODAY*********,$1100, / 2br - ,4076087498,-122.165036,Sep 18 2013,East Bay,/eby/apa/4076087498.html,37.754387, / 2br - - (hayward / castro valley),fully furnished living room for rent....for students,$700, ,4076141720,,Sep 18 2013,East Bay,/eby/apa/4076141720.html,, - (dublin / pleasanton / livermore),Don't miss out on your new home!,$1675, / 2br - 829ft² - ,4076141200,-121.791279,Sep 18 2013,East Bay,/eby/apa/4076141200.html,37.680254, / 2br - 829ft² - - (fremont / union city / newark),Fully Furnished Studio Suite Available Immediately,$1913, / 1br - ,4076082246,,Sep 18 2013,East Bay,/eby/apa/4076082246.html,, / 1br - - (fairfield / vacaville),Beautifully Remodeled Single Family Home in Great Neighborhood,$1700, / 3br - 1500ft² - ,4075829446,-121.940722,Sep 18 2013,East Bay,/eby/apa/4075829446.html,38.341315, / 3br - 1500ft² - - (pittsburg / antioch),2 bed 1 bath SECOND MONTH FREE IF MOVED IN BY 10/01/13,$998, / 2br - 825ft² - ,4045719498,-121.792766,Sep 18 2013,East Bay,/eby/apa/4045719498.html,38.006221, / 2br - 825ft² - - (vallejo / benicia),AMAZING VALLEJO CONDO,$1395, / 2br - ,4075823739,,Sep 18 2013,East Bay,/eby/apa/4075823739.html,, / 2br - - (concord / pleasant hill / martinez),RELAX FROM YOUR 1 BEDROOM APARTMENT HOME...,$1350, / 1br - 660ft² - ,4075741949,,Sep 18 2013,East Bay,/eby/apa/4075741949.html,, / 1br - 660ft² - - (concord / pleasant hill / martinez),Unique Property in Single-family neighborhood Remodeled Semi-detached ,$2000, / 4br - ,4075767306,,Sep 18 2013,East Bay,/eby/apa/4075767306.html,, / 4br - - (emeryville),APARTMENTS AVAILABLE FOR IMMEDIATE MOVE IN!,$3040, / 2br - 1172ft² - ,4075603297,-122.293468,Sep 18 2013,East Bay,/eby/apa/4075603297.html,37.846477, / 2br - 1172ft² - - (concord / pleasant hill / martinez),Unique Pet Friendly 2BR With No Downstair Neighbors! Garage!,$2065, / 2br - 1019ft² - ,4075846362,,Sep 18 2013,East Bay,/eby/apa/4075846362.html,, / 2br - 1019ft² - - (fremont / union city / newark),Luminous 3 bedroom w/ GENEROUS closet space!,$2565, / 3br - 1511ft² - ,4075846239,,Sep 18 2013,East Bay,/eby/apa/4075846239.html,, / 3br - 1511ft² - - (fairfield / vacaville),One bedroom apt in Fairfield,$725, / 1br - 450ft² - ,4075842582,-122.040456,Sep 18 2013,East Bay,/eby/apa/4075842582.html,38.253594, / 1br - 450ft² - - (oakland west),"4900 SQ FT NEXT 2 UNION ST. LOFTS, 1 MILE TO PORT OAKLAND 80/580/880",$4150, / 4br - 4900ft² - ,4064938835,-122.287235,Sep 18 2013,East Bay,/eby/apa/4064938835.html,37.814734, / 4br - 4900ft² - - (fairfield / vacaville),Make Hidden Creek Your New Home - Bring Your Pet With You,$1150, / 1br - 642ft² - ,4075842070,,Sep 18 2013,East Bay,/eby/apa/4075842070.html,, / 1br - 642ft² - - (richmond / point / annex),2 bedroom 1 bath apartment 2 blocks from Richmond BART station,$1275, / 2br - 900ft² - ,4067554198,,Sep 18 2013,East Bay,/eby/apa/4067554198.html,, / 2br - 900ft² - - (brentwood / oakley),GREAT ONE STORY 3 BED 2 BATH ON THE 3RD GREEN - DISCOVERY BAY,$1795, / 3br - 2123ft² - ,4075710605,-121.600692,Sep 18 2013,East Bay,/eby/apa/4075710605.html,37.900594, / 3br - 2123ft² - - (walnut creek), $$$ Newly renovated w/ Washer & Dryer $$$ ,$1599, / 1br - 600ft² - ,4063080839,,Sep 18 2013,East Bay,/eby/apa/4063080839.html,, / 1br - 600ft² - - (fairfield / vacaville), Beautifully Remodeled Single Family Home in Great Neighborhood ,$1700, / 3br - 1500ft² - ,4063968798,-121.940722,Sep 18 2013,East Bay,/eby/apa/4063968798.html,38.341315, / 3br - 1500ft² - - (vallejo / benicia),AMAZING VALLEJO HOUSE,$2195, / 4br - ,4075717134,,Sep 18 2013,East Bay,/eby/apa/4075717134.html,, / 4br - - (fremont / union city / newark), Single Family Home in a Quiet Neighborhood Near Great Schools,$3000, / 4br - 2139ft² - ,4070321351,-122.082574,Sep 18 2013,East Bay,/eby/apa/4070321351.html,37.582800, / 4br - 2139ft² - - (fremont / union city / newark),Unbelievable2 BR Apartment with an Unbeatable Price!,$2400, / 2br - 982ft² - ,4075751978,-121.975581,Sep 18 2013,East Bay,/eby/apa/4075751978.html,37.553177, / 2br - 982ft² - - (fairfield / vacaville),Beautifully Remodeled Single Family Home in Great Neighborhood,$1700, / 3br - 1500ft² - ,4070326017,-121.940722,Sep 18 2013,East Bay,/eby/apa/4070326017.html,38.341315, / 3br - 1500ft² - - (fairfield / vacaville),Beautifully Remodeled Single Family Home in Great Neighborhood,$1700, / 3br - 1500ft² - ,4066038802,-121.940722,Sep 18 2013,East Bay,/eby/apa/4066038802.html,38.341315, / 3br - 1500ft² - - (hayward / castro valley),Near CSUEB,$1350, / 2br - ,4075736224,-122.067000,Sep 18 2013,East Bay,/eby/apa/4075736224.html,37.637400, / 2br - - (concord / pleasant hill / martinez),**Beautiful Downtown Concord Home**,$1685, / 2br - ,4075747947,-122.033473,Sep 18 2013,East Bay,/eby/apa/4075747947.html,37.979322, / 2br - - (sonoma),Single family home in adult community,$2050, / 2br - 1500ft² - ,4076660431,-122.493192,Sep 18 2013,North Bay,/nby/apa/4076660431.html,38.267615, / 2br - 1500ft² - - (santa rosa),MOVE IN READY,$1750, / 3br - 1325ft² - ,4076625874,-122.729998,Sep 18 2013,North Bay,/nby/apa/4076625874.html,38.466111, / 3br - 1325ft² - - (santa rosa),Santa Rosa - Fountaingrove house for rent,$3500, / 4br - 2500ft² - ,4076649793,,Sep 18 2013,North Bay,/nby/apa/4076649793.html,, / 4br - 2500ft² - - (tiburon / belvedere),Beautiful Summer sunsets await you and lazy days by the pool!,$3130, / 2br - ,4030327187,-122.463700,Sep 18 2013,North Bay,/nby/apa/4030327187.html,37.884300, / 2br - - (tiburon / belvedere),Cozy Place By Fireplace for Fall Move-in with new Modern Amenities ,$2346, / 1br - ,4046178266,-122.460740,Sep 18 2013,North Bay,/nby/apa/4046178266.html,37.881348, / 1br - - (sausalito),2BR/1BA STUNNING Views! 2 car parking! Fireplace! Laundry! Pet Friendly! PROG,$3250, / 2br - ,4076614099,-122.481228,Sep 18 2013,North Bay,/nby/apa/4076614099.html,37.845938, / 2br - - (sausalito),2BR/1BA Charmer! Views and 2 Car Parking! Fireplace and Laundry! PROGRESSIVE,$3100, / 2br - ,4076621947,-122.481228,Sep 18 2013,North Bay,/nby/apa/4076621947.html,37.845938, / 2br - - (san rafael),Cozy Loft Apartment Blocks From Downtown San Rafael!,$1865, / 1br - 475ft² - ,4076605564,,Sep 18 2013,North Bay,/nby/apa/4076605564.html,, / 1br - 475ft² - - (san rafael),Lovely 3-bedroom home for rent,$2675, / 3br - 1100ft² - ,4060178423,-122.516141,Sep 18 2013,North Bay,/nby/apa/4060178423.html,37.960880, / 3br - 1100ft² - - (san rafael),Make Lofts at Albert Park Your New Home,$2221, / 1br - 650ft² - ,4076603349,,Sep 18 2013,North Bay,/nby/apa/4076603349.html,, / 1br - 650ft² - - (napa county),"2BR, 1.5 BA fully furnished townhouse in North Napa ",$1600, ,4076600666,,Sep 18 2013,North Bay,/nby/apa/4076600666.html,, - (rohnert pk / cotati),"Large Luxury 1 BR. Ground floor, close to all amenities. 11/4/13!",$1635, / 1br - 790ft² - ,4065890804,,Sep 18 2013,North Bay,/nby/apa/4065890804.html,, / 1br - 790ft² - - (petaluma),We have a downstairs 1 bedroom unit available in mid October!,$1454, / 1br - 661ft² - ,4076226492,-122.615500,Sep 18 2013,North Bay,/nby/apa/4076226492.html,38.250700, / 1br - 661ft² - - (santa rosa),"Our Townhomes are the Best!! Huge rooms, Luxury, Quiet, Clean, New!",$2249, / 2br - 1655ft² - ,4076199594,-122.726727,Sep 18 2013,North Bay,/nby/apa/4076199594.html,38.480755, / 2br - 1655ft² - - (rohnert pk / cotati),2bd/2ba with W/D and fireplace~Gorgeous,$2035, / 2br - 1240ft² - ,4062720853,,Sep 18 2013,North Bay,/nby/apa/4062720853.html,, / 2br - 1240ft² - - (santa rosa),Enjoy Our Beautifully Landscaped Park-Like Community,$1694, / 2br - ,4076214021,-122.748485,Sep 18 2013,North Bay,/nby/apa/4076214021.html,38.467148, / 2br - - (lake county),Sweet 2 bdrm 1 bath ,$800, / 2br - 800ft² - ,4076203063,,Sep 18 2013,North Bay,/nby/apa/4076203063.html,, / 2br - 800ft² - - (sausalito),"with loft, one bath floating home (houseboat) with views!",$2495, / 1br - ,4076179132,-122.505951,Sep 18 2013,North Bay,/nby/apa/4076179132.html,37.873256, / 1br - - (napa county),"""Napa""3 bed*2 ba*Home*Avail Now!",$2100, / 3br - 2000ft² - ,4076190146,-122.256400,Sep 18 2013,North Bay,/nby/apa/4076190146.html,38.454900, / 3br - 2000ft² - - (Tahoe Keys- South Lake Tahoe),Midweek $650- Full time $1200- Ski Lease SLT,, ,4050311865,,Sep 18 2013,North Bay,/nby/apa/4050311865.html,, - (sausalito),Your personal sanctuary in the Marin Headlands in Sausalito,$2040, / 1br - 612ft² - ,4076116002,-122.514985,Sep 18 2013,North Bay,/nby/apa/4076116002.html,37.875826, / 1br - 612ft² - - (santa rosa),Gorgeous Townhome in the Radiant Fountaingrove,$2199, / 2br - 1400ft² - ,4076067545,-122.725664,Sep 18 2013,North Bay,/nby/apa/4076067545.html,38.478182, / 2br - 1400ft² - - (sausalito),Beautiful Craftsman/Brown Shingle View Home,$7850, / 3br - 2800ft² - ,4013956927,-122.483375,Sep 18 2013,North Bay,/nby/apa/4013956927.html,37.851764, / 3br - 2800ft² - - (brentwood / oakley),"RENTED in DAYS, Top of the Hill, Golf Views!!!",$2895, / 5br - 3285ft² - ,4056519974,-121.796307,Sep 18 2013,East Bay,/eby/apa/4056519974.html,37.981654, / 5br - 3285ft² - - (pittsburg / antioch),Spacious 2 bedroom with pool view at Mosaic Apartments,$1255, / 2br - 874ft² - ,4076307308,,Sep 18 2013,East Bay,/eby/apa/4076307308.html,, / 2br - 874ft² - - (pittsburg / antioch),"Sunny, spacious apartment w/upgrades & remodeled bathroom",$1025, / 2br - ,4076307172,-121.816467,Sep 18 2013,East Bay,/eby/apa/4076307172.html,37.997421, / 2br - - (pittsburg / antioch),Beautiful Lakeside Home!!!,$2150, / 5br - ,4076273295,-121.794241,Sep 18 2013,East Bay,/eby/apa/4076273295.html,38.010533, / 5br - - (fremont / union city / newark),"BEAUTIFUL, LARGE TWO-STORY HOUSE IN FREMONTâ€",$3500, / 5br - ,4076279411,,Sep 18 2013,East Bay,/eby/apa/4076279411.html,, / 5br - - (hayward / castro valley),"Castro Valley Spacious Nice House, Available Now.",$2950, / 4br - 2360ft² - ,4044096552,,Sep 18 2013,East Bay,/eby/apa/4044096552.html,, / 4br - 2360ft² - - (concord / pleasant hill / martinez),Lovely 2 Bed 1.5 Bath Condo in Concord,$1400, / 2br - ,4050896150,-122.037773,Sep 18 2013,East Bay,/eby/apa/4050896150.html,37.952222, / 2br - - (dublin / pleasanton / livermore),TRACY HOME 341 Clarence Bromell Ct. Tracy CA,$1895, / 4br - 2606ft² - ,4014646571,-121.453975,Sep 18 2013,East Bay,/eby/apa/4014646571.html,37.731752, / 4br - 2606ft² - - (danville / san ramon),Large floor plan with Washer/ Dryer ,$1801, / 1br - 727ft² - ,4076017087,-121.983673,Sep 18 2013,East Bay,/eby/apa/4076017087.html,37.778320, / 1br - 727ft² - - (dublin / pleasanton / livermore),This is the community for you! A perfect Jr 1 bedroom awaits,$1693, / 1br - 525ft² - ,4075951397,,Sep 18 2013,East Bay,/eby/apa/4075951397.html,, / 1br - 525ft² - - (hayward / castro valley),HOUSE available NOW!! w/yard & laundry hookups,$1495, / 3br - ,4076016922,-122.078374,Sep 18 2013,East Bay,/eby/apa/4076016922.html,37.674131, / 3br - - (berkeley),home,$3000, / 3br - ,4076014500,-122.260087,Sep 18 2013,East Bay,/eby/apa/4076014500.html,37.861675, / 3br - - (fairfield / vacaville),2 bedroom 2 bathroom Energy Efficient,$1628, / 2br - 1240ft² - ,4031429372,-122.035817,Sep 18 2013,East Bay,/eby/apa/4031429372.html,38.299878, / 2br - 1240ft² - - (pittsburg / antioch),Newly Redone and Fresh Painted 2 Bed/2 Bath Apartment with a Bonus roo,$1100, / 2br - ,4029446193,-121.815277,Sep 18 2013,East Bay,/eby/apa/4029446193.html,38.012821, / 2br - - (oakland downtown),Amazing water & S.F views. $250 off 1st month rent. $99 deposit. ,$2932, / 2br - 1052ft² - ,4075918005,-122.272693,Sep 18 2013,East Bay,/eby/apa/4075918005.html,37.791888, / 2br - 1052ft² - - (oakland downtown),"Luxury is Waiting For You @ Domain! Washer/Dryer Inside, Fitness Ctr",$3280, / 2br - 1201ft² - ,4075867153,-122.275180,Sep 18 2013,East Bay,/eby/apa/4075867153.html,37.806227, / 2br - 1201ft² - - (berkeley),Charming Apartment In Ideal Berkeley Neighborhood,$1995, / 1br - ,4041678173,-122.282166,Sep 18 2013,East Bay,/eby/apa/4041678173.html,37.881916, / 1br - - (concord / pleasant hill / martinez),Rare 2 bedroom Fully Remodeled in Pleasant Hill! Come see today - open,$1695, / 2br - 900ft² - ,4075910348,,Sep 18 2013,East Bay,/eby/apa/4075910348.html,, / 2br - 900ft² - - (oakland hills / mills),Nice Large Living room space 2Bd/1Ba Apartment Near Bart Station - Cal,$1095, / 2br - ,4047905631,-122.174832,Sep 18 2013,East Bay,/eby/apa/4047905631.html,37.774425, / 2br - - (vallejo / benicia),AMAZING BENICIA HOUSE,$1895, / 3br - ,4075907672,,Sep 18 2013,East Bay,/eby/apa/4075907672.html,, / 3br - - (fairfield / vacaville),A Must See! Fantastic Location! Beautiful One Bedroom Apt Home!,$1126, / 1br - 740ft² - ,4075742487,,Sep 18 2013,East Bay,/eby/apa/4075742487.html,, / 1br - 740ft² - - (alameda),"Large, light & bright 1 BR on 2nd floor of turn-of- century bldg ",$1240, / 1br - ,4075907435,-122.256203,Sep 18 2013,East Bay,/eby/apa/4075907435.html,37.771682, / 1br - - (concord / pleasant hill / martinez),Pleasant Hill's Best Kept Secret*Lovely Home*Upgrades*Upstairs*Wifi!,$1345, / 1br - 750ft² - ,4075905909,,Sep 18 2013,East Bay,/eby/apa/4075905909.html,, / 1br - 750ft² - - (danville / san ramon),Water View! All New! Studio!,$1450, / 436ft² - ,4076115050,,Sep 18 2013,East Bay,/eby/apa/4076115050.html,, / 436ft² - - (danville / san ramon),First Floor Fabulous w/Garage! Wheelchair Accessible Unit - Avail 10/7,$1550, / 1br - 695ft² - ,4076133044,,Sep 18 2013,East Bay,/eby/apa/4076133044.html,, / 1br - 695ft² - - (fairfield / vacaville),"Pets Welcome! Spacious Three Bedroom! Tons of Storage, and Much More!",$1225, / 3br - 1050ft² - ,4076077617,-121.833572,Sep 18 2013,East Bay,/eby/apa/4076077617.html,38.432009, / 3br - 1050ft² - - (fairfield / vacaville),Be Number One in an Award-Winning Apartment!,$1312, / 2br - 986ft² - ,4076132334,-121.974239,Sep 18 2013,East Bay,/eby/apa/4076132334.html,38.346283, / 2br - 986ft² - - (danville / san ramon),4BR/2.5BA townhouse in great school district available for rent,$3000, / 4br - 1660ft² - ,4076128461,-121.915500,Sep 18 2013,East Bay,/eby/apa/4076128461.html,37.763600, / 4br - 1660ft² - - (danville / san ramon),"19 Pamplona Ct, San Ramon-Fantastic Floor plan",$3200, / 4br - 1880ft² - ,4050428358,-121.969390,Sep 18 2013,East Bay,/eby/apa/4050428358.html,37.763835, / 4br - 1880ft² - - (oakland downtown),Perfect for Roommates that Want Luxury ,$3280, / 2br - ,4076102372,-122.275180,Sep 18 2013,East Bay,/eby/apa/4076102372.html,37.806227, / 2br - - (walnut creek),2 Bedroom 2 Bath Patio Home with 2 Car Garage,$2395, / 2br - 1400ft² - ,4076122825,,Sep 18 2013,East Bay,/eby/apa/4076122825.html,, / 2br - 1400ft² - - (hayward / castro valley),Courtyard view,$1595, / 3br - 980ft² - ,4076063464,,Sep 18 2013,East Bay,/eby/apa/4076063464.html,, / 3br - 980ft² - - (alameda),MANSION on LAGOON Views / Gardens,$3275, / 3br - 1200ft² - ,4076118295,-122.252680,Sep 18 2013,East Bay,/eby/apa/4076118295.html,37.762628, / 3br - 1200ft² - - (hayward / castro valley),Rent Special,$1350, / 2br - 530ft² - ,4076057304,-122.067204,Sep 18 2013,East Bay,/eby/apa/4076057304.html,37.636393, / 2br - 530ft² - - (dublin / pleasanton / livermore),MOVE NOW AND SAVE $325 A MONTH ON RENT ON 3 BEDROOMS ONLY!,, ,4075803706,,Sep 18 2013,East Bay,/eby/apa/4075803706.html,, - (berkeley north / hills),Large Studio 3 Blocks From Campus!,$1400, / 425ft² - ,4075838976,-122.259765,Sep 18 2013,East Bay,/eby/apa/4075838976.html,37.877970, / 425ft² - - (fairfield / vacaville),Beautifully Remodeled Single Family Home in Great Neighborhood,$1700, / 3br - 1500ft² - ,4067458018,-121.940722,Sep 18 2013,East Bay,/eby/apa/4067458018.html,38.341315, / 3br - 1500ft² - - (fairfield / vacaville),2 Bedroom/1 Bathroom,$895, / 2br - 675ft² - ,4075811106,-122.030742,Sep 18 2013,East Bay,/eby/apa/4075811106.html,38.272641, / 2br - 675ft² - - (vallejo / benicia),Newly Remodeled SECTION 8 OK,$1100, / 2br - ,4075790165,-122.231984,Sep 18 2013,East Bay,/eby/apa/4075790165.html,38.095161, / 2br - - (fairfield / vacaville), Beautifully Remodeled Single Family Home in Great Neighborhood ,$1700, / 3br - 1500ft² - ,4063394138,-121.940722,Sep 18 2013,East Bay,/eby/apa/4063394138.html,38.341315, / 3br - 1500ft² - - (dublin / pleasanton / livermore),New apartments recently reduced!!!!,$3204, / 3br - 1447ft² - ,4075801807,,Sep 18 2013,East Bay,/eby/apa/4075801807.html,, / 3br - 1447ft² - - (dublin / pleasanton / livermore),Happiness is..... Living at Connolly Station,$3139, / 3br - 1447ft² - ,4075750029,,Sep 18 2013,East Bay,/eby/apa/4075750029.html,, / 3br - 1447ft² - - (fairfield / vacaville),Beautifully Remodeled Single Family Home in Great Neighborhood,$1700, / 3br - 1500ft² - ,4068095247,-121.940722,Sep 18 2013,East Bay,/eby/apa/4068095247.html,38.341315, / 3br - 1500ft² - - (fremont / union city / newark),Single Family Home in a Quiet Neighborhood Near Great Schools,$3000, / 4br - 2139ft² - ,4068156093,,Sep 18 2013,East Bay,/eby/apa/4068156093.html,, / 4br - 2139ft² - - (berkeley),Great spacious apartments located one block from Campus,$1700, / 1br - ,4061761936,,Sep 18 2013,East Bay,/eby/apa/4061761936.html,, / 1br - - (brentwood / oakley),$1551 Spacious Two Bedroom In Beautiful Tracy Community!!!!,$1551, / 2br - 1027ft² - ,4075719344,,Sep 18 2013,East Bay,/eby/apa/4075719344.html,, / 2br - 1027ft² - - (walnut creek),Spacious One Bedroom Newer Upgrades@Retreat,$1761, / 1br - 732ft² - ,4075731348,,Sep 18 2013,East Bay,/eby/apa/4075731348.html,, / 1br - 732ft² - - (pittsburg / antioch),"Good Location 5BR,3BA Ready to Move In!",$1900, / 5br - 2050ft² - ,4075745912,-121.804872,Sep 18 2013,East Bay,/eby/apa/4075745912.html,37.958367, / 5br - 2050ft² - - (san leandro),Court Located Home near Heron Bay EXT 814,$2700, / 3br - 2225ft² - ,4075717355,,Sep 18 2013,East Bay,/eby/apa/4075717355.html,, / 3br - 2225ft² - -" (hercules, pinole, san pablo, el sob)",Everything you've been looking for is here at San Marcos Apartments!,$1550, / 1br - 802ft² - ,4075722199,-122.333429,Sep 18 2013,East Bay,/eby/apa/4075722199.html,37.978234, / 1br - 802ft² - - (hayward / castro valley),Gorgeous executive style home with tons of space!,$4000, / 5br - 3200ft² - ,4064835079,,Sep 18 2013,East Bay,/eby/apa/4064835079.html,, / 5br - 3200ft² - - (alameda),Gold Coast edge Amazing floor plan 3 bdrms home,$1988, / 3br - ,4075643130,,Sep 18 2013,East Bay,/eby/apa/4075643130.html,, / 3br - - (fremont / union city / newark),CHARMING 3BD HOME IN GREAT LOCATION! ,$2200, / 3br - 1400ft² - ,4071007844,,Sep 18 2013,East Bay,/eby/apa/4071007844.html,, / 3br - 1400ft² - - (san leandro),"New Renovated 3Br, 2Ba Home",$2150, / 3br - 1200ft² - ,4049637122,-122.145076,Sep 18 2013,East Bay,/eby/apa/4049637122.html,37.720229, / 3br - 1200ft² - - (pittsburg / antioch),Beautiful Antioch Home with Designer Upgrades,$1895, / 3br - 2200ft² - ,4075518083,-121.808900,Sep 18 2013,East Bay,/eby/apa/4075518083.html,37.993900, / 3br - 2200ft² - - (oakland lake merritt / grand),"2BD/1BA, Adams Point, Hardwood, Front unit, Cats OK",$1800, / 2br - ,4075728368,,Sep 18 2013,East Bay,/eby/apa/4075728368.html,, / 2br - - (santa rosa),1 Bedroom 1 Bath **Washer/Dryer In Unti**,$1397, / 1br - 625ft² - ,4067994034,,Sep 18 2013,North Bay,/nby/apa/4067994034.html,, / 1br - 625ft² - - (sonoma),Glen Ellen County Home ,$1500, / 2br - 1014ft² - ,4076586537,-122.523293,Sep 18 2013,North Bay,/nby/apa/4076586537.html,38.364012, / 2br - 1014ft² - - (larkspur),2 Bath: Limited Inventory - Hurry in For a Tour of Your Future Home!,$3095, / 2br - 950ft² - ,4076540484,-122.506747,Sep 18 2013,North Bay,/nby/apa/4076540484.html,37.948557, / 2br - 950ft² - - (larkspur),2 Bath Townhome: Great Pet Friendly Community! Only One Available!,$3850, / 2br - 1108ft² - ,4076541760,-122.506747,Sep 18 2013,North Bay,/nby/apa/4076541760.html,37.948557, / 2br - 1108ft² - - (larkspur),"LAST ONE: Granite, Stainless Steel Appliance, Washer/Dryer In Unit",$2500, / 1br - 778ft² - ,4076538789,-122.506747,Sep 18 2013,North Bay,/nby/apa/4076538789.html,37.948557, / 1br - 778ft² - - (novato),Novato Country Property Avail 9/28,$3200, / 3br - 2016ft² - ,4076568163,-122.601852,Sep 18 2013,North Bay,/nby/apa/4076568163.html,38.097724, / 3br - 2016ft² - - (santa rosa),2bd 2ba wont last long! Come by today!,$1639, / 2br - 873ft² - ,4061603203,,Sep 18 2013,North Bay,/nby/apa/4061603203.html,, / 2br - 873ft² - - (napa county),"Right off Trancas, just minutes to 29 and 121! Napa's BEST Secret!",$1325, / 1br - 736ft² - ,4076555318,,Sep 18 2013,North Bay,/nby/apa/4076555318.html,, / 1br - 736ft² - - (rohnert pk / cotati),"We specialize in Moving , Call today (707) 539-6076",, ,4076519441,,Sep 18 2013,North Bay,/nby/apa/4076519441.html,, - (petaluma),Wish you lived here. Enclave is the place.!!!!!,$1675, / 2br - 1028ft² - ,4076532298,-122.615500,Sep 18 2013,North Bay,/nby/apa/4076532298.html,38.250700, / 2br - 1028ft² - - (san rafael),"*Furnished Villa for Rent, Upscale Complex",$4000, / 2br - 2400ft² - ,4076544104,,Sep 18 2013,North Bay,/nby/apa/4076544104.html,, / 2br - 2400ft² - -,Call Today - We Want To Help You Find A Home You Love!,$1575, / 2br - ,4076077261,-122.760493,Sep 18 2013,North Bay,/nby/apa/4076077261.html,38.512083, / 2br - - (san rafael),LOVELY GROUND LEVEL END CONDO IN SUPER-QUIET COMMUNITY,$2295, / 2br - 732ft² - ,4076088275,,Sep 18 2013,North Bay,/nby/apa/4076088275.html,, / 2br - 732ft² - - (novato),SPACIOUS UPDATED TOWNHOUSE IN SOUTH NOVATO,$2695, / 3br - 1704ft² - ,4076072052,,Sep 18 2013,North Bay,/nby/apa/4076072052.html,, / 3br - 1704ft² - - (lake county),1-2 ROOM IN ONE ACRE PRIVATE WITH YOUR OWWN KEY,$195, / 1br - 5300ft² - ,4076055916,-122.777700,Sep 18 2013,North Bay,/nby/apa/4076055916.html,38.942100, / 1br - 5300ft² - - (san rafael),Spacious 3 BR with Washer & Dryer in Unit!!,$3003, / 3br - 1159ft² - ,4076098871,-122.530689,Sep 18 2013,North Bay,/nby/apa/4076098871.html,38.021050, / 3br - 1159ft² - - (novato),Big house for rent Bugeia Lane,$4200, / 5br - 3400ft² - ,4076093342,-122.571400,Sep 18 2013,North Bay,/nby/apa/4076093342.html,38.116300, / 5br - 3400ft² - - (santa rosa),Gorgeous 1 bedroom apartment includes washer dryer,$1716, / 1br - 716ft² - ,4076090692,,Sep 18 2013,North Bay,/nby/apa/4076090692.html,, / 1br - 716ft² - - (lake county),House for rent in Clearlake,$1275, / 4br - 1800ft² - ,4076086306,,Sep 18 2013,North Bay,/nby/apa/4076086306.html,, / 4br - 1800ft² - - (Marin City),Wiatinglist open for affordable apartment three bedroom,$1671, / 3br - 1151ft² - ,4076063864,-122.509140,Sep 18 2013,North Bay,/nby/apa/4076063864.html,37.868540, / 3br - 1151ft² - - (larkspur),A Sophisticated Apartment Community - 1BR/1BA - Newly Renovated!,$2330, / 1br - 781ft² - ,4076050985,-122.508172,Sep 18 2013,North Bay,/nby/apa/4076050985.html,37.949315, / 1br - 781ft² - - (west marin),POINT REYES COTTAGE WITH SPECTATCULAR VIEW,$2500, / 2br - ,4076065745,,Sep 18 2013,North Bay,/nby/apa/4076065745.html,, / 2br - - (rohnert pk / cotati),Choose from 2 different floorplan styles,, ,4055823879,,Sep 18 2013,North Bay,/nby/apa/4055823879.html,, - (san rafael),PRISTINE 2 BD/2BA CONDO W/AMENITIES,$2400, / 2br - ,4075278972,,Sep 18 2013,North Bay,/nby/apa/4075278972.html,, / 2br - - (russian river),Cottage Style Home in Forestville,$1600, / 2br - 1150ft² - ,4075290232,,Sep 18 2013,North Bay,/nby/apa/4075290232.html,, / 2br - 1150ft² - - (lake county),3 Bedroom 2 Bath Newly Remodeled House,$1000, / 3br - 1400ft² - ,4049639897,-122.715147,Sep 18 2013,North Bay,/nby/apa/4049639897.html,38.949173, / 3br - 1400ft² - - (lake county),2 Bedroom House on the Lake,$900, / 2br - 1400ft² - ,4049641335,-122.786853,Sep 18 2013,North Bay,/nby/apa/4049641335.html,39.006757, / 2br - 1400ft² - - (lake county),"Kelseyville Duplex, #B",$750, / 2br - 1000ft² - ,4049637211,-122.722239,Sep 18 2013,North Bay,/nby/apa/4049637211.html,38.952985, / 2br - 1000ft² - - (russian river),"Small, newly remodeled 2 bedroom cottage, nice sunny location!",$1350, / 2br - 600ft² - ,4075215300,-122.998724,Sep 18 2013,North Bay,/nby/apa/4075215300.html,38.478924, / 2br - 600ft² - - (sausalito),Sausalito Condoo with City Views,$3950, / 2br - ,4075204318,,Sep 18 2013,North Bay,/nby/apa/4075204318.html,, / 2br - - (santa rosa),Spacious House-SRJC Area,$1550, / 3br - 1224ft² - ,4060367341,-122.709397,Sep 18 2013,North Bay,/nby/apa/4060367341.html,38.454199, / 3br - 1224ft² - - (napa county),Waitlist open for 55+ Community,$668, / 289ft² - ,4075185017,-122.317286,Sep 18 2013,North Bay,/nby/apa/4075185017.html,38.314013, / 289ft² - - (santa rosa),5 bedroom beautiful home on 8 acres!,$3300, / 5br - 1700ft² - ,4075157184,-122.904568,Sep 18 2013,North Bay,/nby/apa/4075157184.html,38.374669, / 5br - 1700ft² - - (santa rosa),Your Pets Are Very Welcome At Acacia ,$1492, / 1br - 630ft² - ,4075811613,-122.639300,Sep 18 2013,North Bay,/nby/apa/4075811613.html,38.459200, / 1br - 630ft² - - (petaluma),Lovely 2BR/2BA Apartment Home in Waugh School District,$2077, / 2br - 920ft² - ,4075787613,,Sep 18 2013,North Bay,/nby/apa/4075787613.html,, / 2br - 920ft² - - (napa county),Gorgeous Townhome For Rent. $500 Off 1st Months Rent!,$2800, / 4br - 2433ft² - ,4075802461,-122.292799,Sep 18 2013,North Bay,/nby/apa/4075802461.html,38.276260, / 4br - 2433ft² - - (mill valley),Just Minutes from Golden Gate Bridge,$2900, / 3br - ,4075790927,-122.512085,Sep 18 2013,North Bay,/nby/apa/4075790927.html,37.897525, / 3br - - (santa rosa),"Stunning 2 Bedroom, 2.5 Bathroom with Beautiful Views! ",$1750, / 2br - ,4075735682,,Sep 18 2013,North Bay,/nby/apa/4075735682.html,, / 2br - - (santa rosa),Two story 2 BEDROOM APARTMENT FOR RENT!!! ,$1200, / 2br - ,4075775543,,Sep 18 2013,North Bay,/nby/apa/4075775543.html,, / 2br - - (santa rosa),Prime Santa Rosa location with a crystal pool & park-like setting!,$1684, / 2br - ,4069272495,-122.732670,Sep 18 2013,North Bay,/nby/apa/4069272495.html,38.466224, / 2br - - (santa rosa),Come home to a place where luxury and lifestyle meet,$1564, / 2br - ,4070982358,,Sep 18 2013,North Bay,/nby/apa/4070982358.html,, / 2br - - (santa rosa),Open floor concept with resort-style amenities right outside your door,$1394, / 1br - ,4071286590,-122.732548,Sep 18 2013,North Bay,/nby/apa/4071286590.html,38.466171, / 1br - - (napa county),2BD Townhome near South Napa Marketplace,$1350, / 2br - ,4075695353,,Sep 18 2013,North Bay,/nby/apa/4075695353.html,, / 2br - - (napa county),2BD St. Helena Apartment with Private Yard,$1800, / 2br - ,4075750363,,Sep 18 2013,North Bay,/nby/apa/4075750363.html,, / 2br - - (fremont / union city / newark),Come on down and enjoy yourself at Stevenson Place!,$1681, / 1br - 520ft² - ,4076013423,,Sep 18 2013,East Bay,/eby/apa/4076013423.html,, / 1br - 520ft² - - (fremont / union city / newark),Short Commute on BART to Downtown SF,$1815, / 2br - 800ft² - ,4076009317,-122.020791,Sep 18 2013,East Bay,/eby/apa/4076009317.html,37.590363, / 2br - 800ft² - - (fremont / union city / newark),Granite countertops! Large layout!,$1790, / 1br - 870ft² - ,4076008168,,Sep 18 2013,East Bay,/eby/apa/4076008168.html,, / 1br - 870ft² - - (concord / pleasant hill / martinez),"$1230 / 1br - 625ft² - Peaceful Apartment Home, Central To The He",$1230, / 1br - 625ft² - ,4075950856,,Sep 18 2013,East Bay,/eby/apa/4075950856.html,, / 1br - 625ft² - - (fairfield / vacaville),WELCOME HOME!! Spacious One Bedroom!,$715, / 1br - 650ft² - ,4046626396,-122.009926,Sep 18 2013,East Bay,/eby/apa/4046626396.html,38.264412, / 1br - 650ft² - - (fairfield / vacaville),A Place to Call HOME...,$1000, / 2br - 800ft² - ,4076005068,,Sep 18 2013,East Bay,/eby/apa/4076005068.html,, / 2br - 800ft² - - (danville / san ramon),"371 Montair Drive, Danville",$5095, / 4br - 3116ft² - ,4058671765,,Sep 18 2013,East Bay,/eby/apa/4058671765.html,, / 4br - 3116ft² - - (vallejo / benicia),"☛☛☛COME HOME, GET COMFORTABLE AND RELAX✰✰✰",$1325, / 2br - 928ft² - ,4075904870,-122.241874,Sep 18 2013,East Bay,/eby/apa/4075904870.html,38.083062, / 2br - 928ft² - - (concord / pleasant hill / martinez),Amazing Renovated Split Bedroom 2BR Close To JFK,$2250, / 2br - 1029ft² - ,4076002006,,Sep 18 2013,East Bay,/eby/apa/4076002006.html,, / 2br - 1029ft² - - (fremont / union city / newark),*Carriage House* Gated Community in a Quiet and Friendly Neighborhood!,$1700, / 1br - 737ft² - ,4075904271,,Sep 18 2013,East Bay,/eby/apa/4075904271.html,, / 1br - 737ft² - - (san leandro),"Coming Soon!! Spacious 2bdrm 1bath, Upgraded Unit, w/new appliances",$1595, / 2br - 925ft² - ,4075903481,-122.143323,Sep 18 2013,East Bay,/eby/apa/4075903481.html,37.684494, / 2br - 925ft² - - (concord / pleasant hill / martinez),Stop By Today And Reserve Your Home At Whispering Oaks Apartments,$1250, / 2br - 900ft² - ,4075903093,-122.009250,Sep 18 2013,East Bay,/eby/apa/4075903093.html,37.987288, / 2br - 900ft² - - (oakland east),"large 2 bedroom , 1.1/2 bath townhome",$1250, / 2br - 1100ft² - ,4061920703,-122.163977,Sep 18 2013,East Bay,/eby/apa/4061920703.html,37.761128, / 2br - 1100ft² - -,This Gorgeous 1BR/1BA Alameda Apartment Is Your Next Home!,$1745, / 1br - 745ft² - ,4075810373,-122.286478,Sep 18 2013,East Bay,/eby/apa/4075810373.html,37.768985, / 1br - 745ft² - - (fremont / union city / newark),Alderwood Park just minutes away from the Dumbarton Bridge! 9-6PM ,$1849, / 2br - 850ft² - ,4075900958,-122.038773,Sep 18 2013,East Bay,/eby/apa/4075900958.html,37.530137, / 2br - 850ft² - - (san leandro),NEW CARPET & FRESH PAINT 2/1 BR APT (SHORT DISTANCE FROM BART AND BAYF,$850, / 1br - ,4071467477,-122.119397,Sep 18 2013,East Bay,/eby/apa/4071467477.html,37.698607, / 1br - - (oakland east),"Oakland East, large 3 bedrooms 2 bath , One Car garage ",$1690, / 3br - 1400ft² - ,4061924373,-122.165651,Sep 18 2013,East Bay,/eby/apa/4061924373.html,37.760350, / 3br - 1400ft² - - (vallejo / benicia),"Spacious layouts, fireplaces, ground level, storage, much more! ",$985, / 1br - 780ft² - ,4075694372,-122.244863,Sep 18 2013,East Bay,/eby/apa/4075694372.html,38.129373, / 1br - 780ft² - - (pittsburg / antioch),pittsburg beautiful one bedroom ,$875, / 1br - ,4061922986,-121.888148,Sep 18 2013,East Bay,/eby/apa/4061922986.html,38.034515, / 1br - - (fairfield / vacaville),New remodeling inside the house,$1525, / 3br - 1109ft² - ,4075897892,-122.035600,Sep 18 2013,East Bay,/eby/apa/4075897892.html,38.267100, / 3br - 1109ft² - - (fremont / union city / newark),Only 2 left to Rent and Move In ASAP.,$1740, / 1br - 701ft² - ,4076037690,-121.928700,Sep 18 2013,East Bay,/eby/apa/4076037690.html,37.517600, / 1br - 701ft² - - (hayward / castro valley),Commuter's Dream,$1260, / 1br - 735ft² - ,4076071902,,Sep 18 2013,East Bay,/eby/apa/4076071902.html,, / 1br - 735ft² - - (oakland east),"Sunny duplex in Oakland, features your own personal laundry hookups!",$1400, / 2br - ,4076047238,-122.186229,Sep 18 2013,East Bay,/eby/apa/4076047238.html,37.760718, / 2br - - (oakland east),Spacious 2 Bed 1 Bath apartment on Hilton St,$1200, / 2br - ,4027688381,-122.191478,Sep 18 2013,East Bay,/eby/apa/4027688381.html,37.767728, / 2br - - (concord / pleasant hill / martinez),"3 Bedrooms, 2.5 Bath, Townhouse apartment, pleasant Hill",$2000, / 3br - 1300ft² - ,4076108647,-122.072780,Sep 18 2013,East Bay,/eby/apa/4076108647.html,37.975295, / 3br - 1300ft² - - (hayward / castro valley),Courtyard view,$1125, / 1br - 470ft² - ,4076051534,,Sep 18 2013,East Bay,/eby/apa/4076051534.html,, / 1br - 470ft² - - (concord / pleasant hill / martinez),Enjoy Small Town Living While Being Close to Big Cities! ,$1850, / 2br - 1030ft² - ,4076079901,-122.100610,Sep 18 2013,East Bay,/eby/apa/4076079901.html,37.994495, / 2br - 1030ft² - - (oakland hills / mills),"Spacious 2 Br, 2 ½ Bath Townhouse In The Laurel District ",$2195, / 2br - 1200ft² - ,4076084097,-122.194051,Sep 18 2013,East Bay,/eby/apa/4076084097.html,37.789397, / 2br - 1200ft² - - (hayward / castro valley),Town Home w/wash/dryer hookup,$1825, / 3br - 1450ft² - ,4076066908,,Sep 18 2013,East Bay,/eby/apa/4076066908.html,, / 3br - 1450ft² - - (oakland east),$650 1b in duplex in oakland east,$650, / 1br - ,4075909590,,Sep 18 2013,East Bay,/eby/apa/4075909590.html,, / 1br - - (fairfield / vacaville),Beautifully Remodeled Single Family Home in Great Neighborhood,$1700, / 3br - 1500ft² - ,4069325437,,Sep 18 2013,East Bay,/eby/apa/4069325437.html,, / 3br - 1500ft² - - (pittsburg / antioch),"Amazing corner lot house for rent 4Be/3Ba, Antioch",$2195, / 4br - 2599ft² - ,4075833279,,Sep 18 2013,East Bay,/eby/apa/4075833279.html,, / 4br - 2599ft² - - (brentwood / oakley),FREE DISCOVERY BAY RENTAL & DEEP WATER RENTAL HELP AND HOME BUYER HELP,$1900, / 3br - ,4024002549,,Sep 18 2013,East Bay,/eby/apa/4024002549.html,, / 3br - - (hayward / castro valley),RESERVE YOUR RENOVATED HOME TODAY AT METRO SIX55! WALK TO BART!,$1960, / 2br - 950ft² - ,4075832545,-122.055475,Sep 18 2013,East Bay,/eby/apa/4075832545.html,37.636250, / 2br - 950ft² - - (fairfield / vacaville), Beautifully Remodeled Single Family Home in Great Neighborhood ,$1700, / 3br - 1500ft² - ,4049509302,-121.940722,Sep 18 2013,East Bay,/eby/apa/4049509302.html,38.341315, / 3br - 1500ft² - - (fremont / union city / newark), Single Family Home in a Quiet Neighborhood Near Great Schools,$3200, / 4br - 2139ft² - ,4041763685,,Sep 18 2013,East Bay,/eby/apa/4041763685.html,, / 4br - 2139ft² - - (oakland east),NICE 2 BEDROOM 1 BATH APARTMENT WITH GARAGE COME SEE IT TODAY*********,$1100, / 2br - ,4075716694,-122.165036,Sep 18 2013,East Bay,/eby/apa/4075716694.html,37.754387, / 2br - - (fremont / union city / newark),Single Family Home in a Quiet Neighborhood Near Great Schools,$3000, / 4br - 2139ft² - ,4066035754,-122.082574,Sep 18 2013,East Bay,/eby/apa/4066035754.html,37.582800, / 4br - 2139ft² - - (vallejo / benicia),ALL UTILITIES INCLUDED BRAND NEW REMODELED 4BR/2BTH,$2100, / 4br - 1400ft² - ,4075774803,-122.240261,Sep 18 2013,East Bay,/eby/apa/4075774803.html,38.088487, / 4br - 1400ft² - - (dublin / pleasanton / livermore),BRING THIS AD WITH YOU FOR A $325 DISCOUNT ON 3 BEDROOMS!,, 3br - 1224ft² - ,4075759335,,Sep 18 2013,East Bay,/eby/apa/4075759335.html,, 3br - 1224ft² - - (fairfield / vacaville),Live in an Elegant 1BR/1BA Apartment!,$1248, / 1br - 708ft² - ,4075802982,-121.974239,Sep 18 2013,East Bay,/eby/apa/4075802982.html,38.346283, / 1br - 708ft² - - (fremont / union city / newark),Desirable Location Near Restaurants and Fine Shopping Downtown! ,$1999, / 2br - 910ft² - ,4075720444,-122.046900,Sep 18 2013,East Bay,/eby/apa/4075720444.html,37.573500, / 2br - 910ft² - - (richmond / point / annex),Quality Service & Staff Providing The Best In Apt Home Living!,$935, / 1br - 678ft² - ,4075693497,,Sep 18 2013,East Bay,/eby/apa/4075693497.html,, / 1br - 678ft² - - (alameda),Stunning 2nd floor well appointed large 2 bedroom condo,$1855, / 2br - ,4075632572,,Sep 18 2013,East Bay,/eby/apa/4075632572.html,, / 2br - - (fremont / union city / newark),A place you'll be proud to call home!,$1733, / 1br - 800ft² - ,4075702496,-121.972468,Sep 18 2013,East Bay,/eby/apa/4075702496.html,37.539541, / 1br - 800ft² - - (fremont / union city / newark),Gorgeous Remodeled Luxury Home 4 Bed + Loft,$3200, / 4br - 2450ft² - ,4075722594,-122.068773,Sep 18 2013,East Bay,/eby/apa/4075722594.html,37.575035, / 4br - 2450ft² - - (berkeley),Spacious Remodeled Apartment,$1800, / 1br - 850ft² - ,4075725117,,Sep 18 2013,East Bay,/eby/apa/4075725117.html,, / 1br - 850ft² - - (concord / pleasant hill / martinez),Short of cash? Rob a bank or save $100/mo + renting at Muir Creek ,$1525, / 2br - 903ft² - ,4075714481,-122.100610,Sep 18 2013,East Bay,/eby/apa/4075714481.html,37.994495, / 2br - 903ft² - - (concord / pleasant hill / martinez),The Best Apartment Homes With The Best Management Team! ,$1850, / 2br - 1030ft² - ,4075719899,-122.100610,Sep 18 2013,East Bay,/eby/apa/4075719899.html,37.994495, / 2br - 1030ft² - - (dublin / pleasanton / livermore),"3 bedroom, 2.5 bath single family home for rent",$2500, / 3br - 1600ft² - ,4075732695,-121.724263,Sep 18 2013,East Bay,/eby/apa/4075732695.html,37.717029, / 3br - 1600ft² - - (oakland lake merritt / grand),"1 BR/1 BA Top floor, walkin closet, private balcony, Lake 1/2 blk away",$1500, / 1br - 710ft² - ,4033519017,-122.253380,Sep 18 2013,East Bay,/eby/apa/4033519017.html,37.809127, / 1br - 710ft² - - (kentfield / ross),Custom 2006 Kentfield Home with Grand Views,$11500, / 4br - 4600ft² - ,4076540355,-122.551059,Sep 18 2013,North Bay,/nby/apa/4076540355.html,37.958895, / 4br - 4600ft² - - (sausalito),Spacious 3/2.5 updated townhome,$3250, / 3br - 1715ft² - ,4076523978,,Sep 18 2013,North Bay,/nby/apa/4076523978.html,, / 3br - 1715ft² - - (mendocino county),"APARTAMENTO DE RENTA EN FORT BRAGG, CA",$850, / 2br - 800ft² - ,4076513928,,Sep 18 2013,North Bay,/nby/apa/4076513928.html,, / 2br - 800ft² - - (healdsburg / windsor),2 Bedroom 1 Bath APARTMENT FOR RENT!!!,$1150, / 2br - ,4044454969,,Sep 18 2013,North Bay,/nby/apa/4044454969.html,, / 2br - - (santa rosa),2 Bedroom APARTMENT FOR RENT!!! ,$1400, / 2br - ,4065026533,,Sep 18 2013,North Bay,/nby/apa/4065026533.html,, / 2br - - (santa rosa),4 Bedroom 2.5 Bathroom HOME FOR RENT!!! ,$2550, / 4br - ,4056908815,,Sep 18 2013,North Bay,/nby/apa/4056908815.html,, / 4br - - (santa rosa),4 Bedroom DUPLEX FOR RENT!!!,$1775, / 4br - ,4058576596,,Sep 18 2013,North Bay,/nby/apa/4058576596.html,, / 4br - - (santa rosa),2 BEDROOM TWO STORY CONDO FOR RENT!!! ,$1350, / 2br - ,4051190846,,Sep 18 2013,North Bay,/nby/apa/4051190846.html,, / 2br - - (rohnert pk / cotati),3 Bedroom TOWNHOUSE FOR RENT!!! ,$1695, / 3br - ,4050551030,,Sep 18 2013,North Bay,/nby/apa/4050551030.html,, / 3br - - (petaluma),Your Dream Townhome!!! Must See! Garage Parking!,$2298, / 2br - 1277ft² - ,4076512221,,Sep 18 2013,North Bay,/nby/apa/4076512221.html,, / 2br - 1277ft² - - (novato),BACKS TO A HILLSIDE IN PLEASANT VALLEY SCHOOL DISTRICT,$2695, / 3br - 1665ft² - ,4076053303,,Sep 18 2013,North Bay,/nby/apa/4076053303.html,, / 3br - 1665ft² - - (novato),ATTACHED ONE BEDROOM PLUS OFFICE COTTAGE,$1750, / 1br - ,4076036901,,Sep 18 2013,North Bay,/nby/apa/4076036901.html,, / 1br - - (petaluma),"West Side, 1 bedroom cottage",$1150, / 1br - 450ft² - ,4076046536,-122.632996,Sep 18 2013,North Bay,/nby/apa/4076046536.html,38.226417, / 1br - 450ft² - - (rohnert pk / cotati),Meet neighborhood charm here at Holly Manor Apartments!,$1195, / 1br - ,4075973938,-122.708498,Sep 18 2013,North Bay,/nby/apa/4075973938.html,38.341814, / 1br - - (santa rosa),Your next great apartment is waiting for you,$1727, / 2br - 995ft² - ,4062939822,,Sep 18 2013,North Bay,/nby/apa/4062939822.html,, / 2br - 995ft² - - (rohnert pk / cotati),2 BEDROOM 2 BATH! HUGE CLOSETS! READY FOR 10/17 MOVE IN!,$1475, / 2br - ,4075979869,,Sep 18 2013,North Bay,/nby/apa/4075979869.html,, / 2br - - (novato),"SPACIOUS IGNACIO HOME, TERRIFIC VIEW, WALK TO LOMA VERDE",$2795, / 3br - 1761ft² - ,4076021965,,Sep 18 2013,North Bay,/nby/apa/4076021965.html,, / 3br - 1761ft² - - (santa rosa),Spacious Apartment in the Heart of Wine Country avail 10/8!,$1397, / 1br - 850ft² - ,4076037428,,Sep 18 2013,North Bay,/nby/apa/4076037428.html,, / 1br - 850ft² - - (sonoma),Lovely condo in downtown Sonoma,$1700, / 2br - 1300ft² - ,4044269831,-122.471546,Sep 18 2013,North Bay,/nby/apa/4044269831.html,38.291489, / 2br - 1300ft² - - (sonoma),"Eastside condo, close to plaza",$1595, / 2br - 1000ft² - ,4043772563,-122.453452,Sep 18 2013,North Bay,/nby/apa/4043772563.html,38.296370, / 2br - 1000ft² - - (mill valley),Open Sat/Sun Sept.21/22 from 11-1 P.M #3 Hart Lane,$1325, / 1br - ,4075133961,-122.548487,Sep 18 2013,North Bay,/nby/apa/4075133961.html,37.900325, / 1br - - (lake county),3bed 2 bath mfg home ((( walk to marymount college ))),$950, / 3br - 1100ft² - ,4039225523,-122.784600,Sep 18 2013,North Bay,/nby/apa/4039225523.html,39.078300, / 3br - 1100ft² - - (mill valley),Mill Valleys Best! Casa Roja Apartment Homes ,$1995, / 1br - ,4030891919,,Sep 18 2013,North Bay,/nby/apa/4030891919.html,, / 1br - - (santa rosa),"If you like quiet, close to 101, quiet, walking trails, quiet...Call!",$1899, / 2br - 1198ft² - ,4075148635,,Sep 18 2013,North Bay,/nby/apa/4075148635.html,, / 2br - 1198ft² - - (larkspur),Come live at the BEACH!!! ♥ ♥ ♥,$1400, ,4070299934,-122.484400,Sep 18 2013,North Bay,/nby/apa/4070299934.html,37.941600, - (napa county),Cozy One Bdrm Napa,$1015, / 1br - 650ft² - ,4075092596,-122.256400,Sep 18 2013,North Bay,/nby/apa/4075092596.html,38.454900, / 1br - 650ft² - - (Glen Ellen),"Small Furnished, Private Cottage for Single Person-Min 3 Month Lease!",$1185, / 1br - ,4069227332,,Sep 18 2013,North Bay,/nby/apa/4069227332.html,, / 1br - - (napa county),"3/2 home in Napa, $2,250",, ,4064420696,-122.306273,Sep 18 2013,North Bay,/nby/apa/4064420696.html,38.335933, - (sausalito),Houseboat Available for 5 Month Rental,$5500, / 3br - 3400ft² - ,4062855906,-122.494600,Sep 18 2013,North Bay,/nby/apa/4062855906.html,37.860100, / 3br - 3400ft² - - (corte madera),"1 Bedroom, Corte Madera Hills , Great View",$2100, / 1br - 780ft² - ,4074875215,,Sep 18 2013,North Bay,/nby/apa/4074875215.html,, / 1br - 780ft² - - (santa rosa),"4 BR/2 Ba ,2 story Home, 2 car Garage.",$2380, / 4br - ,4074798332,-122.760586,Sep 18 2013,North Bay,/nby/apa/4074798332.html,38.513548, / 4br - - (napa county),"4BD Newer Napa Home, Centrally Located",$2500, / 4br - 2190ft² - ,4075745103,,Sep 18 2013,North Bay,/nby/apa/4075745103.html,, / 4br - 2190ft² - - (napa county),HIGH END LIVE WORK EXECUTIVE HOME WALK TO DOWNTOWN NAPA,$2400, / 3br - 2400ft² - ,4075717572,-122.300412,Sep 18 2013,North Bay,/nby/apa/4075717572.html,38.287865, / 3br - 2400ft² - - (napa county),1BD Duplex near Fuller Park and Downtown Napa,$925, / 1br - ,4075742419,,Sep 18 2013,North Bay,/nby/apa/4075742419.html,, / 1br - - (napa county), 1BD Adorable Cottage with Garage and Yard ,$1150, / 1br - 625ft² - ,4075741193,,Sep 18 2013,North Bay,/nby/apa/4075741193.html,, / 1br - 625ft² - - (greenbrae),Waterfront in smaller building ,$2450, / 1br - ,4075737131,-122.547496,Sep 18 2013,North Bay,/nby/apa/4075737131.html,37.904017, / 1br - - (napa county),2BD Centrally Located Duplex,$1500, / 2br - ,4075729310,,Sep 18 2013,North Bay,/nby/apa/4075729310.html,, / 2br - - (napa county),4BD Spacious American Canyon Home near Wetlands,$2495, / 4br - 2877ft² - ,4075703800,,Sep 18 2013,North Bay,/nby/apa/4075703800.html,, / 4br - 2877ft² - - (napa county),3BD Updated Home with Views and Hobby Vineyard,$3200, / 3br - 2052ft² - ,4075727228,,Sep 18 2013,North Bay,/nby/apa/4075727228.html,, / 3br - 2052ft² - - (santa rosa),"Serene, Park-like Setting, Spacious 1 BR, Prime Location",$1506, / 1br - ,4075638032,-122.672696,Sep 18 2013,North Bay,/nby/apa/4075638032.html,38.454983, / 1br - - (napa county),3BD American Canyon Home,$2250, / 3br - 1841ft² - ,4075709482,,Sep 18 2013,North Bay,/nby/apa/4075709482.html,, / 3br - 1841ft² - - (santa rosa),2 Bedroom - Wheelchair Accessible Apartment ,$1, / 2br - ,4075705390,-122.742698,Sep 18 2013,North Bay,/nby/apa/4075705390.html,38.437312, / 2br - - (san rafael),Loft Apartment in the Heart Of San Rafael,$1865, / 1br - 475ft² - ,4074162490,,Sep 17 2013,North Bay,/nby/apa/4074162490.html,, / 1br - 475ft² - - (petaluma),Amenities Galore ~ Large Dogs Welcome ~ Washer/Dryer in Unit,$1745, / 2br - 879ft² - ,4074177404,,Sep 17 2013,North Bay,/nby/apa/4074177404.html,, / 2br - 879ft² - - (sonoma),Bodega Bay 3 bedroom designer home on the dunes ,$3000, / 3br - 2000ft² - ,4025333116,,Sep 17 2013,North Bay,/nby/apa/4025333116.html,, / 3br - 2000ft² - - (santa rosa),House For Rent,$750, / 1br - ,4074167009,-122.774952,Sep 17 2013,North Bay,/nby/apa/4074167009.html,38.520976, / 1br - - (napa county),Lovely studio in downtown Yountville.,$850, ,4074165453,-122.364288,Sep 17 2013,North Bay,/nby/apa/4074165453.html,38.407011, - (novato),"Just stunning! Bright, spacious apartment homes with lots of light",$3264, / 2br - 1586ft² - ,4074122411,,Sep 17 2013,North Bay,/nby/apa/4074122411.html,, / 2br - 1586ft² - - (sonoma),Charming Classic Sonoma Home,$1950, / 2br - ,4045946663,,Sep 17 2013,North Bay,/nby/apa/4045946663.html,, / 2br - - (sonoma),Newly Remodeled Eastside Home,$3390, / 3br - ,4044412882,,Sep 17 2013,North Bay,/nby/apa/4044412882.html,, / 3br - - (sonoma),Stylish Home With Swimming Pool,$4100, / 3br - ,4032331641,,Sep 17 2013,North Bay,/nby/apa/4032331641.html,, / 3br - - (sonoma),Beautiful Custom Eastside Home,$4500, / 3br - ,4029116880,,Sep 17 2013,North Bay,/nby/apa/4029116880.html,, / 3br - - (sonoma),Single level 2bed/1bath condo near Sonoma Plaza,$1500, / 2br - ,4021134312,,Sep 17 2013,North Bay,/nby/apa/4021134312.html,, / 2br - - (danville / san ramon),2 bedroom 1 bath- NOW AVAILABLE for Immediate MOVE IN- Danville Park,$1861, / 2br - 800ft² - ,4075929643,,Sep 18 2013,East Bay,/eby/apa/4075929643.html,, / 2br - 800ft² - - (pittsburg / antioch), Large Antioch 4 bed 2.5 bath 2028 sq. ft. Home - SELECT 1 REALTY ,$1595, / 4br - 2028ft² - ,4063347297,-121.810566,Sep 18 2013,East Bay,/eby/apa/4063347297.html,37.980222, / 4br - 2028ft² - - (pittsburg / antioch),"Lease Today, Great Patio Area, Mirrored Closet Doors, Pool",$1310, / 2br - 856ft² - ,4076000133,,Sep 18 2013,East Bay,/eby/apa/4076000133.html,, / 2br - 856ft² - - (brentwood / oakley),"Large and open 3 bedrooms plus loft, 2.5 baths Discovery Bay Home - Se",$1800, / 4br - 1725ft² - ,4075975430,-121.635453,Sep 18 2013,East Bay,/eby/apa/4075975430.html,37.892621, / 4br - 1725ft² - - (Oakland),2040 Arrowhead Drive,$1975, / 1br - 800ft² - ,4021568667,,Sep 18 2013,East Bay,/eby/apa/4021568667.html,, / 1br - 800ft² - - (hayward / castro valley),"1, 2, and 3 bedroom Apartments",$1125, / 1br - ,4075996592,-122.066973,Sep 18 2013,East Bay,/eby/apa/4075996592.html,37.637132, / 1br - - (pittsburg / antioch),Perfect for Entertaining - Large Single Story!,$1795, / 3br - ,4060696692,,Sep 18 2013,East Bay,/eby/apa/4060696692.html,, / 3br - - (pittsburg / antioch),Move in this month!,$1715, / 3br - ,4060702166,,Sep 18 2013,East Bay,/eby/apa/4060702166.html,, / 3br - - (brentwood / oakley),Two Story Includes Gardener,$1775, / 4br - ,4048345965,,Sep 18 2013,East Bay,/eby/apa/4048345965.html,, / 4br - - (pittsburg / antioch),Single Story - Spacious,$1550, / 3br - ,4048342009,,Sep 18 2013,East Bay,/eby/apa/4048342009.html,, / 3br - - (pittsburg / antioch),RV/Boat Parking!,$1525, / 3br - ,4048322563,,Sep 18 2013,East Bay,/eby/apa/4048322563.html,, / 3br - - (oakland rockridge / claremont),2 Bdrm flat in Rockridge Above College Ave,$3125, / 2br - ,4075873123,-122.247864,Sep 18 2013,East Bay,/eby/apa/4075873123.html,37.840970, / 2br - - (fairfield / vacaville),"Award Winning Maintainence Team, Spacious One Bedroom! Hurry!",$983, / 1br - 718ft² - ,4075897477,,Sep 18 2013,East Bay,/eby/apa/4075897477.html,, / 1br - 718ft² - - (walnut creek),FREE LAMORINDA RENTAL LISTINGS AND MORE ,$3500, / 3br - ,4075768813,,Sep 18 2013,East Bay,/eby/apa/4075768813.html,, / 3br - - (hayward / castro valley),"Hayward Hills , close to Cal State",$2200, / 3br - 1500ft² - ,4061927499,-122.057173,Sep 18 2013,East Bay,/eby/apa/4061927499.html,37.667231, / 3br - 1500ft² - - (fairfield / vacaville),"Stop by, sample our home baked cookies and coffee, tour our 2x2",$1171, / 2br - 955ft² - ,4075895117,,Sep 18 2013,East Bay,/eby/apa/4075895117.html,, / 2br - 955ft² - - (richmond / point / annex),Richmond Annex - Renovated 1BD/1BA w/ Private Patio & Garage Parking,$1250, / 1br - 675ft² - ,4014589145,-122.311964,Sep 18 2013,East Bay,/eby/apa/4014589145.html,37.914947, / 1br - 675ft² - - (vallejo / benicia),172 Molina St.***East Vallejo + swimming pool,$1550, / 3br - ,4044139125,-122.206161,Sep 18 2013,East Bay,/eby/apa/4044139125.html,38.098590, / 3br - - (vallejo / benicia),411 Florida St.,$850, / 2br - ,4031389519,-122.259694,Sep 18 2013,East Bay,/eby/apa/4031389519.html,38.105133, / 2br - - (fremont / union city / newark),Come Check Out This Well-Planned Layout!,$1888, / 2br - 800ft² - ,4075892988,,Sep 18 2013,East Bay,/eby/apa/4075892988.html,, / 2br - 800ft² - - (vallejo / benicia),741 Rosewood Ave.*** 2 Weeks Free,$1150, / 3br - 1020ft² - ,4031718908,-122.216177,Sep 18 2013,East Bay,/eby/apa/4031718908.html,38.098334, / 3br - 1020ft² - - (concord / pleasant hill / martinez),"JUST THE FACTS, MA'AM!!! ",$1525, / 2br - 903ft² - ,4076073375,-122.100610,Sep 18 2013,East Bay,/eby/apa/4076073375.html,37.994495, / 2br - 903ft² - - (vallejo / benicia),Very Large Remodel 1BDR/ Only $500.00 Dep (oac),$750, / 1br - 800ft² - ,4076068594,-122.266806,Sep 18 2013,East Bay,/eby/apa/4076068594.html,38.115079, / 1br - 800ft² - - (danville / san ramon),Luxurious affordable housing in San Ramon,$1770, / 2br - 915ft² - ,4076068029,,Sep 18 2013,East Bay,/eby/apa/4076068029.html,, / 2br - 915ft² - - (fairfield / vacaville),Beautifully Updated Community with a Heated Pool!,$1089, / 1br - 475ft² - ,4076072714,,Sep 18 2013,East Bay,/eby/apa/4076072714.html,, / 1br - 475ft² - - (hayward / castro valley),Forest of Redwoods,$1460, / 2br - 950ft² - ,4076042619,-122.079874,Sep 18 2013,East Bay,/eby/apa/4076042619.html,37.653132, / 2br - 950ft² - - (oakland east),Work/live artist loft 1275 sq/ft ,$1400, / 1br - 1275ft² - ,4050548398,-122.214854,Sep 18 2013,East Bay,/eby/apa/4050548398.html,37.767746, / 1br - 1275ft² - - (san leandro),Must See!! Extra Large 1 BDRM located Near Downtown San Leandro,$1250, / 1br - 750ft² - ,4076086315,-122.133522,Sep 18 2013,East Bay,/eby/apa/4076086315.html,37.710452, / 1br - 750ft² - - (concord / pleasant hill / martinez),Want to Put the Wind Back in Your Sails? Drop Anchor Here!!! ,$1325, / 1br - 550ft² - ,4076067632,-122.100610,Sep 18 2013,East Bay,/eby/apa/4076067632.html,37.994495, / 1br - 550ft² - - (pittsburg / antioch),Casa de 3 recamaras 3 baños en Pittsburg,$2000, / 3br - ,4048832845,-121.886269,Sep 18 2013,East Bay,/eby/apa/4048832845.html,38.032120, / 3br - - (oakland east),Great Location ! 3 Bed Duplex Available Now ,$1695, / 3br - ,4058825619,,Sep 18 2013,East Bay,/eby/apa/4058825619.html,, / 3br - - (fairfield / vacaville),1 unit left! Hurry! Reserve for Mid October Move-in!,$950, / 1br - 629ft² - ,4076084785,-122.042000,Sep 18 2013,East Bay,/eby/apa/4076084785.html,38.240800, / 1br - 629ft² - - (fremont / union city / newark),Plan your move-in this for this Friday! Alderwood Park $99 Deposit,$1848, / 2br - 850ft² - ,4075829929,-122.037173,Sep 18 2013,East Bay,/eby/apa/4075829929.html,37.530537, / 2br - 850ft² - - (fremont / union city / newark), Single Family Home in a Quiet Neighborhood Near Great Schools,$3000, / 4br - 2139ft² - ,4063327999,-122.082574,Sep 18 2013,East Bay,/eby/apa/4063327999.html,37.582800, / 4br - 2139ft² - - (fremont / union city / newark),Single Family Home in a Quiet Neighborhood Near Great Schools,$3000, / 4br - 2139ft² - ,4069529572,,Sep 18 2013,East Bay,/eby/apa/4069529572.html,, / 4br - 2139ft² - - (concord / pleasant hill / martinez),Furnished Studio Including Utilities,$2800, / 1br - 539ft² - ,4075586418,,Sep 18 2013,East Bay,/eby/apa/4075586418.html,, / 1br - 539ft² - - (concord / pleasant hill / martinez),Top Floor 2bed 2bath DVC so Close!!!,$2040, / 2br - 1116ft² - ,4075827015,-122.070774,Sep 18 2013,East Bay,/eby/apa/4075827015.html,37.973522, / 2br - 1116ft² - - (dublin / pleasanton / livermore),Excellent Condo in Dublin Terrace,$2100, / 2br - 1130ft² - ,4075796173,-121.885692,Sep 18 2013,East Bay,/eby/apa/4075796173.html,37.706190, / 2br - 1130ft² - - (fremont / union city / newark),3BR/1.5Bath/1255 sq.ft Townhome in Unioncity.,$2100, / 3br - 1255ft² - ,4075822234,-122.067128,Sep 18 2013,East Bay,/eby/apa/4075822234.html,37.585381, / 3br - 1255ft² - - (concord / pleasant hill / martinez),Large Luxury apartment w/floorcloth ,$1560, / 2br - 1625ft² - ,4075742354,-122.031070,Sep 18 2013,East Bay,/eby/apa/4075742354.html,37.977980, / 2br - 1625ft² - - (san leandro),Don't miss this great Single Family Home,$2500, / 5br - 1672ft² - ,4075764913,-122.137262,Sep 18 2013,East Bay,/eby/apa/4075764913.html,37.707525, / 5br - 1672ft² - - (oakland west),"""ALL NEW"" (362 Peralta St.)",$1450, / 2br - ,4075757081,,Sep 18 2013,East Bay,/eby/apa/4075757081.html,, / 2br - - (oakland lake merritt / grand),Excellent 2BR Apartment Directly on Lake Merritt,$2300, / 2br - ,4075818084,-122.254435,Sep 18 2013,East Bay,/eby/apa/4075818084.html,37.803182, / 2br - - (albany / el cerrito),Simple Modest 1 br 1 ba apt,$1200, / 1br - 518ft² - ,4033526067,-122.296844,Sep 18 2013,East Bay,/eby/apa/4033526067.html,37.883982, / 1br - 518ft² - - (alameda),425 Grand St. - HOUSE BY THE BEACH!!!,$3200, / 4br - ,4075718563,,Sep 18 2013,East Bay,/eby/apa/4075718563.html,, / 4br - - (oakland lake merritt / grand),"Top floor Huge 2 BR/2 BA great light, lots of closets, 2 blks to Lake",$2000, / 2br - 850ft² - ,4033523898,-122.252383,Sep 18 2013,East Bay,/eby/apa/4033523898.html,37.813090, / 2br - 850ft² - - (concord / pleasant hill / martinez),Beautiful 3 bedroom 2 and a half bath,$2200, / 3br - 1744ft² - ,4075729533,,Sep 18 2013,East Bay,/eby/apa/4075729533.html,, / 3br - 1744ft² - - (concord / pleasant hill / martinez),ARCADIAN TWO BEDROOM SPECIALS,$1450, / 2br - 840ft² - ,4061630949,,Sep 18 2013,East Bay,/eby/apa/4061630949.html,, / 2br - 840ft² - - (emeryville),Open House Sunday 12-2PM 3BR 1 1/2 Ba Edwardian Flat. ,$2600, / 3br - 1300ft² - ,4075728731,-122.284523,Sep 18 2013,East Bay,/eby/apa/4075728731.html,37.841610, / 3br - 1300ft² - - (oakland hills / mills),"1459 MacArthur Blvd. 2bed/1ba, Gourmet kitchen, Hardwood, Granite",$1595, / 2br - ,4036381741,-122.227066,Sep 18 2013,East Bay,/eby/apa/4036381741.html,37.800955, / 2br - - (oakland lake merritt / grand),Beautiful 2 bedroom unit in a small building. Laundry inside. ,$1250, / 2br - 750ft² - ,4069725846,-122.240779,Sep 18 2013,East Bay,/eby/apa/4069725846.html,37.793027, / 2br - 750ft² - - (concord / pleasant hill / martinez),Specials At Concord Arcadian Apartments 2 Bedroom Beauty ,$1525, / 2br - 870ft² - ,4061612071,,Sep 18 2013,East Bay,/eby/apa/4061612071.html,, / 2br - 870ft² - - (fremont / union city / newark),Luxury Apartment - 1B near Dunbarton,$1475, / 1br - ,4075692408,-122.056273,Sep 18 2013,East Bay,/eby/apa/4075692408.html,37.541936, / 1br - - (fremont / union city / newark),"After a Hectic Day, Come Home to Tranquility and Comfort!",$1845, / 1br - 734ft² - ,4075618575,,Sep 18 2013,East Bay,/eby/apa/4075618575.html,, / 1br - 734ft² - - (santa rosa),1 Bedroom APARTMENT FOR RENT!! ,$1025, / 1br - ,4019566461,,Sep 18 2013,North Bay,/nby/apa/4019566461.html,, / 1br - - (lake county),Private Remodeled Lower Lake Waterfront Apt - Photos,$500, / 1br - ,4048105128,,Sep 18 2013,North Bay,/nby/apa/4048105128.html,, / 1br - - (mill valley),"FANTASTIC FLAT WITH GORGEOUS VIEWS IN QUIET, UPSCALE NEIGHBORHOOD",$2350, / 2br - 1000ft² - ,4066341435,-122.543687,Sep 18 2013,North Bay,/nby/apa/4066341435.html,37.908625, / 2br - 1000ft² - - (napa county),READY NOW! Hurry into Bella Vista before it's GONE!,$1599, / 2br - 930ft² - ,4076507498,,Sep 18 2013,North Bay,/nby/apa/4076507498.html,, / 2br - 930ft² - - (napa county),Beautifully Updated Home in Angwin,$2350, / 3br - 1604ft² - ,4076501087,-122.440304,Sep 18 2013,North Bay,/nby/apa/4076501087.html,38.577533, / 3br - 1604ft² - - (napa county),Spacious Home Located across the street from Las Posadas State Forest,$2000, / 3br - 2500ft² - ,4076491463,-122.434693,Sep 18 2013,North Bay,/nby/apa/4076491463.html,38.564560, / 3br - 2500ft² - - (larkspur),Live LARGE in This RENOVATED Apartment w/ MT TAM VIEWS Available Soon!,$2500, / 1br - 778ft² - ,4076381612,-122.506747,Sep 18 2013,North Bay,/nby/apa/4076381612.html,37.948557, / 1br - 778ft² - - (santa rosa),"Beautiful 3 Bed, 3 Bath 1,459 Sq. Ft house welcomes you! ",$1850, / 3br - 1459ft² - ,4076459546,,Sep 18 2013,North Bay,/nby/apa/4076459546.html,, / 3br - 1459ft² - - (sonoma),3 BD 2 BA single level home near Fryer Creek,$2500, / 3br - 1200ft² - ,4076467438,,Sep 18 2013,North Bay,/nby/apa/4076467438.html,, / 3br - 1200ft² - - (sausalito),Spacious 597 sq ft 1 BR in Sausalito ,$1941, / 1br - 597ft² - ,4076463711,-122.514985,Sep 18 2013,North Bay,/nby/apa/4076463711.html,37.875826, / 1br - 597ft² - - (santa rosa),Three bedroom apartment with washer dryer ,$2029, / 3br - 1156ft² - ,4076032470,,Sep 18 2013,North Bay,/nby/apa/4076032470.html,, / 3br - 1156ft² - - (sonoma),Furnished apartment close to plaza,$1395, / 1br - 700ft² - ,4076029337,-122.459891,Sep 18 2013,North Bay,/nby/apa/4076029337.html,38.278514, / 1br - 700ft² - - (novato),3B/3B $2300,$2300, / 3br - 1675ft² - ,4076026875,-122.582402,Sep 18 2013,North Bay,/nby/apa/4076026875.html,38.096538, / 3br - 1675ft² - - (san rafael),Beautifl vistas from this superb 1 bedroom!! enjoy walk in closet!!,$2235, / 1br - 880ft² - ,4076020650,-122.535270,Sep 18 2013,North Bay,/nby/apa/4076020650.html,38.021878, / 1br - 880ft² - - (novato),2 BEDROOM 1.5 BATH TOWNHOUSE! UPPER UNIT! POOL! FANTASTIC VIEWS!!,$1575, / 2br - ,4075969009,,Sep 18 2013,North Bay,/nby/apa/4075969009.html,, / 2br - - (novato),1 BEDROOM 1 BATH! HIGH CEILINGS! READY FOR OCTOBER 1 MOVE IN!,$1325, / 1br - ,4075961366,,Sep 18 2013,North Bay,/nby/apa/4075961366.html,, / 1br - - (rohnert pk / cotati),$1400 R.P. condo- in Redwood Park Estates,$1400, / 2br - 1000ft² - ,4075994983,,Sep 18 2013,North Bay,/nby/apa/4075994983.html,, / 2br - 1000ft² - - (healdsburg / windsor),Lovely Rural Healdsburg ,$1400, / 1br - ,4075988861,-122.840151,Sep 18 2013,North Bay,/nby/apa/4075988861.html,38.618549, / 1br - - (novato),LOVELY TOWNHOUSE ON THE WATER IN BEL MARIN KEYS,$2695, / 3br - 1342ft² - ,4075988353,,Sep 18 2013,North Bay,/nby/apa/4075988353.html,, / 3br - 1342ft² - - (rohnert pk / cotati),2 BEDROOM 2 BATH AVAILABLE FOR 11/15 MOVE IN! EXTRA STORAGE SPACE!,$1450, / 2br - ,4075983549,,Sep 18 2013,North Bay,/nby/apa/4075983549.html,, / 2br - - (novato),One Bedroom Apt. ,$1250, / 1br - 580ft² - ,4075982185,-122.603893,Sep 18 2013,North Bay,/nby/apa/4075982185.html,38.114719, / 1br - 580ft² - - (santa rosa),Spectacular home in Micro-Community Triplex,$1550, / 2br - 1000ft² - ,4074760848,-122.591200,Sep 18 2013,North Bay,/nby/apa/4074760848.html,38.364894, / 2br - 1000ft² - - (santa rosa),2 BA - Duplex - 812 Swift Court,$1800, / 3br - ,4074759010,-122.668996,Sep 17 2013,North Bay,/nby/apa/4074759010.html,38.477195, / 3br - - (mill valley),Peaceful setting-Beautiful views- Spacious home,$3700, / 3br - 2016ft² - ,4049155812,-122.539176,Sep 17 2013,North Bay,/nby/apa/4049155812.html,37.888876, / 3br - 2016ft² - - (santa rosa),2.5 BA - Duplex - 4736 Starbuck Avenue,$1700, / 3br - ,4074728570,-122.667913,Sep 17 2013,North Bay,/nby/apa/4074728570.html,38.463595, / 3br - - (santa rosa),Immediately available,$1600, / 3br - 1050ft² - ,4074732225,-122.747300,Sep 17 2013,North Bay,/nby/apa/4074732225.html,38.482200, / 3br - 1050ft² - - (santa rosa),2.5 BA - Tri-Plex - 2454 Avignon Circle,$1595, / 3br - ,4074721410,-122.747300,Sep 17 2013,North Bay,/nby/apa/4074721410.html,38.482200, / 3br - - (sebastopol),WINE COUNTRY CHARMER! 3 BdRm,$2300, / 3br - 1800ft² - ,4074716955,-122.843191,Sep 17 2013,North Bay,/nby/apa/4074716955.html,38.406240, / 3br - 1800ft² - - (santa rosa),1 BA - Apartment - 351 10th Street #1 (downstairs),$1250, / 2br - ,4074712305,-122.719871,Sep 17 2013,North Bay,/nby/apa/4074712305.html,38.443713, / 2br - - (petaluma),Pet Friendly Home in Petaluma 3bd/2ba,$2200, / 3br - 1200ft² - ,4074711809,-122.631939,Sep 17 2013,North Bay,/nby/apa/4074711809.html,38.248218, / 3br - 1200ft² - - (santa rosa),1 BA - Apartment - 631 Spencer Avenue #1 (downstairs),$1125, / 2br - ,4074705448,-122.715400,Sep 17 2013,North Bay,/nby/apa/4074705448.html,38.450411, / 2br - - (napa county),2BD Charming Yountville Condo,$1850, / 2br - ,4075702620,,Sep 18 2013,North Bay,/nby/apa/4075702620.html,, / 2br - - (napa county),3BD Delightfully Updated Napa Home,$1950, / 3br - 950ft² - ,4075700971,,Sep 18 2013,North Bay,/nby/apa/4075700971.html,, / 3br - 950ft² - - (napa county),3BD Spacious and Updated House in Downtown Napa ,$2900, / 3br - 2111ft² - ,4075698995,,Sep 18 2013,North Bay,/nby/apa/4075698995.html,, / 3br - 2111ft² - - (lake county),"Large ranch home, vineyard view, pool",$1395, / 2br - 2250ft² - ,4075691766,-122.585127,Sep 18 2013,North Bay,/nby/apa/4075691766.html,39.028702, / 2br - 2250ft² - - (tiburon / belvedere),"Tiburon, Close to Downtown, Deck, View, Wood Burning Fireplace",$2795, / 2br - 1100ft² - ,4047802572,-122.461683,Sep 18 2013,North Bay,/nby/apa/4047802572.html,37.882526, / 2br - 1100ft² - - (san rafael),Spacious 1br in central San Rafael!,$1495, / 1br - 645ft² - ,4058862309,-122.527299,Sep 18 2013,North Bay,/nby/apa/4058862309.html,37.987098, / 1br - 645ft² - - (sausalito),"Nicely situated 2 BR, 2 BA apartment in a great location",$2321, / 2br - 888ft² - ,4075676006,-122.514985,Sep 18 2013,North Bay,/nby/apa/4075676006.html,37.875826, / 2br - 888ft² - - (petaluma),Pre Lease Your BRAND NEW Apartment,$1675, / 2br - ,4075627442,,Sep 18 2013,North Bay,/nby/apa/4075627442.html,, / 2br - - (petaluma),Live Well @ Oak Creek !,$1525, / 2br - 900ft² - ,4075653151,,Sep 18 2013,North Bay,/nby/apa/4075653151.html,, / 2br - 900ft² - - (san rafael),Fantastic 1BR with a Courtyard View Available to Move-In Today!,$1862, / 1br - 706ft² - ,4075666784,-122.530625,Sep 18 2013,North Bay,/nby/apa/4075666784.html,38.021252, / 1br - 706ft² - - (petaluma),Detached Unit in Quiet Neighborhood,$1200, / 1br - ,4074154372,-122.651997,Sep 17 2013,North Bay,/nby/apa/4074154372.html,38.241416, / 1br - - (sonoma),Short Term Furnished Single Family House ,$3950, / 3br - ,4031333545,,Sep 17 2013,North Bay,/nby/apa/4031333545.html,, / 3br - - (sonoma),Sonoma Apartment With Old World Charm,$1400, / 2br - ,4059097118,,Sep 17 2013,North Bay,/nby/apa/4059097118.html,, / 2br - - (sonoma),Furnished Sonoma Condo Close To Plaza,$1500, / 1br - ,4059221647,,Sep 17 2013,North Bay,/nby/apa/4059221647.html,, / 1br - - (sonoma),Eastside Ranch Style Home,$2275, / 3br - ,4059248657,,Sep 17 2013,North Bay,/nby/apa/4059248657.html,, / 3br - - (sonoma),Well Appointed Sonoma Townhouse,$2400, / 3br - ,4059382367,,Sep 17 2013,North Bay,/nby/apa/4059382367.html,, / 3br - - (sonoma),"Peaceful, Sweet Home Nestled on the Outskirts of Sonoma ",$1550, / 1br - ,4062851413,,Sep 17 2013,North Bay,/nby/apa/4062851413.html,, / 1br - - (larkspur),"Pet-Friendly Apartments Close to Shopping, Dining, & Entertainment!",$2780, / 1br - 833ft² - ,4074121497,-122.508172,Sep 17 2013,North Bay,/nby/apa/4074121497.html,37.949315, / 1br - 833ft² - - (napa county),GORGEOUS REMODELED 3 BDRM HISTORIC DOWNTOWN NAPA HOME,$2600, / 3br - 1500ft² - ,4074137862,-122.283984,Sep 17 2013,North Bay,/nby/apa/4074137862.html,38.293014, / 3br - 1500ft² - - (russian river),Forestville - Summer Home Park ,$1600, / 2br - 1282ft² - ,4074124606,-122.938507,Sep 17 2013,North Bay,/nby/apa/4074124606.html,38.496412, / 2br - 1282ft² - - (larkspur),Fantastic Apartments Now Available at Larkspur Courts,$2330, / 1br - 781ft² - ,4074120954,-122.508172,Sep 17 2013,North Bay,/nby/apa/4074120954.html,37.949315, / 1br - 781ft² - - (petaluma),"2BR/2BA HOME WITH PLAYGROUND, POOL, & CLUBHOUSE",$2077, / 2br - 920ft² - ,4073476519,,Sep 17 2013,North Bay,/nby/apa/4073476519.html,, / 2br - 920ft² - - (santa rosa),Large Townhome next to Bennett Valley Golf Course,$1295, / 2br - 1000ft² - ,4073480308,,Sep 17 2013,North Bay,/nby/apa/4073480308.html,, / 2br - 1000ft² - - (santa rosa),Gorgeous 1 bedroom apartment includes washer dryer,$1706, / 1br - 716ft² - ,4023698241,,Sep 17 2013,North Bay,/nby/apa/4023698241.html,, / 1br - 716ft² - - (rohnert pk / cotati),Back on the market! 3rd floor! Available ASAP!,$1725, / 2br - 932ft² - ,4073393883,,Sep 17 2013,North Bay,/nby/apa/4073393883.html,, / 2br - 932ft² - - (tiburon / belvedere),Downtown Quiet House - Best Location,$3495, / 2br - ,4073469502,-122.454085,Sep 17 2013,North Bay,/nby/apa/4073469502.html,37.876310, / 2br - - (mill valley),1 Block from Downtown Duplex,$2250, / 2br - ,4073456187,-122.550919,Sep 17 2013,North Bay,/nby/apa/4073456187.html,37.905783, / 2br - - (rohnert pk / cotati),Two bed/1.5 bath townhouse,$1350, / 2br - 1000ft² - ,4073448636,-122.694100,Sep 17 2013,North Bay,/nby/apa/4073448636.html,38.347000, / 2br - 1000ft² - - (santa rosa),"Name Your Game....We Have Basketball, Tennis and Volleyball Courts",$1484, / 1br - ,4073436698,-122.748549,Sep 17 2013,North Bay,/nby/apa/4073436698.html,38.466997, / 1br - - (mill valley),"Nice, spacious apartment with large deck and beautiful view of Mt. Tam",$1595, / 1br - 900ft² - ,4073432299,-122.512195,Sep 17 2013,North Bay,/nby/apa/4073432299.html,37.901070, / 1br - 900ft² - - (vallejo / benicia),913 Sutter St. ***Available 10/1/2013,$1300, / 3br - ,4032235010,-122.253262,Sep 18 2013,East Bay,/eby/apa/4032235010.html,38.102201, / 3br - - (vallejo / benicia),10 Lee St #8,$950, / 2br - 1000ft² - ,4032213069,-122.265858,Sep 18 2013,East Bay,/eby/apa/4032213069.html,38.113739, / 2br - 1000ft² - - (vallejo / benicia),616 Lincoln Rd East,$775, / 2br - ,4032194155,-122.229485,Sep 18 2013,East Bay,/eby/apa/4032194155.html,38.097415, / 2br - - (hayward / castro valley),APARMENT FOR RENT,$1100, / 2br - ,4075891765,,Sep 18 2013,East Bay,/eby/apa/4075891765.html,, / 2br - - (fremont / union city / newark),New Home! Upgrade to this Huge Two Bedroom,$1843, / 2br - ,4076083854,,Sep 18 2013,East Bay,/eby/apa/4076083854.html,, / 2br - - (hayward / castro valley),Quiet Garden Apartments,$1125, / 1br - 500ft² - ,4076046742,-122.068126,Sep 18 2013,East Bay,/eby/apa/4076046742.html,37.636121, / 1br - 500ft² - - (fairfield / vacaville),LUXURIOUS 3 BEDROOM + LOFT/ 2.5 BATH HOME IN VACAVILLE ,$1850, / 3br - 1700ft² - ,4050964105,-121.954175,Sep 18 2013,East Bay,/eby/apa/4050964105.html,38.355825, / 3br - 1700ft² - - (oakland hills / mills),$300 Summer Bonus!,$1500, / 2br - ,4075787389,-122.220680,Sep 18 2013,East Bay,/eby/apa/4075787389.html,37.798612, / 2br - - (fairfield / vacaville),Amazing Gated Community with Lush Landscaping,, ,4075787020,,Sep 18 2013,East Bay,/eby/apa/4075787020.html,, -" (hercules, pinole, san pablo, el sob)",Beautiful 4BD Hercules Home in the Flowers Community Available October,$2250, / 4br - 1927ft² - ,4075814863,,Sep 18 2013,East Bay,/eby/apa/4075814863.html,, / 4br - 1927ft² - - (concord / pleasant hill / martinez),Newly Remodeled Townhouse/Condo in Convenient Location,$1395, / 2br - ,4049368423,-122.048273,Sep 18 2013,East Bay,/eby/apa/4049368423.html,37.946023, / 2br - - (concord / pleasant hill / martinez),Pet-Friendly and Convenient Apartments!,$1374, / 1br - 620ft² - ,4075762582,,Sep 18 2013,East Bay,/eby/apa/4075762582.html,, / 1br - 620ft² - - (walnut creek),Luxurious and Spacious One Bedroom Apartment Available For Rent!,$2295, / 1br - 749ft² - ,4075665185,,Sep 18 2013,East Bay,/eby/apa/4075665185.html,, / 1br - 749ft² - -" (hercules, pinole, san pablo, el sob)",4675 Appian way 2 B.R. 2 bath apt,$1600, / 3br - 1300ft² - ,4075722425,-122.302380,Sep 18 2013,East Bay,/eby/apa/4075722425.html,37.973923, / 3br - 1300ft² - - (concord / pleasant hill / martinez),1X1 APARTMENTS COMING THIS FALL,$1350, / 1br - 660ft² - ,4061670256,,Sep 18 2013,East Bay,/eby/apa/4061670256.html,, / 1br - 660ft² - - (albany / el cerrito),"7200 Manila, el cerrito 3B.R. 2 bath ",$2700, / 3br - 1900ft² - ,4075696312,-122.304461,Sep 18 2013,East Bay,/eby/apa/4075696312.html,37.918878, / 3br - 1900ft² - - (san leandro),Great House for Rent $2500 No App Fee ,$2500, / 4br - ,4075718909,-122.127438,Sep 18 2013,East Bay,/eby/apa/4075718909.html,37.712238, / 4br - - (danville / san ramon),"Vaulted Ceilings,Fireplace,Washer & Dryer!!",$2237, / 2br - 1057ft² - ,4075714215,-121.983673,Sep 18 2013,East Bay,/eby/apa/4075714215.html,37.778320, / 2br - 1057ft² - - (pittsburg / antioch),Come Experience the Good Life!,$1428, / 1br - 820ft² - ,4075632830,,Sep 18 2013,East Bay,/eby/apa/4075632830.html,, / 1br - 820ft² - - (oakland west),2 BEDROOM TOWNHOMES! OCONLY 4 AVAILABLE! ME SEE TODAY! ONE MONTH FREE,$1164, / 2br - 844ft² - ,4075580587,-122.285100,Sep 18 2013,East Bay,/eby/apa/4075580587.html,37.807100, / 2br - 844ft² - - (hayward / castro valley),$200 End of Summer Bonus!!,$1750, / 3br - ,4075641677,-122.083315,Sep 18 2013,East Bay,/eby/apa/4075641677.html,37.697656, / 3br - - (pittsburg / antioch),Newly Renovated Unit Now Available in Pittsburg!,$1250, / 3br - ,4045696164,-121.890585,Sep 18 2013,East Bay,/eby/apa/4045696164.html,38.028470, / 3br - - (santa rosa),"Live in the Luxurious, Beautiful Fountaingrove ",$1875, / 2br - 1100ft² - ,4076438962,-122.725664,Sep 18 2013,North Bay,/nby/apa/4076438962.html,38.478182, / 2br - 1100ft² - - (santa rosa),Small furnished cottage in S.R. J.C. area.,$1200, / 333ft² - ,4076460140,,Sep 18 2013,North Bay,/nby/apa/4076460140.html,, / 333ft² - - (larkspur),LIMITED INVENTORY: Huge & Renovated Town Home Available Soon!,$3850, / 2br - 1108ft² - ,4076433523,-122.506747,Sep 18 2013,North Bay,/nby/apa/4076433523.html,37.948557, / 2br - 1108ft² - - (larkspur),Enjoy Summer In This Renovated Apartment w/ Washer/Dryer & GREAT VIEWS,$2570, / 1br - 708ft² - ,4076387729,-122.506747,Sep 18 2013,North Bay,/nby/apa/4076387729.html,37.948557, / 1br - 708ft² - - (san rafael),Small One Bedroom San Rafael,$1100, / 1br - 480ft² - ,4076437261,-122.497331,Sep 18 2013,North Bay,/nby/apa/4076437261.html,37.966933, / 1br - 480ft² - - (rohnert pk / cotati),"Garage, Pool-SPA, Tennis Ct.",$1200, / 2br - 850ft² - ,4076414491,-122.695769,Sep 18 2013,North Bay,/nby/apa/4076414491.html,38.346709, / 2br - 850ft² - - (russian river),"Re: ""1600 / 2br - 1282ft² - Forestville - Summer Home Park (russian """,, ,4076412688,,Sep 18 2013,North Bay,/nby/apa/4076412688.html,, - (petaluma),Deluxe 2BR/1BA in Friendly Community!,$1745, / 2br - 879ft² - ,4076395903,,Sep 18 2013,North Bay,/nby/apa/4076395903.html,, / 2br - 879ft² - - (larkspur),Limited Inventory: RENOVATED TOP FLOOR Apartment! Hurry In For a Tour!,$3195, / 2br - 950ft² - ,4076395351,-122.506747,Sep 18 2013,North Bay,/nby/apa/4076395351.html,37.948557, / 2br - 950ft² - - (santa rosa),Prime location with Designer 2 BR and enclosed garage,$1714, / 2br - ,4076409062,-122.672718,Sep 18 2013,North Bay,/nby/apa/4076409062.html,38.454883, / 2br - - (petaluma),Enclave is extending the invitation for you to visit!,$1695, / 2br - 1028ft² - ,4075975783,,Sep 18 2013,North Bay,/nby/apa/4075975783.html,, / 2br - 1028ft² - - (novato),2 BEDROOM TOWNHOUSE 8/30! RECREATION AREA! EXTRA STORAGE!!,$1650, / 2br - ,4060869812,,Sep 18 2013,North Bay,/nby/apa/4060869812.html,, / 2br - - (novato),2 BEDROOM 2 BATH READY NOW! HUGE BALCONY! GARAGE!,$1850, / 2br - ,4060884783,,Sep 18 2013,North Bay,/nby/apa/4060884783.html,, / 2br - - (novato), BRIGHT & SPACIOUS END UNIT IN PLEASANT VALLEY,$2095, / 2br - 1076ft² - ,4075932444,,Sep 18 2013,North Bay,/nby/apa/4075932444.html,, / 2br - 1076ft² - - (novato),"1 BEDROOM AVAILABLE! PERFECT LOCATION! POOL, SPA AND GYM!!",$1350, / 1br - ,4075955610,,Sep 18 2013,North Bay,/nby/apa/4075955610.html,, / 1br - - (novato),UNIQUE HAMILTON HOME AT THE END OF A CUL-DE-SAC,$3495, / 3br - 1568ft² - ,4075904989,,Sep 18 2013,North Bay,/nby/apa/4075904989.html,, / 3br - 1568ft² - - (Cloverdale),3 Bedroom New Pictures,$1650, / 3br - 1200ft² - ,4046054457,,Sep 18 2013,North Bay,/nby/apa/4046054457.html,, / 3br - 1200ft² - - (santa rosa),Rincon Valley Beauty ,$1599, / 2br - ,4071134024,-122.656817,Sep 18 2013,North Bay,/nby/apa/4071134024.html,38.463418, / 2br - - (larkspur),What More Can You Ask For Than This Renovated Cozy Apartment,$2875, / 2br - 900ft² - ,4075858417,,Sep 18 2013,North Bay,/nby/apa/4075858417.html,, / 2br - 900ft² - - (larkspur),"Great Location - Walk to Ferry, Shops, & Dining!",$2825, / 2br - 900ft² - ,4075849368,,Sep 18 2013,North Bay,/nby/apa/4075849368.html,, / 2br - 900ft² - - (napa county),Victorian style home close to St Helena,$1800, / 3br - ,4075856474,,Sep 18 2013,North Bay,/nby/apa/4075856474.html,, / 3br - - (mill valley),"Sunny and clean Townhouse, Shelter Ridge",$3290, / 3br - 1350ft² - ,4074695749,-122.519554,Sep 17 2013,North Bay,/nby/apa/4074695749.html,37.895286, / 3br - 1350ft² - - (sausalito),Wonderful Bay Views and Close to Caledonia St,$2650, / 2br - 850ft² - ,4074667392,-122.491915,Sep 17 2013,North Bay,/nby/apa/4074667392.html,37.861166, / 2br - 850ft² - - (santa rosa),2 Bed 1.5 Bath; w/d Hookups; Mo. to Mo.,$1250, / 2br - 992ft² - ,4074673512,-122.744052,Sep 17 2013,North Bay,/nby/apa/4074673512.html,38.434345, / 2br - 992ft² - - (sonoma),3 Bdr 2 Ba - Rustic Country Home,$2500, / 1700ft² - ,4074667069,-122.482892,Sep 17 2013,North Bay,/nby/apa/4074667069.html,38.318313, / 1700ft² - - (napa county),***DOWNTOWN NAPA |CARRIAGE HOUSE***,$1895, / 2br - 1200ft² - ,4042029359,-122.292448,Sep 17 2013,North Bay,/nby/apa/4042029359.html,38.307098, / 2br - 1200ft² - - (sebastopol),Downtown Sebastopol Studio Cottage,$900, / 400ft² - ,4074654580,,Sep 17 2013,North Bay,/nby/apa/4074654580.html,, / 400ft² - - (napa county),2 bedroom 2 bathroom Apt. Available,$1295, / 2br - 900ft² - ,4074631137,-122.306637,Sep 17 2013,North Bay,/nby/apa/4074631137.html,38.299372, / 2br - 900ft² - - (petaluma),712 Vanessa Way - Immaculate 5 bedroom / 3 bath ,$2995, / 5br - 2546ft² - ,4074635820,-122.654596,Sep 17 2013,North Bay,/nby/apa/4074635820.html,38.241138, / 5br - 2546ft² - - (mill valley),"Cozy, freestanding, fully furnished cottage ",$1250, / 1br - ,4074614356,,Sep 17 2013,North Bay,/nby/apa/4074614356.html,, / 1br - - (santa rosa),"Beautiful, remodeled house in great location",$1650, / 2br - ,4074608786,-122.694797,Sep 17 2013,North Bay,/nby/apa/4074608786.html,38.446911, / 2br - - (napa county),Scenic Views of Napa River!!!,$1295, / 2br - ,4016790177,-122.289138,Sep 18 2013,North Bay,/nby/apa/4016790177.html,38.280799, / 2br - - (tiburon / belvedere),"Tiburon Views, Large Balcony, Close to Town",$2895, / 2br - 1100ft² - ,4018255201,-122.461283,Sep 18 2013,North Bay,/nby/apa/4018255201.html,37.882926, / 2br - 1100ft² - - (san rafael),$1125 Small Studio Near Town Quiet ,$1125, / 250ft² - ,4052585562,-122.523286,Sep 18 2013,North Bay,/nby/apa/4052585562.html,37.975225, / 250ft² - - (corte madera),Resort Community Nestled Among the Rolling Hills of Marin,$2474, / 2br - ,4075615244,-122.512593,Sep 18 2013,North Bay,/nby/apa/4075615244.html,37.920835, / 2br - - (napa county),"AWESOME NAPA UNIT ! HUGE CLOSETS,DISHWASHER,POOLS, PARKING,CHEAP RENT ",$1250, / 2br - ,4075608055,-122.270751,Sep 18 2013,North Bay,/nby/apa/4075608055.html,38.284311, / 2br - - (russian river),Newly remodeled studio cottage in Monte Rio,$675, ,4048957804,,Sep 18 2013,North Bay,/nby/apa/4048957804.html,, - (tiburon / belvedere),Gorgeous Newly Remodeled/ Chef's Kitchen/3 Frplcs/Reed Schools ~ J.Wav,$7499, / 3br - ,4075598702,-122.476984,Sep 18 2013,North Bay,/nby/apa/4075598702.html,37.889026, / 3br - - (Santa Rosa),Check Out This Beautiful Home! - The Only Thing Missing Is You! 674,$1475, / 2br - ,4075536378,,Sep 18 2013,North Bay,/nby/apa/4075536378.html,, / 2br - - (healdsburg / windsor),HEALDSBURG**SPECTACULAR ST. HELENA VIEW & vineyards,$2300, / 2br - ,4075593487,-122.999492,Sep 18 2013,North Bay,/nby/apa/4075593487.html,38.598725, / 2br - - (corte madera),Corte Madera Home in Reed School District,$6250, / 4br - 1640ft² - ,4075503950,-122.498602,Sep 18 2013,North Bay,/nby/apa/4075503950.html,37.918092, / 4br - 1640ft² - - (san rafael),$400 off move in!! Turn key beautiful new home awaiting your arrival!!,$1831, / 1br - 650ft² - ,4075546153,-122.535206,Sep 18 2013,North Bay,/nby/apa/4075546153.html,38.022901, / 1br - 650ft² - - (rohnert pk / cotati),Great Housing and Plentiful Community Amenities!,$1267, / 1br - 640ft² - ,4074084552,,Sep 17 2013,North Bay,/nby/apa/4074084552.html,, / 1br - 640ft² - - (san rafael),private location make good use w/ multiple outdoor spaces!! ,$1847, / 1br - 650ft² - ,4074091937,-122.532331,Sep 17 2013,North Bay,/nby/apa/4074091937.html,38.021582, / 1br - 650ft² - - (san rafael),Furnished Studi includes Utilies,$1890, / 1br - ,4074059418,,Sep 17 2013,North Bay,/nby/apa/4074059418.html,, / 1br - - (sonoma),Cute Duplex Close to Plaza,$1450, / 2br - ,4074079089,,Sep 17 2013,North Bay,/nby/apa/4074079089.html,, / 2br - - (sausalito),Sausalito Banana Belt Home W/ Fabulous Views!,$4800, / 3br - 1523ft² - ,4074077907,,Sep 17 2013,North Bay,/nby/apa/4074077907.html,, / 3br - 1523ft² - - (petaluma),West-Side Hs & Lrg Lot Perfect For Rec Vehicles,$2200, / 1br - ,4074050709,-122.637168,Sep 17 2013,North Bay,/nby/apa/4074050709.html,38.240241, / 1br - - (lake county),Lakefront Home for Rent ,$1000, / 2br - 912ft² - ,4074052150,,Sep 17 2013,North Bay,/nby/apa/4074052150.html,, / 2br - 912ft² - - (novato),3 bdrm/1.5 bth townhouse- open floor plan. Available,$2200, / 3br - 1288ft² - ,4073980601,,Sep 17 2013,North Bay,/nby/apa/4073980601.html,, / 3br - 1288ft² - - (san rafael),"Video ~ Elegant Peacock Gap Estate, Custom Details Throughout --PRANDI",$8500, / 4br - 4781ft² - ,4074050575,-122.470281,Sep 17 2013,North Bay,/nby/apa/4074050575.html,37.998425, / 4br - 4781ft² - - (santa rosa),Northeast Tranquil Natural Creek Setting!,$1689, / 2br - ,4023798194,-122.656667,Sep 17 2013,North Bay,/nby/apa/4023798194.html,38.463334, / 2br - - (napa county),"""THE BARN"" IN ST. HELENA",$2300, / 1br - 1200ft² - ,4074047158,-122.481079,Sep 17 2013,North Bay,/nby/apa/4074047158.html,38.549239, / 1br - 1200ft² - - (san rafael),Remodeled one bedroom with office,$1900, / 2br - ,4031274263,-122.512713,Sep 17 2013,North Bay,/nby/apa/4031274263.html,37.972713, / 2br - - (santa rosa),"2 Bedroom, 2 Bath Luxury Apartment",$1690, / 2br - 920ft² - ,4073393250,-122.706632,Sep 17 2013,North Bay,/nby/apa/4073393250.html,38.417144, / 2br - 920ft² - - (santa rosa),3 Bed/2 Bath Apt in Beautiful Bennett Valley,$1895, / 3br - 1150ft² - ,4063081300,-122.663813,Sep 17 2013,North Bay,/nby/apa/4063081300.html,38.427000, / 3br - 1150ft² - - (santa rosa),Two Bedroom/Two Bath with a Bennett Valley Address. W/D. ,$1700, / 2br - 1000ft² - ,4063078160,-122.663684,Sep 17 2013,North Bay,/nby/apa/4063078160.html,38.426731, / 2br - 1000ft² - - (healdsburg / windsor),Condominium for Rent,$2000, / 3br - 1993ft² - ,4073411204,-122.807300,Sep 17 2013,North Bay,/nby/apa/4073411204.html,38.544300, / 3br - 1993ft² - - (santa rosa),Luxury Apartment - 1 bedroom,$1415, / 1br - 720ft² - ,4067448007,-122.705768,Sep 17 2013,North Bay,/nby/apa/4067448007.html,38.416727, / 1br - 720ft² - - (santa rosa),2 Bedroom 2 Bath Luxury Apartment 1st floor,$1690, / 2br - 920ft² - ,4067710951,-122.706632,Sep 17 2013,North Bay,/nby/apa/4067710951.html,38.417144, / 2br - 920ft² - - (petaluma),One bedroom downstairs available Mid October. !!,$1414, / 1br - 661ft² - ,4073350767,,Sep 17 2013,North Bay,/nby/apa/4073350767.html,, / 1br - 661ft² - - (larkspur),Magnificent Home With Beautiful In-Law Apartment Foundation,$6500, / 4br - ,4073374460,,Sep 17 2013,North Bay,/nby/apa/4073374460.html,, / 4br - - (rohnert pk / cotati),Ground Floor with great amenity access! 10/21/13!,$1655, / 1br - 790ft² - ,4073394744,,Sep 17 2013,North Bay,/nby/apa/4073394744.html,, / 1br - 790ft² - - (petaluma),One bedrooms available mid October Downstairs unit. !!!!!!!!,$1454, / 1br - 661ft² - ,4073362309,,Sep 17 2013,North Bay,/nby/apa/4073362309.html,, / 1br - 661ft² - - (corte madera),Furn Mastersuite in Euro-Designer HEAL-House w/Garden ,$1500, / 1br - 300ft² - ,4042648709,,Sep 16 2013,North Bay,/nby/apa/4042648709.html,, / 1br - 300ft² - - (sebastopol),Wonderful two story Craftsman style home on private road Walk 2 town,$2500, / 3br - 1754ft² - ,4072469139,-122.832803,Sep 16 2013,North Bay,/nby/apa/4072469139.html,38.398313, / 3br - 1754ft² - - (santa rosa),"Quietest Community in Santa Rosa!! Small Community, New, Very Clean !",$1889, / 2br - 1198ft² - ,4072450478,,Sep 16 2013,North Bay,/nby/apa/4072450478.html,, / 2br - 1198ft² - - (santa rosa),Desirable Montgomery Village house,$1575, / 3br - 950ft² - ,4072449405,-122.683698,Sep 16 2013,North Bay,/nby/apa/4072449405.html,38.444132, / 3br - 950ft² - - (san rafael),open Tuesday 9-10am Charming Dominican new granite/tile professionals,$2595, / 3br - ,4072432127,-122.517886,Sep 16 2013,North Bay,/nby/apa/4072432127.html,37.981423, / 3br - - (novato),AzariPM; GORGEOUS luxury home on 3.5 Acres! Plenty of room for the whole family!,$3999, / 3br - 3000ft² - ,4062118671,,Sep 16 2013,North Bay,/nby/apa/4062118671.html,, / 3br - 3000ft² - - (napa county),"Very unique St. Helena Country Home - 3BR, 2.5BA ",$2600, / 3br - 1450ft² - ,4045536550,,Sep 16 2013,North Bay,/nby/apa/4045536550.html,, / 3br - 1450ft² - - (santa rosa),house for rent,$1850, / 2br - ,4072407849,,Sep 16 2013,North Bay,/nby/apa/4072407849.html,, / 2br - - (lake county),"Lakefront 3br/2ba Duplex Unit for Rent, in Nice, CA",$1300, / 3br - 1350ft² - ,4046632402,,Sep 16 2013,North Bay,/nby/apa/4046632402.html,, / 3br - 1350ft² - - (santa rosa),house for rent,$1350, / 1br - ,4066040885,,Sep 16 2013,North Bay,/nby/apa/4066040885.html,, / 1br - - (fairfield / vacaville),"Designer-inspired floor plans with large, private patios",$1148, / 1br - ,4075743154,-122.052869,Sep 18 2013,East Bay,/eby/apa/4075743154.html,38.277381, / 1br - - (walnut creek),FIRST TIME HOME BUYER HELP WWW.925SOLD.COM,, ,4033948173,,Sep 18 2013,East Bay,/eby/apa/4033948173.html,, - (fairfield / vacaville),396 Mountain Meadows Drive,$2275, / 4br - 2278ft² - ,4075784243,,Sep 18 2013,East Bay,/eby/apa/4075784243.html,, / 4br - 2278ft² - - (danville / san ramon),"FREE BLACKHAWK,DANVILLE,SAN RAMON RENTAL HELP",, ,4066030017,,Sep 18 2013,East Bay,/eby/apa/4066030017.html,, - (san leandro),"1919 Manchester, 2 bed/1 bath in San Leandro, Granite Countertops",$1325, / 2br - ,4075734250,-122.115046,Sep 18 2013,East Bay,/eby/apa/4075734250.html,37.705569, / 2br - - (vallejo / benicia),newly remodeled apt ~SECTION 8 WELCOME~,$1000, / 1br - ,4071176169,-122.234618,Sep 18 2013,East Bay,/eby/apa/4071176169.html,38.095786, / 1br - - (vallejo / benicia),Recently Remodeled 2bd/1bth SECTION 8 OK,$1100, / 2br - ,4071197833,-122.234618,Sep 18 2013,East Bay,/eby/apa/4071197833.html,38.095786, / 2br - - (fairfield / vacaville),"Stunning top floor, corner location. Bonus! 700 off move in",$1450, / 2br - 943ft² - ,4075805195,,Sep 18 2013,East Bay,/eby/apa/4075805195.html,, / 2br - 943ft² - - (fairfield / vacaville),Amazing One Bedroom Available & Indoor Heated Pool,$1148, / 1br - 704ft² - ,4075482627,-122.052869,Sep 18 2013,East Bay,/eby/apa/4075482627.html,38.277381, / 1br - 704ft² - - (oakland piedmont / montclair),$825.00 - 1 BEDROOM APARTMENT NEAR PIEDMONT AVENUE,$825, / 1br - 500ft² - ,4075801749,-122.254229,Sep 18 2013,East Bay,/eby/apa/4075801749.html,37.821633, / 1br - 500ft² - - (pittsburg / antioch),updated Dallas Ranch property in Antioch,$1950, / 4br - 2654ft² - ,4075709286,-121.789370,Sep 18 2013,East Bay,/eby/apa/4075709286.html,37.964704, / 4br - 2654ft² - - (fremont / union city / newark),Live Where Your Friends Live.,$2245, / 2br - 1106ft² - ,4075623020,,Sep 18 2013,East Bay,/eby/apa/4075623020.html,, / 2br - 1106ft² - - (fremont / union city / newark),Come and #relax by the #pool after a long day @ work,$1805, / 1br - 829ft² - ,4075705883,,Sep 18 2013,East Bay,/eby/apa/4075705883.html,, / 1br - 829ft² - - (emeryville),Brand New B3 Lofts - Open House TONIGHT,, ,4075684584,-122.276280,Sep 18 2013,East Bay,/eby/apa/4075684584.html,37.837926, - (san leandro),MOVE IN SPECIAL! A BEAUTIFUL APARTMENT WITH AMENITIES AND UPGRADES.,$1495, / 1br - 800ft² - ,4075653974,-122.149290,Sep 18 2013,East Bay,/eby/apa/4075653974.html,37.723282, / 1br - 800ft² - - (pittsburg / antioch),▶♬ Lovely Antioch View Home ♬◄,$2200, / 4br - 2255ft² - ,4075679313,-121.844215,Sep 18 2013,East Bay,/eby/apa/4075679313.html,37.976680, / 4br - 2255ft² - - (hayward / castro valley),Open House Friday 4-7pm,$2295, / 3br - ,4075667973,-122.078200,Sep 18 2013,East Bay,/eby/apa/4075667973.html,37.701500, / 3br - - (oakland lake merritt / grand),2nd floor bright 1 bedroom with balcony,$1300, / 1br - 575ft² - ,4043556712,-122.252426,Sep 18 2013,East Bay,/eby/apa/4043556712.html,37.813073, / 1br - 575ft² - - (fairfield / vacaville),Luxury - 1 bedroom apartment ,$1289, / 1br - 740ft² - ,4075557718,-122.035817,Sep 18 2013,East Bay,/eby/apa/4075557718.html,38.299878, / 1br - 740ft² - - (fremont / union city / newark),Have the best of the Bay Area within reach at Skylark Apartments!,$1815, / 2br - 913ft² - ,4075695732,-122.021413,Sep 18 2013,East Bay,/eby/apa/4075695732.html,37.585265, / 2br - 913ft² - - (fairfield / vacaville),4 bed 2 bath home in the Travis School District in Vacaville!,$1800, / 4br - 1489ft² - ,4075682656,-121.967797,Sep 18 2013,East Bay,/eby/apa/4075682656.html,38.334827, / 4br - 1489ft² - - (petaluma),Plenty of Personal Space for Everyone! Azure at Lakeville Square!,$2965, / 3br - ,4076394023,,Sep 18 2013,North Bay,/nby/apa/4076394023.html,, / 3br - - (santa rosa),Choose Your Location NOW! The Perfect Floorplan!,$1475, / 2br - ,4056938068,-122.759557,Sep 18 2013,North Bay,/nby/apa/4056938068.html,38.468862, / 2br - - (sausalito),"Sausalito 2br 2ba Townhouse $2,800",, ,4076381678,,Sep 18 2013,North Bay,/nby/apa/4076381678.html,, - (napa county),IMMACULATE & PRIVATE 2 BDRM +OFFICE NAPA HOME,$1750, / 2br - 1200ft² - ,4076358624,-122.304312,Sep 18 2013,North Bay,/nby/apa/4076358624.html,38.311037, / 2br - 1200ft² - - (rohnert pk / cotati),North of the Bay Area! Stunning 2BR/1BA Apartment Available 10/10!,$1477, / 2br - 820ft² - ,4076351442,,Sep 18 2013,North Bay,/nby/apa/4076351442.html,, / 2br - 820ft² - - (napa county),St. Helena 3 bedroom/2bath home.,$2000, / 3br - 1476ft² - ,4076360835,-122.473226,Sep 18 2013,North Bay,/nby/apa/4076360835.html,38.509356, / 3br - 1476ft² - - (Santa Rosa),Find What You're Looking For! - Call Today For More Information,$1575, / 2br - ,4076326120,,Sep 18 2013,North Bay,/nby/apa/4076326120.html,, / 2br - - (sonoma),detached studio,$900, ,4076357349,,Sep 18 2013,North Bay,/nby/apa/4076357349.html,, - (healdsburg / windsor),AVAILABLE 10/01/2013,$1850, / 3br - 1350ft² - ,4076357223,-121.582700,Sep 18 2013,North Bay,/nby/apa/4076357223.html,39.991700, / 3br - 1350ft² - - (petaluma),COMFORTABLE 2BR HOMES WITH SONOMA MOUNTAIN VIEWS!,$1950, / 2br - 825ft² - ,4076346075,,Sep 18 2013,North Bay,/nby/apa/4076346075.html,, / 2br - 825ft² - - (mill valley),"Location ,location ,location",$5600, / 4br - 2500ft² - ,4075901252,,Sep 18 2013,North Bay,/nby/apa/4075901252.html,, / 4br - 2500ft² - - (larkspur),WAITING LIST: Enjoy The Sun in This Renovated & Spacious Townhome!,$3850, / 2br - 1108ft² - ,4075848452,,Sep 18 2013,North Bay,/nby/apa/4075848452.html,, / 2br - 1108ft² - - (sausalito),"Great 2 BR, 2 BA with exclusive access to Sausalito ",$2563, / 2br - 1072ft² - ,4075896484,-122.514985,Sep 18 2013,North Bay,/nby/apa/4075896484.html,37.875826, / 2br - 1072ft² - - (Santa Rosa),Come See Why Our Community Is The Best This Town Has To Offer!,$1295, / 1br - ,4075873620,,Sep 18 2013,North Bay,/nby/apa/4075873620.html,, / 1br - - (Santa Rosa),Call About Our Amazing Specials - Call for Specials!,$1475, / 2br - ,4075870761,,Sep 18 2013,North Bay,/nby/apa/4075870761.html,, / 2br - - (santa rosa),Excellent Homes near Local Parks!,$1186, / 1br - ,4075879504,-122.704097,Sep 18 2013,North Bay,/nby/apa/4075879504.html,38.445111, / 1br - - (santa rosa),2B 2Ba Garden Apt Near Safeway & School w/Hardwood Floors!61,$1300, / 2br - 900ft² - ,4075824077,-122.752177,Sep 18 2013,North Bay,/nby/apa/4075824077.html,38.449606, / 2br - 900ft² - - (napa county),Amazing Townhome Now Available with $500 OFF 1st Months Rent!,$2650, / 4br - 2067ft² - ,4075813320,-122.292767,Sep 18 2013,North Bay,/nby/apa/4075813320.html,38.276302, / 4br - 2067ft² - - (larkspur),"Come Live in These Pet-Friendly 3BR/2BA Apartments in Larkspur, CA",$3995, / 3br - 1282ft² - ,4075841829,-122.508172,Sep 18 2013,North Bay,/nby/apa/4075841829.html,37.949315, / 3br - 1282ft² - - (petaluma),31 Post Street,$2400, / 3br - ,4058797506,-122.642356,Sep 18 2013,North Bay,/nby/apa/4058797506.html,38.230527, / 3br - - (napa county),Charming Executive Studio avail Jan (corporate/travel nurse housing),$1275, / 1br - 600ft² - ,4074596178,,Sep 17 2013,North Bay,/nby/apa/4074596178.html,, / 1br - 600ft² - - (san rafael),2 Bedroom Freshly Renovated with Washer/Dryer,$1700, / 2br - 715ft² - ,4074591995,-122.512086,Sep 17 2013,North Bay,/nby/apa/4074591995.html,37.959723, / 2br - 715ft² - - (mill valley),Casa Roja Apartment Homes,$1995, / 1br - ,4074591815,-122.534986,Sep 17 2013,North Bay,/nby/apa/4074591815.html,37.879326, / 1br - - (petaluma),2 BR 1 BA Country House On Shared Six Acres in West Petaluma,$2000, ,4074573092,,Sep 17 2013,North Bay,/nby/apa/4074573092.html,, - (napa county),2006 2829sq ft. Built 3 Bed 3 Bath House in American Cayon ,$2200, / 4br - 2829ft² - ,4064195950,,Sep 17 2013,North Bay,/nby/apa/4064195950.html,, / 4br - 2829ft² - - (lake county),Hidden Valley Lake Gem,$1400, / 3br - 1400ft² - ,4074574850,-122.560881,Sep 17 2013,North Bay,/nby/apa/4074574850.html,38.828613, / 3br - 1400ft² - - (russian river),Studio in Forestville,$700, / 400ft² - ,4059483228,,Sep 17 2013,North Bay,/nby/apa/4059483228.html,, / 400ft² - - (greenbrae),"29 year old, professional looking for a studio or 1 bd",$1100, ,4074563699,,Sep 17 2013,North Bay,/nby/apa/4074563699.html,, - (lake county),All Utilities Included!!,$645, / 1br - 600ft² - ,4059729036,-122.843240,Sep 17 2013,North Bay,/nby/apa/4059729036.html,39.123410, / 1br - 600ft² - - (petaluma),OPEN HOUSE Sat. 9/21 12-2 PM 1433 Baywood Drive ,$2375, / 4br - 1350ft² - ,4066102566,-122.609696,Sep 17 2013,North Bay,/nby/apa/4066102566.html,38.241016, / 4br - 1350ft² - - (Lake Tahoe),♥ House sitting $790 1500ft² -Sun deck- 8 to 12 months,$790, ,4059863795,,Sep 17 2013,North Bay,/nby/apa/4059863795.html,, - (fairfax), lower unit with yard ,$2200, / 2br - ,4075573564,,Sep 18 2013,North Bay,/nby/apa/4075573564.html,, / 2br - - (Santa Rosa),You'll Smile w/ Delight When You See Our Stunning Apt Homes!!,$1732, / 3br - ,4075538691,,Sep 18 2013,North Bay,/nby/apa/4075538691.html,, / 3br - - (santa rosa),Resort Style Living in Prime Rincon Valley Location,$1549, / 1br - ,4075418321,-122.672696,Sep 18 2013,North Bay,/nby/apa/4075418321.html,38.454967, / 1br - - (santa rosa),1 BDRM. Corner End Unit Overlooking Beautiful Trees,$1390, / 1br - 720ft² - ,4056527422,-122.705768,Sep 18 2013,North Bay,/nby/apa/4056527422.html,38.416727, / 1br - 720ft² - - (petaluma),Charming 3bd/2bth House w/ utilities,$2400, / 3br - ,4075555691,-122.677700,Sep 18 2013,North Bay,/nby/apa/4075555691.html,38.240300, / 3br - - (sebastopol),Downtown Queen Anne Live/Work,$2150, / 3br - 1300ft² - ,4075555548,-122.821900,Sep 18 2013,North Bay,/nby/apa/4075555548.html,38.398181, / 3br - 1300ft² - - (san rafael),"2 bedroom Duplex - , San Rafael 2/1.5 With Pool",$2000, / 2br - ,4065318761,,Sep 18 2013,North Bay,/nby/apa/4065318761.html,, / 2br - - (kentfield / ross),5Bed/4Bath Stunning Furnished Home with Pool in Kentfield,$8000, / 5br - 3500ft² - ,4069165655,-122.541587,Sep 18 2013,North Bay,/nby/apa/4069165655.html,37.953424, / 5br - 3500ft² - - (petaluma),Looking to move in early November?,$1414, / 1br - 661ft² - ,4075498860,,Sep 18 2013,North Bay,/nby/apa/4075498860.html,, / 1br - 661ft² - - (napa county),"Special Pricing! Open Floor Plan, newer appliances & new Carpet. ",$1405, / 2br - 895ft² - ,4075516830,-122.283897,Sep 18 2013,North Bay,/nby/apa/4075516830.html,38.316941, / 2br - 895ft² - - (healdsburg / windsor),Beautiful Town Green Condo,$2150, / 2br - 1742ft² - ,4075518499,-122.807300,Sep 18 2013,North Bay,/nby/apa/4075518499.html,38.544300, / 2br - 1742ft² - - (tiburon / belvedere),Contemporary Furnished Condo with Views of Tiburon Cove! ,$4500, / 2br - ,4073965690,-122.498760,Sep 17 2013,North Bay,/nby/apa/4073965690.html,37.894769, / 2br - -" (Santa Rosa, ca)","Two-Bedroom, Two-Bathroom Home with Access to Garage Parking",$2012, / 2br - 1006ft² - ,4074030456,,Sep 17 2013,North Bay,/nby/apa/4074030456.html,, / 2br - 1006ft² - - (petaluma),Lovely Petaluma Fairway Meadows Home,$2600, / 4br - 2116ft² - ,4050655546,-122.594956,Sep 17 2013,North Bay,/nby/apa/4050655546.html,38.241388, / 4br - 2116ft² - - (napa county),"Much sought after, rarely found Calistoga 2 bedroom home",$1550, / 2br - 1164ft² - ,4074025306,,Sep 17 2013,North Bay,/nby/apa/4074025306.html,, / 2br - 1164ft² - - (sonoma),Ready Now! Beautiful 3bd Sonoma House,$2800, / 3br - 1600ft² - ,4063398061,-122.469402,Sep 17 2013,North Bay,/nby/apa/4063398061.html,38.297540, / 3br - 1600ft² - - (sonoma),Upper 2 Bedroom Duplex Unit in Sonoma,$2100, / 2br - ,4068343195,-122.469600,Sep 17 2013,North Bay,/nby/apa/4068343195.html,38.284900, / 2br - - (napa county),4108 McKinnon Road - Carneros Region,$2000, / 4br - ,4073963348,-122.329858,Sep 17 2013,North Bay,/nby/apa/4073963348.html,38.246815, / 4br - - (sausalito),Adorable Banana Belt unit w/ View in Lovely Victorian,$2200, / 1br - ,4034572975,,Sep 17 2013,North Bay,/nby/apa/4034572975.html,, / 1br - - (sausalito),Sausalito Cottage with Bay View,$2000, / 1br - ,4063837742,-122.478933,Sep 17 2013,North Bay,/nby/apa/4063837742.html,37.852882, / 1br - - (sausalito),Sunny Sausalito Studio W/ Water View,$1595, ,4034484238,,Sep 17 2013,North Bay,/nby/apa/4034484238.html,, - (novato),"Pet friendly, Dual master suites, W/D included!",$1850, / 2br - ,4065890386,-122.573192,Sep 17 2013,North Bay,/nby/apa/4065890386.html,38.103320, / 2br - - (san rafael),Classy and Private,$1575, / 1br - 720ft² - ,4059175867,,Sep 17 2013,North Bay,/nby/apa/4059175867.html,, / 1br - 720ft² - - (santa rosa),"Amazing Layout, Downstairs, View of Mt Taylor.",$1743, / 2br - 1212ft² - ,4073377742,,Sep 17 2013,North Bay,/nby/apa/4073377742.html,, / 2br - 1212ft² - - (petaluma),1 bedroom apartment for rent,$900, / 1br - 600ft² - ,4073371626,,Sep 17 2013,North Bay,/nby/apa/4073371626.html,, / 1br - 600ft² - - (santa rosa),Vineyard Gardens! Santa Rosa's Best kept Secret,$1850, / 2br - 926ft² - ,4073192794,-122.712741,Sep 17 2013,North Bay,/nby/apa/4073192794.html,38.409289, / 2br - 926ft² - - (santa rosa),"Spacious, NW 2 bedroom, 2 bath condo",$1500, / 2br - 1000ft² - ,4073363724,-122.769300,Sep 17 2013,North Bay,/nby/apa/4073363724.html,38.435512, / 2br - 1000ft² - - (santa rosa),"REMODELED ONE BEDROOM ON MENDOCINO AVE., Near J.C. & Downtown",$875, / 1br - ,4043158872,-122.717886,Sep 17 2013,North Bay,/nby/apa/4043158872.html,38.449875, / 1br - - (santa rosa),"Park-like Setting, Stunning Pool/Spa, Fitness Center, and more",$1504, / 1br - ,4073311052,-122.672825,Sep 17 2013,North Bay,/nby/apa/4073311052.html,38.454933, / 1br - - (sebastopol),7809 Kennedy Road,$3450, / 3br - 1700ft² - ,4073339769,-122.830118,Sep 17 2013,North Bay,/nby/apa/4073339769.html,38.364003, / 3br - 1700ft² - - (sebastopol),778 Robinson Road,$2300, / 4br - 2500ft² - ,4066977379,-122.831878,Sep 17 2013,North Bay,/nby/apa/4066977379.html,38.394550, / 4br - 2500ft² - - (sebastopol),626 South Main St.,$1150, / 2br - 800ft² - ,4068958822,-122.821501,Sep 17 2013,North Bay,/nby/apa/4068958822.html,38.396322, / 2br - 800ft² - - (santa rosa),"Big, Huge, Like Living in a House, Layout like a House",$1805, / 2br - 1326ft² - ,4073328881,,Sep 17 2013,North Bay,/nby/apa/4073328881.html,, / 2br - 1326ft² - - (west marin),Stinson beach 1BR,$975, / 1br - 600ft² - ,4072377539,-122.640370,Sep 16 2013,North Bay,/nby/apa/4072377539.html,37.900213, / 1br - 600ft² - - (napa county),All utilities included! Studio in Downtown Calistoga,$899, ,4072347447,-122.574694,Sep 16 2013,North Bay,/nby/apa/4072347447.html,38.577307, - (san anselmo),Lovely tree house in San Anselmo with amazing views of Ross Valley,$3200, / 2br - 1250ft² - ,4072340476,-122.580906,Sep 16 2013,North Bay,/nby/apa/4072340476.html,37.980501, / 2br - 1250ft² - - (russian river),"1 Bdrm Apartment Monte $700/mo, share utilities",$700, / 1br - 600ft² - ,4036620235,,Sep 16 2013,North Bay,/nby/apa/4036620235.html,, / 1br - 600ft² - - (mill valley),New Listing! 4bd+cottage in Blithedale Canyon Close 2 Town. FOUNDATION,$5700, / 5br - 2850ft² - ,4072274034,-122.552387,Sep 16 2013,North Bay,/nby/apa/4072274034.html,37.914825, / 5br - 2850ft² - - (petaluma),"Great Condo, Westside",$1650, / 2br - 1018ft² - ,4072253704,-122.648317,Sep 16 2013,North Bay,/nby/apa/4072253704.html,38.248785, / 2br - 1018ft² - - (lake county),1 Bed 1 Bath with small bonus room,$650, / 1br - ,4044321363,-122.643329,Sep 16 2013,North Bay,/nby/apa/4044321363.html,38.953583, / 1br - - (lake county),Beautiful 2 Bed 2 Bath Home,$850, / 2br - 1340ft² - ,4044443264,-122.626370,Sep 16 2013,North Bay,/nby/apa/4044443264.html,38.958230, / 2br - 1340ft² - - (russian river),Awesome Cabin - For Rent,$1550, / 1br - ,4072219509,,Sep 16 2013,North Bay,/nby/apa/4072219509.html,, / 1br - - (novato),"Spacious Studio with lots of privacy, all utils. paid.",$995, ,4072194137,,Sep 16 2013,North Bay,/nby/apa/4072194137.html,, - (santa rosa),"1bd 1ba, work out in our fitness center, go swiming & cool off! ",$1396, / 1br - 625ft² - ,4030146347,,Sep 16 2013,North Bay,/nby/apa/4030146347.html,, / 1br - 625ft² - - (healdsburg / windsor),CLOVERDALE,$2350, / 3br - ,4071850389,,Sep 16 2013,North Bay,/nby/apa/4071850389.html,, / 3br - - (fairfax),Gorgeous upstairs flat for rent,$2700, / 2br - 1000ft² - ,4071842974,-122.593700,Sep 16 2013,North Bay,/nby/apa/4071842974.html,37.988300, / 2br - 1000ft² - - (san rafael),Great Apartment! Lots of space,$2400, / 2br - ,4071834417,,Sep 16 2013,North Bay,/nby/apa/4071834417.html,, / 2br - - (napa county),New house in Alta Heights available now ,$1950, / 1br - 950ft² - ,4071802348,-122.256400,Sep 16 2013,North Bay,/nby/apa/4071802348.html,38.454900, / 1br - 950ft² - - (petaluma),1227 B street ** Beautiful Home ** A must see!! 707-585-2913,$2900, / 4br - ,4071824468,,Sep 16 2013,North Bay,/nby/apa/4071824468.html,, / 4br - - (petaluma),1227 B Street **707-585-2913 ** Beatiful 2 level 4 bedroom house,$2900, / 4br - ,4071782570,,Sep 16 2013,North Bay,/nby/apa/4071782570.html,, / 4br - - (santa rosa),"Luxury Living, Resort Amenities and Designer Apartments",$1473, / 1br - ,4071781844,-122.672782,Sep 16 2013,North Bay,/nby/apa/4071781844.html,38.454916, / 1br - - (santa rosa),5925 Mark West Santa Rosa Lovely home with lots of Privacy 707-585-291,$3200, / 4br - ,4071765621,,Sep 16 2013,North Bay,/nby/apa/4071765621.html,, / 4br - - (corte madera),Charming two bedroom in a Triplex. Great location,$2400, / 2br - ,4060663850,-122.531746,Sep 16 2013,North Bay,/nby/apa/4060663850.html,37.927389, / 2br - - (mill valley),Wonderful Executive style tri-level home with views,$4300, / 3br - ,4032081870,-122.529310,Sep 16 2013,North Bay,/nby/apa/4032081870.html,37.883081, / 3br - - (santa rosa),2B 2Ba Garden Apt Near Safeway & School w/Hardwood Floors!59,$1300, / 2br - 900ft² - ,4071632244,-122.752177,Sep 16 2013,North Bay,/nby/apa/4071632244.html,38.449606, / 2br - 900ft² - - (vallejo / benicia),"Vaulted ceilings, storage, balcony, you will love!! ",$1315, / 2br - 1040ft² - ,4075690116,-122.244863,Sep 18 2013,East Bay,/eby/apa/4075690116.html,38.129373, / 2br - 1040ft² - - (fremont / union city / newark),Nice 1bedroom condo,$1550, / 2br - 714ft² - ,4075596603,,Sep 18 2013,East Bay,/eby/apa/4075596603.html,, / 2br - 714ft² - - (oakland west),"""FULLY REMODELED"" (1021 26th St.)",$2200, / 4br - ,4075765591,,Sep 18 2013,East Bay,/eby/apa/4075765591.html,, / 4br - - (hayward / castro valley),LARGE Townhouse w/garage AVAILABLE NOW!,$1395, / 2br - ,4075793373,,Sep 18 2013,East Bay,/eby/apa/4075793373.html,, / 2br - - (fremont / union city / newark),We speak woof!,$2068, / 2br - 900ft² - ,4075792490,-121.972618,Sep 18 2013,East Bay,/eby/apa/4075792490.html,37.539694, / 2br - 900ft² - -" (hercules, pinole, san pablo, el sob)",Apt. # 4116 -3rd Floor - $500 Deposit,$1729, / 2br - 1108ft² - ,4075634512,,Sep 18 2013,East Bay,/eby/apa/4075634512.html,, / 2br - 1108ft² - - (dublin / pleasanton / livermore),"House for rent in Tracy, CA",$1800, / 4br - 2000ft² - ,4075693735,,Sep 18 2013,East Bay,/eby/apa/4075693735.html,, / 4br - 2000ft² - - (pittsburg / antioch),"Last Cottonwood Available for November 1, 2013",$1320, / 2br - 926ft² - ,4075664681,,Sep 18 2013,East Bay,/eby/apa/4075664681.html,, / 2br - 926ft² - - (west marin),Historic Stinson Beach Barn on Private Dirt Road,$2000, / 1br - 1200ft² - ,4076286518,-122.646067,Sep 18 2013,North Bay,/nby/apa/4076286518.html,37.900171, / 1br - 1200ft² - - (napa county),2 BD/1 BA NAPA DUPLEX,$1400, / 2br - ,4071660326,-122.264078,Sep 18 2013,North Bay,/nby/apa/4071660326.html,38.283250, / 2br - - (napa county),3/1 CENTRAL NAPA HOUSE,$1700, / 3br - ,4043687115,-122.285471,Sep 18 2013,North Bay,/nby/apa/4043687115.html,38.318208, / 3br - - (santa rosa),Furnished Studio includes Utilities,$2309, ,4076166947,,Sep 18 2013,North Bay,/nby/apa/4076166947.html,, - (santa rosa),Tranquil setting in Gorgeous location - Minutes to Downtown,$1506, / 1br - ,4076260086,-122.672718,Sep 18 2013,North Bay,/nby/apa/4076260086.html,38.454967, / 1br - - (novato),Updated Novato home for lease,$3350, / 3br - 1615ft² - ,4059194490,-122.518265,Sep 18 2013,North Bay,/nby/apa/4059194490.html,38.063483, / 3br - 1615ft² - - (santa rosa),Santa Rosa 4BR Rincon Valley,$2850, / 4br - 2300ft² - ,4049057525,-122.679054,Sep 18 2013,North Bay,/nby/apa/4049057525.html,38.476770, / 4br - 2300ft² - - (healdsburg / windsor),4 Bedroom 2.5 Bath Home in Cloverdale,$1950, / 4br - 2200ft² - ,4076298839,,Sep 18 2013,North Bay,/nby/apa/4076298839.html,, / 4br - 2200ft² - - (healdsburg / windsor),HEALDSBURG Apartment,$1250, / 2br - 800ft² - ,4076297091,-122.872674,Sep 18 2013,North Bay,/nby/apa/4076297091.html,38.629650, / 2br - 800ft² - - (rohnert pk / cotati),Beautiful Rohnert Park Home (Walking Distance To Sonoma State Univ.),$1200, / 1br - 700ft² - ,4071388988,-122.689398,Sep 18 2013,North Bay,/nby/apa/4071388988.html,38.339614, / 1br - 700ft² - - (novato),1817 Marion Avenue,$1850, / 3br - ,4064922974,-122.581992,Sep 18 2013,North Bay,/nby/apa/4064922974.html,38.111519, / 3br - - (petaluma),Well Maintained Duplex in Desirable Penngrove 2Bed/2 Bath,$1360, / 2br - ,4065025000,-122.665701,Sep 18 2013,North Bay,/nby/apa/4065025000.html,38.302567, / 2br - - (petaluma),916 Palmetto Way,$2600, / 4br - 1924ft² - ,4065167586,-122.612033,Sep 18 2013,North Bay,/nby/apa/4065167586.html,38.239718, / 4br - 1924ft² - - (sonoma),BEAUTIFUL SONOMA COUNTRY HOME -- FULLY UPGRADED,$3900, / 3br - 4000ft² - ,4065192995,-122.455821,Sep 18 2013,North Bay,/nby/apa/4065192995.html,38.233630, / 3br - 4000ft² - - (petaluma),West Petaluma Cherry Valley Apartment,$1300, / 1br - ,4061008448,,Sep 18 2013,North Bay,/nby/apa/4061008448.html,, / 1br - - (petaluma),217 Lakeville Street #5,$950, / 1br - ,4043361411,-122.635669,Sep 18 2013,North Bay,/nby/apa/4043361411.html,38.237920, / 1br - - (petaluma),1524 Trellis Lane,$2500, / 4br - 2100ft² - ,4036541365,-122.603675,Sep 18 2013,North Bay,/nby/apa/4036541365.html,38.241513, / 4br - 2100ft² - - (petaluma),163 Wilson St Unit B,$1470, / 2br - ,4034253038,-122.636210,Sep 18 2013,North Bay,/nby/apa/4034253038.html,38.239695, / 2br - - (petaluma),1625 Northstar Drive,$1825, / 3br - ,4048613501,-122.638170,Sep 18 2013,North Bay,/nby/apa/4048613501.html,38.262703, / 3br - - (rohnert pk / cotati),2BR/2BA Pet-Friendly Apartment!,$1576, / 2br - 920ft² - ,4075798823,,Sep 18 2013,North Bay,/nby/apa/4075798823.html,, / 2br - 920ft² - - (santa rosa),Going into Fall Special!Sign an Extd Lease.....get a little Free $$$* ,$2100, / 2br - 1342ft² - ,4074532378,,Sep 17 2013,North Bay,/nby/apa/4074532378.html,, / 2br - 1342ft² - - (russian river),"""Granny Unit"" for Rent ",$850, / 1br - 500ft² - ,4074524140,,Sep 17 2013,North Bay,/nby/apa/4074524140.html,, / 1br - 500ft² - - (santa rosa),"1B 1+1/2 bath, in Railroad Square, w/ huge kitchen!",$1400, / 1br - ,4074502288,-122.720886,Sep 17 2013,North Bay,/nby/apa/4074502288.html,38.438072, / 1br - - (san rafael),X-large Studio in San Rafael $1250 ,$1250, ,4074499604,-122.510500,Sep 17 2013,North Bay,/nby/apa/4074499604.html,37.969100, - (sonoma),"Newer home 4 blocks from Sonoma Plaza, 4 skylights, shed",$2400, / 3br - 1200ft² - ,4015136072,-122.465791,Sep 17 2013,North Bay,/nby/apa/4015136072.html,38.292714, / 3br - 1200ft² - - (santa rosa),One Bedroom Granny Unit in Desirable Bennett Valley,$1250, / 1br - ,4049335127,-122.679358,Sep 17 2013,North Bay,/nby/apa/4049335127.html,38.432576, / 1br - - (sonoma),Country Cottage in Kenwood,$1250, / 600ft² - ,4074468751,-122.519600,Sep 17 2013,North Bay,/nby/apa/4074468751.html,38.366200, / 600ft² - - (novato),Dazzling views! Prime location! Stop by today!,$3264, / 2br - 1586ft² - ,4074369039,,Sep 17 2013,North Bay,/nby/apa/4074369039.html,, / 2br - 1586ft² - - (mill valley), Duplex with Awesome Views,$2100, / 2br - 958ft² - ,4074386385,-122.529659,Sep 17 2013,North Bay,/nby/apa/4074386385.html,37.882408, / 2br - 958ft² - - (lake county),"Lovely, remodeled home in Clr. Riviera",$795, / 2br - 900ft² - ,4074404063,-122.734730,Sep 17 2013,North Bay,/nby/apa/4074404063.html,38.958892, / 2br - 900ft² - - (santa rosa),Large 4 bedroom in country setting,$3700, / 4br - 4000ft² - ,4058222109,-122.686797,Sep 17 2013,North Bay,/nby/apa/4058222109.html,38.461111, / 4br - 4000ft² - - (napa county),Save $250! Amazing Special! Hurry Before This One Is Gone!,$1199, / 1br - 685ft² - ,4075511146,-122.284651,Sep 18 2013,North Bay,/nby/apa/4075511146.html,38.317757, / 1br - 685ft² - - (santa rosa),Condo for rent/Available immediately,$1975, / 3br - 1484ft² - ,4075503640,-122.704249,Sep 18 2013,North Bay,/nby/apa/4075503640.html,38.419950, / 3br - 1484ft² - - (sonoma),55+ Community has available rentals!,, ,4075475248,,Sep 18 2013,North Bay,/nby/apa/4075475248.html,, - (napa county),One bedroom one bath available for occupancy October 8th! ,, 1br - ,4075496935,,Sep 18 2013,North Bay,/nby/apa/4075496935.html,, 1br - - (petaluma),Private In-Law near Downtown,$1200, / 1br - ,4075389844,-122.651997,Sep 18 2013,North Bay,/nby/apa/4075389844.html,38.241416, / 1br - - (petaluma),Thinking about moving within the next month or two...,$1695, / 2br - 1028ft² - ,4075461344,-122.615500,Sep 18 2013,North Bay,/nby/apa/4075461344.html,38.250700, / 2br - 1028ft² - - (santa rosa),2 BDRM 2 BTH Apartment,$1690, / 2br - 920ft² - ,4067717256,-122.705768,Sep 18 2013,North Bay,/nby/apa/4067717256.html,38.416727, / 2br - 920ft² - - (santa rosa),Top Floor Luxury 1 Bedroom Apartment,$1415, / 1br - 720ft² - ,4067713186,-122.705768,Sep 18 2013,North Bay,/nby/apa/4067713186.html,38.416727, / 1br - 720ft² - - (santa rosa),Top Floor 1 Bedroom Luxury Apartment,$1415, / 1br - 720ft² - ,4065142813,-122.705768,Sep 18 2013,North Bay,/nby/apa/4065142813.html,38.416727, / 1br - 720ft² - - (napa county),Beautiful Townhouse with Side Yard AND $500 off 1st Months Rent!,$2800, / 4br - 2433ft² - ,4075451512,-122.296318,Sep 18 2013,North Bay,/nby/apa/4075451512.html,38.276167, / 4br - 2433ft² - - (larkspur),AVAILABLE! REMOD./FURNISHED VIEW HOME-GARAGE/HOT TUB/UTIL SVC'S INCL! ,$3995, / 2br - 1650ft² - ,4068145183,-122.519188,Sep 18 2013,North Bay,/nby/apa/4068145183.html,37.946363, / 2br - 1650ft² - - (sausalito),Elegant Sausalito Tree House,$5950, / 4br - ,4017099500,,Sep 17 2013,North Bay,/nby/apa/4017099500.html,, / 4br - - (sebastopol),PIECE OF PARADISE,$1300, / 1br - 600ft² - ,4073936691,-122.894840,Sep 17 2013,North Bay,/nby/apa/4073936691.html,38.426708, / 1br - 600ft² - - (sausalito),Updated Banana Belt Unit With Parking & Deck,$3200, / 2br - ,4065843241,-122.488418,Sep 17 2013,North Bay,/nby/apa/4065843241.html,37.857575, / 2br - - (santa rosa),Private Nature Views! Resort-style living in Rincon Valley,$1499, / 1br - ,4073893393,-122.672846,Sep 17 2013,North Bay,/nby/apa/4073893393.html,38.455000, / 1br - - (napa county),Large Studio for only $668 a month! ,$668, / 375ft² - ,4073943819,-122.317286,Sep 17 2013,North Bay,/nby/apa/4073943819.html,38.314013, / 375ft² - - (napa county),"American Canyon 4bd, 3bath",$2250, / 4br - 2000ft² - ,4073923861,-122.258484,Sep 17 2013,North Bay,/nby/apa/4073923861.html,38.162142, / 4br - 2000ft² - - (napa county),Oversized two bedroom two bath available for immediate occupancy.,, 2br - ,4073846075,,Sep 17 2013,North Bay,/nby/apa/4073846075.html,, 2br - - (tiburon / belvedere),"PENDING! Charming 3BR/1BA,New Flrs,Granite,Cabs.Lg. Backyard,Garage",$3675, / 3br - ,4034567581,,Sep 17 2013,North Bay,/nby/apa/4034567581.html,, / 3br - - (san rafael),"Condo-Remodeled Canal 2BR,F/P,Big Deck & BRs, Pool, 1 Car Parking! ",$1850, / 2br - ,4063686389,-122.502899,Sep 17 2013,North Bay,/nby/apa/4063686389.html,37.966280, / 2br - - (san rafael),"PENDING! 3BR Townhse,Tons of Storage!Walk In Closets,W/D,Pet Submit! ",$2150, / 3br - ,4034751829,,Sep 17 2013,North Bay,/nby/apa/4034751829.html,, / 3br - - (sonoma),One BEDROOM UNIT AVAILABLE FOR RENT!!,$850, / 1br - 400ft² - ,4073913368,,Sep 17 2013,North Bay,/nby/apa/4073913368.html,, / 1br - 400ft² - - (napa county),26 Flamingo Court-American Canyon,$1800, / 3br - ,4073292258,,Sep 17 2013,North Bay,/nby/apa/4073292258.html,, / 3br - - (napa county),25 Corvina-American Canyon,$1900, / 3br - ,4073279407,,Sep 17 2013,North Bay,/nby/apa/4073279407.html,, / 3br - - (healdsburg / windsor),COZY WINDSOR COUNTRY HOUSE,$1500, / 2br - ,4073316720,-122.823544,Sep 17 2013,North Bay,/nby/apa/4073316720.html,38.547142, / 2br - - (larkspur),"1 Bedroom, 1 Bath Available mid Oct (short-term)",$975, / 1br - ,4073306867,,Sep 17 2013,North Bay,/nby/apa/4073306867.html,, / 1br - - (sausalito),***Breathtaking Views! Sausalito Near GG Bridge!***,$3600, / 2br - 1200ft² - ,4048497264,-122.482753,Sep 17 2013,North Bay,/nby/apa/4048497264.html,37.846460, / 2br - 1200ft² - - (russian river),ALL Utilities Included Furnished Apartment--High End!,$1900, / 1br - 1000ft² - ,4054618852,-122.996500,Sep 17 2013,North Bay,/nby/apa/4054618852.html,38.505500, / 1br - 1000ft² - - (napa county),Spacious one bedroom one bath with fireplace.,, 1br - ,4073272020,,Sep 17 2013,North Bay,/nby/apa/4073272020.html,, 1br - - (petaluma),Stop Looking. Enclave is the place. Hurry Come in soon !!!!,$1640, / 2br - 1028ft² - ,4073201620,,Sep 17 2013,North Bay,/nby/apa/4073201620.html,, / 2br - 1028ft² - - (santa rosa),2B 2Ba Garden Apt Near Safeway & School w/Hardwood Floors!60,$1300, / 2br - 900ft² - ,4073227064,-122.752177,Sep 17 2013,North Bay,/nby/apa/4073227064.html,38.449606, / 2br - 900ft² - - (lake county),Large Kelseyville Townhouse Available Now,$975, / 3br - 1600ft² - ,4073291575,-122.832856,Sep 17 2013,North Bay,/nby/apa/4073291575.html,38.972038, / 3br - 1600ft² - - (petaluma),We've Remodeled!! Come take a Peek. ,$1475, / 1br - 626ft² - ,4073276414,-122.617796,Sep 17 2013,North Bay,/nby/apa/4073276414.html,38.249516, / 1br - 626ft² - - (novato),Come home to Millworks in Historic Old Town Novato!,$2213, ,4072191311,,Sep 16 2013,North Bay,/nby/apa/4072191311.html,, - (rohnert pk / cotati),Pet-Friendly 2BR/2BA Apartment with Tons of Space!#181 for 10/22,$1531, / 2br - 920ft² - ,4072148086,,Sep 16 2013,North Bay,/nby/apa/4072148086.html,, / 2br - 920ft² - - (petaluma),Live Downtown * West Side * Townhome Style * Coming Soon,$1549, / 2br - ,4042210714,-122.635320,Sep 16 2013,North Bay,/nby/apa/4042210714.html,38.227376, / 2br - - (santa rosa),Stylish & Unique 1x1's* Poolside or Parkside? And $300 OFF?! Wow!,$1149, / 1br - ,4010700971,-122.759728,Sep 16 2013,North Bay,/nby/apa/4010700971.html,38.467803, / 1br - - (petaluma),Petaluma's Prime Location,$1675, / 2br - ,4072161056,,Sep 16 2013,North Bay,/nby/apa/4072161056.html,, / 2br - - (tiburon / belvedere),Hillside/SF views outside your door! Spacious 2+2 ,$3055, / 2br - ,4030338089,-122.460740,Sep 16 2013,North Bay,/nby/apa/4030338089.html,37.881348, / 2br - - (sonoma),Lovely Sonoma Home one block of the historic Sonoma Square,$1950, / 2br - ,4059477173,-122.460963,Sep 16 2013,North Bay,/nby/apa/4059477173.html,38.293508, / 2br - - (sausalito),"OPEN HOUSE SAT, Sept 21 11am-1pm: 2 BR, 2 BA w hot tub + deck",$4900, / 2br - ,4072136767,-122.488123,Sep 16 2013,North Bay,/nby/apa/4072136767.html,37.857303, / 2br - - (tiburon / belvedere),Fall move-in!! Over looking the SF Skyline!! New througout !,$2357, / 1br - ,4032260236,-122.460740,Sep 16 2013,North Bay,/nby/apa/4032260236.html,37.881348, / 1br - - (sebastopol),Super charming country cottage! ,$1400, / 1br - ,4072119721,,Sep 16 2013,North Bay,/nby/apa/4072119721.html,, / 1br - - (petaluma),All We Are Missing Is You !!!!!!!!!,$1414, / 1br - 661ft² - ,4072119631,-122.636650,Sep 16 2013,North Bay,/nby/apa/4072119631.html,38.232420, / 1br - 661ft² - - (rohnert pk / cotati),"7659 Adrian Ave, Rohnert Park 707-585-2913",$1850, / 3br - ,4071747022,,Sep 16 2013,North Bay,/nby/apa/4071747022.html,, / 3br - - (rohnert pk / cotati),24 Creekwood Square Showing today 9/16 at 4 pm **707-585-2913**,$1200, / 1br - ,4071735212,,Sep 16 2013,North Bay,/nby/apa/4071735212.html,, / 1br - - (mill valley),RENTED Gorgeous 4bd+Office Home w/Gourmet Kitchen -FOUNDATION,$7700, / 5br - 3646ft² - ,4036006777,,Sep 16 2013,North Bay,/nby/apa/4036006777.html,, / 5br - 3646ft² - - (napa county),4054 Escuela 3-2 Total remodel north napa on 1/2 acre.,$2500, / 3br - 1700ft² - ,4059796746,,Sep 16 2013,North Bay,/nby/apa/4059796746.html,, / 3br - 1700ft² - - (santa rosa),"445 Rusty Lane, Santa Rosa Showing 9/18/13 at 11 am **707-585-2913",$1800, / 3br - ,4071728580,,Sep 16 2013,North Bay,/nby/apa/4071728580.html,, / 3br - - (petaluma),"314 Bodega Ave, Petaluma Showing 9/17/13 at 3pm **707-585-2913**",$2100, / 2br - ,4071717770,,Sep 16 2013,North Bay,/nby/apa/4071717770.html,, / 2br - - (napa county),ST HELENA 3 BEDROOM HOUSE SWEEPING VINEYARD VIEW ,$2800, / 3br - 1700ft² - ,4046291938,,Sep 16 2013,North Bay,/nby/apa/4046291938.html,, / 3br - 1700ft² - - (tiburon / belvedere),"$2,500 2bed1bath unit w/private patio with view",$2500, / 2br - 1000ft² - ,4071704650,-122.496272,Sep 16 2013,North Bay,/nby/apa/4071704650.html,37.896964, / 2br - 1000ft² - - (corte madera),The Perfect Home - 15 Minutes from San Francisco!,$2504, / 2br - ,4071639795,-122.512593,Sep 16 2013,North Bay,/nby/apa/4071639795.html,37.920835, / 2br - - (russian river),3bd/2b Home for rent in Monte Rio ,$1650, / 3br - 1375ft² - ,4071700739,-123.004518,Sep 16 2013,North Bay,/nby/apa/4071700739.html,38.466812, / 3br - 1375ft² - - (healdsburg / windsor),Furnished Home - Walk to Healdsburg Plaza - Fall Rental,$3000, / 3br - 1446ft² - ,4019933903,-122.863203,Sep 16 2013,North Bay,/nby/apa/4019933903.html,38.616393, / 3br - 1446ft² - - (novato),AMAZING APARTMENTS LOCATED IN HISTORIC OLD TOWN!,$2213, ,4071149403,-122.566491,Sep 16 2013,North Bay,/nby/apa/4071149403.html,38.105919, - (petaluma),WOW! Stunning top to bottom remodel. Move in today. Detached workshop.,$2500, / 4br - 1509ft² - ,4059376675,,Sep 16 2013,North Bay,/nby/apa/4059376675.html,, / 4br - 1509ft² - - (santa rosa),"South West Santa Rosa, Bellevue Ranch 5bd/3ba ",$2500, / 5br - 2175ft² - ,4071131231,-122.740663,Sep 16 2013,North Bay,/nby/apa/4071131231.html,38.406296, / 5br - 2175ft² - - (san rafael),Gated San Rafael Estate-Pool-Tennis- FOUNDATION,$11500, / 6br - 6000ft² - ,4042427455,,Sep 16 2013,North Bay,/nby/apa/4042427455.html,, / 6br - 6000ft² - - (novato),Bel Marin Keys 3bd/2ba-River and Open Space Views- FOUNDATION,$3575, / 3br - 1490ft² - ,4050783634,,Sep 16 2013,North Bay,/nby/apa/4050783634.html,, / 3br - 1490ft² - - (sausalito),COMING SOON! Updated 2bd/1.5ba Duplex-Views-FOUNDATION,$4200, / 2br - ,4035452122,,Sep 16 2013,North Bay,/nby/apa/4035452122.html,, / 2br - - (san rafael),Chic Waterfront In-Law Studio ,$2250, / 1br - ,4063910767,-122.510500,Sep 16 2013,North Bay,/nby/apa/4063910767.html,37.969100, / 1br - - (san rafael),Upscale Water Front 1bd Beach Cottage-FOUNDATION,$2995, / 1br - ,4063911565,,Sep 16 2013,North Bay,/nby/apa/4063911565.html,, / 1br - - (san rafael),Contemporary Glenwood 3bd+/2.5ba w Panoramic Views,$5850, / 4br - 2539ft² - ,4031124117,-122.479405,Sep 16 2013,North Bay,/nby/apa/4031124117.html,37.995791, / 4br - 2539ft² - - (santa rosa),Perfect Nature-filled Location! NE ,$1689, / 2br - ,4021595021,-122.656925,Sep 16 2013,North Bay,/nby/apa/4021595021.html,38.463267, / 2br - - (russian river),A Sunny Cottage by Austin Creek,$1200, / 2br - 580ft² - ,4020067916,-123.196500,Sep 18 2013,North Bay,/nby/apa/4020067916.html,38.591800, / 2br - 580ft² - - (santa rosa),Beautiful 4/2.5 Single Level Home in Bennett Valley's Summerfield Hts!,$2400, / 4br - 2100ft² - ,4063785451,,Sep 18 2013,North Bay,/nby/apa/4063785451.html,, / 4br - 2100ft² - - (santa rosa),Nice 2 Bed/1.5 Bath 2 Story Apartment!,$1150, / 2br - ,4044119386,,Sep 18 2013,North Bay,/nby/apa/4044119386.html,, / 2br - - (santa rosa),3Bed/1 Ba Home in Rural Setting!,$1800, / 3br - ,4014566802,-122.735294,Sep 18 2013,North Bay,/nby/apa/4014566802.html,38.387235, / 3br - - (santa rosa),Nice 1Bed/1Ba in Great Apartment Complex!,$950, / 1br - ,4034256722,,Sep 18 2013,North Bay,/nby/apa/4034256722.html,, / 1br - - (petaluma),772 Reisling Road,$2650, / 3br - 2351ft² - ,4043721041,-122.615500,Sep 18 2013,North Bay,/nby/apa/4043721041.html,38.250700, / 3br - 2351ft² - - (san rafael),Winters coming - cozy up to your very own- Wood Burning Fire Place!!,$1847, / 1br - 650ft² - ,4075851806,-122.533404,Sep 18 2013,North Bay,/nby/apa/4075851806.html,38.022351, / 1br - 650ft² - - (petaluma),Live Downtown*Townhome Style*Available Early to Mid October!,$1549, / 2br - ,4075828164,-122.635320,Sep 18 2013,North Bay,/nby/apa/4075828164.html,38.227376, / 2br - - (sausalito),"Quaint 2bd, 2.5ba, with parking house",$3989, / 2br - 1400ft² - ,4075848199,-122.483702,Sep 18 2013,North Bay,/nby/apa/4075848199.html,37.851959, / 2br - 1400ft² - - (tiburon / belvedere),Contemporary/Modern Belvedere Residence + Studio ,$7750, / 3br - 2400ft² - ,4075845902,,Sep 18 2013,North Bay,/nby/apa/4075845902.html,, / 3br - 2400ft² - - (larkspur),2 Bath: Enjoy The Sun In This Spacious & Renovated Apartment!,$3095, / 2br - 950ft² - ,4075801793,,Sep 18 2013,North Bay,/nby/apa/4075801793.html,, / 2br - 950ft² - - (rohnert pk / cotati),3/2 TownHouse**Stunning!** Close to Shops and University,$1900, / 3br - 1742ft² - ,4075840433,-122.688041,Sep 18 2013,North Bay,/nby/apa/4075840433.html,38.339065, / 3br - 1742ft² - - (petaluma),"Enticing, Charming Studio Loft - Our LAST Studio",$1650, / 640ft² - ,4065288341,-122.637496,Sep 18 2013,North Bay,/nby/apa/4065288341.html,38.233516, / 640ft² - - (santa rosa), Modern Estate Home With AuPair Quarter,$5100, / 4br - 5620ft² - ,4063967969,-122.714430,Sep 18 2013,North Bay,/nby/apa/4063967969.html,38.440470, / 4br - 5620ft² - - (sonoma),Newer 4br home on cul-de-sac,$3700, / 4br - 2392ft² - ,4075828217,,Sep 18 2013,North Bay,/nby/apa/4075828217.html,, / 4br - 2392ft² - - (santa rosa),Spacious 3 Bedroom Rancher,$2250, / 3br - 2100ft² - ,4046204756,-122.688597,Sep 18 2013,North Bay,/nby/apa/4046204756.html,38.437811, / 3br - 2100ft² - - (napa county),HIGH END LIVE WORK EXECUTIVE HOME WALK TO DOWNTOWN NAPA,$2400, / 3br - 2400ft² - ,4069561565,-122.300412,Sep 17 2013,North Bay,/nby/apa/4069561565.html,38.287865, / 3br - 2400ft² - - (san rafael),Lofts at Albert Park a New Direction in San Rafael,$2221, / 1br - 650ft² - ,4074378164,,Sep 17 2013,North Bay,/nby/apa/4074378164.html,, / 1br - 650ft² - - (rohnert pk / cotati),Two Bedroom Two Bath in Ideal Location Available October 5!,$1539, / 2br - ,4074360629,-122.700142,Sep 17 2013,North Bay,/nby/apa/4074360629.html,38.345120, / 2br - - (healdsburg / windsor),"Healdsburg 3 bedroom walk to plaza $1,950 month",$1950, / 3br - 1520ft² - ,4064292269,-122.875573,Sep 17 2013,North Bay,/nby/apa/4064292269.html,38.615953, / 3br - 1520ft² - - (russian river),Country Cottage Home in Forestville,$1600, / 2br - 1200ft² - ,4052120816,,Sep 17 2013,North Bay,/nby/apa/4052120816.html,, / 2br - 1200ft² - - (san rafael),Picture-Perfect 1 bedroom; Fall N love w/ evry detail!! incld. wlk in ,$2297, / 1br - 880ft² - ,4074333224,-122.535582,Sep 17 2013,North Bay,/nby/apa/4074333224.html,38.021929, / 1br - 880ft² - - (san rafael),Gorgeous Two Bedroom/Two Bath Top Floor Apartment Home in Terra Linda!,$2095, / 2br - 1014ft² - ,4036630708,-122.541488,Sep 17 2013,North Bay,/nby/apa/4036630708.html,38.011222, / 2br - 1014ft² - - (santa rosa),Huge 1BR/1BA Apartments near Downtown Santa Rosa!,$1310, / 1br - 660ft² - ,4074276264,,Sep 17 2013,North Bay,/nby/apa/4074276264.html,, / 1br - 660ft² - - (santa rosa),1 Bedroom 1 Bath **Washer/Dryer In Unti**,$1397, / 1br - 625ft² - ,4074268865,,Sep 17 2013,North Bay,/nby/apa/4074268865.html,, / 1br - 625ft² - - (petaluma),LOVELY 1BR/1BA IN A GREAT SCHOOL DISTRICT,$1556, / 1br - 680ft² - ,4074299935,,Sep 17 2013,North Bay,/nby/apa/4074299935.html,, / 1br - 680ft² - - (santa rosa),Spacious 2 bedroom in Luxurious Fountaingrove,$1899, / 2br - 1100ft² - ,4075399329,-122.725664,Sep 18 2013,North Bay,/nby/apa/4075399329.html,38.478182, / 2br - 1100ft² - - (mill valley),OPEN HOUSE -9/22 - 9am-10:30am Gorgeous Tahoe Style Townhouse ,$2775, / 2br - 1200ft² - ,4070884502,,Sep 18 2013,North Bay,/nby/apa/4070884502.html,, / 2br - 1200ft² - - (rohnert pk / cotati),930 Santa Alicia Drive,$1325, / 2br - 800ft² - ,4075412359,-122.708861,Sep 18 2013,North Bay,/nby/apa/4075412359.html,38.341047, / 2br - 800ft² - - (napa county),Lake Berryessa Home,$1700, / 3br - 1484ft² - ,4027738266,-122.256400,Sep 18 2013,North Bay,/nby/apa/4027738266.html,38.454900, / 3br - 1484ft² - - (tiburon / belvedere),PRICE REDUCED | Painstakingly Renovated 6BR/4.5BA w/Style & Class,$17000, / 6br - 6000ft² - ,4035554766,-122.469483,Sep 18 2013,North Bay,/nby/apa/4035554766.html,37.873526, / 6br - 6000ft² - - (santa rosa),You won't be able to resist this Spacious Designer Home,$1375, / 1br - ,4075429357,-122.748570,Sep 18 2013,North Bay,/nby/apa/4075429357.html,38.467165, / 1br - - (napa county),"AWESOME NAPA UNIT in AUG ! HUGE CLOSETS,DISHWASHER,POOLS, PARKING",$1050, / 1br - ,4075422521,-122.270925,Sep 18 2013,North Bay,/nby/apa/4075422521.html,38.283916, / 1br - - (napa county),"NICE 1&2 BR IN NAPA THIS OCT! HUGE CLOSETS,DISHWASHER,POOLS, PARKING,",$1050, / 1br - ,4075420361,-122.270925,Sep 18 2013,North Bay,/nby/apa/4075420361.html,38.283916, / 1br - - (sausalito),apartment home with fantastic views ,$2148, / 2br - 773ft² - ,4075417669,-122.514985,Sep 18 2013,North Bay,/nby/apa/4075417669.html,37.875826, / 2br - 773ft² - - (petaluma),Best One Bedroom in Town! Azure at Lakeville Square!,$1665, / 1br - ,4075416076,,Sep 18 2013,North Bay,/nby/apa/4075416076.html,, / 1br - - (greenbrae),New Rental:Excellent Family Home in Kentfield School District,$4900, / 3br - ,4032765939,-122.529101,Sep 18 2013,North Bay,/nby/apa/4032765939.html,37.950627, / 3br - - (lake county),Furnished Home with BEST Views-Short Term-Relocation-Traveling Medical,$1999, / 2br - 1160ft² - ,4018682529,,Sep 17 2013,North Bay,/nby/apa/4018682529.html,, / 2br - 1160ft² - - (Tahoe City - West Shore Lake Tahoe),Remodeled Lakeview Apartment -Near Tahoe City- Available for Ski Lease,$1200, / 2br - ,4060955235,-120.155432,Sep 17 2013,North Bay,/nby/apa/4060955235.html,39.147552, / 2br - - (lake county),Beautiful Hidden Valley Lake Home for Rent ,$1300, / 3br - 1500ft² - ,4073900868,-122.564953,Sep 17 2013,North Bay,/nby/apa/4073900868.html,38.818170, / 3br - 1500ft² - - (Kings Beach - North Lake Tahoe),+Loft Kingswood Condo Avail for Ski Lease Starting in January,$1300, / 2br - ,4032000491,-120.034132,Sep 17 2013,North Bay,/nby/apa/4032000491.html,39.250667, / 2br - - (sonoma), Home Near Sonoma Plaza,$1995, / 3br - 1584ft² - ,4073864010,-122.462174,Sep 17 2013,North Bay,/nby/apa/4073864010.html,38.285490, / 3br - 1584ft² - - (tiburon / belvedere),Spacious 3 BR/2BA in REED school district,$3650, / 3br - 1460ft² - ,4066821590,-122.496284,Sep 17 2013,North Bay,/nby/apa/4066821590.html,37.897025, / 3br - 1460ft² - - (santa rosa),"Wrap around Balcony View of Mt Taylor, Modern Construction",$1743, / 2br - 1212ft² - ,4073854519,,Sep 17 2013,North Bay,/nby/apa/4073854519.html,, / 2br - 1212ft² - - (santa rosa),Nature-filled Community * Move-in Savings*,$1598, / 2br - ,4014225095,-122.656732,Sep 17 2013,North Bay,/nby/apa/4014225095.html,38.463452, / 2br - - (healdsburg / windsor),"Charming 3bd/2ba home, Cloverdale",$1750, / 3br - 1300ft² - ,4073256387,-123.027878,Sep 17 2013,North Bay,/nby/apa/4073256387.html,38.813554, / 3br - 1300ft² - - (santa rosa),Lovely 2-level home in Northwest Santa Rosa! ,$1750, / 3br - 1342ft² - ,4058308662,,Sep 17 2013,North Bay,/nby/apa/4058308662.html,, / 3br - 1342ft² - - (healdsburg / windsor),Charming 2-level townhouse in conveniently located Windsor complex!,$1350, / 2br - 960ft² - ,4027568049,-122.804101,Sep 17 2013,North Bay,/nby/apa/4027568049.html,38.545210, / 2br - 960ft² - - (santa rosa),Newly remodeled one-level duplex near Railroad Square.,$1200, / 2br - 900ft² - ,4065930970,,Sep 17 2013,North Bay,/nby/apa/4065930970.html,, / 2br - 900ft² - - (novato),Discover Living in Charming Old Town Novato! Must See!,$2278, ,4073255664,-122.566491,Sep 17 2013,North Bay,/nby/apa/4073255664.html,38.105919, - (sausalito),apartment with inviting amenities in a quiet location,$2321, / 2br - 888ft² - ,4073233596,-122.514985,Sep 17 2013,North Bay,/nby/apa/4073233596.html,37.875826, / 2br - 888ft² - - (russian river),Long term Apt. on the Russian River,$800, / 1br - 425ft² - ,4073226930,-123.012321,Sep 17 2013,North Bay,/nby/apa/4073226930.html,38.491237, / 1br - 425ft² - - (tiburon / belvedere),"Enjoy the Superb Chef's Kitch, Lux LR & DR, Views from Every Level!",$17000, / 6br - 6000ft² - ,4031253858,-122.469483,Sep 17 2013,North Bay,/nby/apa/4031253858.html,37.873526, / 6br - 6000ft² - - (rohnert pk / cotati), GREAT 1x1's Coming Soon In the Heart of Sonoma County!,$1199, / 1br - 610ft² - ,4053458423,-122.708788,Sep 16 2013,North Bay,/nby/apa/4053458423.html,38.341505, / 1br - 610ft² - - (santa rosa),SPACIOUS 2x1.5 With Great Floorplan!,$1475, / 2br - ,4049466275,-122.759793,Sep 16 2013,North Bay,/nby/apa/4049466275.html,38.467921, / 2br - - (mill valley),Just Listed! Tam Valley View Home with Remodeled Kitchen - FOUNDATION,$4900, / 3br - ,4072087452,,Sep 16 2013,North Bay,/nby/apa/4072087452.html,, / 3br - - (san anselmo),Jr 1 Bdrm hillside In-law includes all utilities!,$1175, / 400ft² - ,4072072496,-122.580990,Sep 16 2013,North Bay,/nby/apa/4072072496.html,37.980923, / 400ft² - - (greenbrae),Beautiful Studio in Greenbrae!,$1100, / 400ft² - ,4072071984,,Sep 16 2013,North Bay,/nby/apa/4072071984.html,, / 400ft² - - (novato),Better Living in the Most Desirable Location!,$2213, ,4072069727,,Sep 16 2013,North Bay,/nby/apa/4072069727.html,, - (rohnert pk / cotati),Arlen Townhouse now available!!,$1150, / 2br - ,4072067456,-122.711341,Sep 16 2013,North Bay,/nby/apa/4072067456.html,38.339914, / 2br - - (4100 Suisun Valley Road),Apartment with garage near Solano College,$800, / 1br - 825ft² - ,4072061397,,Sep 16 2013,North Bay,/nby/apa/4072061397.html,, / 1br - 825ft² - - (santa rosa),Beautiful Condo FOR RENT,$1350, / 2br - 888ft² - ,4027152608,-122.762669,Sep 16 2013,North Bay,/nby/apa/4027152608.html,38.425178, / 2br - 888ft² - - (san rafael),Newly Upgraded 2 Bed / 1 Bath - Available October 11th!,$1975, / 2br - 954ft² - ,4018801458,-122.525994,Sep 16 2013,North Bay,/nby/apa/4018801458.html,38.022522, / 2br - 954ft² - - (san rafael),First Floor 2 bed/1 bath - Available Early October!!,$2000, / 2br - 954ft² - ,4065249641,-122.525994,Sep 16 2013,North Bay,/nby/apa/4065249641.html,38.022522, / 2br - 954ft² - - (mill valley),A Lovely Place to Call Home,$2900, / 3br - ,4071677173,-122.512085,Sep 16 2013,North Bay,/nby/apa/4071677173.html,37.897525, / 3br - - (napa county),Two bedroom two bath available for occupancy on October 5th!,, 2br - ,4071669773,,Sep 16 2013,North Bay,/nby/apa/4071669773.html,, 2br - - (napa county),BEAUTIFUL CALISTOGA HOME INCL. UTILITIES,$2250, / 2br - 1450ft² - ,4071633147,-122.581400,Sep 16 2013,North Bay,/nby/apa/4071633147.html,38.582300, / 2br - 1450ft² - - (mill valley),"Condo in Mill Valley, on water, walking distance to bus, North of Fog!",$3500, / 2br - 1183ft² - ,4071635010,-122.509639,Sep 16 2013,North Bay,/nby/apa/4071635010.html,37.887657, / 2br - 1183ft² - - (petaluma),"Renovated Apt ; Lease For Oct 1 , 2013",$1525, / 2br - 900ft² - ,4051318777,,Sep 16 2013,North Bay,/nby/apa/4051318777.html,, / 2br - 900ft² - - (santa rosa),Beautiful 4 bed/3 bath home in desirable SR location,$2350, / 4br - 2200ft² - ,4071628357,-122.733900,Sep 16 2013,North Bay,/nby/apa/4071628357.html,38.408900, / 4br - 2200ft² - - (rohnert pk / cotati),828 Santa Dorotea,$2300, / 4br - ,4071627345,,Sep 16 2013,North Bay,/nby/apa/4071627345.html,, / 4br - - (rohnert pk / cotati),101 Nicholas Ct,$1300, / 2br - ,4071614844,,Sep 16 2013,North Bay,/nby/apa/4071614844.html,, / 2br - - (petaluma), 2 bedroom 2 bath Large Manufactured Home,$1400, / 2br - ,4061068328,-122.615500,Sep 16 2013,North Bay,/nby/apa/4061068328.html,38.250700, / 2br - - (rohnert pk / cotati),8287 Lancaster Showing today at 3:00,$1450, / 2br - ,4071580429,,Sep 16 2013,North Bay,/nby/apa/4071580429.html,, / 2br - - (tiburon / belvedere),Tiburon One Bedroom with Views ,$1975, / 1br - 700ft² - ,4071575011,-122.464388,Sep 16 2013,North Bay,/nby/apa/4071575011.html,37.880447, / 1br - 700ft² - - (santa rosa),"Enjoy our Community Garden, Gym, Pool & Sauna!",$1598, / 2br - ,4052358950,-122.656753,Sep 16 2013,North Bay,/nby/apa/4052358950.html,38.463519, / 2br - - (san rafael),Designer Penthouse with Luxury Finish - FOUNDATION,$7950, / 3br - 2353ft² - ,4023087332,,Sep 16 2013,North Bay,/nby/apa/4023087332.html,, / 3br - 2353ft² - - (petaluma),West Side Petaluma Home ( Victoria ),$3000, / 5br - 2589ft² - ,4071096399,-122.659150,Sep 16 2013,North Bay,/nby/apa/4071096399.html,38.222582, / 5br - 2589ft² - - (san rafael),Spacious Marin Lagoon House Available Now!,$4300, / 4br - 2745ft² - ,4071073978,-122.529324,Sep 16 2013,North Bay,/nby/apa/4071073978.html,38.004648, / 4br - 2745ft² - - (sausalito),Sausalito / Views / Old Town / Commuter's Dream,$2000, / 1br - ,4071062387,-122.481251,Sep 16 2013,North Bay,/nby/apa/4071062387.html,37.847985, / 1br - - (santa rosa),Relax in Rincon Valley & Get Move-In Savings!!,$1598, / 2br - ,4029690176,-122.656903,Sep 16 2013,North Bay,/nby/apa/4029690176.html,38.463637, / 2br - - (petaluma),Pre Lease Your Apartment Today,$1475, / 1br - ,4071048905,,Sep 16 2013,North Bay,/nby/apa/4071048905.html,, / 1br - - (napa county),Adorable and Private Napa Duplex,$1650, / 2br - ,4056384944,-122.306092,Sep 16 2013,North Bay,/nby/apa/4056384944.html,38.287848, / 2br - - (napa county),Newer Two Bedroom Napa Apartment,$1675, / 2br - 977ft² - ,4031572172,-122.301865,Sep 16 2013,North Bay,/nby/apa/4031572172.html,38.304352, / 2br - 977ft² - - (napa county),Four Bedroom Country Home - Available Short Term,$2500, / 4br - 1652ft² - ,4031573794,-122.255025,Sep 16 2013,North Bay,/nby/apa/4031573794.html,38.333525, / 4br - 1652ft² - - (napa county),Three Bedroom Napa Home on Corner Lot,$2000, / 3br - 1375ft² - ,4031576172,-122.313666,Sep 16 2013,North Bay,/nby/apa/4031576172.html,38.332736, / 3br - 1375ft² - - (santa rosa),Charming one bedroom in Luther Burbank Gardens area -- w/d hookups too,$995, / 1br - ,4058734716,-122.709388,Sep 15 2013,North Bay,/nby/apa/4058734716.html,38.435644, / 1br - - (santa rosa),Skyhawk home -- near Austin Creek Elementary in Rincon Valley NESR,$2900, / 3br - 2450ft² - ,4058838670,-122.640574,Sep 15 2013,North Bay,/nby/apa/4058838670.html,38.465888, / 3br - 2450ft² - - (sebastopol),House for Rent,$1650, / 2br - 950ft² - ,4069888765,,Sep 15 2013,North Bay,/nby/apa/4069888765.html,, / 2br - 950ft² - - (petaluma),Take pride in where you LIVE!,$1505, / 2br - 885ft² - ,4069884710,-122.615500,Sep 15 2013,North Bay,/nby/apa/4069884710.html,38.250700, / 2br - 885ft² - - (russian river),Re: $1695 / 2br - 1200ft² - Beautiful Upscale Tahoe Style Furnished C,, 2br - ,4069871667,,Sep 15 2013,North Bay,/nby/apa/4069871667.html,, 2br - - (san anselmo),Lovely tree house in San Anselmo,$3200, / 2br - ,4058965333,-122.250000,Sep 15 2013,North Bay,/nby/apa/4058965333.html,37.500000, / 2br - - (93614),Coarsegold country living,$1100, / 3br - ,4069816359,,Sep 15 2013,North Bay,/nby/apa/4069816359.html,, / 3br - - (healdsburg / windsor),3 bedrooms 2 bath house $2400 Healdsburg,, ,4069828092,,Sep 15 2013,North Bay,/nby/apa/4069828092.html,, - (santa rosa),Rincon Valley 3br/3ba gar fp AC Santa Rosa,$1795, / 3br - ,4054155881,,Sep 15 2013,North Bay,/nby/apa/4054155881.html,, / 3br - - (healdsburg / windsor),Healdsburg 3 bedroom 2bath $2400,, ,4069817104,,Sep 15 2013,North Bay,/nby/apa/4069817104.html,, - (napa county),Victorian cottage style home close to St Helena ,$1800, / 3br - 1540ft² - ,4069771695,,Sep 15 2013,North Bay,/nby/apa/4069771695.html,, / 3br - 1540ft² - - (larkspur),Beautiful Fully Renovated Apartment w/ Washer/Dryer Will Not Last!,$2500, / 1br - 778ft² - ,4075773794,,Sep 18 2013,North Bay,/nby/apa/4075773794.html,, / 1br - 778ft² - - (napa county),Charming Wine Country Studio,$925, / 1br - ,4075827089,-122.252984,Sep 18 2013,North Bay,/nby/apa/4075827089.html,38.323013, / 1br - - (petaluma),Pre-Lease Your Apartment for November,$1475, / 1br - ,4075825402,,Sep 18 2013,North Bay,/nby/apa/4075825402.html,, / 1br - - (novato),"Lovely, Impeccably Maintained South Novato Townhouse",$2700, / 3br - 1704ft² - ,4074286281,-122.551790,Sep 17 2013,North Bay,/nby/apa/4074286281.html,38.076320, / 3br - 1704ft² - - (san rafael),Gorgeous 1 BR with Courtyard Views Ready for Immediate Move In!!,$1862, / 2br - 706ft² - ,4074291932,-122.530882,Sep 17 2013,North Bay,/nby/apa/4074291932.html,38.020407, / 2br - 706ft² - - (santa rosa),DON'T MISS YOUR OPPORTUNITY TO LIVE IN THIS 2BR/1BA APARTMENT!,$1490, / 2br - 950ft² - ,4074287238,,Sep 17 2013,North Bay,/nby/apa/4074287238.html,, / 2br - 950ft² - - (san rafael),Two Story Contemporary,$4000, / 3br - ,4066054261,,Sep 17 2013,North Bay,/nby/apa/4066054261.html,, / 3br - - (novato),"Avail NOW, 2bdrm/2bath, W/D included",$1850, / 2br - ,4075387278,-122.573605,Sep 18 2013,North Bay,/nby/apa/4075387278.html,38.103039, / 2br - - (larkspur),"Pet-Friendly Apartments Close to Shopping, Dining, & Entertainment!",$2780, / 1br - 833ft² - ,4075406514,-122.508172,Sep 18 2013,North Bay,/nby/apa/4075406514.html,37.949315, / 1br - 833ft² - - (russian river),Guerneville 1 bedroom apartment(not in flood plain),$880, / 1br - ,4058265817,-122.996110,Sep 18 2013,North Bay,/nby/apa/4058265817.html,38.501860, / 1br - - (san rafael),Top Floor Apartment With Washer Dryer Blocks From Downtown,$2221, / 1br - 650ft² - ,4075391830,,Sep 18 2013,North Bay,/nby/apa/4075391830.html,, / 1br - 650ft² - - (santa rosa),small charming studio apartment on 5 acre farm. utilities inc,$890, / 1br - 410ft² - ,4065705707,-122.762947,Sep 18 2013,North Bay,/nby/apa/4065705707.html,38.404909, / 1br - 410ft² - - (santa rosa),2bd w/ W/D Rincon Valley Location,$1599, / 2br - ,4075388748,-122.656903,Sep 18 2013,North Bay,/nby/apa/4075388748.html,38.463267, / 2br - - (santa rosa),1 Bedroom Available Early October,$1390, / 1br - 720ft² - ,4059434932,-122.705768,Sep 18 2013,North Bay,/nby/apa/4059434932.html,38.416727, / 1br - 720ft² - - (healdsburg / windsor),any landlords,$1750, / 3br - ,4075351163,,Sep 18 2013,North Bay,/nby/apa/4075351163.html,, / 3br - - (santa rosa),"REMODELED ONE BEDROOM ON MENDOCINO AVE., Near J.C. & Downtown ",$875, / 1br - ,4075375216,-122.717865,Sep 18 2013,North Bay,/nby/apa/4075375216.html,38.449841, / 1br - - (san rafael),Remodeled one bedroom with office,$1900, / 2br - ,4026882485,-122.512713,Sep 18 2013,North Bay,/nby/apa/4026882485.html,37.972713, / 2br - - (san rafael),Luxury 1 Bedroom Condo with nice views,$1800, / 1br - 900ft² - ,4075361901,-122.535131,Sep 18 2013,North Bay,/nby/apa/4075361901.html,38.009250, / 1br - 900ft² - - (santa rosa),Great Location with Easy Access to Highways 101 & 12,$1694, / 2br - ,4073820852,-122.748570,Sep 17 2013,North Bay,/nby/apa/4073820852.html,38.467081, / 2br - - (rohnert pk / cotati),Updated Unit in Cotati!,$1350, / 2br - ,4073731687,,Sep 17 2013,North Bay,/nby/apa/4073731687.html,, / 2br - - (novato),small rv on horse ranch with utilities $500/mo,$500, / 1br - 160ft² - ,4073800847,,Sep 17 2013,North Bay,/nby/apa/4073800847.html,, / 1br - 160ft² - - (petaluma),The Baylee!! Brand New 2x1,$1675, / 2br - 804ft² - ,4073777866,-122.617796,Sep 17 2013,North Bay,/nby/apa/4073777866.html,38.249516, / 2br - 804ft² - - (sausalito),"Welcome home to your perfect 1 BR, 1 BA in the hills of Sausalito",$2050, / 1br - 612ft² - ,4073758005,-122.514985,Sep 17 2013,North Bay,/nby/apa/4073758005.html,37.875826, / 1br - 612ft² - - (santa rosa),Renovated 2 Bedroom Townhomes with Washers/Dryers and Large Private Ba,, ,4073721381,,Sep 17 2013,North Bay,/nby/apa/4073721381.html,, - (san rafael),Upper Bret Harte Mid Century Home,$2950, / 3br - 1354ft² - ,4073693114,-122.515151,Sep 17 2013,North Bay,/nby/apa/4073693114.html,37.958964, / 3br - 1354ft² - - (napa county),victorian cottage style home close to St Helena ,$1800, / 3br - 1540ft² - ,4073680158,,Sep 17 2013,North Bay,/nby/apa/4073680158.html,, / 3br - 1540ft² - - (petaluma),North East Petaluma model home,$2500, / 2br - ,4073723721,,Sep 17 2013,North Bay,/nby/apa/4073723721.html,, / 2br - - (novato),Remodeled Home on Cul-de-sac with Large Fenced Yard,$2700, / 3br - 1529ft² - ,4073721735,-122.582292,Sep 17 2013,North Bay,/nby/apa/4073721735.html,38.105920, / 3br - 1529ft² - - (lake county),3bed 2 bath mfg home ((( walk to marymount college ))),$950, / 3br - 1100ft² - ,4035317871,-122.784600,Sep 17 2013,North Bay,/nby/apa/4035317871.html,39.078300, / 3br - 1100ft² - - (santa rosa),Great Location with Easy Access to Highways 101 & 12,$1399, / 1br - ,4073204495,-122.748528,Sep 17 2013,North Bay,/nby/apa/4073204495.html,38.467047, / 1br - - (san rafael),3BR/3BA Dixie House! Fabulous Kitchen! Fully Remodeled! PROGRESSIVE,$3350, / 3br - ,4073152743,-122.550922,Sep 17 2013,North Bay,/nby/apa/4073152743.html,38.020222, / 3br - - (santa rosa),Rincon Valley Northeast Area! Peaceful Setting,$1689, / 2br - ,4067266958,-122.656796,Sep 17 2013,North Bay,/nby/apa/4067266958.html,38.463452, / 2br - - (petaluma),Townhouse available in October!,$1635, / 2br - 1028ft² - ,4073182828,-122.615500,Sep 17 2013,North Bay,/nby/apa/4073182828.html,38.250700, / 2br - 1028ft² - - (san rafael),Spoil Yourself! Gorgeous 3BR Apartment Home in Sunny Terra Linda,$2250, / 3br - 1200ft² - ,4060509822,-122.553692,Sep 17 2013,North Bay,/nby/apa/4060509822.html,38.007525, / 3br - 1200ft² - - (santa rosa),Beautiful townhome in the heart of wine country!,$2149, / 2br - 1375ft² - ,4073169216,-122.725664,Sep 17 2013,North Bay,/nby/apa/4073169216.html,38.478182, / 2br - 1375ft² - - (mill valley),Pristine and Elegant ~ High End Furnished Rental,$4000, / 2br - ,4066966673,,Sep 17 2013,North Bay,/nby/apa/4066966673.html,, / 2br - - (santa rosa),Award winning apartment homes adjacent to a community park,$1394, / 1br - ,4067623807,-122.732713,Sep 17 2013,North Bay,/nby/apa/4067623807.html,38.466207, / 1br - - (healdsburg / windsor),Home in Healdsburg's 55 & over community,$1400, / 2br - 1300ft² - ,4073167045,-122.851305,Sep 17 2013,North Bay,/nby/apa/4073167045.html,38.611586, / 2br - 1300ft² - - (san rafael),SPACIOUS FLOOR PLAN!! - Available October 11th - DON'T WAIT!!!,$1975, / 2br - 954ft² - ,4065255672,-122.525994,Sep 16 2013,North Bay,/nby/apa/4065255672.html,38.022522, / 2br - 954ft² - - (san rafael),2nd Floor Studio Apartment - GREAT Location - AVAILABLE OCTOBER 8TH!!,$1400, / 440ft² - ,4056587458,-122.526362,Sep 16 2013,North Bay,/nby/apa/4056587458.html,37.986415, / 440ft² - - (san rafael),Top Floor Studio - Coming Available Oct. 8th! Don't Wait!!!,$1400, / 440ft² - ,4065257426,-122.526362,Sep 16 2013,North Bay,/nby/apa/4065257426.html,37.986415, / 440ft² - - (san rafael),LAST APARTMENT AVAILBLE! WILL GO FAST - CALL NOW!!!!,$1400, / 440ft² - ,4065259402,-122.526362,Sep 16 2013,North Bay,/nby/apa/4065259402.html,37.986415, / 440ft² - - (san rafael),Beautiful 1-Level Townhouse in Dixie School District,$2500, / 3br - 1165ft² - ,4067034193,-122.544508,Sep 16 2013,North Bay,/nby/apa/4067034193.html,38.031056, / 3br - 1165ft² - - (sausalito),Spacious 773 sq ft 1 BR in Sausalito ,$2193, / 2br - 773ft² - ,4072034549,-122.514985,Sep 16 2013,North Bay,/nby/apa/4072034549.html,37.875826, / 2br - 773ft² - - (healdsburg / windsor),Windsor Home--Single Level backs to Vineyards for privacy,$2500, / 3br - 2150ft² - ,4072030988,,Sep 16 2013,North Bay,/nby/apa/4072030988.html,, / 3br - 2150ft² - - (santa rosa),1+ Bedroom Condo Prime Rincon Valley Location,$1300, / 1br - 853ft² - ,4072028132,-122.674240,Sep 16 2013,North Bay,/nby/apa/4072028132.html,38.458790, / 1br - 853ft² - - (santa rosa),You won't be able to resist this Spacious Designer Home!,$1375, / 1br - ,4072022203,,Sep 16 2013,North Bay,/nby/apa/4072022203.html,, / 1br - - (corte madera),*** Large Home in Madera Del Presidio ***,$5500, / 4br - ,4044541374,,Sep 16 2013,North Bay,/nby/apa/4044541374.html,, / 4br - - (corte madera),*** Charming Home Available Soon ***,$3495, / 3br - ,4044459100,-122.532955,Sep 16 2013,North Bay,/nby/apa/4044459100.html,37.925402, / 3br - - (novato),Enjoy the Good Life at Crooked Oak- Top Floor- Great Special!,$2145, / 2br - 922ft² - ,4071545996,-122.535612,Sep 16 2013,North Bay,/nby/apa/4071545996.html,38.058125, / 2br - 922ft² - - (santa rosa),Enjoy Pool Access! North East Location!,$1689, / 2br - ,4023318848,-122.657354,Sep 16 2013,North Bay,/nby/apa/4023318848.html,38.463032, / 2br - - (petaluma),Beautiful Home In Petaluma!,$2200, / 3br - ,4071535311,,Sep 16 2013,North Bay,/nby/apa/4071535311.html,, / 3br - - (santa rosa),Rincon Valley Neighborhood * Excellent Location,$1598, / 2br - ,4023812855,-122.656667,Sep 16 2013,North Bay,/nby/apa/4023812855.html,38.463469, / 2br - - (rohnert pk / cotati),8201 Camino Colegio #25 Showing today at 4:30,$1200, / 2br - ,4071559061,,Sep 16 2013,North Bay,/nby/apa/4071559061.html,, / 2br - - (santa rosa),3 Bedroom Unit w/Patio,$1300, / 3br - 1052ft² - ,4071534492,,Sep 16 2013,North Bay,/nby/apa/4071534492.html,, / 3br - 1052ft² - - (petaluma),"715 Bodega Ave, Petaluma Showing tomorrow 9/17 at 3:45 pm 707-585-2913",$2950, / 4br - ,4071548940,,Sep 16 2013,North Bay,/nby/apa/4071548940.html,, / 4br - - (rohnert pk / cotati),29 Arbor court Cotati 707-585-2913,$1000, / 1br - ,4071533018,,Sep 16 2013,North Bay,/nby/apa/4071533018.html,, / 1br - - (sausalito),Sausalito w/ deck and SF skyline views - pool ,$2588, / 1br - ,4033451626,-122.479920,Sep 16 2013,North Bay,/nby/apa/4033451626.html,37.848799, / 1br - - (sausalito),Sausalito bay views w/ private beach ,$2588, / 1br - ,4035718010,-122.480107,Sep 16 2013,North Bay,/nby/apa/4035718010.html,37.848830, / 1br - - (napa county),Victorian cottage style home close to St Helena,$1800, / 3br - 1500ft² - ,4071486301,,Sep 16 2013,North Bay,/nby/apa/4071486301.html,, / 3br - 1500ft² - - (napa county),Charming Two bedrom Napa home,$1450, / 2br - ,4031578148,-122.292530,Sep 16 2013,North Bay,/nby/apa/4031578148.html,38.307190, / 2br - - (napa county),Adorable Four Bedroom Napa Home,$2450, / 4br - 1559ft² - ,4031586390,-122.306392,Sep 16 2013,North Bay,/nby/apa/4031586390.html,38.282918, / 4br - 1559ft² - - (napa county),Absolutely Gorgeous Four Bedroom Napa Home on 6 Acres,$4100, / 4br - 3000ft² - ,4035785591,-122.259314,Sep 16 2013,North Bay,/nby/apa/4035785591.html,38.302213, / 4br - 3000ft² - - (russian river),Cottage in Guerrneville ,$895, / 1br - 550ft² - ,4070945113,,Sep 16 2013,North Bay,/nby/apa/4070945113.html,, / 1br - 550ft² - - (napa county),SPACIOUS & LIGHT REMODELED SINGLE-LEVEL 2 BEDROOM NORTH NAPA HOME,$2200, / 2br - 1400ft² - ,4036635484,-122.317532,Sep 16 2013,North Bay,/nby/apa/4036635484.html,38.328082, / 2br - 1400ft² - - (san rafael),Cozy Meadow Oaks Condo --PRANDI,$2200, / 2br - 797ft² - ,4070970553,-122.526358,Sep 16 2013,North Bay,/nby/apa/4070970553.html,37.996193, / 2br - 797ft² - - (napa county),SPECTACULAR RUSTIC-TUSCAN 4BD + LOFT HOME IN AMERICAN CANYON,$2600, / 4br - 2700ft² - ,4021769495,-122.255300,Sep 16 2013,North Bay,/nby/apa/4021769495.html,38.166800, / 4br - 2700ft² - - (napa county),One bedroom one bath with wrap around patio. ,, 1br - ,4070987772,,Sep 16 2013,North Bay,/nby/apa/4070987772.html,, 1br - - (russian river),studio guerneville,$595, / 1br - 220ft² - ,4070985187,,Sep 16 2013,North Bay,/nby/apa/4070985187.html,, / 1br - 220ft² - - (san rafael),Video ~ Upper Lucas Valley Home with Pool --PRANDI,$3800, / 3br - 2028ft² - ,4070976893,-122.585500,Sep 16 2013,North Bay,/nby/apa/4070976893.html,38.033900, / 3br - 2028ft² - - (san anselmo),"Fourplex, S.A. 2BR/2BA, BOTH BRs In Back Of Unit! Pkng,Laund.!",$1565, / 2br - ,4070934009,-122.250000,Sep 16 2013,North Bay,/nby/apa/4070934009.html,37.500000, / 2br - - (Kingswood),Ski Lease,$2500, / 4br - 2700ft² - ,4069796431,-120.063949,Sep 15 2013,North Bay,/nby/apa/4069796431.html,39.255269, / 4br - 2700ft² - - (napa county),4 bedroom 3 bath home in napa,$2300, / 4br - ,4069774246,,Sep 15 2013,North Bay,/nby/apa/4069774246.html,, / 4br - - (corte madera),Resort Community Nestled Among the Rolling Hills of Marin - Near SF,$1788, / 1br - ,4069735719,,Sep 15 2013,North Bay,/nby/apa/4069735719.html,, / 1br - - (santa rosa),"Award-winning community, Resort Amenities",$1476, / 1br - ,4069759640,-122.672782,Sep 15 2013,North Bay,/nby/apa/4069759640.html,38.455034, / 1br - - (sebastopol),Remodeled Cottage in idyllic country setting,$1200, / 1br - ,4056014441,-122.866904,Sep 15 2013,North Bay,/nby/apa/4056014441.html,38.375714, / 1br - - (santa rosa),"Huge Townhomes, Luxury, Quiet, Clean, New! Coming Soon..Best in Sonoma",$2249, / 2br - 1642ft² - ,4069745136,,Sep 15 2013,North Bay,/nby/apa/4069745136.html,, / 2br - 1642ft² - - (healdsburg / windsor),Studio for rent in Cloverdale,$925, / 1br - 200ft² - ,4069734431,-123.017220,Sep 15 2013,North Bay,/nby/apa/4069734431.html,38.805460, / 1br - 200ft² - - (rohnert pk / cotati),"Quiet neighborhood, Remodeled private residence",$1850, / 3br - 1100ft² - ,4069711745,,Sep 15 2013,North Bay,/nby/apa/4069711745.html,, / 3br - 1100ft² - - (petaluma),We have a 1 bedroom available in early October!,$1414, / 1br - 661ft² - ,4069642216,-122.615500,Sep 15 2013,North Bay,/nby/apa/4069642216.html,38.250700, / 1br - 661ft² - - (tiburon / belvedere),Tiburon View Home for Lease - Avail 11/01,$8200, / 5br - 2500ft² - ,4069602624,-122.457347,Sep 15 2013,North Bay,/nby/apa/4069602624.html,37.885049, / 5br - 2500ft² - - (santa rosa),Tranquil setting in gorgeous location - Minutes to downtown!,$1451, / 1br - ,4069588192,-122.672803,Sep 15 2013,North Bay,/nby/apa/4069588192.html,38.455017, / 1br - - (east palo alto),two rooms for rent 800-1000 big huge basement loft and reg room,$800, / 4br - ,4072399650,,Sep 18 2013,Peninsula,/pen/apa/4072399650.html,, / 4br - - (los altos),"Contemporary Los Altos Home for Rent - Open House Sat Sep 21, 12-3pm",$5350, / 3br - 1700ft² - ,4076896379,-122.069795,Sep 18 2013,Peninsula,/pen/apa/4076896379.html,37.351037, / 3br - 1700ft² - - (palo alto),"Lovely Palo Alto house for rent, nice neighborhood, great schools",$4300, / 3br - 1250ft² - ,4076889761,-122.105409,Sep 18 2013,Peninsula,/pen/apa/4076889761.html,37.418184, / 3br - 1250ft² - - (half moon bay),3 bd 2 ba Coastal Home for Rent thru end of 2013/ early 2014,$3100, / 3br - 1510ft² - ,4066035811,-122.512214,Sep 18 2013,Peninsula,/pen/apa/4066035811.html,37.525180, / 3br - 1510ft² - - (millbrae),$1300 / GREAT LOCATION 1 Br - In-Law Unit,, 1br - 680ft² - ,4064231005,,Sep 18 2013,Peninsula,/pen/apa/4064231005.html,, 1br - 680ft² - - (palo alto),Rooms w/ Private baths for rent in Palo Alto Townhouse ,$1100, / 3br - 2000ft² - ,4076875135,-122.123374,Sep 18 2013,Peninsula,/pen/apa/4076875135.html,37.410439, / 3br - 2000ft² - - (san bruno),Beautifully Remodeled In-Law Apartment!,$1700, / 1br - 1000ft² - ,4076874072,,Sep 18 2013,Peninsula,/pen/apa/4076874072.html,, / 1br - 1000ft² - - (half moon bay),"Beautiful, Bright, Quiet 1 Bedroom Apt.",$1600, / 1br - ,4076871850,,Sep 18 2013,Peninsula,/pen/apa/4076871850.html,, / 1br - - (daly city),***Nice Brand New 3Br/2Ba in Law Unit(Utilities Included)***,$2300, / 3br - ,4069826942,,Sep 18 2013,Peninsula,/pen/apa/4069826942.html,, / 3br - - (palo alto),TITLE: Free standing residential/commercial building for SHORT TERM re,$3700, / 2br - 6500ft² - ,4076864413,-122.122681,Sep 18 2013,Peninsula,/pen/apa/4076864413.html,37.410695, / 2br - 6500ft² - - (san bruno),Great LOCATION--> $2300 Beautiful 2 bedroom/2 bath 1188 sq ft,$2300, / 2br - 1188ft² - ,4061859417,-122.426978,Sep 18 2013,Peninsula,/pen/apa/4061859417.html,37.629977, / 2br - 1188ft² - - (corte madera),"Serene, Park-Like Setting, Resort Amenities, Close to SF",$2998, / 3br - ,4074228661,-122.512593,Sep 17 2013,North Bay,/nby/apa/4074228661.html,37.920835, / 3br - - (santa rosa),"2bd 2ba, washer/dryer, pool, fitness center",$1639, / 2br - 873ft² - ,4074267614,,Sep 17 2013,North Bay,/nby/apa/4074267614.html,, / 2br - 873ft² - - (santa rosa),*Sunny Location *Washer/dryer Incl. *Avail. Oct. ,$1599, / 2br - ,4023799342,-122.657011,Sep 17 2013,North Bay,/nby/apa/4023799342.html,38.463385, / 2br - - (rohnert pk / cotati),Come home to Holly Manor Apartments!,$1195, / 1br - ,4059298154,-122.708498,Sep 17 2013,North Bay,/nby/apa/4059298154.html,38.341814, / 1br - - (san rafael),"Two Bedroom and two bath with vaulted ceiling, top floor, Oct 28th",$2260, / 2br - ,4074195092,-122.536380,Sep 17 2013,North Bay,/nby/apa/4074195092.html,38.011979, / 2br - - (san rafael),Updated Townhome In Downtown --PRANDI,$2600, / 2br - 1106ft² - ,4070868403,-122.527424,Sep 18 2013,North Bay,/nby/apa/4070868403.html,37.974988, / 2br - 1106ft² - - (russian river),Triplex Hse/Dish/W&D Hkups/Water & Garbage:Free/2 Story/Monte Rio,$900, / 1br - 700ft² - ,4052028180,,Sep 18 2013,North Bay,/nby/apa/4052028180.html,, / 1br - 700ft² - - (sausalito),Spectacular views of San Francisco Bay,$6950, / 4br - 2660ft² - ,4057398737,-122.494600,Sep 18 2013,North Bay,/nby/apa/4057398737.html,37.860100, / 4br - 2660ft² - - (san rafael),Video ~ Updated Spinnaker Townhome --PRANDI,$3500, / 3br - 1873ft² - ,4070877356,-122.495662,Sep 18 2013,North Bay,/nby/apa/4070877356.html,37.966587, / 3br - 1873ft² - - (novato),Video ~ Beautiful Tri-Level Home with Master Suite & Hot Tub! --PRANDI,$4850, / 4br - 3397ft² - ,4070857075,-122.563591,Sep 18 2013,North Bay,/nby/apa/4070857075.html,38.077764, / 4br - 3397ft² - - (sausalito),"Video ~ Wolfback Ridge, Sweeping Views of Bay & Angel Island --PRANDI",$3800, / 2br - 1448ft² - ,4070863459,-122.494107,Sep 18 2013,North Bay,/nby/apa/4070863459.html,37.850347, / 2br - 1448ft² - - (san rafael),"Tranquil Home, Nestled in the Hills of Peacock Gap --PRANDI",$5200, / 4br - ,4070848830,-122.469562,Sep 18 2013,North Bay,/nby/apa/4070848830.html,37.991298, / 4br - - (greenbrae),"Video ~ Great Location, Huge Patio, Ready for Move-In --PRANDI ",$2900, / 3br - 1296ft² - ,4070845472,-122.536300,Sep 18 2013,North Bay,/nby/apa/4070845472.html,37.947900, / 3br - 1296ft² - - (san anselmo),"Video ~ Desirable Sleepy Hollow Home, All One Level --PRANDI",$4400, / 4br - 2605ft² - ,4070842219,-122.586359,Sep 18 2013,North Bay,/nby/apa/4070842219.html,38.005714, / 4br - 2605ft² - - (mill valley),Cute Tam Valley Duplex with Washer/Dryer and Fireplace --PRANDI,$2500, / 2br - 880ft² - ,4070852556,-122.533900,Sep 18 2013,North Bay,/nby/apa/4070852556.html,37.895800, / 2br - 880ft² - - (san rafael),"Video ~ Home in North Bridge, Backyard with Apple Tree --PRANDI",$3000, / 3br - 1340ft² - ,4070838520,-122.526863,Sep 18 2013,North Bay,/nby/apa/4070838520.html,38.003171, / 3br - 1340ft² - - (santa rosa),Natural Creek Setting! Washer/Dryer Included!,$1689, / 2br - ,4012021186,-122.656667,Sep 17 2013,North Bay,/nby/apa/4012021186.html,38.463401, / 2br - - (napa county),4 bedroom 3 bath home in napa ,$2200, / 4br - ,4073670350,,Sep 17 2013,North Bay,/nby/apa/4073670350.html,, / 4br - - (santa rosa),2bd w/washer & dryer *Amazing Location*,$1598, / 2br - ,4069343920,-122.656710,Sep 17 2013,North Bay,/nby/apa/4069343920.html,38.463418, / 2br - - (santa rosa),3 Bedroom Townhouse Available NOW!!,$1880, / 3br - 1152ft² - ,4073629859,,Sep 17 2013,North Bay,/nby/apa/4073629859.html,, / 3br - 1152ft² - - (santa rosa),"Stainless Steel Appliances, In-Home Washer/Dryer, and Much More! ",$1325, / 1br - 559ft² - ,4073602217,-122.712741,Sep 17 2013,North Bay,/nby/apa/4073602217.html,38.409289, / 1br - 559ft² - - (tiburon / belvedere),Beautiful Apartment Home With a Bay Window Overlooking Private Marina,$2009, / 1br - 635ft² - ,4073633694,,Sep 17 2013,North Bay,/nby/apa/4073633694.html,, / 1br - 635ft² - - (napa county),Special Pricing on this Beautiful two bedroom! Fantastic Location! ,$1405, / 2br - 895ft² - ,4073652856,-122.284379,Sep 17 2013,North Bay,/nby/apa/4073652856.html,38.316699, / 2br - 895ft² - - (petaluma),The Chelsea! Beautiful 1x1!!,$1475, / 1br - 626ft² - ,4073611963,-122.617796,Sep 17 2013,North Bay,/nby/apa/4073611963.html,38.249516, / 1br - 626ft² - -" (Etna, CA)","2bd, 1ba apt near Pacific Crest Trail",$575, / 2br - 750ft² - ,4060876653,-122.895298,Sep 17 2013,North Bay,/nby/apa/4060876653.html,41.456848, / 2br - 750ft² - - (larkspur),*Serenity at Larkspur - In the Heart of Marin - Call Today!* ,$2825, / 2br - ,4073591615,,Sep 17 2013,North Bay,/nby/apa/4073591615.html,, / 2br - - (santa rosa),3 Bed 2 Bath Townhome end unit ,$1900, / 3br - ,4073588854,,Sep 17 2013,North Bay,/nby/apa/4073588854.html,, / 3br - - (santa rosa),Sunny 2nd floor two bedrm with vaulted ceilings & fireplace!,$1564, / 2br - ,4067629942,-122.732627,Sep 17 2013,North Bay,/nby/apa/4067629942.html,38.466190, / 2br - - (santa rosa),Dual Master Suite in a charming courtyard setting with a crystal pool!,$1684, / 2br - ,4067913248,-122.732649,Sep 17 2013,North Bay,/nby/apa/4067913248.html,38.466207, / 2br - - (san anselmo),"Charming Sunny Home! 3 BRS +Office, Hardwood Flrs, Yard, Walk to Town!",$4500, / 3br - ,4073164443,-122.561640,Sep 17 2013,North Bay,/nby/apa/4073164443.html,37.974650, / 3br - - (napa county),Desirable American Canyon House,$1850, / 3br - 1600ft² - ,4073159262,-122.207778,Sep 17 2013,North Bay,/nby/apa/4073159262.html,38.163685, / 3br - 1600ft² - - (healdsburg / windsor),Tree House on South Fitch Mt. in Healdsburg,$1400, / 2br - 850ft² - ,4073134335,-122.836693,Sep 17 2013,North Bay,/nby/apa/4073134335.html,38.614895, / 2br - 850ft² - - (Suisun),Updated Luxury Home for Rent,$1995, / 4br - 1800ft² - ,4073157454,-122.042000,Sep 17 2013,North Bay,/nby/apa/4073157454.html,38.240800, / 4br - 1800ft² - - (healdsburg / windsor),One Bedroom Tree House on S. Fitch Mt. in Healdsburg,$1200, / 1br - 600ft² - ,4073155866,-122.836693,Sep 17 2013,North Bay,/nby/apa/4073155866.html,38.614895, / 1br - 600ft² - - (healdsburg / windsor),Live/Work Space in Cloverdale,$825, / 1br - 600ft² - ,4073146887,-123.014232,Sep 17 2013,North Bay,/nby/apa/4073146887.html,38.803426, / 1br - 600ft² - - (santa rosa),"Spacious Open Floor Plan, Private Patios, Washer/Dryer and more",$1501, / 1br - ,4073113917,-122.672825,Sep 17 2013,North Bay,/nby/apa/4073113917.html,38.454899, / 1br - - (Marin or Bay area),"""Why Not Live on a Boat"" 1bd1ba $700.mo+Berth Details Below",$700, / 1br - ,4062581688,,Sep 17 2013,North Bay,/nby/apa/4062581688.html,, / 1br - - (petaluma),Pet-Friendly Two-Bedroom Apartment near Leghorns Park,$1969, / 2br - 825ft² - ,4071996316,,Sep 16 2013,North Bay,/nby/apa/4071996316.html,, / 2br - 825ft² - - (fairfax),COTTAGE CHARM - SPACIOUS - YARD,$2200, / 2br - 1100ft² - ,4071994933,-122.594691,Sep 16 2013,North Bay,/nby/apa/4071994933.html,37.992023, / 2br - 1100ft² - - (santa rosa),How Sweet It Is! $300 OFF $ummer $pecial!,$1149, / 1br - ,4010696531,-122.759600,Sep 16 2013,North Bay,/nby/apa/4010696531.html,38.468459, / 1br - - (petaluma),Penngrove granny unit ~ 10681 Minnesota Ave.,$1050, / 800ft² - ,4071991275,-122.648300,Sep 16 2013,North Bay,/nby/apa/4071991275.html,38.315300, / 800ft² - - (tiburon / belvedere),Sail up to Your 1BR/1BA Apartment!,$2055, / 1br - 660ft² - ,4071968084,,Sep 16 2013,North Bay,/nby/apa/4071968084.html,, / 1br - 660ft² - - (petaluma),"West side, close to downtown ~ 505 Petaluma Blvd S",$2900, / 3br - 1515ft² - ,4050945025,,Sep 16 2013,North Bay,/nby/apa/4050945025.html,, / 3br - 1515ft² - - (rohnert pk / cotati),Super cute apartment in well-maintained complex ~ 7424 Bridgit Dr. #6,$950, / 1br - 550ft² - ,4048198029,,Sep 16 2013,North Bay,/nby/apa/4048198029.html,, / 1br - 550ft² - - (rohnert pk / cotati),Nice home in M section ~ 1262 Marlene Ct.,$2000, / 3br - 1620ft² - ,4065553621,,Sep 16 2013,North Bay,/nby/apa/4065553621.html,, / 3br - 1620ft² - - (rohnert pk / cotati),"A Real 1BR/1BA Score Don't Wait, Come in Today!!",$1340, / 1br - 640ft² - ,4071938381,,Sep 16 2013,North Bay,/nby/apa/4071938381.html,, / 1br - 640ft² - - (napa county),SPECTACULAR RUSTIC-TUSCAN HOME IN AMERICAN CANYON,$2600, / 4br - ,4044256679,-122.255300,Sep 16 2013,North Bay,/nby/apa/4044256679.html,38.166800, / 4br - - (napa county),SPACIOUS & LIGHT REMODELED SINGLE-LEVEL 2 BEDROOM NORTH NAPA HOME,$2200, / 2br - 1400ft² - ,4014809974,-122.317532,Sep 16 2013,North Bay,/nby/apa/4014809974.html,38.328082, / 2br - 1400ft² - - (santa rosa),"Paradise living with a fireplace, vaulted ceilings & gourmet kitchen",$1684, / 2br - ,4071415203,-122.732735,Sep 16 2013,North Bay,/nby/apa/4071415203.html,38.466190, / 2br - - (petaluma),Spacious Two-Bedroom Home in a Peaceful Petaluma Apartment Community!,$2077, / 2br - 920ft² - ,4071527654,,Sep 16 2013,North Bay,/nby/apa/4071527654.html,, / 2br - 920ft² - - (napa county),4 bedroom 3 bath home in Napa,$2200, / 3br - ,4071485517,,Sep 16 2013,North Bay,/nby/apa/4071485517.html,, / 3br - - (petaluma),Place Your Hold on a Brand NEW Apartment,$1675, / 2br - ,4071431441,,Sep 16 2013,North Bay,/nby/apa/4071431441.html,, / 2br - - (sausalito),"Great 1 BR, 1 BA with exclusive access to Sausalito ",$2175, / 1br - 612ft² - ,4071516483,-122.514985,Sep 16 2013,North Bay,/nby/apa/4071516483.html,37.875826, / 1br - 612ft² - - (west marin),Adorable Stinson Beach Cottage. Don't miss it!,$3250, / 2br - ,4071512030,-122.638192,Sep 16 2013,North Bay,/nby/apa/4071512030.html,37.898526, / 2br - - (san rafael),"Have the BEST Address in Terra Linda, W/D in unit, top floor-Call Now!",$2095, / 2br - 1014ft² - ,4059299688,-122.541488,Sep 16 2013,North Bay,/nby/apa/4059299688.html,38.011222, / 2br - 1014ft² - - (rohnert pk / cotati),"â–’â–“LARGE UNIT AVAIL! PATIO, SWIMMING POOL, LAUNDRY, PARKING!",$1175, / 1br - 800ft² - ,4055965606,,Sep 16 2013,North Bay,/nby/apa/4055965606.html,, / 1br - 800ft² - - (napa county),Save $400 off Move In NOW! Plus special pricing!,$1505, / 2br - 895ft² - ,4071446336,-122.285424,Sep 16 2013,North Bay,/nby/apa/4071446336.html,38.316324, / 2br - 895ft² - - (napa county),Save an Additional $400 off our special pricing on select units!,$1289, / 1br - 895ft² - ,4071388326,-122.285424,Sep 16 2013,North Bay,/nby/apa/4071388326.html,38.316324, / 1br - 895ft² - - (tiburon / belvedere),Pet-Friendly 1BR/1BA with Scenic Bay View!,$1802, / 1br - 595ft² - ,4071439815,,Sep 16 2013,North Bay,/nby/apa/4071439815.html,, / 1br - 595ft² - - (santa rosa),"REMODELED ONE BEDROOM ON MENDOCINO AVE., Near J.C. & Downtown ",$875, / 1br - ,4041489114,-122.717886,Sep 16 2013,North Bay,/nby/apa/4041489114.html,38.449791, / 1br - - (santa rosa), 3 Bedroom Rancher - 2100 sq. ft,$2250, / 3br - 2100ft² - ,4070951843,,Sep 16 2013,North Bay,/nby/apa/4070951843.html,, / 3br - 2100ft² - - (santa rosa),Embrace the serenity of mature landscaping on your private patio!,$1564, / 2br - ,4070925258,-122.732735,Sep 16 2013,North Bay,/nby/apa/4070925258.html,38.466241, / 2br - - (mendocino county),Mendocino Coast Redwoods With Options,$1600, / 3br - 1600ft² - ,4070930754,-123.720000,Sep 16 2013,North Bay,/nby/apa/4070930754.html,39.213100, / 3br - 1600ft² - - (san anselmo),"UPPER 2BR/2BA, BRS. In Back, Fourplex! Pkng,Laund.,Deck",$1565, / 2br - ,4070911193,-122.570475,Sep 16 2013,North Bay,/nby/apa/4070911193.html,37.983273, / 2br - - (Wilton Ca),Horse ranch,$1625, / 2br - 1000ft² - ,4070921301,,Sep 16 2013,North Bay,/nby/apa/4070921301.html,, / 2br - 1000ft² - - (sausalito),Cozy Sausalito Condo Available Late September! --PRANDI,$2200, / 2br - 976ft² - ,4070859959,-122.506255,Sep 16 2013,North Bay,/nby/apa/4070859959.html,37.866357, / 2br - 976ft² - - (santa rosa),Fountaingrove Studio,$1050, / 750ft² - ,4070908526,,Sep 16 2013,North Bay,/nby/apa/4070908526.html,, / 750ft² - - (healdsburg / windsor),Healdsburg! 3 bedroom/2 bath,$1950, / 3br - 1293ft² - ,4063683092,-122.870674,Sep 16 2013,North Bay,/nby/apa/4063683092.html,38.627935, / 3br - 1293ft² - - (rohnert pk / cotati),1 BA - Apartment - 791 E. Cotati Avenue #4,$925, / 1br - ,4032816555,-122.695498,Sep 16 2013,North Bay,/nby/apa/4032816555.html,38.330114, / 1br - - (santa rosa),1 BA - Condo - 2549 Westberry Drive (downstairs),$1350, / 2br - ,4008691746,-122.738612,Sep 16 2013,North Bay,/nby/apa/4008691746.html,38.455466, / 2br - - (novato),Upgraded Kitchen and Bathroom. New Fixtures. Great complex,$1995, / 2br - ,4044532076,-122.552890,Sep 15 2013,North Bay,/nby/apa/4044532076.html,38.080520, / 2br - - (napa county),Two bedroom one bath available September 22nd!,, 2br - ,4069611097,,Sep 15 2013,North Bay,/nby/apa/4069611097.html,, 2br - - (santa rosa),Open floor concept with resort-style amenities right outside your door,$1369, / 1br - ,4069478218,-122.732649,Sep 15 2013,North Bay,/nby/apa/4069478218.html,38.466190, / 1br - - (petaluma),Poolside Beauty! Azure at Lakeville Square!,$2310, / 2br - ,4069525601,,Sep 15 2013,North Bay,/nby/apa/4069525601.html,, / 2br - - (napa county),"Special savings- tours 7 days a week, come see us today!",$1289, / 1br - 685ft² - ,4069304394,,Sep 15 2013,North Bay,/nby/apa/4069304394.html,, / 1br - 685ft² - - (rohnert pk / cotati),Large one bedroom with W/D! Ground floor! Available 10/21/13!,$1655, / 1br - 790ft² - ,4069443057,,Sep 15 2013,North Bay,/nby/apa/4069443057.html,, / 1br - 790ft² - - (napa county),Top floor one bedroom one bath apartment with fireplace!,, 1br - ,4069421943,,Sep 15 2013,North Bay,/nby/apa/4069421943.html,, 1br - - (rohnert pk / cotati),Dual Master Suites! 3rd floor with private location! 10/05/13,$2045, / 2br - 1240ft² - ,4069441045,,Sep 15 2013,North Bay,/nby/apa/4069441045.html,, / 2br - 1240ft² - - (sausalito),Updated 2 Bedroom Sausalito Townhouse (End Unit) in Marina Vista,$3000, / 2br - 1150ft² - ,4069435175,-122.504640,Sep 15 2013,North Bay,/nby/apa/4069435175.html,37.862352, / 2br - 1150ft² - - (santa rosa),"Fall/Winter Specails...AC, Large Rooms , WD Inside Home 542-3258!",$1999, / 2br - 1198ft² - ,4069378534,,Sep 15 2013,North Bay,/nby/apa/4069378534.html,, / 2br - 1198ft² - - (sebastopol), Downtown Forestville ,$925, / 1br - 650ft² - ,4069395837,-122.890948,Sep 15 2013,North Bay,/nby/apa/4069395837.html,38.473612, / 1br - 650ft² - - (santa rosa),Quaint 1950's MUST SEE 1 Bedroom 1 Bath,$1100, / 1br - ,4069377591,-122.714430,Sep 15 2013,North Bay,/nby/apa/4069377591.html,38.440470, / 1br - - (los altos),Brand New 2BR/2BA Condo,$4800, / 2br - ,4076859121,-122.117307,Sep 18 2013,Peninsula,/pen/apa/4076859121.html,37.377268, / 2br - - (burlingame),"1 bedroom, 1 den, 1 bath. Independent Guest House in Burlingame",$1790, / 1br - ,4076853999,-122.373190,Sep 18 2013,Peninsula,/pen/apa/4076853999.html,37.586027, / 1br - - (east palo alto),"Woodland Creek 3 Bedroom Condo Available October 1st, 2013",$3400, / 3br - 1368ft² - ,4076835591,-122.129366,Sep 18 2013,Peninsula,/pen/apa/4076835591.html,37.452853, / 3br - 1368ft² - - (san mateo),Beautiful Woodlake Community,$1950, / 1br - ,4076846284,,Sep 18 2013,Peninsula,/pen/apa/4076846284.html,, / 1br - - (san mateo),Home for Rent - San Mateo (HW101/3rd Ave.) OPEN HOUSE this Sun 2-4pm,$2495, / 2br - ,4076808479,-122.319980,Sep 18 2013,Peninsula,/pen/apa/4076808479.html,37.579235, / 2br - - (mountain view),ONE BEDROOM APARTMENT DOWNSTAIRS UNIT MOVE-IN BONUS,$1795, / 1br - 650ft² - ,4076827982,-122.093318,Sep 18 2013,Peninsula,/pen/apa/4076827982.html,37.406096, / 1br - 650ft² - - (palo alto),House for Rent,$8500, / 4br - 2700ft² - ,4076823315,-122.146108,Sep 18 2013,Peninsula,/pen/apa/4076823315.html,37.446538, / 4br - 2700ft² - - (half moon bay),Updated Pristine Condo,$2100, / 2br - ,4076807961,-122.436986,Sep 18 2013,Peninsula,/pen/apa/4076807961.html,37.467340, / 2br - - (san mateo),Home for Rent - San Mateo (off HW101 / 3rd Ave.) $2495,$2495, / 2br - ,4070117390,-122.319980,Sep 18 2013,Peninsula,/pen/apa/4070117390.html,37.579235, / 2br - - (san rafael),*** Amazing Opportunity to Rent a Townhome in Dixie School District!,$2500, / 3br - ,4074242068,-122.544677,Sep 17 2013,North Bay,/nby/apa/4074242068.html,38.031966, / 3br - - (napa county),"Newly Remodeled in Napa, Available NOW! ",, ,4074258746,,Sep 17 2013,North Bay,/nby/apa/4074258746.html,, - (corte madera),Beautifully Remodeled Townhome,$3300, / 3br - ,4046974397,,Sep 17 2013,North Bay,/nby/apa/4046974397.html,, / 3br - - (petaluma),Amazing amenities offered at ENCLAVE!,$1414, / 1br - 661ft² - ,4074247450,-122.615500,Sep 17 2013,North Bay,/nby/apa/4074247450.html,38.250700, / 1br - 661ft² - - (san rafael),"Great floorplan with wonderful closet space, One Bedroom and bath!",$1810, / 1br - 735ft² - ,4074195891,,Sep 17 2013,North Bay,/nby/apa/4074195891.html,, / 1br - 735ft² - - (larkspur),Pets Welcome here at Larkspur Courts in Larkspur!,$2330, / 1br - 781ft² - ,4074225253,-122.508172,Sep 17 2013,North Bay,/nby/apa/4074225253.html,37.949315, / 1br - 781ft² - - (sebastopol),Sleep with your horse,$950, / 1br - 480ft² - ,4074230118,,Sep 17 2013,North Bay,/nby/apa/4074230118.html,, / 1br - 480ft² - - (santa rosa),Beautiful 2 bedroom townhome with country view in Fountaingrove,$2150, / 2br - 1420ft² - ,4074215391,-122.725664,Sep 17 2013,North Bay,/nby/apa/4074215391.html,38.478182, / 2br - 1420ft² - - (santa rosa),TAKE A STROLL THROUGH THIS PROPERTY WITH PARK-LIKE FEATURES,$1200, / 1br - ,4074222129,,Sep 17 2013,North Bay,/nby/apa/4074222129.html,, / 1br - - (santa rosa),"Great Unit w/Hardwood Floors, One Garage Garage & Fenced Yard",$1150, / 1br - 600ft² - ,4050263814,-122.673190,Sep 17 2013,North Bay,/nby/apa/4050263814.html,38.443657, / 1br - 600ft² - - (rohnert pk / cotati),"2 Bedroom, 1 1/2 bath Townhouse Style Unit, Approx. 1,100 Sq Ft",$1350, / 2br - 1100ft² - ,4065097422,-122.705444,Sep 18 2013,North Bay,/nby/apa/4065097422.html,38.321352, / 2br - 1100ft² - - (fairfax),Duplex With Awesome Valley Views ,$1550, / 1br - 700ft² - ,4073594797,,Sep 17 2013,North Bay,/nby/apa/4073594797.html,, / 1br - 700ft² - - (rohnert pk / cotati),NEWLY RENOVATED UNITS COMING SOON! CALL US!,, ,4034089207,-122.705905,Sep 17 2013,North Bay,/nby/apa/4034089207.html,38.344587, - (tiburon / belvedere),Elegant Point Tiburon Lagoon Condo,$5900, / 3br - 2330ft² - ,4059073468,-122.471584,Sep 17 2013,North Bay,/nby/apa/4059073468.html,37.882826, / 3br - 2330ft² - - (rohnert pk / cotati),2BR/1BA Apartment Ready for You!,$1477, / 2br - 820ft² - ,4073560375,,Sep 17 2013,North Bay,/nby/apa/4073560375.html,, / 2br - 820ft² - - (san rafael),Cozy One Bedroom Blocks From Downtown San Rafael,$2210, / 1br - 650ft² - ,4073576697,,Sep 17 2013,North Bay,/nby/apa/4073576697.html,, / 1br - 650ft² - - (tiburon / belvedere),Outstanding Fully Furnished Tiburon Home with Pano S.F. View!,$13500, / 5br - 3700ft² - ,4073553700,,Sep 17 2013,North Bay,/nby/apa/4073553700.html,, / 5br - 3700ft² - - (kentfield / ross), Spectacular New England Style Estate in Ross,$16000, / 6br - 5000ft² - ,4050958559,-122.555237,Sep 17 2013,North Bay,/nby/apa/4050958559.html,37.959696, / 6br - 5000ft² - - (Walnut Grove),Elegant House for Rent,$980, / 2br - 1000ft² - ,4059886884,-121.578655,Sep 17 2013,North Bay,/nby/apa/4059886884.html,38.190569, / 2br - 1000ft² - - (napa county),HIGH END LIVE WORK EXECUTIVE HOME WALK TO DOWNTOWN NAPA,$2400, / 3br - 2400ft² - ,4067808660,-122.300412,Sep 17 2013,North Bay,/nby/apa/4067808660.html,38.287865, / 3br - 2400ft² - - (lake county),Newly Remodeled Home in Downtown Middletown,$1250, / 3br - 1152ft² - ,4043886850,-122.614990,Sep 17 2013,North Bay,/nby/apa/4043886850.html,38.752400, / 3br - 1152ft² - - (petaluma),beautiful older home in historic western petaluma,$2400, / 3br - 1700ft² - ,4073004043,-122.642462,Sep 17 2013,North Bay,/nby/apa/4073004043.html,38.226567, / 3br - 1700ft² - - (santa rosa),"VERY quiet for YOU...542-3258 to Schedule a time/day, Lv Message Pls.",$1899, / 2br - 1198ft² - ,4072965774,,Sep 17 2013,North Bay,/nby/apa/4072965774.html,, / 2br - 1198ft² - - (mill valley),Furnished Downtown Mill Valley Studio,$1195, / 375ft² - ,4072990121,-122.548587,Sep 17 2013,North Bay,/nby/apa/4072990121.html,37.908225, / 375ft² - - (sonoma),2 bedroom/1.5 bathroom condo,$1675, / 2br - ,4072947177,-122.469600,Sep 17 2013,North Bay,/nby/apa/4072947177.html,38.284900, / 2br - - (larkspur),"Quiet, charming 1 Bed Apt. Oct 16-26 near Downtown",$990, / 1br - 600ft² - ,4072913423,,Sep 17 2013,North Bay,/nby/apa/4072913423.html,, / 1br - 600ft² - - (san anselmo),3 Bedroom 2 bath + Garage + office Butterfield rd,$3700, / 3br - 1400ft² - ,4072934026,-122.576590,Sep 17 2013,North Bay,/nby/apa/4072934026.html,37.992223, / 3br - 1400ft² - - (tiburon / belvedere),Tiburon- Close to Downtown-View- Deck-Fireplace-Peaceful,$2795, / 2br - 1100ft² - ,4072913771,-122.461683,Sep 17 2013,North Bay,/nby/apa/4072913771.html,37.882526, / 2br - 1100ft² - - (tiburon / belvedere),"Beautiful Tiburon View, Open Floor Plan, Close to Downtown",$2895, / 2br - 1100ft² - ,4049847900,-122.463700,Sep 17 2013,North Bay,/nby/apa/4049847900.html,37.884300, / 2br - 1100ft² - - (napa county),GEORGEOUS EASTERN NAPA NEWER 4 BDRM HOME W/OUTDOOR KITCHEN,$2750, / 4br - 2100ft² - ,4067777794,-122.265383,Sep 16 2013,North Bay,/nby/apa/4067777794.html,38.288614, / 4br - 2100ft² - - (napa county),Beautiful 55+ senior community has rentals available! ,, ,4062879355,,Sep 16 2013,North Bay,/nby/apa/4062879355.html,, - (santa rosa),cuarto en una casa familiar,, ,4071968362,-122.649307,Sep 16 2013,North Bay,/nby/apa/4071968362.html,38.467165, - (novato),"Avail Now! 2bdrm/2bath, Washer & dryer included!",$1850, / 2br - ,4060673903,-122.573192,Sep 16 2013,North Bay,/nby/apa/4060673903.html,38.103320, / 2br - - (petaluma),Looking for Amazing Outdoor Space? Stop Looking & Start Living!,$2975, / 3br - ,4071960018,,Sep 16 2013,North Bay,/nby/apa/4071960018.html,, / 3br - - (napa county),Creekside apartment ALL UTILITIES PAID,$1500, / 1br - 800ft² - ,4059025980,,Sep 16 2013,North Bay,/nby/apa/4059025980.html,, / 1br - 800ft² - - (san rafael),Brand New Luxury Condo Available 10/5,$3750, / 2br - 1693ft² - ,4071945495,,Sep 16 2013,North Bay,/nby/apa/4071945495.html,, / 2br - 1693ft² - - (petaluma),YOU MUST LIVE HERE AND BE A PART OF THIS GREAT COMMUNITY!!,$1635, / 2br - 1028ft² - ,4071928711,-122.615500,Sep 16 2013,North Bay,/nby/apa/4071928711.html,38.250700, / 2br - 1028ft² - - (sebastopol),One Bedroom Cottage,$1300, / 1br - 600ft² - ,4071924265,,Sep 16 2013,North Bay,/nby/apa/4071924265.html,, / 1br - 600ft² - - (santa rosa),Downtown 1 Bedroom,$950, / 1br - ,4071918514,,Sep 16 2013,North Bay,/nby/apa/4071918514.html,, / 1br - - (napa county),Beautiful Newer Napa Apartment,$1675, / 2br - 977ft² - ,4071887474,,Sep 16 2013,North Bay,/nby/apa/4071887474.html,, / 2br - 977ft² - - (sonoma),Charming Glen Ellen Residence,$3250, / 3br - 1952ft² - ,4071460110,-123.799100,Sep 16 2013,North Bay,/nby/apa/4071460110.html,40.086400, / 3br - 1952ft² - - (novato),GREAT OPPORTUNITY!! LIVE IN A NICE AREA!! 1 BEDROOM APARTMENT FOR RENT,$1275, / 1br - 781ft² - ,4071460123,,Sep 16 2013,North Bay,/nby/apa/4071460123.html,, / 1br - 781ft² - - (rohnert pk / cotati),Our Fantastic Community Is Waiting for You! 2BR/1BA #345 October 10th!,$1477, / 2br - 820ft² - ,4071420666,,Sep 16 2013,North Bay,/nby/apa/4071420666.html,, / 2br - 820ft² - - (napa county),A league of it's own,$4200, / 3br - 1300ft² - ,4012930613,-122.470260,Sep 16 2013,North Bay,/nby/apa/4012930613.html,38.505190, / 3br - 1300ft² - - (napa county),"River front, beautiful, bright, updated Townhome",$2200, / 3br - 1684ft² - ,4071413537,-122.282598,Sep 16 2013,North Bay,/nby/apa/4071413537.html,38.318637, / 3br - 1684ft² - - (santa rosa),Studio for rent-Stony Brook Apartments,$875, ,4071389020,-122.743034,Sep 16 2013,North Bay,/nby/apa/4071389020.html,38.437354, - (petaluma),"1ba, Upper Flat, gas stove & heat. Walk to schools, shopping etc.",$1845, / 3br - ,4046175233,-122.633772,Sep 16 2013,North Bay,/nby/apa/4046175233.html,38.239427, / 3br - -,Rentals ARE EXPENSIVE right now!,$1445, / 3br - 1400ft² - ,4071320977,-122.746698,Sep 16 2013,North Bay,/nby/apa/4071320977.html,38.463333, / 3br - 1400ft² - - (novato),Very Nice Novato Condo,$2200, / 3br - ,4071352409,,Sep 16 2013,North Bay,/nby/apa/4071352409.html,, / 3br - - (napa county),HIGH END LIVE WORK EXECUTIVE HOME WALK TO DOWNTOWN NAPA,$2400, / 3br - 2400ft² - ,4071340337,-122.300412,Sep 16 2013,North Bay,/nby/apa/4071340337.html,38.287865, / 3br - 2400ft² - - (napa county),1 bdrm 1 1/2 bath Townhome. A Must SEE!,$1200, / 1br - ,4071333758,-122.293352,Sep 16 2013,North Bay,/nby/apa/4071333758.html,38.303896, / 1br - - (tiburon / belvedere),"Breathtaking Tiburon Views, Large Balcony, Close to Ferry",$2895, / 2br - 1100ft² - ,4051914204,-122.461283,Sep 16 2013,North Bay,/nby/apa/4051914204.html,37.882926, / 2br - 1100ft² - - (napa county),STILL AVAILABLE! 5-Bedrooms/3-Baths 445 Poppyfield Dr American Canyon,$2650, / 5br - 2502ft² - ,4058033895,-122.261503,Sep 16 2013,North Bay,/nby/apa/4058033895.html,38.157726, / 5br - 2502ft² - - (san anselmo),San Anselmo Seminary Area 3 br 3950.00,$3950, / 3br - 1500ft² - ,4070810701,-122.571100,Sep 16 2013,North Bay,/nby/apa/4070810701.html,37.984600, / 3br - 1500ft² - - (santa rosa),Settle in for Winter.. Yes days are getting shorter.... Ck us out now!,$1899, / 2br - 1198ft² - ,4070806978,,Sep 16 2013,North Bay,/nby/apa/4070806978.html,, / 2br - 1198ft² - - (sausalito),large one bedroom apartment,$3200, / 1br - 800ft² - ,4070801955,-122.480865,Sep 16 2013,North Bay,/nby/apa/4070801955.html,37.854661, / 1br - 800ft² - - (san anselmo),"$1,500/MO SECLUDED 1-BRM SAN ANSELMO POOLSIDE APT",$1500, / 1br - 600ft² - ,4060309404,,Sep 16 2013,North Bay,/nby/apa/4060309404.html,, / 1br - 600ft² - - (novato),1 bedroom unit in private home,$1695, / 1br - 961ft² - ,4063866403,-122.560391,Sep 16 2013,North Bay,/nby/apa/4063866403.html,38.105119, / 1br - 961ft² - - (napa county),Beautiful updated Townhouse in Browns Valley Area,$1775, / 2br - 1014ft² - ,4065610136,-122.311685,Sep 16 2013,North Bay,/nby/apa/4065610136.html,38.300414, / 2br - 1014ft² - - (rohnert pk / cotati),JUST REMODELED - Top Floor - 2 Bedroom / 1 Bathroom / 1 Car Garage,$1400, / 2br - 900ft² - ,4070768023,-122.694898,Sep 16 2013,North Bay,/nby/apa/4070768023.html,38.344114, / 2br - 900ft² - - (santa rosa),JC Victorian,$1750, / 3br - 1600ft² - ,4038012039,-122.712221,Sep 16 2013,North Bay,/nby/apa/4038012039.html,38.446396, / 3br - 1600ft² - - (lake county),2 Bedroom 2 bath Lakeport $900.00,$900, / 2br - 950ft² - ,4070756057,-122.909736,Sep 16 2013,North Bay,/nby/apa/4070756057.html,39.106041, / 2br - 950ft² - - (lake county),"$825-- 3 / 2br - 1388ft HOME FOR RENT (Clearlake, CA)",$825, / 3br - 1388ft² - ,4041608373,-122.645612,Sep 15 2013,North Bay,/nby/apa/4041608373.html,38.965646, / 3br - 1388ft² - - (lake county),"$825-- 3 / 2br - 1388sqft HOME FOR RENT (lake county, Clearlake, CA)",$825, / 3br - 1388ft² - ,4029624866,-122.645612,Sep 15 2013,North Bay,/nby/apa/4029624866.html,38.965646, / 3br - 1388ft² - - (lake county),"$825-- 3 / 2br - 1388ft HOME FOR RENT (Clearlake, CA)",$825, / 3br - 1388ft² - ,4042908127,-122.645612,Sep 15 2013,North Bay,/nby/apa/4042908127.html,38.965646, / 3br - 1388ft² - - (santa rosa),Award winning apartment homes adjacent to a community park,$1369, / 1br - ,4069268979,-122.732670,Sep 15 2013,North Bay,/nby/apa/4069268979.html,38.466174, / 1br - - (santa rosa),Near Coddingtown,$1600, / 3br - 1200ft² - ,4069338965,,Sep 15 2013,North Bay,/nby/apa/4069338965.html,, / 3br - 1200ft² - - (santa rosa),Northeast HUGE 1 bd *Save $ This Week*,$1399, / 1br - ,4008227325,-122.656581,Sep 15 2013,North Bay,/nby/apa/4008227325.html,38.463452, / 1br - - (santa rosa),Across from Howarth Park,$1300, / 2br - 1000ft² - ,4069337534,-122.668596,Sep 15 2013,North Bay,/nby/apa/4069337534.html,38.449711, / 2br - 1000ft² - - (santa rosa),Park Estates Home,$2200, / 3br - 1400ft² - ,4069336820,-122.694197,Sep 15 2013,North Bay,/nby/apa/4069336820.html,38.437011, / 3br - 1400ft² - - (santa rosa),Near Kaiser Hospital and County Adminstration Center,$950, / 1br - ,4069313207,-122.716298,Sep 15 2013,North Bay,/nby/apa/4069313207.html,38.465211, / 1br - - (tiburon / belvedere),Tiburon View Rental,$5900, / 3br - ,4069307499,-122.461338,Sep 15 2013,North Bay,/nby/apa/4069307499.html,37.879460, / 3br - - (san rafael),Sunny & Bright With Views - Upper Lincoln,$1665, / 2br - 750ft² - ,4069297369,-122.523758,Sep 15 2013,North Bay,/nby/apa/4069297369.html,37.981873, / 2br - 750ft² - - (east palo alto),Remodel studio,$1000, ,4076806764,-122.142220,Sep 18 2013,Peninsula,/pen/apa/4076806764.html,37.460461, - (daly city),3BR 2BA Duplex - 589 Sylvan Street,$1895, / 3br - ,4064985630,-122.458752,Sep 18 2013,Peninsula,/pen/apa/4064985630.html,37.687287, / 3br - - (burlingame),"Large, Sunny one bedroom apartment near Burlingame Avenue",$2000, / 1br - 500ft² - ,4076759553,,Sep 18 2013,Peninsula,/pen/apa/4076759553.html,, / 1br - 500ft² - - (palo alto),Spacious family home. Palo Alto schools. fenced back yard,$6500, / 3br - 1394ft² - ,4072287922,,Sep 18 2013,Peninsula,/pen/apa/4072287922.html,, / 3br - 1394ft² - - (palo alto),REMODLD*VAST*2/2/GARAGE DOWNTOWN*SPACIOUS*TOP FLOOR*END UNIT,$3395, / 2br - 1600ft² - ,4071653113,-122.156975,Sep 18 2013,Peninsula,/pen/apa/4071653113.html,37.450638, / 2br - 1600ft² - - (san bruno),Spacious Shelter Creek condo in park-like complex,$1600, / 1br - ,4076750509,-122.513294,Sep 18 2013,Peninsula,/pen/apa/4076750509.html,37.597784, / 1br - - (mountain view),CROSSINGS OF MOUNTAIN VIEW ROWHOME NOW AVAILABLE: 2 BEDROOM/2.5 BATH,$3700, / 2br - 1080ft² - ,4052722955,-122.108254,Sep 18 2013,Peninsula,/pen/apa/4052722955.html,37.406593, / 2br - 1080ft² - - (mountain view),"Close to Google, Stanford & NasaAmes",$1748, / 1br - ,4076668411,,Sep 18 2013,Peninsula,/pen/apa/4076668411.html,, / 1br - - (los altos),"LOS ALTOS HILLS, Luxurious 1 bedroom Apartment furnished.",$1950, / 1br - ,4076725777,,Sep 18 2013,Peninsula,/pen/apa/4076725777.html,, / 1br - - (burlingame),"1 Bath, New unit, Near Burlingame Avenue",$2199, / 2br - 850ft² - ,4065690184,-122.343776,Sep 18 2013,Peninsula,/pen/apa/4065690184.html,37.574730, / 2br - 850ft² - - (burlingame),"2 bedrooms, 1 Bath, Remodeled",$2199, / 2br - 850ft² - ,4065682688,-122.366080,Sep 18 2013,Peninsula,/pen/apa/4065682688.html,37.584100, / 2br - 850ft² - - (san mateo),Ask about our short term housing,$2070, / 2br - 750ft² - ,4076145808,,Sep 18 2013,Peninsula,/pen/apa/4076145808.html,, / 2br - 750ft² - - (palo alto),Studio- available now,$1885, / 590ft² - ,4076145213,,Sep 18 2013,Peninsula,/pen/apa/4076145213.html,, / 590ft² - - (san mateo),Renovated 2/1 Condo with sizeable storage close to Oracle,$2259, / 2br - 840ft² - ,4076127811,-122.287679,Sep 18 2013,Peninsula,/pen/apa/4076127811.html,37.532536, / 2br - 840ft² - - (atherton),1 BR Apt with private patio,$2900, ,4076139420,-122.209276,Sep 18 2013,Peninsula,/pen/apa/4076139420.html,37.449638, - (atherton),Atherton home for short-term lease ONLY,$3900, / 3br - 2500ft² - ,4076110947,-122.184686,Sep 18 2013,Peninsula,/pen/apa/4076110947.html,37.466073, / 3br - 2500ft² - - (daly city),"Large, Modern, Private 2bd 1bth In Law ",$2100, / 2br - ,4076128592,,Sep 18 2013,Peninsula,/pen/apa/4076128592.html,, / 2br - - (redwood shores),"Redwood Shores Condo, 2bd, 2ba, $2800",$2800, / 2br - ,4076123937,,Sep 18 2013,Peninsula,/pen/apa/4076123937.html,, / 2br - - (burlingame),Very Spacious One Bedroom Options. Reserve yours today. ,$2395, / 1br - 830ft² - ,4076121676,-122.402444,Sep 18 2013,Peninsula,/pen/apa/4076121676.html,37.582973, / 1br - 830ft² - - (los altos),Designer Home in north Los Altos Surrounded by Paradise,$8400, / 4br - ,4065771709,-122.121088,Sep 18 2013,Peninsula,/pen/apa/4065771709.html,37.398488, / 4br - - (san mateo),"Beauitful 1 BR ,newly remodeled kitchen & batroom",$2125, / 1br - 640ft² - ,4062821888,-122.284999,Sep 18 2013,Peninsula,/pen/apa/4062821888.html,37.566623, / 1br - 640ft² - - (redwood city),Huge 4 bedroom/4 bathroom house for lease,$4000, / 4br - 2010ft² - ,4042547667,,Sep 18 2013,Peninsula,/pen/apa/4042547667.html,, / 4br - 2010ft² - - (redwood city),"Nice spacious studio, available NOW!",$1495, ,4048324953,,Sep 18 2013,Peninsula,/pen/apa/4048324953.html,, - (palo alto),Open House: Sat Sept 21st @ 1pm! Walk to Stanford! Darling Duplex!,$2495, / 1br - ,4048323719,,Sep 18 2013,Peninsula,/pen/apa/4048323719.html,, / 1br - - (redwood city),Serene view amazing spacious living room near Stanfod w/all appliances,$3505, / 2br - 1091ft² - ,4076449893,,Sep 18 2013,Peninsula,/pen/apa/4076449893.html,, / 2br - 1091ft² - - (mountain view),Downstairs w/ private patio! Nicely updated! Available NOW!,$1695, / 1br - ,4048319718,,Sep 18 2013,Peninsula,/pen/apa/4048319718.html,, / 1br - - (belmont),MAKE CARLMONT HEIGHTS APARTMENTS YOUR HOME,$2245, / 2br - 1087ft² - ,4076431074,-122.296672,Sep 18 2013,Peninsula,/pen/apa/4076431074.html,37.509130, / 2br - 1087ft² - - (mountain view),Extraordinary resort-caliber amenities.9-Hole Putting Green-Pool-Spa,$2095, ,4076447257,,Sep 18 2013,Peninsula,/pen/apa/4076447257.html,, - (palo alto),"Great location! Updated apartment, available October!",$1995, / 1br - ,4048300787,,Sep 18 2013,Peninsula,/pen/apa/4048300787.html,, / 1br - - (san carlos),Great walk to town location! Pet friendly building! Available Nov,$2350, / 2br - ,4048299464,,Sep 18 2013,Peninsula,/pen/apa/4048299464.html,, / 2br - - (daly city),"Modern finishes, w/d in unit & pets welcome!",$2350, / 1br - 927ft² - ,4076444260,,Sep 18 2013,Peninsula,/pen/apa/4076444260.html,, / 1br - 927ft² - - (daly city),"HUGE 2 bedroom + den, Pets ok, w/d in unit!",$2878, / 2br - 1487ft² - ,4076375594,,Sep 18 2013,Peninsula,/pen/apa/4076375594.html,, / 2br - 1487ft² - - (belmont),"Available NOW! Spacious apartment with granite counters, tile floor ",$2250, / 2br - ,4048295546,,Sep 18 2013,Peninsula,/pen/apa/4048295546.html,, / 2br - - (pacifica),Enjoy the Coast from the Comfort of Your Spacious Home!,$2074, / 1br - ,4076439417,-122.492334,Sep 18 2013,Peninsula,/pen/apa/4076439417.html,37.636335, / 1br - - (rohnert pk / cotati),Welcome Home to Style and Comfort!,$1332, / 1br - ,4074196806,-122.700142,Sep 17 2013,North Bay,/nby/apa/4074196806.html,38.345120, / 1br - - (petaluma), Experience These Beautiful Petaluma Apartments,$1950, / 2br - 825ft² - ,4074194537,,Sep 17 2013,North Bay,/nby/apa/4074194537.html,, / 2br - 825ft² - - (napa county),BEAUTIFULLY REMODELED SINGLE LEVEL 3 BEDROOM+BONUS ROOM AMERICAN CANYO,$1800, / 3br - 1100ft² - ,4074193646,-122.257638,Sep 17 2013,North Bay,/nby/apa/4074193646.html,38.175250, / 3br - 1100ft² - - (petaluma),Tastefully Restored Victorian Suite,$1425, / 1br - 525ft² - ,4074192534,,Sep 17 2013,North Bay,/nby/apa/4074192534.html,, / 1br - 525ft² - - (napa county),"St helena Charmer, walking distance to downtown",$2695, / 2br - ,4074190035,-122.463334,Sep 17 2013,North Bay,/nby/apa/4074190035.html,38.503621, / 2br - - (santa rosa),Exquisite 2 bedroom in Luxurious Fountaingrove,$1855, / 2br - 1098ft² - ,4074142818,-122.725664,Sep 17 2013,North Bay,/nby/apa/4074142818.html,38.478182, / 2br - 1098ft² - - (healdsburg / windsor),Spacious Units Available mmg,$1200, / 1br - 1100ft² - ,4074171034,-122.793101,Sep 17 2013,North Bay,/nby/apa/4074171034.html,38.539210, / 1br - 1100ft² - - (petaluma),~Hard to find 3 Bedroom 3 Bathroom Townhouse~,$2442, / 3br - 1708ft² - ,4073540535,,Sep 17 2013,North Bay,/nby/apa/4073540535.html,, / 3br - 1708ft² - - (mendocino county),"Lovely Home on corner lot, Ukiah, CA",$1400, / 2br - ,4073557248,-123.207780,Sep 17 2013,North Bay,/nby/apa/4073557248.html,39.150170, / 2br - - (tiburon / belvedere),Magnificent Tiburon Home with Straight on San Francisco Views!,$10500, / 5br - 4850ft² - ,4073556131,,Sep 17 2013,North Bay,/nby/apa/4073556131.html,, / 5br - 4850ft² - - (san rafael),PRICE REDUCTION!! ending soon!! 1 bedroom that has 2 outdoor patios!!,$1831, / 1br - 650ft² - ,4073518084,-122.535195,Sep 17 2013,North Bay,/nby/apa/4073518084.html,38.022960, / 1br - 650ft² - - (santa rosa),"2 bedroom apartment, walking distance to down town Santa Rosa- $1200",$1200, / 2br - 800ft² - ,4066066049,-122.702383,Sep 17 2013,North Bay,/nby/apa/4066066049.html,38.439177, / 2br - 800ft² - - (sausalito),"1072 sq ft 2 BR, 2 BA in an unbeatable Sausalito location, with tremen",$2563, / 2br - 1072ft² - ,4073543259,-122.514985,Sep 17 2013,North Bay,/nby/apa/4073543259.html,37.875826, / 2br - 1072ft² - - (russian river),Cazadero CA 2bd 1ba,$1150, / 2br - 800ft² - ,4073533516,-123.085735,Sep 17 2013,North Bay,/nby/apa/4073533516.html,38.531415, / 2br - 800ft² - - (novato),GREAT LOCATION! ONLY ONE LEFT!!ONE BEDROOM APARTMENT FOR RENT!!,$1275, / 1br - 781ft² - ,4073533259,,Sep 17 2013,North Bay,/nby/apa/4073533259.html,, / 1br - 781ft² - - (san rafael),First Floor 2x2 with Hardwood Floors in Private Location!,$2505, / 2br - 981ft² - ,4073520854,-122.530882,Sep 17 2013,North Bay,/nby/apa/4073520854.html,38.020221, / 2br - 981ft² - - (~ Rohnert Park ~),Inviting and Exciting!,, ,4058057231,,Sep 17 2013,North Bay,/nby/apa/4058057231.html,, - (sebastopol),House for Rent,$2025, / 2br - 1000ft² - ,4064173704,,Sep 17 2013,North Bay,/nby/apa/4064173704.html,, / 2br - 1000ft² - - (lake county),"Large 2bd 2ba Home on double lot, paved road, Coming soon.",$875, / 2br - 1100ft² - ,4067013593,-122.615277,Sep 17 2013,North Bay,/nby/apa/4067013593.html,38.947308, / 2br - 1100ft² - - (mill valley),Mill Valleys Best! Casa Roja Apartment Homes ,$1995, / 1br - ,4040866928,-122.535146,Sep 17 2013,North Bay,/nby/apa/4040866928.html,37.879546, / 1br - - (sebastopol),Clean and Fresh Two Bedroom Townhome,$1495, / 2br - 1100ft² - ,4064094399,-122.831203,Sep 16 2013,North Bay,/nby/apa/4064094399.html,38.398213, / 2br - 1100ft² - - (santa rosa),"$2200 / 4BR - 3 Full Bath - 2,096 Sq Ft",$2200, / 4br - 2096ft² - ,4072598720,-122.760485,Sep 16 2013,North Bay,/nby/apa/4072598720.html,38.430066, / 4br - 2096ft² - - (tiburon / belvedere),"Tiburon Apartment, Cove Area",$2100, / 2br - 900ft² - ,4038853348,-122.495884,Sep 16 2013,North Bay,/nby/apa/4038853348.html,37.898125, / 2br - 900ft² - - (napa county),St. Helena Lovely Single Story Home,$2750, / 3br - 1500ft² - ,4072558378,,Sep 16 2013,North Bay,/nby/apa/4072558378.html,, / 3br - 1500ft² - - (santa rosa),Available Soon*Spacious 2Bd x1.5Ba * Great Floorplan!,$1475, / 2br - 888ft² - ,4034878220,-122.759857,Sep 16 2013,North Bay,/nby/apa/4034878220.html,38.467870, / 2br - 888ft² - - (santa rosa),"Save $300 Your First Month! 1x1 Available NOW! Weekend $pecial, too!",$1149, / 1br - ,4013234205,-122.759728,Sep 16 2013,North Bay,/nby/apa/4013234205.html,38.468055, / 1br - - (rohnert pk / cotati),UNIQUE 1X1 Available Next Month! HUGE Terraces & Yards!,$1199, / 1br - 610ft² - ,4053519594,-122.708704,Sep 16 2013,North Bay,/nby/apa/4053519594.html,38.341379, / 1br - 610ft² - - (rohnert pk / cotati),"Beautiful 5 Bedroom, 2 Bathroom Home, Available October 1st!",$2700, / 5br - ,4071905998,,Sep 16 2013,North Bay,/nby/apa/4071905998.html,, / 5br - - (sausalito),2br 2 ba Townhouse,$2800, / 2br - 1056ft² - ,4071905943,,Sep 16 2013,North Bay,/nby/apa/4071905943.html,, / 2br - 1056ft² - - (santa rosa),Recently renovated duplex conveniently located near downtown Santa Rosa!,$1050, / 2br - 750ft² - ,4058592698,,Sep 16 2013,North Bay,/nby/apa/4058592698.html,, / 2br - 750ft² - - (santa rosa),Charming one level home in Downtown Santa Rosa! ,$2500, / 2br - 1800ft² - ,4046737229,,Sep 16 2013,North Bay,/nby/apa/4046737229.html,, / 2br - 1800ft² - - (rohnert pk / cotati),"Two story home in newer area of desirable ""M""-Section.",$2150, / 3br - 1700ft² - ,4052768460,,Sep 16 2013,North Bay,/nby/apa/4052768460.html,, / 3br - 1700ft² - - (santa rosa),Two-story PUD in Southeast Santa Rosa! ,$1650, / 3br - 1285ft² - ,4052690767,,Sep 16 2013,North Bay,/nby/apa/4052690767.html,, / 3br - 1285ft² - - (santa rosa),"First floor unit in converted Victorian, well-maintained.",$1100, / 2br - 600ft² - ,4051042809,,Sep 16 2013,North Bay,/nby/apa/4051042809.html,, / 2br - 600ft² - - (santa rosa),Cute One-Bedroom In-Law Apartment in Rincon Valley!,$950, / 1br - 550ft² - ,4019371680,,Sep 16 2013,North Bay,/nby/apa/4019371680.html,, / 1br - 550ft² - - (novato),"This 1 BR Is More Than Just An Apartment, It's Your Home!",$1845, / 1br - 650ft² - ,4071853002,-122.535612,Sep 16 2013,North Bay,/nby/apa/4071853002.html,38.058125, / 1br - 650ft² - - (Cloverdale),CLOVERDALE,$600, ,4071885693,,Sep 16 2013,North Bay,/nby/apa/4071885693.html,, - (napa county),PHENOMENAL GUEST HOME NESTLED IN THE UPPER VALLEY VINEYARDS,$1800, / 2br - ,4071876822,-122.361600,Sep 16 2013,North Bay,/nby/apa/4071876822.html,38.416100, / 2br - - (santa rosa),Charming Oakmont House for Rent,$1400, / 2br - ,4031750375,,Sep 16 2013,North Bay,/nby/apa/4031750375.html,, / 2br - - (santa rosa),Beautiful Home in Oakmont,$1850, / 2br - 1541ft² - ,4046740048,-122.590923,Sep 16 2013,North Bay,/nby/apa/4046740048.html,38.430321, / 2br - 1541ft² - - (santa rosa),Lovely Three Bedroom Home In Oakmont,$2300, / 3br - 1870ft² - ,4063794245,-122.639300,Sep 16 2013,North Bay,/nby/apa/4063794245.html,38.459200, / 3br - 1870ft² - - (sonoma),Mature Gal Seeks Home for Long Term Rental,$1675, / 1000ft² - ,4071266020,,Sep 16 2013,North Bay,/nby/apa/4071266020.html,, / 1000ft² - - (santa rosa),Huge ground floor 1-bedroom w/attached garage.,$1704, / 1br - 797ft² - ,4071327470,-122.639300,Sep 16 2013,North Bay,/nby/apa/4071327470.html,38.459200, / 1br - 797ft² - - (napa county),Alta Height Jewel,$1225, / 2br - ,4071288624,,Sep 16 2013,North Bay,/nby/apa/4071288624.html,, / 2br - - (sausalito),Love Where You Live!,$1495, / 460ft² - ,4071320561,-122.486983,Sep 16 2013,North Bay,/nby/apa/4071320561.html,37.850727, / 460ft² - -" (Fairfield/Suisun, California)",House for Rent ,$1350, / 3br - ,4071310507,-122.040240,Sep 16 2013,North Bay,/nby/apa/4071310507.html,38.238250, / 3br - - (mill valley),3Bedroom 2 Bath Mill Valley View Home ,$4950, / 3br - 1750ft² - ,4071307421,-122.531719,Sep 16 2013,North Bay,/nby/apa/4071307421.html,37.887882, / 3br - 1750ft² - - (petaluma),2BA House in E. Petaluma (Morningstar) ,$1750, / 2br - ,4037091569,-122.637930,Sep 16 2013,North Bay,/nby/apa/4037091569.html,38.262647, / 2br - - (petaluma),Mature Gal Seeks Home for Long Term Rental,$1675, / 1000ft² - ,4071260732,,Sep 16 2013,North Bay,/nby/apa/4071260732.html,, / 1000ft² - - (rohnert pk / cotati),JUST REMODELED - 2 Bedroom / 1 Bathroom / 1 Car Enclosed Garage,$1400, / 2br - 900ft² - ,4070746183,-122.694898,Sep 16 2013,North Bay,/nby/apa/4070746183.html,38.344114, / 2br - 900ft² - - (santa rosa),3 Bed/2 Bath + 2 Car Garage,$1600, / 3br - 1200ft² - ,4059322501,-122.699169,Sep 16 2013,North Bay,/nby/apa/4059322501.html,38.434442, / 3br - 1200ft² - - (napa county),American Canyon single home,$1800, / 3br - 1232ft² - ,4070700354,-122.260998,Sep 16 2013,North Bay,/nby/apa/4070700354.html,38.164239, / 3br - 1232ft² - - (rohnert pk / cotati),Beautiful and Renovated,, ,4070694209,-122.694165,Sep 16 2013,North Bay,/nby/apa/4070694209.html,38.330918, - (sebastopol),COUNTRY HOME ON PRIVATE ROAD,$1695, / 2br - 1000ft² - ,4070652118,,Sep 16 2013,North Bay,/nby/apa/4070652118.html,, / 2br - 1000ft² - - (petaluma),country guest house one bedroom ,$1425, / 1br - 1000ft² - ,4056983236,,Sep 16 2013,North Bay,/nby/apa/4056983236.html,, / 1br - 1000ft² - - (novato),Indian Valley.. Panoramic Views.. 3.5 Bath ..POOL,$4495, / 4br - ,4059069051,-122.597208,Sep 16 2013,North Bay,/nby/apa/4059069051.html,38.085257, / 4br - - (santa rosa),section 8 voucher,$1700, / 3br - ,4070502681,,Sep 16 2013,North Bay,/nby/apa/4070502681.html,, / 3br - - (petaluma),$1000/ 1br-House on west side,, ,4061418385,,Sep 16 2013,North Bay,/nby/apa/4061418385.html,, - (santa rosa),Recently built 2-bedroom 1-bath units,$1200, / 2br - 750ft² - ,4034785887,-122.711406,Sep 16 2013,North Bay,/nby/apa/4034785887.html,38.421890, / 2br - 750ft² - - (santa rosa),SKY HAWK 4bed 2/12 bath panoramic viwe,$2850, / 4br - 2900ft² - ,4064251854,-122.639300,Sep 16 2013,North Bay,/nby/apa/4064251854.html,38.459200, / 4br - 2900ft² - - (petaluma),Amazing Amenities Right Outside Your Door! Azure at Lakeville Square!,$1625, / 1br - ,4069291851,,Sep 15 2013,North Bay,/nby/apa/4069291851.html,, / 1br - - (healdsburg / windsor),Elegantly Restored Craftsman - Close to Downtown,$1975, / 2br - ,4028982187,-123.020868,Sep 15 2013,North Bay,/nby/apa/4028982187.html,38.810938, / 2br - - (rohnert pk / cotati),Need a 1bedroom by next week? We have one for YOU! #206,$1321, / 1br - 640ft² - ,4069266331,,Sep 15 2013,North Bay,/nby/apa/4069266331.html,, / 1br - 640ft² - - (healdsburg / windsor),Fully Remodeled 3 Bedroom Home with Park like Backyard and Vineyards j,$1550, / 3br - 1318ft² - ,4061179012,-123.027076,Sep 15 2013,North Bay,/nby/apa/4061179012.html,38.807044, / 3br - 1318ft² - - (rohnert pk / cotati),*Showing TODAY* 12p-3pm,$1495, / 2br - 1000ft² - ,4069239716,-122.699298,Sep 15 2013,North Bay,/nby/apa/4069239716.html,38.326214, / 2br - 1000ft² - - (rohnert pk / cotati),D Section Single level 3/2 home,$2150, / 3br - 1610ft² - ,4053489677,-122.697198,Sep 15 2013,North Bay,/nby/apa/4053489677.html,38.356414, / 3br - 1610ft² - - (rohnert pk / cotati),D Section Single level 3/2 home,$2150, / 3br - 1610ft² - ,4053487756,-122.697198,Sep 15 2013,North Bay,/nby/apa/4053487756.html,38.356414, / 3br - 1610ft² - - (santa rosa),A Home for You and your Dog Too! ,$1700, / 2br - 1000ft² - ,4060375969,-122.659496,Sep 15 2013,North Bay,/nby/apa/4060375969.html,38.430611, / 2br - 1000ft² - - (sausalito),Sausalito Condo directly off of large pool and spa,$2495, / 2br - ,4069219148,-122.505115,Sep 15 2013,North Bay,/nby/apa/4069219148.html,37.870579, / 2br - - (san rafael),Charming 1-bdrm in-law in Gerstle Park,$1450, / 1br - ,4069242323,,Sep 15 2013,North Bay,/nby/apa/4069242323.html,, / 1br - - (fairfax),"Deck, views, full 1 bedroom, pool & reserved parking",$1500, / 1br - ,4069209509,-122.600305,Sep 15 2013,North Bay,/nby/apa/4069209509.html,37.997639, / 1br - - (burlingame),"1 Bath, New unit, Near Burlingame Avenue",$2199, / 2br - 850ft² - ,4065697504,-122.343776,Sep 18 2013,Peninsula,/pen/apa/4065697504.html,37.574730, / 2br - 850ft² - - (burlingame),"Large 2 bedrooms, 1 bath ",$2199, / 2br - 850ft² - ,4067352971,-122.343776,Sep 18 2013,Peninsula,/pen/apa/4067352971.html,37.574730, / 2br - 850ft² - - (redwood city),Luxury Living In Prime Location,$2950, / 3br - ,4076512366,,Sep 18 2013,Peninsula,/pen/apa/4076512366.html,, / 3br - - (san mateo),Need a New Home..Come Check Us Out in San Mateo!,$2488, / 1br - 713ft² - ,4076679672,-122.342481,Sep 18 2013,Peninsula,/pen/apa/4076679672.html,37.566436, / 1br - 713ft² - - (san bruno),A San Bruno Must See! Open House Thursday 9/19/13 3:00-4:00,$2950, / 3br - 1370ft² - ,4076645200,-122.429000,Sep 18 2013,Peninsula,/pen/apa/4076645200.html,37.624700, / 3br - 1370ft² - - (half moon bay),Lovely home in Ocean Colony near Ritz (Half Moon Bay),$4400, / 3br - 3000ft² - ,4065755171,-122.430786,Sep 18 2013,Peninsula,/pen/apa/4065755171.html,37.436341, / 3br - 3000ft² - - (palo alto),"House in Evergreen park area, close to Stanford",$3400, / 2br - ,4047968538,-122.144759,Sep 18 2013,Peninsula,/pen/apa/4047968538.html,37.429535, / 2br - - (palo alto),"House near Stanford, Caltrain, Marguerite, Palo Alto High",$3400, / 2br - ,4068377531,,Sep 18 2013,Peninsula,/pen/apa/4068377531.html,, / 2br - -,Unwind in Sparkling Pool & Sundeck Parker Palo Alto ,$2765, / 2br - 850ft² - ,4076641374,,Sep 18 2013,Peninsula,/pen/apa/4076641374.html,, / 2br - 850ft² - - (san carlos),"in Peninsula hills, quiet upscale neighborhood. Not an apartment/condo",$2500, / 1br - 1000ft² - ,4076625580,,Sep 18 2013,Peninsula,/pen/apa/4076625580.html,, / 1br - 1000ft² - - (redwood city),"Beautiful Home near shopping and 280 hwy and 101 hwy $3,250.00 ",$3250, / 3br - 1500ft² - ,4076619614,-122.233377,Sep 18 2013,Peninsula,/pen/apa/4076619614.html,37.474637, / 3br - 1500ft² - - (mountain view),Delightfully cozy 1X1 made just for you!!!,$2228, / 1br - 800ft² - ,4076105654,-122.101303,Sep 18 2013,Peninsula,/pen/apa/4076105654.html,37.396907, / 1br - 800ft² - - (daly city),"Live/Work 1 BR , 2 BA Loft Apartment - Coming Soon!",$2575, / 1br - 1118ft² - ,4076104176,-122.464020,Sep 18 2013,Peninsula,/pen/apa/4076104176.html,37.684313, / 1br - 1118ft² - - (south san francisco),"Very Large, Beautiful 2 BEDROOM!!",$2000, / 2br - 1000ft² - ,4070007503,-122.409779,Sep 18 2013,Peninsula,/pen/apa/4070007503.html,37.657082, / 2br - 1000ft² - - (foster city),Close to SF Bay - Hiking and Biking Trails - Great Location,$1895, / 1br - ,4076081227,-122.248783,Sep 18 2013,Peninsula,/pen/apa/4076081227.html,37.561592, / 1br - - (millbrae),"Open @noon-2pm, Thursday 9/19. Downtown NewerPrime. Bart/CalTrain/SFO",$3300, / 2br - 1260ft² - ,4076100216,-122.388683,Sep 18 2013,Peninsula,/pen/apa/4076100216.html,37.596935, / 2br - 1260ft² - - (san mateo),"WATERFRONT 1 BR ,newly remodeled kitchen & batroom",$2095, / 1br - 610ft² - ,4066813935,-122.288818,Sep 18 2013,Peninsula,/pen/apa/4066813935.html,37.567984, / 1br - 610ft² - - (san mateo),Awesome 3x2 with Assigned Garage Parking and Amazing Views!,$3971, / 3br - 1224ft² - ,4076096164,,Sep 18 2013,Peninsula,/pen/apa/4076096164.html,, / 3br - 1224ft² - - (mountain view),Best Kept Secret! The Best Location! Spacious Two Bedroom ,$2029, / 1br - 682ft² - ,4076057887,,Sep 18 2013,Peninsula,/pen/apa/4076057887.html,, / 1br - 682ft² - - (palo alto),"Near Gunn HS, Stanford & VA Hospital",$2350, / 1br - ,4076065813,,Sep 18 2013,Peninsula,/pen/apa/4076065813.html,, / 1br - - (san carlos),World Class Luxury Townhome 2 1/2 baths - walk to downtown,$3800, / 2br - 2000ft² - ,4076040860,-122.260477,Sep 18 2013,Peninsula,/pen/apa/4076040860.html,37.503437, / 2br - 2000ft² - - (burlingame),Luxury Renovated w/ High End Finishes & In-Unit Laundry - Downtown Bur,$2350, / 1br - ,4076070088,-122.350681,Sep 18 2013,Peninsula,/pen/apa/4076070088.html,37.576336, / 1br - - (mountain view),1br/1ba top floor beautiful views Palo Alto/Mountain View,$1850, / 1br - ,4076437631,-122.115854,Sep 18 2013,Peninsula,/pen/apa/4076437631.html,37.409328, / 1br - - (belmont),"BRIGHT, CLEAN, SPACIOUS APARTMENT, AVAILABLE SOON!",$2395, / 2br - 997ft² - ,4076429959,-122.296500,Sep 18 2013,Peninsula,/pen/apa/4076429959.html,37.509164, / 2br - 997ft² - - (san mateo),Your San Mateo Sanctuary awaits You!,$2832, / 1br - 809ft² - ,4076430990,,Sep 18 2013,Peninsula,/pen/apa/4076430990.html,, / 1br - 809ft² - - (belmont),"MUST SEE, SPECTACULAR, FULLY REMODELED APARTMENT!",$2150, / 1br - 717ft² - ,4076399650,-122.296565,Sep 18 2013,Peninsula,/pen/apa/4076399650.html,37.509215, / 1br - 717ft² - - (palo alto),1 BR near Stanford,$2300, / 1br - 600ft² - ,4076396574,-122.147713,Sep 18 2013,Peninsula,/pen/apa/4076396574.html,37.433670, / 1br - 600ft² - - (mountain view),Small MV Community at the Center of Convenience! Available Now!,$1700, / 1br - 635ft² - ,4076411268,-122.095961,Sep 18 2013,Peninsula,/pen/apa/4076411268.html,37.397307, / 1br - 635ft² - - (redwood city),Easy walk to Down Town Redwood City and Cal,$3335, / 2br - 1185ft² - ,4076408408,,Sep 18 2013,Peninsula,/pen/apa/4076408408.html,, / 2br - 1185ft² - - (daly city),"Immaculate, newly remodeled, furnished, 4BR/3BA whole house for rent. ",$3500, / 4br - ,4046423475,-122.463284,Sep 18 2013,Peninsula,/pen/apa/4046423475.html,37.654134, / 4br - - (pacifica),SUNNY AND QUIET LINDA MAR,$2850, / 3br - 1040ft² - ,4076386454,-122.490586,Sep 18 2013,Peninsula,/pen/apa/4076386454.html,37.585337, / 3br - 1040ft² - - (redwood city),"Central Location- Near Caltrain, 101, and Downtown Redwood City",$1890, / 1br - ,4076402014,,Sep 18 2013,Peninsula,/pen/apa/4076402014.html,, / 1br - - (petaluma),"3br/2ba House 1613 Rainier Ave, Open House Sun 9/22 12:00-1:00",$1850, / 3br - 1400ft² - ,4072538469,-122.632329,Sep 16 2013,North Bay,/nby/apa/4072538469.html,38.258746, / 3br - 1400ft² - - (santa rosa),"Roomate Alert! Great 2x1.5 Floorplan for Families, too!",$1475, / 2br - 888ft² - ,4012162253,-122.759621,Sep 16 2013,North Bay,/nby/apa/4012162253.html,38.468341, / 2br - 888ft² - - (santa rosa),"Spacious 1 Bedroom Cottage-like Setting, Month-to-Month",$1025, / 1br - ,4064432493,-122.680897,Sep 16 2013,North Bay,/nby/apa/4064432493.html,38.454311, / 1br - - (santa rosa),Unique rental opportunity... Desirable location in Rincon Valley,$1350, / 1br - 900ft² - ,4072491458,-122.639300,Sep 16 2013,North Bay,/nby/apa/4072491458.html,38.459200, / 1br - 900ft² - - (santa rosa),Studio In-law Unit in SRJC Neighborhood,$700, / 300ft² - ,4072502365,,Sep 16 2013,North Bay,/nby/apa/4072502365.html,, / 300ft² - - (healdsburg / windsor),2 bed/2bath/big yard+barn in Cloverdale ,$1900, / 2br - 1000ft² - ,4072495090,,Sep 16 2013,North Bay,/nby/apa/4072495090.html,, / 2br - 1000ft² - - (santa rosa),PRIVATE RINCON VALLEY STUDIO APT ,$1100, / 1br - 650ft² - ,4066700993,-122.680096,Sep 16 2013,North Bay,/nby/apa/4066700993.html,38.471210, / 1br - 650ft² - - (santa rosa),cute studio apt.800 a month,$800, / 500ft² - ,4072471520,,Sep 16 2013,North Bay,/nby/apa/4072471520.html,, / 500ft² - - (napa county),"ADORABLE, FULLY FURNSIHED 2 BEDROOM CONDO",$1600, / 2br - ,4065634093,-122.313261,Sep 16 2013,North Bay,/nby/apa/4065634093.html,38.320151, / 2br - - (napa county),BRAND NEW ST. HELENA UNITS,$2149, / 2br - ,4056086299,-122.461900,Sep 16 2013,North Bay,/nby/apa/4056086299.html,38.513800, / 2br - - (napa county),Gorgeous Newer Four Bedroom House on Six Acres with Views,$4100, / 4br - ,4071888165,,Sep 16 2013,North Bay,/nby/apa/4071888165.html,, / 4br - - (napa county),WINE CONNOISSEUR'S PARADISE,$2700, / 4br - ,4043577549,-122.325748,Sep 16 2013,North Bay,/nby/apa/4043577549.html,38.327542, / 4br - - (napa county),CUTE NORTH NAPA DUPLEX,$1200, / 1br - ,4046682134,-122.314086,Sep 16 2013,North Bay,/nby/apa/4046682134.html,38.320013, / 1br - - (santa rosa),Elegance meets comfort in our dual master suite 2 bed 2 baths!,$1659, / 2br - ,4071833311,-122.732649,Sep 16 2013,North Bay,/nby/apa/4071833311.html,38.466207, / 2br - - (napa county),GORGEOUS NEWER HOME IN PRIVATE SHEVLAND RANCH COMMUNITY,$1900, / 2br - 1700ft² - ,4043599537,-122.256400,Sep 16 2013,North Bay,/nby/apa/4043599537.html,38.454900, / 2br - 1700ft² - - (napa county),Charmingly Renovated Four Bedroom Napa Home on Corner Lot,$2450, / 4br - 1559ft² - ,4071885946,,Sep 16 2013,North Bay,/nby/apa/4071885946.html,, / 4br - 1559ft² - - (napa county),Spacious Country Property Near Vichy Elementary School,$2500, / 4br - 1652ft² - ,4071885120,,Sep 16 2013,North Bay,/nby/apa/4071885120.html,, / 4br - 1652ft² - - (san rafael),"$1650/ 2br - 1 bath Bahia Rafael CONDO, close to Bahia Vista School",$1650, / 2br - 810ft² - ,4057099246,,Sep 16 2013,North Bay,/nby/apa/4057099246.html,, / 2br - 810ft² - - (napa county),Stunning Napa Valley Furnished Stone House ,$5000, / 2br - 1748ft² - ,4015871845,,Sep 16 2013,North Bay,/nby/apa/4015871845.html,, / 2br - 1748ft² - - (sonoma),Rental Wanted,$2400, / 1500ft² - ,4042463943,,Sep 16 2013,North Bay,/nby/apa/4042463943.html,, / 1500ft² - - (santa rosa),Grab a view! Lakes and fountains right outside our windows!,$1449, / 1br - ,4071283237,-122.672825,Sep 16 2013,North Bay,/nby/apa/4071283237.html,38.454950, / 1br - - (rohnert pk / cotati),NICE 2 BEDROOM CONDO,$1400, / 2br - 987ft² - ,4034021836,-122.683697,Sep 16 2013,North Bay,/nby/apa/4034021836.html,38.367113, / 2br - 987ft² - - (santa rosa),"*** Upstairs Apt, One Bedroom / One Bath***",$950, / 1br - ,4062944847,,Sep 16 2013,North Bay,/nby/apa/4062944847.html,, / 1br - - (santa rosa),$0 PET DEPOSIT CALLING ALL DOGS! NO WEIGHT LIMIT/FEW RESTRICTED BREEDS,$1700, / 2br - 1000ft² - ,4060347856,-122.666596,Sep 16 2013,North Bay,/nby/apa/4060347856.html,38.426111, / 2br - 1000ft² - - (santa rosa),Available Soon! SPACIOUS ONE BEDROOM. Bennett Valley. $0 PET DEPOSIT,$1345, / 1br - 750ft² - ,4065577013,-122.666596,Sep 16 2013,North Bay,/nby/apa/4065577013.html,38.426111, / 1br - 750ft² - - (san rafael),1 BR Ready for Move In Today!,$1862, / 1br - 706ft² - ,4071244009,-122.530560,Sep 16 2013,North Bay,/nby/apa/4071244009.html,38.021016, / 1br - 706ft² - - (healdsburg / windsor),2 Bedroom Home Next to Keiser Park,$1500, / 2br - ,4071230257,-122.823501,Sep 16 2013,North Bay,/nby/apa/4071230257.html,38.547058, / 2br - - (santa rosa),$1000 Granny unit Vinehill/Laguna 650 sq',$1000, / 650ft² - ,4059531732,,Sep 16 2013,North Bay,/nby/apa/4059531732.html,, / 650ft² - - (santa rosa),Rincon Valley Duplex,$1795, / 3br - ,4071229171,-122.651596,Sep 16 2013,North Bay,/nby/apa/4071229171.html,38.476530, / 3br - - (russian river),"1br - Re: Downtown Guerneville, Residential Complex $1050 / 1br ",, ,4070346227,-122.996110,Sep 16 2013,North Bay,/nby/apa/4070346227.html,38.501860, - (santa rosa),"2x1.5 Upstairs, Downstairs, Poolside or Parkside? Choose Location NOW!",$1475, / 2br - 888ft² - ,4012209075,-122.759728,Sep 16 2013,North Bay,/nby/apa/4012209075.html,38.468072, / 2br - 888ft² - - (west marin),Amazing Nicasio Horse Property Foundation,$6150, ,4070346991,,Sep 16 2013,North Bay,/nby/apa/4070346991.html,, - (russian river),Cozy cottage for rent- Guerneville,$825, / 1br - ,4070351113,,Sep 16 2013,North Bay,/nby/apa/4070351113.html,, / 1br - - (larkspur),Beautiful Home With Separate One Bedroom Apartment Foundation,$6500, / 4br - ,4070344648,,Sep 16 2013,North Bay,/nby/apa/4070344648.html,, / 4br - - (napa county),Charming newly renovated 2 bed / 2 bath downtown Napa,$2100, / 2br - 900ft² - ,4070333237,,Sep 15 2013,North Bay,/nby/apa/4070333237.html,, / 2br - 900ft² - - (tiburon / belvedere),Beautiful 4 Bedroom 3 Bath house with shared private beach,$7000, / 4br - 2400ft² - ,4049323522,-122.457833,Sep 15 2013,North Bay,/nby/apa/4049323522.html,37.893067, / 4br - 2400ft² - - (petaluma),"Beautiful 3BR/2BA House on Spacious, Private Corner Lot",$2500, / 3br - 1456ft² - ,4070304023,-122.632042,Sep 15 2013,North Bay,/nby/apa/4070304023.html,38.261099, / 3br - 1456ft² - - (napa county),Magnificent lake and hill view at lake Berryessa,$1400, / 3br - 1200ft² - ,4057666703,-122.189785,Sep 15 2013,North Bay,/nby/apa/4057666703.html,38.508707, / 3br - 1200ft² - - (santa rosa),SWEET HOME & YARDS GALORE !,$1895, / 3br - 1225ft² - ,4070289041,-122.670596,Sep 15 2013,North Bay,/nby/apa/4070289041.html,38.473010, / 3br - 1225ft² - - (tiburon / belvedere),Pet-Friendly Waterfront Locale!,, 1br - ,4069200292,,Sep 15 2013,North Bay,/nby/apa/4069200292.html,, 1br - - (san rafael),CHARMING 1BR IN-LAW APT. WITH PRIVATE ENTRANCE,$1000, / 1br - 600ft² - ,4069193904,-122.512986,Sep 15 2013,North Bay,/nby/apa/4069193904.html,37.975523, / 1br - 600ft² - - (santa rosa),Stunning Flat with Private Garage; Pool View,$1879, / 2br - 1087ft² - ,4069185577,,Sep 15 2013,North Bay,/nby/apa/4069185577.html,, / 2br - 1087ft² - - (corte madera),"3 BDRM Townhome Centrally Located, Near Great Shopping & FWY Access",$1798, / 1br - ,4069095177,,Sep 15 2013,North Bay,/nby/apa/4069095177.html,, / 1br - - (rohnert pk / cotati),Nice 1bd/1ba apartment in Cotati ~ 325 E. Cotati Ave.,$925, / 1br - ,4069148144,,Sep 15 2013,North Bay,/nby/apa/4069148144.html,, / 1br - - (novato),VACATION EVERY DAY!! OPEN HOUSE SUNDAY!!,$3300, / 3br - 1300ft² - ,4046033565,-122.540400,Sep 15 2013,North Bay,/nby/apa/4046033565.html,38.061800, / 3br - 1300ft² - - (santa rosa),Tranquil setting in Gorgeous location - Minutes to Downtown,$1473, / 1br - ,4069104446,-122.672760,Sep 15 2013,North Bay,/nby/apa/4069104446.html,38.454950, / 1br - - (larkspur),Larkspur Water View,$2200, / 2br - 1000ft² - ,4069135643,,Sep 15 2013,North Bay,/nby/apa/4069135643.html,, / 2br - 1000ft² - - (petaluma),"4 Bd, 3Ba house on the East Side - available now",$2750, / 4br - 2200ft² - ,4069114025,-122.598938,Sep 15 2013,North Bay,/nby/apa/4069114025.html,38.245822, / 4br - 2200ft² - - (san rafael),2br 1 1/2 bath veiw&pool,$1595, / 2br - ,4064097892,-122.525050,Sep 15 2013,North Bay,/nby/apa/4064097892.html,37.962405, / 2br - - (fairfax),Duplex with Valley Views (new number),$1550, / 1br - 700ft² - ,4069086618,,Sep 15 2013,North Bay,/nby/apa/4069086618.html,, / 1br - 700ft² - - (mountain view),"Quality, comfort, and convenience! All in one great apt!",$2745, / 2br - ,4076581996,,Sep 18 2013,Peninsula,/pen/apa/4076581996.html,, / 2br - - (san mateo),We have one remaining for September move-in. Apply now!,$2055, / 2br - 750ft² - ,4076592014,,Sep 18 2013,Peninsula,/pen/apa/4076592014.html,, / 2br - 750ft² - - (redwood city),"Beautiful Home near shopping and 280 hwy and 101 hwy $3,350.00 ",$3350, / 3br - 1500ft² - ,4076608143,-122.233377,Sep 18 2013,Peninsula,/pen/apa/4076608143.html,37.474637, / 3br - 1500ft² - - (san bruno),Hurry! This 1 bedroom is going to go fast!,$1795, / 1br - 697ft² - ,4059497651,,Sep 18 2013,Peninsula,/pen/apa/4059497651.html,, / 1br - 697ft² - - (daly city),Modern Apartment 5 min BART ride to SF,$3250, / 2br - 1183ft² - ,4076590652,-122.462405,Sep 18 2013,Peninsula,/pen/apa/4076590652.html,37.703530, / 2br - 1183ft² - - (daly city),Inlaw one bedroom $1300 for rent,$1300, / 1br - ,4076564529,,Sep 18 2013,Peninsula,/pen/apa/4076564529.html,, / 1br - - (foster city),Incredible Savings on Sparkling New Place,$2720, / 1br - ,4076546072,,Sep 18 2013,Peninsula,/pen/apa/4076546072.html,, / 1br - - (belmont),Located in the foothills of Belmont!,$1650, / 1br - ,4076558751,,Sep 18 2013,Peninsula,/pen/apa/4076558751.html,, / 1br - - (foster city),Last 2BR - Large Walkout Patio - Lease Today -- Move in Oct 1st!!,$2748, / 2br - 976ft² - ,4076579779,-122.265678,Sep 18 2013,Peninsula,/pen/apa/4076579779.html,37.569135, / 2br - 976ft² - - (palo alto),"The Marc, Palo Alto (Call Us Home)",$3850, / 1br - 675ft² - ,4050677088,-122.156875,Sep 18 2013,Peninsula,/pen/apa/4050677088.html,37.446638, / 1br - 675ft² - - (foster city),Hot Deal -- 1st Month Free!! Move in with $500 Only --Top Floor!!,$2593, / 1br - 826ft² - ,4076572156,-122.266222,Sep 18 2013,Peninsula,/pen/apa/4076572156.html,37.568365, / 1br - 826ft² - - (foster city),"Spacious Studio Apartment with Walk-In Closet, Washer/Dryer & Parking!",$1898, / 565ft² - ,4076025748,,Sep 18 2013,Peninsula,/pen/apa/4076025748.html,, / 565ft² - - (san bruno),Beautiful single family House ,$2800, / 3br - ,4075981234,-122.408626,Sep 18 2013,Peninsula,/pen/apa/4075981234.html,37.618664, / 3br - - (daly city),2 Bedrooms and 1 Bathroom in-law,$1395, / 2br - ,4075948342,-122.488461,Sep 18 2013,Peninsula,/pen/apa/4075948342.html,37.683311, / 2br - - (south san francisco),Affordable Program 1-bedroom available October 25!,$1915, / 1br - 750ft² - ,4076050194,-122.446575,Sep 18 2013,Peninsula,/pen/apa/4076050194.html,37.663915, / 1br - 750ft² - - (menlo park),Beautiful 1 bedroom apartment in a sought after neighborhood,$2495, / 1br - ,4071185670,-122.174810,Sep 18 2013,Peninsula,/pen/apa/4071185670.html,37.450820, / 1br - - (san mateo),"House for Rent 2/1, living, yd. PETS, OK.",$2300, / 2br - ,4043756346,-122.329962,Sep 18 2013,Peninsula,/pen/apa/4043756346.html,37.583561, / 2br - - (foster city),Foster City's Premiere Waterfront Homes & Resort Living,$1928, / 1br - 550ft² - ,4076048577,-122.256825,Sep 18 2013,Peninsula,/pen/apa/4076048577.html,37.554802, / 1br - 550ft² - - (los altos),Los Altos Hills spacious one level home on 1 acre lot.,$6100, / 5br - 4000ft² - ,4076034607,-122.110465,Sep 18 2013,Peninsula,/pen/apa/4076034607.html,37.342806, / 5br - 4000ft² - - (pacifica),Call Today to Save BIG! Live Close to the Ocean & Minutes From SF!,$2285, / 2br - ,4076037250,,Sep 18 2013,Peninsula,/pen/apa/4076037250.html,, / 2br - - (redwood shores),Redwood Shores,$2975, / 2br - 1048ft² - ,4076017685,-122.251568,Sep 18 2013,Peninsula,/pen/apa/4076017685.html,37.523478, / 2br - 1048ft² - - (menlo park),"MAKE YOUR TIME WELL SPENT, ENJOY THE CONVENIENCE OF SHARON GREEN",$3893, / 2br - 1111ft² - ,4076029991,-122.197612,Sep 18 2013,Peninsula,/pen/apa/4076029991.html,37.424205, / 2br - 1111ft² - - (mountain view),LIVE IN LUXURY AT SOLANO APARTMENTS!,$2395, / 2br - 996ft² - ,4076394002,-122.060423,Sep 18 2013,Peninsula,/pen/apa/4076394002.html,37.372971, / 2br - 996ft² - - (mountain view),LUXURY APARTMENT - UNMATCHED DEDICATION TO SERVICE,$1895, / 1br - 771ft² - ,4076392166,-122.060444,Sep 18 2013,Peninsula,/pen/apa/4076392166.html,37.373056, / 1br - 771ft² - - (mountain view),Stunning 1x1 Apt across from Caltrain & walking distance to downtown,$3989, / 1br - 860ft² - ,4076387339,,Sep 18 2013,Peninsula,/pen/apa/4076387339.html,, / 1br - 860ft² - - (brisbane),open this beautful SF bay area house on 9/21 afteroon 1:30 to 4:00,$4195, / 4br - 2560ft² - ,4076369200,-122.407839,Sep 18 2013,Peninsula,/pen/apa/4076369200.html,37.679975, / 4br - 2560ft² - - (palo alto),Great Location 3Bdrm/3Bth House In Palo Alto!!!,$6850, / 3br - ,4076372791,-122.151875,Sep 18 2013,Peninsula,/pen/apa/4076372791.html,37.439539, / 3br - - (redwood city),"Two bedroom home ready now, w/all appliances near it all !",$3085, / 2br - 1068ft² - ,4076371531,,Sep 18 2013,Peninsula,/pen/apa/4076371531.html,, / 2br - 1068ft² - - (foster city),"Fully Renovated Jr. One bdrm. New appliances, flooring, cabinetry...",$2175, / 1br - 680ft² - ,4076232259,-122.287542,Sep 18 2013,Peninsula,/pen/apa/4076232259.html,37.563188, / 1br - 680ft² - - (redwood shores),Relaxing Apartment Home on Top Floor!,$2365, / 1br - 726ft² - ,4076355397,-122.243513,Sep 18 2013,Peninsula,/pen/apa/4076355397.html,37.537302, / 1br - 726ft² - - (san mateo),Downtown 1 Bedroo/Pool/Elevator/Balcony ,$1950, / 1br - 700ft² - ,4071047433,,Sep 18 2013,Peninsula,/pen/apa/4071047433.html,, / 1br - 700ft² - - (los altos),Enter Your Dream Home!,$2345, / 1br - 1000ft² - ,4076352949,-122.116127,Sep 18 2013,Peninsula,/pen/apa/4076352949.html,37.380798, / 1br - 1000ft² - - (burlingame),"Nice One Bedroom - Live, Workout and Swim Right at Home",$2030, / 1br - 598ft² - ,4076348080,-122.359378,Sep 18 2013,Peninsula,/pen/apa/4076348080.html,37.586470, / 1br - 598ft² - - (mountain view),2 BR 2400 / Month Off Castro Mtn View Downtown,$2400, / 2br - 1000ft² - ,4075735208,,Sep 18 2013,Peninsula,/pen/apa/4075735208.html,, / 2br - 1000ft² - - (san mateo),Great Temporary Housing!,, 2br - ,4075652790,,Sep 18 2013,Peninsula,/pen/apa/4075652790.html,, 2br - - (menlo park),Menlo Park Beauty!,$3953, / 2br - 3953ft² - ,4075791991,-122.197612,Sep 18 2013,Peninsula,/pen/apa/4075791991.html,37.424205, / 2br - 3953ft² - - (san mateo),Lovely Cozy Jr One Bedroom Available for You TODAY!,$2102, / 1br - 563ft² - ,4075789779,-122.285185,Sep 18 2013,Peninsula,/pen/apa/4075789779.html,37.544254, / 1br - 563ft² - - (mountain view),*Beautiful High End Furnished Top Floor Condo - Heart of Mountain View,$2300, / 1br - 837ft² - ,4075760363,-122.065922,Sep 18 2013,Peninsula,/pen/apa/4075760363.html,37.398590, / 1br - 837ft² - - (palo alto),"Exceptional, newer, stunning executive housing - amazing",$15000, / 8br - 5025ft² - ,4075764810,,Sep 18 2013,Peninsula,/pen/apa/4075764810.html,, / 8br - 5025ft² - - (palo alto),Two bedrooms/One bathroom New Guest Quarter or full basement,$4700, / 2br - ,4075784874,,Sep 18 2013,Peninsula,/pen/apa/4075784874.html,, / 2br - - (san mateo),Spacious San Mateo (Parkside) Ranch Home 3bd/2ba/2car garage!,$3500, / 3br - 1530ft² - ,4075770640,-122.294075,Sep 18 2013,Peninsula,/pen/apa/4075770640.html,37.559514, / 3br - 1530ft² - - (pacifica),Sunny 1 Bedroom steps to the beach,$2074, / 1br - ,4075770849,,Sep 18 2013,Peninsula,/pen/apa/4075770849.html,, / 1br - - (palo alto),Spacious 2X1 near Palo Alto & San Antonio Shopping! Los Altos Schools!,$2195, / 2br - 900ft² - ,4075724481,-122.112179,Sep 18 2013,Peninsula,/pen/apa/4075724481.html,37.409028, / 2br - 900ft² - - (mountain view),Gated Community/MtnView Border/GE Apps/2 Pools/Spa/Fitness/Free WiFi,$1870, / 530ft² - ,4075643190,,Sep 18 2013,Peninsula,/pen/apa/4075643190.html,, / 530ft² - - (belmont),Look No Further!!! Find Your New Home Here at The Madison Belmont!!,$1823, / 1br - 720ft² - ,4075503612,,Sep 18 2013,Peninsula,/pen/apa/4075503612.html,, / 1br - 720ft² - - (los altos),"1x1. Fantastic 1 bdrm. Next to TraderJoe's, restaurants, & more!",$1995, / 1br - 769ft² - ,4058390486,-122.065381,Sep 18 2013,Peninsula,/pen/apa/4058390486.html,37.335807, / 1br - 769ft² - - (mountain view),Now This Is Living! Spacious Two Bedroom Just Minutes to Downtown!,$2459, / 2br - 900ft² - ,4075474658,-122.074756,Sep 18 2013,Peninsula,/pen/apa/4075474658.html,37.402029, / 2br - 900ft² - - (mountain view),Near Google and Other Hi-tech Companies Cats OK,$2275, / 2br - ,4075500039,-122.067344,Sep 18 2013,Peninsula,/pen/apa/4075500039.html,37.402011, / 2br - - (san mateo),City South has exactly what your looking for! Come visit us!,$2197, / 1br - 680ft² - ,4075497495,-122.285185,Sep 18 2013,Peninsula,/pen/apa/4075497495.html,37.544254, / 1br - 680ft² - - (foster city),Exquisite Lagoon Views in Foster Citys Best Location,$2238, / 1br - 687ft² - ,4075496011,-122.266073,Sep 18 2013,Peninsula,/pen/apa/4075496011.html,37.554512, / 1br - 687ft² - - (east palo alto),Bring Your Pets This September!,$2054, / 2br - 967ft² - ,4075495936,-122.136774,Sep 18 2013,Peninsula,/pen/apa/4075495936.html,37.454438, / 2br - 967ft² - - (redwood shores),Beautiful 2 bedroom 1 Bath! Available Now!,$2598, / 2br - 775ft² - ,4075479294,-122.243513,Sep 18 2013,Peninsula,/pen/apa/4075479294.html,37.537302, / 2br - 775ft² - - (foster city),Throw a paper airplane from your loft to the living room! COOL!!,$3079, / 2br - 1174ft² - ,4075480611,-122.276030,Sep 18 2013,Peninsula,/pen/apa/4075480611.html,37.534777, / 2br - 1174ft² - - (los altos),Azari: Amazing Executive Home In Los Altos Hills,$8999, / 5br - 4500ft² - ,4065143696,,Sep 18 2013,Peninsula,/pen/apa/4065143696.html,, / 5br - 4500ft² - - (menlo park),Spacious One Bedroom w/Hardwood Floors & Wood Beamed Ceilings,$1800, / 1br - 700ft² - ,4075474962,-122.160808,Sep 18 2013,Peninsula,/pen/apa/4075474962.html,37.461736, / 1br - 700ft² - - (rohnert pk / cotati),Plenty of Convenient Services and Amenities,$1566, ,4071862687,-122.700142,Sep 16 2013,North Bay,/nby/apa/4071862687.html,38.345120, - (novato),Luxury 2 Bedroom 2 Full Bath Condo for Rent,$2275, / 2br - 1250ft² - ,4071829850,-122.572854,Sep 16 2013,North Bay,/nby/apa/4071829850.html,38.101452, / 2br - 1250ft² - - (santa rosa),Stunning Northeast Location!,$1649, / 2br - ,4067284698,-122.656753,Sep 16 2013,North Bay,/nby/apa/4067284698.html,38.463385, / 2br - - (napa county),Duplex for rent,$1225, / 2br - ,4071228880,,Sep 16 2013,North Bay,/nby/apa/4071228880.html,, / 2br - - (san rafael),Amazing home Excellent schools and park nearby.,$3300, / 4br - 1416ft² - ,4065715220,,Sep 16 2013,North Bay,/nby/apa/4065715220.html,, / 4br - 1416ft² - - (san rafael),Great rental in a great location close to downtown,$1400, / 1br - 750ft² - ,4071217612,-122.528290,Sep 16 2013,North Bay,/nby/apa/4071217612.html,37.967095, / 1br - 750ft² - - (mill valley),Spacious 5 bed / 2 bath home in Mill Valley,$5000, / 5br - 3000ft² - ,4071152582,-122.527885,Sep 16 2013,North Bay,/nby/apa/4071152582.html,37.875026, / 5br - 3000ft² - - (healdsburg / windsor),Beautiful Windsor Home on regional park,$2500, / 3br - 1750ft² - ,4071190213,,Sep 16 2013,North Bay,/nby/apa/4071190213.html,, / 3br - 1750ft² - - (santa rosa),Duplex-Close In,$1285, / 2br - 1000ft² - ,4071185200,,Sep 16 2013,North Bay,/nby/apa/4071185200.html,, / 2br - 1000ft² - - (napa county),Walking distance to St Helena,$3400, / 3br - 1968ft² - ,4052251793,-122.464085,Sep 16 2013,North Bay,/nby/apa/4052251793.html,38.505124, / 3br - 1968ft² - - (petaluma),Sonoma Living -- Inspired Lifestyle. Azure at Lakeville Square!,$2090, / 2br - ,4071178600,,Sep 16 2013,North Bay,/nby/apa/4071178600.html,, / 2br - - (petaluma),Lovely townhouse available in October!,$1635, / 2br - 1028ft² - ,4071091457,-122.615500,Sep 16 2013,North Bay,/nby/apa/4071091457.html,38.250700, / 2br - 1028ft² - - (napa county),2BR/2BTH Home Across From Vineyards In Angwin.,$1600, ,4071169347,-122.458990,Sep 16 2013,North Bay,/nby/apa/4071169347.html,38.577706, - (tiburon / belvedere),PRICE REDUCED | Exquisite Belvedere Cove Home w/Views from All Levels,$17000, / 6br - 6000ft² - ,4033447463,-122.469483,Sep 16 2013,North Bay,/nby/apa/4033447463.html,37.873526, / 6br - 6000ft² - - (sebastopol),Try Coastal Living in Bodega Bay- Fully Furnished Home ,$2800, / 3br - ,4070283236,-123.059793,Sep 15 2013,North Bay,/nby/apa/4070283236.html,38.336068, / 3br - - (lake county),RV Space for rent in Lake front RV Park Lake County ,$350, ,4070236787,-122.864280,Sep 15 2013,North Bay,/nby/apa/4070236787.html,39.121376, - (fairfax),Highend apartment... Modern meets zen,$1800, / 1br - 450ft² - ,4044509621,,Sep 15 2013,North Bay,/nby/apa/4044509621.html,, / 1br - 450ft² - - (mill valley),Quaint Hillside In-Law Apartment ,$1695, / 1br - 680ft² - ,4049261309,-122.557550,Sep 15 2013,North Bay,/nby/apa/4049261309.html,37.899852, / 1br - 680ft² - - (corte madera),Immaculate & Sunny Apartment!,$1400, ,4070204511,,Sep 15 2013,North Bay,/nby/apa/4070204511.html,, - (tiburon / belvedere),"Sunny, resort style home with pool for rent in Belvedere",$7950, / 4br - 2980ft² - ,4024826967,-122.461209,Sep 15 2013,North Bay,/nby/apa/4024826967.html,37.874735, / 4br - 2980ft² - - (san rafael),$1800/1BR-650ft-includes utilities rest of Sept free rent,$1800, / 1br - 650ft² - ,4065906711,-122.545989,Sep 15 2013,North Bay,/nby/apa/4065906711.html,38.036321, / 1br - 650ft² - - (petaluma),"Nice, private, west side studio",$1150, ,4070148647,,Sep 15 2013,North Bay,/nby/apa/4070148647.html,, - (rohnert pk / cotati),One Bedroom Cottage,$1250, / 1br - 725ft² - ,4070145414,-122.708670,Sep 15 2013,North Bay,/nby/apa/4070145414.html,38.322944, / 1br - 725ft² - - (mendocino county),House for Rent,$1225, / 3br - 1365ft² - ,4070125874,,Sep 15 2013,North Bay,/nby/apa/4070125874.html,, / 3br - 1365ft² - - (novato),Beautiful 3 Bedroom 2.5 Bath House in Hamilton,$3400, / 3br - 1800ft² - ,4070116969,-122.517600,Sep 15 2013,North Bay,/nby/apa/4070116969.html,38.062656, / 3br - 1800ft² - - (tiburon / belvedere),Gorgeous Newly Remodeled/ Chef's Kitchen/3 Frplcs/Reed Schools ~ J.Wav,$7499, / 3br - ,4070111756,-122.397812,Sep 15 2013,North Bay,/nby/apa/4070111756.html,37.784667, / 3br - - (sebastopol),2 Bedroom 1 Bath Duplex-No Longer Available,$1350, / 2br - ,4063753786,,Sep 15 2013,North Bay,/nby/apa/4063753786.html,, / 2br - - (novato),Beautiful 3Br/2.5Ba 2 Car garage townhouse ,$2350, / 3br - 1600ft² - ,4069019676,-122.539489,Sep 15 2013,North Bay,/nby/apa/4069019676.html,38.066620, / 3br - 1600ft² - - (west marin),Woodacre 1 BR Cabin for rent,$1500, / 1br - 600ft² - ,4068989324,-122.648254,Sep 15 2013,North Bay,/nby/apa/4068989324.html,38.009709, / 1br - 600ft² - - (sausalito),Fully Furnished and New,$4500, / 2br - 1175ft² - ,4068975144,,Sep 15 2013,North Bay,/nby/apa/4068975144.html,, / 2br - 1175ft² - - (napa county),One bedroom with hillside views available for immediate occupancy. ,, 1br - ,4068967054,,Sep 15 2013,North Bay,/nby/apa/4068967054.html,, 1br - - (san rafael),GREAT LOCATION! 4BR Dixie School District,$3000, / 4br - 1707ft² - ,4068957391,-122.540589,Sep 15 2013,North Bay,/nby/apa/4068957391.html,38.032621, / 4br - 1707ft² - - (santa rosa),Bennett Valley,$1395, / 2br - 900ft² - ,4046023227,-122.664717,Sep 15 2013,North Bay,/nby/apa/4046023227.html,38.425624, / 2br - 900ft² - - (san anselmo), Redhill area Upper unit duplex with yard,$2100, / 2br - 900ft² - ,4068916657,-122.564951,Sep 15 2013,North Bay,/nby/apa/4068916657.html,37.987973, / 2br - 900ft² - - (san rafael),Green Oaks Townhouse,$2500, / 3br - 1510ft² - ,4068912857,-122.567503,Sep 15 2013,North Bay,/nby/apa/4068912857.html,38.009566, / 3br - 1510ft² - - (Valley Ford),1 Bedroom Country Apartment.,$800, / 1br - ,4055023951,,Sep 15 2013,North Bay,/nby/apa/4055023951.html,, / 1br - - (redwood city)," Three Bedroom,Two Bath home ",$3200, / 3br - 1500ft² - ,4076558934,-122.233377,Sep 18 2013,Peninsula,/pen/apa/4076558934.html,37.474637, / 3br - 1500ft² - - (foster city),So much space!!!,$2785, / 2br - 1043ft² - ,4076565887,-122.275858,Sep 18 2013,Peninsula,/pen/apa/4076565887.html,37.534862, / 2br - 1043ft² - - (palo alto),Charming College Terrace 2 Bedroom 1 Bath ,$2800, / 2br - 800ft² - ,4057111937,-122.152226,Sep 18 2013,Peninsula,/pen/apa/4057111937.html,37.422764, / 2br - 800ft² - - (foster city),Stunning Waterfront Views From This Gorgeous 1 BR Apartment,$2711, / 1br - 850ft² - ,4061297818,-122.268400,Sep 18 2013,Peninsula,/pen/apa/4061297818.html,37.565287, / 1br - 850ft² - - (san mateo),Luxury Living Customized For You! 2 BR 2 BA Apartment,$2600, / 2br - 955ft² - ,4076563222,-122.325998,Sep 18 2013,Peninsula,/pen/apa/4076563222.html,37.560763, / 2br - 955ft² - - (palo alto),Flexible layout in prime downtown location!,$7100, / 5br - 1850ft² - ,4076553166,-122.162777,Sep 18 2013,Peninsula,/pen/apa/4076553166.html,37.448324, / 5br - 1850ft² - - (san mateo),Come Visit Hillsdale Garden Apartments!!!!,$2065, / 1br - ,4076518290,-122.300388,Sep 18 2013,Peninsula,/pen/apa/4076518290.html,37.535145, / 1br - - (menlo park),5 Mins Away from Facebook ,$1650, / 1br - 300ft² - ,4076496449,,Sep 18 2013,Peninsula,/pen/apa/4076496449.html,, / 1br - 300ft² - - (foster city),Stunning Waterfront Views From This Gorgeous 1 BR Apartment,$2711, / 1br - 850ft² - ,4071248485,-122.268400,Sep 18 2013,Peninsula,/pen/apa/4071248485.html,37.565287, / 1br - 850ft² - - (foster city),Newly Renovated Apartment Homes. ,$2811, / 2br - 1100ft² - ,4045993577,-122.268400,Sep 18 2013,Peninsula,/pen/apa/4045993577.html,37.565287, / 2br - 1100ft² - - (san mateo),Penninsula Living is the Best!,$2477, / 1br - 651ft² - ,4076555906,,Sep 18 2013,Peninsula,/pen/apa/4076555906.html,, / 1br - 651ft² - - (san mateo),WONT BE ON THE MARKET FOR LONG!,$1895, / 2br - 762ft² - ,4076019842,-122.325880,Sep 18 2013,Peninsula,/pen/apa/4076019842.html,37.579335, / 2br - 762ft² - - (san mateo),Online member services avaliable,$2069, / 2br - 750ft² - ,4075968710,,Sep 18 2013,Peninsula,/pen/apa/4075968710.html,, / 2br - 750ft² - - (san bruno),Beautifully Updated 3 Bedroom / 1 Bath Home in Sunny Area of San Bruno,$3350, / 3br - ,4048989525,,Sep 18 2013,Peninsula,/pen/apa/4048989525.html,, / 3br - - (san mateo),Reasonable Living!,$1995, / 2br - 762ft² - ,4076007844,-122.326781,Sep 18 2013,Peninsula,/pen/apa/4076007844.html,37.578635, / 2br - 762ft² - - (palo alto),large unit w/huge patio! barron Park neighborhood,$2350, / 1br - 715ft² - ,4076007626,,Sep 18 2013,Peninsula,/pen/apa/4076007626.html,, / 1br - 715ft² - - (daly city),"2 bed, 1 bath and patio incl. parking, water, and gas",$2200, / 2br - ,4035609965,-122.476355,Sep 18 2013,Peninsula,/pen/apa/4035609965.html,37.669290, / 2br - - (palo alto),Great 1BR/1BA with A/C & Washer/Dryer INSIDE!,$2495, / 1br - ,4043559571,-122.127909,Sep 18 2013,Peninsula,/pen/apa/4043559571.html,37.415515, / 1br - - (san mateo),Downtown San Mateo One Bedroom!!,$2790, / 1br - 700ft² - ,4075998653,-122.325998,Sep 18 2013,Peninsula,/pen/apa/4075998653.html,37.560763, / 1br - 700ft² - - (mountain view),Brand New Top Floor 1 bd Luxury Apartment - 2 Weeks Free!,$3850, / 1br - 860ft² - ,4075977814,,Sep 18 2013,Peninsula,/pen/apa/4075977814.html,, / 1br - 860ft² - - (mountain view),CONDO WITH SPACIOUS FLOORPLAN NEAR HWY 85. MUST SEE! ,$1795, / 1br - 837ft² - ,4049964936,-122.065922,Sep 18 2013,Peninsula,/pen/apa/4049964936.html,37.398590, / 1br - 837ft² - - (Daly City/South SF),Updated Townhouse 2br/1.5ba (OPEN HOUSE Wednesday 6:00-7:30pm),$2300, / 2br - ,4063471448,-122.460984,Sep 18 2013,Peninsula,/pen/apa/4063471448.html,37.658434, / 2br - - (burlingame),Private Large Living in Desirable Burlingame,$2295, / 2br - 950ft² - ,4075963681,-122.369082,Sep 18 2013,Peninsula,/pen/apa/4075963681.html,37.589735, / 2br - 950ft² - - (palo alto),Charming Midtown Home for Rent,$5000, / 3br - 1517ft² - ,4048111888,-122.134274,Sep 18 2013,Peninsula,/pen/apa/4048111888.html,37.430339, / 3br - 1517ft² - - (los altos),"Stunning, Oversize One Bedroom in the Heart of Los Altos!",$2345, / 1br - 1000ft² - ,4076344203,-122.116814,Sep 18 2013,Peninsula,/pen/apa/4076344203.html,37.379843, / 1br - 1000ft² - - (daly city),Westake #1 Location - Walk To BART,$2600, / 2br - 1450ft² - ,4052261774,-122.482474,Sep 18 2013,Peninsula,/pen/apa/4052261774.html,37.703049, / 2br - 1450ft² - - (san mateo),Walking distance to San Mateo's 3rd /Caltrians/Pool/Elevator,$1950, / 1br - 634ft² - ,4071050958,,Sep 18 2013,Peninsula,/pen/apa/4071050958.html,, / 1br - 634ft² - - (pacifica),Pacifica FULLY remodeled 2 blocks to beach OPEN HOUSE SUNDAY,$2095, / 2br - 850ft² - ,4076309833,-122.491609,Sep 18 2013,Peninsula,/pen/apa/4076309833.html,37.630435, / 2br - 850ft² - - (daly city),Very close to BART,$2875, / 2br - 1052ft² - ,4076329602,-122.462405,Sep 18 2013,Peninsula,/pen/apa/4076329602.html,37.703530, / 2br - 1052ft² - - (san mateo),Beautiful and Spacious 2x2 with All the Amenities You Want!,$3244, / 2br - 1029ft² - ,4076326685,-122.285185,Sep 18 2013,Peninsula,/pen/apa/4076326685.html,37.544254, / 2br - 1029ft² - - (san mateo),Awesome view from this fully renovated water front corner unit,$2750, / 2br - 980ft² - ,4076244259,-122.287542,Sep 18 2013,Peninsula,/pen/apa/4076244259.html,37.563188, / 2br - 980ft² - - (redwood city),"Cozy, Bright, Comfort and Convenience. Hurry!",$3850, / 2br - 1225ft² - ,4076323667,-122.224231,Sep 18 2013,Peninsula,/pen/apa/4076323667.html,37.464252, / 2br - 1225ft² - - (foster city),Want a back yard? We can help you with that!!,$2755, / 2br - 1026ft² - ,4076322488,-122.275922,Sep 18 2013,Peninsula,/pen/apa/4076322488.html,37.534896, / 2br - 1026ft² - - (menlo park),Charming Menlo Park House for Rent: 3bd/2ba/1car Garage,$4500, / 3br - 1500ft² - ,4075764652,-122.197871,Sep 18 2013,Peninsula,/pen/apa/4075764652.html,37.432297, / 3br - 1500ft² - - (burlingame),Beautiful 2 Bedroom 2 Bath,$2650, / 2br - ,4075764127,-122.389266,Sep 18 2013,Peninsula,/pen/apa/4075764127.html,37.592302, / 2br - - (san mateo),We are a mile from the Cal Train station at the Hillsdale Shopping Ctr,$1949, / 1br - 754ft² - ,4075733849,-122.286827,Sep 18 2013,Peninsula,/pen/apa/4075733849.html,37.532086, / 1br - 754ft² - - (palo alto),Updated Townhouse-style Apartment - Midtown,$2200, / 2br - ,4075713324,,Sep 18 2013,Peninsula,/pen/apa/4075713324.html,, / 2br - - (La Honda),Charming home for rent,$3400, / 3br - ,4075736997,,Sep 18 2013,Peninsula,/pen/apa/4075736997.html,, / 3br - - (foster city),Love to walk your dog or run? We have the Bay trail in our back yard!,$2105, / 1br - 730ft² - ,4075662669,-122.275965,Sep 18 2013,Peninsula,/pen/apa/4075662669.html,37.534896, / 1br - 730ft² - - (foster city),"BRIGHT and SPECIOUS 1,350 sq.ft. ",$2699, / 2br - 1350ft² - ,4061884851,-122.253177,Sep 18 2013,Peninsula,/pen/apa/4061884851.html,37.551518, / 2br - 1350ft² - - (burlingame),Charming Mediteranean Garden Apartment near Burlingame Ave.,$2650, / 2br - 1100ft² - ,4052855431,-122.351711,Sep 18 2013,Peninsula,/pen/apa/4052855431.html,37.581266, / 2br - 1100ft² - - (san mateo),Very Large/Great Views/Big Balconies/Pool/Fitness/Super Downtown Loc,$2395, / 1br - 790ft² - ,4075639481,,Sep 18 2013,Peninsula,/pen/apa/4075639481.html,, / 1br - 790ft² - - (san mateo),Call Hillsdale Garden Home!!!,$2146, / 2br - ,4075696452,-122.300388,Sep 18 2013,Peninsula,/pen/apa/4075696452.html,37.535145, / 2br - - (Mountain View),NOW TOURING!!! WE ARE JUST MINUTES FROM EXCITING DOWNTOWN MT. VIEW!!,$2116, / 1br - 653ft² - ,4075720989,-122.097262,Sep 18 2013,Peninsula,/pen/apa/4075720989.html,37.403332, / 1br - 653ft² - - (pacifica),"Walk to the Ocean From Your New Home! Call today to Save $1,000",$1905, / 1br - ,4075468947,,Sep 18 2013,Peninsula,/pen/apa/4075468947.html,, / 1br - - (palo alto),2 bed/ 1 bath,$2100, / 2br - ,4075466163,,Sep 18 2013,Peninsula,/pen/apa/4075466163.html,, / 2br - - (palo alto),"Studio w/ Hardwood Floors, Exterior Storage, and Parking!",$1495, / 360ft² - ,4075374619,-122.124496,Sep 18 2013,Peninsula,/pen/apa/4075374619.html,37.413494, / 360ft² - - (palo alto),2BR/2BA Condo with in-unit Laundry Room at 101-Embarcadero,$3550, / 2br - 1197ft² - ,4064262413,-122.127774,Sep 18 2013,Peninsula,/pen/apa/4064262413.html,37.452138, / 2br - 1197ft² - - (menlo park),Spacious Two Bedroom in Menlo Park 2 Minutes From Downtown Palo Alto,$2000, / 2br - 800ft² - ,4075455066,-122.160808,Sep 18 2013,Peninsula,/pen/apa/4075455066.html,37.461736, / 2br - 800ft² - - (los altos),Executive Home For Lease,$9000, / 4br - 3917ft² - ,4014283167,-122.164315,Sep 18 2013,Peninsula,/pen/apa/4014283167.html,37.386465, / 4br - 3917ft² - - (half moon bay),Beautiful Beach House W/Stunning Ocean Views In Half Moon Bay,$3975, / 4br - 2300ft² - ,4063258104,-122.463923,Sep 18 2013,Peninsula,/pen/apa/4063258104.html,37.509698, / 4br - 2300ft² - - (san mateo),Beautiful San Mateo Fourplex Unit for Rent...,$2150, / 2br - ,4061692873,,Sep 18 2013,Peninsula,/pen/apa/4061692873.html,, / 2br - - (foster city),Modern 1 BR 1 BA Apartment with Full Size Washer & Dryer,$2218, / 1br - 635ft² - ,4075445484,-122.264334,Sep 18 2013,Peninsula,/pen/apa/4075445484.html,37.554738, / 1br - 635ft² - - (south san francisco),BRIGHT & MODERN UNIT WITH PRIVATE PARKING ,$2300, / 1br - ,4065553595,-122.431083,Sep 18 2013,Peninsula,/pen/apa/4065553595.html,37.659633, / 1br - - (daly city),Welcome to Your New Home at Serramonte Ridge ,$2150, / 2br - 915ft² - ,4075396125,,Sep 18 2013,Peninsula,/pen/apa/4075396125.html,, / 2br - 915ft² - - (santa rosa),Beautiful Chalkhill Area Horse Ranch For Rent,, ,4071124407,,Sep 16 2013,North Bay,/nby/apa/4071124407.html,, - (santa rosa),BENNETT VALLEY TOWNHOUSE,$1495, / 2br - ,4070110188,,Sep 15 2013,North Bay,/nby/apa/4070110188.html,, / 2br - - (mill valley),"Beautiful Strawberry Home, Great View - available November 1st",$4950, / 3br - 1100ft² - ,4070063984,-122.506142,Sep 15 2013,North Bay,/nby/apa/4070063984.html,37.896666, / 3br - 1100ft² - - (sonoma),5 bed rooms 4 bath rooms fairfield,$2850, / 5br - ,4070059863,-122.035600,Sep 15 2013,North Bay,/nby/apa/4070059863.html,38.267100, / 5br - - (healdsburg / windsor),Beautiful Custom 3 BR home and horse property for lease,$4000, / 3br - 2600ft² - ,4070045856,,Sep 15 2013,North Bay,/nby/apa/4070045856.html,, / 3br - 2600ft² - - (tiburon / belvedere),"Belvedere private entry studio, huge bathroom",$1250, / 1br - ,4070002414,,Sep 15 2013,North Bay,/nby/apa/4070002414.html,, / 1br - - (napa county),Calistoga Apartment for Rent,$915, / 1br - ,4056513544,-122.581400,Sep 15 2013,North Bay,/nby/apa/4056513544.html,38.582300, / 1br - - (sausalito),"Updated, sunny, convenient location",$1825, / 1br - ,4069960340,-122.491627,Sep 15 2013,North Bay,/nby/apa/4069960340.html,37.860570, / 1br - - (sonoma),"Large house, central location",$1575, / 3br - 1280ft² - ,4069943878,-122.484398,Sep 15 2013,North Bay,/nby/apa/4069943878.html,38.313727, / 3br - 1280ft² - - (san rafael),"SPACIOUS SUN VALLEY HOME, PETS CONSIDERED",$4400, / 4br - ,4069916003,-122.553701,Sep 15 2013,North Bay,/nby/apa/4069916003.html,37.984227, / 4br - - (santa rosa),Pet-Friendly 1BR/1BA Apartment Home Available Today,$2012, / 2br - 1006ft² - ,4069911771,,Sep 15 2013,North Bay,/nby/apa/4069911771.html,, / 2br - 1006ft² - - (russian river),"Re: Downtown Guerneville, Residential Complex $1050 / 1br - (russian r",, 1br - ,4069871001,,Sep 15 2013,North Bay,/nby/apa/4069871001.html,, 1br - - (russian river),Trailer or RV space for rent Guerneville,$450, ,4068862656,,Sep 15 2013,North Bay,/nby/apa/4068862656.html,, - (mill valley),Luxury 1-bedroom close to bike path,$2100, / 1br - 680ft² - ,4050270947,-122.521585,Sep 15 2013,North Bay,/nby/apa/4050270947.html,37.901625, / 1br - 680ft² - - (santa rosa),GREAT TWO BEDROOM APARTMENT,$1275, / 2br - 900ft² - ,4063344467,-122.728198,Sep 15 2013,North Bay,/nby/apa/4063344467.html,38.464211, / 2br - 900ft² - - (santa rosa),"Why Live Anywhere Else! Huge, Luxury Rooms, W/D Inside! Pls Lv Message",$1999, / 2br - 1445ft² - ,4068602496,,Sep 15 2013,North Bay,/nby/apa/4068602496.html,, / 2br - 1445ft² - - (san rafael),Newly redone home with view (coming soon),$3250, / 3br - 1754ft² - ,4068484522,-122.557940,Sep 15 2013,North Bay,/nby/apa/4068484522.html,37.999967, / 3br - 1754ft² - - (santa rosa),"Huge Townhomes, Luxury, Quiet, Clean, New! Coming Soon..Best in Sonoma",$2299, / 2br - 1642ft² - ,4068376053,,Sep 14 2013,North Bay,/nby/apa/4068376053.html,, / 2br - 1642ft² - - (rohnert pk / cotati),Looking for a 3bd 2 ba,$1750, / 3br - ,4063962993,,Sep 14 2013,North Bay,/nby/apa/4063962993.html,, / 3br - - (napa county), COTTAGE STUDIO-FURNISHED-St.Helena,$1350, ,4068342523,,Sep 14 2013,North Bay,/nby/apa/4068342523.html,, - (novato),Charming 1 BR unit w/washer and dryer,$1325, / 1br - ,4053499700,-122.562691,Sep 14 2013,North Bay,/nby/apa/4053499700.html,38.104319, / 1br - - (novato),Cottage unit for rent,$1750, / 2br - 1000ft² - ,4068322289,-122.548408,Sep 14 2013,North Bay,/nby/apa/4068322289.html,38.080074, / 2br - 1000ft² - - (novato),"Pleasant Valley Condo, Available Oct. 1",$1800, / 2br - ,4061022320,,Sep 14 2013,North Bay,/nby/apa/4061022320.html,, / 2br - - (san mateo),Spacious 3 Bedroom Townhome,$3388, / 3br - 1244ft² - ,4076552847,-122.285547,Sep 18 2013,Peninsula,/pen/apa/4076552847.html,37.543434, / 3br - 1244ft² - - (redwood city),Plus Loft & Private Garage-Fire Place,$3425, / 2br - 1243ft² - ,4076550958,,Sep 18 2013,Peninsula,/pen/apa/4076550958.html,, / 2br - 1243ft² - - (south san francisco),2 Master Bedrooms next to BART!,$3045, / 2br - 1054ft² - ,4076548955,-122.446661,Sep 18 2013,Peninsula,/pen/apa/4076548955.html,37.663915, / 2br - 1054ft² - - (san mateo),Huge 2 Bedroom Townhome,$2664, / 2br - 1152ft² - ,4076549672,-122.285547,Sep 18 2013,Peninsula,/pen/apa/4076549672.html,37.543434, / 2br - 1152ft² - - (san mateo),Cozy 2 Bedroom Townhome,$2270, / 2br - 975ft² - ,4076547013,-122.285547,Sep 18 2013,Peninsula,/pen/apa/4076547013.html,37.543434, / 2br - 975ft² - - (foster city),First of its kind at Water's Edge!!!,$2811, / 2br - 1100ft² - ,4076546394,-122.268047,Sep 18 2013,Peninsula,/pen/apa/4076546394.html,37.566674, / 2br - 1100ft² - - (san mateo),Cozy One Bedroom,$1779, / 1br - 680ft² - ,4076541209,-122.285547,Sep 18 2013,Peninsula,/pen/apa/4076541209.html,37.543434, / 1br - 680ft² - - (redwood city),Small Studio For Rent with Parking,$995, / 275ft² - ,4076519700,-122.232664,Sep 18 2013,Peninsula,/pen/apa/4076519700.html,37.482470, / 275ft² - - (redwood shores),Gorgeous Top Floor End Unit,$2500, / 2br - 884ft² - ,4076519389,-122.248600,Sep 18 2013,Peninsula,/pen/apa/4076519389.html,37.533100, / 2br - 884ft² - - (san mateo),55+ PLUS STUDIO - 1100$ a month,$1100, ,4076495659,-122.329581,Sep 18 2013,Peninsula,/pen/apa/4076495659.html,37.568735, - (foster city),Great 1x1 in a great location ready to move!,$2081, / 1br - 700ft² - ,4076480025,,Sep 18 2013,Peninsula,/pen/apa/4076480025.html,, / 1br - 700ft² - - (san bruno),Open Wed 5:00-6:00pm ** Fleetwood Dr.**,$2150, / 2br - ,4075954960,-122.457347,Sep 18 2013,Peninsula,/pen/apa/4075954960.html,37.635832, / 2br - - (foster city),We accepts pets!!!,$2625, / 2br - 986ft² - ,4075921398,-122.275794,Sep 18 2013,Peninsula,/pen/apa/4075921398.html,37.534794, / 2br - 986ft² - - (san mateo),Spacious Apartment Home 1 Mile From CalTrain!,$1985, / 1br - 712ft² - ,4075903009,-122.310436,Sep 18 2013,Peninsula,/pen/apa/4075903009.html,37.573846, / 1br - 712ft² - - (foster city),Upstairs One Bedroom Apartment! Lots of Sunlight!,$2380, / 1br - 712ft² - ,4075945904,,Sep 18 2013,Peninsula,/pen/apa/4075945904.html,, / 1br - 712ft² - - (palo alto),Luxury Condo 1Br/1Ba 101-Embacaderro Stanford Google Facebook,$2200, / 1br - 820ft² - ,4075876304,-122.127004,Sep 18 2013,Peninsula,/pen/apa/4075876304.html,37.451175, / 1br - 820ft² - - (mountain view),FULLY REMODELED/UPGRADED 1 bedroom apartment. Washer/dryer INSIDE!,$2195, / 1br - 825ft² - ,4063886129,-122.104579,Sep 18 2013,Peninsula,/pen/apa/4063886129.html,37.398458, / 1br - 825ft² - - (foster city),Rent This Gorgeous 1 BR Apartment With A Beautifully Appointed Kitchen,$2761, / 1br - 850ft² - ,4075935318,-122.268090,Sep 18 2013,Peninsula,/pen/apa/4075935318.html,37.566640, / 1br - 850ft² - - (San Mateo),AAA Best Area,$2495, / 2br - ,4075926856,-122.326981,Sep 18 2013,Peninsula,/pen/apa/4075926856.html,37.531537, / 2br - - (mountain view),"Lease Now, Bike Racks in Garage, Pool Area and Bark Greenspace",$2950, / 1br - 693ft² - ,4075926611,-122.112230,Sep 18 2013,Peninsula,/pen/apa/4075926611.html,37.403440, / 1br - 693ft² - - (daly city),"For the lifestyle you deserve, choose La Terrazza !",$2225, / 1br - 693ft² - ,4075924987,-122.464128,Sep 18 2013,Peninsula,/pen/apa/4075924987.html,37.684347, / 1br - 693ft² - - (san mateo),Walk to Caltrains /Renovated 1 bedroom with balcony,$1950, / 1br - 700ft² - ,4071052828,,Sep 18 2013,Peninsula,/pen/apa/4071052828.html,, / 1br - 700ft² - - (san mateo),THREE-BEDROOM APARTMENT DOWNTOWN SAN MATEO ,$2945, / 3br - 1200ft² - ,4071055307,,Sep 18 2013,Peninsula,/pen/apa/4071055307.html,, / 3br - 1200ft² - - (foster city),"Granite Counters, Stainless Steel Appliances, avlb w/Water View",$2750, / 2br - 980ft² - ,4076241929,-122.287542,Sep 18 2013,Peninsula,/pen/apa/4076241929.html,37.563188, / 2br - 980ft² - - (east palo alto),Skylight in Kitchen-How Cute!,$1288, / 421ft² - ,4076287173,-122.136774,Sep 18 2013,Peninsula,/pen/apa/4076287173.html,37.454438, / 421ft² - - (san mateo),Downtown Huge 1 bedroom/Pool/Huge Private Balcony ,$1995, / 1br - 700ft² - ,4071088010,,Sep 18 2013,Peninsula,/pen/apa/4071088010.html,, / 1br - 700ft² - - (san mateo),3/2 Downtown San Mateo*TOP FLOOR *Pool/Garage Parking/Elevator**,$2945, / 3br - 1000ft² - ,4071088654,,Sep 18 2013,Peninsula,/pen/apa/4071088654.html,, / 3br - 1000ft² - - (redwood city),Look & Lease!! Move in Special Today!!,$1835, / 1br - 680ft² - ,4076315686,-122.200327,Sep 18 2013,Peninsula,/pen/apa/4076315686.html,37.485143, / 1br - 680ft² - - (palo alto),$5900/3 br - Executive Home in Established Neighborhood ,$5900, / 3br - 1764ft² - ,4070289982,,Sep 18 2013,Peninsula,/pen/apa/4070289982.html,, / 3br - 1764ft² - - (foster city),Live on Mariners Island w/a water view in a brand new unit!,$2875, / 2br - 1040ft² - ,4076236790,-122.287542,Sep 18 2013,Peninsula,/pen/apa/4076236790.html,37.563188, / 2br - 1040ft² - - (daly city),Huge 1-bedroom Ask about our Move-in Special,$1825, / 1br - 676ft² - ,4076257171,,Sep 18 2013,Peninsula,/pen/apa/4076257171.html,, / 1br - 676ft² - - (san mateo),Downtown San Mateo/ Private Patio,$1995, / 1br - 750ft² - ,4071049863,,Sep 18 2013,Peninsula,/pen/apa/4071049863.html,, / 1br - 750ft² - - (san bruno),"2 WEEKS FREE RENT, NEW LUXURY APT COMMUNITY! WD INCL! MOVE IN BY 9/23",$2660, / 2br - 838ft² - ,4075690258,,Sep 18 2013,Peninsula,/pen/apa/4075690258.html,, / 2br - 838ft² - - (south san francisco),1 BEDROOM UNIT WITH PARKING!,$1500, / 1br - ,4056591527,-122.410094,Sep 18 2013,Peninsula,/pen/apa/4056591527.html,37.658238, / 1br - - (daly city),Gorgeous brand new three bedrooms inlaw in Daly City,$2300, / 3br - ,4075715083,-122.477907,Sep 18 2013,Peninsula,/pen/apa/4075715083.html,37.672289, / 3br - - (redwood shores),"Comfort, Style and Great Value at Pescadero Apartments.",$3095, / 2br - 1109ft² - ,4075582023,-122.233621,Sep 18 2013,Peninsula,/pen/apa/4075582023.html,37.537754, / 2br - 1109ft² - - (san bruno),"FREE RENT 2 BEDROOM 2 BATHROOM, WASHER/DRYER INCLUDED! MUST SEE US!",$2699, / 2br - 838ft² - ,4034489602,-122.429000,Sep 18 2013,Peninsula,/pen/apa/4034489602.html,37.624700, / 2br - 838ft² - - (redwood city),2 Bdrm 2.5 Bath Condo- In Redwood Shores Area,$3150, / 2br - 1421ft² - ,4048132319,-122.230617,Sep 18 2013,Peninsula,/pen/apa/4048132319.html,37.540951, / 2br - 1421ft² - - (san bruno),LEASE A BRAND NEW SPACIOUS ONE BEDROOM WITH ONE MONTH FREE! WD INCLUDE,$2230, / 1br - 622ft² - ,4064913493,-122.429000,Sep 18 2013,Peninsula,/pen/apa/4064913493.html,37.624700, / 1br - 622ft² - - (redwood shores),"Beautiful 2 Bedroom, 2 Bath Avail on 10/7! Quiet Pond View Location.",$2978, / 2br - 1006ft² - ,4075685430,-122.243513,Sep 18 2013,Peninsula,/pen/apa/4075685430.html,37.537302, / 2br - 1006ft² - - (foster city),Foster's Landing - 24 Hour Maintenance & A Personal 1 Car Garage!!!,$2283, / 1br - 745ft² - ,4075684884,-122.264334,Sep 18 2013,Peninsula,/pen/apa/4075684884.html,37.554738, / 1br - 745ft² - - (menlo park),Great Location - Garden Setting - Avail Sept 25th,$2695, / 2br - 900ft² - ,4075683062,-122.163725,Sep 18 2013,Peninsula,/pen/apa/4075683062.html,37.462541, / 2br - 900ft² - - (palo alto),"Great Location, Great Price, Downtown, 2/1",$2995, / 2br - 1000ft² - ,4043767028,,Sep 18 2013,Peninsula,/pen/apa/4043767028.html,, / 2br - 1000ft² - - (san mateo),"Large One Bedroom, Great Neighborhood, Walking distance to shops",$1700, / 1br - ,4075440389,-122.310280,Sep 18 2013,Peninsula,/pen/apa/4075440389.html,37.548736, / 1br - - (foster city),"Spacious, sun-filled 1 bedroom condo in Foster City",$2300, / 1br - 960ft² - ,4070280915,,Sep 18 2013,Peninsula,/pen/apa/4070280915.html,, / 1br - 960ft² - - (foster city),Come Home to a Calm and Serene Waterfront Community,$2038, / 1br - 667ft² - ,4075409747,-122.260022,Sep 18 2013,Peninsula,/pen/apa/4075409747.html,37.552454, / 1br - 667ft² - - (mountain view),Ideal Location! Close to Everything!,$2045, ,4075403063,-122.065176,Sep 18 2013,Peninsula,/pen/apa/4075403063.html,37.372579, - (south san francisco),"BRIGHT, MODERN UNIT +LAUNDRY +GARAGE.",$2300, / 1br - ,4038603896,-122.431083,Sep 18 2013,Peninsula,/pen/apa/4038603896.html,37.659633, / 1br - - (atherton),"Atherton house with a swimming pool ""Available for showing""",$5300, / 2br - ,4034918685,-122.204618,Sep 18 2013,Peninsula,/pen/apa/4034918685.html,37.462354, / 2br - - (foster city),Amazingly Beautiful Apartment! Your own Private GARAGE!,$2960, / 2br - 1108ft² - ,4075426801,-122.261460,Sep 18 2013,Peninsula,/pen/apa/4075426801.html,37.534471, / 2br - 1108ft² - - (belmont),"Beautiful, Award-Winning Designs w/ Pool. Short Walk to CalTrain",$2108, ,4075426014,-122.278261,Sep 18 2013,Peninsula,/pen/apa/4075426014.html,37.517436, - (belmont),Belmont 2 Bedroom 1 Bath,$1675, / 2br - ,4075419533,-122.294762,Sep 18 2013,Peninsula,/pen/apa/4075419533.html,37.508330, / 2br - - (belmont),Where You Live Matters!,$2183, / 600ft² - ,4075417002,-122.278143,Sep 18 2013,Peninsula,/pen/apa/4075417002.html,37.517623, / 600ft² - - (foster city),Spacious And Bright In Your Glamorous Waterfront Apartment!!,$3218, / 2br - 870ft² - ,4075375713,-122.259969,Sep 18 2013,Peninsula,/pen/apa/4075375713.html,37.552403, / 2br - 870ft² - - (san mateo),"San Mateo Studi, call for appointment",$1200, ,4064214121,,Sep 17 2013,Peninsula,/pen/apa/4064214121.html,, - (palo alto),2ba Wonderful Downtown Palo Alto Unit Walk to Shops & Restaurants,$3800, / 2br - 1100ft² - ,4074486563,-122.154708,Sep 17 2013,Peninsula,/pen/apa/4074486563.html,37.445852, / 2br - 1100ft² - - (palo alto),Charming Downtown Palo Alto For Rent - Excellent Schools,$3800, / 2br - 1100ft² - ,4074493380,-122.154515,Sep 17 2013,Peninsula,/pen/apa/4074493380.html,37.445801, / 2br - 1100ft² - - (Redwood city), Spacious 3 bed 2 bath apartment ,$2300, / 3br - ,4074481256,-122.230731,Sep 17 2013,Peninsula,/pen/apa/4074481256.html,37.466304, / 3br - - (san mateo),Here's the Place in San Mateo!,$4669, / 3br - 1367ft² - ,4074487179,-122.342481,Sep 17 2013,Peninsula,/pen/apa/4074487179.html,37.566436, / 3br - 1367ft² - - (palo alto),"2.5ba Excellent Palo Alto Arbor Real Community w/ Pool,Excellent Schoo",$5500, / 3br - 1864ft² - ,4074476863,-122.127400,Sep 17 2013,Peninsula,/pen/apa/4074476863.html,37.418000, / 3br - 1864ft² - - (palo alto),"2.5 ba Excellent Palo Alto TownHome w/ Pools,Club Hse,Excellent Schs, ",$5500, / 3br - 1864ft² - ,4074476359,-122.117844,Sep 17 2013,Peninsula,/pen/apa/4074476359.html,37.408619, / 3br - 1864ft² - - (belmont),EXTENDED STAY AMERICA,$2160, ,4063022755,,Sep 17 2013,Peninsula,/pen/apa/4063022755.html,, - (menlo park),Great Rental For Carpet Haters!,$3500, / 2br - 1200ft² - ,4074467527,-122.199416,Sep 17 2013,Peninsula,/pen/apa/4074467527.html,37.426643, / 2br - 1200ft² - -,Professional household... furnished 1 bd/ba,, ,4074429486,,Sep 17 2013,Peninsula,/pen/apa/4074429486.html,, - (palo alto),"Near Gunn HS, Stanford & VA Hospital",$2350, / 1br - ,4074446737,,Sep 17 2013,Peninsula,/pen/apa/4074446737.html,, / 1br - - (san carlos),Modern 2nd floor apartment! GREAT location! Walk to downtown ,$2695, / 2br - ,4058515471,,Sep 17 2013,Peninsula,/pen/apa/4058515471.html,, / 2br - - (san carlos),Beautiful Downtown San Carlos Location! Available NOW!,$2350, / 2br - ,4058622293,,Sep 17 2013,Peninsula,/pen/apa/4058622293.html,, / 2br - - (mountain view),GREAT location! Available end of September 2013,$1995, / 2br - ,4058616197,,Sep 17 2013,Peninsula,/pen/apa/4058616197.html,, / 2br - - (belmont),Spacious 2 bedroom in the Belmont Hills,$2100, / 2br - ,4074114430,,Sep 17 2013,Peninsula,/pen/apa/4074114430.html,, / 2br - - (los altos),"Walk to Fine Shopping, Fantastic Restaurants, Parks and More",$2815, / 2br - ,4074111577,-122.118359,Sep 17 2013,Peninsula,/pen/apa/4074111577.html,37.379433, / 2br - - (foster city),Only 1 Left Large Bedroom Ready Move-In,$2058, / 1br - 780ft² - ,4074027127,-122.279079,Sep 17 2013,Peninsula,/pen/apa/4074027127.html,37.553235, / 1br - 780ft² - - (san mateo),San Mateo Apartments to satisfy you!,$2524, / 1br - 651ft² - ,4074105858,-122.342481,Sep 17 2013,Peninsula,/pen/apa/4074105858.html,37.566436, / 1br - 651ft² - - (redwood city),Charmin and Cozy 2 Bedroom and 1 Bath Duples,$2500, / 2br - 1100ft² - ,4074105579,,Sep 17 2013,Peninsula,/pen/apa/4074105579.html,, / 2br - 1100ft² - - (pacifica),Conveniently Located Outside San Francisco!,$2419, / 1br - 725ft² - ,4074089694,-122.492129,Sep 17 2013,Peninsula,/pen/apa/4074089694.html,37.651397, / 1br - 725ft² - - (daly city),STUNNING STUDIO APARTMENT NEAR SHOPPING AND DINING!,$1490, / 482ft² - ,4074069674,-122.477347,Sep 17 2013,Peninsula,/pen/apa/4074069674.html,37.665397, / 482ft² - - (redwood city),2B-Love Where You Live in this dual master floor plan,$3505, / 2br - 1090ft² - ,4074098667,,Sep 17 2013,Peninsula,/pen/apa/4074098667.html,, / 2br - 1090ft² - - (rohnert pk / cotati),Fine Living Just North of the Bay Area! Great 2BR/1BA Apartment!,$1499, / 2br - 820ft² - ,4069879052,,Sep 15 2013,North Bay,/nby/apa/4069879052.html,, / 2br - 820ft² - - (petaluma),Pet friendly apartments!,$1635, / 2br - 1028ft² - ,4069894987,-122.615500,Sep 15 2013,North Bay,/nby/apa/4069894987.html,38.250700, / 2br - 1028ft² - - (san rafael),"open Sunday 9:30-10:30 gorgeous granite, hardwood Dominican",$2595, / 3br - ,4068277529,-122.518386,Sep 14 2013,North Bay,/nby/apa/4068277529.html,37.974723, / 3br - - (belmont),LIFE IS GOOD HERE,$2445, / 2br - 1047ft² - ,4076477796,-122.296607,Sep 18 2013,Peninsula,/pen/apa/4076477796.html,37.509113, / 2br - 1047ft² - - (san bruno),Super cute Home for rent! Walking distance to restaurants and shops,$2600, / 2br - 800ft² - ,4076496862,-122.409983,Sep 18 2013,Peninsula,/pen/apa/4076496862.html,37.621535, / 2br - 800ft² - - (foster city),Spectacular Waterfront Community With Resort Amenities,$2068, / 1br - 550ft² - ,4076515048,-122.266245,Sep 18 2013,Peninsula,/pen/apa/4076515048.html,37.554427, / 1br - 550ft² - - (redwood city),"Awesome Bay Views, Private 1/2 Acre, Great Schools",$7475, / 6br - 2770ft² - ,4076500244,-122.254722,Sep 18 2013,Peninsula,/pen/apa/4076500244.html,37.451303, / 6br - 2770ft² - - (redwood city),On The Doc Of Bair Island Marina-Private Garage-Available Now,$3575, / 2br - 1109ft² - ,4076511360,-122.222049,Sep 18 2013,Peninsula,/pen/apa/4076511360.html,37.496597, / 2br - 1109ft² - - (belmont),"2 ba, LOVELY, LARGE, UPGRADED, BALCONY, 1ST FLOOR, Hills",$2000, / 2br - 1200ft² - ,4061696454,-122.299122,Sep 18 2013,Peninsula,/pen/apa/4061696454.html,37.510076, / 2br - 1200ft² - - (mountain view),Fully Renovated Apartments with Washer/Dyer 750.00 off move in special,$2495, / 1br - 710ft² - ,4076504275,-122.088000,Sep 18 2013,Peninsula,/pen/apa/4076504275.html,37.385500, / 1br - 710ft² - - (san mateo),SUPER HILLS LOCATION AVAILABLE NOW,$1750, / 1br - ,4072097273,-122.326981,Sep 18 2013,Peninsula,/pen/apa/4072097273.html,37.531537, / 1br - - (burlingame),Big Living for the Right Price Near SFO Burlingame ,$3185, / 2br - 1014ft² - ,4076504566,-122.359378,Sep 18 2013,Peninsula,/pen/apa/4076504566.html,37.586470, / 2br - 1014ft² - - (mountain view),"Small Community, Renovated, Newer Appliances",$2100, / 2br - ,4076501093,-122.095961,Sep 18 2013,Peninsula,/pen/apa/4076501093.html,37.397307, / 2br - - (pacifica),Breathtaking Ocean Views await you here!,$2074, / 1br - ,4076497735,,Sep 18 2013,Peninsula,/pen/apa/4076497735.html,, / 1br - - (mountain view),2BR-1½ FLAT Newly Renovated - Second Floor End unit,$2250, ,4075895569,,Sep 18 2013,Peninsula,/pen/apa/4075895569.html,, - (mountain view),2 bedroom 1 bath apartment with washer/dryer INSIDE!,$2795, / 2br - ,4046608092,,Sep 18 2013,Peninsula,/pen/apa/4046608092.html,, / 2br - - (mountain view),Make this 1 bedroom apartment yours! WASHER/DRYER INSIDE!,$2095, / 1br - 735ft² - ,4071301214,-122.104579,Sep 18 2013,Peninsula,/pen/apa/4071301214.html,37.398458, / 1br - 735ft² - - (mountain view),"Now Preleasing, Open Air Terrace, Yoga Studio and Tanning Area",$2675, / 537ft² - ,4075912306,-122.112230,Sep 18 2013,Peninsula,/pen/apa/4075912306.html,37.403440, / 537ft² - - (mountain view),Greendale - Just the place you're looking for!,$2245, / 1br - ,4075856018,,Sep 18 2013,Peninsula,/pen/apa/4075856018.html,, / 1br - - (belmont),Stunning 1st Floor Corner 1x1 Available for Move in on Oct. 12th!!,$1868, / 1br - 750ft² - ,4075849172,,Sep 18 2013,Peninsula,/pen/apa/4075849172.html,, / 1br - 750ft² - - (foster city),Modern Living,$3546, / 2br - ,4075908120,,Sep 18 2013,Peninsula,/pen/apa/4075908120.html,, / 2br - - (san mateo),San Mateo Apartments Dazzle!,$3575, / 2br - 1177ft² - ,4075895970,-122.342481,Sep 18 2013,Peninsula,/pen/apa/4075895970.html,37.566436, / 2br - 1177ft² - - (pacifica),Close to shopping and dining!,$1949, / 1br - 756ft² - ,4075863627,-122.478739,Sep 18 2013,Peninsula,/pen/apa/4075863627.html,37.658761, / 1br - 756ft² - - (mountain view),"Remod. Sunny DOWNTOWN. All hardwood, gas stove. Pool. Carport+2nd/stg",$1895, / 1br - ,4075889272,-122.084327,Sep 18 2013,Peninsula,/pen/apa/4075889272.html,37.387038, / 1br - - (east palo alto),2 Bedroom 1 Bath,$1650, / 2br - ,4062914621,-122.149692,Sep 18 2013,Peninsula,/pen/apa/4062914621.html,37.466759, / 2br - - (san mateo),Amust See New Renovated 1BEd 1 BAth Apt!!Won't last!,$1800, / 1br - ,4066832024,,Sep 18 2013,Peninsula,/pen/apa/4066832024.html,, / 1br - - (daly city),"Studios w/ Amazing Location, Half Block walk from the Colma Bart!!",$1449, ,4076230535,,Sep 18 2013,Peninsula,/pen/apa/4076230535.html,, - (daly city),"Don't Just Live, Live Well!",$1490, / 511ft² - ,4076287137,,Sep 18 2013,Peninsula,/pen/apa/4076287137.html,, / 511ft² - - (daly city),1 Bed/1 Bath Condo in Mission Hills,$2000, / 1br - 655ft² - ,4076285771,-122.440217,Sep 18 2013,Peninsula,/pen/apa/4076285771.html,37.706637, / 1br - 655ft² - - (los altos),lovely north Los Altos rancher on cul de sac,$5900, / 3br - 2700ft² - ,4076284447,,Sep 18 2013,Peninsula,/pen/apa/4076284447.html,, / 3br - 2700ft² - - (daly city),"ONE-BEDROOM, ONE-BATHROOM DALY CITY HOME!",$1787, / 1br - 652ft² - ,4076261336,-122.477347,Sep 18 2013,Peninsula,/pen/apa/4076261336.html,37.665397, / 1br - 652ft² - - (daly city),"You Can Have It All!, 1/2 Block From Colma Bart!! ",$1699, / 1br - ,4076220544,,Sep 18 2013,Peninsula,/pen/apa/4076220544.html,, / 1br - - (daly city),Chose Your Next Home at Serramonte Ridge,$2100, / 2br - 858ft² - ,4076251994,,Sep 18 2013,Peninsula,/pen/apa/4076251994.html,, / 2br - 858ft² - - (east palo alto),"1 Bedroom Home 4 rent PALO ALTO, Full Furnished Unit",$2200, / 1br - 776ft² - ,4035920617,-122.127004,Sep 18 2013,Peninsula,/pen/apa/4035920617.html,37.451175, / 1br - 776ft² - - (redwood city),"Luxury, Amenities Galore, Great Community. Don't Miss This!",$3850, / 2br - 1225ft² - ,4076263907,-122.224231,Sep 18 2013,Peninsula,/pen/apa/4076263907.html,37.464252, / 2br - 1225ft² - - (san bruno),OPEN HOUSE SUNDAY 9/22/2013 from Noon to 4:00PM,$3200, / 3br - 1900ft² - ,4075680630,-122.431081,Sep 18 2013,Peninsula,/pen/apa/4075680630.html,37.608544, / 3br - 1900ft² - - (san mateo),Walking distance to San Mateo's 3rd /Caltrians/Pool/Elevator,$1950, / 1br - 634ft² - ,4075646447,,Sep 18 2013,Peninsula,/pen/apa/4075646447.html,, / 1br - 634ft² - - (los altos),Charming condo in nice quiet complex in Los Altos.,$2950, / 2br - 960ft² - ,4075677647,,Sep 18 2013,Peninsula,/pen/apa/4075677647.html,, / 2br - 960ft² - - (south san francisco),Mulberry- Upgrd Eat-in Kitchen Granite Counters Dishwaher,$2595, / 3br - ,4036009502,-122.423500,Sep 18 2013,Peninsula,/pen/apa/4036009502.html,37.657400, / 3br - - (south san francisco),ARLINGTON- Lvng/ Dng Rm Combo Rear Yard & Large Storage Shed,$2595, / 4br - ,4075647786,-122.457584,Sep 18 2013,Peninsula,/pen/apa/4075647786.html,37.667333, / 4br - - (menlo park),Charming Menlo / Atherton House for Rent,$5300, / 2br - 2000ft² - ,4075655128,,Sep 18 2013,Peninsula,/pen/apa/4075655128.html,, / 2br - 2000ft² - - (san mateo),Downtown 1 Bedroo/Pool/Elevator/Balcony ,$1950, / 1br - 700ft² - ,4075652631,,Sep 18 2013,Peninsula,/pen/apa/4075652631.html,, / 1br - 700ft² - - (burlingame),"Sunny Top Floor Unit w/ Lots of Closets, Parking & Storage",$2495, / 2br - ,4065060550,,Sep 18 2013,Peninsula,/pen/apa/4065060550.html,, / 2br - - (south san francisco),750sq.ft. 1-bed + parking located right next to BART!,$2115, / 1br - 750ft² - ,4075640305,-122.446404,Sep 18 2013,Peninsula,/pen/apa/4075640305.html,37.663949, / 1br - 750ft² - - (south san francisco),San Francisco and the airport are only 15 mins away,$1749, / 1br - ,4075610302,-122.436173,Sep 18 2013,Peninsula,/pen/apa/4075610302.html,37.653130, / 1br - - (mountain view),1 Bedroom Cottage for Lease,$1685, / 1br - 500ft² - ,4062910859,-122.086600,Sep 18 2013,Peninsula,/pen/apa/4062910859.html,37.395115, / 1br - 500ft² - - (mountain view),Private Patio Los Altos Schools Google NASA Cat OK,$2340, / 2br - ,4075408637,-122.114588,Sep 18 2013,Peninsula,/pen/apa/4075408637.html,37.404701, / 2br - - (daly city),LIVE IN HARMONY AT THIS ONE-BEDROOM HOME IN DALY CITY,$1786, / 1br - 652ft² - ,4075404544,-122.477347,Sep 18 2013,Peninsula,/pen/apa/4075404544.html,37.665397, / 1br - 652ft² - - (palo alto),3 Bedroom/ 2 Bath House. Great Location!,$4000, / 3br - ,4065823680,-122.130774,Sep 18 2013,Peninsula,/pen/apa/4065823680.html,37.434139, / 3br - - (mountain view),Brand New 2Bed 2Bath (Arbors) Special $199 Deposit!!!,$2260, / 2br - 790ft² - ,4036017246,,Sep 18 2013,Peninsula,/pen/apa/4036017246.html,, / 2br - 790ft² - - (menlo park),You've never seen an apartment like this!,$3371, / 1br - 990ft² - ,4075392293,,Sep 18 2013,Peninsula,/pen/apa/4075392293.html,, / 1br - 990ft² - - (redwood city),"Fantastic 2x2 Floor Plan w/Stunning Views, Garage, Xtra Storage & Deck",$3432, / 2br - 1109ft² - ,4075384240,-122.221313,Sep 18 2013,Peninsula,/pen/apa/4075384240.html,37.499138, / 2br - 1109ft² - - (belmont),Oversized 2x2 available September 21st! $250 deposit (OAC).,$2666, / 2br - 1170ft² - ,4075377988,-122.304582,Sep 18 2013,Peninsula,/pen/apa/4075377988.html,37.511744, / 2br - 1170ft² - - (belmont),Secure your HOME today! Waived application fees and $250 deposit (OAC),$1935, / 1br - 793ft² - ,4075372821,,Sep 18 2013,Peninsula,/pen/apa/4075372821.html,, / 1br - 793ft² - - (redwood city),Cool off in our saline swimming pool or relax on two sundecks!,$2204, / 1br - 638ft² - ,4075329043,-122.214745,Sep 18 2013,Peninsula,/pen/apa/4075329043.html,37.469431, / 1br - 638ft² - - (burlingame),"Sunny Top Floor Unit w/ Lots of Closets, Parking & Storage",$2495, / 2br - ,4043630783,,Sep 18 2013,Peninsula,/pen/apa/4043630783.html,, / 2br - - (redwood city),Awesome & Charming two bedroom. You'll Love This!,$3990, / 2br - 1225ft² - ,4074453676,-122.224231,Sep 17 2013,Peninsula,/pen/apa/4074453676.html,37.464252, / 2br - 1225ft² - - (mountain view),LargeApt/Great Nbrhd/Granite Ctrs/Streams/Pools/Spa/Fitness/FREE WiFi,$3395, / 3br - 1305ft² - ,4074329791,,Sep 17 2013,Peninsula,/pen/apa/4074329791.html,, / 3br - 1305ft² - - (menlo park),3/1 house with separate one car garage,$3000, / 3br - 1250ft² - ,4074439161,-122.186400,Sep 17 2013,Peninsula,/pen/apa/4074439161.html,37.439600, / 3br - 1250ft² - - (Redwood City),COTTAGE LOFT Emerald Hills,$1800, / 600ft² - ,4074438245,-122.296000,Sep 17 2013,Peninsula,/pen/apa/4074438245.html,37.424500, / 600ft² - - (mountain view),Beautiful New Apartments in Downtown MV. Now Offering 2 Weeks Free!,$5511, / 2br - 1135ft² - ,4074434214,,Sep 17 2013,Peninsula,/pen/apa/4074434214.html,, / 2br - 1135ft² - - (foster city),"Only ONE 1br left - pets ok, W/D, large patio",$2395, / 1br - 712ft² - ,4074433184,-122.265678,Sep 17 2013,Peninsula,/pen/apa/4074433184.html,37.569135, / 1br - 712ft² - - (foster city),"2BR, vaulted ceilings, bay views - 1 month FREE",$3442, / 2br - 1131ft² - ,4074426836,-122.266222,Sep 17 2013,Peninsula,/pen/apa/4074426836.html,37.568365, / 2br - 1131ft² - - (daly city),Rarely Available 2 BR / 2 BA 4-level Loft Apartment Available!,$3285, / 2br - 1321ft² - ,4074378733,-122.463383,Sep 17 2013,Peninsula,/pen/apa/4074378733.html,37.682733, / 2br - 1321ft² - - (san mateo),Free smiles with every rental!,$1805, / 1br - 600ft² - ,4074368337,-122.310436,Sep 17 2013,Peninsula,/pen/apa/4074368337.html,37.573846, / 1br - 600ft² - - (san mateo),A Beautiful Home,$4500, / 3br - ,4074345092,-122.320580,Sep 17 2013,Peninsula,/pen/apa/4074345092.html,37.551536, / 3br - - (los altos),Experience This Elegant Floor Plan that offer's Abundant Storage,$2345, / 1br - 1000ft² - ,4074098330,-122.118187,Sep 17 2013,Peninsula,/pen/apa/4074098330.html,37.381616, / 1br - 1000ft² - - (palo alto),Beautiful Barron Park Location!,$2350, / 1br - 715ft² - ,4065020252,,Sep 17 2013,Peninsula,/pen/apa/4065020252.html,, / 1br - 715ft² - - (palo alto),Lovely Home - Midtown Location!!! ,$5000, / 3br - 1517ft² - ,4074089179,-122.134274,Sep 17 2013,Peninsula,/pen/apa/4074089179.html,37.430339, / 3br - 1517ft² - - (pacifica),Enjoy Our Newest Amenity!,$1869, / 1br - 756ft² - ,4074087948,-122.478739,Sep 17 2013,Peninsula,/pen/apa/4074087948.html,37.658761, / 1br - 756ft² - - (redwood shores),REDWOOD SHORES CONDO w/ Garage +,$2975, / 2br - 1048ft² - ,4065037637,-122.253738,Sep 17 2013,Peninsula,/pen/apa/4065037637.html,37.524660, / 2br - 1048ft² - - (san bruno),Acappella Is All About Lifestyle - Relax at our Pool & Spa!,$2364, / 1br - 719ft² - ,4074080427,-122.422414,Sep 17 2013,Peninsula,/pen/apa/4074080427.html,37.633096, / 1br - 719ft² - - (foster city),Beautiful spacious 1 bedroom Apt with view,$2400, / 1br - 743ft² - ,4074078614,,Sep 17 2013,Peninsula,/pen/apa/4074078614.html,, / 1br - 743ft² - - (redwood city),Prime location steps to down town! ,$1950, / 2br - 940ft² - ,4074075526,-122.233888,Sep 17 2013,Peninsula,/pen/apa/4074075526.html,37.479448, / 2br - 940ft² - - (east palo alto),"Three Bedroom Three Bath First Floor, AND PET FRIENDLY! 10/18/13!",$2612, / 3br - 1339ft² - ,4074034630,-122.136774,Sep 17 2013,Peninsula,/pen/apa/4074034630.html,37.454438, / 3br - 1339ft² - - (foster city),Beautiful Renovated Ready 2Bed/Bath ,$2887, / 2br - 1020ft² - ,4074070114,-122.279079,Sep 17 2013,Peninsula,/pen/apa/4074070114.html,37.553235, / 2br - 1020ft² - - (palo alto),Close to Stanford! GREAT location! El Camino & Page Mill! ,$1795, / 1br - ,4076493048,,Sep 18 2013,Peninsula,/pen/apa/4076493048.html,, / 1br - - (palo alto),Darling 1 bedroom unit! Near California St and Stanford. Available Oct,$1850, / 1br - ,4076489338,,Sep 18 2013,Peninsula,/pen/apa/4076489338.html,, / 1br - - (daly city),"$3500/mo - 4 bed rms, 3 1/2 bath - 10 year old house in Daly City",$3500, / 4br - 2240ft² - ,4066342873,,Sep 18 2013,Peninsula,/pen/apa/4066342873.html,, / 4br - 2240ft² - - (redwood city),Granite counters. Duel pane windows. Most utilites included,$1395, / 400ft² - ,4072111984,,Sep 18 2013,Peninsula,/pen/apa/4072111984.html,, / 400ft² - - (atherton),Serenely private updated home in superb Atherton location,$13000, / 4br - 2540ft² - ,4060500111,,Sep 18 2013,Peninsula,/pen/apa/4060500111.html,, / 4br - 2540ft² - - (south san francisco),"Lush Garden View, Huge 1 BR, Private Patio in Award-Wining Community",$1749, / 1br - ,4076417013,-122.436173,Sep 18 2013,Peninsula,/pen/apa/4076417013.html,37.653130, / 1br - - (san mateo),2 bedroom 1 bath 1 parking space,$2053, / 2br - 750ft² - ,4076459375,,Sep 18 2013,Peninsula,/pen/apa/4076459375.html,, / 2br - 750ft² - - (san mateo),San Mateo Home for Rent...,$3150, / 3br - ,4071326977,,Sep 18 2013,Peninsula,/pen/apa/4071326977.html,, / 3br - - (redwood city),Coming Soon! Beautiful Top Floor Studio!,$1690, / 500ft² - ,4076478225,-122.240787,Sep 18 2013,Peninsula,/pen/apa/4076478225.html,37.487951, / 500ft² - - (belmont),THE PERFECT PLACE TO CALL HOME,$1795, / 1br - 631ft² - ,4076432299,-122.296693,Sep 18 2013,Peninsula,/pen/apa/4076432299.html,37.509130, / 1br - 631ft² - - (san anselmo),FABULOUS SLEEPY HOLLOW HOME - Short term rental ,$4750, / 4br - 2800ft² - ,4068259020,-122.583390,Sep 14 2013,North Bay,/nby/apa/4068259020.html,38.011422, / 4br - 2800ft² - - (healdsburg / windsor),Windsor Town Green Village Luxury Furnished 2-Story Condo all incl,$2550, / 2br - ,4068111347,-122.816002,Sep 14 2013,North Bay,/nby/apa/4068111347.html,38.546510, / 2br - - (tiburon / belvedere),Bright 2BR Condo With View,$2150, / 2br - 1050ft² - ,4068182763,-122.495984,Sep 14 2013,North Bay,/nby/apa/4068182763.html,37.897525, / 2br - 1050ft² - - (santa rosa),Beautiful Floor Plans in the Quiet park Setting,$1429, / 1br - ,4062725300,-122.748506,Sep 14 2013,North Bay,/nby/apa/4062725300.html,38.467014, / 1br - - (larkspur),Wonderful Renovated Home Easy Walk To Town Foundation,$6500, / 4br - ,4068140555,,Sep 14 2013,North Bay,/nby/apa/4068140555.html,, / 4br - - (san rafael),Give me MORE! MORE kitch. sq ft in this LARGE 1 bed; MORE cls space!!,$2335, / 1br - 870ft² - ,4068132604,-122.534884,Sep 14 2013,North Bay,/nby/apa/4068132604.html,38.022512, / 1br - 870ft² - - (sausalito),"2 BR, 2 BA, 888 sq ft apartment with gorgeous bay views.",$2317, / 2br - 888ft² - ,4068156320,-122.518947,Sep 14 2013,North Bay,/nby/apa/4068156320.html,37.876133, / 2br - 888ft² - - (west marin),Wonderful Custom Home Room For Horses Open Sunday 12-1pm Foundation,$6150, / 3br - ,4068132993,,Sep 14 2013,North Bay,/nby/apa/4068132993.html,, / 3br - - (tiburon / belvedere),Sunny Private Two Story Townhome Great City Views Foundation,$3100, / 2br - ,4060955067,,Sep 14 2013,North Bay,/nby/apa/4060955067.html,, / 2br - - (kentfield / ross),Majestic Ross Estate,$20000, / 4br - ,4068115654,,Sep 14 2013,North Bay,/nby/apa/4068115654.html,, / 4br - - (rohnert pk / cotati),Downstairs One Bedroom Avail October 9 in Gorgeous Community!,$1264, / 1br - ,4068127040,-122.700142,Sep 14 2013,North Bay,/nby/apa/4068127040.html,38.345120, / 1br - - (foster city),Super deal on this 2x1 Apartment!,$2455, / 2br - 912ft² - ,4075825582,,Sep 18 2013,Peninsula,/pen/apa/4075825582.html,, / 2br - 912ft² - - (mountain view),"Remod sunny downtown, gas stove, TILE flr, YARD, POOL, Carport+2nd/stg",$2095, / 1br - ,4067010540,-122.084370,Sep 18 2013,Peninsula,/pen/apa/4067010540.html,37.387072, / 1br - - (burlingame),Midway Point from the City to South Bay,$3620, / 3br - 1670ft² - ,4075855132,-122.402444,Sep 18 2013,Peninsula,/pen/apa/4075855132.html,37.582973, / 3br - 1670ft² - - (san mateo),"4th Floor home with over 1130 sqft, that's about the size of an SF 2x2",$2851, / 1br - 1121ft² - ,4075870227,,Sep 18 2013,Peninsula,/pen/apa/4075870227.html,, / 1br - 1121ft² - - (pacifica),Relax in our Lounge with Free WiFi!,$2419, / 1br - 725ft² - ,4075865372,-122.492129,Sep 18 2013,Peninsula,/pen/apa/4075865372.html,37.651397, / 1br - 725ft² - - (mountain view),JR 1BR/GRANITE CNTRS/GE/AC/DOUBLE PANE WINDOWS/POOLS/SPA/FITNESS/WI-FI,$2095, / 550ft² - ,4075648804,,Sep 18 2013,Peninsula,/pen/apa/4075648804.html,, / 550ft² - - (palo alto),New Two bedrooms/One bathroom w Private entrance,$2500, / 2br - ,4075837664,,Sep 18 2013,Peninsula,/pen/apa/4075837664.html,, / 2br - - (san mateo),3 Bedroom Available Soon!!,$2868, / 3br - ,4075809324,-122.300388,Sep 18 2013,Peninsula,/pen/apa/4075809324.html,37.535145, / 3br - - (palo alto),"Cute, cozy, big yard 3/1 house at prime midtown",$3900, / 3br - ,4075778900,,Sep 18 2013,Peninsula,/pen/apa/4075778900.html,, / 3br - - (san mateo),Beautifully remodeled apartment close to downtown!!! Must See!!,$2260, / 1br - 722ft² - ,4075812308,-122.325998,Sep 18 2013,Peninsula,/pen/apa/4075812308.html,37.560763, / 1br - 722ft² - - (palo alto),2 bed 2 bath ,$3030, / 2br - 1000ft² - ,4056308112,-122.126255,Sep 18 2013,Peninsula,/pen/apa/4056308112.html,37.419736, / 2br - 1000ft² - - (daly city),"You Can Have It All!, 1/2 Block From Colma Bart!!",$1699, / 1br - ,4076226927,,Sep 18 2013,Peninsula,/pen/apa/4076226927.html,, / 1br - - (palo alto),1 bedroom- avail 10/4,$2235, / 1br - 780ft² - ,4043648086,,Sep 18 2013,Peninsula,/pen/apa/4043648086.html,, / 1br - 780ft² - - (palo alto),1 bedroom- avail 10/8,$2275, / 1br - 800ft² - ,4043536487,,Sep 18 2013,Peninsula,/pen/apa/4043536487.html,, / 1br - 800ft² - - (palo alto),Spacious JR 1x1 ,$2125, / 1br - 625ft² - ,4047967032,-122.126255,Sep 18 2013,Peninsula,/pen/apa/4047967032.html,37.419736, / 1br - 625ft² - - (belmont),Belmont Hills @ 92 and Ralston,$3000, / 2br - ,4076261404,-122.321703,Sep 18 2013,Peninsula,/pen/apa/4076261404.html,37.507337, / 2br - - (redwood city),House for RENT ,$3200, / 2br - ,4076254739,,Sep 18 2013,Peninsula,/pen/apa/4076254739.html,, / 2br - - (mountain view),Top Floor 2 Bedroom w/ Balcony - $199 Deposit Special - Great Location,$2170, / 2br - ,4076207995,,Sep 18 2013,Peninsula,/pen/apa/4076207995.html,, / 2br - - (pacifica),Only 15 Minutes from Downtown San Francisco,$1855, / 1br - 624ft² - ,4076248943,-122.485858,Sep 18 2013,Peninsula,/pen/apa/4076248943.html,37.633649, / 1br - 624ft² - - (daly city),More Room - Less Rent,$2150, / 2br - 915ft² - ,4076207973,,Sep 18 2013,Peninsula,/pen/apa/4076207973.html,, / 2br - 915ft² - - (palo alto),"Charming Ventura Neighborhood, Close to Stanford & Downtown Shopping ",$2795, / 2br - 1000ft² - ,4076224961,,Sep 18 2013,Peninsula,/pen/apa/4076224961.html,, / 2br - 1000ft² - - (san mateo),The Spot to Live in San Mateo is Here!,$3137, / 2br - 1003ft² - ,4075627786,-122.342481,Sep 18 2013,Peninsula,/pen/apa/4075627786.html,37.566436, / 2br - 1003ft² - - (palo alto),Best Location in Midtown - Love where you live! ,$2960, / 1br - 750ft² - ,4075597710,-122.127424,Sep 18 2013,Peninsula,/pen/apa/4075597710.html,37.432099, / 1br - 750ft² - - (south san francisco),"REMODELED, MODERN and BRIGHT-Come see!",$2300, / 1br - ,4071067322,-122.431083,Sep 18 2013,Peninsula,/pen/apa/4071067322.html,37.659633, / 1br - - (mountain view),Live Rent Free Until 2014 - Pool Views - Pets ok,$2775, / 1br - 566ft² - ,4075446800,-122.112844,Sep 18 2013,Peninsula,/pen/apa/4075446800.html,37.403369, / 1br - 566ft² - - (burlingame),Burlingame Unit for Rent...,$1550, / 1br - ,4063556535,,Sep 18 2013,Peninsula,/pen/apa/4063556535.html,, / 1br - - (san mateo),Charming San Mateo Home for Rent...,$2900, / 2br - ,4063555991,,Sep 18 2013,Peninsula,/pen/apa/4063555991.html,, / 2br - - (san mateo),San Mateo Studio for Rent...,$1100, ,4062904888,,Sep 18 2013,Peninsula,/pen/apa/4062904888.html,, - (san mateo),Charming San Mateo Home for Rent...,$2950, / 2br - ,4062903804,,Sep 18 2013,Peninsula,/pen/apa/4062903804.html,, / 2br - - (san mateo),"San Mateo Hills 2bd/2ba in Great""A"" Area",$2495, / 2br - ,4064855089,-122.326981,Sep 18 2013,Peninsula,/pen/apa/4064855089.html,37.531537, / 2br - - (san mateo),Trendy Studio/Pool/Gazebo Area/Paid PG&E,$1937, / 567ft² - ,4075511910,-122.300388,Sep 18 2013,Peninsula,/pen/apa/4075511910.html,37.535145, / 567ft² - - (san mateo),Dual Master 2 Bedroom on the Top Floor with Awesome Water View,$3796, / 1br - 1606ft² - ,4075589628,,Sep 18 2013,Peninsula,/pen/apa/4075589628.html,, / 1br - 1606ft² - - (foster city),Move in Ready! Waterfront Living! Covered parking!,$2663, / 2br - 960ft² - ,4075335927,-122.256374,Sep 18 2013,Peninsula,/pen/apa/4075335927.html,37.554512, / 2br - 960ft² - - (pacifica),Smell the Ocean Air & Walk to the Beach From Your New Home! ,$1905, / 1br - ,4069806484,-122.464446,Sep 18 2013,Peninsula,/pen/apa/4069806484.html,37.710769, / 1br - - (pacifica),Cozy Near the Ocean & Minutes From SF!,$2285, / 2br - ,4068091668,-122.481600,Sep 18 2013,Peninsula,/pen/apa/4068091668.html,37.619600, / 2br - - (pacifica),Walking distance to the beach from your apartment home. Convenient coa,$1905, / 1br - 650ft² - ,4061046363,-122.491375,Sep 18 2013,Peninsula,/pen/apa/4061046363.html,37.654379, / 1br - 650ft² - - (palo alto),"Studio $1,450 - $1,650, One BR $1,650- $1,800",, ,4075256474,,Sep 18 2013,Peninsula,/pen/apa/4075256474.html,, - (san mateo),There is Only ONE Left... Get it NOW!!!,$3140, / 3br - 1094ft² - ,4075352986,,Sep 18 2013,Peninsula,/pen/apa/4075352986.html,, / 3br - 1094ft² - - (redwood city),Completely Renovated Two Bedroom/One Bath - Pets Welcome!,$2300, / 2br - 900ft² - ,4064161333,-122.234080,Sep 18 2013,Peninsula,/pen/apa/4064161333.html,37.482197, / 2br - 900ft² - - (burlingame),"1 Bedroom, 1 Bath - Duplex",$1800, / 1br - 910ft² - ,4065309945,-122.352270,Sep 18 2013,Peninsula,/pen/apa/4065309945.html,37.584557, / 1br - 910ft² - - (daly city),Beautifully updated in-law suite (video),$1550, / 1br - 500ft² - ,4075227028,-122.484684,Sep 18 2013,Peninsula,/pen/apa/4075227028.html,37.672433, / 1br - 500ft² - - (san mateo),"Private patio or balcony, extra storage and available covered parking",$2238, / 2br - 895ft² - ,4075278997,-122.286827,Sep 18 2013,Peninsula,/pen/apa/4075278997.html,37.532086, / 2br - 895ft² - - (san bruno),Minutes from Sharp Park State Beach! Hiking & Bike Trails,$2572, / 2br - ,4075242497,-122.429000,Sep 18 2013,Peninsula,/pen/apa/4075242497.html,37.624700, / 2br - - (palo alto),1 Bath Quiet near Stanford Pool &Garden (((FREE INTERNET))),$1695, / 1br - ,4074346502,-122.125624,Sep 17 2013,Peninsula,/pen/apa/4074346502.html,37.414389, / 1br - - (foster city),Amazing!!! 1x1 2nd Floor!! Hurry In!!!,$2096, / 1br - 700ft² - ,4074256621,,Sep 17 2013,Peninsula,/pen/apa/4074256621.html,, / 1br - 700ft² - - (redwood city),Perfect For Roommates!,$3615, / 2br - 1109ft² - ,4074333389,,Sep 17 2013,Peninsula,/pen/apa/4074333389.html,, / 2br - 1109ft² - - (san mateo),2 bedrooms are better than 1!,$3320, / 2br - 1066ft² - ,4074324440,-122.342481,Sep 17 2013,Peninsula,/pen/apa/4074324440.html,37.566436, / 2br - 1066ft² - - (san mateo),Great Location! Walk to Laurelwood Shopping Area **SEE PICS**,$2495, / 2br - 1500ft² - ,4074306627,-122.326959,Sep 17 2013,Peninsula,/pen/apa/4074306627.html,37.530084, / 2br - 1500ft² - - (south san francisco),Gorgeous House for Rent in SSF,$3500, / 4br - 1900ft² - ,4074316613,-122.423500,Sep 17 2013,Peninsula,/pen/apa/4074316613.html,37.657400, / 4br - 1900ft² - - (san carlos),Great Schools Panaramic Views Gourmet Kitchen,$4900, / 4br - 2300ft² - ,4069530129,-122.272178,Sep 17 2013,Peninsula,/pen/apa/4069530129.html,37.505737, / 4br - 2300ft² - - (san bruno),WE did it again..Best priced apartment homes on the Peninsula!,$1745, / 1br - 697ft² - ,4062932409,,Sep 17 2013,Peninsula,/pen/apa/4062932409.html,, / 1br - 697ft² - - (palo alto)," Downstairs, beautifully remodeled! Walk to downtown! Avail Oct",$2995, / 1br - ,4074277018,,Sep 17 2013,Peninsula,/pen/apa/4074277018.html,, / 1br - - (palo alto),"Top Floor Apartment near Stanford! Onsite pool, laundry, and parking!",$1795, / 1br - 650ft² - ,4074287398,-122.130783,Sep 17 2013,Peninsula,/pen/apa/4074287398.html,37.419203, / 1br - 650ft² - - (mountain view),Desirable West side of El Camino neighborhood Top Schools & Business,$2245, / 1br - ,4074299026,,Sep 17 2013,Peninsula,/pen/apa/4074299026.html,, / 1br - - (palo alto),UPGRADED 1BR DUPLEX APT! WALK TO DOWNTOWN! PARKING INCLUDED!,$2295, / 1br - 600ft² - ,4074047079,-122.153292,Sep 17 2013,Peninsula,/pen/apa/4074047079.html,37.444898, / 1br - 600ft² - - (foster city),Spectacular Sunsets from our vast Waterfront Patios!,$2274, / 1br - ,4074061308,,Sep 17 2013,Peninsula,/pen/apa/4074061308.html,, / 1br - - (menlo park),Spacious 1x1 Must See Minutes From Stanford Call Now! ,$2996, / 1br - 810ft² - ,4074059174,,Sep 17 2013,Peninsula,/pen/apa/4074059174.html,, / 1br - 810ft² - - (palo alto),7TH FLOOR VIEWS OF DOWNTOWN PALO ALTO! AVAILABLE SEPT 22nd!,$3595, / 1br - 855ft² - ,4074026352,-122.158012,Sep 17 2013,Peninsula,/pen/apa/4074026352.html,37.444591, / 1br - 855ft² - - (foster city),"2 Bed 2 Bath, Resort living, swimming pool, spa,sauna, and club house ",$2995, / 2br - 1350ft² - ,4053242120,-122.279743,Sep 17 2013,Peninsula,/pen/apa/4053242120.html,37.553032, / 2br - 1350ft² - - (los altos),Brand New 2BR/2BA Condo w/ views,$4800, / 2br - ,4074040373,-122.116234,Sep 17 2013,Peninsula,/pen/apa/4074040373.html,37.376023, / 2br - - (redwood city),Nice 2 bedroom top floor unit- JGPM,$1700, / 2br - ,4074040019,,Sep 17 2013,Peninsula,/pen/apa/4074040019.html,, / 2br - - (san mateo),Downtown San Mateo Living!,$2860, / 2br - 1091ft² - ,4073967984,-122.325998,Sep 17 2013,Peninsula,/pen/apa/4073967984.html,37.560763, / 2br - 1091ft² - - (mountain view),Private Patio Quiet and Secure Luxury at Fayette Townhouse Community L,$2340, / 2br - 767ft² - ,4044058226,-122.114588,Sep 17 2013,Peninsula,/pen/apa/4044058226.html,37.404701, / 2br - 767ft² - - (mountain view),Nice Affordable 2 bdr. 1 bath apartment in Great Mountain Location Loc,$2275, / 2br - ,4044045973,-122.067344,Sep 17 2013,Peninsula,/pen/apa/4044045973.html,37.402011, / 2br - - (san mateo),Renovated 2/1 Condo with sizeable storage close to Oracle,$2259, / 2br - 840ft² - ,4074002632,-122.287679,Sep 17 2013,Peninsula,/pen/apa/4074002632.html,37.532536, / 2br - 840ft² - - (mountain view),"Walk to bike trails and parks, easy access to Hwys 85, 101 & 280",$3395, / 3br - ,4073682363,,Sep 17 2013,Peninsula,/pen/apa/4073682363.html,, / 3br - - (daly city),"3bedroom, 3bath house of 1809 square footage area",$2650, / 3br - 1809ft² - ,4073592722,-122.461920,Sep 17 2013,Peninsula,/pen/apa/4073592722.html,37.705770, / 3br - 1809ft² - - (mountain view),1 bedroom apartment available in Mountain View,$2195, / 1br - 835ft² - ,4073648110,,Sep 17 2013,Peninsula,/pen/apa/4073648110.html,, / 1br - 835ft² - - (mountain view),Unique stuidio layout available in November with up to 2 months free! ,$2675, / 547ft² - ,4073535890,-122.112285,Sep 17 2013,Peninsula,/pen/apa/4073535890.html,37.403349, / 547ft² - - (millbrae),"AMENITIES, CLOSE TO SCHOOLS, SPACIOUS - RESERVE NOW!",$2620, / 2br - 900ft² - ,4073591013,,Sep 17 2013,Peninsula,/pen/apa/4073591013.html,, / 2br - 900ft² - - (foster city),Foster City Hidden Gem Awaits You,$2247, / 1br - 780ft² - ,4073615244,-122.279079,Sep 17 2013,Peninsula,/pen/apa/4073615244.html,37.553235, / 1br - 780ft² - - (palo alto),"Near Gunn HS, Stanford & VA Hospital",$2350, / 1br - ,4073627656,,Sep 17 2013,Peninsula,/pen/apa/4073627656.html,, / 1br - - (redwood shores),Better Living - Better Life at Pescadero!,$2995, / 2br - 1112ft² - ,4073568295,-122.233621,Sep 17 2013,Peninsula,/pen/apa/4073568295.html,37.537754, / 2br - 1112ft² - - (redwood city),House w/ Pool & Rec Room/Pool House on Large Lot,$4950, / 3br - 1600ft² - ,4073635558,-122.220626,Sep 17 2013,Peninsula,/pen/apa/4073635558.html,37.449855, / 3br - 1600ft² - - (foster city),Your own personal washer and dryer inside your home.,$2760, / 2br - 1026ft² - ,4073651706,-122.275965,Sep 17 2013,Peninsula,/pen/apa/4073651706.html,37.534760, / 2br - 1026ft² - - (san mateo),"What a sight! Available now, gone soon! ",$2790, / 1br - 700ft² - ,4073650982,-122.325998,Sep 17 2013,Peninsula,/pen/apa/4073650982.html,37.560763, / 1br - 700ft² - - (mountain view),"2 bedroom, 1.5 bathroom townhouse apartment",$2295, / 2br - ,4049411571,-122.065172,Sep 17 2013,Peninsula,/pen/apa/4049411571.html,37.398440, / 2br - - (san bruno),DID YOU SAY FREE RENT? ONE MONTH FREE AT PACIFIC BAY VISTAS!,$2236, / 1br - 622ft² - ,4033618866,-122.429000,Sep 17 2013,Peninsula,/pen/apa/4033618866.html,37.624700, / 1br - 622ft² - - (san bruno),"LARGE BRAND NEW LUXURY ONE BEDROOM (W/D INCL), MOVE IN SEPTEMBER!",$2139, / 1br - 622ft² - ,4060589470,-122.429000,Sep 17 2013,Peninsula,/pen/apa/4060589470.html,37.624700, / 1br - 622ft² - - (san bruno),1 MONTH FREE RENT ON SPACIOUS ONE BED/ONE BATH @ PACIFIC BAY VISTAS! ,$2239, / 1br - 622ft² - ,4062834037,-122.429000,Sep 17 2013,Peninsula,/pen/apa/4062834037.html,37.624700, / 1br - 622ft² - - (foster city),"Picturesque Waterfront, Spacious 1 Bedroom Apartment!",$2108, / 1br - ,4073258083,,Sep 17 2013,Peninsula,/pen/apa/4073258083.html,, / 1br - - (redwood city),2 bed - Fully Remodeled w/patio - Open 11am sat 9/14 - Redwood City,$1900, / 2br - 850ft² - ,4068395274,-122.207090,Sep 17 2013,Peninsula,/pen/apa/4068395274.html,37.477380, / 2br - 850ft² - - (redwood city),"Large, private patios or balconies and walk-in closets",$2736, / 2br - 920ft² - ,4073192737,-122.214745,Sep 17 2013,Peninsula,/pen/apa/4073192737.html,37.469431, / 2br - 920ft² - - (redwood city),Westside Duplex,$2300, / 2br - 978ft² - ,4073256957,-122.235277,Sep 17 2013,Peninsula,/pen/apa/4073256957.html,37.472837, / 2br - 978ft² - - (foster city),"2 bed 1.5 ba coming soon, washer and dryer",$2748, / 2br - 976ft² - ,4073248737,-122.265678,Sep 17 2013,Peninsula,/pen/apa/4073248737.html,37.569135, / 2br - 976ft² - - (Hillsborough),"CALL FOR PRIVATE TOURS, Lease to Own Villa in Hillsborough",$11800, / 5br - ,4056824927,,Sep 17 2013,Peninsula,/pen/apa/4056824927.html,, / 5br - - (menlo park),Sophisticated Contemporary - Off The Alameda,$6500, / 3br - ,4048828016,-122.209990,Sep 17 2013,Peninsula,/pen/apa/4048828016.html,37.436309, / 3br - - (mountain view),"Available Mid Oct! Great location, nicely updated! Comes w/ GARAGE",$2295, / 2br - ,4076477280,,Sep 18 2013,Peninsula,/pen/apa/4076477280.html,, / 2br - - (east palo alto),"Pet Friendly, Ready In October!",$2612, / 3br - 1339ft² - ,4076471695,-122.136774,Sep 18 2013,Peninsula,/pen/apa/4076471695.html,37.454438, / 3br - 1339ft² - - (redwood city),2br. - 950sq.ft. - Prime Location Westside Redwood City,$2000, / 2br - 950ft² - ,4076454150,,Sep 18 2013,Peninsula,/pen/apa/4076454150.html,, / 2br - 950ft² - - (san carlos),"AVAILABLE Oct 10th! Cute & Cozy ""Sleeping Room"", in a Amazing location",$995, ,4076469534,,Sep 18 2013,Peninsula,/pen/apa/4076469534.html,, - (foster city),4 bedroom large home on water,$4250, / 4br - 2450ft² - ,4059880896,,Sep 18 2013,Peninsula,/pen/apa/4059880896.html,, / 4br - 2450ft² - - (san mateo),Huge 3x2 Close to Cal Train & Hillsdale Shopping Center,$2885, / 3br - 1564ft² - ,4076238707,,Sep 18 2013,Peninsula,/pen/apa/4076238707.html,, / 3br - 1564ft² - - (mountain view),Extra storage. Oversized closets. Granite in kitchen and bath.,$2995, / 2br - ,4076202423,,Sep 18 2013,Peninsula,/pen/apa/4076202423.html,, / 2br - - (pacifica),1 bedroom Upstairs Apt on a Ranch,$1500, / 1br - ,4056664144,-122.481600,Sep 18 2013,Peninsula,/pen/apa/4056664144.html,37.619600, / 1br - - (san mateo),"Beauitful 1 BR ,newly remodeled kitchen & batroom",$2150, / 1br - 640ft² - ,4076199737,-122.270000,Sep 18 2013,Peninsula,/pen/apa/4076199737.html,37.553800, / 1br - 640ft² - - (menlo park),"Charming Ventura Neighborhood, Close to Stanford & Downtown Shopping ",$2795, / 2br - 1000ft² - ,4076227699,,Sep 18 2013,Peninsula,/pen/apa/4076227699.html,, / 2br - 1000ft² - - (foster city),Stay Active at Foster's Landing in Foster City ,$2228, / 1br - 725ft² - ,4076223134,-122.264334,Sep 18 2013,Peninsula,/pen/apa/4076223134.html,37.554738, / 1br - 725ft² - - (mountain view),A deal this good doesn't come around every day,$2745, / 2br - ,4076131511,,Sep 18 2013,Peninsula,/pen/apa/4076131511.html,, / 2br - - (san mateo),Big Dogs Welcome at Chesapeake Point,$3392, / 3br - 1094ft² - ,4076218093,,Sep 18 2013,Peninsula,/pen/apa/4076218093.html,, / 3br - 1094ft² - - (san bruno),Spacious 2 Bedroom available in San Bruno!!!,$2145, / 2br - 950ft² - ,4076201855,,Sep 18 2013,Peninsula,/pen/apa/4076201855.html,, / 2br - 950ft² - - (mountain view),Brand New Community - Final Building release November 1st *Pets ok*,$2850, / 1br - 693ft² - ,4076082860,-122.112844,Sep 18 2013,Peninsula,/pen/apa/4076082860.html,37.403369, / 1br - 693ft² - - (foster city),Spacious Floorplans with Lagoon Views,$3283, / 2br - ,4076215165,-122.269760,Sep 18 2013,Peninsula,/pen/apa/4076215165.html,37.556615, / 2br - - (san bruno),Lifestyles for the Here AND Now! Discover the Vistas,$1983, / 1br - ,4075560722,-122.429000,Sep 18 2013,Peninsula,/pen/apa/4075560722.html,37.624700, / 1br - - (redwood city),"***Brand new, luxury downtown living w/ office, walk 2 downtown**",$2645, / 2br - 1200ft² - ,4052574468,-122.223662,Sep 18 2013,Peninsula,/pen/apa/4052574468.html,37.483423, / 2br - 1200ft² - - (san mateo),Vintage style Town Home Ready 9/20/13 w/ Private Patio & PG&E included,$2868, / 2br - 1267ft² - ,4075584933,,Sep 18 2013,Peninsula,/pen/apa/4075584933.html,, / 2br - 1267ft² - - (palo alto),2bath- Special- New Carpet Near Midtown Shopping,$2825, / 3br - ,4075583367,-122.127974,Sep 18 2013,Peninsula,/pen/apa/4075583367.html,37.433239, / 3br - - (foster city),Discover the Unmistakable Style & Flair of Marlin Cove,$3095, / 2br - 1094ft² - ,4075537910,-122.256834,Sep 18 2013,Peninsula,/pen/apa/4075537910.html,37.552768, / 2br - 1094ft² - - (san mateo),Check out this stunning 2x1 in an awesome location,$2167, / 2br - 860ft² - ,4075563584,,Sep 18 2013,Peninsula,/pen/apa/4075563584.html,, / 2br - 860ft² - - (san mateo),Walking distance from Hillsdale Mall & Caltrain! ,$2387, / 2br - 941ft² - ,4075561308,-122.300388,Sep 18 2013,Peninsula,/pen/apa/4075561308.html,37.535145, / 2br - 941ft² - - (redwood city),EMERALD HILLS-REDWOOD CITY WITH PANORAMA VIEW!,$1825, / 1br - 600ft² - ,4075575594,-122.251477,Sep 18 2013,Peninsula,/pen/apa/4075575594.html,37.472837, / 1br - 600ft² - - (mountain view),Two Bedroom One Bath In Great Location! Available For September Move! ,$2699, / 2br - 915ft² - ,4050913905,,Sep 18 2013,Peninsula,/pen/apa/4050913905.html,, / 2br - 915ft² - - (san mateo),Studio -West Side - Includes all utilities,$1200, ,4075572754,-122.326548,Sep 18 2013,Peninsula,/pen/apa/4075572754.html,37.561324, - (mountain view),"Location, Location, Location!",$2873, / 2br - 1060ft² - ,4075571742,-122.101303,Sep 18 2013,Peninsula,/pen/apa/4075571742.html,37.396907, / 2br - 1060ft² - - (palo alto),2 Bath Plus Bonus Room Downtown,$4250, / 2br - ,4060672636,-122.163175,Sep 18 2013,Peninsula,/pen/apa/4060672636.html,37.450638, / 2br - - (mountain view),"Beautiful 2/2 condo, granite/hardwood, in-unit laundry - OPEN SUNDAY",$2950, / 2br - 1150ft² - ,4070345486,-122.094433,Sep 18 2013,Peninsula,/pen/apa/4070345486.html,37.413229, / 2br - 1150ft² - - (atherton),West Atherton Home ,$10500, / 5br - ,4075146261,,Sep 18 2013,Peninsula,/pen/apa/4075146261.html,, / 5br - - (redwood city),1 Bed 1 Bath Available Oct Redwood City ,$1995, / 1br - ,4075142763,-122.214491,Sep 18 2013,Peninsula,/pen/apa/4075142763.html,37.469299, / 1br - - (south san francisco),"TRI-LEVEL TOWNHOUSE (1 minute walk to SSF BART, Trader Joe's, Costco) ",$3300, / 3br - 1500ft² - ,4061999808,,Sep 18 2013,Peninsula,/pen/apa/4061999808.html,, / 3br - 1500ft² - - (redwood city),Ideal Corporate Housing. Furnished resort-type house with pool/hottub ,$8000, / 4br - 3000ft² - ,4034829995,-122.264478,Sep 18 2013,Peninsula,/pen/apa/4034829995.html,37.462938, / 4br - 3000ft² - - (atherton),Brand NEW 11000sf grand estate In West Atherton,$35000, / 7br - 11685ft² - ,4034877761,-122.220876,Sep 18 2013,Peninsula,/pen/apa/4034877761.html,37.441838, / 7br - 11685ft² - - (half moon bay),4br -- 2 Bath Single Family Home in HMB,$3100, / 4br - 1580ft² - ,4070256037,,Sep 18 2013,Peninsula,/pen/apa/4070256037.html,, / 4br - 1580ft² - - (san carlos),"Bedroom, plus office, W/D hardwood floors",$2255, / 1br - 830ft² - ,4070208592,-122.260520,Sep 18 2013,Peninsula,/pen/apa/4070208592.html,37.507160, / 1br - 830ft² - - (redwood city),busco quien rente studio o garage,, ,4075038164,,Sep 18 2013,Peninsula,/pen/apa/4075038164.html,, - (mountain view), Charming Studio In Excellent Location!!,$1545, ,4075022910,-122.077500,Sep 18 2013,Peninsula,/pen/apa/4075022910.html,37.405600, - (south san francisco),Only the best: Convenient Location; Location; Luxury Living; Spacious ,$1749, / 1br - ,4074278476,,Sep 17 2013,Peninsula,/pen/apa/4074278476.html,, / 1br - - (daly city),Split Level Home-2Car Gar-Nu Bath/Paint-near Westlake Mall-BART/280,$2450, / 2br - ,4074289040,-122.490984,Sep 17 2013,Peninsula,/pen/apa/4074289040.html,37.693973, / 2br - - (south san francisco),"Lush Garden View, Huge 1 BR, Private Patio in Award-Wining Community",$1759, / 1br - ,4074262329,,Sep 17 2013,Peninsula,/pen/apa/4074262329.html,, / 1br - - (mountain view),Now This Is Living! Spacious Two Bedroom Just Minutes to Downtown!,$2447, / 2br - 900ft² - ,4074245527,-122.074756,Sep 17 2013,Peninsula,/pen/apa/4074245527.html,37.402029, / 2br - 900ft² - - (palo alto),Nicely updated house in Midtown on a quiet street,$6500, / 4br - 2172ft² - ,4074285757,-122.250000,Sep 17 2013,Peninsula,/pen/apa/4074285757.html,37.500000, / 4br - 2172ft² - - (palo alto),Spacious Top Floor Apt only 3 Blocks to University! Parking Included!,$2895, / 2br - 1100ft² - ,4074244922,-122.165759,Sep 17 2013,Peninsula,/pen/apa/4074244922.html,37.447317, / 2br - 1100ft² - - (mountain view), Adorable Studio! Available Sept 25th!,$1550, ,4074274411,,Sep 17 2013,Peninsula,/pen/apa/4074274411.html,, - (mountain view),Darling Studio Near Trails and Shopping! Overlooking cute park!,$1375, ,4074272154,,Sep 17 2013,Peninsula,/pen/apa/4074272154.html,, - (east palo alto),House For Rent $2550/month,$2550, / 3br - 1200ft² - ,4043738869,,Sep 17 2013,Peninsula,/pen/apa/4043738869.html,, / 3br - 1200ft² - - (palo alto),Darling 1 bedroom unit! Near California St and Stanford. Available Oct,$1850, / 1br - ,4074266829,,Sep 17 2013,Peninsula,/pen/apa/4074266829.html,, / 1br - - (mountain view), Great Location & Schools! Small building: Spacious kitchen & living ,$1695, / 1br - ,4074264633,,Sep 17 2013,Peninsula,/pen/apa/4074264633.html,, / 1br - - (half moon bay),fully furnished contemporary beach studio near the ocean ,$1800, / 400ft² - ,4073912917,-122.462025,Sep 17 2013,Peninsula,/pen/apa/4073912917.html,37.495393, / 400ft² - - (brisbane),AzariPM; Beautiful 3bdr/2bath Condo in Mission Blue ,$2999, / 3br - 1520ft² - ,4073973348,,Sep 17 2013,Peninsula,/pen/apa/4073973348.html,, / 3br - 1520ft² - - (pacifica),Beautiful 950 sq ft 2 bed 2 bath!,$2200, / 2br - 950ft² - ,4073970888,,Sep 17 2013,Peninsula,/pen/apa/4073970888.html,, / 2br - 950ft² - - (daly city),"FANTASTIC VIEWS, SERENE, SEMI-PRIVATE",$3800, / 4br - 2400ft² - ,4073967179,-122.420981,Sep 17 2013,Peninsula,/pen/apa/4073967179.html,37.653605, / 4br - 2400ft² - - (mountain view),Convenience. Grocery Store One Block Away and Google Shuttle Bus Stop,$3395, / 3br - ,4073931151,,Sep 17 2013,Peninsula,/pen/apa/4073931151.html,, / 3br - - (mountain view),"$300 Off move in Cost, Visit Today!!",$2167, / 1br - 800ft² - ,4073985626,,Sep 17 2013,Peninsula,/pen/apa/4073985626.html,, / 1br - 800ft² - - (burlingame),Great studio that feels like a one bedroom! Newly remodeled!!!,$1915, / 546ft² - ,4073945123,-122.359378,Sep 17 2013,Peninsula,/pen/apa/4073945123.html,37.586470, / 546ft² - - (daly city),"FANTASTIC VIEWS, SERENE, SEMI-PRIVATE",$3800, / 4br - 2400ft² - ,4066250097,-122.420981,Sep 17 2013,Peninsula,/pen/apa/4066250097.html,37.653605, / 4br - 2400ft² - - (mountain view),Come home to The Shadows Apartments,$2995, / 2br - ,4073976197,,Sep 17 2013,Peninsula,/pen/apa/4073976197.html,, / 2br - - (redwood city),Stop Looking!! Make your home today at Avenue Two !!,$1809, / 1br - 724ft² - ,4073974948,-122.200413,Sep 17 2013,Peninsula,/pen/apa/4073974948.html,37.484956, / 1br - 724ft² - - (mountain view),CLOSE TO DOWNTOWN MOUNTAIN VIEW AND HANS AVENUE.,$1725, / 1br - 650ft² - ,4065475536,-122.080713,Sep 17 2013,Peninsula,/pen/apa/4065475536.html,37.379525, / 1br - 650ft² - - (burlingame),1014 SqFt Large two bedroom with additional den!,$3205, / 2br - 1014ft² - ,4073605840,-122.359378,Sep 17 2013,Peninsula,/pen/apa/4073605840.html,37.586470, / 2br - 1014ft² - - (mountain view),2 bedroom 1 bath apartment in Mountain View 1 month free ,$2795, / 2br - 1035ft² - ,4073649678,,Sep 17 2013,Peninsula,/pen/apa/4073649678.html,, / 2br - 1035ft² - - (menlo park),Great location,$3950, / 3br - 2320ft² - ,4073647804,,Sep 17 2013,Peninsula,/pen/apa/4073647804.html,, / 3br - 2320ft² - - (mountain view),Beautiful 3 Bedrooms 2.5 Bathrooms near Mountain View Downtown,$3100, / 3br - 1287ft² - ,4068405901,-122.063191,Sep 17 2013,Peninsula,/pen/apa/4068405901.html,37.397352, / 3br - 1287ft² - - (san carlos),FOR LEASE: 1448 ARROYO AVE.,$4300, / 3br - 1400ft² - ,4073606676,,Sep 17 2013,Peninsula,/pen/apa/4073606676.html,, / 3br - 1400ft² - - (mountain view),Convenient 15 min to Stanford Shopping Center and Stanford Hospita,$2595, / 2br - ,4073593033,,Sep 17 2013,Peninsula,/pen/apa/4073593033.html,, / 2br - - (san carlos),2br-1ba Renovated View Apartment in the hills,$2150, / 2br - ,4073600217,-122.275446,Sep 17 2013,Peninsula,/pen/apa/4073600217.html,37.493120, / 2br - - (san bruno),QUALIFIED GOOD TENANTS,$3200, / 1900ft² - ,4041556144,,Sep 17 2013,Peninsula,/pen/apa/4041556144.html,, / 1900ft² - - (palo alto),"Luxury Apt near Cal Ave! Private Balcony, onsite laundry & pool!",$2295, / 1br - 720ft² - ,4064863093,-122.143142,Sep 17 2013,Peninsula,/pen/apa/4064863093.html,37.425423, / 1br - 720ft² - - (south san francisco),"Open Floor Plan, Perfect for Entertaining and moments from SF",$1749, / 1br - ,4073567879,-122.436173,Sep 17 2013,Peninsula,/pen/apa/4073567879.html,37.653130, / 1br - - (foster city),Fully Renovated 1 BR 1 BA With Washer/Dryer Included,$2761, / 1br - 850ft² - ,4073613372,-122.268112,Sep 17 2013,Peninsula,/pen/apa/4073613372.html,37.566623, / 1br - 850ft² - - (san bruno),APT FOR RENT - Mori Point Model,$2193, / 1br - 611ft² - ,4073182474,-122.429000,Sep 17 2013,Peninsula,/pen/apa/4073182474.html,37.624700, / 1br - 611ft² - - (belmont),"Top Floor End Unit, Big Rooms, Bay View, Balcony & NO ADDED CHARGES!",$1795, / 1br - 700ft² - ,4073192423,,Sep 17 2013,Peninsula,/pen/apa/4073192423.html,, / 1br - 700ft² - - (san mateo),1930's high end charm with modern amenities- 2br x 1ba ,$2950, / 2br - 1187ft² - ,4073094512,-122.328997,Sep 17 2013,Peninsula,/pen/apa/4073094512.html,37.560720, / 2br - 1187ft² - - (redwood city),Open House at 4:30 Sharp Tuesday!,$1495, ,4073227042,-122.239767,Sep 17 2013,Peninsula,/pen/apa/4073227042.html,37.487318, - (san bruno),APT FOR RENT - Crystal Springs Model,$2143, / 1br - 522ft² - ,4073184534,-122.429000,Sep 17 2013,Peninsula,/pen/apa/4073184534.html,37.624700, / 1br - 522ft² - - (san bruno),5 minutes from dog-friendly Milagra Ridge County Park,$2129, / 1br - ,4073224978,-122.429000,Sep 17 2013,Peninsula,/pen/apa/4073224978.html,37.624700, / 1br - - (foster city),Birds of a feather flock together! Amazing community here awaits you.,$2625, / 2br - 986ft² - ,4073224074,-122.275944,Sep 17 2013,Peninsula,/pen/apa/4073224074.html,37.534828, / 2br - 986ft² - - (san bruno),APT FOR RENT - Sweeny Ridge Model,$2694, / 2br - 838ft² - ,4073180299,-122.429000,Sep 17 2013,Peninsula,/pen/apa/4073180299.html,37.624700, / 2br - 838ft² - - (san mateo),State-of-the-art fitness center for your stress and good health,$2552, / 2br - 1000ft² - ,4073221134,-122.286827,Sep 17 2013,Peninsula,/pen/apa/4073221134.html,37.532086, / 2br - 1000ft² - - (menlo park),Luxury Sharon Heights Condo near Stanford,$2950, / 2br - ,4073221101,-122.199219,Sep 17 2013,Peninsula,/pen/apa/4073221101.html,37.423562, / 2br - - (belmont),Renovated unit available ASAP$2150,$2150, / 2br - 950ft² - ,4073219949,-122.299679,Sep 17 2013,Peninsula,/pen/apa/4073219949.html,37.509837, / 2br - 950ft² - - (daly city),Great price Great apartment,$2505, / 1br - 898ft² - ,4075736312,,Sep 18 2013,Peninsula,/pen/apa/4075736312.html,, / 1br - 898ft² - - (foster city),Impressive Luxury Community On The Water!,$2283, / 1br - ,4076201559,-122.269760,Sep 18 2013,Peninsula,/pen/apa/4076201559.html,37.556615, / 1br - - (san carlos),House with view in San Carlos $5500,$5500, / 4br - 3170ft² - ,4076208774,-122.272678,Sep 18 2013,Peninsula,/pen/apa/4076208774.html,37.489737, / 4br - 3170ft² - - (san carlos),Tranquil Two Bedroom One Bath Apartment,$1950, / 2br - 835ft² - ,4076207527,,Sep 18 2013,Peninsula,/pen/apa/4076207527.html,, / 2br - 835ft² - - (foster city),ONE CAR ATTACHED GARAGE IN A ONE BEDROOM!,$2395, / 1br - 743ft² - ,4076198787,-122.262726,Sep 18 2013,Peninsula,/pen/apa/4076198787.html,37.535645, / 1br - 743ft² - - (pacifica),State-of-the-art fitness center/ Stainless steel appliances,$3255, / 2br - 1500ft² - ,4076150529,-122.492129,Sep 18 2013,Peninsula,/pen/apa/4076150529.html,37.651397, / 2br - 1500ft² - - (atherton),Lovely Lindenwood home on peaceful cul-de-sac in Atherton,$13000, / 4br - 3000ft² - ,4076184435,,Sep 18 2013,Peninsula,/pen/apa/4076184435.html,, / 4br - 3000ft² - - (mountain view),"Convenient Location, Dogspot, Library and Tech Center, WD",$4200, / 2br - 1054ft² - ,4076183556,-122.112230,Sep 18 2013,Peninsula,/pen/apa/4076183556.html,37.403440, / 2br - 1054ft² - - (san mateo),Huge Apartment and Large Patio! Come View TODAY!!,$3985, / 3br - 1490ft² - ,4076133645,-122.325998,Sep 18 2013,Peninsula,/pen/apa/4076133645.html,37.560763, / 3br - 1490ft² - - (burlingame),West side Burlingame Triplex unit,$3500, / 3br - 1720ft² - ,4076173904,-122.372282,Sep 18 2013,Peninsula,/pen/apa/4076173904.html,37.587635, / 3br - 1720ft² - - (foster city),Dont Miss Out On Foster Citys Hidden Paradise. ,$2247, / 1br - 780ft² - ,4076111827,-122.275815,Sep 18 2013,Peninsula,/pen/apa/4076111827.html,37.554699, / 1br - 780ft² - - (san mateo),Fully Served Corporate Suite!!!!,, 2br - ,4076001113,,Sep 18 2013,Peninsula,/pen/apa/4076001113.html,, 2br - - (mountain view),Gorgeous Studio Available TODAY! Come See It Before It's Gone!,$2099, / 600ft² - ,4052715015,,Sep 18 2013,Peninsula,/pen/apa/4052715015.html,, / 600ft² - - (mountain view),Available for Immediate Move in! Come Tour TODAY!,$2499, / 1br - 785ft² - ,4052711817,-122.092931,Sep 18 2013,Peninsula,/pen/apa/4052711817.html,37.398794, / 1br - 785ft² - - (san mateo),Perfect One Bedroom For The Summer!Great Location,$1971, / 1br - 652ft² - ,4075532759,-122.300388,Sep 18 2013,Peninsula,/pen/apa/4075532759.html,37.535145, / 1br - 652ft² - - (mountain view),Minutes Away From Downtown Mtn. View,$1645, / 1br - 600ft² - ,4075568127,-122.074779,Sep 18 2013,Peninsula,/pen/apa/4075568127.html,37.396770, / 1br - 600ft² - - (san mateo),BRIDGEPOINTE APARTMENTS - An Urban Paradise in San Mateo ,$3023, / 2br - ,4075566985,-122.285651,Sep 18 2013,Peninsula,/pen/apa/4075566985.html,37.558650, / 2br - - (foster city),Renovated apartment home sits on the water & has a great view,$2761, / 1br - 850ft² - ,4075563879,-122.268133,Sep 18 2013,Peninsula,/pen/apa/4075563879.html,37.566589, / 1br - 850ft² - - (mountain view),"Madera, brand new in downtown Mountain View, what else do you need?",$5364, / 2br - 1135ft² - ,4075561111,-122.074941,Sep 18 2013,Peninsula,/pen/apa/4075561111.html,37.393133, / 2br - 1135ft² - - (palo alto),Barron Park 1BR APT with Hardwood Flrs and private storage closet!,$1795, / 1br - 530ft² - ,4075538600,-122.135224,Sep 18 2013,Peninsula,/pen/apa/4075538600.html,37.417720, / 1br - 530ft² - - (palo alto),Don't Miss- downtown palo alto : Outstanding 3bed 2bath dowstairs apt.,$4900, / 3br - 1200ft² - ,4065280151,-122.155675,Sep 18 2013,Peninsula,/pen/apa/4065280151.html,37.447838, / 3br - 1200ft² - - (mountain view),"Two Bedroom, Move In 9/21/13",$1895, / 2br - 900ft² - ,4075549339,-122.074779,Sep 18 2013,Peninsula,/pen/apa/4075549339.html,37.396770, / 2br - 900ft² - - (menlo park),Condo For Rent In Sharon Heights,$3500, / 2br - 1200ft² - ,4075027957,-122.198459,Sep 18 2013,Peninsula,/pen/apa/4075027957.html,37.426069, / 2br - 1200ft² - - (mountain view),GREAT DEAL..Beautiful Apartment Home!!!,$1795, / 1br - ,4075018269,-122.250000,Sep 18 2013,Peninsula,/pen/apa/4075018269.html,37.500000, / 1br - - (los altos),NEW TOWN HOME JUST FINISHED BUILDING,$5600, / 3br - 2200ft² - ,4074977904,-122.116470,Sep 18 2013,Peninsula,/pen/apa/4074977904.html,37.399295, / 3br - 2200ft² - - (redwood city),"2x2 w/Beautiful Water Views, Top Floor, Fireplace, Great Closet Space!",$3220, / 2br - 1109ft² - ,4074974715,-122.220068,Sep 18 2013,Peninsula,/pen/apa/4074974715.html,37.498831, / 2br - 1109ft² - - (daly city),Daly City St. Francis Heights,$2795, / 4br - ,4074860452,-122.478000,Sep 18 2013,Peninsula,/pen/apa/4074860452.html,37.678700, / 4br - - (foster city),"2 bd 2 1/2 bath, 2 car garage townhouse",$3200, / 2br - 1410ft² - ,4074773149,-122.274726,Sep 18 2013,Peninsula,/pen/apa/4074773149.html,37.558791, / 2br - 1410ft² - - (mountain view),"Nice,quiet area!",$1500, / 1br - 550ft² - ,4074762212,-122.088474,Sep 17 2013,Peninsula,/pen/apa/4074762212.html,37.396526, / 1br - 550ft² - - (mountain view),apartment 客厅出租 现在到11/20/2013,$800, ,4074751807,-122.077473,Sep 17 2013,Peninsula,/pen/apa/4074751807.html,37.390040, - (foster city),Low Rent for Sub-lease Harbor Cove Apartment,$1732, / 1br - 625ft² - ,4074739847,-122.273819,Sep 17 2013,Peninsula,/pen/apa/4074739847.html,37.551833, / 1br - 625ft² - - (pacifica),"PET FRIENDLY, Beach around the Corner, Private Patio, Washer/Dryer",$2800, / 1br - 700ft² - ,4074715262,-122.493885,Sep 17 2013,Peninsula,/pen/apa/4074715262.html,37.635035, / 1br - 700ft² - - (woodside),Home in Woodside 5 bedroom 3 bath,$8000, / 5br - 3000ft² - ,4074727409,-122.260001,Sep 17 2013,Peninsula,/pen/apa/4074727409.html,37.436200, / 5br - 3000ft² - - (daly city),Ready to Call HOME,$2049, / 1br - 649ft² - ,4074222934,-122.250000,Sep 17 2013,Peninsula,/pen/apa/4074222934.html,37.500000, / 1br - 649ft² - - (daly city),Newly Remodeled 3bd/2ba Aparment,$2500, / 3br - 1100ft² - ,4074261638,-122.471983,Sep 17 2013,Peninsula,/pen/apa/4074261638.html,37.692233, / 3br - 1100ft² - - (foster city),Fully Renovated 1 BR 1 BA With Washer/Dryer Included,$2761, / 1br - 850ft² - ,4061587809,-122.268400,Sep 17 2013,Peninsula,/pen/apa/4061587809.html,37.565287, / 1br - 850ft² - - (daly city),"No Car, No Problem - Walk to BART from this Spacious 2 BR!",$2890, / 2br - 1066ft² - ,4074259429,-122.463383,Sep 17 2013,Peninsula,/pen/apa/4074259429.html,37.682733, / 2br - 1066ft² - - (belmont),3 Wee2 BR. Fully furnished available last week of October- Mid Nov,$1900, / 2br - 1200ft² - ,4074258144,-122.292700,Sep 17 2013,Peninsula,/pen/apa/4074258144.html,37.517400, / 2br - 1200ft² - - (pacifica),Enjoy the Coast from the Comfort of Your Spacious Home,$2104, / 1br - ,4074209551,-122.492334,Sep 17 2013,Peninsula,/pen/apa/4074209551.html,37.636335, / 1br - - (woodside),Cottage in the Redwoods,$2000, / 2br - 1350ft² - ,4074254347,,Sep 17 2013,Peninsula,/pen/apa/4074254347.html,, / 2br - 1350ft² - - (east palo alto),Make Woodland Park Your New Home!,$1595, / 1br - 664ft² - ,4074220193,-122.136774,Sep 17 2013,Peninsula,/pen/apa/4074220193.html,37.454438, / 1br - 664ft² - - (pacifica),"Gorgeous Luxury Community, Convenient Commute",$2104, / 1br - ,4074204491,-122.492334,Sep 17 2013,Peninsula,/pen/apa/4074204491.html,37.636335, / 1br - - (redwood city),2 bedroom unit in a light and bright triplex,$2000, / 2br - 875ft² - ,4074249563,-122.227935,Sep 17 2013,Peninsula,/pen/apa/4074249563.html,37.468590, / 2br - 875ft² - - (mountain view),2BA LG Great Nbrhood/Granite Ctrs/Streams/Pools/Spa/Fitness/FREE WiFi,$2795, / 2br - 940ft² - ,4074178684,,Sep 17 2013,Peninsula,/pen/apa/4074178684.html,, / 2br - 940ft² - - (san carlos),"in Peninsula hills, quiet upscale neighborhood. Not an apartment/condo",$2500, / 1br - 1000ft² - ,4073934358,,Sep 17 2013,Peninsula,/pen/apa/4073934358.html,, / 1br - 1000ft² - - (san mateo),1 bedroom top floor apartment ready late September,$2207, / 1br - 680ft² - ,4073950424,-122.285185,Sep 17 2013,Peninsula,/pen/apa/4073950424.html,37.544254, / 1br - 680ft² - - (foster city),BIG DOG? We have a BIG Patio!,$2400, / 1br - ,4073948591,-122.262704,Sep 17 2013,Peninsula,/pen/apa/4073948591.html,37.535696, / 1br - - (redwood city),Large 2B Dual Master in Beautiful Luxury Community-Fully Equipped,$3390, / 2br - 1154ft² - ,4073943216,,Sep 17 2013,Peninsula,/pen/apa/4073943216.html,, / 2br - 1154ft² - - (san bruno),Home Sweet Home!,$2195, / 2br - 950ft² - ,4065446448,-122.462848,Sep 17 2013,Peninsula,/pen/apa/4065446448.html,37.636965, / 2br - 950ft² - - (redwood city),Inlaw unit / cottage / Mount Carmel neighborhood,$2100, / 1br - 685ft² - ,4073923905,-122.248701,Sep 17 2013,Peninsula,/pen/apa/4073923905.html,37.478025, / 1br - 685ft² - - (east palo alto),Top Floor Studio Ready For YOU!,$1288, / 421ft² - ,4073907029,-122.136774,Sep 17 2013,Peninsula,/pen/apa/4073907029.html,37.454438, / 421ft² - - (mountain view),"Close to Google, Stanford & NasaAmes",$1748, / 1br - ,4073848062,,Sep 17 2013,Peninsula,/pen/apa/4073848062.html,, / 1br - - (san carlos),Brand new One Bedroom Apt / Inlaw unit,$1850, / 1br - 780ft² - ,4073899322,-122.284162,Sep 17 2013,Peninsula,/pen/apa/4073899322.html,37.506390, / 1br - 780ft² - - (south san francisco),Furnished 3BR/2BA Condo for Rent on Gellert Blvd,$3200, / 3br - ,4051167724,-122.453849,Sep 17 2013,Peninsula,/pen/apa/4051167724.html,37.643444, / 3br - - (mountain view),LargeApt/Great Nbrhd/Granite Ctrs/Streams/Pools/Spa/Fitness/FREE WiFi,$3395, / 3br - 1305ft² - ,4073734966,,Sep 17 2013,Peninsula,/pen/apa/4073734966.html,, / 3br - 1305ft² - - (redwood city),NOW SHOWING! Bright and airy updated townhouse in great westside area!,$3500, / 3br - 1800ft² - ,4066972562,-122.224694,Sep 17 2013,Peninsula,/pen/apa/4066972562.html,37.462237, / 3br - 1800ft² - - (half moon bay),Beautiful Downtown Cottage 2/1 ,$2400, / 2br - ,4073606510,-122.431726,Sep 17 2013,Peninsula,/pen/apa/4073606510.html,37.459530, / 2br - -" (San Mateo, ca)",FURNISHED STUDIO - FREE UTILITIES,$2280, / 1br - 350ft² - ,4063393401,-122.281372,Sep 17 2013,Peninsula,/pen/apa/4063393401.html,37.555941, / 1br - 350ft² - - (los altos),Charming condo in nice quiet complex in Los Altos.,$2950, / 2br - 960ft² - ,4073558813,,Sep 17 2013,Peninsula,/pen/apa/4073558813.html,, / 2br - 960ft² - - (foster city),Get your Vitamin D with All This Natural Sunlight!,$2380, / 1br - 712ft² - ,4073550603,-122.262747,Sep 17 2013,Peninsula,/pen/apa/4073550603.html,37.535713, / 1br - 712ft² - - (redwood shores),Get @@$3500 @@Cash back! $2445 /1 BR (One year term ),$2445, / 1br - 783ft² - ,4073394886,-122.233621,Sep 17 2013,Peninsula,/pen/apa/4073394886.html,37.537754, / 1br - 783ft² - - (redwood city),LARGE 2B Open Floor Plan Dual Master Near Stanford Medical,$3390, / 2br - 1154ft² - ,4073582039,,Sep 17 2013,Peninsula,/pen/apa/4073582039.html,, / 2br - 1154ft² - - (menlo park),"Remodeled and expanded three bedroom, 2 bath home on a large private lot.",$4200, / 3br - 1800ft² - ,4073536805,,Sep 17 2013,Peninsula,/pen/apa/4073536805.html,, / 3br - 1800ft² - - (mountain view),Just Mins From Downtown! Easy Freeway Access! Shorten Your Commute!,$2029, / 1br - 682ft² - ,4073553183,-122.074756,Sep 17 2013,Peninsula,/pen/apa/4073553183.html,37.402029, / 1br - 682ft² - - (palo alto),Downtown Palo Alto Home for Rent,$4350, / 2br - 1200ft² - ,4073565581,,Sep 17 2013,Peninsula,/pen/apa/4073565581.html,, / 2br - 1200ft² - - (foster city),Play Tennis on the Lighted Tennis Courts at Foster's Landing,$2722, / 1br - 900ft² - ,4073218561,-122.264334,Sep 17 2013,Peninsula,/pen/apa/4073218561.html,37.554738, / 1br - 900ft² - - (mountain view),Live Smart and Love Life in this spacious apt.,$2962, / 2br - 1060ft² - ,4073179074,-122.101303,Sep 17 2013,Peninsula,/pen/apa/4073179074.html,37.396907, / 2br - 1060ft² - - (foster city),Relaxing Views from Your Waterfront Apartment Home ,$2748, / 2br - 960ft² - ,4073217591,-122.260237,Sep 17 2013,Peninsula,/pen/apa/4073217591.html,37.552692, / 2br - 960ft² - - (san bruno),APT FOR RENT - Milagra Ridge Model,$3046, / 2br - 942ft² - ,4073178100,-122.429000,Sep 17 2013,Peninsula,/pen/apa/4073178100.html,37.624700, / 2br - 942ft² - - (pacifica),ALL You've Been Looking For and More!,$1945, / 1br - 765ft² - ,4073209399,-122.485858,Sep 17 2013,Peninsula,/pen/apa/4073209399.html,37.633649, / 1br - 765ft² - - (los altos),"1x1. Fantastic 1 bdrm. Next to TraderJoe's, restaurants, & more!",$1995, / 1br - 769ft² - ,4060625016,-122.065381,Sep 17 2013,Peninsula,/pen/apa/4060625016.html,37.335807, / 1br - 769ft² - - (los altos),Don't miss this one!! 1bedroom plus Den-Excellent 2 bdrm option,$2450, / 2br - 910ft² - ,4060621952,-122.065381,Sep 17 2013,Peninsula,/pen/apa/4060621952.html,37.335807, / 2br - 910ft² - - (south san francisco),"New Rental -1268 Baywood, S.S.F.",$2600, / 3br - 1090ft² - ,4046445494,-122.440428,Sep 17 2013,Peninsula,/pen/apa/4046445494.html,37.664415, / 3br - 1090ft² - - (daly city),Daly City - Facelift 2bed2bath Condo for rent ,$2230, / 2br - ,4073204141,,Sep 17 2013,Peninsula,/pen/apa/4073204141.html,, / 2br - - (redwood shores),Open House Wednesday! Awesome Condo at Hastings Shore! Top Floor!,$2850, / 2br - ,4073203638,-122.250473,Sep 17 2013,Peninsula,/pen/apa/4073203638.html,37.523529, / 2br - - (mountain view),Ideal location. Close to top schools and top businesses,$2745, / 2br - ,4073128860,-122.065176,Sep 17 2013,Peninsula,/pen/apa/4073128860.html,37.372579, / 2br - - (daly city),"2 br appt., near Daly City BART,avail.now. open house 09/18 at 2pm",$1850, / 2br - ,4072498454,-122.463283,Sep 16 2013,Peninsula,/pen/apa/4072498454.html,37.706032, / 2br - - (los altos),Condo for rent 6-9 month's lease,$3600, / 2br - 1500ft² - ,4072512399,-122.111711,Sep 16 2013,Peninsula,/pen/apa/4072512399.html,37.374034, / 2br - 1500ft² - - (los altos),Los Altos Hills- Retro Estate,$6950, / 5br - 3100ft² - ,4039488005,-122.126574,Sep 16 2013,Peninsula,/pen/apa/4039488005.html,37.377840, / 5br - 3100ft² - - (redwood city),Fully furnished brand new 2 BR/2 Bath Condo w/ Marina Views,$3200, / 2br - 1250ft² - ,4072504014,-122.209100,Sep 16 2013,Peninsula,/pen/apa/4072504014.html,37.481500, / 2br - 1250ft² - - (daly city),Large One Bdrm. NEW carpet. NEW Paint. Parking. On Site Manager. ,$1495, / 1br - ,4072440578,-122.462212,Sep 16 2013,Peninsula,/pen/apa/4072440578.html,37.690076, / 1br - - (belmont),Newly Renovated 2bd/2ba,$2375, / 2br - ,4072439270,-122.299679,Sep 16 2013,Peninsula,/pen/apa/4072439270.html,37.509837, / 2br - - (los altos),Executive Single Family Estate in Los Altos Hills Palo Alto Schools,$8897, / 4br - ,4054385897,-122.154975,Sep 16 2013,Peninsula,/pen/apa/4054385897.html,37.364340, / 4br - - (redwood city),Marymount Apts 1 Bedrooms $1550 and up,$1550, / 1br - 675ft² - ,4072451820,-122.217708,Sep 16 2013,Peninsula,/pen/apa/4072451820.html,37.486944, / 1br - 675ft² - - (south san francisco),Brand New large 1 Bedroom In-law,$1800, / 1br - ,4072444782,,Sep 16 2013,Peninsula,/pen/apa/4072444782.html,, / 1br - - (mountain view),"550 Ortega Ave, top floor, Los Altos School",$3350, / 2br - 1100ft² - ,4016428298,,Sep 16 2013,Peninsula,/pen/apa/4016428298.html,, / 2br - 1100ft² - - (belmont),Single Family Home in Belmont,$2950, / 3br - 1050ft² - ,4072397227,,Sep 16 2013,Peninsula,/pen/apa/4072397227.html,, / 3br - 1050ft² - - (redwood city),Just one mile south of the El Camino Real ,$2586, / 2br - 840ft² - ,4075805804,-122.214745,Sep 18 2013,Peninsula,/pen/apa/4075805804.html,37.469431, / 2br - 840ft² - - (belmont),Nestled in the Belmont Hills & Walking Distance to City Conveniences,$2108, / 600ft² - ,4075792961,-122.278304,Sep 18 2013,Peninsula,/pen/apa/4075792961.html,37.517377, / 600ft² - - (south san francisco),Lovely private views from this quiet top floor unit,$2373, / 2br - ,4075788395,-122.436173,Sep 18 2013,Peninsula,/pen/apa/4075788395.html,37.653130, / 2br - - (palo alto),"Stunning, rare to find 5/3 newer house, good location",$9400, / 5br - 3025ft² - ,4075759376,,Sep 18 2013,Peninsula,/pen/apa/4075759376.html,, / 5br - 3025ft² - - (foster city),Large floorplan with private balcony facing the water,$2850, / 2br - 1040ft² - ,4075587374,-122.287542,Sep 18 2013,Peninsula,/pen/apa/4075587374.html,37.563188, / 2br - 1040ft² - - (belmont),"""A MUST SEE!!, ENTIRELY REMODELED 2BD/1BATH""",$2300, / 2br - 880ft² - ,4049498366,,Sep 18 2013,Peninsula,/pen/apa/4049498366.html,, / 2br - 880ft² - - (palo alto),Remodeled 1BR near Stanford and Page Mill! Onsite Pool & Laundry!,$1795, / 1br - 550ft² - ,4075781321,-122.134216,Sep 18 2013,Peninsula,/pen/apa/4075781321.html,37.417874, / 1br - 550ft² - - (foster city),You'll Love Our Waterfront Resort Amenities & Huge Floor Plans!,$2903, / 2br - 960ft² - ,4075780871,-122.260001,Sep 18 2013,Peninsula,/pen/apa/4075780871.html,37.552446, / 2br - 960ft² - - (mountain view),"Dont miss out on Great deals, Call Now!!",$2203, / 1br - 800ft² - ,4075818079,-122.101303,Sep 18 2013,Peninsula,/pen/apa/4075818079.html,37.396907, / 1br - 800ft² - - (palo alto),4 bd. 2ba. Home..Channing/Greer ,$5000, ,4075817260,-122.129874,Sep 18 2013,Peninsula,/pen/apa/4075817260.html,37.448638, - (palo alto),"Warm, bright 3/1 with big yard house",$3850, / 3br - ,4075769183,,Sep 18 2013,Peninsula,/pen/apa/4075769183.html,, / 3br - - (foster city),Experience the Best of the Bay at Marlin Cove!,$2495, / 1br - 755ft² - ,4076043665,-122.256834,Sep 18 2013,Peninsula,/pen/apa/4076043665.html,37.552768, / 1br - 755ft² - - (pacifica),Our community offers self-guided cell phone tours!,$2403, / 2br - 955ft² - ,4076148404,-122.478739,Sep 18 2013,Peninsula,/pen/apa/4076148404.html,37.658761, / 2br - 955ft² - - (redwood city),Top Floor w/ Awesome Water Views-Fire Place-Available Now,$3615, / 2br - 1109ft² - ,4075546792,,Sep 18 2013,Peninsula,/pen/apa/4075546792.html,, / 2br - 1109ft² - - (palo alto),Great House in Convenient Mid-Town Location,$5300, / 4br - 1650ft² - ,4035882587,-122.119767,Sep 18 2013,Peninsula,/pen/apa/4035882587.html,37.431064, / 4br - 1650ft² - - (foster city),Everything new in this quiet 2 bedroom Town Home in Foster City!,$2650, / 2br - 1020ft² - ,4075544518,-122.261543,Sep 18 2013,Peninsula,/pen/apa/4075544518.html,37.555698, / 2br - 1020ft² - - (los altos),Don't Miss this One! Los Altos Spacious 1 Bedroom with Den,$2450, / 1br - 910ft² - ,4067451085,-122.065381,Sep 18 2013,Peninsula,/pen/apa/4067451085.html,37.335807, / 1br - 910ft² - - (foster city),Your Stunning Waterfront Home with Concierge Services,$2108, / 1br - 712ft² - ,4075536475,-122.256525,Sep 18 2013,Peninsula,/pen/apa/4075536475.html,37.554546, / 1br - 712ft² - - (burlingame),Fall Savings when you reserve this lovely 1 bedroom!,$2035, / 1br - 624ft² - ,4075533964,-122.359378,Sep 18 2013,Peninsula,/pen/apa/4075533964.html,37.586470, / 1br - 624ft² - - (brisbane),Cozy cottage with big yard 2b-1bath,$1875, / 2br - ,4074718974,,Sep 17 2013,Peninsula,/pen/apa/4074718974.html,, / 2br - - (menlo park),"available Oct.1, 2 bedroom unit",$2500, / 2br - 1000ft² - ,4074712778,-122.170775,Sep 17 2013,Peninsula,/pen/apa/4074712778.html,37.454338, / 2br - 1000ft² - - (redwood city)," Exclusive cottage in Emerald Hills, 600 sq.feet, luxury secluded loft",$1800, / 1br - 600ft² - ,4074711545,-122.296000,Sep 17 2013,Peninsula,/pen/apa/4074711545.html,37.424500, / 1br - 600ft² - - (menlo park),"Beautiful Remodeled 3 br/2 bath House, Utilities INCLUDED!",$5999, / 3br - 1600ft² - ,4013352351,-122.209076,Sep 17 2013,Peninsula,/pen/apa/4013352351.html,37.433038, / 3br - 1600ft² - - (redwood city),Duplex near Marsh Road coming soon,$1900, / 2br - ,4074699752,,Sep 17 2013,Peninsula,/pen/apa/4074699752.html,, / 2br - - (palo alto),2 BR 1 BA Duplex downtown Palo Alto,$4975, / 2br - 800ft² - ,4043148343,-122.156875,Sep 17 2013,Peninsula,/pen/apa/4043148343.html,37.444638, / 2br - 800ft² - - (palo alto),Nice 3b/ 2b house in Midtwon Palo Alto for rent -- $5480 / month,$5480, / 3br - ,4074687848,,Sep 17 2013,Peninsula,/pen/apa/4074687848.html,, / 3br - - (daly city),2 bedroom and 1 bathroom rental,$1200, / 2br - ,4074681220,-122.460083,Sep 17 2013,Peninsula,/pen/apa/4074681220.html,37.687133, / 2br - - (coastside/pescadero),Redwood Serenity on Alpine Creek near La Honda,$2950, / 3br - 2500ft² - ,4074679322,-122.265923,Sep 17 2013,Peninsula,/pen/apa/4074679322.html,37.300446, / 3br - 2500ft² - - (palo alto),"Sweet House 3bm/2.5ba, flexible for weekly or monthly, near Palo Alto ",$3600, / 3br - 1600ft² - ,4074670602,,Sep 17 2013,Peninsula,/pen/apa/4074670602.html,, / 3br - 1600ft² - - (palo alto),* 3BR/2BA +Bonus Rm Bright & Charming Palo Alto Midtown(South) House*,$4200, / 3br - 1400ft² - ,4074661797,-122.127474,Sep 17 2013,Peninsula,/pen/apa/4074661797.html,37.423639, / 3br - 1400ft² - - (daly city),Newly Remodeled Studio,$1500, / 500ft² - ,4074246827,-122.471983,Sep 17 2013,Peninsula,/pen/apa/4074246827.html,37.692233, / 500ft² - - (brisbane),Private and Quiet Townhouse 2BD/2BA,$3000, / 2br - 1437ft² - ,4074246767,-122.408509,Sep 17 2013,Peninsula,/pen/apa/4074246767.html,37.691937, / 2br - 1437ft² - - (pacifica),Sunny 1 Bedroom steps to the beach!,$2104, / 1br - ,4074213642,,Sep 17 2013,Peninsula,/pen/apa/4074213642.html,, / 1br - - (foster city),Your Search Is Over....Water's Edge Is Perfect For You!!,$2811, / 2br - 1100ft² - ,4052418186,-122.268176,Sep 17 2013,Peninsula,/pen/apa/4052418186.html,37.566504, / 2br - 1100ft² - - (palo alto),Apartment in Best Location in Palo Alto,$2950, / 1br - 840ft² - ,4059572026,-122.139774,Sep 17 2013,Peninsula,/pen/apa/4059572026.html,37.427239, / 1br - 840ft² - - (mountain view),"Ground floor, with attached garage! Available Mid October 2013!",$2295, / 1br - ,4074239386,,Sep 17 2013,Peninsula,/pen/apa/4074239386.html,, / 1br - - (foster city),Lagoon Front,$2811, / 2br - 1100ft² - ,4074214516,-122.268047,Sep 17 2013,Peninsula,/pen/apa/4074214516.html,37.566674, / 2br - 1100ft² - - (daly city),Awesome Two Bedroom Flat with Separated Bedrooms,$3250, / 2br - 1183ft² - ,4074234445,-122.462405,Sep 17 2013,Peninsula,/pen/apa/4074234445.html,37.703530, / 2br - 1183ft² - - (mountain view),Stunning-All New HoneyMaple Wood Flooring-Stainless Steel Appliances,$3895, / 3br - ,4074233390,,Sep 17 2013,Peninsula,/pen/apa/4074233390.html,, / 3br - - (mountain view),"Excellent Palo Alto border location, close to Stanford, Train & Shops ",$1695, / 1br - 589ft² - ,4074230101,-122.112931,Sep 17 2013,Peninsula,/pen/apa/4074230101.html,37.406939, / 1br - 589ft² - - (mountain view),Great location! Walk to shopping! Available Early October!,$1525, / 1br - ,4074229170,,Sep 17 2013,Peninsula,/pen/apa/4074229170.html,, / 1br - - (foster city),"Stainless steel appliances, energy efficient washer/dryer & More!",$2886, / 2br - 1100ft² - ,4065089338,-122.268400,Sep 17 2013,Peninsula,/pen/apa/4065089338.html,37.565287, / 2br - 1100ft² - - (san mateo),"Washer & Dryer In Unit ** Fantastic, Convenient Location** ",$1905, / 1br - 646ft² - ,4073909295,-122.310436,Sep 17 2013,Peninsula,/pen/apa/4073909295.html,37.573846, / 1br - 646ft² - - (palo alto),1 BR / 1 BA Available,$1795, / 1br - ,4073886288,-122.126985,Sep 17 2013,Peninsula,/pen/apa/4073886288.html,37.413959, / 1br - - (san mateo),"READY FOR MOVE IN! GORGEOUS CONDO AVAILABLE NOW! 817 N. HUMBOLDT, #308",$2750, / 2br - 1204ft² - ,4073901613,,Sep 17 2013,Peninsula,/pen/apa/4073901613.html,, / 2br - 1204ft² - - (san mateo),san mateo townhome for lease $2800,$2800, / 2br - 960ft² - ,4073900082,-122.337865,Sep 17 2013,Peninsula,/pen/apa/4073900082.html,37.520253, / 2br - 960ft² - - (pacifica),Very Clean Linda Mar Rancher - OPEN WEDNESDAY 9/18 5:30-6:00 PM,$2500, / 3br - 1040ft² - ,4073894216,-122.499555,Sep 17 2013,Peninsula,/pen/apa/4073894216.html,37.592891, / 3br - 1040ft² - - (palo alto),Reduced Price 1 Bedroom Apartment - Ready for Move-in!,$1695, / 750ft² - ,4073893534,-122.137378,Sep 17 2013,Peninsula,/pen/apa/4073893534.html,37.454762, / 750ft² - - (foster city),Your Search Is Over....Water's Edge Is Perfect For You!!,$2811, / 2br - 1100ft² - ,4073893368,-122.268112,Sep 17 2013,Peninsula,/pen/apa/4073893368.html,37.566691, / 2br - 1100ft² - - (daly city),"Trendy, Loft Style 1 Br, 2 Ba Coming Soon! ",$2575, / 1br - 1118ft² - ,4073849903,-122.463383,Sep 17 2013,Peninsula,/pen/apa/4073849903.html,37.682733, / 1br - 1118ft² - - (palo alto),2BR/2BA All New! University Ave. w/Wash/Dryer,$3650, / 2br - 1100ft² - ,4059457606,-122.155775,Sep 17 2013,Peninsula,/pen/apa/4059457606.html,37.451838, / 2br - 1100ft² - - (menlo park),2BR/2.5BA Downtown Townhome: 2-Story-Hardwood...,$3850, / 2br - ,4031629119,-122.184276,Sep 17 2013,Peninsula,/pen/apa/4031629119.html,37.445438, / 2br - - (palo alto),"3 Beds, 1.5 Baths on Huge Lot! Detached Cottage w/ Kithen & Bath ",$4200, / 3br - 1250ft² - ,4073565325,,Sep 17 2013,Peninsula,/pen/apa/4073565325.html,, / 3br - 1250ft² - - (menlo park),Available now,$1350, / 1br - ,4073558953,-122.144689,Sep 17 2013,Peninsula,/pen/apa/4073558953.html,37.459724, / 1br - - (belmont),3 Bed 2 Bath!,$3500, / 3br - ,4073525003,,Sep 17 2013,Peninsula,/pen/apa/4073525003.html,, / 3br - - (mountain view),The Perfect Home! Available Early October,$1795, / 1br - ,4073554484,-122.250000,Sep 17 2013,Peninsula,/pen/apa/4073554484.html,37.500000, / 1br - - (palo alto),"Large Studio near Stanford! Onsite pool, laundry, and bike room!",$1645, / 480ft² - ,4073499831,-122.134495,Sep 17 2013,Peninsula,/pen/apa/4073499831.html,37.417277, / 480ft² - - (san bruno),Full House amenities at Apartment price - Utilities included,$1250, / 1br - 800ft² - ,4073487251,-122.414217,Sep 17 2013,Peninsula,/pen/apa/4073487251.html,37.615659, / 1br - 800ft² - - (south san francisco),$1380 1 bedroom in-law in south san francisco,$1380, / 1br - ,4073520104,,Sep 17 2013,Peninsula,/pen/apa/4073520104.html,, / 1br - - (mountain view),We invite you to be apart of this One Of a Kind Community!,$2260, / 1br - 800ft² - ,4073502701,-122.101303,Sep 17 2013,Peninsula,/pen/apa/4073502701.html,37.396907, / 1br - 800ft² - - (foster city),Your Search Is Over....Water's Edge Is Perfect For You!!,$2811, / 2br - 1100ft² - ,4067825722,,Sep 17 2013,Peninsula,/pen/apa/4067825722.html,, / 2br - 1100ft² - - (atherton),Charming Atherton Cottage - Won't Last Long,$2900, / 1br - 1000ft² - ,4073530341,,Sep 17 2013,Peninsula,/pen/apa/4073530341.html,, / 1br - 1000ft² - - (foster city),Newly Renovated Apartment Homes. $2889 ,$2800, / 2br - 1100ft² - ,4073524091,,Sep 17 2013,Peninsula,/pen/apa/4073524091.html,, / 2br - 1100ft² - - (san mateo),Walk to Caltrains /Renovated 1 bedroom with balcony,$1950, / 1br - 700ft² - ,4073519892,,Sep 17 2013,Peninsula,/pen/apa/4073519892.html,, / 1br - 700ft² - - (san bruno),NEW RENTAL Fleetwood Dr. $2150/mo,$2150, / 2br - ,4061559201,-122.462184,Sep 17 2013,Peninsula,/pen/apa/4061559201.html,37.638835, / 2br - - (palo alto),"Beautiful Studio - 11 Minutes by Bike to Stanford University, Pets OK!",$1745, / 400ft² - ,4066101360,,Sep 17 2013,Peninsula,/pen/apa/4066101360.html,, / 400ft² - - (mountain view),GARDEN SETTING/SEPT MOVE-IN!!,$1625, / 1br - ,4045494852,-122.095873,Sep 17 2013,Peninsula,/pen/apa/4045494852.html,37.392540, / 1br - - (south san francisco),Santa Barbara- SHOWN 9/17 @4:30 New Paint & Carpet,$1995, / 2br - ,4073111837,-122.463032,Sep 17 2013,Peninsula,/pen/apa/4073111837.html,37.701524, / 2br - - (san mateo),"Hardwood Floors, Corner Unit with lots of Windows!!! Move in October",$2600, / 2br - 840ft² - ,4073095864,-122.328508,Sep 17 2013,Peninsula,/pen/apa/4073095864.html,37.561209, / 2br - 840ft² - - (redwood city),***Brand New 2bd/2.5 ba Townhouse**,$3690, / 2br - 1550ft² - ,4073153857,-122.223923,Sep 17 2013,Peninsula,/pen/apa/4073153857.html,37.495451, / 2br - 1550ft² - - (HILLSBOROUGH),PLEASE CALL FOR A PRIVATE TOUR!! MEDITERRANEAN VILLA,$11800, / 5br - ,4041508372,,Sep 17 2013,Peninsula,/pen/apa/4041508372.html,, / 5br - - (foster city),Downstairs facing Water,$1945, / 1br - 830ft² - ,4073165213,-122.271080,Sep 17 2013,Peninsula,/pen/apa/4073165213.html,37.558550, / 1br - 830ft² - - (foster city),$2650 w $600 deposit on this everything new Townhome in Lovely F City!,$2650, / 2br - 1020ft² - ,4073165126,-122.261543,Sep 17 2013,Peninsula,/pen/apa/4073165126.html,37.555698, / 2br - 1020ft² - - (mountain view)," Sunny downtown. Remod. All HARDWOOD, gas stove. Pool. Carprt+2nd/stg",$1895, / 1br - ,4073159118,-122.084198,Sep 17 2013,Peninsula,/pen/apa/4073159118.html,37.387004, / 1br - - (mountain view),Town Home with 2 car garage...Walk to Train & San Antonio Center,$3500, / 2br - 1080ft² - ,4010970565,,Sep 17 2013,Peninsula,/pen/apa/4010970565.html,, / 2br - 1080ft² - - (belmont),Newly Renovated 2bd/2ba w/pool,$2550, / 2br - ,4072440442,-122.299679,Sep 16 2013,Peninsula,/pen/apa/4072440442.html,37.509837, / 2br - - (south san francisco),SSF HOUSE,$3600, / 4br - 1900ft² - ,4061597056,-122.441411,Sep 16 2013,Peninsula,/pen/apa/4061597056.html,37.636386, / 4br - 1900ft² - - (belmont),Newly Revnovated 2bd/1ba w/pool,$2395, / 2br - ,4072439664,-122.299679,Sep 16 2013,Peninsula,/pen/apa/4072439664.html,37.509837, / 2br - - (south san francisco),Desirable Chestnut Estates - Available ,$3500, / 5br - 2350ft² - ,4072435725,-122.429579,Sep 16 2013,Peninsula,/pen/apa/4072435725.html,37.663169, / 5br - 2350ft² - - (woodside),Beautiful Woodside Home on 40+ Acres,$3950, / 4br - 2000ft² - ,4044955573,-122.261159,Sep 16 2013,Peninsula,/pen/apa/4044955573.html,37.359311, / 4br - 2000ft² - - (half moon bay),Spacious in-law available early October,$1895, / 1br - 900ft² - ,4072412330,-122.438003,Sep 16 2013,Peninsula,/pen/apa/4072412330.html,37.475514, / 1br - 900ft² - - (daly city),2 bed/1 bath unit available in perfect location,$1600, / 2br - ,4072397133,-122.465683,Sep 16 2013,Peninsula,/pen/apa/4072397133.html,37.693832, / 2br - - (san mateo),"Parking, Parks and Restaurants!",$2832, / 1br - 809ft² - ,4072394000,-122.342481,Sep 16 2013,Peninsula,/pen/apa/4072394000.html,37.566436, / 1br - 809ft² - - (foster city),Three Bedroom Two Bath Unit,$3000, / 3br - ,4059805689,-122.270000,Sep 16 2013,Peninsula,/pen/apa/4059805689.html,37.553800, / 3br - - (half moon bay),RE: - $1900 / 1br - 1000ft² - Large 1 Bedroom Ocean View $1900 (half ,, ,4072361175,,Sep 16 2013,Peninsula,/pen/apa/4072361175.html,, - (mountain view),LargeApt/Great Nbrhd/Granite Ctrs/Streams/Pools/Spa/Fitness/FREE WiFi,$3395, / 3br - 1305ft² - ,4072215329,,Sep 16 2013,Peninsula,/pen/apa/4072215329.html,, / 3br - 1305ft² - - (east palo alto),"Two bedroom, One bath READY NOW! Come and See!!!",$1877, / 2br - 813ft² - ,4075746761,-122.136774,Sep 18 2013,Peninsula,/pen/apa/4075746761.html,37.454438, / 2br - 813ft² - - (mountain view),Excellent Buliding Excellent Location Excellent Residents,$2275, / 2br - 890ft² - ,4046151792,-122.067344,Sep 18 2013,Peninsula,/pen/apa/4046151792.html,37.402011, / 2br - 890ft² - - (burlingame),520 SqFt Convenient Studio for Someone On the Go ,$1885, / 520ft² - ,4075810309,-122.359378,Sep 18 2013,Peninsula,/pen/apa/4075810309.html,37.586470, / 520ft² - - (mountain view),"Exquisite courtyard. Beautiful, lush garden views. Flowers and trees.",$2595, / 2br - ,4075810131,,Sep 18 2013,Peninsula,/pen/apa/4075810131.html,, / 2br - - (palo alto),Smart and Spacious 2bd 2 full baths- Energy efficient- 4'x4' storage,$3685, / 2br - 980ft² - ,4075810038,-122.127424,Sep 18 2013,Peninsula,/pen/apa/4075810038.html,37.432099, / 2br - 980ft² - - (mountain view),Mountain View - the best in the California for jobs Google Great schoo,$2340, / 2br - ,4046162635,-122.114588,Sep 18 2013,Peninsula,/pen/apa/4046162635.html,37.404701, / 2br - - (pacifica),Our Apartments are Designed to Compliment Any Lifestyle ,$2318, / 2br - 1015ft² - ,4075807052,-122.485858,Sep 18 2013,Peninsula,/pen/apa/4075807052.html,37.633649, / 2br - 1015ft² - - (redwood city),Duplex Available October 2013,, 2br - ,4075803031,,Sep 18 2013,Peninsula,/pen/apa/4075803031.html,, 2br - - (mountain view),2BA LG Great Nbrhood/Granite Ctrs/Streams/Pools/Spa/Fitness/FREE WiFi,$2795, / 2br - 940ft² - ,4075625404,,Sep 18 2013,Peninsula,/pen/apa/4075625404.html,, / 2br - 940ft² - - (palo alto),"beautiful 5/3 newer house, good location",$9200, / 5br - 3025ft² - ,4075761267,,Sep 18 2013,Peninsula,/pen/apa/4075761267.html,, / 5br - 3025ft² - - (palo alto),Two bedrooms/One bathroom w Saunas/Theater full floor,$6000, / 2br - ,4075796927,,Sep 18 2013,Peninsula,/pen/apa/4075796927.html,, / 2br - - (san mateo),Awesome Corner Unit on the 2nd floor Close to Cal Train,$1938, / 2br - 652ft² - ,4075535107,,Sep 18 2013,Peninsula,/pen/apa/4075535107.html,, / 2br - 652ft² - - (palo alto),"Parker Palo Alto - Round the Clock Leasing, Call 24/7!",$3464, / 3br - 1067ft² - ,4075531919,-122.119807,Sep 18 2013,Peninsula,/pen/apa/4075531919.html,37.443506, / 3br - 1067ft² - - (redwood city),Beautiful Remodedled Redwood City Duplex...,$2750, / 2br - ,4057095258,,Sep 18 2013,Peninsula,/pen/apa/4057095258.html,, / 2br - - (san mateo),å§å®¤å‡ºç§Ÿ$1000（包水电上,, ,4067697656,,Sep 18 2013,Peninsula,/pen/apa/4067697656.html,, - (redwood city),Redwood City Unit Available for Rent...,$1875, / 2br - ,4023120109,,Sep 18 2013,Peninsula,/pen/apa/4023120109.html,, / 2br - - (foster city),Nobody above or below in Lovely Townhome- pretty and updated! ,$2600, / 2br - 1020ft² - ,4075530256,-122.261543,Sep 18 2013,Peninsula,/pen/apa/4075530256.html,37.555698, / 2br - 1020ft² - - (redwood city),Beautiful Redwood City Unit Available...,$1400, / 1br - ,4023120961,,Sep 18 2013,Peninsula,/pen/apa/4023120961.html,, / 1br - - (mountain view),"Enjoy Nearby Aquatic Park /Canoeing, Kayaking & other Water Sports",$3895, / 3br - ,4075504170,-122.078463,Sep 18 2013,Peninsula,/pen/apa/4075504170.html,37.405332, / 3br - - (palo alto),HUGE TOP FLOOR APT WITH PRIVATE BALCONY AND EXTERIOR STORAGE CLOSET!,$1895, / 1br - 750ft² - ,4075498522,-122.119013,Sep 18 2013,Peninsula,/pen/apa/4075498522.html,37.407613, / 1br - 750ft² - - (millbrae),Great location 1bd/1ba,$2150, / 1br - 735ft² - ,4075524906,,Sep 18 2013,Peninsula,/pen/apa/4075524906.html,, / 1br - 735ft² - - (belmont),Gorgeous 2x2 Ready for Move in On Saturday!! Call Now!!,$2316, / 2br - 950ft² - ,4075520562,,Sep 18 2013,Peninsula,/pen/apa/4075520562.html,, / 2br - 950ft² - - (redwood city),2 Bdrm 2.5 Bath Condo- In Redwood Shores Area- Great School District!,$3150, / 2br - 1421ft² - ,4058453644,-122.230617,Sep 17 2013,Peninsula,/pen/apa/4058453644.html,37.540951, / 2br - 1421ft² - - (san mateo),Executive Woodlake Condo - Resort Living ~ J.Wavro,$1995, / 1br - ,4074660757,-122.331281,Sep 17 2013,Peninsula,/pen/apa/4074660757.html,37.582835, / 1br - - (san mateo),Single house with panorama gigantic view in Laurelwood of San Mateo,$4000, / 3br - 1700ft² - ,4024002839,-122.323826,Sep 17 2013,Peninsula,/pen/apa/4024002839.html,37.532083, / 3br - 1700ft² - - (redwood city),2 bedroom duplex w/ garage & private yard!,$2300, / 2br - 900ft² - ,4067338639,-122.190476,Sep 17 2013,Peninsula,/pen/apa/4067338639.html,37.478337, / 2br - 900ft² - - (south san francisco),TWO BEDROOMS APARTMENT FOR LEASE,$1950, / 2br - ,4052477801,-122.423500,Sep 17 2013,Peninsula,/pen/apa/4052477801.html,37.657400, / 2br - - (san mateo),"Beauitful 1 BR ,newly remodeled kitchen & batroom",$2125, / 1br - 610ft² - ,4035960255,-122.284999,Sep 17 2013,Peninsula,/pen/apa/4035960255.html,37.566623, / 1br - 610ft² - - (mountain view),Spacious One Bedroom - Available Soon!,$1800, / 1br - 600ft² - ,4024071124,,Sep 17 2013,Peninsula,/pen/apa/4024071124.html,, / 1br - 600ft² - - (san mateo)," - Beauitful 1 BR ,newly remodeled kitchen & bath",$2150, / 1br - 640ft² - ,4035958036,-122.284849,Sep 17 2013,Peninsula,/pen/apa/4035958036.html,37.566827, / 1br - 640ft² - - (east palo alto),Funished 2 bedroom 2 full bath Condo,$3000, / 2br - 1045ft² - ,4074599660,-122.136683,Sep 17 2013,Peninsula,/pen/apa/4074599660.html,37.456209, / 2br - 1045ft² - - (mountain view),You'll love this newly remodeled 2BR townhome...move right in!,$2778, / 2br - 1098ft² - ,4074582027,,Sep 17 2013,Peninsula,/pen/apa/4074582027.html,, / 2br - 1098ft² - - (south san francisco),Beautiful Single Family Home - 3 bedrooms/ 3 full baths ,$3500, / 3br - 1900ft² - ,4074521618,-122.449365,Sep 17 2013,Peninsula,/pen/apa/4074521618.html,37.641864, / 3br - 1900ft² - - (belmont)," Available NOW! Spacious apartment with granite counters, tile floor ",$2250, / 2br - ,4030273193,,Sep 17 2013,Peninsula,/pen/apa/4030273193.html,, / 2br - - (palo alto),Open House 9/19 (Thu) 12:30-1:30pm 2 bedrooms in Old Palo Alto,$2600, / 2br - 800ft² - ,4074226932,-122.148678,Sep 17 2013,Peninsula,/pen/apa/4074226932.html,37.434505, / 2br - 800ft² - - (palo alto),"Great location! Updated apartment, available October!",$1995, / 1br - ,4030292367,,Sep 17 2013,Peninsula,/pen/apa/4030292367.html,, / 1br - - (mountain view),"Stunning 1BR Bamboo Floors in Palo Alto Border, close to Train & Shops",$1950, / 1br - 654ft² - ,4074226297,-122.111952,Sep 17 2013,Peninsula,/pen/apa/4074226297.html,37.406368, / 1br - 654ft² - - (mountain view),"Great location in Los Altos School District, close to shopping",$2895, / 2br - 1021ft² - ,4074225561,-122.111952,Sep 17 2013,Peninsula,/pen/apa/4074225561.html,37.406368, / 2br - 1021ft² - - (los altos),Adorable apartment! Great location! Available October 2013!,$2895, / 2br - ,4030296677,,Sep 17 2013,Peninsula,/pen/apa/4030296677.html,, / 2br - - (burlingame),Hillsborough Estate with Gorgeous Views,$8500, / 5br - 5400ft² - ,4044809982,,Sep 17 2013,Peninsula,/pen/apa/4044809982.html,, / 5br - 5400ft² - - (mountain view),Hurry Before It's Gone!!! ,$1995, / 418ft² - ,4074216265,-122.097262,Sep 17 2013,Peninsula,/pen/apa/4074216265.html,37.403332, / 418ft² - - (menlo park),Luxury Penthouse condo in downtown,$6000, / 2br - ,4074214705,-122.186986,Sep 17 2013,Peninsula,/pen/apa/4074214705.html,37.451275, / 2br - - (foster city),Surround yourself in the natural beauty of Foster City,$2785, / 2br - 1043ft² - ,4074156380,-122.275901,Sep 17 2013,Peninsula,/pen/apa/4074156380.html,37.534845, / 2br - 1043ft² - - (palo alto),Close to Stanford! GREAT location! El Camino & Page Mill!,$1795, / 1br - ,4030303718,,Sep 17 2013,Peninsula,/pen/apa/4030303718.html,, / 1br - - (portola valley),"LOFT, LOFT, LOFT: Unique, Creative, Creekside Setting...",$2950, / 1br - 1000ft² - ,4019210216,-122.193895,Sep 17 2013,Peninsula,/pen/apa/4019210216.html,37.342639, / 1br - 1000ft² - - (redwood city),"4BR/2BA Home: New-Remodel, Wood Floors...",$3950, / 4br - 2100ft² - ,4048575207,-122.219576,Sep 17 2013,Peninsula,/pen/apa/4048575207.html,37.466038, / 4br - 2100ft² - - (san mateo),Completely Remodeled 2/1 in the best community around!,$2350, / 2br - 974ft² - ,4073867736,-122.333959,Sep 17 2013,Peninsula,/pen/apa/4073867736.html,37.579272, / 2br - 974ft² - - (daly city),Large One Bedroom in Quiet Cul de Sac in Westborough area Great Views,$1800, / 1br - ,4033870288,,Sep 17 2013,Peninsula,/pen/apa/4033870288.html,, / 1br - - (daly city),1 bedroom 1 bath Daly City for rent,$1100, / 1br - ,4073834826,-122.466295,Sep 17 2013,Peninsula,/pen/apa/4073834826.html,37.705818, / 1br - - (san mateo),Close to downtown!! Call now to set up a tour!!,$3220, / 2br - 1170ft² - ,4073826316,-122.325998,Sep 17 2013,Peninsula,/pen/apa/4073826316.html,37.560763, / 2br - 1170ft² - - (daly city),"Walkable neighborhood right next to shopping center, restaurants, BART",$1695, / 1br - 650ft² - ,4073823995,-122.474862,Sep 17 2013,Peninsula,/pen/apa/4073823995.html,37.703517, / 1br - 650ft² - - (daly city),2BEDROOM/2BATHROOM CONDO IN GATE COMPLEX IN DALY CITY,$2575, / 2br - 1081ft² - ,4062825281,-122.424702,Sep 17 2013,Peninsula,/pen/apa/4062825281.html,37.706665, / 2br - 1081ft² - - (foster city),BAYSIDE APT w/ BALCONY & VIEWS OF BAY & BRIDGE!!!,$1895, / 1br - ,4073747159,-122.248783,Sep 17 2013,Peninsula,/pen/apa/4073747159.html,37.561592, / 1br - - (pacifica),4BR/2BA Single Family House ,$2600, / 4br - ,4073812058,,Sep 17 2013,Peninsula,/pen/apa/4073812058.html,, / 4br - - (daly city),"For A Better You, Rent Me - A savvy 1 BR 1A Small ",$2225, / 1br - 693ft² - ,4073516517,-122.463383,Sep 17 2013,Peninsula,/pen/apa/4073516517.html,37.682733, / 1br - 693ft² - - (san mateo),Walk to Caltrains /Renovated 1 bedroom with balcony,$1950, / 1br - 700ft² - ,4073518616,,Sep 17 2013,Peninsula,/pen/apa/4073518616.html,, / 1br - 700ft² - - (mountain view),STUDIO WITH PRIVATE BALCONY! Near San Antonio Shopping!,$1595, / 530ft² - ,4033822934,-122.112136,Sep 17 2013,Peninsula,/pen/apa/4033822934.html,37.408943, / 530ft² - - (palo alto),Top Floor Studio 1/2 Block to University Ave! Excellent floor plan!,$1895, / 450ft² - ,4062723248,-122.160330,Sep 17 2013,Peninsula,/pen/apa/4062723248.html,37.445741, / 450ft² - - (foster city),Just the right size for you!,$2105, / 1br - 730ft² - ,4073373641,-122.275858,Sep 17 2013,Peninsula,/pen/apa/4073373641.html,37.534862, / 1br - 730ft² - - (daly city),3BR-2Bath house in Westlake district,$2800, / 3br - ,4073496152,-122.491084,Sep 17 2013,Peninsula,/pen/apa/4073496152.html,37.688233, / 3br - - (mountain view),10th floor apartment with view of Los Altos hills!,$3865, / 2br - 1156ft² - ,4073411021,-122.108361,Sep 17 2013,Peninsula,/pen/apa/4073411021.html,37.398483, / 2br - 1156ft² - - (foster city),"Large Open Floor Plan in Quiet, 5-Star Community, Close to Shopping, D",$2183, / 1br - 600ft² - ,4073440220,-122.278227,Sep 17 2013,Peninsula,/pen/apa/4073440220.html,37.519125, / 1br - 600ft² - - (san mateo),The Search is Over..Now Your Life Can Begin!,$4637, / 3br - 1367ft² - ,4073482609,-122.342481,Sep 17 2013,Peninsula,/pen/apa/4073482609.html,37.566436, / 3br - 1367ft² - - (san mateo),THREE-BEDROOM APARTMENT DOWNTOWN SAN MATEO ,$2945, / 3br - 1200ft² - ,4073475344,,Sep 17 2013,Peninsula,/pen/apa/4073475344.html,, / 3br - 1200ft² - - (pacifica),Gated community on the ocean! Amazing views! ,$2719, / 2br - 925ft² - ,4073470390,-122.492129,Sep 17 2013,Peninsula,/pen/apa/4073470390.html,37.651397, / 2br - 925ft² - - (millbrae),Luxury 1800 sf. Modern Condo w/ Views ~ J.Wavro,$4200, / 2br - ,4073152294,-122.388683,Sep 17 2013,Peninsula,/pen/apa/4073152294.html,37.596935, / 2br - - (belmont),Huge & Remodeled Top Floor 2BR/2BA Apartment in Belmont,, 2br - ,4020819429,-122.299679,Sep 17 2013,Peninsula,/pen/apa/4020819429.html,37.509837, 2br - - (south san francisco),"$1,595.00-1BR Remodeled Available now.",$1595, / 1br - 700ft² - ,4073147096,-122.434138,Sep 17 2013,Peninsula,/pen/apa/4073147096.html,37.656165, / 1br - 700ft² - - (south san francisco),Baden- Large eat-in kitchen electric stove & refrigerator,$1695, / 2br - ,4073085836,-122.422273,Sep 17 2013,Peninsula,/pen/apa/4073085836.html,37.656704, / 2br - - (foster city),BEAUTIFUL FOSTER CITY HOME -ALDEN PARK,$4550, / 3br - 2400ft² - ,4043198621,-122.259632,Sep 17 2013,Peninsula,/pen/apa/4043198621.html,37.541899, / 3br - 2400ft² - - (foster city),Beautiful Corner Unit Townhouse,$2850, / 2br - 1230ft² - ,4056414531,-122.274458,Sep 17 2013,Peninsula,/pen/apa/4056414531.html,37.558950, / 2br - 1230ft² - - (foster city),$2395 for Quiet corner TownHome in Beautiful Foster City!,$2395, / 2br - 1020ft² - ,4073120793,-122.261543,Sep 17 2013,Peninsula,/pen/apa/4073120793.html,37.555698, / 2br - 1020ft² - - (mountain view),Come home and unwind! Play our all weather 9 hole putting green.,$2095, ,4073139282,-122.078463,Sep 17 2013,Peninsula,/pen/apa/4073139282.html,37.405332, - (burlingame),Spacious One Bedroom with Washer & Dryer In-Unit! Near Downtown!,$2035, / 1br - 624ft² - ,4073131072,-122.359378,Sep 17 2013,Peninsula,/pen/apa/4073131072.html,37.586470, / 1br - 624ft² - - (atherton),"****Beautiful Updated 4br/3ba w/Pool, Hot Tub, Gardens, HUGE Lot!****",$8950, / 4br - 3000ft² - ,4073030696,-122.202292,Sep 17 2013,Peninsula,/pen/apa/4073030696.html,37.466456, / 4br - 3000ft² - - (san mateo),WE WELCOME PETS! 2BR 2BA Walkable!,$3789, / 2br - 1122ft² - ,4073106249,,Sep 17 2013,Peninsula,/pen/apa/4073106249.html,, / 2br - 1122ft² - - (redwood city),Charming House close to Atherton,$2895, / 2br - ,4072345313,-122.223921,Sep 16 2013,Peninsula,/pen/apa/4072345313.html,37.455818, / 2br - - (palo alto),3 Bedroom Palo Alto Townhome with Private Backyard -$4350,$4350, / 3br - 1500ft² - ,4072324903,,Sep 16 2013,Peninsula,/pen/apa/4072324903.html,, / 3br - 1500ft² - - (redwood city),Ideal Corporate Housing. Furnished resort-type house with pool/hottub.,$8000, / 4br - 3000ft² - ,4057001942,-122.264478,Sep 16 2013,Peninsula,/pen/apa/4057001942.html,37.462938, / 4br - 3000ft² - - (mountain view),Hurry before its gone! Lovely 2nd floor 2x2 with courtyard view!,$5511, / 2br - 1110ft² - ,4072308645,,Sep 16 2013,Peninsula,/pen/apa/4072308645.html,, / 2br - 1110ft² - - (pacifica),"Coastal Living at its Best! Minutes to SF, Bart and SFO!",$2104, / 2br - ,4072268889,-122.492334,Sep 16 2013,Peninsula,/pen/apa/4072268889.html,37.636335, / 2br - - (san mateo),CLASSIC TRADITIONAL in BAYWOOD KNOLLS!,$5000, / 3br - 1870ft² - ,4057636286,-122.334523,Sep 16 2013,Peninsula,/pen/apa/4057636286.html,37.549528, / 3br - 1870ft² - - (brisbane),"Open this SF BAY area house on 9/21, afternoon 1;30 to 4:00",$4195, / 4br - 2560ft² - ,4072286514,-122.407839,Sep 16 2013,Peninsula,/pen/apa/4072286514.html,37.679975, / 4br - 2560ft² - - (menlo park),1 bd / 1ba unit for rent,$1600, / 1br - ,4072284688,-122.160673,Sep 16 2013,Peninsula,/pen/apa/4072284688.html,37.462392, / 1br - - (pacifica),Sunny 1 Bedroom steps to the beach!,$2104, / 1br - ,4072260160,,Sep 16 2013,Peninsula,/pen/apa/4072260160.html,, / 1br - - (palo alto),2 Bedroom 1 bath 4-plex,$3200, / 2br - 928ft² - ,4072275443,-122.162661,Sep 16 2013,Peninsula,/pen/apa/4072275443.html,37.450295, / 2br - 928ft² - - (pacifica),"Beautiful Views, Glamorous Lifestyle...Resort Community",$2104, / 1br - ,4072255815,,Sep 16 2013,Peninsula,/pen/apa/4072255815.html,, / 1br - - (daly city),Come see what we mean by Lofty living at La Terrazza ,$3290, / 2br - 1321ft² - ,4072227940,-122.463383,Sep 16 2013,Peninsula,/pen/apa/4072227940.html,37.682733, / 2br - 1321ft² - - (palo alto),"STUNNING, AMAZING, NEWER EXECUTIVE HOUSING - RARE TO FIND",$14500, / 8br - 5025ft² - ,4075763050,,Sep 18 2013,Peninsula,/pen/apa/4075763050.html,, / 8br - 5025ft² - - (foster city),1 BR - Ground Floor - Sunny!! Last 1 BR Left -- $400 off Move in!!,$2395, / 1br - 712ft² - ,4075517868,-122.265678,Sep 18 2013,Peninsula,/pen/apa/4075517868.html,37.569135, / 1br - 712ft² - - (foster city),"2 Bedroom, 1.5 Bath Quiet Corner Townhome in Foster City!",$2395, / 2br - 1020ft² - ,4075515149,-122.261543,Sep 18 2013,Peninsula,/pen/apa/4075515149.html,37.555698, / 2br - 1020ft² - - (daly city),STUNNING STUDIO APARTMENT NEAR SHOPPING AND DINING!,$1490, / 482ft² - ,4075395990,-122.477347,Sep 18 2013,Peninsula,/pen/apa/4075395990.html,37.665397, / 482ft² - - (mountain view),2 bed/2 bath unit near Downtown Mountain View,$3100, / 2br - 1200ft² - ,4051176512,-122.076988,Sep 18 2013,Peninsula,/pen/apa/4051176512.html,37.382980, / 2br - 1200ft² - - (foster city),Top Floor -- Sunny -- Stainless Steel 1st Month FREE!! Lease Today!!,$2624, / 1br - 876ft² - ,4075507615,-122.266222,Sep 18 2013,Peninsula,/pen/apa/4075507615.html,37.568365, / 1br - 876ft² - - (san bruno),Great place! AWESOME price!!!,$2096, / 2br - 850ft² - ,4061067808,-122.462848,Sep 18 2013,Peninsula,/pen/apa/4061067808.html,37.636965, / 2br - 850ft² - - (burlingame),HILLSBOROUGH HOUSE RENT,$9000, / 4br - 4500ft² - ,4075455870,,Sep 18 2013,Peninsula,/pen/apa/4075455870.html,, / 4br - 4500ft² - - (palo alto),Palo Alto renovated 2bed/1bath in 4plex,$2580, / 2br - 750ft² - ,4074521898,-122.132774,Sep 17 2013,Peninsula,/pen/apa/4074521898.html,37.423739, / 2br - 750ft² - - (san mateo),Perfect Apartment Home In Great Community!,$2635, / 2br - 850ft² - ,4074209081,-122.310436,Sep 17 2013,Peninsula,/pen/apa/4074209081.html,37.573846, / 2br - 850ft² - - (foster city),4 Room 3ç¡æˆ¿ + 書房 / 2全套浴室&,$3750, / 3br - ,4074189318,-122.283714,Sep 17 2013,Peninsula,/pen/apa/4074189318.html,37.545744, / 3br - - (menlo park),SPACIOUS AND BRIGHT 2X2 WITH PRIVATE BALCONY! WALK TO UNIVERSITY AVE!,$2995, / 2br - 1100ft² - ,4062779937,-122.169428,Sep 17 2013,Peninsula,/pen/apa/4062779937.html,37.447879, / 2br - 1100ft² - - (mountain view),Walk to downtown Castro St! Hardwood floors! Avail Mid Sept,$1695, / 1br - ,4030345051,,Sep 17 2013,Peninsula,/pen/apa/4030345051.html,, / 1br - - (palo alto),Two Blocks to University Ave! Parking and Private Exterior Storage!,$2895, / 2br - 1050ft² - ,4059369803,-122.163542,Sep 17 2013,Peninsula,/pen/apa/4059369803.html,37.448171, / 2br - 1050ft² - - (palo alto),Large 2BR with 700sqft PRIVATE PATIO! Remodeled Kitchen & Bath!,$3295, / 2br - 1000ft² - ,4043494381,-122.155931,Sep 17 2013,Peninsula,/pen/apa/4043494381.html,37.447180, / 2br - 1000ft² - - (palo alto),NEWLY REMODELED TWO BEDROOM! WALK TO UNIVERSITY AVE & CALTRAIN!,$2995, / 2br - 850ft² - ,4043523494,-122.157412,Sep 17 2013,Peninsula,/pen/apa/4043523494.html,37.446380, / 2br - 850ft² - - (mountain view),2 Weeks Free! Top Floor Brand New 1 Bed 1 Bath Luxury Community,$3989, / 1br - 860ft² - ,4073806457,,Sep 17 2013,Peninsula,/pen/apa/4073806457.html,, / 1br - 860ft² - - (redwood city),Cardio and weight machines and free weights,$1906, / 411ft² - ,4073798951,-122.214745,Sep 17 2013,Peninsula,/pen/apa/4073798951.html,37.469431, / 411ft² - - (foster city),Nice Lovely Townhouse for rent (94404),$3400, / 3br - 1580ft² - ,4044993185,-122.268262,Sep 17 2013,Peninsula,/pen/apa/4044993185.html,37.547504, / 3br - 1580ft² - - (redwood city),Absolutely Amazing Views In This Community! Spacious Two Bedroom,$3120, / 2br - 1109ft² - ,4073786360,,Sep 17 2013,Peninsula,/pen/apa/4073786360.html,, / 2br - 1109ft² - - (pacifica),Coastal Living Like No Other! Golf Course and Ocean Views,$1805, / 1br - 624ft² - ,4073779951,-122.485858,Sep 17 2013,Peninsula,/pen/apa/4073779951.html,37.633649, / 1br - 624ft² - - (mountain view),2BA LG Great Nbrhood/Granite Ctrs/Streams/Pools/Spa/Fitness/FREE WiFi,$2795, / 2br - 940ft² - ,4073539731,,Sep 17 2013,Peninsula,/pen/apa/4073539731.html,, / 2br - 940ft² - - (mountain view),2 Bath CONDO ( 1943 Mt. Vernon Court # 104 ),$2350, / 2br - ,4036094009,-122.096300,Sep 17 2013,Peninsula,/pen/apa/4036094009.html,37.396414, / 2br - - (foster city),Lovely 1 BR 1 BA Apartment with Remodeled Kitchen,$2242, / 1br - 725ft² - ,4073774806,-122.264334,Sep 17 2013,Peninsula,/pen/apa/4073774806.html,37.554738, / 1br - 725ft² - - (los altos),2 Bed/2 Bath Second Floor CONDO ( 150 W. Edith Ave. # 28 ),$2800, / 2br - 1092ft² - ,4036087047,-122.108059,Sep 17 2013,Peninsula,/pen/apa/4036087047.html,37.377404, / 2br - 1092ft² - - (san bruno),"4,600 square foot fitness center with top-of-the-line equipment!",$2809, / 2br - ,4073733385,-122.429000,Sep 17 2013,Peninsula,/pen/apa/4073733385.html,37.624700, / 2br - - (menlo park),Beautifully remodeled apartment on tree-lined street!,$2595, / 1br - ,4073769028,-122.180378,Sep 17 2013,Peninsula,/pen/apa/4073769028.html,37.455409, / 1br - - (east palo alto),Second Floor 2x1 Ready for YOU!,$1877, / 2br - 813ft² - ,4073407859,-122.136774,Sep 17 2013,Peninsula,/pen/apa/4073407859.html,37.454438, / 2br - 813ft² - - (pacifica),Conveniently Located! Garage Parking! Tour Today!,$2489, / 2br - 955ft² - ,4073468505,-122.478739,Sep 17 2013,Peninsula,/pen/apa/4073468505.html,37.658761, / 2br - 955ft² - - (daly city),Rent today! Just minutes from SF!,$2875, / 2br - 1052ft² - ,4073467270,-122.462405,Sep 17 2013,Peninsula,/pen/apa/4073467270.html,37.703530, / 2br - 1052ft² - - (san mateo),$1650/ 1 Bedroom/ 1 Bath Apartment,$1650, / 1br - ,4073463197,-122.332581,Sep 17 2013,Peninsula,/pen/apa/4073463197.html,37.576135, / 1br - - (san mateo),*AwwMazing newly renovated apartment!!! Call Today!!,$2260, / 1br - 722ft² - ,4073412746,-122.325998,Sep 17 2013,Peninsula,/pen/apa/4073412746.html,37.560763, / 1br - 722ft² - - (san mateo),Downtown San Mateo/ Private Patio,$1995, / 1br - 750ft² - ,4073457245,,Sep 17 2013,Peninsula,/pen/apa/4073457245.html,, / 1br - 750ft² - - (east palo alto),Charming 1 bedroom Condo - Available Now!!,$1725, / 1br - ,4047673739,-122.145073,Sep 17 2013,Peninsula,/pen/apa/4047673739.html,37.461744, / 1br - - (foster city),"Huge, Open Floor Plans Right on the Water",$2148, / 1br - ,4073450407,,Sep 17 2013,Peninsula,/pen/apa/4073450407.html,, / 1br - - (burlingame),Brand new kitchen and bathroom in this fantastic studio!,$1885, / 520ft² - ,4073448945,-122.359378,Sep 17 2013,Peninsula,/pen/apa/4073448945.html,37.586470, / 520ft² - - (foster city),Lagoon Views from Your Private Patio,$1909, / 1br - 667ft² - ,4073447573,-122.260559,Sep 17 2013,Peninsula,/pen/apa/4073447573.html,37.552573, / 1br - 667ft² - - (menlo park),One bedroom in a fourplex on Waverley,$1975, / 1br - 600ft² - ,4073444513,-122.173591,Sep 17 2013,Peninsula,/pen/apa/4073444513.html,37.452035, / 1br - 600ft² - - (san mateo),Walk to Downtown! Live close to it all! 1bdrm available NOW!!!,$2100, / 1br - 620ft² - ,4060871160,,Sep 17 2013,Peninsula,/pen/apa/4060871160.html,, / 1br - 620ft² - - (san mateo),Large 2x1 Corner Unit Available for Move in October!!!,$2600, / 2br - 840ft² - ,4060872213,-122.328508,Sep 17 2013,Peninsula,/pen/apa/4060872213.html,37.561209, / 2br - 840ft² - - (san mateo),"Top Floor Hardwood floors Beautiful Large Bay Window, Fireplace 2x1 ",$2950, / 2br - 900ft² - ,4060759746,-122.328997,Sep 17 2013,Peninsula,/pen/apa/4060759746.html,37.560720, / 2br - 900ft² - - (redwood city),CHARMING WESTSIDE Single Family Home,$3900, / 3br - ,4043135187,,Sep 17 2013,Peninsula,/pen/apa/4043135187.html,, / 3br - - (mountain view),"Sunny downtown Remod, gas stove, TILE flr, YARD, POOL, Carport+2nd/stg",$2095, / 1br - ,4064864272,-122.084670,Sep 17 2013,Peninsula,/pen/apa/4064864272.html,37.387157, / 1br - - (east palo alto),Pet Friendly Two Bedroom!,$2054, / 2br - 967ft² - ,4073093227,-122.136774,Sep 17 2013,Peninsula,/pen/apa/4073093227.html,37.454438, / 2br - 967ft² - - (palo alto),Mid-town Spacious Home,$8000, / 5br - 3300ft² - ,4073085661,-122.120674,Sep 17 2013,Peninsula,/pen/apa/4073085661.html,37.434039, / 5br - 3300ft² - - (san mateo),BEST DEAL ON THE PENINSULA!,$1895, / 2br - 762ft² - ,4073065164,-122.325880,Sep 17 2013,Peninsula,/pen/apa/4073065164.html,37.579335, / 2br - 762ft² - - (pacifica),One bedroom one bathroom apartment October 7th!!! ,$1900, / 1br - ,4056683025,-122.492385,Sep 17 2013,Peninsula,/pen/apa/4056683025.html,37.630435, / 1br - - (redwood city),Amazing Water & Marina Views from This Large 1x1 in Resort Style Area!,$2835, / 1br - 768ft² - ,4073058121,-122.220068,Sep 17 2013,Peninsula,/pen/apa/4073058121.html,37.499104, / 1br - 768ft² - - (south san francisco),"TRI-LEVEL TOWNHOUSE (1 minute walk to SSF BART, Trader Joe's, Costco) ",$3300, / 3br - 1500ft² - ,4056138140,,Sep 17 2013,Peninsula,/pen/apa/4056138140.html,, / 3br - 1500ft² - - (south san francisco),"Sophisticated, Luxury Living Steps from the City!",$2323, / 1br - ,4072230234,-122.436173,Sep 16 2013,Peninsula,/pen/apa/4072230234.html,37.653130, / 1br - - (redwood city),A Beautiful New Custom Home,$4300, / 3br - 1580ft² - ,4072239584,-122.227514,Sep 16 2013,Peninsula,/pen/apa/4072239584.html,37.464470, / 3br - 1580ft² - - (burlingame),Remodeled 2Bed/1Bath with Washer & Dryer in Unit!,$2480, / 2br - 806ft² - ,4072229916,-122.359378,Sep 16 2013,Peninsula,/pen/apa/4072229916.html,37.586470, / 2br - 806ft² - - (san mateo),Now accepting applications!,$2052, / 2br - 750ft² - ,4072191122,,Sep 16 2013,Peninsula,/pen/apa/4072191122.html,, / 2br - 750ft² - - (menlo park),Beautiful 3 Bed 2 Bath House Available NOW!,$3550, / 3br - 1200ft² - ,4072194915,-122.200226,Sep 16 2013,Peninsula,/pen/apa/4072194915.html,37.469938, / 3br - 1200ft² - - (redwood city),Town Home on the Water ,$3895, / 2br - 1196ft² - ,4072194203,,Sep 16 2013,Peninsula,/pen/apa/4072194203.html,, / 2br - 1196ft² - - (mountain view),Check out our Kitchen! Granite Counters. European Style Cabinets.,$2995, / 2br - ,4072192523,,Sep 16 2013,Peninsula,/pen/apa/4072192523.html,, / 2br - - (los altos),Open and Spacious with Pool View!,$2345, / 1br - 1000ft² - ,4072173779,-122.117672,Sep 16 2013,Peninsula,/pen/apa/4072173779.html,37.381480, / 1br - 1000ft² - - (los altos),"Luxury, Resort Living in the Heart of Los Altos!",$2345, / 1br - 1000ft² - ,4072183079,-122.118530,Sep 16 2013,Peninsula,/pen/apa/4072183079.html,37.381070, / 1br - 1000ft² - - (redwood city),2 bed - Fully Remodeled w/patio - Redwood City,$1900, / 2br - ,4061491410,-122.207090,Sep 16 2013,Peninsula,/pen/apa/4061491410.html,37.477380, / 2br - - (mountain view),Quality and convenience at a price you can afford!,$3395, / 3br - ,4072135807,,Sep 16 2013,Peninsula,/pen/apa/4072135807.html,, / 3br - - (mountain view),"Large 1BR, Top Floor, Excellent Palo Alto border location ",$1795, / 1br - 654ft² - ,4075503782,-122.111952,Sep 18 2013,Peninsula,/pen/apa/4075503782.html,37.406368, / 1br - 654ft² - - (palo alto),"Walk to Stanford! Darling Duplex in GREAT location, WALK to everything",$2495, / 1br - ,4030289929,,Sep 17 2013,Peninsula,/pen/apa/4030289929.html,, / 1br - - (san mateo),Single Family Home in San Mateo on Cobb Street. (Shoreview),$3500, / 4br - 1470ft² - ,4074202254,-122.305480,Sep 17 2013,Peninsula,/pen/apa/4074202254.html,37.564535, / 4br - 1470ft² - - (san mateo),出租 4 Room - 3 Bad + office or Study room / 2 Bath,$3750, / 3br - ,4074179969,-122.283714,Sep 17 2013,Peninsula,/pen/apa/4074179969.html,37.545744, / 3br - - (san mateo),"Gorgeous Apartment, Great Location!!",$2600, / 2br - 955ft² - ,4074107478,-122.325998,Sep 17 2013,Peninsula,/pen/apa/4074107478.html,37.560763, / 2br - 955ft² - - (foster city),"TOP FLOOR, NO NEIGHBORS ABOVE OR BELOW",$2835, / 2br - 963ft² - ,4074169382,-122.262726,Sep 17 2013,Peninsula,/pen/apa/4074169382.html,37.535713, / 2br - 963ft² - - (pacifica),Sunny Linda Mar Valley,$2800, / 4br - ,4074166082,,Sep 17 2013,Peninsula,/pen/apa/4074166082.html,, / 4br - - (redwood city),"Available October 2013! Nicely remodeled, great location!",$1995, / 1br - ,4044466805,,Sep 17 2013,Peninsula,/pen/apa/4044466805.html,, / 1br - - (redwood city),"Nice spacious studio, available NOW!",$1495, ,4017474404,,Sep 17 2013,Peninsula,/pen/apa/4017474404.html,, - (daly city),Large Luxury 1Bedroom w/ 1 Car Garage ,$1895, / 1br - 700ft² - ,4056567349,,Sep 17 2013,Peninsula,/pen/apa/4056567349.html,, / 1br - 700ft² - - (san mateo),1å§å®¤å‡ºç§Ÿ$1000 包水电上网,, ,4068888667,,Sep 17 2013,Peninsula,/pen/apa/4068888667.html,, - (san mateo),Westside Home Kitchen Remodel Oak Floors Fireplace Stainless Appliance,$2895, / 3br - 1155ft² - ,4067762723,-122.318984,Sep 17 2013,Peninsula,/pen/apa/4067762723.html,37.546695, / 3br - 1155ft² - - (san mateo),Cable TV~Free Coffee and Balcony/Patio Comfort!,$1905, / 1br - 714ft² - ,4073743274,-122.286827,Sep 17 2013,Peninsula,/pen/apa/4073743274.html,37.532086, / 1br - 714ft² - - (san mateo),Luxury Apt in Prime Location,$1750, / 1br - 570ft² - ,4054291289,-122.332163,Sep 17 2013,Peninsula,/pen/apa/4054291289.html,37.572321, / 1br - 570ft² - - (san mateo),1 bedroom with tile and storage!,$2252, / 1br - 680ft² - ,4073738689,-122.285185,Sep 17 2013,Peninsula,/pen/apa/4073738689.html,37.544254, / 1br - 680ft² - - (san mateo),The Good is Good but the Best is here!,$3575, / 2br - 1177ft² - ,4073738274,-122.342481,Sep 17 2013,Peninsula,/pen/apa/4073738274.html,37.566436, / 2br - 1177ft² - - (mountain view),one-bedroom apartment in mtn view (1450),$1450, / 1br - 400ft² - ,4073733696,-122.093594,Sep 17 2013,Peninsula,/pen/apa/4073733696.html,37.388986, / 1br - 400ft² - - (pacifica),WALK TO THE BAY,$2900, / 3br - ,4073721315,-122.481585,Sep 17 2013,Peninsula,/pen/apa/4073721315.html,37.635935, / 3br - - (burlingame),COMING SOON!! LUXURY Lower Hillsborough Estate for Lease,$18000, / 4br - ,4073721005,,Sep 17 2013,Peninsula,/pen/apa/4073721005.html,, / 4br - - (san mateo),NOW!!! fully provided corporate housing!!!,, 2br - ,4073572333,,Sep 17 2013,Peninsula,/pen/apa/4073572333.html,, 2br - - (burlingame),Spectacular View From This 3 Bedroom!,$3875, / 3br - 1670ft² - ,4073428808,-122.402444,Sep 17 2013,Peninsula,/pen/apa/4073428808.html,37.582973, / 3br - 1670ft² - - (redwood city),Executive Retreat in Emerald Hills,$4885, / 3br - 1500ft² - ,4059498649,-122.296000,Sep 17 2013,Peninsula,/pen/apa/4059498649.html,37.424500, / 3br - 1500ft² - - (mountain view),2BR Freestanding Mountain View Townhouse,$2600, / 2br - 968ft² - ,4073421080,-122.091751,Sep 17 2013,Peninsula,/pen/apa/4073421080.html,37.401443, / 2br - 968ft² - - (foster city),"Spectacular, Spacious 1 Bedroom on the Water",$2663, / 1br - ,4073414257,-122.265794,Sep 17 2013,Peninsula,/pen/apa/4073414257.html,37.554615, / 1br - - (palo alto),1ba Terrific Midtown Apartment,$2195, / 2br - ,4073381007,-122.127688,Sep 17 2013,Peninsula,/pen/apa/4073381007.html,37.420907, / 2br - - (san bruno),OPEN HOUSE Sunday 9/22/2013 from Noon to 4:00 PM,$3200, / 3br - 1900ft² - ,4073397114,-122.431081,Sep 17 2013,Peninsula,/pen/apa/4073397114.html,37.608544, / 3br - 1900ft² - - (foster city),The Perfect Location with a Direct View of The Water!,$2495, / 1br - 755ft² - ,4073307889,-122.256834,Sep 17 2013,Peninsula,/pen/apa/4073307889.html,37.552768, / 1br - 755ft² - - (foster city),Lovely 1 BR 1 BA Apartment Available Immediately!,$2895, / 1br - 925ft² - ,4073382171,-122.264334,Sep 17 2013,Peninsula,/pen/apa/4073382171.html,37.554738, / 1br - 925ft² - - (san bruno),2bed/1bath apartment AVAILABLE in San Bruno!,$2045, / 2br - 850ft² - ,4073378703,-122.462848,Sep 17 2013,Peninsula,/pen/apa/4073378703.html,37.636965, / 2br - 850ft² - - (atherton),Gorgeous Executive Atherton Home,$5975, / 3br - ,4062932687,-122.187109,Sep 17 2013,Peninsula,/pen/apa/4062932687.html,37.460229, / 3br - - (pacifica),"2 bed, 2.5 bath Townhome in Pacifica - Gated Community + Views",$3200, / 2br - 1675ft² - ,4073360572,,Sep 17 2013,Peninsula,/pen/apa/4073360572.html,, / 2br - 1675ft² - - (los altos),"Los Altos Executive Home - Walk to Shopping, Furnished & Private",$7500, / 5br - 2800ft² - ,4049452064,-122.067993,Sep 17 2013,Peninsula,/pen/apa/4049452064.html,37.339001, / 5br - 2800ft² - - (burlingame),Completely Renovated unit across from Burlingame Ave. ~ J.Wavro,$1750, ,4073036128,-122.350681,Sep 17 2013,Peninsula,/pen/apa/4073036128.html,37.576336, - (san mateo),2 Bed 2 Bath Spacious Condo for RENT In Central Location!,$2700, / 2br - 1020ft² - ,4072958300,-122.320751,Sep 17 2013,Peninsula,/pen/apa/4072958300.html,37.576970, / 2br - 1020ft² - - (redwood city),1 Bed 1 Bath Available Oct Redwood City ,$1995, / 1br - ,4054744651,-122.214491,Sep 17 2013,Peninsula,/pen/apa/4054744651.html,37.469299, / 1br - - (south san francisco),WELCOME TO YOUR NEW HOME,$2300, / 1br - ,4048169558,-122.431083,Sep 17 2013,Peninsula,/pen/apa/4048169558.html,37.659633, / 1br - - (menlo park),Cute 1BR/1BA with Den. Appr 2 miles from Stanford,$2100, / 1br - 800ft² - ,4055787374,-122.200676,Sep 17 2013,Peninsula,/pen/apa/4055787374.html,37.428539, / 1br - 800ft² - - (san carlos),"Bedroom, plus office, W/D hardwood floors",$2255, / 1br - 830ft² - ,4072869090,-122.265978,Sep 17 2013,Peninsula,/pen/apa/4072869090.html,37.510936, / 1br - 830ft² - - (mountain view),3bd/2.5 bath townhouse in Mountain View,$3500, / 3br - 1584ft² - ,4072852756,,Sep 17 2013,Peninsula,/pen/apa/4072852756.html,, / 3br - 1584ft² - - (Hillsborough),PRESTIGE NEIGHBORHOOD HOME FOR RENT ,$6000, / 3br - ,4072825277,,Sep 17 2013,Peninsula,/pen/apa/4072825277.html,, / 3br - - (redwood city),"2x2 W/Private Garage, Water Views, Great Closet Space & Floor Plan!",$3575, / 2br - 1140ft² - ,4072809789,,Sep 17 2013,Peninsula,/pen/apa/4072809789.html,, / 2br - 1140ft² - - (redwood city),"Reduced Price! Renovated 2x1, Visit Today!",$2390, / 2br - 875ft² - ,4072751620,,Sep 17 2013,Peninsula,/pen/apa/4072751620.html,, / 2br - 875ft² - - (san mateo),Beautiful First Floor Home With Partial Waterview!,$2706, / 2br - ,4072178798,,Sep 16 2013,Peninsula,/pen/apa/4072178798.html,, / 2br - - (redwood city),"Nicely remodeled, great kitchen, 2 Bdrm - 1 Ba",$2395, / 2br - 1100ft² - ,4072169079,-122.240217,Sep 16 2013,Peninsula,/pen/apa/4072169079.html,37.469800, / 2br - 1100ft² - - (palo alto),Exclusive Condo ,$3595, / 2br - 1100ft² - ,4072162296,-122.167131,Sep 16 2013,Peninsula,/pen/apa/4072162296.html,37.449312, / 2br - 1100ft² - - (san bruno),Make that MOVE...be a part of our Evergreen family! ,$2195, / 2br - 950ft² - ,4051205866,-122.462848,Sep 16 2013,Peninsula,/pen/apa/4051205866.html,37.636965, / 2br - 950ft² - - (menlo park),HUGE Three Bedroom Minutes From Stanford Call Now! ,$4178, / 3br - 1340ft² - ,4072147499,,Sep 16 2013,Peninsula,/pen/apa/4072147499.html,, / 3br - 1340ft² - - (menlo park),2 Bed 1 Bath Upstairs Apt Near Downtown MP,$2500, / 2br - 1100ft² - ,4072135458,-122.185476,Sep 16 2013,Peninsula,/pen/apa/4072135458.html,37.449038, / 2br - 1100ft² - - (burlingame),"Remodeled 1Bed/1Bath Near Caltrain, BART, & Downtown Areas!",$2010, / 1br - 598ft² - ,4072088930,-122.359378,Sep 16 2013,Peninsula,/pen/apa/4072088930.html,37.586470, / 1br - 598ft² - - (belmont),Open House at 5:00 Sharp Tuesday....,$2195, / 2br - ,4072116272,-122.271011,Sep 16 2013,Peninsula,/pen/apa/4072116272.html,37.514703, / 2br - - (palo alto),"Great location! Updated apartment, available October!",$1995, / 1br - ,4056738967,,Sep 16 2013,Peninsula,/pen/apa/4056738967.html,, / 1br - - (belmont)," Available NOW! Spacious apartment with granite counters, tile floor ",$2250, / 2br - ,4056747814,,Sep 16 2013,Peninsula,/pen/apa/4056747814.html,, / 2br - - (mountain view),"Downstairs with private patio, Nicely updated! Available NOW!",$1695, / 1br - ,4056835161,,Sep 16 2013,Peninsula,/pen/apa/4056835161.html,, / 1br - - (san carlos),Great walk to town location! Pet friendly building! Available Nov,$2350, / 2br - ,4017472408,,Sep 17 2013,Peninsula,/pen/apa/4017472408.html,, / 2br - - (palo alto),2nd Floor 1BR in Heart of Downtown Palo Alto! Hardwood floors!,$2295, / 1br - 610ft² - ,4074148832,-122.158463,Sep 17 2013,Peninsula,/pen/apa/4074148832.html,37.444540, / 1br - 610ft² - - (mountain view),Downstairs w/ private patio! Nicely updated! Available NOW!,$1695, / 1br - ,4030219015,,Sep 17 2013,Peninsula,/pen/apa/4030219015.html,, / 1br - - (south san francisco),$1380 - 1 bedroom unit for rent in South San Francisco ,$1380, / 1br - ,4074101232,,Sep 17 2013,Peninsula,/pen/apa/4074101232.html,, / 1br - - (san mateo),1 bedroom ready TODAY,$2227, / 1br - 680ft² - ,4074152494,-122.285185,Sep 17 2013,Peninsula,/pen/apa/4074152494.html,37.544254, / 1br - 680ft² - - (san carlos),Stunning apartment in amazing location! Wonderful gated property! ,$2095, / 1br - ,4058510865,,Sep 17 2013,Peninsula,/pen/apa/4058510865.html,, / 1br - - (redwood city),** Studio Near County Offices & Kaiser,$1395, ,4042678872,-122.232342,Sep 17 2013,Peninsula,/pen/apa/4042678872.html,37.490796, - (redwood city),Amazing views! Beautiful & Spacious two bedroom. Call now!,$3850, / 2br - 1225ft² - ,4074149226,-122.224231,Sep 17 2013,Peninsula,/pen/apa/4074149226.html,37.464252, / 2br - 1225ft² - - (redwood city),"3 Bedrooms, 2 Baths, LR, FR, 1 car garage, large fenced patio/yard ",$3395, / 3br - 1850ft² - ,4033835210,-122.229102,Sep 17 2013,Peninsula,/pen/apa/4033835210.html,37.467688, / 3br - 1850ft² - - (redwood city),"2 full baths, Gated Entrance",$2295, / 2br - 1150ft² - ,4062084515,-122.229016,Sep 17 2013,Peninsula,/pen/apa/4062084515.html,37.467671, / 2br - 1150ft² - - (daly city),"ONE-BEDROOM, ONE-BATHROOM DALY CITY HOME!",$1789, / 1br - 652ft² - ,4073693463,-122.477347,Sep 17 2013,Peninsula,/pen/apa/4073693463.html,37.665397, / 1br - 652ft² - - (burlingame),Closet Space Galore! In this 800+ sqft 1 Bed.,$2400, / 1br - 830ft² - ,4073665323,-122.402444,Sep 17 2013,Peninsula,/pen/apa/4073665323.html,37.582973, / 1br - 830ft² - - (palo alto),Your New Home!!!,$5345, / 2br - 945ft² - ,4073245771,,Sep 17 2013,Peninsula,/pen/apa/4073245771.html,, / 2br - 945ft² - - (foster city),"Don't be on a Waitlist! Come to Marlin Cove, where YOU are Our Priority!",$3095, / 2br - 1094ft² - ,4073316183,-122.256834,Sep 17 2013,Peninsula,/pen/apa/4073316183.html,37.552768, / 2br - 1094ft² - - (daly city),Condo Unit - 2Br/1Ba 1029 sq ft,$2100, / 2br - 1029ft² - ,4044517235,-122.473382,Sep 17 2013,Peninsula,/pen/apa/4044517235.html,37.675316, / 2br - 1029ft² - - (san mateo),!!LOVELY UNIT IN QUIET COMMUNITY WITH VIEW OF POOL!!,$1800, / 1br - 825ft² - ,4073278727,,Sep 17 2013,Peninsula,/pen/apa/4073278727.html,, / 1br - 825ft² - - (redwood city),Great location/walking distance to downtown Redwood City / whole foods,$3250, / 3br - 1500ft² - ,4072744128,-122.233377,Sep 17 2013,Peninsula,/pen/apa/4072744128.html,37.474637, / 3br - 1500ft² - - (daly city),Bright Remodel Home 2bed & 1bath,$2100, / 2br - 1014ft² - ,4072740543,-122.493374,Sep 17 2013,Peninsula,/pen/apa/4072740543.html,37.688552, / 2br - 1014ft² - - (san carlos),"OPEN - Showing TODAY, Tuesday from 5;30-6:30 PM, Great Location",$2395, / 2br - 1000ft² - ,4072688696,-122.265987,Sep 17 2013,Peninsula,/pen/apa/4072688696.html,37.502304, / 2br - 1000ft² - -" (Carmel, CA)",$3300 Carmel Home ,$3300, / 3br - 2600ft² - ,4072661874,,Sep 17 2013,Peninsula,/pen/apa/4072661874.html,, / 3br - 2600ft² - - (san carlos),"2 bath apartment, walking distance from San Carlos downtown ",$2700, / 2br - 1010ft² - ,4064070383,-122.265533,Sep 17 2013,Peninsula,/pen/apa/4064070383.html,37.502968, / 2br - 1010ft² - - (redwood city),"OPEN Tuesday 6:30-7PM - 2 bedroom, BRAND NEW REMODEL!",$1995, / 2br - ,4047122244,,Sep 17 2013,Peninsula,/pen/apa/4047122244.html,, / 2br - - (san mateo),"Lovely San Mateo Home, central location, bonus backyard space!",$3800, / 3br - ,4072637380,,Sep 17 2013,Peninsula,/pen/apa/4072637380.html,, / 3br - - (san mateo),"Aragon-Baywood 2Br + Loft, 1.5 Bath home, Westside San Mateo",$4350, / 2br - 1500ft² - ,4072625855,,Sep 17 2013,Peninsula,/pen/apa/4072625855.html,, / 2br - 1500ft² - - (mountain view),4br/2ba House in quiet area for rent,$4200, / 4br - ,4048003906,-122.102224,Sep 16 2013,Peninsula,/pen/apa/4048003906.html,37.392909, / 4br - - (los altos),AzariPM - Executive Lifestyle in a Private Los Altos Estate!! - ,$29999, / 5br - ,4072559548,,Sep 16 2013,Peninsula,/pen/apa/4072559548.html,, / 5br - - (coastside/pescadero),$ 1200 / 1 Br For rent,$1200, / 1br - ,4057251272,-122.249500,Sep 16 2013,Peninsula,/pen/apa/4057251272.html,37.272600, / 1br - - (half moon bay),3 Bedroom Single Level Home on the 4th Fairway ,$3850, / 3br - 2150ft² - ,4072108852,-122.429364,Sep 16 2013,Peninsula,/pen/apa/4072108852.html,37.433141, / 3br - 2150ft² - - (san carlos),Great walk to town location! Pet friendly building! Available October ,$2350, / 2br - ,4072108343,,Sep 16 2013,Peninsula,/pen/apa/4072108343.html,, / 2br - - (san carlos),Great walk to town location! Pet friendly building! Available October ,$2350, / 2br - ,4056877472,,Sep 16 2013,Peninsula,/pen/apa/4056877472.html,, / 2br - - (redwood city),"Nice spacious studio, available NOW!",$1495, ,4072106835,,Sep 16 2013,Peninsula,/pen/apa/4072106835.html,, - (palo alto),"Walk to Stanford! Darling Duplex in GREAT location, WALK to everything",$2495, / 1br - ,4056880217,,Sep 16 2013,Peninsula,/pen/apa/4056880217.html,, / 1br - - (san carlos),San Carlos Charm on Brittan Avenue,$4250, / 3br - ,4057405784,,Sep 16 2013,Peninsula,/pen/apa/4057405784.html,, / 3br - - (burlingame),Remodeled apartment in luxury building,$1995, / 1br - ,4050175348,,Sep 16 2013,Peninsula,/pen/apa/4050175348.html,, / 1br - - (burlingame),Elegantly Remodeled 2BR/2BA,$2800, / 2br - ,4027787284,,Sep 16 2013,Peninsula,/pen/apa/4027787284.html,, / 2br - - (redwood city),Elegant 2BR 2BA with Heated Pool & Gorgeous Landscaping,$2650, / 2br - ,4061574076,,Sep 16 2013,Peninsula,/pen/apa/4061574076.html,, / 2br - - (redwood city),Spacious Studio-Close to Downtown ,$1350, ,4046257779,,Sep 16 2013,Peninsula,/pen/apa/4046257779.html,, - (redwood city),Luxury Living In Prime Location,$2650, / 2br - 1100ft² - ,4065373222,,Sep 16 2013,Peninsula,/pen/apa/4065373222.html,, / 2br - 1100ft² - - (belmont),Situated in the Belmont hill with amazing view to San Francisco Bay ,$2250, / 1br - 700ft² - ,4073307385,-122.303679,Sep 17 2013,Peninsula,/pen/apa/4073307385.html,37.514837, / 1br - 700ft² - - (san mateo),LARGE 2 BD 1BATH 2 CAR GAR - DUPLEX IN GREAT AREA SAN MATEO LAURELWOOD,$2895, / 2br - 1500ft² - ,4073297831,,Sep 17 2013,Peninsula,/pen/apa/4073297831.html,, / 2br - 1500ft² - - (east palo alto),Lovely 3/br/2ba Family Home,$2850, / 3br - 1750ft² - ,4073328585,,Sep 17 2013,Peninsula,/pen/apa/4073328585.html,, / 3br - 1750ft² - - (san mateo),Excellent location-a must see!,$3700, / 3br - ,4055001824,-122.279378,Sep 17 2013,Peninsula,/pen/apa/4055001824.html,37.532036, / 3br - - (brisbane),Duplex for Rent - 418 Monterey St,$2600, / 2br - ,4073245119,-122.403594,Sep 17 2013,Peninsula,/pen/apa/4073245119.html,37.683024, / 2br - - (palo alto),Bright and Spacious home in Green Gable,$7000, / 4br - 1802ft² - ,4073312283,-122.137074,Sep 17 2013,Peninsula,/pen/apa/4073312283.html,37.446538, / 4br - 1802ft² - - (san mateo),Let CitySouth give you what you need!,$2251, / 1br - 680ft² - ,4073311265,-122.285185,Sep 17 2013,Peninsula,/pen/apa/4073311265.html,37.544254, / 1br - 680ft² - - (san mateo),Great living off the Peninsula!,$1995, / 2br - 762ft² - ,4073309258,-122.326781,Sep 17 2013,Peninsula,/pen/apa/4073309258.html,37.578635, / 2br - 762ft² - - (menlo park),One bedroom in Sharon Heights available in October!,$2750, / 1br - ,4065141246,-122.201550,Sep 17 2013,Peninsula,/pen/apa/4065141246.html,37.423838, / 1br - - (belmont),Exclusive Belmont Location!,$2183, / 600ft² - ,4073297746,-122.278272,Sep 17 2013,Peninsula,/pen/apa/4073297746.html,37.517394, / 600ft² - - (daly city),Come See Our Daly City Apartments Today!,$1490, / 482ft² - ,4073190555,-122.477347,Sep 17 2013,Peninsula,/pen/apa/4073190555.html,37.665397, / 482ft² - - (san carlos),San Carlos Hills house for rent - 9 Month Lease Only.,$3588, / 3br - ,4059763833,-122.269753,Sep 16 2013,Peninsula,/pen/apa/4059763833.html,37.490438, / 3br - - (redwood city),COzy and Charming 2 Bedroom and 1 Bath Duplex,$2500, / 2br - 1100ft² - ,4072556513,,Sep 16 2013,Peninsula,/pen/apa/4072556513.html,, / 2br - 1100ft² - - (mountain view),Mountain View home with Los Altos Schools for rent! ,$3475, / 3br - 1622ft² - ,4046892997,-122.116467,Sep 16 2013,Peninsula,/pen/apa/4046892997.html,37.409825, / 3br - 1622ft² - - (south san francisco),"Luxurious, Spacious, Like New",$3900, / 4br - 2780ft² - ,4072555163,-122.402630,Sep 16 2013,Peninsula,/pen/apa/4072555163.html,37.668671, / 4br - 2780ft² - - (pacifica),Serene Vallemar Area - Coastside Living,$2795, / 3br - ,4025235550,,Sep 16 2013,Peninsula,/pen/apa/4025235550.html,, / 3br - - (palo alto),"2bed/2ba, Gar, Remodeld Condo in Fabulous Downtown University Ave !!!",$3395, / 2br - 1600ft² - ,4072531787,-122.156375,Sep 16 2013,Peninsula,/pen/apa/4072531787.html,37.451138, / 2br - 1600ft² - - (burlingame),Hillsborough 3 bdr 2.5 ba ,$6900, / 3br - ,4072543144,-122.376883,Sep 16 2013,Peninsula,/pen/apa/4072543144.html,37.556393, / 3br - - (palo alto),Downtown Townhouse w/ private garden,$4500, / 2br - 1380ft² - ,4012126585,-122.161231,Sep 16 2013,Peninsula,/pen/apa/4012126585.html,37.448935, / 2br - 1380ft² - - (redwood shores),"Redwood Shores Condo - Two master suites, granite, hardwood, waterview",$3190, / 2br - 1580ft² - ,4028397524,-122.296000,Sep 16 2013,Peninsula,/pen/apa/4028397524.html,37.424500, / 2br - 1580ft² - - (daly city),UPPER LEVEL 3BD/2BA CornerHouse,$2700, / 3br - 1200ft² - ,4072529114,,Sep 16 2013,Peninsula,/pen/apa/4072529114.html,, / 3br - 1200ft² - - (south san francisco),"HOUSE 2 Blocks away TANOFRAN MALL & MAJOR 380, 280 & 101 HIGHWAYS!!",$2850, / 2br - 1000ft² - ,4050911996,-122.424812,Sep 16 2013,Peninsula,/pen/apa/4050911996.html,37.640791, / 2br - 1000ft² - - (foster city),Awesome Waterfront Views from this Two Bedroom Two Bath Apartment!,$2663, / 2br - ,4072073105,-122.256052,Sep 16 2013,Peninsula,/pen/apa/4072073105.html,37.554189, / 2br - - (foster city),One Car GARAGE/Fireplace/Washer and Dryer INSIDE!,$2960, / 2br - 1108ft² - ,4072085764,-122.261374,Sep 16 2013,Peninsula,/pen/apa/4072085764.html,37.534539, / 2br - 1108ft² - - (palo alto),Luxury & Tranquility in the Heart of Downtown,$2900, / 1br - 910ft² - ,4034495574,,Sep 16 2013,Peninsula,/pen/apa/4034495574.html,, / 1br - 910ft² - - (san bruno),Unique Blend Of Timeless Classic Design Is What You Will Find In This ,$2364, / 1br - 719ft² - ,4072083746,-122.422242,Sep 16 2013,Peninsula,/pen/apa/4072083746.html,37.633164, / 1br - 719ft² - - (pacifica),OCEAN VIEW~OPEN 9/17 @ 6-8pm~PRIVATE/NOT IN A COMPLEX~READY 10/1,$1800, / 1br - 750ft² - ,4063436014,,Sep 16 2013,Peninsula,/pen/apa/4063436014.html,, / 1br - 750ft² - - (san carlos),Hilltop Views with Generous Space,$2500, / 3br - ,4072082535,,Sep 16 2013,Peninsula,/pen/apa/4072082535.html,, / 3br - - (san mateo),Change your mailing address with us,$2068, / 2br - 750ft² - ,4072059482,,Sep 16 2013,Peninsula,/pen/apa/4072059482.html,, / 2br - 750ft² - - (half moon bay),"Large 5Bd/3Ba house - Easy access to beach, shopping centers, & 92",$3799, / 5br - 2200ft² - ,4037041032,-122.437263,Sep 16 2013,Peninsula,/pen/apa/4037041032.html,37.476902, / 5br - 2200ft² - - (mountain view),Spacious 1 bedroom apartment on first floor in Mountain View,$1925, / 1br - 900ft² - ,4072068367,,Sep 16 2013,Peninsula,/pen/apa/4072068367.html,, / 1br - 900ft² - - (palo alto),Wonderful Home - Midtown Location!!!,$5000, / 3br - 1517ft² - ,4066003823,-122.134274,Sep 16 2013,Peninsula,/pen/apa/4066003823.html,37.430339, / 3br - 1517ft² - - (san mateo),"SPACIOUS 3BR 2BA with Granite, Stainless, A/C and W/D plus 2 Patios!",$4393, / 3br - 1425ft² - ,4072054766,,Sep 16 2013,Peninsula,/pen/apa/4072054766.html,, / 3br - 1425ft² - - (redwood city),"2B Large Floor Plan, Walk to Downtown Shops and Restaurants",$3390, / 2br - 1154ft² - ,4072055599,,Sep 16 2013,Peninsula,/pen/apa/4072055599.html,, / 2br - 1154ft² - - (atherton),Gorgeous Atherton Home For Rent,$11800, / 5br - 3630ft² - ,4073295528,-122.186776,Sep 17 2013,Peninsula,/pen/apa/4073295528.html,37.459738, / 5br - 3630ft² - - (redwood shores),"Redwood Shores for lease, Available Now",$4300, / 3br - 1860ft² - ,4046251155,-122.248020,Sep 17 2013,Peninsula,/pen/apa/4046251155.html,37.531880, / 3br - 1860ft² - - (burlingame),A great one bedroom to call home! $199 Security Deposit Special!,$2105, / 1br - 674ft² - ,4073292437,-122.359378,Sep 17 2013,Peninsula,/pen/apa/4073292437.html,37.586470, / 1br - 674ft² - - (san mateo),Fido and Fluffy Want to Call Chesapeake Point HOME!!!,$3392, / 3br - 1094ft² - ,4073291872,,Sep 17 2013,Peninsula,/pen/apa/4073291872.html,, / 3br - 1094ft² - - (belmont),Nestled in the Belmont hills & walking distance to city convenience,$2108, / 1br - 600ft² - ,4073225152,-122.278227,Sep 17 2013,Peninsula,/pen/apa/4073225152.html,37.519125, / 1br - 600ft² - - (foster city),Treat Yourself to Serenity and Relaxation in this Waterfront One Bedro,$2498, / 1br - 667ft² - ,4073286730,-122.260001,Sep 17 2013,Peninsula,/pen/apa/4073286730.html,37.552437, / 1br - 667ft² - - (woodside),Woodside Glens Family home for lease ,$4950, / 4br - 1900ft² - ,4073285443,-122.254781,Sep 17 2013,Peninsula,/pen/apa/4073285443.html,37.439416, / 4br - 1900ft² - - (pacifica),"Beautiful 3 Bedroom 2 bath Pacifica Home, Garage, Yard, Laundry",$3200, / 3br - 1300ft² - ,4057925345,-122.464285,Sep 17 2013,Peninsula,/pen/apa/4057925345.html,37.588137, / 3br - 1300ft² - - (redwood city),Travel Nursing with a buddy? Fully furnished 2 BR/2 Bath Condo,$3200, / 2br - 1250ft² - ,4072514779,-122.209100,Sep 16 2013,Peninsula,/pen/apa/4072514779.html,37.481500, / 2br - 1250ft² - - (burlingame),Walk to Downtown Burlingame Avenue 2 Bd 2 Ba Apt ,$2800, / 2br - ,4065893527,-122.349381,Sep 16 2013,Peninsula,/pen/apa/4065893527.html,37.576035, / 2br - - (san carlos),Charming 1939 Cape Cod,$4350, / 5br - 2370ft² - ,4072052364,,Sep 16 2013,Peninsula,/pen/apa/4072052364.html,, / 5br - 2370ft² - - (Los Altos Hills),Fantastic property nestled in the Los Altos Hills,$7500, / 3br - ,4066051816,,Sep 16 2013,Peninsula,/pen/apa/4066051816.html,, / 3br - - (palo alto),Fantastic property in Midtown Palo Alto,$8200, / 4br - ,4066058335,,Sep 16 2013,Peninsula,/pen/apa/4066058335.html,, / 4br - - (menlo park),"Lovely Upstairs Apartment Home, Must See! Availabe 10/13!",$1950, / 1br - 650ft² - ,4056242773,-122.165011,Sep 16 2013,Peninsula,/pen/apa/4056242773.html,37.463070, / 1br - 650ft² - - (daly city),"SPACIOUS HOME IN DESIRABLE WESTLAKE OLYMPIC SECTION, CALL NOW!",$3300, / 3br - ,4072038293,-122.494723,Sep 16 2013,Peninsula,/pen/apa/4072038293.html,37.701289, / 3br - - (belmont),Fully remodeled 5/3 with views for rent in Belmont,$4500, / 5br - 2200ft² - ,4072016354,-122.270678,Sep 16 2013,Peninsula,/pen/apa/4072016354.html,37.514436, / 5br - 2200ft² - - (redwood city),"Beautiful 2 Br, 1.5 Bath, 2 car garage, 1040 SqFt, 400 SqFt Deck - Oct",$2950, / 2br - 1040ft² - ,4053906810,-122.234659,Sep 16 2013,Peninsula,/pen/apa/4053906810.html,37.488429, / 2br - 1040ft² - - (redwood shores),Redwood Shores-313 St. Martin Drive,$4500, ,4067148907,-122.248600,Sep 16 2013,Peninsula,/pen/apa/4067148907.html,37.533100, - (san mateo),Step Up Your Location to San Mateo!,$4338, / 3br - 1384ft² - ,4072017442,-122.342481,Sep 16 2013,Peninsula,/pen/apa/4072017442.html,37.566436, / 3br - 1384ft² - - (foster city), BR Townhouse in Foster City for Rent Available Oct 1,$2150, / 1br - 765ft² - ,4072017179,-122.250751,Sep 16 2013,Peninsula,/pen/apa/4072017179.html,37.559732, / 1br - 765ft² - - (mountain view),Gated Community/Mtn. View Border/GE Apps/2 Pools/Spa/Fitness/Free WiFi,$1895, / 440ft² - ,4071950057,,Sep 16 2013,Peninsula,/pen/apa/4071950057.html,, / 440ft² - - (san mateo),Fabulous/2BR/2BA/georgeous/great condition/location/easy commute/$2400,$2400, / 2br - 1012ft² - ,4072000104,,Sep 16 2013,Peninsula,/pen/apa/4072000104.html,, / 2br - 1012ft² - - (foster city),"Special $500 Off Move In on 2 Bedroom Townhouse, Utilities Inc!!",$2600, / 2br - 1020ft² - ,4071996211,-122.261543,Sep 16 2013,Peninsula,/pen/apa/4071996211.html,37.555698, / 2br - 1020ft² - - (mountain view),1-BATH/GE/GRANITE CTRS/AC/DOUBLE PANE WINDOWS/POOL/SPA/FITNESS/WiFi,$2695, / 2br - 930ft² - ,4071958617,,Sep 16 2013,Peninsula,/pen/apa/4071958617.html,, / 2br - 930ft² - - (east palo alto),Beautiful 1 bedroom with pool and balcony!,$1680, / 1br - 583ft² - ,4072012060,-122.136774,Sep 16 2013,Peninsula,/pen/apa/4072012060.html,37.454438, / 1br - 583ft² - - (mountain view),2BA LG Great Nbrhood/Granite Ctrs/Streams/Pools/Spa/Fitness/FREE WiFi,$2795, / 2br - 940ft² - ,4071933255,,Sep 16 2013,Peninsula,/pen/apa/4071933255.html,, / 2br - 940ft² - - (san mateo),2 Bathroom 1 Bathroom Apartment Downtown San Mateo! Visit Today! ,$2600, / 2br - 955ft² - ,4071969051,-122.325998,Sep 16 2013,Peninsula,/pen/apa/4071969051.html,37.560763, / 2br - 955ft² - - (woodside),"Updated 2 BR+Den, House in Woodside for Lease",$4000, / 2br - ,4072004661,-122.274837,Sep 16 2013,Peninsula,/pen/apa/4072004661.html,37.454546, / 2br - - (foster city),Nobody above or below in this quiet Town home in Foster City!,$2395, / 2br - 1020ft² - ,4071994817,-122.261543,Sep 16 2013,Peninsula,/pen/apa/4071994817.html,37.555698, / 2br - 1020ft² - - (palo alto),New & bright 2bdrm 2bath apartment with huge private deck,$3300, / 2br - 1100ft² - ,4071993130,-122.148076,Sep 16 2013,Peninsula,/pen/apa/4071993130.html,37.433591, / 2br - 1100ft² - diff --git a/11-Pandas-Data-Wrangling/bay2.csv b/11-Pandas-Data-Wrangling/bay2.csv new file mode 100644 index 0000000..315fb98 --- /dev/null +++ b/11-Pandas-Data-Wrangling/bay2.csv @@ -0,0 +1,1001 @@ +subregion,date,rent,bedrooms,sqft,latitude,longitude +SF,Sep 18 2013,$950, / 1br - , / 1br - ,37.761216,-122.396965 +SF,Sep 18 2013,$950, / 1br - , / 1br - ,37.76108,-122.39679299999999 +SF,Sep 18 2013,$950, / 1br - , / 1br - ,37.7621,-122.3971 +SF,Sep 18 2013,$3300, / 1br - 830ft² - , / 1br - 830ft² - ,37.798108,-122.39974699999999 +SF,Sep 18 2013,$2000, / 3br - 1280ft² - , / 3br - 1280ft² - ,, +SF,Sep 18 2013,$3850, / 2br - , / 2br - ,, +SF,Sep 18 2013,$3399, , ,, +SF,Sep 18 2013,$5250, / 2br - 1000ft² - , / 2br - 1000ft² - ,, +SF,Sep 18 2013,$950, / 1br - , / 1br - ,37.762029999999996,-122.39713700000001 +SF,Sep 18 2013,$950, / 1br - , / 1br - ,37.764065,-122.39645 +SF,Sep 18 2013,$2950, / 1br - 900ft² - , / 1br - 900ft² - ,37.757405,-122.44033400000001 +SF,Sep 18 2013,$3500, / 2br - 1400ft² - , / 2br - 1400ft² - ,37.748315000000005,-122.48358200000001 +SF,Sep 18 2013,$2800, / 1br - 720ft² - , / 1br - 720ft² - ,37.800360999999995,-122.41928 +SF,Sep 18 2013,$2700, / 1br - 720ft² - , / 1br - 720ft² - ,37.8002,-122.4091 +SF,Sep 18 2013,$2100, / 1br - , / 1br - ,37.719284,-122.439626 +SF,Sep 18 2013,$2600, / 2br - 900ft² - , / 2br - 900ft² - ,37.723481,-122.43985 +SF,Sep 18 2013,$2850, / 2br - , / 2br - ,37.7593,-122.4836 +SF,Sep 18 2013,$3500, / 2br - 1054ft² - , / 2br - 1054ft² - ,37.7917,-122.4186 +SF,Sep 18 2013,$6100, / 3br - , / 3br - ,37.765727000000005,-122.435472 +SF,Sep 18 2013,$6495, / 3br - , / 3br - ,37.765727000000005,-122.435472 +SF,Sep 18 2013,$890, , ,, +SF,Sep 18 2013,$2800, / 1br - , / 1br - ,37.787647,-122.443753 +SF,Sep 18 2013,$3500, / 2br - 960ft² - , / 2br - 960ft² - ,37.771142,-122.445535 +SF,Sep 18 2013,$2200, / 2br - 700ft² - , / 2br - 700ft² - ,37.7812,-122.4614 +SF,Sep 18 2013,$3695, / 1br - , / 1br - ,, +SF,Sep 18 2013,$3000, / 3br - 1476ft² - , / 3br - 1476ft² - ,37.719829,-122.391171 +SF,Sep 18 2013,$4500, / 1br - 900ft² - , / 1br - 900ft² - ,, +SF,Sep 18 2013,$3600, / 3br - 1450ft² - , / 3br - 1450ft² - ,37.775076,-122.51129499999999 +SF,Sep 18 2013,$1625, , ,, +SF,Sep 18 2013,$3695, / 1br - 1000ft² - , / 1br - 1000ft² - ,, +SF,Sep 18 2013,$5200, / 3br - 1500ft² - , / 3br - 1500ft² - ,37.722762,-122.45614499999999 +SF,Sep 18 2013,$2395, / 1br - 575ft² - , / 1br - 575ft² - ,37.787403000000005,-122.426768 +SF,Sep 18 2013,$3800, / 4br - , / 4br - ,37.775611,-122.481187 +SF,Sep 18 2013,$1995, , ,37.786865,-122.41210500000001 +SF,Sep 18 2013,$2175, , ,37.5,-122.25 +SF,Sep 18 2013,$5500, / 2br - 1450ft² - , / 2br - 1450ft² - ,, +SF,Sep 18 2013,$2350, , ,37.803492999999996,-122.44527 +SF,Sep 18 2013,$6000, / 1br - 1600ft² - , / 1br - 1600ft² - ,, +SF,Sep 18 2013,$11495, / 3br - , / 3br - ,, +SF,Sep 18 2013,$3900, / 2br - , / 2br - ,, +SF,Sep 18 2013,$4795, / 2br - , / 2br - ,, +SF,Sep 18 2013,$4995, / 3br - , / 3br - ,37.756145000000004,-122.459616 +SF,Sep 18 2013,$11495, / 3br - , / 3br - ,, +SF,Sep 18 2013,$1250, / 1br - 300ft² - , / 1br - 300ft² - ,, +SF,Sep 18 2013,$4195, / 4br - 1390ft² - , / 4br - 1390ft² - ,37.795237,-122.456639 +SF,Sep 18 2013,$1745, / 1br - , / 1br - ,37.785087,-122.41282700000001 +SF,Sep 18 2013,$2395, / 2br - 1337ft² - , / 2br - 1337ft² - ,37.711104999999996,-122.389669 +SF,Sep 18 2013,$1999, , ,37.776619000000004,-122.417402 +SF,Sep 18 2013,$2195, , ,37.788018,-122.413425 +SF,Sep 18 2013,$6900, / 3br - , / 3br - ,37.788185999999996,-122.446974 +SF,Sep 18 2013,$3900, / 2br - 1200ft² - , / 2br - 1200ft² - ,37.786196000000004,-122.424858 +SF,Sep 18 2013,$2850, / 2br - 1010ft² - , / 2br - 1010ft² - ,37.790471999999994,-122.48113300000001 +SF,Sep 18 2013,$3000, / 1br - , / 1br - ,, +SF,Sep 18 2013,$7950, / 3br - , / 3br - ,37.797125,-122.413074 +SF,Sep 18 2013,$4500, / 2br - , / 2br - ,, +SF,Sep 18 2013,$3350, / 1br - 680ft² - , / 1br - 680ft² - ,, +SF,Sep 18 2013,$4500, / 2br - , / 2br - ,, +SF,Sep 18 2013,$5200, / 3br - 1500ft² - , / 3br - 1500ft² - ,37.722762,-122.45614499999999 +SF,Sep 18 2013,$5200, / 3br - 1500ft² - , / 3br - 1500ft² - ,37.722762,-122.45614499999999 +SF,Sep 18 2013,$5200, / 3br - 1500ft² - , / 3br - 1500ft² - ,37.722762,-122.45614499999999 +SF,Sep 18 2013,$2506, / 476ft² - , / 476ft² - ,37.776286999999996,-122.41718200000001 +SF,Sep 18 2013,$5200, / 3br - 1500ft² - , / 3br - 1500ft² - ,37.722762,-122.45614499999999 +SF,Sep 18 2013,$4500, / 2br - 930ft² - , / 2br - 930ft² - ,37.806123,-122.41033 +SF,Sep 18 2013,$2500, / 1br - 550ft² - , / 1br - 550ft² - ,, +SF,Sep 18 2013,$2700, / 2br - 1200ft² - , / 2br - 1200ft² - ,37.7593,-122.4836 +SF,Sep 17 2013,$4700, / 1br - , / 1br - ,37.794684000000004,-122.431634 +SF,Sep 17 2013,$2800, / 1br - , / 1br - ,37.78713,-122.42504699999999 +SF,Sep 17 2013,$5500, / 2br - , / 2br - ,37.783609000000006,-122.38984599999999 +SF,Sep 17 2013,$4850, / 2br - 1223ft² - , / 2br - 1223ft² - ,37.787455,-122.39118 +SF,Sep 17 2013,$7700, / 2br - , / 2br - ,37.802848,-122.434973 +SF,Sep 17 2013,$3500, / 1br - 815ft² - , / 1br - 815ft² - ,37.761817,-122.40915700000001 +SF,Sep 17 2013,$12500, / 2br - , / 2br - ,37.795949,-122.43695 +SF,Sep 17 2013,$4500, / 1br - , / 1br - ,37.782751,-122.407871 +SF,Sep 17 2013,$3995, / 2br - , / 2br - ,37.777457,-122.41315800000001 +SF,Sep 17 2013,$3300, / 1br - , / 1br - ,37.793223,-122.41447 +SF,Sep 17 2013,$7500, / 3br - , / 3br - ,37.742495,-122.433315 +SF,Sep 18 2013,$2600, / 1br - 746ft² - , / 1br - 746ft² - ,37.765183,-122.41748700000001 +SF,Sep 18 2013,$4900, / 1br - 1505ft² - , / 1br - 1505ft² - ,, +SF,Sep 18 2013,$3249, / 549ft² - , / 549ft² - ,37.773953999999996,-122.389948 +SF,Sep 18 2013,$3200, / 2br - , / 2br - ,37.781939,-122.449 +SF,Sep 18 2013,$2942, / 600ft² - , / 600ft² - ,37.785012,-122.43563200000001 +SF,Sep 18 2013,$2190, , ,, +SF,Sep 18 2013,$3130, / 1br - 730ft² - , / 1br - 730ft² - ,, +SF,Sep 18 2013,$1995, , ,37.787454,-122.41499499999999 +SF,Sep 18 2013,$2990, / 1br - 778ft² - , / 1br - 778ft² - ,37.777138,-122.39305 +SF,Sep 18 2013,$6500, / 2br - 1400ft² - , / 2br - 1400ft² - ,, +SF,Sep 18 2013,$4222, / 2br - 1095ft² - , / 2br - 1095ft² - ,, +SF,Sep 18 2013,$4750, / 4br - , / 4br - ,37.772374,-122.48847099999999 +SF,Sep 18 2013,, 510ft² - , 510ft² - ,37.714652,-122.493398 +SF,Sep 18 2013,$2725, / 1br - 699ft² - , / 1br - 699ft² - ,37.78317,-122.432681 +SF,Sep 18 2013,$2675, / 1br - , / 1br - ,37.79996,-122.405371 +SF,Sep 18 2013,$3075, / 1br - 565ft² - , / 1br - 565ft² - ,, +SF,Sep 18 2013,$2899, / 1br - 660ft² - , / 1br - 660ft² - ,37.78317,-122.432681 +SF,Sep 18 2013,$3300, / 1br - , / 1br - ,37.786209,-122.398977 +SF,Sep 18 2013,$3300, / 1br - , / 1br - ,37.786209,-122.398977 +SF,Sep 18 2013,$4300, / 1br - , / 1br - ,37.79868,-122.415572 +SF,Sep 18 2013,$2800, / 1br - 558ft² - , / 1br - 558ft² - ,, +SF,Sep 17 2013,$2815, / 1br - , / 1br - ,37.753738,-122.46015700000001 +SF,Sep 17 2013,$7595, / 2br - , / 2br - ,, +SF,Sep 17 2013,$3249, / 1br - 740ft² - , / 1br - 740ft² - ,37.773167,-122.39666899999999 +SF,Sep 17 2013,$1800, , ,37.787093,-122.41323500000001 +SF,Sep 17 2013,$2500, / 2br - 810ft² - , / 2br - 810ft² - ,37.740133,-122.491615 +SF,Sep 17 2013,$2250, , ,37.800814,-122.436274 +SF,Sep 17 2013,$2300, / 1br - , / 1br - ,37.773674,-122.44062 +SF,Sep 17 2013,$2350, / 456ft² - , / 456ft² - ,37.802617,-122.40705700000001 +SF,Sep 17 2013,$2250, / 1br - 650ft² - , / 1br - 650ft² - ,, +SF,Sep 17 2013,$1500, , ,37.7593,-122.4836 +SF,Sep 17 2013,$1995, , ,, +SF,Sep 18 2013,$1050, , ,37.782875,-122.415869 +SF,Sep 18 2013,$2200, / 1br - , / 1br - ,37.793471999999994,-122.43376 +SF,Sep 18 2013,$2720, / 1br - 665ft² - , / 1br - 665ft² - ,37.75954,-122.462864 +SF,Sep 18 2013,$9800, / 3br - , / 3br - ,37.759093,-122.43811200000002 +SF,Sep 18 2013,$3950, / 1br - , / 1br - ,37.791153,-122.39581299999999 +SF,Sep 18 2013,$3495, / 2br - 1100ft² - , / 2br - 1100ft² - ,37.748946000000004,-122.46848100000001 +SF,Sep 18 2013,$2395, / 1br - , / 1br - ,37.757855,-122.439074 +SF,Sep 18 2013,$1800, / 1br - , / 1br - ,37.763802,-122.471668 +SF,Sep 18 2013,$7950, / 4br - 2800ft² - , / 4br - 2800ft² - ,, +SF,Sep 18 2013,$3495, / 2br - , / 2br - ,37.7658,-122.44995800000001 +SF,Sep 18 2013,$3500, / 2br - 1300ft² - , / 2br - 1300ft² - ,37.787262,-122.446793 +SF,Sep 18 2013,$14500, / 5br - , / 5br - ,37.786283000000005,-122.49056100000001 +SF,Sep 18 2013,$2400, , ,, +SF,Sep 18 2013,, 510ft² - , 510ft² - ,37.714652,-122.493398 +SF,Sep 18 2013,$5950, / 4br - 1700ft² - , / 4br - 1700ft² - ,37.770462,-122.447027 +SF,Sep 18 2013,$3000, / 1br - , / 1br - ,37.777457,-122.41315800000001 +SF,Sep 18 2013,$3900, / 2br - , / 2br - ,, +SF,Sep 18 2013,$2695, / 1br - , / 1br - ,, +SF,Sep 18 2013,$1800, / 1br - , / 1br - ,37.756014,-122.47874399999999 +SF,Sep 18 2013,$2975, / 1br - , / 1br - ,37.784196,-122.44920900000001 +SF,Sep 18 2013,$2950, / 1br - , / 1br - ,37.801303999999995,-122.42453799999998 +SF,Sep 18 2013,$5385, / 2br - 1465ft² - , / 2br - 1465ft² - ,, +SF,Sep 18 2013,$9500, / 3br - 1975ft² - , / 3br - 1975ft² - ,, +SF,Sep 18 2013,$3695, / 1br - 1000ft² - , / 1br - 1000ft² - ,, +SF,Sep 18 2013,$9500, / 3br - 1975ft² - , / 3br - 1975ft² - ,, +SF,Sep 18 2013,$3695, / 1br - 1000ft² - , / 1br - 1000ft² - ,37.774384999999995,-122.401518 +SF,Sep 18 2013,$4995, / 3br - , / 3br - ,37.756145000000004,-122.459616 +SF,Sep 18 2013,$2850, / 2br - , / 2br - ,37.784704999999995,-122.478618 +SF,Sep 18 2013,$2950, / 1br - 900ft² - , / 1br - 900ft² - ,37.77731,-122.446774 +SF,Sep 18 2013,$2750, / 1br - , / 1br - ,37.774971,-122.45300300000001 +SF,Sep 18 2013,$2370, , ,37.776619000000004,-122.417402 +SF,Sep 18 2013,$2495, / 2br - 925ft² - , / 2br - 925ft² - ,, +SF,Sep 18 2013,$4420, / 2br - 1164ft² - , / 2br - 1164ft² - ,, +SF,Sep 18 2013,$2795, / 1br - , / 1br - ,37.75866,-122.41153899999999 +SF,Sep 18 2013,$1950, , ,37.789757,-122.411942 +SF,Sep 18 2013,$2895, / 1br - , / 1br - ,37.76723,-122.446289 +SF,Sep 18 2013,$2650, / 1br - , / 1br - ,37.769284000000006,-122.448475 +SF,Sep 18 2013,$2500, / 1br - 800ft² - , / 1br - 800ft² - ,37.776231,-122.41471100000001 +SF,Sep 17 2013,$10995, / 4br - , / 4br - ,37.788682,-122.488059 +SF,Sep 17 2013,$3600, / 1br - 675ft² - , / 1br - 675ft² - ,, +SF,Sep 17 2013,$7500, / 2br - , / 2br - ,37.778852,-122.39275 +SF,Sep 17 2013,$3200, / 1br - , / 1br - ,37.793223,-122.41447 +SF,Sep 17 2013,$4300, / 1br - , / 1br - ,37.79868,-122.415572 +SF,Sep 17 2013,$5675, / 3br - , / 3br - ,37.785334999999996,-122.424687 +SF,Sep 17 2013,$4200, / 1br - , / 1br - ,37.782751,-122.407871 +SF,Sep 17 2013,$3900, / 1br - , / 1br - ,37.789369,-122.39185800000001 +SF,Sep 17 2013,$6000, / 3br - , / 3br - ,37.799616,-122.41576200000002 +SF,Sep 17 2013,$3750, / 1br - , / 1br - ,37.777553000000005,-122.391121 +SF,Sep 17 2013,$3500, / 2br - , / 2br - ,37.767007,-122.44801299999999 +SF,Sep 18 2013,$2300, / 1br - , / 1br - ,37.790463,-122.41391599999999 +SF,Sep 18 2013,$2850, / 1br - , / 1br - ,37.771541,-122.442423 +SF,Sep 18 2013,$3550, / 2br - 1300ft² - , / 2br - 1300ft² - ,37.744021000000004,-122.49618000000001 +SF,Sep 18 2013,$5095, / 4br - , / 4br - ,37.776097,-122.48896 +SF,Sep 18 2013,$2995, / 3br - 1400ft² - , / 3br - 1400ft² - ,, +SF,Sep 18 2013,$2666, / 476ft² - , / 476ft² - ,37.776286999999996,-122.41718200000001 +SF,Sep 18 2013,$5895, / 2br - 1166ft² - , / 2br - 1166ft² - ,, +SF,Sep 18 2013,$5200, / 4br - 2225ft² - , / 4br - 2225ft² - ,, +SF,Sep 18 2013,$3625, / 2br - , / 2br - ,37.77493,-122.41942 +SF,Sep 18 2013,$11000, / 4br - , / 4br - ,37.792889,-122.43126299999999 +SF,Sep 18 2013,$8900, / 7br - 3000ft² - , / 7br - 3000ft² - ,, +SF,Sep 18 2013,$2800, / 2br - 1048ft² - , / 2br - 1048ft² - ,37.733936,-122.41251000000001 +SF,Sep 18 2013,$3550, / 1br - 675ft² - , / 1br - 675ft² - ,, +SF,Sep 17 2013,$3135, / 1br - 730ft² - , / 1br - 730ft² - ,, +SF,Sep 17 2013,$2600, / 1br - , / 1br - ,37.777902000000005,-122.452749 +SF,Sep 17 2013,$5570, / 2br - 1130ft² - , / 2br - 1130ft² - ,, +SF,Sep 17 2013,$4799, / 2br - 1088ft² - , / 2br - 1088ft² - ,, +SF,Sep 17 2013,$3124, / 549ft² - , / 549ft² - ,, +SF,Sep 17 2013,$1925, , ,37.787188,-122.41709399999999 +SF,Sep 17 2013,$2095, , ,37.770748,-122.424853 +SF,Sep 17 2013,$2245, , ,37.790726,-122.408902 +SF,Sep 17 2013,$2431, , ,37.776540999999995,-122.417501 +SF,Sep 18 2013,$4395, / 3br - 2154ft² - , / 3br - 2154ft² - ,37.746827,-122.47488700000001 +SF,Sep 18 2013,$3495, / 1br - 756ft² - , / 1br - 756ft² - ,37.762187,-122.440168 +SF,Sep 18 2013,$4475, / 1br - 725ft² - , / 1br - 725ft² - ,37.770025,-122.439254 +SF,Sep 18 2013,$4075, / 2br - , / 2br - ,, +SF,Sep 18 2013,$6950, / 5br - , / 5br - ,37.774485999999996,-122.483255 +SF,Sep 18 2013,$10995, / 4br - , / 4br - ,37.788364,-122.44558899999998 +SF,Sep 18 2013,, , ,, +SF,Sep 18 2013,$4800, / 2br - , / 2br - ,37.76676,-122.418403 +SF,Sep 18 2013,$7500, / 3br - 2400ft² - , / 3br - 2400ft² - ,, +SF,Sep 18 2013,$5195, / 3br - , / 3br - ,37.786657,-122.44524399999999 +SF,Sep 18 2013,$6000, / 4br - , / 4br - ,37.754341,-122.41022 +SF,Sep 18 2013,$5995, / 2br - , / 2br - ,, +SF,Sep 18 2013,$2700, / 565ft² - , / 565ft² - ,37.780181,-122.409709 +SF,Sep 18 2013,$4800, / 3br - , / 3br - ,, +SF,Sep 18 2013,$9500, / 4br - , / 4br - ,37.788437,-122.452126 +SF,Sep 18 2013,$5250, / 2000ft² - , / 2000ft² - ,37.777977,-122.40938700000001 +SF,Sep 18 2013,$4495, / 2br - , / 2br - ,, +SF,Sep 18 2013,$3404, / 1br - 822ft² - , / 1br - 822ft² - ,37.776540999999995,-122.417501 +SF,Sep 18 2013,$5400, / 2br - , / 2br - ,, +SF,Sep 18 2013,$8000, / 2br - , / 2br - ,, +SF,Sep 18 2013,$2721, / 567ft² - , / 567ft² - ,37.784944,-122.435675 +SF,Sep 18 2013,$4350, / 2br - 1000ft² - , / 2br - 1000ft² - ,37.758338,-122.395381 +SF,Sep 18 2013,$3450, / 3br - , / 3br - ,37.782406,-122.476307 +SF,Sep 18 2013,$2195, , ,, +SF,Sep 18 2013,$3500, / 2br - 1078ft² - , / 2br - 1078ft² - ,37.787021,-122.43346000000001 +SF,Sep 18 2013,$2721, / 557ft² - , / 557ft² - ,, +SF,Sep 18 2013,$6500, / 2br - 1400ft² - , / 2br - 1400ft² - ,37.794895000000004,-122.42998899999999 +SF,Sep 18 2013,$2150, , ,, +SF,Sep 18 2013,$1675, , ,37.785087,-122.41282700000001 +SF,Sep 18 2013,$2685, / 1br - , / 1br - ,, +SF,Sep 18 2013,$2930, / 1br - , / 1br - ,37.7621,-122.3971 +SF,Sep 18 2013,$2300, / 1br - , / 1br - ,37.782044,-122.42200600000001 +SF,Sep 18 2013,$2645, / 1br - , / 1br - ,, +SF,Sep 18 2013,$1500, , ,37.779747,-122.492232 +SF,Sep 18 2013,$3124, / 549ft² - , / 549ft² - ,37.773886,-122.389927 +SF,Sep 18 2013,$5000, / 2br - , / 2br - ,, +SF,Sep 18 2013,$4200, / 4br - , / 4br - ,37.740590000000005,-122.49593999999999 +SF,Sep 18 2013,$3300, / 1br - , / 1br - ,37.794037,-122.422243 +SF,Sep 17 2013,$2600, / 1br - 700ft² - , / 1br - 700ft² - ,, +SF,Sep 17 2013,$1550, / 2br - , / 2br - ,37.753248,-122.498972 +SF,Sep 17 2013,$4700, / 1br - , / 1br - ,37.794684000000004,-122.431634 +SF,Sep 17 2013,$5500, / 4br - 2448ft² - , / 4br - 2448ft² - ,37.748869,-122.47059499999999 +SF,Sep 17 2013,$3500, / 1br - , / 1br - ,37.738881,-122.41455900000001 +SF,Sep 17 2013,$4300, / 2br - 830ft² - , / 2br - 830ft² - ,37.782740999999994,-122.407859 +SF,Sep 17 2013,$3500, / 1br - 700ft² - , / 1br - 700ft² - ,37.782740999999994,-122.407859 +SF,Sep 17 2013,$10000, / 3br - , / 3br - ,37.759692,-122.428202 +SF,Sep 17 2013,$5800, / 3br - , / 3br - ,, +SF,Sep 17 2013,$9750, / 4br - , / 4br - ,37.736388,-122.428977 +SF,Sep 18 2013,$5495, / 2br - , / 2br - ,37.788104,-122.39028 +SF,Sep 18 2013,$1680, / 1br - 700ft² - , / 1br - 700ft² - ,37.773309000000005,-122.508958 +SF,Sep 18 2013,, 1br - , 1br - ,, +SF,Sep 18 2013,$4570, / 2br - , / 2br - ,37.7621,-122.3971 +SF,Sep 18 2013,$11000, / 4br - 1969ft² - , / 4br - 1969ft² - ,37.798442,-122.417456 +SF,Sep 18 2013,$9950, / 4br - 1894ft² - , / 4br - 1894ft² - ,37.798408,-122.417727 +SF,Sep 18 2013,$8250, / 3br - 1140ft² - , / 3br - 1140ft² - ,37.798438,-122.41748999999999 +SF,Sep 18 2013,$17250, / 6br - 3451ft² - , / 6br - 3451ft² - ,37.798425,-122.41759099999999 +SF,Sep 18 2013,$9250, / 3br - 1540ft² - , / 3br - 1540ft² - ,37.798412,-122.417693 +SF,Sep 18 2013,$9100, / 3br - 1567ft² - , / 3br - 1567ft² - ,37.798451,-122.41738799999999 +SF,Sep 18 2013,$3900, / 2br - , / 2br - ,, +SF,Sep 18 2013,$2400, , ,, +SF,Sep 18 2013,$6250, / 4br - 2100ft² - , / 4br - 2100ft² - ,, +SF,Sep 18 2013,$3250, / 1br - , / 1br - ,37.80018,-122.436125 +SF,Sep 18 2013,$5595, / 4br - , / 4br - ,37.736061,-122.424466 +SF,Sep 18 2013,$8000, / 1br - , / 1br - ,37.791153,-122.39581299999999 +SF,Sep 18 2013,$4495, / 2br - , / 2br - ,37.777922,-122.412568 +SF,Sep 18 2013,$1500, / 400ft² - , / 400ft² - ,37.7593,-122.4836 +SF,Sep 18 2013,$5250, / 3br - , / 3br - ,37.756237,-122.47368300000001 +SF,Sep 17 2013,$1400, / 336ft² - , / 336ft² - ,37.792049,-122.416597 +SF,Sep 17 2013,$1925, , ,, +SF,Sep 17 2013,$1895, , ,37.788469,-122.414548 +SF,Sep 17 2013,$3500, / 1br - , / 1br - ,37.78009,-122.3943 +SF,Sep 17 2013,$2195, , ,37.770839,-122.425371 +SF,Sep 17 2013,$2795, / 2br - 1010ft² - , / 2br - 1010ft² - ,37.790556,-122.480911 +SF,Sep 17 2013,$1495, , ,37.783165999999994,-122.418671 +SF,Sep 17 2013,$2950, / 1br - 631ft² - , / 1br - 631ft² - ,, +SF,Sep 17 2013,$2175, , ,37.779866999999996,-122.437072 +SF,Sep 17 2013,$2195, , ,37.788018,-122.413425 +SF,Sep 17 2013,$6500, / 3br - 1300ft² - , / 3br - 1300ft² - ,37.746494,-122.43369799999999 +SF,Sep 18 2013,$2800, / 1br - , / 1br - ,37.751638,-122.42854799999999 +SF,Sep 18 2013,$2666, / 476ft² - , / 476ft² - ,, +SF,Sep 18 2013,$8500, / 3br - , / 3br - ,37.758756,-122.43034399999999 +SF,Sep 18 2013,$2100, / 1br - , / 1br - ,37.764131,-122.46417199999999 +SF,Sep 18 2013,$3395, / 1br - , / 1br - ,37.791965000000005,-122.424341 +SF,Sep 18 2013,$2765, / 1br - , / 1br - ,37.753738,-122.46015700000001 +SF,Sep 18 2013,$2450, / 2br - , / 2br - ,, +SF,Sep 18 2013,$2818, / 1br - , / 1br - ,37.753738,-122.46015700000001 +SF,Sep 18 2013,$5195, / 3br - , / 3br - ,37.786657,-122.44524399999999 +SF,Sep 18 2013,$5095, / 4br - , / 4br - ,37.776097,-122.48896 +SF,Sep 18 2013,$3820, / 2br - 882ft² - , / 2br - 882ft² - ,37.75954,-122.462864 +SF,Sep 18 2013,$4500, / 3br - , / 3br - ,37.73165,-122.435189 +SF,Sep 18 2013,$6500, / 2br - , / 2br - ,, +SF,Sep 18 2013,$8000, / 2br - , / 2br - ,37.787642,-122.40343100000001 +SF,Sep 18 2013,$4250, / 2br - , / 2br - ,, +SF,Sep 18 2013,$4950, / 2br - , / 2br - ,37.76676,-122.418403 +SF,Sep 18 2013,$3575, / 1br - , / 1br - ,37.78152,-122.43911399999999 +SF,Sep 18 2013,$2195, , ,37.768865000000005,-122.44838999999999 +SF,Sep 18 2013,$3600, / 2br - 1000ft² - , / 2br - 1000ft² - ,, +SF,Sep 18 2013,$3900, / 2br - 1000ft² - , / 2br - 1000ft² - ,, +SF,Sep 18 2013,$5400, / 3br - 1200ft² - , / 3br - 1200ft² - ,, +SF,Sep 17 2013,$2000, / 1br - , / 1br - ,37.780714,-122.48048200000001 +SF,Sep 17 2013,, 1br - , 1br - ,, +SF,Sep 17 2013,$2575, / 1br - , / 1br - ,37.789955,-122.410399 +SF,Sep 17 2013,$3300, / 2br - , / 2br - ,37.782044,-122.436876 +SF,Sep 17 2013,, 1br - , 1br - ,, +SF,Sep 17 2013,$2180, , ,37.775940999999996,-122.39796899999999 +SF,Sep 17 2013,$5200, / 2br - 950ft² - , / 2br - 950ft² - ,37.786209,-122.398977 +SF,Sep 17 2013,$4022, / 2br - 1105ft² - , / 2br - 1105ft² - ,37.773167,-122.39666899999999 +SF,Sep 17 2013,$4800, / 2br - 1000ft² - , / 2br - 1000ft² - ,37.799125,-122.437592 +SF,Sep 17 2013,$3629, / 2br - , / 2br - ,37.753738,-122.46015700000001 +SF,Sep 17 2013,, , ,37.743386,-122.48109 +SF,Sep 18 2013,$3000, , ,37.78713,-122.42504699999999 +SF,Sep 18 2013,$3520, / 1br - 860ft² - , / 1br - 860ft² - ,37.773167,-122.39666899999999 +SF,Sep 18 2013,$5157, / 2br - 1224ft² - , / 2br - 1224ft² - ,, +SF,Sep 18 2013,$1000, / 1br - , / 1br - ,37.783233,-122.409054 +SF,Sep 18 2013,$2150, / 370ft² - , / 370ft² - ,37.787301,-122.411406 +SF,Sep 18 2013,$2950, / 1br - 900ft² - , / 1br - 900ft² - ,37.77731,-122.446774 +SF,Sep 18 2013,$2875, / 1br - 644ft² - , / 1br - 644ft² - ,37.765739,-122.470727 +SF,Sep 18 2013,$2528, , ,37.757228999999995,-122.46193000000001 +SF,Sep 18 2013,$2700, / 1br - , / 1br - ,37.792593,-122.419402 +SF,Sep 18 2013,$3335, / 3br - 955ft² - , / 3br - 955ft² - ,37.791446,-122.47829899999999 +SF,Sep 18 2013,$4295, / 2br - 1200ft² - , / 2br - 1200ft² - ,37.789201,-122.446017 +SF,Sep 18 2013,$14500, / 5br - , / 5br - ,37.786364,-122.49025400000001 +SF,Sep 18 2013,$6500, / 2br - 2000ft² - , / 2br - 2000ft² - ,, +SF,Sep 18 2013,$5125, / 2br - , / 2br - ,37.794508,-122.425697 +SF,Sep 18 2013,$10995, / 4br - , / 4br - ,, +SF,Sep 18 2013,$4600, / 1br - , / 1br - ,37.794661,-122.43196200000001 +SF,Sep 18 2013,$3750, / 1br - , / 1br - ,37.794542,-122.42563200000001 +SF,Sep 17 2013,$2100, / 1br - , / 1br - ,, +SF,Sep 17 2013,$18000, / 4br - 3300ft² - , / 4br - 3300ft² - ,, +SF,Sep 17 2013,$4300, / 1br - 800ft² - , / 1br - 800ft² - ,37.795238,-122.419936 +SF,Sep 17 2013,$3300, / 1br - 667ft² - , / 1br - 667ft² - ,37.774179,-122.421668 +SF,Sep 17 2013,$7995, / 3br - , / 3br - ,37.791973,-122.44556200000001 +SF,Sep 17 2013,$1645, , ,37.781244,-122.459185 +SF,Sep 17 2013,$5000, / 3br - , / 3br - ,37.784438,-122.446247 +SF,Sep 17 2013,$2000, / 1br - , / 1br - ,37.746354,-122.408552 +SF,Sep 17 2013,$5000, / 2br - 1100ft² - , / 2br - 1100ft² - ,37.746323,-122.41056499999999 +SF,Sep 17 2013,$8110, / 3br - 1700ft² - , / 3br - 1700ft² - ,, +SF,Sep 17 2013,$8110, / 3br - 1700ft² - , / 3br - 1700ft² - ,, +SF,Sep 18 2013,$8950, / 3br - 1577ft² - , / 3br - 1577ft² - ,37.798434,-122.417524 +SF,Sep 18 2013,$5800, / 4br - 1400ft² - , / 4br - 1400ft² - ,37.760464,-122.41813400000001 +SF,Sep 18 2013,$1800, / 2br - 550ft² - , / 2br - 550ft² - ,37.716583,-122.451155 +SF,Sep 18 2013,$5600, / 2br - 1450ft² - , / 2br - 1450ft² - ,37.798111999999996,-122.44246799999999 +SF,Sep 18 2013,$2850, / 1br - 835ft² - , / 1br - 835ft² - ,37.780181,-122.409709 +SF,Sep 18 2013,$2250, / 460ft² - , / 460ft² - ,37.786538,-122.41388400000001 +SF,Sep 18 2013,$2299, / 1br - 406ft² - , / 1br - 406ft² - ,37.768226,-122.420777 +SF,Sep 18 2013,$4200, / 2br - 1100ft² - , / 2br - 1100ft² - ,, +SF,Sep 18 2013,$2466, / 476ft² - , / 476ft² - ,37.776286999999996,-122.41718200000001 +SF,Sep 18 2013,$3000, / 2br - , / 2br - ,37.759381,-122.43333 +SF,Sep 18 2013,$10800, / 4br - 3000ft² - , / 4br - 3000ft² - ,37.801931,-122.441534 +SF,Sep 18 2013,$3850, / 1br - 3850ft² - , / 1br - 3850ft² - ,37.789844,-122.39068799999998 +SF,Sep 18 2013,$2500, / 2br - 1021ft² - , / 2br - 1021ft² - ,, +SF,Sep 18 2013,$1739, / 510ft² - , / 510ft² - ,, +SF,Sep 18 2013,$4975, / 4br - , / 4br - ,37.750951,-122.48698700000001 +SF,Sep 18 2013,$11000, / 3br - , / 3br - ,37.804359000000005,-122.437046 +SF,Sep 18 2013,$7250, / 2br - 1479ft² - , / 2br - 1479ft² - ,37.791153,-122.39581299999999 +SF,Sep 18 2013,$5500, / 2br - 1475ft² - , / 2br - 1475ft² - ,, +SF,Sep 18 2013,$8750, / 3br - , / 3br - ,37.803237,-122.409749 +SF,Sep 18 2013,$4950, / 1br - , / 1br - ,37.793223,-122.41447 +SF,Sep 18 2013,$5700, / 2br - 1250ft² - , / 2br - 1250ft² - ,37.802201000000004,-122.41796599999999 +SF,Sep 18 2013,$2600, / 1br - 600ft² - , / 1br - 600ft² - ,37.744912,-122.418201 +SF,Sep 17 2013,$2645, / 1br - , / 1br - ,37.791975,-122.417174 +SF,Sep 17 2013,$4395, / 1br - 775ft² - , / 1br - 775ft² - ,37.786573,-122.39357199999999 +SF,Sep 17 2013,$4395, / 1br - 775ft² - , / 1br - 775ft² - ,37.786573,-122.39357199999999 +SF,Sep 17 2013,$4400, / 2br - , / 2br - ,37.792840999999996,-122.42451799999999 +SF,Sep 17 2013,$4750, / 3br - 2300ft² - , / 3br - 2300ft² - ,37.732588,-122.478351 +SF,Sep 17 2013,$2675, / 2br - , / 2br - ,37.750939,-122.46646899999999 +SF,Sep 17 2013,$4200, / 1br - , / 1br - ,, +SF,Sep 17 2013,$2909, / 2br - 1015ft² - , / 2br - 1015ft² - ,37.712191,-122.49899599999999 +SF,Sep 17 2013,$2095, , ,37.77493,-122.41942 +SF,Sep 17 2013,$1795, , ,37.783212,-122.414138 +SF,Sep 17 2013,$4400, , ,, +SF,Sep 18 2013,$2950, / 1br - 767ft² - , / 1br - 767ft² - ,37.75954,-122.462864 +SF,Sep 18 2013,$2800, / 2br - , / 2br - ,, +SF,Sep 18 2013,$1800, , ,37.785376,-122.41626000000001 +SF,Sep 18 2013,$3699, / 2br - 932ft² - , / 2br - 932ft² - ,37.78317,-122.432681 +SF,Sep 18 2013,$5120, / 3br - 1150ft² - , / 3br - 1150ft² - ,37.78317,-122.432681 +SF,Sep 18 2013,$3695, / 1000ft² - , / 1000ft² - ,, +SF,Sep 18 2013,$5000, / 2br - 900ft² - , / 2br - 900ft² - ,, +SF,Sep 18 2013,$6900, / 5br - 1500ft² - , / 5br - 1500ft² - ,, +SF,Sep 18 2013,$2300, / 2br - , / 2br - ,37.7593,-122.4836 +SF,Sep 18 2013,$2300, / 2br - , / 2br - ,37.7593,-122.4836 +SF,Sep 18 2013,$2700, / 2br - 1150ft² - , / 2br - 1150ft² - ,37.77493,-122.41942 +SF,Sep 18 2013,$2350, / 500ft² - , / 500ft² - ,37.806123,-122.41033 +SF,Sep 18 2013,$8265, / 4br - , / 4br - ,, +SF,Sep 18 2013,$3195, / 2br - , / 2br - ,37.734856,-122.416172 +SF,Sep 18 2013,$2495, / 1br - , / 1br - ,, +SF,Sep 18 2013,$3995, / 2br - , / 2br - ,37.786928,-122.456875 +SF,Sep 18 2013,$2009, , ,37.800934000000005,-122.40523999999999 +SF,Sep 18 2013,$7900, / 2br - , / 2br - ,37.756227,-122.432331 +SF,Sep 18 2013,$2300, / 1br - 468ft² - , / 1br - 468ft² - ,37.797028999999995,-122.435961 +SF,Sep 18 2013,$3975, / 2br - , / 2br - ,37.758835,-122.43373600000001 +SF,Sep 18 2013,$6900, / 3br - , / 3br - ,37.788185999999996,-122.446974 +SF,Sep 18 2013,$4750, / 1br - , / 1br - ,37.782751,-122.407871 +SF,Sep 17 2013,$3675, / 1br - , / 1br - ,37.790881,-122.410623 +SF,Sep 17 2013,$1800, , ,, +SF,Sep 17 2013,$3800, / 2br - , / 2br - ,37.794976,-122.421986 +SF,Sep 17 2013,$3298, / 1br - 744ft² - , / 1br - 744ft² - ,, +SF,Sep 17 2013,$2400, / 1br - , / 1br - ,37.762671000000005,-122.43518799999998 +SF,Sep 17 2013,$2606, / 476ft² - , / 476ft² - ,37.776286999999996,-122.41718200000001 +SF,Sep 17 2013,$1700, / 1br - , / 1br - ,37.784125,-122.468804 +SF,Sep 17 2013,$2897, / 1br - 625ft² - , / 1br - 625ft² - ,, +SF,Sep 17 2013,$2549, , ,37.753738,-122.46015700000001 +SF,Sep 17 2013,$3200, / 3br - 1500ft² - , / 3br - 1500ft² - ,, +SF,Sep 17 2013,$9500, / 3br - 1975ft² - , / 3br - 1975ft² - ,, +SF,Sep 18 2013,$4538, / 2br - 1286ft² - , / 2br - 1286ft² - ,, +SF,Sep 18 2013,$5819, / 2br - , / 2br - ,, +SF,Sep 18 2013,$2550, / 1br - , / 1br - ,37.747474,-122.413552 +SF,Sep 18 2013,$3450, / 2br - , / 2br - ,37.789663,-122.442476 +SF,Sep 18 2013,$5700, / 3br - 1300ft² - , / 3br - 1300ft² - ,37.778504999999996,-122.405615 +SF,Sep 18 2013,$3600, / 1br - , / 1br - ,37.790881,-122.410623 +SF,Sep 18 2013,$2700, / 1br - , / 1br - ,37.755146999999994,-122.423584 +SF,Sep 18 2013,$4100, / 1br - , / 1br - ,37.781055,-122.402387 +SF,Sep 18 2013,$3200, / 1br - , / 1br - ,37.78009,-122.3943 +SF,Sep 18 2013,$2675, / 1br - , / 1br - ,37.755146999999994,-122.423584 +SF,Sep 18 2013,$2325, / 1br - , / 1br - ,37.764058,-122.419573 +SF,Sep 18 2013,$5400, / 2br - , / 2br - ,, +SF,Sep 17 2013,$2395, / 1br - , / 1br - ,37.752626,-122.424054 +SF,Sep 17 2013,$1695, , ,37.784894,-122.44633300000001 +SF,Sep 17 2013,$3300, / 3br - , / 3br - ,, +SF,Sep 17 2013,$3300, / 3br - , / 3br - ,, +SF,Sep 17 2013,$2050, , ,37.802583,-122.429855 +SF,Sep 17 2013,$2721, / 567ft² - , / 567ft² - ,, +SF,Sep 17 2013,$4000, / 1br - , / 1br - ,, +SF,Sep 17 2013,$2500, , ,37.78713,-122.42504699999999 +SF,Sep 17 2013,$2295, , ,37.7917,-122.4186 +SF,Sep 17 2013,$1550, , ,37.780719,-122.41531599999999 +SF,Sep 18 2013,$4200, / 2br - , / 2br - ,37.781836,-122.438313 +SF,Sep 18 2013,$5500, / 2br - , / 2br - ,, +SF,Sep 18 2013,$3325, / 1br - , / 1br - ,37.80376,-122.40556799999999 +SF,Sep 18 2013,$3800, / 1br - , / 1br - ,37.782457,-122.39284199999999 +SF,Sep 18 2013,$6900, / 4br - 2700ft² - , / 4br - 2700ft² - ,, +SF,Sep 18 2013,$7800, / 2br - , / 2br - ,37.798373,-122.39859299999999 +SF,Sep 18 2013,$3000, / 1br - , / 1br - ,, +SF,Sep 18 2013,$4800, / 3br - , / 3br - ,37.752458000000004,-122.39901200000001 +SF,Sep 18 2013,$3800, / 1br - , / 1br - ,37.763329999999996,-122.41293799999998 +SF,Sep 18 2013,$2250, / 1br - 650ft² - , / 1br - 650ft² - ,37.78859,-122.436324 +SF,Sep 18 2013,$3200, / 1br - 1000ft² - , / 1br - 1000ft² - ,37.79476,-122.424172 +SF,Sep 18 2013,$1995, , ,37.787454,-122.41499499999999 +SF,Sep 18 2013,$2395, / 1br - , / 1br - ,37.783516,-122.41588300000001 +SF,Sep 18 2013,, , ,, +SF,Sep 18 2013,$1995, , ,37.783516,-122.41588300000001 +SF,Sep 18 2013,$4000, / 2br - 845ft² - , / 2br - 845ft² - ,37.788838,-122.391195 +SF,Sep 18 2013,$3600, / 1br - 840ft² - , / 1br - 840ft² - ,37.788838,-122.391195 +SF,Sep 18 2013,$3995, / 2br - 1200ft² - , / 2br - 1200ft² - ,37.759675,-122.40208 +SF,Sep 18 2013,$11000, / 3br - 1449ft² - , / 3br - 1449ft² - ,37.77493,-122.41942 +SF,Sep 18 2013,$5400, / 3br - 1500ft² - , / 3br - 1500ft² - ,37.788368,-122.430356 +SF,Sep 18 2013,$3900, / 1br - 800ft² - , / 1br - 800ft² - ,37.796287,-122.418462 +SF,Sep 18 2013,$5200, / 1br - 1200ft² - , / 1br - 1200ft² - ,37.5,-122.25 +SF,Sep 17 2013,$1975, , ,37.781702,-122.415128 +SF,Sep 17 2013,$4100, / 1br - 930ft² - , / 1br - 930ft² - ,37.790874,-122.425802 +SF,Sep 17 2013,$2550, / 1br - , / 1br - ,37.764367,-122.43099099999999 +SF,Sep 17 2013,$1500, / 1br - , / 1br - ,37.718651,-122.398699 +SF,Sep 17 2013,$1995, , ,37.790151,-122.40885300000001 +SF,Sep 17 2013,$2395, / 1br - 575ft² - , / 1br - 575ft² - ,, +SF,Sep 17 2013,$3600, / 1br - 750ft² - , / 1br - 750ft² - ,37.78152,-122.43911399999999 +SF,Sep 17 2013,$2350, / 1ft² - , / 1ft² - ,, +SF,Sep 17 2013,$3248, / 1br - 644ft² - , / 1br - 644ft² - ,37.773903000000004,-122.389948 +SF,Sep 17 2013,$2750, / 1br - , / 1br - ,37.761652000000005,-122.390573 +SF,Sep 18 2013,$1495, , ,37.785538,-122.412801 +SF,Sep 18 2013,$3274, / 1br - 758ft² - , / 1br - 758ft² - ,, +SF,Sep 18 2013,$3689, / 2br - , / 2br - ,37.753738,-122.46015700000001 +SF,Sep 18 2013,$3186, / 1br - 740ft² - , / 1br - 740ft² - ,37.773167,-122.39666899999999 +SF,Sep 18 2013,$3700, / 1br - 950ft² - , / 1br - 950ft² - ,37.785334999999996,-122.424687 +SF,Sep 18 2013,$2795, / 1br - , / 1br - ,37.788082,-122.41005700000001 +SF,Sep 18 2013,$2800, / 2br - , / 2br - ,37.780645,-122.47071100000001 +SF,Sep 18 2013,$2700, / 2br - 800ft² - , / 2br - 800ft² - ,, +SF,Sep 18 2013,$2370, , ,37.776619000000004,-122.417402 +SF,Sep 18 2013,$2900, / 1br - 750ft² - , / 1br - 750ft² - ,, +SF,Sep 18 2013,$3225, / 1br - , / 1br - ,37.790881,-122.410623 +SF,Sep 18 2013,$2674, , ,, +SF,Sep 18 2013,$2960, / 1br - , / 1br - ,37.7621,-122.3971 +SF,Sep 18 2013,$5500, / 3br - , / 3br - ,37.745252,-122.422308 +SF,Sep 18 2013,$1400, , ,37.778542,-122.410707 +SF,Sep 18 2013,$2400, / 2br - 700ft² - , / 2br - 700ft² - ,37.763037,-122.50825800000001 +SF,Sep 18 2013,$3580, / 3br - , / 3br - ,37.753296,-122.49790300000001 +SF,Sep 18 2013,$4500, / 2br - 1500ft² - , / 2br - 1500ft² - ,37.761021,-122.432794 +SF,Sep 18 2013,$9500, / 2br - , / 2br - ,37.787642,-122.40343100000001 +SF,Sep 18 2013,$2606, / 476ft² - , / 476ft² - ,, +SF,Sep 18 2013,$4750, / 3br - , / 3br - ,37.787537,-122.43356399999999 +SF,Sep 18 2013,$10100, / 4br - 3000ft² - , / 4br - 3000ft² - ,, +SF,Sep 17 2013,$3055, / 1br - 564ft² - , / 1br - 564ft² - ,37.7621,-122.3971 +SF,Sep 17 2013,$3659, / 2br - , / 2br - ,37.757228999999995,-122.46193000000001 +SF,Sep 17 2013,$3807, / 2br - 925ft² - , / 2br - 925ft² - ,37.785028999999994,-122.435653 +SF,Sep 17 2013,$2650, / 1br - , / 1br - ,, +SF,Sep 17 2013,$3195, / 2br - , / 2br - ,, +SF,Sep 17 2013,$4395, / 1br - , / 1br - ,37.787298,-122.394481 +SF,Sep 17 2013,$2100, / 1br - 650ft² - , / 1br - 650ft² - ,37.749118,-122.444872 +SF,Sep 17 2013,$3850, / 2br - 1200ft² - , / 2br - 1200ft² - ,37.775110999999995,-122.42936599999999 +SF,Sep 17 2013,$2000, / 1br - , / 1br - ,37.793178000000005,-122.40772700000001 +SF,Sep 17 2013,$2255, / 420ft² - , / 420ft² - ,37.788845,-122.41916100000002 +SF,Sep 17 2013,$2506, , ,37.776540999999995,-122.417501 +SF,Sep 17 2013,$3995, / 2br - 1100ft² - , / 2br - 1100ft² - ,, +SF,Sep 17 2013,$3900, / 1br - 907ft² - , / 1br - 907ft² - ,37.7917,-122.4186 +SF,Sep 17 2013,$2971, / 1br - 565ft² - , / 1br - 565ft² - ,37.773167,-122.39666899999999 +SF,Sep 17 2013,$2720, / 1br - 665ft² - , / 1br - 665ft² - ,37.75954,-122.462864 +SF,Sep 17 2013,$2195, / 1br - , / 1br - ,37.784087,-122.415999 +SF,Sep 17 2013,$2885, / 1br - 644ft² - , / 1br - 644ft² - ,37.765688,-122.4718 +SF,Sep 17 2013,$6800, / 2br - 3000ft² - , / 2br - 3000ft² - ,37.771724,-122.4169 +SF,Sep 17 2013,$4750, / 2br - 1200ft² - , / 2br - 1200ft² - ,37.745494,-122.415764 +SF,Sep 17 2013,$2265, / 470ft² - , / 470ft² - ,, +SF,Sep 17 2013,$5100, / 1br - 1440ft² - , / 1br - 1440ft² - ,37.7915,-122.4018 +SF,Sep 18 2013,$3325, / 1br - 854ft² - , / 1br - 854ft² - ,37.777138,-122.39305 +SF,Sep 18 2013,$1825, , ,37.764058,-122.419573 +SF,Sep 18 2013,$2995, / 1br - , / 1br - ,, +SF,Sep 18 2013,$2946, / 1br - 2946ft² - , / 1br - 2946ft² - ,, +SF,Sep 18 2013,$4222, / 2br - 1095ft² - , / 2br - 1095ft² - ,37.773167,-122.39666899999999 +SF,Sep 18 2013,$3100, / 1br - , / 1br - ,37.753145,-122.42298799999999 +SF,Sep 18 2013,$2650, / 1br - , / 1br - ,37.775009000000004,-122.43766299999999 +SF,Sep 18 2013,$1999, , ,37.776619000000004,-122.417402 +SF,Sep 18 2013,$2300, / 1br - , / 1br - ,37.790681,-122.412199 +SF,Sep 18 2013,$2095, , ,37.801598999999996,-122.430103 +SF,Sep 17 2013,$2750, / 2br - , / 2br - ,37.730411,-122.39128999999998 +SF,Sep 17 2013,$2800, / 2br - , / 2br - ,, +SF,Sep 17 2013,$1650, , ,37.780719,-122.41531599999999 +SF,Sep 17 2013,$7950, / 3br - , / 3br - ,37.803284000000005,-122.44691 +SF,Sep 17 2013,$4400, / 2br - , / 2br - ,37.760427,-122.41096200000001 +SF,Sep 17 2013,$3200, / 1br - , / 1br - ,37.5,-122.25 +SF,Sep 17 2013,$3995, / 2br - , / 2br - ,37.777457,-122.41315800000001 +SF,Sep 17 2013,$2660, / 475ft² - , / 475ft² - ,, +SF,Sep 17 2013,$3050, / 3br - 1250ft² - , / 3br - 1250ft² - ,37.6875,-122.4388 +SF,Sep 17 2013,$1988, / 1br - , / 1br - ,, +SF,Sep 18 2013,$2850, , ,, +SF,Sep 18 2013,$2295, , ,37.788995,-122.433145 +SF,Sep 18 2013,$2013, , ,, +SF,Sep 18 2013,$7200, / 4br - , / 4br - ,37.778310999999995,-122.481381 +SF,Sep 18 2013,$3374, / 1br - 748ft² - , / 1br - 748ft² - ,, +SF,Sep 18 2013,$3300, / 3br - , / 3br - ,, +SF,Sep 18 2013,$6000, / 2br - 1310ft² - , / 2br - 1310ft² - ,37.789369,-122.39185800000001 +SF,Sep 18 2013,$3300, / 1br - 1000ft² - , / 1br - 1000ft² - ,37.757762,-122.4068 +SF,Sep 18 2013,$1900, / 1br - , / 1br - ,37.760028999999996,-122.47244599999999 +SF,Sep 18 2013,$5800, / 1br - 1200ft² - , / 1br - 1200ft² - ,37.800795,-122.40633899999999 +SF,Sep 18 2013,$5800, / 1br - 1200ft² - , / 1br - 1200ft² - ,37.800795,-122.40633899999999 +SF,Sep 18 2013,$7500, / 3br - , / 3br - ,37.802302000000005,-122.40956100000001 +SF,Sep 18 2013,$5000, / 2br - , / 2br - ,37.795464,-122.41829299999999 +SF,Sep 18 2013,$2250, / 1br - , / 1br - ,, +SF,Sep 18 2013,$6700, / 2br - 1600ft² - , / 2br - 1600ft² - ,37.796367,-122.43365800000001 +SF,Sep 18 2013,$5450, / 2br - 2000ft² - , / 2br - 2000ft² - ,, +SF,Sep 18 2013,$7500, / 3br - , / 3br - ,37.796991999999996,-122.428725 +SF,Sep 18 2013,$4500, / 2br - 1800ft² - , / 2br - 1800ft² - ,37.802954,-122.437206 +SF,Sep 18 2013,$2750, / 1br - 702ft² - , / 1br - 702ft² - ,37.784186,-122.390574 +SF,Sep 17 2013,$4225, / 2br - 761ft² - , / 2br - 761ft² - ,37.761324,-122.38864 +SF,Sep 17 2013,$3434, / 1br - 825ft² - , / 1br - 825ft² - ,37.78758,-122.39133600000001 +SF,Sep 17 2013,$3350, / 1br - , / 1br - ,37.799901,-122.40583400000001 +SF,Sep 17 2013,$3195, / 2br - , / 2br - ,37.770519,-122.45040800000001 +SF,Sep 17 2013,$3300, / 1br - , / 1br - ,37.793682000000004,-122.43211799999999 +SF,Sep 17 2013,$2295, / 1br - 800ft² - , / 1br - 800ft² - ,37.778724,-122.438552 +SF,Sep 17 2013,$4570, / 2br - 1098ft² - , / 2br - 1098ft² - ,37.7621,-122.3971 +SF,Sep 17 2013,$4275, / 2br - 1300ft² - , / 2br - 1300ft² - ,37.745958,-122.416409 +SF,Sep 17 2013,$3780, / 2br - 1667ft² - , / 2br - 1667ft² - ,, +SF,Sep 17 2013,$1950, / 500ft² - , / 500ft² - ,37.779015,-122.40731399999999 +SF,Sep 18 2013,$2450, / 2br - , / 2br - ,37.779455,-122.49866499999999 +SF,Sep 18 2013,$3000, / 1br - , / 1br - ,37.797602000000005,-122.432223 +SF,Sep 18 2013,$3400, / 2br - , / 2br - ,, +SF,Sep 18 2013,$3335, / 1br - 858ft² - , / 1br - 858ft² - ,, +SF,Sep 18 2013,$1700, / 1br - , / 1br - ,37.774722,-122.439902 +SF,Sep 18 2013,$850, / 1br - 200ft² - , / 1br - 200ft² - ,37.708338,-122.434173 +SF,Sep 18 2013,$1775, , ,37.751669,-122.44624499999999 +SF,Sep 18 2013,$1775, / 1br - , / 1br - ,37.72317,-122.45275900000001 +SF,Sep 18 2013,$3995, / 2br - , / 2br - ,37.751571000000006,-122.42965900000002 +SF,Sep 18 2013,$3200, / 2br - , / 2br - ,37.800154,-122.40578400000001 +SF,Sep 18 2013,$4500, / 4br - 1993ft² - , / 4br - 1993ft² - ,37.762806,-122.49427 +SF,Sep 18 2013,$3290, / 437ft² - , / 437ft² - ,37.791474,-122.39231399999998 +SF,Sep 18 2013,$2835, / 1br - , / 1br - ,37.8002,-122.4091 +SF,Sep 18 2013,$2885, / 1br - 644ft² - , / 1br - 644ft² - ,37.765688,-122.4718 +SF,Sep 18 2013,$2801, / 1br - 625ft² - , / 1br - 625ft² - ,37.784960999999996,-122.43556699999999 +SF,Sep 18 2013,$9999, / 3br - 2735ft² - , / 3br - 2735ft² - ,37.798324,-122.440798 +SF,Sep 18 2013,$2750, / 1br - , / 1br - ,37.757826,-122.39021000000001 +SF,Sep 18 2013,$2920, / 1br - 630ft² - , / 1br - 630ft² - ,, +SF,Sep 18 2013,$4795, / 4br - 1950ft² - , / 4br - 1950ft² - ,37.725583,-122.473869 +SF,Sep 18 2013,$2995, / 1br - , / 1br - ,37.746970000000005,-122.44481999999999 +SF,Sep 18 2013,$3400, / 1br - , / 1br - ,37.792224,-122.43113400000001 +SF,Sep 17 2013,$2900, / 3br - , / 3br - ,37.635934999999996,-122.48158500000001 +SF,Sep 17 2013,$3676, / 2br - 1694ft² - , / 2br - 1694ft² - ,, +SF,Sep 17 2013,$9500, / 3br - , / 3br - ,37.800415,-122.42435900000001 +SF,Sep 17 2013,$2484, , ,, +SF,Sep 17 2013,$2245, / 408ft² - , / 408ft² - ,, +SF,Sep 17 2013,$3780, / 1br - 890ft² - , / 1br - 890ft² - ,37.774031,-122.395577 +SF,Sep 17 2013,$4950, / 2br - , / 2br - ,37.789590999999994,-122.42891599999999 +SF,Sep 17 2013,$2750, / 1br - 703ft² - , / 1br - 703ft² - ,37.786196000000004,-122.424858 +SF,Sep 17 2013,$3300, / 1br - 1000ft² - , / 1br - 1000ft² - ,37.767373,-122.43466599999999 +SF,Sep 17 2013,$3250, / 2br - 1400ft² - , / 2br - 1400ft² - ,37.749781,-122.432585 +SF,Sep 17 2013,$2400, / 370ft² - , / 370ft² - ,37.5,-122.25 +SF,Sep 17 2013,$3150, / 3br - 1600ft² - , / 3br - 1600ft² - ,37.723492,-122.454283 +SF,Sep 17 2013,, 1br - , 1br - ,, +SF,Sep 17 2013,$2100, , ,, +SF,Sep 17 2013,$1725, , ,, +SF,Sep 17 2013,$1850, , ,, +SF,Sep 17 2013,$2100, , ,, +SF,Sep 17 2013,$1995, , ,37.789951,-122.41043300000001 +SF,Sep 17 2013,$2150, / 1br - 400ft² - , / 1br - 400ft² - ,37.774992,-122.410063 +SF,Sep 17 2013,$1795, , ,37.784087,-122.415999 +SF,Sep 17 2013,$9500, / 3br - 1975ft² - , / 3br - 1975ft² - ,37.785899,-122.39936999999999 +South Bay,Sep 18 2013,$1650, / 1br - 650ft² - , / 1br - 650ft² - ,37.336740999999996,-121.93726799999999 +South Bay,Sep 18 2013,$2223, / 2br - 1020ft² - , / 2br - 1020ft² - ,37.356241,-122.00057 +South Bay,Sep 18 2013,$2150, / 2br - , / 2br - ,, +South Bay,Sep 18 2013,$1895, / 2br - , / 2br - ,, +South Bay,Sep 18 2013,$2600, / 3br - , / 3br - ,, +South Bay,Sep 18 2013,$3100, / 3br - , / 3br - ,, +South Bay,Sep 18 2013,$2295, / 3br - 1200ft² - , / 3br - 1200ft² - ,, +South Bay,Sep 18 2013,$2414, / 1br - 994ft² - , / 1br - 994ft² - ,37.326489,-121.898804 +South Bay,Sep 18 2013,$2365, / 2br - 942ft² - , / 2br - 942ft² - ,37.351084,-121.99316999999999 +South Bay,Sep 18 2013,$1085, / 410ft² - , / 410ft² - ,, +South Bay,Sep 18 2013,$1795, / 2br - , / 2br - ,, +South Bay,Sep 18 2013,$1647, , ,37.358888,-122.031478 +South Bay,Sep 18 2013,$2256, / 1br - 794ft² - , / 1br - 794ft² - ,, +South Bay,Sep 18 2013,$3044, / 2br - 1296ft² - , / 2br - 1296ft² - ,37.326864,-121.89755900000002 +South Bay,Sep 18 2013,$2035, / 1br - 700ft² - , / 1br - 700ft² - ,, +South Bay,Sep 18 2013,$2402, / 2br - 1033ft² - , / 2br - 1033ft² - ,, +South Bay,Sep 18 2013,$1875, / 2br - 834ft² - , / 2br - 834ft² - ,37.362105,-121.854881 +South Bay,Sep 18 2013,$2195, / 2br - , / 2br - ,, +South Bay,Sep 18 2013,$3595, / 3br - , / 3br - ,, +South Bay,Sep 18 2013,$2450, / 3br - 1320ft² - , / 3br - 1320ft² - ,37.320141,-121.79556200000002 +South Bay,Sep 18 2013,$2663, / 2br - 1038ft² - , / 2br - 1038ft² - ,, +South Bay,Sep 18 2013,$2295, / 2br - 1065ft² - , / 2br - 1065ft² - ,, +South Bay,Sep 18 2013,$2625, / 2br - 950ft² - , / 2br - 950ft² - ,, +South Bay,Sep 18 2013,$2895, / 3br - , / 3br - ,, +South Bay,Sep 18 2013,$1945, / 2br - 850ft² - , / 2br - 850ft² - ,37.310642,-121.91796699999999 +South Bay,Sep 18 2013,$3700, / 3br - 1448ft² - , / 3br - 1448ft² - ,37.339131,-121.95555900000001 +South Bay,Sep 18 2013,$1783, / 1br - 760ft² - , / 1br - 760ft² - ,, +South Bay,Sep 18 2013,$2499, / 3br - 1232ft² - , / 3br - 1232ft² - ,, +South Bay,Sep 18 2013,$1795, / 2br - 900ft² - , / 2br - 900ft² - ,37.269425,-121.958199 +South Bay,Sep 18 2013,$1562, / 1br - 605ft² - , / 1br - 605ft² - ,, +South Bay,Sep 18 2013,$2897, / 2br - 1204ft² - , / 2br - 1204ft² - ,, +South Bay,Sep 18 2013,$1550, / 2br - , / 2br - ,, +South Bay,Sep 18 2013,$1995, / 2br - 1140ft² - , / 2br - 1140ft² - ,37.327476000000004,-121.86845500000001 +South Bay,Sep 18 2013,$2095, / 1br - , / 1br - ,, +South Bay,Sep 18 2013,$1925, / 2br - 883ft² - , / 2br - 883ft² - ,, +South Bay,Sep 18 2013,$1700, / 1br - 625ft² - , / 1br - 625ft² - ,37.363735,-121.911375 +South Bay,Sep 18 2013,$1695, / 2br - 750ft² - , / 2br - 750ft² - ,, +South Bay,Sep 18 2013,$1825, / 2br - 800ft² - , / 2br - 800ft² - ,, +South Bay,Sep 18 2013,$2196, / 2br - 925ft² - , / 2br - 925ft² - ,37.337340999999995,-121.95016799999999 +South Bay,Sep 18 2013,$1765, / 1br - , / 1br - ,, +South Bay,Sep 18 2013,$2600, / 3br - 1555ft² - , / 3br - 1555ft² - ,, +South Bay,Sep 18 2013,$750, / 3br - 850ft² - , / 3br - 850ft² - ,37.090651,-121.018009 +South Bay,Sep 18 2013,$2950, / 4br - 2685ft² - , / 4br - 2685ft² - ,37.366883,-121.863956 +South Bay,Sep 18 2013,$2150, / 2br - 1012ft² - , / 2br - 1012ft² - ,37.34565,-121.99486100000001 +South Bay,Sep 18 2013,$2477, / 2br - 1015ft² - , / 2br - 1015ft² - ,, +South Bay,Sep 18 2013,$1721, / 1br - , / 1br - ,, +South Bay,Sep 18 2013,$2195, / 2br - , / 2br - ,37.353241,-122.00327 +South Bay,Sep 18 2013,$2850, / 4br - 1680ft² - , / 4br - 1680ft² - ,37.2974,-121.7562 +South Bay,Sep 18 2013,$2250, / 1br - 750ft² - , / 1br - 750ft² - ,, +South Bay,Sep 18 2013,$1300, / 1br - 600ft² - , / 1br - 600ft² - ,, +South Bay,Sep 18 2013,$2230, / 2br - 900ft² - , / 2br - 900ft² - ,, +South Bay,Sep 18 2013,$2139, / 2br - 900ft² - , / 2br - 900ft² - ,, +South Bay,Sep 18 2013,$2045, / 1br - 714ft² - , / 1br - 714ft² - ,, +South Bay,Sep 18 2013,$1724, / 1br - 732ft² - , / 1br - 732ft² - ,, +South Bay,Sep 18 2013,$1770, / 1br - 825ft² - , / 1br - 825ft² - ,37.318725,-121.97291899999999 +South Bay,Sep 18 2013,$2300, / 2br - , / 2br - ,, +South Bay,Sep 18 2013,$2800, / 3br - 1827ft² - , / 3br - 1827ft² - ,37.232551,-121.761979 +South Bay,Sep 18 2013,$2380, / 3br - 1500ft² - , / 3br - 1500ft² - ,37.437896,-121.87359099999999 +South Bay,Sep 18 2013,$2575, / 2br - , / 2br - ,37.410399,-122.09321100000001 +South Bay,Sep 18 2013,$2930, / 1br - 1100ft² - , / 1br - 1100ft² - ,37.320209000000006,-121.94768400000001 +South Bay,Sep 18 2013,$2200, / 2br - 930ft² - , / 2br - 930ft² - ,, +South Bay,Sep 18 2013,$1450, / 2br - 800ft² - , / 2br - 800ft² - ,37.311855,-121.909218 +South Bay,Sep 18 2013,$2680, / 3br - 1593ft² - , / 3br - 1593ft² - ,37.240342999999996,-121.850163 +South Bay,Sep 18 2013,$1650, / 2br - 900ft² - , / 2br - 900ft² - ,37.258296,-121.87948899999999 +South Bay,Sep 18 2013,$1990, / 2br - 1020ft² - , / 2br - 1020ft² - ,37.37644,-122.054572 +South Bay,Sep 18 2013,$1995, / 3br - 1000ft² - , / 3br - 1000ft² - ,37.436908,-121.910956 +SF,Sep 18 2013,$3400, / 1br - 605ft² - , / 1br - 605ft² - ,37.779761,-122.392816 +SF,Sep 18 2013,$2850, / 1br - , / 1br - ,37.779924,-122.42159 +SF,Sep 18 2013,$5500, / 3br - 2520ft² - , / 3br - 2520ft² - ,37.774192,-122.48968 +SF,Sep 18 2013,$4590, / 2br - 785ft² - , / 2br - 785ft² - ,37.779761,-122.392816 +SF,Sep 18 2013,$2795, / 1br - 650ft² - , / 1br - 650ft² - ,37.75954,-122.462864 +SF,Sep 18 2013,$3750, / 3br - 1500ft² - , / 3br - 1500ft² - ,37.714908,-122.459046 +SF,Sep 18 2013,$3850, / 2br - , / 2br - ,37.805205,-122.409299 +SF,Sep 18 2013,$6000, / 3br - 1800ft² - , / 3br - 1800ft² - ,37.787545,-122.44456100000001 +SF,Sep 18 2013,$3200, / 3br - , / 3br - ,, +SF,Sep 18 2013,$3500, / 3br - , / 3br - ,37.785728000000006,-122.478692 +SF,Sep 18 2013,$3065, / 1br - 734ft² - , / 1br - 734ft² - ,, +SF,Sep 18 2013,$2950, / 1br - , / 1br - ,, +SF,Sep 18 2013,$3350, / 2br - 900ft² - , / 2br - 900ft² - ,37.749221,-122.42994499999999 +SF,Sep 18 2013,$1595, , ,, +SF,Sep 18 2013,$3595, / 1br - 730ft² - , / 1br - 730ft² - ,, +SF,Sep 18 2013,$1200, / 264ft² - , / 264ft² - ,, +SF,Sep 18 2013,$1495, , ,, +SF,Sep 18 2013,$2200, / 1br - 550ft² - , / 1br - 550ft² - ,37.79365,-122.412874 +SF,Sep 18 2013,$3650, / 1br - 756ft² - , / 1br - 756ft² - ,, +SF,Sep 18 2013,$5545, / 3br - 1456ft² - , / 3br - 1456ft² - ,, +SF,Sep 17 2013,$5200, / 3br - 1500ft² - , / 3br - 1500ft² - ,37.722762,-122.45614499999999 +SF,Sep 17 2013,$2721, / 567ft² - , / 567ft² - ,37.785046,-122.435675 +SF,Sep 17 2013,$3970, / 3br - 1265ft² - , / 3br - 1265ft² - ,37.745296,-122.44008799999999 +SF,Sep 17 2013,$3950, / 2br - , / 2br - ,37.762088,-122.428431 +SF,Sep 17 2013,$2800, / 2br - 1400ft² - , / 2br - 1400ft² - ,37.754481,-122.46564599999999 +SF,Sep 17 2013,$4900, / 2br - 1200ft² - , / 2br - 1200ft² - ,37.764094,-122.44529399999999 +SF,Sep 17 2013,$2175, / 2br - , / 2br - ,, +SF,Sep 17 2013,$2800, / 1br - 550ft² - , / 1br - 550ft² - ,37.803135,-122.418151 +SF,Sep 17 2013,$2970, / 1br - 631ft² - , / 1br - 631ft² - ,37.75954,-122.462864 +SF,Sep 17 2013,$3251, / 1br - 769ft² - , / 1br - 769ft² - ,, +SF,Sep 18 2013,$2374, , ,, +SF,Sep 18 2013,$2599, , ,, +SF,Sep 18 2013,$3700, / 2br - 995ft² - , / 2br - 995ft² - ,37.744606,-122.439559 +SF,Sep 18 2013,$1695, / 1br - 436ft² - , / 1br - 436ft² - ,37.800259999999994,-122.43276000000002 +SF,Sep 18 2013,$2800, / 1br - , / 1br - ,37.774181,-122.42917800000001 +SF,Sep 18 2013,$1700, / 1br - , / 1br - ,37.784125,-122.468804 +SF,Sep 18 2013,$2575, / 1br - , / 1br - ,37.789955,-122.410399 +SF,Sep 18 2013,$2940, , ,37.777138,-122.39305 +SF,Sep 18 2013,$2885, / 2br - 940ft² - , / 2br - 940ft² - ,, +SF,Sep 18 2013,$9000, / 3br - 2300ft² - , / 3br - 2300ft² - ,37.777068,-122.436507 +SF,Sep 18 2013,$3600, / 3br - , / 3br - ,, +SF,Sep 18 2013,$2600, / 2br - 1250ft² - , / 2br - 1250ft² - ,, +SF,Sep 18 2013,$13000, / 4br - 2900ft² - , / 4br - 2900ft² - ,37.80485,-122.442126 +SF,Sep 18 2013,$4850, / 2br - 1486ft² - , / 2br - 1486ft² - ,37.801041,-122.44306200000001 +SF,Sep 18 2013,$2195, , ,37.789031,-122.42486000000001 +SF,Sep 18 2013,$5300, / 2br - , / 2br - ,, +SF,Sep 18 2013,$3000, / 1br - , / 1br - ,37.796481,-122.42525 +SF,Sep 18 2013,$4295, / 3br - , / 3br - ,37.784853000000005,-122.46563200000001 +SF,Sep 18 2013,$2195, , ,37.794144,-122.42140400000001 +SF,Sep 18 2013,$2950, / 1br - , / 1br - ,37.786899,-122.388779 +SF,Sep 18 2013,$5850, / 2br - 1200ft² - , / 2br - 1200ft² - ,37.788104,-122.39028 +SF,Sep 18 2013,$4950, / 3br - 1700ft² - , / 3br - 1700ft² - ,37.777737,-122.47054299999999 +SF,Sep 17 2013,$3500, / 2br - , / 2br - ,37.745,-122.4383 +SF,Sep 17 2013,$4200, / 2br - 940ft² - , / 2br - 940ft² - ,37.74367,-122.427167 +SF,Sep 17 2013,$2657, / 583ft² - , / 583ft² - ,37.776286999999996,-122.41718200000001 +SF,Sep 17 2013,$4200, / 2br - , / 2br - ,37.775261,-122.40040900000001 +SF,Sep 17 2013,$2500, / 1br - 500ft² - , / 1br - 500ft² - ,, +SF,Sep 17 2013,$3374, / 1br - 787ft² - , / 1br - 787ft² - ,, +SF,Sep 17 2013,$4365, / 2br - 1500ft² - , / 2br - 1500ft² - ,37.765931,-122.445159 +SF,Sep 17 2013,$2300, / 3br - 1500ft² - , / 3br - 1500ft² - ,, +SF,Sep 17 2013,$2350, / 1br - 750ft² - , / 1br - 750ft² - ,, +SF,Sep 17 2013,$3574, / 1br - 880ft² - , / 1br - 880ft² - ,37.773167,-122.39666899999999 +SF,Sep 17 2013,$3500, / 4br - 1850ft² - , / 4br - 1850ft² - ,37.726065999999996,-122.46078700000001 +SF,Sep 18 2013,$3055, / 1br - , / 1br - ,37.7621,-122.3971 +SF,Sep 18 2013,$3300, / 1br - 667ft² - , / 1br - 667ft² - ,37.774179,-122.421668 +SF,Sep 18 2013,$3845, / 2br - 1077ft² - , / 2br - 1077ft² - ,37.788539,-122.429014 +SF,Sep 18 2013,$3500, / 2br - 1000ft² - , / 2br - 1000ft² - ,37.750628000000006,-122.431794 +SF,Sep 18 2013,$2195, / 1br - , / 1br - ,37.784087,-122.415999 +SF,Sep 18 2013,$3300, / 1br - , / 1br - ,37.793223,-122.41447 +SF,Sep 18 2013,$1725, , ,37.785087,-122.41282700000001 +SF,Sep 18 2013,$3400, / 1br - 680ft² - , / 1br - 680ft² - ,, +SF,Sep 18 2013,$2900, / 2br - 800ft² - , / 2br - 800ft² - ,37.773133,-122.437423 +SF,Sep 18 2013,$1895, , ,37.788469,-122.414548 +SF,Sep 18 2013,$3195, / 1br - , / 1br - ,, +SF,Sep 18 2013,$1495, / 500ft² - , / 500ft² - ,37.7813,-122.4167 +SF,Sep 18 2013,$2800, / 1br - , / 1br - ,37.80485,-122.442126 +SF,Sep 18 2013,$2990, / 3br - , / 3br - ,, +SF,Sep 18 2013,$2499, / 2br - 970ft² - , / 2br - 970ft² - ,, +SF,Sep 18 2013,$3190, / 2br - 1087ft² - , / 2br - 1087ft² - ,, +SF,Sep 18 2013,$1650, / 365ft² - , / 365ft² - ,37.785928000000006,-122.414603 +SF,Sep 18 2013,$9000, / 2br - , / 2br - ,37.787642,-122.40343100000001 +SF,Sep 18 2013,$2709, / 1br - , / 1br - ,, +SF,Sep 18 2013,$2799, / 1br - , / 1br - ,, +SF,Sep 18 2013,$2684, / 1br - , / 1br - ,, +SF,Sep 18 2013,$2684, , ,, +SF,Sep 17 2013,$2200, / 370ft² - , / 370ft² - ,37.5,-122.25 +SF,Sep 17 2013,$4495, / 2br - 1250ft² - , / 2br - 1250ft² - ,37.801838000000004,-122.443223 +SF,Sep 17 2013,$5200, / 3br - 1500ft² - , / 3br - 1500ft² - ,37.722762,-122.45614499999999 +SF,Sep 17 2013,$2875, / 1br - 644ft² - , / 1br - 644ft² - ,37.765739,-122.470727 +SF,Sep 17 2013,$3500, / 2br - , / 2br - ,37.801196999999995,-122.412355 +SF,Sep 17 2013,$7498, / 3br - , / 3br - ,37.801216,-122.41236 +SF,Sep 17 2013,$2950, / 3br - , / 3br - ,37.754099,-122.47968700000001 +SF,Sep 17 2013,$3395, / 1br - 660ft² - , / 1br - 660ft² - ,37.78317,-122.432681 +SF,Sep 17 2013,$3374, / 1br - 748ft² - , / 1br - 748ft² - ,, +SF,Sep 17 2013,$1999, / 1br - , / 1br - ,, +SF,Sep 17 2013,$9000, / 3br - 3200ft² - , / 3br - 3200ft² - ,, +SF,Sep 17 2013,$3500, / 1br - 807ft² - , / 1br - 807ft² - ,, +SF,Sep 17 2013,$3800, / 2br - 1200ft² - , / 2br - 1200ft² - ,37.754309,-122.41074499999999 +SF,Sep 17 2013,$2999, / 1br - , / 1br - ,37.793934,-122.43014 +SF,Sep 17 2013,$4600, / 2br - 1137ft² - , / 2br - 1137ft² - ,, +SF,Sep 17 2013,$4500, / 3br - , / 3br - ,37.75874,-122.39518799999999 +SF,Sep 17 2013,$2761, / 557ft² - , / 557ft² - ,37.784960999999996,-122.435696 +SF,Sep 17 2013,$4800, / 1br - 1100ft² - , / 1br - 1100ft² - ,37.792217,-122.429447 +SF,Sep 17 2013,$6500, / 2br - 1400ft² - , / 2br - 1400ft² - ,37.792234,-122.429313 +SF,Sep 17 2013,$1595, , ,, +SF,Sep 17 2013,$2995, / 3br - , / 3br - ,37.761516,-122.507079 +SF,Sep 17 2013,$8000, / 5br - , / 5br - ,37.796095,-122.42011000000001 +South Bay,Sep 18 2013,$2395, / 3br - , / 3br - ,, +South Bay,Sep 18 2013,$1998, / 3br - , / 3br - ,37.4272,-121.972954 +South Bay,Sep 18 2013,$1985, / 2br - , / 2br - ,, +South Bay,Sep 18 2013,$2795, / 2br - 1140ft² - , / 2br - 1140ft² - ,, +South Bay,Sep 18 2013,$3690, / 3br - 1600ft² - , / 3br - 1600ft² - ,37.338241,-122.00757 +South Bay,Sep 18 2013,$1095, / 1br - , / 1br - ,37.366681,-121.900624 +South Bay,Sep 18 2013,$1845, / 1br - 700ft² - , / 1br - 700ft² - ,, +South Bay,Sep 18 2013,$1937, , ,37.398324,-121.92026100000001 +South Bay,Sep 18 2013,$2625, / 2br - 1050ft² - , / 2br - 1050ft² - ,37.326164,-122.069076 +South Bay,Sep 18 2013,$1795, / 2br - 959ft² - , / 2br - 959ft² - ,37.255336,-121.827049 +South Bay,Sep 18 2013,$2315, / 1br - 810ft² - , / 1br - 810ft² - ,, +South Bay,Sep 18 2013,$2145, / 2br - 874ft² - , / 2br - 874ft² - ,37.376688,-122.060616 +South Bay,Sep 18 2013,$2023, / 1br - 737ft² - , / 1br - 737ft² - ,, +South Bay,Sep 18 2013,$2801, / 2br - 1173ft² - , / 2br - 1173ft² - ,37.316841,-121.91096599999999 +South Bay,Sep 18 2013,$2675, / 2br - 852ft² - , / 2br - 852ft² - ,, +South Bay,Sep 18 2013,$3219, / 2br - 1412ft² - , / 2br - 1412ft² - ,, +South Bay,Sep 18 2013,$2007, / 1br - 737ft² - , / 1br - 737ft² - ,37.351310999999995,-121.89116499999999 +South Bay,Sep 18 2013,$3400, / 2br - 850ft² - , / 2br - 850ft² - ,, +South Bay,Sep 18 2013,$2440, / 1br - 823ft² - , / 1br - 823ft² - ,, +South Bay,Sep 18 2013,$3235, / 2br - 1016ft² - , / 2br - 1016ft² - ,, +South Bay,Sep 18 2013,$3882, / 2br - 1176ft² - , / 2br - 1176ft² - ,37.389801,-122.08579399999999 +South Bay,Sep 18 2013,$2495, / 3br - 1312ft² - , / 3br - 1312ft² - ,37.275642,-121.81836200000001 +South Bay,Sep 18 2013,$1650, / 2br - 903ft² - , / 2br - 903ft² - ,37.253678,-121.82636200000002 +South Bay,Sep 18 2013,$2628, / 2br - , / 2br - ,, +South Bay,Sep 18 2013,$1525, / 1br - 672ft² - , / 1br - 672ft² - ,37.269323,-121.958199 +South Bay,Sep 18 2013,$2500, / 3br - 1300ft² - , / 3br - 1300ft² - ,, +South Bay,Sep 18 2013,$3495, / 4br - , / 4br - ,, +South Bay,Sep 18 2013,$1992, / 2br - 983ft² - , / 2br - 983ft² - ,37.402885999999995,-121.881552 +South Bay,Sep 18 2013,$2499, / 3br - 1232ft² - , / 3br - 1232ft² - ,, +South Bay,Sep 18 2013,$1995, / 2br - , / 2br - ,37.351809,-122.03322 +South Bay,Sep 18 2013,$2350, / 2br - 966ft² - , / 2br - 966ft² - ,, +South Bay,Sep 18 2013,$1875, / 1br - , / 1br - ,, +South Bay,Sep 18 2013,$3000, / 5br - 3002ft² - , / 5br - 3002ft² - ,37.025047,-121.586753 +South Bay,Sep 18 2013,$3350, / 3br - 1934ft² - , / 3br - 1934ft² - ,37.351949,-121.890934 +South Bay,Sep 18 2013,$3700, / 3br - 1500ft² - , / 3br - 1500ft² - ,, +South Bay,Sep 18 2013,$1850, / 2br - 913ft² - , / 2br - 913ft² - ,, +South Bay,Sep 18 2013,$2725, / 3br - 1180ft² - , / 3br - 1180ft² - ,37.23387,-121.765542 +South Bay,Sep 18 2013,$1867, / 1br - , / 1br - ,37.366541999999995,-122.024052 +South Bay,Sep 18 2013,$2750, / 4br - 1681ft² - , / 4br - 1681ft² - ,, +South Bay,Sep 18 2013,$1395, / 1br - 650ft² - , / 1br - 650ft² - ,37.382383000000004,-122.06698899999999 +South Bay,Sep 18 2013,$1725, / 1br - 700ft² - , / 1br - 700ft² - ,37.400765,-122.09277900000001 +South Bay,Sep 18 2013,$1765, / 1br - , / 1br - ,, +South Bay,Sep 18 2013,$1968, / 1br - , / 1br - ,37.332699,-122.03819299999999 +South Bay,Sep 18 2013,$1875, / 2br - 820ft² - , / 2br - 820ft² - ,37.42739,-121.88136899999999 +South Bay,Sep 18 2013,$3500, / 4br - 2563ft² - , / 4br - 2563ft² - ,37.1305,-121.65438999999999 +South Bay,Sep 18 2013,$2186, / 3br - 1235ft² - , / 3br - 1235ft² - ,, +South Bay,Sep 18 2013,$3500, / 4br - 2563ft² - , / 4br - 2563ft² - ,37.1305,-121.65438999999999 +South Bay,Sep 18 2013,$2664, / 2br - 983ft² - , / 2br - 983ft² - ,37.412744,-121.938157 +South Bay,Sep 18 2013,$2050, / 2br - 978ft² - , / 2br - 978ft² - ,37.311842999999996,-121.80501299999999 +South Bay,Sep 18 2013,$3219, / 3br - 1212ft² - , / 3br - 1212ft² - ,37.322542,-122.02356999999999 +South Bay,Sep 18 2013,$2295, / 1br - 850ft² - , / 1br - 850ft² - ,37.322642,-122.03251599999999 +South Bay,Sep 18 2013,$2898, / 3br - , / 3br - ,37.359338,-122.050428 +South Bay,Sep 18 2013,$2435, / 2br - 915ft² - , / 2br - 915ft² - ,37.383033000000005,-122.040687 +South Bay,Sep 18 2013,$2300, / 2br - 900ft² - , / 2br - 900ft² - ,37.384728,-121.880311 +South Bay,Sep 18 2013,$1895, / 1br - 740ft² - , / 1br - 740ft² - ,37.410511,-122.119367 +South Bay,Sep 18 2013,$2500, / 3br - 1125ft² - , / 3br - 1125ft² - ,, +South Bay,Sep 18 2013,$3300, / 4br - 3600ft² - , / 4br - 3600ft² - ,37.395852000000005,-121.836298 +South Bay,Sep 18 2013,$2500, / 3br - 1280ft² - , / 3br - 1280ft² - ,, +South Bay,Sep 18 2013,$2145, / 2br - 1440ft² - , / 2br - 1440ft² - ,37.275163,-121.842027 +South Bay,Sep 18 2013,, 2br - , 2br - ,37.316041999999996,-121.938767 +South Bay,Sep 18 2013,$1400, / 1br - , / 1br - ,37.274743,-121.92296599999999 +South Bay,Sep 18 2013,$1300, / 1br - , / 1br - ,, +South Bay,Sep 18 2013,$1525, / 1br - 648ft² - , / 1br - 648ft² - ,, +South Bay,Sep 18 2013,$3800, / 4br - 1800ft² - , / 4br - 1800ft² - ,37.3066,-122.0002 +South Bay,Sep 18 2013,$1522, / 1br - 722ft² - , / 1br - 722ft² - ,37.266543,-121.83116299999999 +South Bay,Sep 18 2013,$2975, / 2br - 1100ft² - , / 2br - 1100ft² - ,37.22592,-121.986179 +South Bay,Sep 18 2013,$2750, / 4br - 1803ft² - , / 4br - 1803ft² - ,37.308040999999996,-121.78556200000001 +South Bay,Sep 18 2013,$1595, / 2br - , / 2br - ,, +South Bay,Sep 18 2013,$1700, / 2br - 984ft² - , / 2br - 984ft² - ,37.374505,-121.849007 +South Bay,Sep 18 2013,$2134, / 1br - 767ft² - , / 1br - 767ft² - ,37.370164,-122.05743999999999 +South Bay,Sep 18 2013,$2145, / 1br - 860ft² - , / 1br - 860ft² - ,37.309312,-121.92301599999999 +South Bay,Sep 18 2013,$1833, / 1br - , / 1br - ,37.358888,-122.031478 +South Bay,Sep 18 2013,$1949, / 2br - 950ft² - , / 2br - 950ft² - ,, +South Bay,Sep 18 2013,$1300, / 400ft² - , / 400ft² - ,, +South Bay,Sep 18 2013,$1995, / 2br - 1200ft² - , / 2br - 1200ft² - ,, +SF,Sep 18 2013,$1950, / 490ft² - , / 490ft² - ,, +SF,Sep 18 2013,$3374, / 1br - 748ft² - , / 1br - 748ft² - ,, +SF,Sep 18 2013,$2595, / 1br - , / 1br - ,37.799704,-122.407395 +SF,Sep 18 2013,$2897, / 625ft² - , / 625ft² - ,37.784995,-122.435653 +SF,Sep 18 2013,$1750, , ,, +SF,Sep 18 2013,$4100, / 2br - , / 2br - ,, +SF,Sep 18 2013,$4350, / 3br - , / 3br - ,, +SF,Sep 18 2013,$6950, / 2br - , / 2br - ,, +SF,Sep 18 2013,$4300, / 1br - , / 1br - ,, +SF,Sep 18 2013,$3300, / 3br - , / 3br - ,37.776074,-122.43867900000001 +SF,Sep 18 2013,$4295, / 2br - , / 2br - ,37.775976,-122.406876 +SF,Sep 18 2013,$2255, / 500ft² - , / 500ft² - ,, +SF,Sep 18 2013,$1895, / 1br - , / 1br - ,37.766374,-122.452947 +SF,Sep 18 2013,$7000, / 3br - 2400ft² - , / 3br - 2400ft² - ,37.792472,-122.43455800000001 +SF,Sep 18 2013,$3350, / 1br - , / 1br - ,37.773647,-122.39606200000001 +SF,Sep 18 2013,$3500, / 1br - , / 1br - ,, +SF,Sep 18 2013,$8450, / 2br - 1862ft² - , / 2br - 1862ft² - ,37.748622,-122.442555 +SF,Sep 18 2013,$2290, / 500ft² - , / 500ft² - ,37.786649,-122.413799 +SF,Sep 18 2013,$4795, / 3br - , / 3br - ,, +SF,Sep 18 2013,$2075, , ,37.797298,-122.420355 +SF,Sep 18 2013,$3500, / 2br - , / 2br - ,37.780393,-122.458802 +SF,Sep 17 2013,$2695, / 1br - , / 1br - ,, +SF,Sep 17 2013,$3489, / 3br - , / 3br - ,37.750085,-122.48585700000001 +SF,Sep 17 2013,$2360, / 1br - 804ft² - , / 1br - 804ft² - ,, +SF,Sep 17 2013,$2650, / 2br - , / 2br - ,37.78216,-122.48166 +SF,Sep 17 2013,$4000, / 4br - , / 4br - ,37.77935,-122.500803 +SF,Sep 17 2013,$3210, / 3br - 840ft² - , / 3br - 840ft² - ,, +SF,Sep 17 2013,$3200, / 2br - , / 2br - ,, +SF,Sep 17 2013,$3054, / 1br - 535ft² - , / 1br - 535ft² - ,37.773167,-122.39666899999999 +SF,Sep 17 2013,$3274, / 1br - 736ft² - , / 1br - 736ft² - ,, +SF,Sep 17 2013,$5500, / 2br - 720ft² - , / 2br - 720ft² - ,37.794109999999996,-122.414648 +SF,Sep 17 2013,$2720, / 1br - , / 1br - ,37.757228999999995,-122.46193000000001 +SF,Sep 18 2013,$2895, / 1br - , / 1br - ,37.789625,-122.427692 +SF,Sep 18 2013,$2490, / 1br - 565ft² - , / 1br - 565ft² - ,37.745389,-122.420019 +SF,Sep 18 2013,$2386, / 1br - , / 1br - ,37.757934000000006,-122.463067 +SF,Sep 18 2013,$6140, / 3br - 1513ft² - , / 3br - 1513ft² - ,, +SF,Sep 18 2013,$3500, / 2br - 1500ft² - , / 2br - 1500ft² - ,37.780393,-122.458802 +SF,Sep 18 2013,$4999, / 3br - 1350ft² - , / 3br - 1350ft² - ,, +SF,Sep 18 2013,$1845, , ,37.784087,-122.415999 +SF,Sep 18 2013,$1845, / 1br - , / 1br - ,37.785061,-122.418741 +SF,Sep 18 2013,$1395, , ,37.78602,-122.418728 +SF,Sep 18 2013,$3398, / 1br - 644ft² - , / 1br - 644ft² - ,37.773920000000004,-122.389927 +SF,Sep 18 2013,$3796, / 2br - , / 2br - ,, +SF,Sep 18 2013,$6950, / 4br - 2050ft² - , / 4br - 2050ft² - ,37.778093,-122.469406 +SF,Sep 18 2013,$16000, / 5br - , / 5br - ,37.7786,-122.4892 +SF,Sep 18 2013,$10000, , ,, +SF,Sep 18 2013,$4200, / 2br - 1087ft² - , / 2br - 1087ft² - ,37.795533,-122.41056 +SF,Sep 18 2013,$5095, / 4br - , / 4br - ,37.776097,-122.48896 +SF,Sep 18 2013,$4700, / 2br - 1300ft² - , / 2br - 1300ft² - ,37.778245,-122.39653600000001 +SF,Sep 18 2013,$1925, / 1br - , / 1br - ,37.783311,-122.417529 +SF,Sep 18 2013,$3200, / 1br - , / 1br - ,37.777273,-122.40406999999999 +SF,Sep 18 2013,$750, , ,, +SF,Sep 18 2013,$4700, / 4br - , / 4br - ,37.712288,-122.438171 +SF,Sep 17 2013,$1995, , ,, +SF,Sep 17 2013,$2506, / 476ft² - , / 476ft² - ,37.776286999999996,-122.41718200000001 +SF,Sep 17 2013,$3800, / 2br - 866ft² - , / 2br - 866ft² - ,37.776138,-122.436318 +SF,Sep 17 2013,$2775, / 1br - , / 1br - ,, +SF,Sep 17 2013,$5000, / 1br - 1600ft² - , / 1br - 1600ft² - ,37.780894,-122.396382 +SF,Sep 17 2013,$5095, / 4br - , / 4br - ,37.776097,-122.48896 +SF,Sep 17 2013,$3495, / 1br - , / 1br - ,37.786827,-122.465774 +SF,Sep 17 2013,$7498, / 3br - , / 3br - ,37.801216,-122.41236 +SF,Sep 17 2013,$8745, / 3br - 1800ft² - , / 3br - 1800ft² - ,37.791644,-122.429331 +SF,Sep 17 2013,$3695, / 2br - 1706ft² - , / 2br - 1706ft² - ,, +SF,Sep 17 2013,$4750, / 2br - , / 2br - ,37.785724,-122.424603 +SF,Sep 17 2013,$3200, / 2br - , / 2br - ,37.7509,-122.4153 +SF,Sep 18 2013,$3695, / 2br - , / 2br - ,37.801303999999995,-122.42453799999998 +SF,Sep 18 2013,$2315, / 595ft² - , / 595ft² - ,, +SF,Sep 18 2013,$1975, , ,, +SF,Sep 18 2013,$1745, , ,37.784087,-122.415999 +SF,Sep 18 2013,$2175, , ,37.779866999999996,-122.437072 +SF,Sep 18 2013,$3675, / 2br - 929ft² - , / 2br - 929ft² - ,37.788251,-122.416257 +SF,Sep 18 2013,$2250, / 409ft² - , / 409ft² - ,, +SF,Sep 18 2013,$5995, / 2br - 1200ft² - , / 2br - 1200ft² - ,37.79868,-122.415572 +SF,Sep 18 2013,$2850, / 1br - , / 1br - ,37.802621,-122.414681 +SF,Sep 18 2013,$3995, / 2br - , / 2br - ,37.794983,-122.419195 +SF,Sep 18 2013,$3398, / 2br - , / 2br - ,37.774243,-122.462754 +SF,Sep 18 2013,$5500, / 2br - , / 2br - ,37.786899,-122.388779 +SF,Sep 18 2013,$5450, / 2br - 1500ft² - , / 2br - 1500ft² - ,, +SF,Sep 18 2013,$3995, / 1br - , / 1br - ,37.796879,-122.43713799999999 +SF,Sep 18 2013,$8750, / 2br - , / 2br - ,37.785829,-122.40149 +SF,Sep 18 2013,$9500, / 2br - , / 2br - ,37.77493,-122.41942 +SF,Sep 18 2013,$6500, / 2br - , / 2br - ,37.800908,-122.44303500000001 +SF,Sep 18 2013,$1500, / 1br - , / 1br - ,, +SF,Sep 18 2013,$3650, / 2br - , / 2br - ,, +SF,Sep 18 2013,$2300, , ,37.763707000000004,-122.422743 +SF,Sep 18 2013,$3650, / 2br - , / 2br - ,, +SF,Sep 18 2013,$3495, / 1br - 826ft² - , / 1br - 826ft² - ,, +SF,Sep 17 2013,$4700, / 1br - , / 1br - ,37.794661,-122.432048 +SF,Sep 17 2013,$8000, / 3br - 1800ft² - , / 3br - 1800ft² - ,37.793517,-122.42633500000001 +SF,Sep 17 2013,$2400, / 550ft² - , / 550ft² - ,37.793508,-122.43378600000001 +SF,Sep 17 2013,$9950, / 3br - 2800ft² - , / 3br - 2800ft² - ,37.804697999999995,-122.43614699999999 +SF,Sep 17 2013,$4125, / 2br - 1198ft² - , / 2br - 1198ft² - ,37.786196000000004,-122.424858 +SF,Sep 17 2013,$2610, / 569ft² - , / 569ft² - ,37.78317,-122.432681 +SF,Sep 17 2013,$6500, / 1br - , / 1br - ,37.79868,-122.415572 +SF,Sep 17 2013,$2150, , ,37.777555,-122.41303400000001 +SF,Sep 17 2013,$3685, / 2br - 929ft² - , / 2br - 929ft² - ,37.788251,-122.416257 +SF,Sep 17 2013,$3850, / 4br - 1250ft² - , / 4br - 1250ft² - ,37.716109,-122.4537 +SF,Sep 17 2013,$4100, / 2br - 1500ft² - , / 2br - 1500ft² - ,37.786238,-122.474383 +SF,Sep 17 2013,$5400, / 2br - , / 2br - ,37.759614,-122.442307 +SF,Sep 17 2013,$3350, / 1br - 698ft² - , / 1br - 698ft² - ,, +SF,Sep 17 2013,$2250, / 1br - 650ft² - , / 1br - 650ft² - ,37.748962,-122.41943500000001 +SF,Sep 17 2013,$3250, / 2br - 800ft² - , / 2br - 800ft² - ,37.77446,-122.44951699999999 +SF,Sep 17 2013,$3495, / 2br - , / 2br - ,37.792840999999996,-122.42451799999999 +SF,Sep 17 2013,$2666, / 476ft² - , / 476ft² - ,, +SF,Sep 17 2013,$11500, / 3br - , / 3br - ,, +SF,Sep 17 2013,$3000, / 1br - , / 1br - ,, +SF,Sep 17 2013,$7950, / 3br - , / 3br - ,, +SF,Sep 17 2013,$3590, / 4br - , / 4br - ,37.7786,-122.4892 +SF,Sep 17 2013,$3700, / 2br - , / 2br - ,37.759223,-122.435957 +South Bay,Sep 18 2013,$2650, / 1br - 736ft² - , / 1br - 736ft² - ,37.368445,-122.034683 +South Bay,Sep 18 2013,$1872, / 1br - 731ft² - , / 1br - 731ft² - ,, +South Bay,Sep 18 2013,$2246, / 2br - 910ft² - , / 2br - 910ft² - ,, +South Bay,Sep 18 2013,$2754, / 2br - 1100ft² - , / 2br - 1100ft² - ,37.370241,-122.01417099999999 +South Bay,Sep 18 2013,$2602, / 2br - 925ft² - , / 2br - 925ft² - ,37.370241,-122.01417099999999 +South Bay,Sep 18 2013,$2390, / 3br - 1359ft² - , / 3br - 1359ft² - ,, +South Bay,Sep 18 2013,$2112, / 1br - 700ft² - , / 1br - 700ft² - ,37.337745,-121.94053000000001 +South Bay,Sep 18 2013,$2020, / 2br - 890ft² - , / 2br - 890ft² - ,37.30076,-121.92843 +South Bay,Sep 18 2013,$1930, / 1br - 825ft² - , / 1br - 825ft² - ,37.318895,-121.973133 +South Bay,Sep 18 2013,$3195, / 2br - 1065ft² - , / 2br - 1065ft² - ,, +South Bay,Sep 18 2013,$2364, / 2br - 1064ft² - , / 2br - 1064ft² - ,37.247659000000006,-121.85678899999999 +South Bay,Sep 18 2013,$3006, / 2br - 1197ft² - , / 2br - 1197ft² - ,37.334132000000004,-122.01570500000001 +South Bay,Sep 18 2013,$4168, / 3br - 1610ft² - , / 3br - 1610ft² - ,37.316841,-121.91096599999999 +South Bay,Sep 18 2013,$3200, / 2br - 1300ft² - , / 2br - 1300ft² - ,37.228124,-121.98493500000001 +South Bay,Sep 18 2013,$2984, / 2br - 965ft² - , / 2br - 965ft² - ,37.389801,-122.08579399999999 +South Bay,Sep 18 2013,$3795, / 3br - , / 3br - ,, +South Bay,Sep 18 2013,$2930, / 2br - 1336ft² - , / 2br - 1336ft² - ,, +South Bay,Sep 18 2013,$1050, / 1br - , / 1br - ,, +South Bay,Sep 18 2013,$1675, / 1br - 700ft² - , / 1br - 700ft² - ,, +South Bay,Sep 18 2013,$1475, / 1br - 626ft² - , / 1br - 626ft² - ,37.015547999999995,-121.591553 +South Bay,Sep 18 2013,$1895, / 2br - , / 2br - ,37.277417,-121.952354 +South Bay,Sep 18 2013,$3150, / 4br - 2259ft² - , / 4br - 2259ft² - ,37.33939,-121.89496000000001 +South Bay,Sep 18 2013,$2408, / 2br - 1050ft² - , / 2br - 1050ft² - ,37.33939,-121.89496000000001 +South Bay,Sep 18 2013,$1988, / 1br - 778ft² - , / 1br - 778ft² - ,37.33939,-121.89496000000001 +South Bay,Sep 18 2013,$2186, / 1br - 743ft² - , / 1br - 743ft² - ,37.349179,-121.99486999999999 +South Bay,Sep 18 2013,$1695, / 2br - , / 2br - ,, +South Bay,Sep 18 2013,$1760, / 1br - , / 1br - ,, +South Bay,Sep 18 2013,$1892, / 1br - 731ft² - , / 1br - 731ft² - ,, +South Bay,Sep 18 2013,$2188, / 1br - 800ft² - , / 1br - 800ft² - ,, +South Bay,Sep 18 2013,$2795, / 2br - 1140ft² - , / 2br - 1140ft² - ,, +South Bay,Sep 18 2013,$3200, / 3br - 1200ft² - , / 3br - 1200ft² - ,37.3066,-122.0002 +South Bay,Sep 18 2013,$2495, / 2br - 1300ft² - , / 2br - 1300ft² - ,37.342741,-122.04157099999999 +South Bay,Sep 18 2013,$2845, / 2br - 966ft² - , / 2br - 966ft² - ,37.332142,-122.00607 +South Bay,Sep 18 2013,$2290, / 2br - 1042ft² - , / 2br - 1042ft² - ,, +South Bay,Sep 18 2013,$2245, / 2br - , / 2br - ,, +South Bay,Sep 18 2013,$1750, / 1br - 589ft² - , / 1br - 589ft² - ,37.326489,-121.898546 +South Bay,Sep 18 2013,$2145, / 1br - , / 1br - ,, +South Bay,Sep 18 2013,$3495, / 3br - 1178ft² - , / 3br - 1178ft² - ,37.301984000000004,-121.937463 +South Bay,Sep 18 2013,$2250, / 2br - 1177ft² - , / 2br - 1177ft² - ,, +South Bay,Sep 18 2013,$2386, / 2br - , / 2br - ,37.366644,-122.02428799999998 +South Bay,Sep 18 2013,$2140, / 2br - , / 2br - ,, +South Bay,Sep 18 2013,$2415, / 2br - 1042ft² - , / 2br - 1042ft² - ,, +South Bay,Sep 18 2013,$2050, / 2br - , / 2br - ,, +South Bay,Sep 18 2013,$2700, / 2br - , / 2br - ,, +South Bay,Sep 18 2013,$2500, / 2br - 1000ft² - , / 2br - 1000ft² - ,37.337745,-121.94053000000001 +South Bay,Sep 18 2013,$2104, / 1br - 790ft² - , / 1br - 790ft² - ,, +South Bay,Sep 18 2013,$2326, / 2br - , / 2br - ,37.3764,-122.0238 +South Bay,Sep 18 2013,$2663, / 2br - 1016ft² - , / 2br - 1016ft² - ,37.243916,-121.871879 +South Bay,Sep 18 2013,$2118, / 2br - 900ft² - , / 2br - 900ft² - ,, +South Bay,Sep 18 2013,$2400, / 1br - 829ft² - , / 1br - 829ft² - ,37.336870000000005,-122.032205 +South Bay,Sep 18 2013,$1997, / 1br - , / 1br - ,37.338041,-122.066872 +South Bay,Sep 18 2013,$2137, / 2br - 1104ft² - , / 2br - 1104ft² - ,37.386524,-121.889132 +South Bay,Sep 18 2013,$2754, / 2br - 950ft² - , / 2br - 950ft² - ,37.350081,-121.94686200000001 +South Bay,Sep 18 2013,$2135, / 1br - 800ft² - , / 1br - 800ft² - ,, +South Bay,Sep 18 2013,$1625, / 2br - 846ft² - , / 2br - 846ft² - ,37.013359,-121.582204 +South Bay,Sep 18 2013,$1550, / 1br - , / 1br - ,37.308233,-121.932845 +South Bay,Sep 18 2013,$2795, / 2br - 1500ft² - , / 2br - 1500ft² - ,37.3249,-121.9153 +South Bay,Sep 18 2013,$900, / 1br - , / 1br - ,, +South Bay,Sep 18 2013,$2300, / 3br - 1550ft² - , / 3br - 1550ft² - ,37.415618,-121.90538799999999 +South Bay,Sep 18 2013,$1999, / 2br - 1133ft² - , / 2br - 1133ft² - ,37.36244,-121.91446699999999 +South Bay,Sep 18 2013,$2650, / 3br - 1582ft² - , / 3br - 1582ft² - ,, +South Bay,Sep 18 2013,$2650, / 3br - 1582ft² - , / 3br - 1582ft² - ,, +South Bay,Sep 18 2013,$4000, / 3br - 1600ft² - , / 3br - 1600ft² - ,, +South Bay,Sep 18 2013,$1899, / 3br - 1162ft² - , / 3br - 1162ft² - ,37.329152,-121.854547 +South Bay,Sep 18 2013,$1200, / 1br - 1119ft² - , / 1br - 1119ft² - ,, +South Bay,Sep 18 2013,$1799, / 1br - , / 1br - ,37.273143,-122.02577 +South Bay,Sep 18 2013,$1083, / 382ft² - , / 382ft² - ,, +South Bay,Sep 18 2013,$2695, / 2br - 1100ft² - , / 2br - 1100ft² - ,37.34202,-122.034675 +South Bay,Sep 18 2013,$2105, / 1br - 693ft² - , / 1br - 693ft² - ,37.383033000000005,-122.040687 +South Bay,Sep 18 2013,$1775, / 1br - 514ft² - , / 1br - 514ft² - ,, +South Bay,Sep 18 2013,$1250, / 1br - , / 1br - ,37.344084,-121.889284 +South Bay,Sep 18 2013,$2254, / 2br - 1095ft² - , / 2br - 1095ft² - ,, diff --git a/11-Pandas-Data-Wrangling/pandas-data-wrangling.ipynb b/11-Pandas-Data-Wrangling/pandas-data-wrangling.ipynb index f8cd43d..75649f1 100644 --- a/11-Pandas-Data-Wrangling/pandas-data-wrangling.ipynb +++ b/11-Pandas-Data-Wrangling/pandas-data-wrangling.ipynb @@ -15,8 +15,7 @@ }, "outputs": [], "source": [ - "import pandas as pd\n", - "import numpy as np" + "import pandas as pd, numpy as np" ] }, { @@ -55,8 +54,8 @@ "source": [ "df1 = pd.DataFrame({'key': ['b', 'b', 'a', 'c', 'a', 'a', 'b'],'data1': range(7)})\n", "df2 = pd.DataFrame({'key': ['a', 'b', 'd'],'data2': range(3)})\n", - "print df1\n", - "print df2" + "print(df1)\n", + "print(df2)" ] }, { @@ -342,8 +341,8 @@ "#what if there are more than one value of key in both dataframes? \n", "df1 = pd.DataFrame({'key': ['b', 'b', 'a', 'c', 'a', 'a', 'b'],'data1': range(7)})\n", "df3 = pd.DataFrame({'key': ['a', 'b', 'b', 'd'],'data2': range(4)})\n", - "print df1\n", - "print df3\n", + "print(df1)\n", + "print(df3)\n", "pd.merge(df1,df3, on='key')\n", "#This produces a cartesian product of the number of occurrences of each key value in both dataframes:\n", "# (b shows up 3 times in df1 and 2 times in df3, so we get 6 occurrences in the result of the merge)" @@ -426,31 +425,31 @@ " 0\n", " 0\n", " b\n", - " 1\n", + " 1.0\n", " \n", " \n", " 1\n", " 0\n", " b\n", - " 2\n", + " 2.0\n", " \n", " \n", " 2\n", " 1\n", " b\n", - " 1\n", + " 1.0\n", " \n", " \n", " 3\n", " 1\n", " b\n", - " 2\n", + " 2.0\n", " \n", " \n", " 4\n", " 2\n", " a\n", - " 0\n", + " 0.0\n", " \n", " \n", " 5\n", @@ -462,25 +461,25 @@ " 6\n", " 4\n", " a\n", - " 0\n", + " 0.0\n", " \n", " \n", " 7\n", " 5\n", " a\n", - " 0\n", + " 0.0\n", " \n", " \n", " 8\n", " 6\n", " b\n", - " 1\n", + " 1.0\n", " \n", " \n", " 9\n", " 6\n", " b\n", - " 2\n", + " 2.0\n", " \n", " \n", "\n", @@ -488,16 +487,16 @@ ], "text/plain": [ " data1 key data2\n", - "0 0 b 1\n", - "1 0 b 2\n", - "2 1 b 1\n", - "3 1 b 2\n", - "4 2 a 0\n", + "0 0 b 1.0\n", + "1 0 b 2.0\n", + "2 1 b 1.0\n", + "3 1 b 2.0\n", + "4 2 a 0.0\n", "5 3 c NaN\n", - "6 4 a 0\n", - "7 5 a 0\n", - "8 6 b 1\n", - "9 6 b 2" + "6 4 a 0.0\n", + "7 5 a 0.0\n", + "8 6 b 1.0\n", + "9 6 b 2.0" ] }, "execution_count": 7, @@ -535,55 +534,55 @@ " \n", " \n", " 0\n", - " 0\n", + " 0.0\n", " b\n", " 1\n", " \n", " \n", " 1\n", - " 1\n", + " 1.0\n", " b\n", " 1\n", " \n", " \n", " 2\n", - " 6\n", + " 6.0\n", " b\n", " 1\n", " \n", " \n", " 3\n", - " 0\n", + " 0.0\n", " b\n", " 2\n", " \n", " \n", " 4\n", - " 1\n", + " 1.0\n", " b\n", " 2\n", " \n", " \n", " 5\n", - " 6\n", + " 6.0\n", " b\n", " 2\n", " \n", " \n", " 6\n", - " 2\n", + " 2.0\n", " a\n", " 0\n", " \n", " \n", " 7\n", - " 4\n", + " 4.0\n", " a\n", " 0\n", " \n", " \n", " 8\n", - " 5\n", + " 5.0\n", " a\n", " 0\n", " \n", @@ -599,15 +598,15 @@ ], "text/plain": [ " data1 key data2\n", - "0 0 b 1\n", - "1 1 b 1\n", - "2 6 b 1\n", - "3 0 b 2\n", - "4 1 b 2\n", - "5 6 b 2\n", - "6 2 a 0\n", - "7 4 a 0\n", - "8 5 a 0\n", + "0 0.0 b 1\n", + "1 1.0 b 1\n", + "2 6.0 b 1\n", + "3 0.0 b 2\n", + "4 1.0 b 2\n", + "5 6.0 b 2\n", + "6 2.0 a 0\n", + "7 4.0 a 0\n", + "8 5.0 a 0\n", "9 NaN d 3" ] }, @@ -748,61 +747,61 @@ " \n", " \n", " 0\n", - " 0\n", + " 0.0\n", " b\n", - " 1\n", + " 1.0\n", " \n", " \n", " 1\n", - " 0\n", + " 0.0\n", " b\n", - " 2\n", + " 2.0\n", " \n", " \n", " 2\n", - " 1\n", + " 1.0\n", " b\n", - " 1\n", + " 1.0\n", " \n", " \n", " 3\n", - " 1\n", + " 1.0\n", " b\n", - " 2\n", + " 2.0\n", " \n", " \n", " 4\n", - " 6\n", + " 6.0\n", " b\n", - " 1\n", + " 1.0\n", " \n", " \n", " 5\n", - " 6\n", + " 6.0\n", " b\n", - " 2\n", + " 2.0\n", " \n", " \n", " 6\n", - " 2\n", + " 2.0\n", " a\n", - " 0\n", + " 0.0\n", " \n", " \n", " 7\n", - " 4\n", + " 4.0\n", " a\n", - " 0\n", + " 0.0\n", " \n", " \n", " 8\n", - " 5\n", + " 5.0\n", " a\n", - " 0\n", + " 0.0\n", " \n", " \n", " 9\n", - " 3\n", + " 3.0\n", " c\n", " NaN\n", " \n", @@ -810,7 +809,7 @@ " 10\n", " NaN\n", " d\n", - " 3\n", + " 3.0\n", " \n", " \n", "\n", @@ -818,17 +817,17 @@ ], "text/plain": [ " data1 key data2\n", - "0 0 b 1\n", - "1 0 b 2\n", - "2 1 b 1\n", - "3 1 b 2\n", - "4 6 b 1\n", - "5 6 b 2\n", - "6 2 a 0\n", - "7 4 a 0\n", - "8 5 a 0\n", - "9 3 c NaN\n", - "10 NaN d 3" + "0 0.0 b 1.0\n", + "1 0.0 b 2.0\n", + "2 1.0 b 1.0\n", + "3 1.0 b 2.0\n", + "4 6.0 b 1.0\n", + "5 6.0 b 2.0\n", + "6 2.0 a 0.0\n", + "7 4.0 a 0.0\n", + "8 5.0 a 0.0\n", + "9 3.0 c NaN\n", + "10 NaN d 3.0" ] }, "execution_count": 10, @@ -1109,59 +1108,59 @@ " \n", " \n", " a\n", - " 0\n", + " 0.0\n", " NaN\n", " NaN\n", " \n", " \n", " b\n", - " 1\n", + " 1.0\n", " NaN\n", " NaN\n", " \n", " \n", " c\n", " NaN\n", - " 2\n", + " 2.0\n", " NaN\n", " \n", " \n", " d\n", " NaN\n", - " 3\n", + " 3.0\n", " NaN\n", " \n", " \n", " e\n", " NaN\n", - " 4\n", + " 4.0\n", " NaN\n", " \n", " \n", " f\n", " NaN\n", " NaN\n", - " 5\n", + " 5.0\n", " \n", " \n", " g\n", " NaN\n", " NaN\n", - " 6\n", + " 6.0\n", " \n", " \n", "\n", "" ], "text/plain": [ - " 0 1 2\n", - "a 0 NaN NaN\n", - "b 1 NaN NaN\n", - "c NaN 2 NaN\n", - "d NaN 3 NaN\n", - "e NaN 4 NaN\n", - "f NaN NaN 5\n", - "g NaN NaN 6" + " 0 1 2\n", + "a 0.0 NaN NaN\n", + "b 1.0 NaN NaN\n", + "c NaN 2.0 NaN\n", + "d NaN 3.0 NaN\n", + "e NaN 4.0 NaN\n", + "f NaN NaN 5.0\n", + "g NaN NaN 6.0" ] }, "execution_count": 14, @@ -1197,59 +1196,59 @@ " \n", " \n", " a\n", - " 0\n", + " 0.0\n", " NaN\n", " NaN\n", " \n", " \n", " b\n", - " 1\n", + " 1.0\n", " NaN\n", " NaN\n", " \n", " \n", " c\n", " NaN\n", - " 2\n", + " 2.0\n", " NaN\n", " \n", " \n", " d\n", " NaN\n", - " 3\n", + " 3.0\n", " NaN\n", " \n", " \n", " e\n", " NaN\n", - " 4\n", + " 4.0\n", " NaN\n", " \n", " \n", " f\n", " NaN\n", " NaN\n", - " 5\n", + " 5.0\n", " \n", " \n", " g\n", " NaN\n", " NaN\n", - " 6\n", + " 6.0\n", " \n", " \n", "\n", "" ], "text/plain": [ - " 0 1 2\n", - "a 0 NaN NaN\n", - "b 1 NaN NaN\n", - "c NaN 2 NaN\n", - "d NaN 3 NaN\n", - "e NaN 4 NaN\n", - "f NaN NaN 5\n", - "g NaN NaN 6" + " 0 1 2\n", + "a 0.0 NaN NaN\n", + "b 1.0 NaN NaN\n", + "c NaN 2.0 NaN\n", + "d NaN 3.0 NaN\n", + "e NaN 4.0 NaN\n", + "f NaN NaN 5.0\n", + "g NaN NaN 6.0" ] }, "execution_count": 15, @@ -1326,45 +1325,45 @@ " \n", " \n", " c\n", - " 4\n", + " 4.0\n", " NaN\n", " NaN\n", " \n", " \n", " d\n", - " 5\n", - " 1\n", - " 7\n", + " 5.0\n", + " 1.0\n", + " 7.0\n", " \n", " \n", " e\n", - " 6\n", - " 2\n", - " 8\n", + " 6.0\n", + " 2.0\n", + " 8.0\n", " \n", " \n", " f\n", " NaN\n", - " 3\n", - " 9\n", + " 3.0\n", + " 9.0\n", " \n", " \n", " g\n", " NaN\n", " NaN\n", - " 10\n", + " 10.0\n", " \n", " \n", "\n", "" ], "text/plain": [ - " 0 1 2\n", - "c 4 NaN NaN\n", - "d 5 1 7\n", - "e 6 2 8\n", - "f NaN 3 9\n", - "g NaN NaN 10" + " 0 1 2\n", + "c 4.0 NaN NaN\n", + "d 5.0 1.0 7.0\n", + "e 6.0 2.0 8.0\n", + "f NaN 3.0 9.0\n", + "g NaN NaN 10.0" ] }, "execution_count": 17, @@ -1810,32 +1809,32 @@ " \n", " 0\n", " one\n", - " 1\n", + " 1.0\n", " \n", " \n", " 1\n", " one\n", - " 1\n", + " 1.0\n", " \n", " \n", " 2\n", " one\n", - " 2\n", + " 2.0\n", " \n", " \n", " 3\n", " two\n", - " 3\n", + " 3.0\n", " \n", " \n", " 4\n", " two\n", - " 3\n", + " 3.0\n", " \n", " \n", " 5\n", " two\n", - " 4\n", + " 4.0\n", " \n", " \n", " 6\n", @@ -1847,14 +1846,14 @@ "" ], "text/plain": [ - " k1 k2\n", - "0 one 1\n", - "1 one 1\n", - "2 one 2\n", - "3 two 3\n", - "4 two 3\n", - "5 two 4\n", - "6 two NaN" + " k1 k2\n", + "0 one 1.0\n", + "1 one 1.0\n", + "2 one 2.0\n", + "3 two 3.0\n", + "4 two 3.0\n", + "5 two 4.0\n", + "6 two NaN" ] }, "execution_count": 25, @@ -1903,7 +1902,7 @@ { "data": { "text/plain": [ - "Index([u'(18, 25]', u'(25, 35]', u'(35, 60]', u'(60, 100]'], dtype='object')" + "Index(['(18, 25]', '(25, 35]', '(35, 60]', '(60, 100]'], dtype='object')" ] }, "execution_count": 27, @@ -1987,8 +1986,8 @@ "# Consistent with mathematical notation for intervals, a parenthesis means that the side is open while the \n", "#square bracket means it is closed (inclusive). Which side is closed can be changed by passing right=False:\n", "cats = pd.cut(ages, bins, right=False)\n", - "print ages\n", - "print pd.value_counts(cats)" + "print(ages)\n", + "print(pd.value_counts(cats))" ] }, { @@ -2469,52 +2468,52 @@ " \n", " \n", " 0\n", - " 0\n", - " 1\n", - " 0\n", + " 0.0\n", + " 1.0\n", + " 0.0\n", " \n", " \n", " 1\n", - " 0\n", - " 1\n", - " 0\n", + " 0.0\n", + " 1.0\n", + " 0.0\n", " \n", " \n", " 2\n", - " 1\n", - " 0\n", - " 0\n", + " 1.0\n", + " 0.0\n", + " 0.0\n", " \n", " \n", " 3\n", - " 0\n", - " 0\n", - " 1\n", + " 0.0\n", + " 0.0\n", + " 1.0\n", " \n", " \n", " 4\n", - " 1\n", - " 0\n", - " 0\n", + " 1.0\n", + " 0.0\n", + " 0.0\n", " \n", " \n", " 5\n", - " 0\n", - " 1\n", - " 0\n", + " 0.0\n", + " 1.0\n", + " 0.0\n", " \n", " \n", "\n", "" ], "text/plain": [ - " a b c\n", - "0 0 1 0\n", - "1 0 1 0\n", - "2 1 0 0\n", - "3 0 0 1\n", - "4 1 0 0\n", - "5 0 1 0" + " a b c\n", + "0 0.0 1.0 0.0\n", + "1 0.0 1.0 0.0\n", + "2 1.0 0.0 0.0\n", + "3 0.0 0.0 1.0\n", + "4 1.0 0.0 0.0\n", + "5 0.0 1.0 0.0" ] }, "execution_count": 36, @@ -2554,44 +2553,44 @@ " \n", " 0\n", " 0\n", - " 0\n", - " 1\n", - " 0\n", + " 0.0\n", + " 1.0\n", + " 0.0\n", " \n", " \n", " 1\n", " 1\n", - " 0\n", - " 1\n", - " 0\n", + " 0.0\n", + " 1.0\n", + " 0.0\n", " \n", " \n", " 2\n", " 2\n", - " 1\n", - " 0\n", - " 0\n", + " 1.0\n", + " 0.0\n", + " 0.0\n", " \n", " \n", " 3\n", " 3\n", - " 0\n", - " 0\n", - " 1\n", + " 0.0\n", + " 0.0\n", + " 1.0\n", " \n", " \n", " 4\n", " 4\n", - " 1\n", - " 0\n", - " 0\n", + " 1.0\n", + " 0.0\n", + " 0.0\n", " \n", " \n", " 5\n", " 5\n", - " 0\n", - " 1\n", - " 0\n", + " 0.0\n", + " 1.0\n", + " 0.0\n", " \n", " \n", "\n", @@ -2599,12 +2598,12 @@ ], "text/plain": [ " data1 key_a key_b key_c\n", - "0 0 0 1 0\n", - "1 1 0 1 0\n", - "2 2 1 0 0\n", - "3 3 0 0 1\n", - "4 4 1 0 0\n", - "5 5 0 1 0" + "0 0 0.0 1.0 0.0\n", + "1 1 0.0 1.0 0.0\n", + "2 2 1.0 0.0 0.0\n", + "3 3 0.0 0.0 1.0\n", + "4 4 1.0 0.0 0.0\n", + "5 5 0.0 1.0 0.0" ] }, "execution_count": 37, @@ -2651,7 +2650,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Reviewing our earlier application of Data Wrangling to Craigslist Data" + "# Reviewing our earlier application of Data Wrangling" ] }, { @@ -2669,16 +2668,12 @@ " \n", " \n", " \n", - " neighborhood\n", - " title\n", - " price\n", - " bedrooms\n", - " pid\n", - " longitude\n", " subregion\n", - " link\n", - " latitude\n", + " rent\n", + " bedrooms\n", " sqft\n", + " latitude\n", + " longitude\n", " month\n", " day\n", " year\n", @@ -2686,32 +2681,60 @@ " \n", " \n", " \n", - " 0\n", - " bayview\n", - " Take A TOUR ON OUR ONE FURNISHED BEDROOM TODAY\n", - " 950\n", - " 1\n", - " 4076905111\n", - " -122.396965\n", - " SF\n", - " /sfc/apa/4076905111.html\n", - " 37.761216\n", + " 995\n", + " South Bay\n", + " 2695.0\n", + " 2.0\n", + " 1100.0\n", + " 37.342020\n", + " -122.034675\n", + " Sep\n", + " 18\n", + " 2013\n", + " \n", + " \n", + " 996\n", + " South Bay\n", + " 2105.0\n", + " 1.0\n", + " 693.0\n", + " 37.383033\n", + " -122.040687\n", + " Sep\n", + " 18\n", + " 2013\n", + " \n", + " \n", + " 997\n", + " South Bay\n", + " 1775.0\n", + " 1.0\n", + " 514.0\n", + " NaN\n", " NaN\n", " Sep\n", " 18\n", " 2013\n", " \n", " \n", - " 1\n", - " bayview\n", - " Only walking distance to major shopping centers.\n", - " 950\n", - " 1\n", - " 4076901755\n", - " -122.396793\n", - " SF\n", - " /sfc/apa/4076901755.html\n", - " 37.761080\n", + " 998\n", + " South Bay\n", + " 1250.0\n", + " 1.0\n", + " NaN\n", + " 37.344084\n", + " -121.889284\n", + " Sep\n", + " 18\n", + " 2013\n", + " \n", + " \n", + " 999\n", + " South Bay\n", + " 2254.0\n", + " 2.0\n", + " 1095.0\n", + " NaN\n", " NaN\n", " Sep\n", " 18\n", @@ -2722,17 +2745,19 @@ "" ], "text/plain": [ - " neighborhood title price \\\n", - "0 bayview Take A TOUR ON OUR ONE FURNISHED BEDROOM TODAY 950 \n", - "1 bayview Only walking distance to major shopping centers. 950 \n", + " subregion rent bedrooms sqft latitude longitude month day \\\n", + "995 South Bay 2695.0 2.0 1100.0 37.342020 -122.034675 Sep 18 \n", + "996 South Bay 2105.0 1.0 693.0 37.383033 -122.040687 Sep 18 \n", + "997 South Bay 1775.0 1.0 514.0 NaN NaN Sep 18 \n", + "998 South Bay 1250.0 1.0 NaN 37.344084 -121.889284 Sep 18 \n", + "999 South Bay 2254.0 2.0 1095.0 NaN NaN Sep 18 \n", "\n", - " bedrooms pid longitude subregion link \\\n", - "0 1 4076905111 -122.396965 SF /sfc/apa/4076905111.html \n", - "1 1 4076901755 -122.396793 SF /sfc/apa/4076901755.html \n", - "\n", - " latitude sqft month day year \n", - "0 37.761216 NaN Sep 18 2013 \n", - "1 37.761080 NaN Sep 18 2013 " + " year \n", + "995 2013 \n", + "996 2013 \n", + "997 2013 \n", + "998 2013 \n", + "999 2013 " ] }, "execution_count": 38, @@ -2742,41 +2767,40 @@ ], "source": [ "# import libraries and read in the csv file\n", - "import re as re, pandas as pd, numpy as np, requests, json\n", - "df = pd.read_csv('bay.csv')\n", + "import re as re\n", + "df = pd.read_csv('bay2.csv', encoding='utf-8')\n", "\n", - "# clean price and neighborhood\n", - "df.price = df.price.str.strip('$').astype('float64')\n", - "df.neighborhood = df.neighborhood.str.strip().str.strip('(').str.strip(')')\n", + "# clean rent and neighborhood\n", + "df['rent'] = df['rent'].str.strip('$').astype(float)\n", "\n", "# break out the date into month day year columns\n", "df['month'] = df['date'].str.split().str[0]\n", - "df['day'] = df['date'].str.split().str[1].astype('int32')\n", - "df['year'] = df['date'].str.split().str[2].astype('int32')\n", - "del df['date']\n", + "df['day'] = df['date'].str.split().str[1].astype(int)\n", + "df['year'] = df['date'].str.split().str[2].astype(int)\n", + "df = df.drop('date', axis=1)\n", "\n", "# clean bedrooms using regular expressions\n", "# see https://docs.python.org/2/howto/regex.html for a tutorial - it is a moderately advanced topic\n", - "for i in df.bedrooms.index:\n", - " r = re.search('(?<=\\/ )(.*)(?=br)', df.loc[i,'bedrooms'])\n", - " df.loc[i,'bedrooms'] = r.group(0) if r else np.nan\n", - "df.bedrooms = df.bedrooms.astype('float64')\n", + "for label, row in df.iterrows():\n", + " r = re.search('(?<=\\/ )(.*)(?=br)', row['bedrooms'])\n", + " df.loc[label, 'bedrooms'] = r.group(0) if r else np.nan\n", "\n", + "df['bedrooms'] = df['bedrooms'].astype(float)\n", "\n", "# clean up the sqft using an iterator over the rows in the DataFrame\n", - "for i in df.sqft.index:\n", - " if('ft' in df.sqft[i]):\n", - " end = df.sqft[i].find('ft')\n", - " begin = df.sqft[i].find('- ') + 2\n", - " if(begin > end):\n", - " begin = df.sqft[i].find('/ ') + 2\n", - " df.loc[i,'sqft'] = df.sqft[i][begin:end]\n", + "for label, row in df.iterrows():\n", + " if 'ft' in row['sqft']:\n", + " end = row['sqft'].find('ft')\n", + " begin = row['sqft'].find('- ') + 2\n", + " if begin > end:\n", + " begin = row['sqft'].find('/ ') + 2\n", + " df.loc[label, 'sqft'] = row['sqft'][begin:end]\n", " else:\n", - " df.loc[i,'sqft'] = np.nan\n", - "df.sqft = df.sqft.astype('float64')\n", + " df.loc[label, 'sqft'] = np.nan\n", "\n", + "df['sqft'] = df['sqft'].astype(float)\n", "\n", - "df.head(2)" + "df.tail()" ] }, { @@ -2795,6 +2819,14 @@ "collapsed": false }, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Anaconda\\envs\\py3\\lib\\site-packages\\numpy\\lib\\function_base.py:3403: RuntimeWarning: Invalid value encountered in median\n", + " RuntimeWarning)\n" + ] + }, { "data": { "text/html": [ @@ -2803,12 +2835,11 @@ " \n", " \n", " \n", - " price\n", + " rent\n", " bedrooms\n", - " pid\n", - " longitude\n", - " latitude\n", " sqft\n", + " latitude\n", + " longitude\n", " day\n", " year\n", " \n", @@ -2816,116 +2847,108 @@ " \n", " \n", " count\n", - " 4908.000000\n", - " 4514.000000\n", - " 5.000000e+03\n", - " 3143.000000\n", - " 3143.000000\n", - " 3178.000000\n", - " 5000.000000\n", - " 5000\n", + " 990.000000\n", + " 840.000000\n", + " 514.000000\n", + " 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"75% NaN NaN NaN NaN NaN \n", + "max 18000.000000 7.000000 3850.000000 37.806123 -121.018009 \n", "\n", - " sqft day year \n", - "count 3178.000000 5000.000000 5000 \n", - "mean 1173.613593 17.523800 2013 \n", - "std 751.552623 0.766258 0 \n", - "min 1.000000 14.000000 2013 \n", - "25% 747.250000 17.000000 2013 \n", - "50% 1000.000000 18.000000 2013 \n", - "75% 1350.000000 18.000000 2013 \n", - "max 12700.000000 18.000000 2013 " + " day year \n", + "count 1000.00000 1000.0 \n", + "mean 17.72300 2013.0 \n", + "std 0.44774 0.0 \n", + "min 17.00000 2013.0 \n", + "25% 17.00000 2013.0 \n", + "50% 18.00000 2013.0 \n", + "75% 18.00000 2013.0 \n", + "max 18.00000 2013.0 " ] }, "execution_count": 39, @@ -2952,12 +2975,11 @@ " \n", " \n", " \n", - " price\n", + " rent\n", " bedrooms\n", - " pid\n", - " longitude\n", - " latitude\n", " sqft\n", + " latitude\n", + " longitude\n", " day\n", " year\n", " \n", @@ -2965,116 +2987,98 @@ " \n", " \n", " count\n", - " 4.0\n", - " 2.000000\n", - " 4.000000e+00\n", - " 2.000000\n", - " 2.000000\n", - " 2.000000\n", - " 4\n", - " 4\n", + " 0.0\n", + " 0.0\n", + " 0.0\n", + " 0.0\n", + " 0.0\n", + " 0.0\n", + " 0.0\n", " \n", " \n", " mean\n", - " 49.5\n", - " 1.500000\n", - " 4.075769e+09\n", - " -122.760199\n", - " 38.689706\n", - " 3650.000000\n", - " 18\n", - " 2013\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", " \n", " \n", " std\n", - " 97.0\n", - " 0.707107\n", - " 2.268995e+05\n", - " 0.024750\n", - " 0.356939\n", - " 2333.452378\n", - " 0\n", - " 0\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", " \n", " \n", " min\n", - " 1.0\n", - " 1.000000\n", - " 4.075510e+09\n", - " -122.777700\n", - " 38.437312\n", - " 2000.000000\n", - " 18\n", - " 2013\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", " \n", " \n", " 25%\n", - " 1.0\n", - " 1.250000\n", - " 4.075657e+09\n", - " -122.768950\n", - " 38.563509\n", - 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- "75% 1333.750000 18.000000 2013 \n", - "max 12700.000000 18.000000 2013 " + " day year \n", + "count 969.000000 969.0 \n", + "mean 17.723426 2013.0 \n", + "std 0.447535 0.0 \n", + "min 17.000000 2013.0 \n", + "25% 17.000000 2013.0 \n", + "50% 18.000000 2013.0 \n", + "75% 18.000000 2013.0 \n", + "max 18.000000 2013.0 " ] }, "execution_count": 42, @@ -3381,7 +3383,7 @@ } ], "source": [ - "filtered = df[(df['price'] < 10000) & (df['price'] > 200)]\n", + "filtered = df[(df['rent'] < 10000) & (df['rent'] > 200)]\n", "filtered.describe()" ] }, @@ -3397,21 +3399,21 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.5.1" } }, "nbformat": 4, diff --git a/12-Python-Data-Visualization/pandas-data-visualization.ipynb b/12-Python-Data-Visualization/pandas-data-visualization.ipynb index c2effbb..65bd289 100644 --- a/12-Python-Data-Visualization/pandas-data-visualization.ipynb +++ b/12-Python-Data-Visualization/pandas-data-visualization.ipynb @@ -269,13 +269,13 @@ "Greece 82\n", "Montenegro 51\n", "Macedonia (FYROM) 34\n", - "Kosovo 30\n", "Croatia 30\n", + "Kosovo 30\n", "Albania 29\n", "Bosnia and Herzegovina 26\n", "Serbia 15\n", "United Kingdom 7\n", - "dtype: int64" + "Name: country, dtype: int64" ] }, "execution_count": 6, @@ -299,7 +299,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 7, @@ -308,9 +308,9 @@ }, { "data": { - "image/png": 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UNII6J9Pib0vpFruu5bgXUlet2n5wnQ9+je2hrtgkPYoy2H46petClD7zZwJP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\nyTwiogOSzCMiOiDJPCKiA5LMIyI64P8Do7Q4/u0SqpMAAAAASUVORK5CYII=\n", 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2sC5LWCR9EQhAwF+Bn0u6GXiG9CvN+wJXtyJIMzMzW7YtqkpoEClhqflJ/rsO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\nlfSwdBHlBvByMVbeAxyPjZSlJe0d7ruxEa76eAprb/yiW3c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MrCs4aTEzM7Ou4KTFzMzMuoKTFjMzM+sKTlrMzMysKzhpMTMzs67gpMXMzMy6gpMWMzMz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\ns31FFjYmdaMYfviegoGS+hNzYg6T9IVSgHkP0Rnyvt10p4a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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -410,9 +410,9 @@ "outputs": [ { "data": { - "image/png": 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u/u2KYhIREZEmlvcmYzea2U7A4cDKwKvAd939wTKDExERkeaTa6itmR0D3AZM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\nkiRJkiT9yv8DkCX9y+Tiy94AAAAASUVORK5CYII=\n", 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vKohFRERE+omuEpB/mtmaZjYQ2NDCAI0DIiIiInOrq6dgzgYeBYak6f/WvK9x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\nkpaz/WSnOB8AtscS4mIHSdq6OB+DiXEZk8s56Xx8ABkBSZL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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -446,14 +446,14 @@ "Prague 97\n", "Istanbul 94\n", "Athens 67\n", - "Krakow 58\n", "Porto 58\n", + "Krakow 58\n", "Freiburg 54\n", "Kotor 51\n", "Ohrid 34\n", "Prizren 30\n", "Berat 27\n", - "dtype: int64" + "Name: city, dtype: int64" ] }, "execution_count": 11, @@ -476,9 +476,9 @@ "outputs": [ { "data": { - "image/png": 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g8zYs5wPnApcwd6NbMzMzs67qNGFZETguImLANc3MzMwGWadVQucC7+9mIGZm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\nmfg6NbUNqcS1Wtnn31Kmx5fPqzVOzZZ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ZVHfSEsC1kn4p6agyb3hEzAWIiEeAdcr8kcCsyt/OLvPMzMxsGbR8zdvbISLmSFobuEbS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\n7yHb/+wWNXafrBzPk8mBx+4mqw4+FxG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JiIjEmJKAiEiMRZYEzGysmf3CzJ42s+fNbGHWe5ea2W/N7Ndmdsuufo+IiEQn\nsiTg7luAk939OOAY4GQz+6iZnQy0AMe4+/uB26OKoZTtzcbQpa6SywYqX7mr9PLlK9LmIHd/O3xa\nA1QDfwIuBha6+9bwM3+MMoZSVcl/iJVcNlD5yl2lly9fUW80X2VmTwPrgcfc/TfAEcA/mdn/mFk6\n3G9YRESKYEyUv9zdB4DjzGw/IGVmifA7D3D3D5nZPwD/Cbw3yjhERCS3gm00b2bXA33Ax4Evufvj\n4fGXgA+6+xtDPq9d5kVE9kA+G81HVhMws4nANnf/s5nVAo3ATcBm4GPA42Z2BFAzNAFAfoUQEZE9\nE2Vz0CFAl5lVEfQ93OfuPzaznwL3mNlzQD/w2QhjEBGRXShYc5CIiJSekpoxbGa3hZPInjGzh8IO\n5cx715rZi2b2gpk1FTPOPWVmnzKz35jZO2Z2/JD3yr58AGZ2SliGF81sXrHj2Vtmdo+ZrQ9rrplj\ndWbWa2arzWy5me1fzBj3lJkdamaPhX+TvzazOeHxSilfzgmrlVK+DDOrNrNVZvaD8HVe5SupJAAs\nB45y92OB1cC1AGZ2JPAvwJHAKcDXwmamcvMccBbw0+yDlVI+M6sGvkpQhiOBz5jZ3xc3qr12L0F5\nsl0D9Lr7EcCPw9flaCtwhbsfBXwIuCT8/1UR5RtuwioVUr4slwHPA5lmnbzKV1IXGnfvDYeVAvwC\nmBw+PxN4wN23uvsrwEvAiUUIca+4+wvuvjrHWxVRPoKYX3L3V8LJgN8lKFvZcvefEUxyzNYCdIXP\nu4BPFjSoUeLu69z96fD5W8Bvgb+hQsoHw05YrZjymdlk4DTgm0BmME1e5SupJDDE54BHwucNwGtZ\n771G8MdaKSqlfH8D/D7rdbmWY3cOcvf14fP1wEHFDGY0mNl7gOkEN18VU75hJqxWTPmAO4CrgIGs\nY3mVL9LJYrmYWS9wcI63rnP3TJtWG9Dv7kt38atKskd7JOUboZIs326UY8x7xd293Oe0mNk44EHg\nMnffbLZ9dHa5ly/HhNWTh7xftuUzs9OBDe6+KpyIu5ORlK/gScDdG3f1vpnNIqjefDzr8B+AQ7Ne\nTw6PlZzdlW8YZVO+3RhajkPZsYZTKdab2cHuvs7MDgE2FDugPWVm+xAkgPvc/eHwcMWUL8Pd/2Jm\n/xv4AJVTvo8ALWZ2GjAWmGBm95Fn+UqqOcjMTiGo2pwZdupkdAPnmFmNmR0GHA78shgxjqLsyXCV\nUr4ngcO+E4LkAAAB40lEQVTN7D1mVkPQ2d1d5Jii0A20hs9bgYd38dmSZcEt/7eA5939zqy3KqV8\nEzMjY7ImrK6iQsrn7te5+6HufhhwDvATd7+AfMvn7iXzAF4EXiX4H7UK+FrWe9cRdJi+ADQXO9Y9\nLN9ZBG3mfcA64EeVVL6wHKcCvwvLcm2x4xmF8jwAvE4wsfH3wIVAHfAowQi25cD+xY5zD8v2UYK2\n5Kez/s2dUkHlOxpYGZbvWeCq8HhFlG9IWWcA3XtSPk0WExGJsZJqDhIRkcJSEhARiTElARGRGFMS\nEBGJMSUBEZEYUxIQEYkxJQGRYZjZW8WOQSRqSgIiw9MkGql4SgIiu2GB28zsOTN71sw+HR5PmFna\nzL4fbob0nWLHKpKvgi8gJ1KGzgaOJdiYZBLwq3CvbIDjCDbQWQs8YWYnufsTxQlTJH+qCYjs3keB\npR7YADwO/ANBc9Ev3f11D9ZfeRp4T/HCFMmfkoDI7jk7rvqaOQbw16xj76DatZQZJQGR3fsZ8C/h\nLlWTgH8iWOp7aGIQKTu6axEZngO4+zIz+zDwTHjsKnffEG7KPnQEkUYUSVnRUtIiIjGm5iARkRhT\nEhARiTElARGRGFMSEBGJMSUBEZEYUxIQEYkxJQERkRhTEhARibH/D1of8Bj6MJVWAAAAAElFTkSu\nQmCC\n", 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -659,7 +659,7 @@ "# get a single representative point from the data set for each of the most visited cities\n", "most_visited_cities_index = df['city'].value_counts().head(8).index\n", "most_visited_cities = pd.DataFrame(df[df['city'].isin(most_visited_cities_index)])\n", - "most_visited_cities.drop_duplicates(subset=['city'], take_last=False, inplace=True)\n", + "most_visited_cities.drop_duplicates(subset=['city'], keep='first', inplace=True)\n", "most_visited_cities" ] }, @@ -672,9 +672,9 @@ "outputs": [ { "data": { - "image/png": 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V4VP9KRYs2LChOv1RqdG0084mNtHQ2oCl1cKslll48ACQRBIttJClspihZ/BK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AMaZGRDL7uSal1Fnm6aef5q233uL5558/pXcr9mSMwbZtIBKKWptb8TX5iDNx\nWEELgiC2YGPjx4/BkEBCd5dgkCABAiSSSBtt2Nhs3bGV+/7jPm6qvgkXLsKEKaCAXHLZVr2Nc+vO\nJRAK4HYeOV5LRBiZOJIdG3b0GsoOdqvuf34/F2ReQHZ2NvtD+wnWB2lqbaKGGsqlnDhHHCmhFCqp\nZAuRuceyyOICLmA72xnFqO5jBgliYREmjGUs3OLGYTsYY43h3WXvaihTZ7X+DmXnGWP2i0gGsEJE\n9hAJaoc6an/q/fff3/163rx5zJ8//9RUqZQ6oz333HP8+te/PuWBzBiDMYZAIEBHawdd7V3YYRvb\ntgmGgwiCy7iwHBbGNrhMZN4vFy6cOPHho5NOEkgAIq1MPnzdY7YApk6Yyk1fv4l1960j3ZeOEyeW\nWOSaXHYGd9LW2UYoHOo1lAHkpueypXgLgUDgsIH2ByeK9b3rY9HgRSR7k7GNTU5uDtWmGrfPzTn+\nc7CxaZAGxjEOBw7e531yyGE2s9nLXpw4ySEHgGqqSSGFAxwgmWRcEmk1CxFiGMN4v+x92tvbSUxM\nPKXfF6VOhXfffZfVq1d/omP0aygzxuyPfq0XkeeBmUCtiGQZY2pFZAhQd7T977rrrn6qVCl1prJt\nm8bGRvLy8k7ZOQKBAL4OH0FfEH+Xn6A/iAsXCa4EnDixbZtQOERQgvhtP5ZYOHHix0+QIIkkIghx\nxNFBB0GC3d1/ghAk2H0uBw6GZQ/jee/zDPcNx2N5Io9kEot4E0+jvxGn4+g/6i0rcu5gMHhYKCst\nLaVsdRkN+xpYHV7dPUFselI6IweNJDctl4riChJaEtgT2kOH1UGmnUmiJJJpMtnEJkKEuJALATAY\nyigjn3zKKGM4wwGoMTW4jZvElEQSnAn4fD4NZeq0NH/+/MMaix544IHjPka/hTIRiQcsY0y7iCQA\ni4AfAy8AXwYeAK4HlvdXTUqps9fBge2NjY0sWrQIEaGmpgaHw8HgwYMREe6//342bNjAxIkT+eij\nj7j99tsBWLhwIb/85S+ZPHnyYcd8/vnn2bljJ1+/8et4LA8SEhxBBy5xYcTg8/vw4ydBEoiz4oiT\nODrsDvxhP1iQYCXQFe6igw4SiQQTN24CBHDhwkT/BAh0n9ODB0ss2qWdfPKxxKKaapJMEiFCZGdl\nH7WVDCIhNUQIl8vVvczv9/On//0TibsSKegsYFrKNDwOD7axqemsYW/rXhzJDuZOncte514ayxop\ns8uIN/HMy+O0AAAgAElEQVTUUINXvAw1QxnCENy4EYQd7MBgOMABDIYhMgSAD82HJEsymQWZBAgQ\nFxd3cr7BSp2G+rOlLAtYJiImet4njTErRGQT8IyI3AiUA9f2Y01KqbNceno6mzZFZsq/9957SUhI\n6A5fAJ/+9Kf7fKwLFlzAp2Z9inh3PKFQCDtg4zIunJYTYyLjw/z46Qh3kOxIjrSGWXHYtk3YhAlb\nYTx2ZDLWAIHursyDXZZBgoQJd3ddHuzm9OMHINfKxRhDmZThN37arXbOm3zeMWuubKwka3RWdytZ\nKBTisd88xv5V+xnpHElZaxl1vjpSPamMTBpJjjuHbHc221q3sbZyLdNGTCPQGqC0rZSwHSbcFWa4\nYzhW2KLdtFNCCTXU0EwziSTSTjvTmQ7ALtlFk93EiLQRdMR1kDkiU1vJ1Fmt30KZMaYUmNrL8kag\n7z/1lFLqFDl0iqCSkhI+97nPdQe2n/3sZ4RCIb773e8C8Pjjj7Nq1Sps22bp0qVMnDiRJx57go9K\nPuKnP/4pN33zJtIS09hatJX6A/Xcc8c9XL7wcjzGwx3/dQfvbXmPvKw8xBKu/8z1LFy4kE27NnHv\ng/fS3tnOoLRB/Obu35CRlsFnvvoZ5kyZw6pNq2jraOOn//lTZk+ajRs3HXQQJswgGYQgFFEEwF72\nkjwkmREZI455vSXtJRTOKgQiLWSP/+Zx9j23j7lmLjMSZ9ASaMEVcNEYbKS4vpiSuBLmpM1hcvxk\nVreupmVQCxl5GXg+8hDyhKhrruPN0JuETZimcBOCkEsu4xjHCEaQRRZ1Usde9tJqt5KfmE/h3EL+\nVvM3Fly94Ki1KnU20AlhlFLqKEQiUwwFAgG6OrsIBAI01TYRDARpb2tn7dq1rFmzhptvvpk3V7yJ\nS6JdgAaMbTjQeIA3n3yTHXt38C/f/heuuOAKlr22jIaGBlb+bSUdBzoovKqQG6+5EX/Azw8f+CHP\n/r9nSU9O5w8v/oGf/OYn/Oyun2Fj00UXf3zsj6x8ZyUP/+5hpv9yevccZvHEEyDAWtZijKHO1FHk\nKOILC7/QfQ09HZynLG5CHHl5eZSUlPDk/z7J/lX7yTf57G3dS5fdRZ47jyRfEtmebLId2Wz3bWcd\n65ifPp8RzhGUHChhft58vJ1eGmhg1uhZ7Kvch6fJg9VqURmqxI+fGmqop54QIdzGTYYng6lDpzJp\n8iTeqn4LpsLcuXP761urVEzSUKaUUsfQ3NiM3WVjha3I1A/uFJzi5Jol19BY2cjo4aOpq62jrrKO\nQCiAbdvdLW6XfupSBGHCmAnsr98PwPqt67l60dWE7TBZGVnMK5yHZVmUlJWwt2QvV3zlCjAQtIMM\nyxmGM9GJOISrrr2KkeNGEiTIw//7cPeUGTZ25FFGpo1Ou5NSSimOK+bL3/0yQ4YMYeXulYxMHElu\nem73jP6VjZWUtJcQNyGO8xefz6vPvUrNuhryd+UzyzWL/MR8Gu1GmruaKe8qxxf2UegvJM2TxiT3\nJFb7VlMdqCbHncOWti1UdFSQkJvAqAWjGJQ6iKF7htLc1ExNdQ2eNg+V5ZU4W52c4z6HEYkjyMjI\nID0rnQpfBX+p/AtMhdv+8zadOFad9fT/AKWU6sG2bcLhMP4uPx0HOnA73LS1t+F2uwkEI8GLACRL\nMgE7Mug+yZGE03YSCoRo87VhMLjdbszBWX4OmexHkOgi0x3gDIZxY8fx6h9fxdiGNtNGvDueLunC\n6XKSOSQTj8dD1pAsEHDGO/F3+fHbfvz4qZM6ViesJnNcJv96/b9y+bWX43K5KC8vZ8eGHWwp3tL9\n7Mus0VkUziokLy+PV597FfduNyP8I0hOSaatpQ1BSExKBD/kufLYHtjOpvAmZvhnEO+Ip8BRwEft\nHzF00FCCgSAr61aSf00+n7/p83g8nsMefg6RCXLXr1/P2hfXsmrPKryWl0BTgMxxmSy4egFz587V\nQKYUGsqUUgqIdlH6uhBbqCmvQfxCXW0ddIInzsPKVSu55MJLaGtpw7ZtXnj1BRbMXMDa99aSkZ6B\ny+PCKU5clgsrZGEbGyOR0GWJ1T1n2eyps/nb639j8SWLqa6rZu37a/n8P32eMSPHUFtXS9GeIiZN\nmITDdlBcWczYyWMPe+KAiGBZFtnDs/F1+Ojq6MKb7GXwiMHcfNPNTJg14bAHjRcUFFBQUHBYUDo4\nqL+0tJSunV0UDi1kw/YN5Cfl00JLJFB63FhxFp2+Tia5J9EaaKUtuQ1n0InX56WirYISdwnlppxp\nV03j+q9d3x2s3G73YdNruN1uFi9ezOLFi2lvb8fn8xEXF6eD+pXqQUOZUuqMd2gQiI+PP2ydMYbW\n5lbsLhtH2IHTdpJskkn2JnP7V29n4VULyR6SzbjR47CwSDDRGfYtw5zL52Abm0f++xHCJoxtIndF\nxjvisSQya33YhBERRCIz9V+9+GpWblzJhddcSH52PpPHTcab4MXlcfHHX/2R7937PZramjDGcMs3\nb2HG+TOOGBcmIt3BJzk1mbSKNMZMHsNl1x19NvyeQQmgaEMRo5JGYds2Dhw4nU68SV58Ph/x7nhS\nU1Npppk2Xxu5Jpd9wX2MGDSCsB0mvjmeypRKcibl8C9f+5c+t3QlJiZqGFPqKPr1geSfhD6QXCl1\nPEKhEGvXrmXl31ZSv6set7gJmACDzxnMivdXsHXrVgBamlqQLumexiLQHsDj9BDwBXBZ0e4324ft\nsPHgwWE7EBHa7Xa8Hi9uKxJ0moJNeMVLnDMyz1bADtAeasdje3AbNw7LEXnwuQ0NvgbSk9JpaW7h\ngn++gOeeeI7BgwcT54zDb/ux42zSM9LxeDx9utZ169bxxBNP8LOf/azPn08gEOCJB57g8qGXY9s2\n619fz5TUKXR0dHDgowNkJWR1P3Mz4A/Q3tbOK+2vMD9jPoLwjuMdhk4fyqLbFjFy5Mjj+dYodVY4\nHR5IrpRSp1xraysP/fghrA8sCpMKGTtsbCQU2WF2VezixZYXKf+onMzsTOwumyR3EkBk5n3L1T3+\n6+DYrzgrjvZwOwETIN4RH7nrUTz4Q/7u1ifLssBJ5DmTDjduy41lWVhuC3+XH0c4MolsJ5184ZYv\n0N7RTigU4vZv3k5OXg5etxe/7cfj9ZCSlnLUuyZ7EwgEDpv8tS+CwWDkkUyWhWVZJGcm09zcTGpC\nKs0pzTS2NJKekB65Vo8Hj8dDRlwGOWNyaPQ3Ei/x5M3PO+qDzJVSx09DmVLqjBIKhXjoxw+RtT2L\nRcMXdY+tAnBYDiZmTmREzQi2v7ediYUTyUzKjKw0EA6F8Tj+0TplMEj0jxs3PtuHOCJhySUuOsOd\n3dsYDHFxcfh9frqCXTgtJyJCXHwcttemvb2dlkALISvEk398Ehsby2Hh9XoxDkPIEyIxIfGILsa+\neO+998jJyTmufVwuFyFCkUcyWRY5BTmUrysnNT418nxLqqltqSXJmUS8Jx5jDCFCdPg7eOfAO+Rc\nlcNFV1x02OerlPpkNJQppc4oa9euxfrAOiKQHerLuV/m5/f+nBu/eSNTp04lKT4JDPjafXgtLwCB\nYACH7cCSyDEMhuZgM62uViwiy1pNK22eNkImRNAK0tHeAUA4HCboD9IaaMWbEDmey+PCE+fB4XBg\nMDisyOD9rnDk5gIJCa3trcd1rZ2dnaxYsYKNGzfy4IMPHte+brebzNGZVFVVkTcoj0Hpg6jOrqai\npoJhacMYOmwoHR0dNDc009jWSF2gjjZvG+/L++RencuXbv6S3jGp1EmmY8qUUmeUn9z2EworChmf\nMf6IdQe6DrCxbiMXD7uYovoiHi1+lAZPA9mDsjHG0N7STrwjciOAbduEukK4HP/oFjwQOECKMwWn\n5QQDTaaJtLg02kJtxCfF43H+o5XNH/ITcAVISU/pvmPyZHO73QwfPpxbb72VtLS0496/tLSUTY9v\nYmH+QkSEUDDEzg92EtwfJMOTQVpCGiJCMBjklepXsMZaFMwv4KIrLurzeDelzlY6pkwpdVZrb2+n\nflc9Y4eNBSAYDhIyochUFQ4Xf9j9B0YmRwaljx80nq9Vf41l/mV87+rvkehNZNvGbaQ1p5GWkIYx\nhqqKKqwWi/SEdIwxPN/yPDOcM8hNzKXaX015XDlpKWn4hvi4cNqF3cHLGMPK8pUUXl8Y02Ou8vPz\nKRpfxObdm5mWNw2ny8mkaZM40HiA6tJqKuoqsIzF7tbd+Cf6+fwtn6egoEC7LJU6RTSUKaXOGD6f\nDxcuqjur+bDhQ+pb6xEjGDG00kpJSwm3TroViAzMT0hJgGroCnaR6E08bFyViBw2tqrNbiMrPQuv\n5aWhuYGtwa2YJIN3iJfzp55/WCA7+Pii/Pz8gfw4PpZlWSy6chErWMHKnf+Y+X/w4MGkp6dTXl9O\ncWsxYyaO4ZKrL9HWMaVOMQ1lSqkzhmVZlNeXs7p+NY6AAxM2OHESMAHean2Lc9POZXXFauYPm4/b\n4SYpPYnmfc3d3Y49x1VZDouhw4bS3t7OxvKNJLuTafA0sL5+PTUJNVw19SpmjZyF0+k84vFFp8sg\neI/Hw5Jrlhx15v85s+YcNhmtUurU0VCmlDoj2LbNqtdWkRhMxNXhYkrcFAY5B2Fjs9u/mwQ7gXMC\n51BaWYptbC4suJAKXwWJoxLZW7+XaXnTEEsYP2U8O9nJ3v17yfBkkBqfSkmwhJxzcxiZN5KSthJm\nXTOL8dPHU7ylmJeLXz7i8UWnW4ixLOuYM/8rpfqHDvRXSp0RSkpKeOz7j5Ffk4/5yBB0Bqn0V9IR\n7mBNYA1DHEMY7x6Pw3LQ4G3gunOvY23jWubeNZfOA5107ezq7r4ThPoD9WzdvpVdNbsIDA4wYvQI\nho4besRjjDTEKKV6owP9lVJnrbdfeZtBzYMQl7Bf9lPcXMwwGcZMx0w+4ANutG6kOlRNi9VCV1sX\nD296mHOvPJcFCxZEuj176767NIsvnvtFcnJy8Hg8vYau3h5fpJRSJ0JDmVLqtBcIBNi1ehdZHVm0\nNrfiDDoJ22He5322hreSTDK/DPySa61rSZIk/PjJCGQwduLY7hnttftOKTXQTp9BD0opRSSAdXR0\nEAgEut9XVVVRWVrJ3rK9+Kp92J022WTTQAP72EcTTcSZOPaH95NkJ9Hl7iInKYdwcZjy8vLDju92\nu0lISNBAppTqd9pSppSKebZtU15eTtGGIuqK65CQUNtYS31bPZ0HOunc30nFhxVMYhL11JNGGgUU\nsIIVhAmTTTZXciVVVFFsihlhRvB229ssjl/Mjg07YnouMaXU2UNDmVIqpvn9flYsX4Fvh48UfwqD\n6wdTubMST52H1EAqPr8PO2wzghEMZzgppJBIIg4cePHSQQfXci2JJDKYwew0O2nwN+B0OzGWoba4\nlkAgcMItY9rdqZQ6WTSUKaVilm3bvLbsNRrXNVK7t5bW6lacPifBjiCppJLuT6ct1EaQIC20kE02\n53AOIUK00sqVXEkCCdjY3YP3hzOcIrsIj8tDyb4SnLlOgsHgcQWqni13B4+dOTqTibMmnnZTYiil\nYoOGMqVUzCouLmbjso2k7EthhG8EuXG5tDa3EuwKUhuuZTWrySabS7iEv/AX4oijiy4sLBJIYDaz\nCRGinnoMBkGIJ54kkmiz22isbyQhOwGXy/XxxUQdbLnr2tnFqKRRzBo6C8uysG2bqqoqNj2+iaLx\nRSy6cpHOgK+UOi4aypRSMcm2bZ7+9dMkVCZgGg2lppSd+3fi7/KTRhrJJHMu55JBBmWUESJEG20k\nkYSLSMg62IWZTDL11DOMYbTTTpAgPttHR0cHwwqG9bmVzLZtVixfgXu3m9n5sxH5xxRElmWRNyiP\n3PRcNu/ezApWsOSaJdpippTqM/1poZSKSTt27KD0nVI8BzxMCE9gQWABFwQv4DIuYyIT2cY2WmjB\nwmIIQyiggCaa8OLFgwdB8OEjSKSrM0AAFy4CBNjHPuId8VR3VTN5zuQ+11ReXk7Xzq7I7P/S+5yQ\nIsK0vGl07ew64s5OpZQ6Fg1lSqmYY9s2z/zfM0zwT6DQFDLUORQTMLhsF25xk046NpHB/amkkk02\nbtzY2OxhD4KQSGJ3CPPiRRBChNjNbpppxtiGwZMGM2rUqD7XVbShiFFJo44ayA4SEUYmjmTHhh2f\n9KNQSp1FNJQppWJOcXEx9i6byfGTERECgQBiC1b0TyWVOHEyjnEAuHDhxcsQhtBCCxvYQDXVOHHi\nwEGQIAc4wAY2UEopqVYq4fQwX7z1i33uXgwEAtQV1zE0bWifts9Nz+2+s1MppfpCx5QppWLO9vXb\nGeEdQTzxdDV14Qw4sWyLkITotDv5kA+JJ777rsoaakghhQoqOJdzaaCBPeyhjTZcuPDho4UWpjOd\nQQyiKrGKmZ+dyejRo/tcUzAYxImzzyHOsiycHP+dnUqps5eGMqVUTAkEAjSWNjLYO5i0pDQ+2vcR\nDcEGdod2U2VXESZMCy1kkcU61lFAAQkkMIpR7GIXNdQwmtFkk00HHaSSyh720EUX7bRT5alCzhVu\n/fdbj2sQvsvlIkQI27b7tJ9t24QIHdednUqps1u/d1+KiCUiW0Tkhej7qSKyLrrsPREp7O+alFKx\nIxgM4nF4SM1KpSPcwTbXNv7u/zse28PlXM4lXEI22aSRxn72IwgBAgjCFKbQTjvv8R5NNBFPPH78\nNNNMHXWs9qwm+dJkHnz8QRISEo6rLrfbTeboTKqaqvq0fWVjJVmjs7SVTCnVZwPRUnYbsANIjr5/\nALjbGLNCRC4BfgZcMAB1KaViwMEWqcz8TJZvWY4v7ONc57mMDY5lBzuwsbGwmMhEGmigllqGMYwg\nQWxspjOdUkr5kA/poIM66iiWYtLHpfONu7/BhRdeiNN5Yj/6Js6ayKbHN5GbnnvMwf7GGEraSyic\npf/GVEr1Xb+2lIlILnApsPSQxTaQEn2dCvTtn6FKqTPSwRap0uZSOoIdZPgzmJU+i82OzcQTzyxm\nYWNjMExnOq208gEf0EYbTpy00UYqqWQ6MvHGe0nISGDqkqksW72MxYsXn3AgA8jPz8c73svmfZsx\nxvS6jTGGzfs2Ezchjvz8/BM+l1Lq7NPfLWUPAXfyjxAGcDvwuoj8AhBgbj/XpJSKMRNnTeTR5x4l\n3ZNOQXwB5b5yXA4XE5hA2A7jNm7qqGMkI5nBDGqppYwytsk2ggQJJ4Q5Z8w5LMxYSGmglLqsOkKh\n0CfuSrQsi0VXLmIFK1i5cyUjE0eSm57bPaN/ZWMlJe0lxE2I46IrLtKJY5VSx6XfQpmILAFqjTFb\nRWThIau+DtxmjHleRK4BHgUu6q+6lFKxJzs7my7pgnYYkzGGlXUrGREaQSgQojPQSVo4DYAd7GA8\n48mTPNJNOs1WM45BDhJyExgxcgQfNH2Ad6iXzJTMk3YXpMfjYck1SygvL2fHhh1sKd7S/ezLrNFZ\nFM4q1GdfKqVOSH+2lJ0HXCEilwJxQJKIPAFcZoy5DcAY86yI/P5oB7j//vu7X8+bN4/58+ef4pKV\nUgMhHA4zYtQI6qrqqO6spsnfxLzkeQiCN+Al1BRiQmgCW9jCWtYyXIaT7kgnNSmVwdmD2dayjYqG\nCrxDvcyfPJ/Xa18/qXdBWpZFQUEBBQUFBAIBgsEgLpdLB/UrdRZ79913Wb169Sc6hhxtXMSpJCIL\ngDuMMVeIyA7gG8aYVSJyIfDfxpgZvexjmpub+71WpVT/CwQC/OG+P+Df7meWNYs3it5ggVmAIBgM\nm0KbGCtjyXHnsD+8n7JAGfv9+xGvkJSRhM/h49NLPs3IISOpbKykOreay667bKAvSyl1FklNTcUY\nc+zHf/QQC/OU3Qw8LCIOoCv6Xil1FnO73eSck0N5aTk+v4+41DgGeQcBYInF5MBkiuuLGWYNY5hj\nGFlWFg3eBqxsi2HDh7GzdScFmQWIiN4FqZQ6bQzIoAdjzCpjzBXR12uMMYXGmHONMXOMMVsGoial\nVGyZOGsikiaUB8tJS0yjNliLw3IgIuS4c7DiLLYHtmMbm65wF+IVhmQNod3XTnJmMg6HQ++CVEqd\nVnQkqlIqJuXn55M7O5cqVxVBV5APgx92T0NhicWctDm0xbXxZsebfGh/iGewh4T4BGq7ajGphpXl\nKwmOC+pdkEqp00YsdF8qpdQRLMvi4qsuJhwOs/mFzbTUtSDNwnmp53U/pDxLsigZVEL14Goa4xr5\n+76/4x/kZ+7EuRTO1rsglVKnlwEZ6H8idKC/Umcn27YpLS3lzRfeZNWyVSTWJzLMMYzByYPJGZXD\nyIkj6ZIu9rbuxTXWxeIrF5OUlDTQZSulznInMtBfQ5lS6rTR1dXF7t272fP+Hlr2teBxeLrnB5sw\na4K2jCmlYoaGMqXUWUPnB1NKxbLTdUoMpZQ6bm63W8OYUuqMou38SimllFIxQEOZUkoppVQM0FCm\nlFJKKRUDNJQppZRSSsUADWVKKaWUUjFAQ5lSSimlVAzQUKaUUkopFQM0lCmllFJKxQANZUoppZRS\nMUBDmVJKKaVUDNBQppRSSikVAzSUKaWUUkrFAA1lSimllFIxQEOZUkoppVQM0FCmlFJKKRUDNJQp\npZRSSsUADWVKKaWUUjFAQ5lSSimlVAzQUKaUUkopFQM0lCmllFJKxQANZUoppZRSMUBDmVJKKaVU\nDOj3UCYilohsFpEXDll2q4jsEpHtIvLf/V2TUkoppdRAcw7AOW8DdgLJACJyAXA5MMkYExKRwQNQ\nk1JKKaXUgOpzS5mIeETkv0TkIxFpiS5bJCLfPI5j5AKXAksPWfyvwH8bY0IAxpiGvh5PKaWUUupM\ncTzdlw8BE4EvACa6bAfw9eM8xp2H7A8wBjhfRNaLyNsiUngcx1NKKaWUOiMcT/flVcAoY0yHiNgA\nxpgqERnal51FZAlQa4zZKiILe9SQZoyZLfL/2bvz+CjLc/H/n/uZLTvZSCCLQ4CALEKIxACGRato\nQZFa/NVWqW1dTutpj3VpPdai9fh16fdUsdrNc1yO9luP4lJR6xIFgiyCYNgChi0wWcgCWUgyWWZ5\n7t8fIWkgCSRAMlmuty9eJDPPck1kJtdz39dz3SoDWAGM7kFcQgghhBADXk+SMs+p2yulhgOV3dz/\nUmCRUmoBEAyEK6VeBYqAdwC01luUUqZSKkZr3eG4TzzxRNvXWVlZzJ49uwfhCyGEEEL0jnXr1rF+\n/fpzOobSWp95K0Ap9TtgLHA38BUwCXgGOKC1frBHJ1VqLnCv1nqRUupfgASt9cNKqXHAp1prZyf7\n6Jqamp6cRgghhBAiICIjI9Faq57s05Oasl8Bh4BdQCSwHzgCPNKTE3biJWC0UmoX8Brw/XM8nhBC\nCCHEgNPtkbKTdmqZtjymz2bnsyQjZUIIIYQYKM5mpOy0NWVKqdMV3Icr1XIurXVBT04qhBBCCCFO\ndqZC/wO0tK9Q/LONRWvW136UzHKe4xJCCCGEGFJOW1OmtTa01hattQHcBrwOjAeCgAtpqQG7tdej\nFEIIIYQY5Hpy92UxkKq1bmz3WAiwT2ud1EvxtT+/1JQJIYQQYkDo7bsvDWDUKY85kalLIYQQQohz\n1pPmscuB1Uqpl2lp+JoM/ODE40IIIYQQ4hz0qCWGUupq4AYgASgFVmitP+6l2E49t0xfCiGEEGJA\nOJvpy7PqUxYIkpQJIYQQYqA4733K2lNK/UdXz2mtH+rJSYUQQgghxMl6UlOWfMr3I4C5wN/PXzhC\nCCGEEENTt5MyrfUPT33sRI3Zd89rREIIIYQQQ9A51ZQppQygWms97PyF1OW5pKZMCCEGEY/Hg9vt\nBiA0NBS73R7giIQ4f3q7puzUdTBDgO/R0h5DCCGE6MDj8eD1erHZbNjtdkzT5NChQ6z5cA35G/Lx\nVnkxlIEjysG4S8cxd8FcUlJSMIyetNEUYnDoSUd/k3+ugwnQAGwDfq61/qp3wjvp/DJSJoQQA4Bp\nmrhcLvI251GxvwIrVnz4iB4VTXllOcVfFDOibgRpkWkkhCagUFS5q9hTs4eiiCImLJrAgm8vwOFw\nBPqlCHHWpCWGEEKIgGpubiZ7ZTZNe5oYGz6WxKhEDMPA7/Pz2brP2LpzKxEhEXxv/PdwWE9OurTW\nuKpc7LbvJnlxMtfccI2MmIkBq1eXWVJKrezi8Xd6ckIhhBCDk2maZK/Mxp5vZ55zHskxyW1JVXVN\nNY4KB5fZL2OifyIbizdiavOk/ZVSOKOdjGkeQ/mmclwuVyBehhAB05NLkMu6eHzeeYhDCCHEAOdy\nuWja00R6cjpKnTxAcOTQEXSDJs4Wx9SQqfhr/ZS4SzocQylFXFAcoZWh7N68u69CF6JfOGOhf7um\nsfZOGsiOBuRSRgghBHmb8xgbPrZDQubz+agpq0E3ayJDI1EoRltHc+DYAZLDTm2BCVGhUQRVB3Ek\n/wgej0fuyhRDRndGypJP/DHafZ0MJNFy5+UNvRadEEKIAcHj8VCxv4LEqMQOz/n9fpRWWJQFdeJe\nsZH2kVTVVeH1eztsr5TCpmwYpoHX2/F5IQarM46UtTaNVUpt1Fr/d++HJIQQYqDxer1YsXZamG+x\nWNBK49d+NBqFwlBGy12Z2ocN20nba63xai+mYWKz2TocT4jB6rRJmVJqlNb68IlvV3XSqwwArXXB\n+Q5MCCHEwGGz2fDhwzTNDomZ1WolckQklccqqWmuIcoRhalNfPiwqo6/hqrd1TSFNJFwYYJMXYoh\n5UzTl7vafX0A2H/i7/Z/9vdOaEIIIQYKu91OXGocJdUdi/cBElISUCGKo76jaDSlnlKiw6OxWTqO\nklU0VeCOcTMpc1JfhC5Ev3HapExrHd7ua0NrbTnxd/s/lt4PUwghRH83OXMyB+oO0Fn/y5joGCJH\nR1JjqaGwvpCD3oOMjR170jatfcoOOg4yYuYInE5nX4UuRL/Qkz5lz3bx+DPnLxwhhBADldPpJGhi\nED0zLtIAACAASURBVLlFuR0SM2UoJqdNJv6ieHI8Oewyd2GaJqY20VpzrO4Y60rW8YXtCxKvTWT+\ndfOlcawYcnqyzFKt1jqik8crtdYx5z2yjueRjv5CCNHPte/oPyZsDEnRSRiGgWmaFFcVc6DuAPXD\n6/F6vRz48gDNVc1YsOCIdjB+1njmLJgja1+KQaFXFiRXSv2oddt2X7caDRzryQmFEEIMXg6Hg4VL\nFuJyudi9eTfb9m9rW/syPjWejMwMnE4nhmHg8Xhwu90AhIaGSlG/GPLOOFKmlFpz4svZwLp2T2mg\nHPi91npT74R3UhwyUiaEEAOMx+PB6/Vis9kk6RJDSq+MlGmtLwNQSv0frfWvzzY4IYQQQ4/dbpdk\nTIhu6vakffuETLUwWv/05IQn9slVSr13yuP3KqVMpVR0T44nhBBCCDEY9OTuywSl1N+VUpWAD/C2\n+9MTdwF7Tjl2EnAlso6mEEL0e/X19Rw9epT6+vpAhyLEoHLG6ct2ngcagG8Aa4E5wG+AD7t7gBPJ\n1wLgMeCedk8tB34BvNfZfkIIIQLL5/OxceNGct7O4ejXR7ErOx7tYfiE4cz79jxmzZqF1dqTXylC\niFP15B00C7hAa+1WSmmt9Q6l1K3ARqC7a2K2Jl/DWh9QSl0HFGmtdynVo3o4IYQQfaC2tpbljyzH\n2GEwPXw64y8Yj8Ww4Df97C3cy9r/WMuaqWu4++G7iYjo0DlJCNFNPakH89MybQlQo5QaDriBxO7s\nrJRaCJRrrbcD6sRjwcADwMPtN+1BTEIIIXqRz+dj+SPLid8Vz02jbmLi8IlYjJaFXCyGhYnDJ3LT\nqJuI3xXP8keW4/P5znBEIURXejJStpmWqce/A58AbwCNwJZu7n8psEgptQAIBsKBV4FRwA7VMkyW\nBHyllLpEa11x6gGeeOKJtq+zsrKYPXt2D8IXQgjRUxs3bsTYYTB/VNcd9g3DYP4F8/nbjr+xceNG\n5syZ08dRChF469atY/369ed0jJ509I8EDK111YkRrnuBKGCY1vq2Hp1UqbnAvVrrRac8fghI11pX\nd7KP9CkTQog+9h93/QfTC6czcfjEM26bV5HHtlHbWPbMsj6ITIj+7Wz6lPWkJUaN1rrqxNeNWuv/\nAzwI/LBnYZ7+NMj0pRBC9IrWDvoej6db29fX13P066OMjxnfre0nxE6g4usKuStTiLN0rrfKnFUS\npbVeS8sdnKc+Pvoc4xFCCNGOaZq4XC7yNudRsb+ibcmjuNQ4JmdOblvyqDONjY3Ylb2thuxMLIYF\nO3YaGxsJCws7ny9DiCHhfNy/3L35TyGEEH2q/eLgY8PHkpmY2bY4eElJCVtf2UrexDzmXzcfh8PR\nYf/g4GA82oPf9HcrMfObfjx4CA4O7o2XI8Sg150FyS8/zdOydoYQQvRDpmmSvTIbe76dGc4ZtG85\nZBgGyTHJJEUnkZufSzbZLFyysMOIWVhYGNHjotlRuIOLhl+EzWI77Tm/PvY1cRPiZJRMiLPUnZGy\nF8/wfOH5CEQIIcT543K5aNrT1CEha08pRXpyOjl7cnC5XKSkpAAnT3nqZs1H+z6ioKKAmIgYxsaO\nJTE0EeOUFfZM02Rb/TbmXj+311+bEINVdxYkT+mLQIQQQpw/eZvzGBs+tsuErJVSijFhY9i9eTcp\nKSkdpjwzLsng4yMfE1ocSowlhr21ezkQcYBLky/FbmmZLDFNk+zCbEiDWbNm9cXLE2JQ6tFi4kII\nIfo/j8dDxf4KEqO61dubpOgkyveX09TU1DblOc85j+SYZKw2K1dccwXuJDdF9UWk+FMIPh7MhqIN\neP1e8iry+Nvhv3F0ylHueuguWWpJiHMg7x4hhBhkvF4vVqxd3lV5KsMwsGKloKCg0ynPoOAgFly/\ngIMHD7Jv2z5qS2vZXbSbtc1rGTNtDHOvnytrXwpxHsg7SAghBhmbzYYPH6ZpdisxM00THz725u7t\ncsrTsBikjksldVwqzU3NpJWnUT6qnCW3LOmNlyDEkCTTl0IIMcjY7XbiUuMoqS7p1vbFVcXEpMRQ\ndaiK4eHDaWhuwOPrusGsI8jB+OTxHC883u1GtEKIM5ORMiGEGIQmZ05m6ytbSYpOOm2xv9aaA3UH\nGHbRMPZ+sJeGnQ1tDWZjhscwfvR4kqOTO4y4tU55er1e7HbpjiTE+SAjZUIIMQg5nU6CJgaRW5RL\nV2sca63ZcngL+fX5VK6rJLU+lQXDFvDNqG8yP2I+8cfi2b5hO5/lfkazr/mkfVunPG220/cuE0J0\nn4yUCSHEIGQYBvOvm0822eTsyWFM2BiSopPaOvoXVxVzoO4A+fX5pIemk5mSyY6qHXx95GuONhyl\nqq6qZcRM+yiqKOJo3VG+M/s7bcX8xVXFxKfGyyiZEOeRJGVCCDFIORwOFi5ZiMvlYvfm3Wzbv61t\najI+NZ4RCSPQqzSZozLx+D0UuAuoOVTD9PDpzAiegaEMTG1S6iklZ3sOb/Im18++HrvFzsH6g0zP\nnB7olyjEoKK6Gtbub5RSuqamJtBhCCHEgOXxePB6vdhsNux2O++//j5JJUkkRiXyWe5nBJcGE1sX\ni6XWQnRoNIp/1qJVNVWxiU3Ep8UTFReFf6KfBd9e0O22G0IMNZGRkWitT9+9+RTybhJCiCHCbrcT\nGhqK3W4/qcFsUVUR3lIvadFpJCYnYg4zKXeX4252o2m5cI90RBLdGM3+r/dzJPYIVy66UhIyIc4z\nmb4UYojyeDwcPHiQY8eOBTqU88JqtZKYmEhycvIZlxYSJzeY3Vuwl7GOlv5kyqJIvCARt9tNzbEa\nquqqMDBo1s24HW6mT5uOP9qPw+EI9EsQYtCRpEyIIaimpob77rsPwzAYMWLEoEhiPB4P+/fv58or\nr+SOO+4YFK+pN7U2mG3yNFF5tJIZkTPanlNKERYWRkhoCEV1Rew/up/q+mqqm6vxFHgoLilmfPp4\nUlNTZbRMiPNIkjIhhhi/3899991HVlYWd95556BKXo4fP86//uu/8tprr3HTTTcFOpx+rbXBbOGh\nwpYRM3VycuXxe9hQtAF/rZ8x1jGEW8NpGtZEQmwCa0rX8NWrX7Fv6j7mXzdfRs2EOE/kEkeIIebI\nkSM0NjYOuoQMYNiwYfzyl79k/fr1gQ5lQJicORlXgwuv9mJqs+1xU5tsKNpAaG0oWSFZjHSMxO13\nExkbiUIRExzDZaMuw55vJ3tlNqZpnuYsQojukqRM9DmtdZ/9ER1VVVURGxt7UkLmcDjIyMjg4osv\nJjMzk02bNvVqDJ9//jmLFy/ulWMPHz6cysrKXjn2YON0Ogm7KIx6az1H3EfaHi9xl+Cv9TMlZAoo\nqHJXYRlmITQ0lGp3NRFxEdhsNtKT02na08SBAwdwu92y5JIQ50imL0Wf8Pv9PPPMM6xfv56+am0S\nFBTE6NGjefDBB0lISOiTcw4Up46QhYaGsmXLFgA+/fRTHnzwQVatWtXt42mtezzq1lujdFLj1H2t\nDWbLK8pZ8+4aFugFRIdFc+DYAUZbR9PgaaDOV4dlmIWEpJb30NHmozhTnJimSVFVEWUFZXz10FdM\nmDQBHz7iUuOYnDkZp9Mp/y+E6CFJykSvM02Txx9/nIaGBv72t791GKXpLQ0NDbz33nvcc889LF++\nnJEjR/b6OQeq9qOKx48fJzo6GgC32831119PTU0NXq+XRx55hGuvvRaXy8XChQvJyMhg27ZtvP/+\n++zZs4dly5ZhmiaxsbF8/PHHNDQ0cNddd7Fnzx68Xi8PPfQQ11xzzUnnrq6u5vbbb6egoIDQ0FD+\n/Oc/M3nyZB599FEKCws5dOgQxcXF/PSnP+WnP/0pAEuWLKG4uJimpiZ+9rOfceutt/bdD2uQcTgc\n/ODHP+BV9Sqb1m0irjKOvRV7SQxKpCGigZjYGEJDQwEorC7ElmAjLCKMz3I/w1vqZZpjGom+RGaN\nnIVhGJSUlLD1la3kTcyTejMhekiSMtHrCgoKyM/P54033ujTD+iQkBBuvPFGysrKWLlyJT/+8Y/7\n7NwDTWNjIxkZGTQ1NVFWVkZ2djYAwcHBvP3224SFhVFZWUlWVhbXXnstAAcOHODll18mIyODY8eO\n8ZOf/IScnBwuuOCCttHQJ554gssvv5z//u//5vjx48yaNYtvfOMbJ537kUceYdq0abz11lvk5OTw\ngx/8gK1btwKwb98+Vq1axfHjx5k0aRI/+clPsFgsvPDCC0RGRtLU1MSMGTO4/vrriYqK6sOf2OBi\ntVq56babyB6eTVVuFRENEYxOGI3VakVrTbW7mqPNR7El2Lhw8oXk7MwhpCyEqdFTUUpRXV2N3+/H\narWSHJNMUnQSufm5ZJPNwiULZcRMiG6SpEz0utLSUsaMGROwK+YJEyb0aCpuKAoJCWmbvty0aRM/\n/OEP2b59O6Zp8uCDD7Ju3ToMw+DIkSNUVFQALfVIGRkZAGzevJnZs2dzwQUXAC2drKFlKvSDDz7g\nqaeeAlraVhQWFp507g0bNvDmm28CMG/ePKqrq6mvrwdgwYIFWK1WYmJiiI+Pp7y8nISEBJ599llW\nrlwJQElJCfv37+eSSy7pzR/RoNe6JNOBtAO89NBL7KzdiU3Z8OMnIi4CZ4qTmOgYCqsK8ZZ62xIy\nrTV+/FgslrZjKaVIT04nZ08OLpeLlJSUbsVw6ooD4uxorXnxxRdZvXp1v+9DGBQUxAUXXMD9999P\ncnJyoMMJOEnKRK8zTbNtEeNWDoeDKVOm4PV6mThxIi+99BJBQUHdPuZvf/tb7r///m5ta7PZ5O6w\nHpgxYwbHjh3j2LFjfPjhh1RWVrJ161YMwyA1NZWmpiagJZFrr6sbK1asWEFqaupJj5WXl3crlva/\nmJVS+Hw+Pv/8c9asWcPGjRtxOBxcccUVNDc39+Qlii4YhsG4ceO4dPGljHSNZGTkSCwWy0nv3/aN\nZoG2wv9T3+NKKcaEjWH35t2nTcpM08TlcpG3OY+K/RVta3NKbdrZ+8Mf/kB+fj7PPvtsv+9D2NjY\nSHZ2Nvfeey9PP/00SUlJgQ4poORfugiI1sLy7du3Y7Vaef7557u9r2maPPnkk70Y3dDTPqHKz8/H\nNE1iYmI4fvw4w4cPxzAMcnJaRj062yczM5MNGza0PV9dXQ3A/Pnz+cMf/tC23fbt2zucOysri9de\new2AtWvXEhMTQ1hYWJexHj9+nKioKBwOB/n5+WzevPksX7XoyuTMyRxqPITdbj8p2fL4PFQerWRk\naEt9ptaao81HSUjp/EaapOgkyveXd3lXZnNzM/946x9sfWUrSSVJXJt4LQuTF3Jt4rUklSSx9ZWt\n/OOtf0jS3QNlZWWsXr2a5557DqfTicPhwG6399s/w4YN44YbbuC6665jxYoVgf7xBZwkZSLgsrKy\nOHjwIADLly8nLS2NadOm8eyzzwLgcrmYPHkyP/zhD0lLS+OOO+5oq4G65ZZbutxPdF9TUxMZGRlM\nnz6dm2++mZdffhmlFN/73vfYunUr6enp/O1vf2PChAlt+7S/+o6NjeXPf/4zS5YsYfr06W2NW3/1\nq1/h9XqZNm0aaWlpPPLIIx3O/dBDD5Gbm0t6ejq//vWvefnllzuNsfV8V111FV6vl6lTp7Js2TJm\nzJjR6fbi7DmdToImBpFblHtS8u3z+9oazWqt2wr/Y6JjOj2OYRhYseL1ejs8Z5om2Suzsefbmeec\nR3JMctuImGEYJMckM885T3qh9VBZWRlOp5Pw8PBAh9IjkydPprS0NNBhBJxMX4qAaP2g9/l8fPLJ\nJ1x11VXk5uby17/+lU2bNuH3+7n00kuZO3cukZGRJxWVA7zzzjttNVBd7Td16tSAvb6BprGxsdPH\nY2JiWLduXafPbdu27aTv58+fz/z58096LCgoiD/96U8d9p0zZw5z5swBICoqirfeeqvDNsuWLevy\nfO+//36nMYnzo7VVRjbZ5OzJYUzYGJKik7BarHhNL8fqjlHpqcSWYGPilIkoo/PpMdM08eHDZrN1\neM7lctG0p4kZzhldTq+dbW3aUOb3+zv8vKOiotpGrzvTk3KQztx6661cc801fOtb3+r2PqmpqWze\nvLntTm+r1SqJNzJSJgKkdaRr5syZOJ1OfvSjH7FhwwYWL15MUFAQoaGhLF68uK0ze/ui8lOdbj8h\nxNlpLfyffst0jiQd4f2S9/m09FMKbYXst+/HOdPJRdMuwmrr+tq+uKqY+NT4Tov28zbnMTZ87Bnr\nndrXpomzc6afcSDKQfpznVsg9XlSppQylFLblFLvnfj+/yqlvlZKbVdKva2UiujrmETfa73bb8uW\nLTz99NMdioQ727496dZ/9oKCgmhoaAh0GL3G7Xb36KYR0TXDMEhJSeGaG69h6f1LWXLPEm5/5Has\nKS13xHY1QgYt79GD9QeZlDmpw3Mej4eK/RUkRiV2K44z1aaJ7ikrK+Pyyy8nIyODadOmsWHDBh58\n8MEO5SBLlixhxowZpKWl8eKLL7btHxUVxUMPPcTFF1/M7NmzOXr0aNtzn332GTNmzGDy5Ml89NFH\nALz66qvcddddbdssXry4beRdPsM7F4iRsruA9pc82cAkrXUasB94IAAxiT7W2RsyKyuLlStX0tTU\nhNvt5t133yUrK6vT7e12O36//4z7iY6SkpIoLS1l165dgQ7lvNNa88EHHzB69OhAhzLo2O12QkND\nSU1N7bTerD2tNblFuQRPCsbpdHZ43uv1ttSmdfOuytPVponu+9///V+uuuoqtmzZQm5uLmlpaTz2\n2GNtF8mvvPIKAC+88AKbNm1i06ZNPPfcc21Tn263m5kzZ/LVV1+RlZV1UsJWWFjIpk2bePfdd7nz\nzjvbEmgZEeuZPq0pU0olAQuAx4B7ALTWn7XbZBPw7b6MSQRGZ2/UadOm8f3vf58ZM1pqTG677Tam\nTp2Ky+XqsP1tt93GtGnTmDZtGq+88gpLly7tsJ/oXGhoKA8++CD33Xcft9xyCyNHjhwULQc8Hg9b\ntmxhx44dPP3004EOZ9Dqqt7MMAxM06S4qpiD9QcJnhTMlYuu7PTfls1mw4cP0zS79W/vdLVpovsy\nMjK444478Hq9XHvttV1+TnbVB9DhcPDNb34TgPT09JP6Py5ZsgSAsWPHMnr0aPLz83v51QxOfV3o\nvxz4BTCsi+d/BLzed+GIQKmqqur08bvuuuuk4W5oqSc7taj8scce47HHHmv7/uc//zk///nPz3+g\ng8zhw4fZsWMH1113HQ899BA5OTls3bp1UEwlWK1WEhMTefrpp9ua14re0Vpv5nK52L15N9v2b2vr\nLxafGs/0zOmn7S9mt9uJS42jpKSE5JgzNww9XW2a6L6srCxWr17Nhx9+yK233srdd9/NTTfddNL7\n/3R9ANsnxRaLBZ/P1/Z9+wvn1rVwTy3eb+1xKLrWZ0mZUmohUK613q6UmgeoU55/EPBqrV/rq5hE\n3zAM46Q3b1/zer2DYiToXJmmyW9/+1sWLFgAQFpaGmlpaQGOSgxUrfVmKSkpZ9WJf3Lm5Jb+ZNFJ\np53iaq1Nm545/XyFPuS0Jl2FhYUkJSXxox/9iKamJrZt28ZNN93UVg5isVhO2wfwdBdvb7/9NkuX\nLqWgoIDDhw8zfvx4amtref7559FaU1xc3HbHvOhaX46UXQosUkotAIKBcKXUq1rr7yulfkDLtObl\npzvAE0880fZ1VlYWs2fP7sVwxbnyer0UFBQwcuRIDh48SHNzc0CWWtqzZw/x8fF9ft7+5oMPPsAw\nDBYuXBjoUMQg09oItCecTid5E/PIzc8lPTm908TsTLVpontaf7Zr167lqaeewmazER4e3tYTsH05\nyAsvvMB//dd/MXXqVMaNG3dSH8DTJc/JycnMnDmT+vp6/vSnP2G327n00ktxOp1MnTqVCy+8kPT0\n9G4da6Bat27dOd/5rwIxbaGUmgvcq7VepJS6GngKmKO1rjzNPrp1kWMxMPzhD3+gtraWf//3f+fx\nxx+nvr6eZcuWERsb2ydvSLfbzfvvv89rr73GM888w4gRI3r9nP2V1+vlu9/9Lo8//jjjxo0LdDhC\nAC0d/bNXZtO0p+mMtWmBWjt3oPnqq694/fXXO+0P2J99+eWXvPTSS23r5A4GkZGRaK179MuuPzSP\nfQ6wA5+e+EW9SWt9Z2BDEudq165drF27lhdffBHDMHjggQf4/e9/z9KlS0/bxPB8Cg4OZvTo0Sxf\nvnxIJ2QAq1atwul0SkIm+pVzrU0THZ1a6zVQ+Hy+QTl61lMBScq01muBtSe+Tj3D5mKAMU2TP/7x\nj9x+++1ERLS0nbNYLNxzzz3cc889AY5u6PB6vW3931asWMGPf/zjAEckREfnWpsmThYfH09hYSGN\njY0EBwcHOpxu27t375C/eAbp6C96wZo1a9Bac8UVVwQ6lCHtP//zP1m5ciWff/45WmsuvvjiQIck\nxGm19kKThOzsjRgxgksuuYSf//znVFZW9vs7qz0eDx999BFvvPEG3/62dMQKSE3Z2ZCasoHjrrvu\n4oYbbpAGrgHg8/nYuHEjOW/nsGHtBrxeL7WeWkanjqayuZI333yzba05IcTgobXmiSee4LbbbiM2\nNpbnnnuOVatW0dDQ0O+nfxMTE/n1r3/NmDFjAh3KeXU2NWWSlInzqrq6mptvvpm///3vcrXbx2pr\na3n64ac5tuEYjuMOjrmPsad5D/VmPXarHWe0k/Sr07nnkXvappWFEINDdnY2b731Fn/5y19OSsL6\n+9JUVmv3V3YYaAZqob8YBFprQdauXcsll1wiCVkf8/l8PPnAk+z/YD+RDZHY/XaSzWQ+53OsWJlu\nTGdy/WQOfHCA3/p+yyPLHznjeqNCiIGhvr6ev/zlLzz22GMdEhz5LB5Y5FNZnDXTNHG5XGzJ2cL6\nVeu5ePzFvLn6TS6ZeQmrV69m3rx5g/YKqL/5+OOP2fTWJi7xXMJMNZMEIwGr1cq7nndx4mSabxr+\nRj9TfFNY/9F6Pv/W51x++WnbAgohBoiPPvqItLQ0JkyYEOhQxDmSpEyclfb9hZKDktmXv4+lk5ZS\nX1lP/df1vLr9VdzH3My/br70F+plPp+Pp+5/ikuaL+F643ps1n8uhfIf1v8giSSsysoOcweV3kpG\n1Y3ijb+8IUmZEIOA1pr33nuP++67L9ChiPNAhjFEj5mmSfbKbOz5duYkzYFaiPPG8eRfnqShooHP\nvviMi5svpuzTMj7++8cnrX0mzr9Vq1YRWRrJZeqykxIygBQjBZthQynFVGMqNm0jSSdxeOth6uvr\nAxSxEJ3zeDy43e5+XwfVn2zfvh2LxcKUKVMCHYo4D2SkTPSYy+WiaU8TaXFpfPT3j1DFioWWhTzj\neQY/fm4cfiOT6yfj2uxi9d7VpExMkQ+MXvTp65+SbCYTa4097XZKKUar0ewz92G4DY4ePUpYWFgf\nRSlE51rLIPI251Gxv6KteWxcahyTMydL89hOVFdXs3LlSr73ve/x9ttvs3DhQmm8OkhIUiZ6LG9z\nHqNDRrPqH6sILw5nTNgYmtxNBPmDqPfXM90znWBLMGnhaTQda+L3v/49z7/zvBSW94L6+nqqDlSR\nRBKGOvMvrgSVwFfmV2i/ltEIEXDtyyDGho8lMzGzbZmlkpIStr6ylbyJeVIG0Y5pmpSWlvLHZ/+I\n60sX/1jzD8rzy1n90Wp+ueyXksQOcPJ/TvSIx+OhYn8FTdVNUAQJJNBQ2YDD6+D2yNu5N/pe4hxx\nOLwOGiobuMh6Eb59PtauXRvo0AelxsZGQq2hmBaT4+bxM25vKAOP6aHJ2kRkZGQfRChE59qXQcxz\nziM5JrktmTAMg+SYZOY552HPt5O9MlvKIGhZz/d3j/6OZ295FlWk+OKNLwgrC2Pz6s0ErQ/ihZ++\nwMt/fJnGxsZAhyrOkiRloke8Xi9WrOzfvp9oTzRGs0GEPQK7xc6UoClcHNTSNd5usRNhj8DqsRLj\njSHn7ZzABj5IBQcHY1pNrA4rxboYztB20DRNSnQJjngHUVFRfROkEJ1oLYNIT07vcupNKUV6cjpN\ne5pwuVx9HGH/UlNTw5033knRi0WMKx5HppFJDTV4DA93Ou7kitorSN2RyuEXD/PkA09KYjZASVIm\nesRms+H2uKkqrCLajCbUHorP58PtdlNXU4f7+Im/3W58Ph/BtmBCzVCO7DoiheW9ICwsjPiJ8YRE\nh3BEHaHULO06MdOw07eTMksZcxfNlf5FIqDyNucxNnzsGWuhlFKMCRvD7s27+yiy/sfn8/Gb+36D\nY6eDKUzhQuuFXO24miKziBm2GcwKnkVySDIpZgrpVek0r23m/734/2R0cQCSpEz0iN1uJzI5ksrG\nSoItwTS4G2iub8bmtxFqDSXEGkKoNRSb30ZzfTOH6g4RFxKH2WDKlVsvmffteVRHVqNCFAc4wGH/\nYWrN2n8mZxpqzVoO+Q6xTq3DSDK44fs3BDRmMbS1lkEkRiV2a/uk6CTK95cP2TrIjRs3Uv5FORPU\nBKJ1NEnWJJIsSSxyLOL7Qd9v2y4qKIoIXwTjG8eT/0n+kB9dHIik8lr02ISMCfyj+R94tAer30qQ\nNajDNhbDQpAK4rDnMAlmAvUN9VgslgBEO/jNmjWLNZesoam+CauyUtRcRLW/mmAzGAsW/PhpoIHt\nxnYORRzi9n+7fdCtMScGhtaVPzweD1a6v7yOYRhYseL1eofkCO+qFasIagoiVscy3BgOChSKn4T8\npMO2oZZQhjcNxywz2bFhBykpKQGIWJwtScpEj40dO5aj4UfZUL2BK0Ou7HQbrTV5vjwcDgf1jfWo\neCV3T/USq9XK3b+5m6fMpyjKKWKEewR4odpTjdKKCrOCIqOI2pG13P6vt/Ptm78td2eJPtNZy4tm\nfzP78vcxyTGJC2IvOOO/R9M08eHDZrOddrvBqL6+ntLdpdi1HaUVwyzDTrt9sC0Ya7MVR7OD2L9M\nRwAAIABJREFU4q+L8Xg8QzKRHagkKRM95nA4iEmMYfvx7YT4QhhtjGaEMQJDGfhNP+W6nEPmIZRN\nkRGSwYq6Fdgj7EPyA7WvREREsOx3y1i/fj0f/vVDSraXYLpNmnQT9lg76fPTuf571zNmzBhJyESf\nOV3Li1WHVrEpZxP7Ru9jbtpcHNauL9qKq4qJT40fkslFY2MjNmWjmWaUVmeuwUOBBj/+IT26OFBJ\nUibOysiYkTTENFBWV4bWmi2NWzBMAz9+wo1wUoJSSLYls65hHXURdcRHxwc65EHParUyb9485s2b\nR319PcePH8dqtRIVFSUfyqLPtW95McM546RkwjAMpl00jcMbD9NY1sja7Wu5Iv2KTi8YtNYcrD/I\n9MzpfRl+vxEcHIw2NBa7haOeo2itT5uYaTTlupzgkGAMmyEXwwOMJGWix7xeL4nJiYQ0hrAjfweN\ndY1MMaYw2jGaICMIpRV7vXt5vel13OFuLhp1EQ1JDXLF1ofCwsKkW78IqNaWF6cmZK1iomM4knCE\noNIgaktrKaoqwhnrPGkbrTW5RbkETwrG6XR2OMZQEBYWxohJI6itqqW4vpgafw1R1q7b2TR4Gjhs\nPUxMYgwJFybIZ+4AI0mZ6DGbzUZYRBjV/mqmBk8lLDKM7dXbyWnMwYGDZpqJDI4kLSqN+uZ6jvuP\nExURJVdsQgwhZ2p5oQzFxKkT2cMeVIHii51fkDwvuW16s7iqmIP1BwmeFMyVi64c0tPu8749j3e3\nvkt9UD0b3RtZYCxAGR1/rlprvvJ9RXNcM0HJQUzKnBSAaMW5kKRM9JjdbscWbSPOjIMR0FzbzMIR\nCxlmDMOjPdiVnePmcQp8BQSNDMJu2jGiDbliE2KIaG15kZmYedrtrDYrF6VfxAjnCF7NfZW/F/6d\nIEsQPnzEp8YzPXO6LBtEyx3WqzNX41ntYY93Dx6Ph0xrJiMsLbW8pjYpM8vY2byT8uByki9MJmFW\nwpAdXRzIJCkTZ8XEpMlo4ptJ3+RIwxEOHDtAVV1V22LC0eHRjI8dT0JIAh8e+ZAQQgIdshCij7Su\n/NGdZEoZirjhcUyYOIFFP13UctFns8lFXDtWq5V7fnMP/2n+J3Vr6thbs5cyfxlRZhSRKhK3343X\n9NIc2sywtGGMWjyK+dfNH/LJ7EAkSZnoMY/Hg67WRI+KZlfFLqZGTSU5LBmv34tP+7AqKzaLDa01\nO6p3EJMSg7vaLbdmCzFE2Gw2fPgwTbNbiUFry4vQ0FD5jOhCREQED//uYdavX897r7zHvq37KKgt\nwOKz4AhxEDs6lsyFmVx2zWWkpKRIQjZASVImeszr9WJXduamz2Xt9rV8Xvo5YxxjSAhNwKIt+Pw+\nCt2FHPIewj7Szty0uXxW+pkU+gsxRNjtduJS4ygpKSE5JvmM2w/llhc90dkd1lprQkNDJaEdJCQp\nEz3WehVsM2xckX4FhccKyc3L5ZM9n+Bv8GNiEhwSTOqYVKY6p7ZNaUqhvxBDx+TMyWx9ZStJ0Ukd\niv09Pg8+vw+rpWVUfSi3vDhbcof14CRJmeix9lfBIyNGUltYi9PtJO2CNMKCwrAZNqyGlZqGGoo2\nFbE9bDvRV0bLVZwQQ4jT6SRvYh65+bmkJ6ejtaaoqoi9BXupPFrZ0thUe6m31hM/O57k5DOPqAkx\n2Cmt9Zm36geUUrqmpibQYYgTDh06xJb/2ULMsRis5VYuiLqgw9Ww1pomXxN/L/w7UddEccu/3NLn\ndQ6GIXd9ChEorR3963bWUVlUSURdBGODxjIiZATHG45T3lROTUQNKlkRelEo86+bL8uxiUEjMjIS\nrfXpl2A4hSRl4qyYpsn//Pl/qHu3jmud17b1FjJNExT8r+t/WV+9ngazAW3VKEPhCHdgtfbt4Kzf\n7yc8PJwf/vCHXHvttX16biEE+Hw+Xn3+VRrXNZLgS8CqrPjxExEXQUJKAjHRMaAgtygXz4UeFi5Z\nKEXqYlA4m6RMpi/FWTEMg8iISNwJbrKPZBNbH0uEJwKrsvJW7Vt4Jnl46bmXiI2LJTwkHK/fi9fu\nZVjU6RfTPd+01hw8eJC7774bpRTXXHNNn55fiKGuqKiI8KPhXHvVtfj9fvx+PxaLpcMFWnpyOjl7\ncnC5XKSkpAQoWiECSy5HxFnxeDwcPXCU8aHjCdbBlKtydrGLTb5N7A7azZOPPUnMsBhs2FAo7FY7\n3iYvfT0yq5Ri7NixPPXUU7z66qt9em4hxMmd/a1WKw7HP0fMPT4PDc0NeHwelFKMCRvD7s27Axyx\nEIHT5yNlSikD2AoUa60XKaWigDcAJ3AY+P+01sf7Oi7RM83NzRTtL+JCz4XMSZqD1ppmXzP7j++n\nQBUwMmok0PKh29jQSHBoMAp1xsV0e8vYsWOprKxsu0oXQvS+zjr7m6bZoeDfh4+Y4TGMGzWO0n2l\n0tNQDFmBmL68C9gDRJz4/t+Bz7TW/1cpdT/wwInHRD9WWlpKY0UjkbGRlLhKaKprwsCgoqkCNUq1\nNY20W+zEXRRH2b4yNP9MyP7rv/6L0NBQbrrppk6P/+ijjxIWFsbdd999XuI1DAOlVJ+P1AkxlJ3a\n2b/Z18za7WvxlnoZ6xjLjMgZbcsEldaUsnvzbvbb91NfX090dHSAoxei7/VpUqaUSgIWAI8B95x4\n+Dpg7omvXwFykKSs39u9eTcO08HefXtJDU0lNiQWhcKNG0Mb+Jp9YGlpn2Eog4bGBmzDbG1J2R13\n3BHgVyCE6G3tO/sDrN2+lpCyEKZGTz1pxNxQBolhiYwMGUl5YTlrP17LdTdeJwX/Ysjp63/xy4Ff\nAO2HK+K11uUAWusyIK6PYxI91NTUxOYPNzPZMZnjtuME21qmJlspFFbDivIrPB5Pyz7eJoJCgtq2\nefTRR1m+fDkAzz33HFOnTuXiiy9m6dKlbdvs2LGD2bNnM2nSJF588cW2x++//37S0tJIT0/nzTff\nBODzzz/niiuu4MYbb+Siiy7illtu6dWfgRDizNp6GlaXUFRVhLfUy9SoqV2WMNQ01HDx2Ivx7fPh\ncrn6OFohAq/PRsqUUguBcq31dqXUvNNs2uX80hNPPNH2dVZWFrNnzz5/AYpuKygogGOQ6czkc//n\n7KzdySTHJLTWbVfECoXFaFlySaPRVt1lR//f/e53HDhwAJvNRm1tbdvjeXl5bNy4kbq6OjIyMli4\ncCFffPEFu3btYvv27VRUVDBz5kzmzJkDtCRxO3fuZMSIEcyZM4eNGzcya9as3v+BCCG61NrZ31vR\nMmXZVUKmteZo81Gco51EEcXuzbvlLkwxoKxbt47169ef0zH6cvryUmCRUmoBEAyEK6X+CpQppeK1\n1uVKqRFARVcHeOCBB/ooVHE6e3P3Em4PBw2pjlRWVa5ib91eRqlRuLUbX6wPn9+HaZg06kYAHA5H\nlx/GU6ZMYenSpSxatIjrrruu7fFFixZht9uJiYlh3rx5fPnll2zYsIHvfOc7AMTFxTFnzhy2bt1K\neHg4GRkZjBzZcoPB1KlTcblckpQJEWBOp5Pt47azbeM2Mi/I7HQbrTWF1YXYEmzERMcQTTTb9m+T\ngn8xoMyePfukwaLf/va3PT5Gn01faq1/pbW+QGs9GrgRWK21Xgq8D/zgxGa3ACv7KibRcx6Ph6pD\nVSSOTCRnSw7Vu6u5XF1ORlQG7mA3ey17adSN1HhqqPfWE+wIBsAaZO0yKXvvvfe488472bZtGzNn\nzvznaFu77bXWndaXtC/cb98J3GKx4PP5zstrFkKcPcMwmHv1XIxYgwPVB6iqr2p732qtqaqvYl/V\nPvwj/UycMhFlKAzDaFmGyesNcPRC9K3+UEX5JHClUmov8I0T34t+yuv1YpgGxwqOcaTmCKNCRxEd\nFE2yLZmssCxmhc4i1BJKtC2aUELxN/vRWp9UT3aqwsJC5syZw+OPP05tbS319fVAS7Lm8XiorKxk\n3bp1TJ8+naysLN58801M0+To0aNs2LCBjIyMvnr5QoizEBYWhvNCJ8kzkqmJqmFHzQ52Ve9iR80O\naqJqcM50ctG0i7DaWiZvTNPEh6/LkgchBquAdPTXWq8F1p74ugq4IhBxiJ6z2WwcKj6E86iTiKgI\ndjXtYoIxAa/Hi9/rx+v3ok2NNjVWZaXOW0dTcxMTJ05s61F21113tY2C+Xw+brnlFmpra9Fa87Of\n/YyIiJZuKRdddBHf+MY3qKqq4sEHH2TEiBEsXryYzZs3k56ejmEYPPnkk8TFxZGfn39SnIHohSaE\n6JzdbmfEuBE0lzQzJWMKPp+vy87+AMVVxcSnxsvUpRhyZO1L0WO3LryVK49cycSIiawqWQWNMM4Y\nR6I1kQJ/AZ9c9Al/fPaPNNOMBw++YB+jUkcFOmxmzpzJxx9/3Ofrbwoh4NChQ2x9ZSvznPNOe9Gk\ntSbHlcP0W6ZLob8Y0M5m7cv+MH0pBpD6+nr8dX5qbbW4j7uZYZnBxIiJFNmK+Nj/MZv8m6jx1uAx\nPARZgrApG36vv61OLFD8fj+A9D0SIkCcTidBE4PILcrtsomz1prcolyCJwXjdDr7OEIhAk9+Q4ke\naWxsJDooGn+wn7zaPMLsYSTZksgKy2J+xHyuHnY11RXV+Ov9+PBhsViwaAtNTU0BjXv37t0MHz5c\nkjIhAsQwDOZfNx/PhR5yXDkUHitsu1gzTZPCY4XkuHLwTvBy5aIr5b0qhiSZxxE9EhwcjBcvqdZU\nvg7+mnWN60j0JRLli+J97/tca7uWCcYEbvvFbTz84MOMHjmaZrOZ49XHA/Ih6/P5+Prrr1m2bBn/\n9m//1ufnF0L8k8PhYOGShbhcLnZv3s22/dva1r6MT41neuZ0nE5nv0jIGhoaeOaZZ8jPz6ehoSHQ\n4bSJiopizpw53HzzzVI7OwhJTZnosYd/9jAJOQlMNiZT5i6jzFfGxqaNlPnL+EbQN4gwIigwCigI\nL6DSV0mjpRFbsI2IqIg+/xCxWCzEx8dzyy23MHfu3DPvIIToMx6PB6/Xi81m61dF/Q0NDTzwwANc\ncMEF3HzzzYSHhwc6JKBlereiooInn3ySadOm8S//8i+SmPVjZ1NTJiNlosdmLpzJO++9wxTHFMYF\njyPKF8VbjW/xy5hfMtI2EpuyMY951DXV8bb5NnNumEN1SDVL7llCaGhooMMXQvQTdru9XyVjrT79\n9FPCw8P59a9/3S9G7dqLi4vjj3/8I9/5zndYuHAhycnJgQ5JnEf961+bGBCSkpIosBTwuftz6qrr\nWFm1kiyVRYw3Bvy0LKukNZt9mznuOM6oyFHSc0gI0SMejwe32922fm5fKikpaWu70x8NGzaMsWPH\ncuTIkUCHIs4zGSkTPdLc3Mw7L77DlMgp7KvcR6Wnkk2+TTwR+gQ2v42G2gYKVAFfW7/GE+1h6eil\n5O3OI36B9BwSQpyeaZq4XC7yNudRsb+ird4sLjWOyZmT+6zezOfzdfp5tXLlSm644Qby8vIYN24c\nLpeLL774ghtvvBGAV199la+++orf//73vR6jw+GQVUsGIUnKRLeZpsmHb39I0+4mFo1bRH5BPofr\nD2OtsvI3/99w+B0000ywJZgJ8ROYP2k+FmXh08JPuXnazYEOXwjRjzU3N5O9MpumPU2MDR9LZmIm\nhmFgmiYlJSVsfWUreRPzmH/d/JOWVOtLK1asICsrizfeeINly5Zx+PBhXn/99bakDKRxtTg3kpSJ\nbnO5XLh3u0kelswF4RdwKPIQu8t385PknzApZBJNZhNBRhDB1mDK3eU0NTRx0HsQT6yHhISEQIcv\nhOinTNMke2U29nw7M5wzTkpsDMMgOSaZpOgkcvNzySabhUsW9vnUotvtZuPGjXz66acsXryYZcuW\n8eCDD7J3714yMjJYunQpkZGRHDlyhGuuuYZDhw6xaNEinnjiCQA+++wzHnnkETweD2PGjOGFF14g\nJCSE1NRUli5dygcffIDP5+P1119n3LhxrFu3jrvvvhulFEop1qxZIzW5Q0D/nDAX/dL29dsZFTyK\nHWU7KKgtYGzMWMp1ORVmBcd8x4i0RRJiDUFrTZ1ZxyeuT2iIb2B06uiAXdkKIfo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kkIknVqzQHpY9ejQti0rcndMxzK+5pmmURl/coyYqS6bWuOIKfUoJU11VLnGv\n5Mw9228HtUA2b05PBVC12jJVSSETT7zzjgpu5iiKPXpoL8RSR+K75x595P/xj5uWmbini4MO0nvl\nscfyb7dpE7z8MhxySDJxZVLJpZBBmbtIunz3NNkyJu4hCNuoGlQb3qaNCnwxddA+y5bpWCt/+EPz\nYWxN3NPHOefoD3E+pk/XH4HttkskpGZUW+YO6fHdN26Exsb42lFM3GOgFHGH0q2Zn/1MZyTKrpXf\nfXcdIqCQTlYt8eWX2oD8ta9Fd8xaYvhwzcrz/ZhPnapj/ZeDShb3oMwd0uO7+5ZMXFMmmrjHQNiK\nmTjEfdo07agUVM7aoYOW4UU5W9A77+gx43q0rHY6doSTT4b77su9Tbn8dqhscU975h6nJQMm7rFQ\nzsz9iSd0VqGg2aJAyyGjtGbeeMMsmVL5wQ/UmgnqKu5cecW9kseWyZW5p8Vzj7NSBkzcYyHfxBM+\nGzdqVU3QGPGliPv48Tp9XC6i9t3Nby+dgw9WEZ82bct18+Y1DWtRDio9c68EWyYuTNxjIN/EEz7v\nvaciHtSYUqy4L1+uU/blq6owcU8fIk3ZezblzNqh8qtlkrBlNm7UCdgLJW5bpmtX7cgVdupPE/eQ\ntGTN5BtFsVhxnzRJhaBdu9zbRCnuzpm4R8UZZ8Ajj2i/h0zSIO7VmLlHKe7z5+tsYatWFbZf3LZM\nmzb6ZBB2yBET95DstVf+RtUw4l7opB0TJsBxx+Xfxhf3KCYE8b8gmZ2wjOLo1UvHgv/b35ovT4u4\nV+IEMrkaVKP23Bcu1M+n0AHJ4rZloDBrxsQ9JIMH66w5ucgn7ttuq+NhFDrI1/jxLYt7t2567KWB\nY2028dlnLTcK+1l7XKVctUa2NbNkifZZKOc4O23a6N+GDeWLoVhyNahut50+IWU/JRWLX8Za6Py4\ncdsyYOIeC4ceqp1PZs4MXt/S5BaFWjPvv683a0tCIBLOmrn1Vjj11PwZm1ky0ZJd8/7883oflXt0\nzEqsmNmwQf+CxFNE57WNKntftEifvAoV97htGTBxj4WuXXWyiXPO0V5omTin4jpgQO79CxV3v0om\nTBYdRtzHj9fG2XyPmibu0ZJd815uS8anEn1332/P9X2I0ndfuFCHcH755cL2M1umgjnrLH2kzZ7A\nefFirZIJ8gN9ChX3CRPyl0Bm0pK4f/45vP66TiqRr2u8iXv0ZNa8p0ncK61iJpff7hOl775wIXz9\n6/oZLVlVUfceAAAW+UlEQVTS8vY+ZstUMK1aqbBfc03zGynMfKOFiPvmzVopE5W4T5kCBxwA558P\nDz0U7LeuWaM3dRRjuBtN+DXvkyZpg/wBB5Q7osrM3HP57T5R1rr7tsz++xdmzZgtU+EMHqzWzMUX\nNy2LWtxff109RH9o35ZoSdz9qps+fXQ6uHHjttzmzTejG8PdaMKveb/oIn0q6tCh3BFVpri3lLlH\nbcv07AkHHliYNWO2TBVw9dXqXT/9tL6PWtwLsWQAdttNb+xcswBl9nLN1bnGLJn4OOMMmD07HZYM\nVKa4h8ncoxD3xka1WXv21KesQjJ3s2WqgI4ddUakCy7QL0nU4h6mBDKTNm102IN587Zct2iR/vlz\ndX73u1q1kf1FMHGPj169VOCHDi13JEolVssk5bkvWwZdumjHQV/cw/YJMFumSjj+eC1ru/bacOLe\ns6c2zrQ0PO/atfooeOSRhcWTy5qZOBGOOqppHPhOnVTg77+/+XYm7vEydmz5hvnNploz9yg8d9+S\nAf23QwftsRoGs2WqiBtvhLvv1g5Effrk37ZtW+jeveUb8LnndNz2QjOAXOIe9BSQPWqhjeFeW1Rj\ntUxUtszChc3bugqxZsyWqSK6d4frrtOhCTJnSMpFGGsmzJADQQSJu3PB/v3hh2sHKb/mfe5cvaFt\nDPfaoBoz927dVFxL7XlbirgnYct06aLnCTNBj4l7iZx9NvzrX+G2DSPuLQ3xm4sgcZ81S+vvs4ch\n9is47r5b35slU1tUorjnGjTMp1UrTbYWLy7tPIsWNdkyEL5i5ssv9Ydlq61KO39LtGqln8OKFSG2\njTeU2qBjx3DbtSTuS5bABx/oDVUoAwZoBp7Ze9Z/Cgjq1XfmmVrzvn69iXutUanins+WgWismezM\nff/9ddiRlobZ9bP2JMZlCmvNRCbuItJbRCaLyNsi8paIXOQt7yoi40Vkrog8KyJdojpnpdGSuE+a\npA2pxdSab7ONPrJ99FHTsnxPAX36qKCPG2fiXmtUYrVMS7YMxCPuXbrocWfPzr9fEpaMT+LiDmwC\nLnHODQYOBi4QkYHASGC8c64/MNF7X5O0JO6FlkBmk2nNbNyodtHRR+fe3rdmTNxrC8vcc5Nty0A4\na2b16vgrZXwSF3fn3GLn3Azv9efAbGBnYBgw1ttsLDA8qnNWGvnE3W/8jErcp02DPfbQGyEXfs07\n2BjutUSlifu6dWqLtORn9+xZejlkduYO4RpVqz1z/woR2RXYB5gGdHfO+cPvLAG6x3HOSiCfuM+a\npQJfytgumeIe5imgUyf4j/+wMdxrjUorhfSz9pbu0VIz93Xr9HPJTogqVdwjH0lERDoDjwH/7Zxb\nIxlXxDnnRCSwv1d9ff1Xr+vq6qirq4s6tLLTpYs2eK5apRN4+CxfDqecoqM2liKye+4Jjz+urydM\n0A5WLXHllfDxx8Wf06g8Ki1zD+O3Q+ni/skneozs7+A++2jytX597rGBkrJlGhoaeO21Blatarkc\nMlJxF5G2qLDf55x7wlu8RER2cs4tFpEeQOCcQZniXq2INGXvfoeh1avhhBPgW9+CSy4p7fh+5r5q\nlQ4EFmYsk9131z+jdqg0cQ/jt0PpQxAEWTKg1XADBsAbb8BBBwXvm1TmXldXx4IFdYwfD/X1MGrU\nqJzbRlktI8BdwCzn3M0Zq54ERnivRwBPZO9bS/Tp02TNrFsHw4bpuC/XX1/6sXfeWW+yJ56AQw5J\nxwiERvqotGqZQjL3Ujz3XOIOLVszabRlovTcDwNOB44Skene3wnAaOA4EZkLHO29r1n8zH3TJrVi\nevaE3/0uGs+7VSvNMG67rbiOUEZtUK2Z+447asPrBx8Ud56gShmflipmqr1aZqpzrpVzbohzbh/v\n75/OuRXOuWOdc/2dc8c75wqcJrq62GUXHYhoxAhtQB07NtzQBWHZc0949dXSqm6M6qbSxD1s5t66\ntc4TfO+9xZ3HMnejJHbZRTPrRYvgkUd0QLEo2XNPvfh77x3tcY3qwRf3sEPZlpuwmTs0DYqXPc9x\nGPKJ++DB2kFw1arg9SbuBvvuC3V18OST4YctKITDD9ehBVrZlTVy0Lq1JhXr15c7knCEzdxB26+2\n2krnqy2UfLZMmzZaMpxrgvkkbZmtt9ZxbFq6fiYBCTNokM7gFNeNcNRR8JvfxHNso3qoJGumkMzd\nHxQv30TwuciXuUN+aybJzF1Es/fly/NvZ+JuGDVIJVXMFJK5A3z/+/DXvxbWUcu5/Jk7pEfcIZw1\nY+JuGDVIly6aqVYCLQ33m02PHnDYYU0d+sKwcqUOj92pU+5tDjkEGhqaD87nk6QtAybuhmHk4PTT\ntQS3EijElvEp1JppyZIBnYj+qqu0Em3ZsubrLHM3DCMVnHsuPPMMvP9+uSPJj3OF2zKgPb5nzgxf\n8x5G3EGHCDnlFPj3f4fPMoq6TdwNw0gF22yjAp/2xve1a7W6p9DKsvbtC6t5b8lvz2TUKK1KGzpU\n4wOzZQzDSBEXXQQPPqgzgKWVYrJ2n0Jq3sNm7qDVKjffrNNXfve7WpK4bl1+vz5qTNwNw8hJ9+5w\n2mlwyy3ljiQ3xfjtPoXUvBci7qD9SO66S58oTjpJz5Nk3xITd8Mw8nLppXDnnWorpJFSMvdCat4L\nsWV82rTReYg3bkzWbwcTd8MwWqBvXzj+eBX4NFJK5g7ha94Lzdx92rfX4999d3HxFYuJu2EYLXLF\nFXDTTekcjqCUzB3C17wvXFh45u7TubNWzySJibthGC2y9946bsp990V3zFdeKW7wrmxKzdyhaSL4\nXGzapD8i3StoAtBu3bastc/GxN0wDEaOhBtu0PHQS+WWW3T882LGd8mm1MwdtOZ9xozcszQtXqxj\nwbeJfNLR+AjTgGvibhgGRxwBO+xQWJf9IO69F379a/WhR46EpYGTaoYnisy9fXs48UQYNy54fSmW\nTDnJnsg7GxN3wzAQUTEePbr4cd7/+lf17595BoYP16Gnf/az0uKKInMHjeeJHBN8FtuYWm5M3A3D\nCMXQofDllzqJTKFMmKA9Xp96CgYO1GX19TBliq4rligyd9BJ6KdODS75XLTIxN0wjCqmVSu4/Xa4\n5JLcMw4F8eKL2hnqscd0Mhqfzp11cLLzz9cenMVQ6IiQudhmG62a+ec/t1xntoxhGFXPYYdpBn/V\nVeG2nzlTLY9771XfPpuhQ7Ua57rriosnKlsGclszZssYhlETjB6t/vlLL+Xfbt48bai85Rb9Nxe3\n3AJ33AGzZhUWx4oVOtpiFLYMwLBh8I9/aI/STMyWMQyjJthuOx0t8txztQY8iI8+0nHNR42C730v\n//F69lT//dxzC6t9v/12PXa7duH3yUePHjqBfEND8+VmyxiGUTOceirstJOOfpjNsmUq7D/5CZx9\ndrjjnXeeZsxhu+mvXQu33gqXXx4+5jAEWTNmy4RARP4sIktE5M2MZV1FZLyIzBWRZ0WkS5TnNAwj\nekQ0cx4zpvmEF6tWaVf7k0/WQcfC0rq1jl9z5ZXhat///Gc49NCmypuoGD4c/va3pieINWv09bbb\nRnueJEg6c78bOCFr2UhgvHO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JSwYsc4+apNoyiaWQYQiiEvd33tGxTP70p5aGo2HDdEb0LVtKO3Y6viUThwaq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\nv/VHJEx23VU9/KefbllWrbZ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MKdWolGpQSi1SSk1USi1Odo6wAK0WJazA5eKCvDxGmzNq/MDqpqYzgvSt8RPn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\nyqB2/LOUQ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YxCIaYDwo/6mUmiMi24C5SqkjInIaRu2nc3s4hUaj0Wg0EYjInzDcl0sxCiFr74rGlthB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3HnlSv0fv3rLLBnUr7u9/OyqyU6HZZSPDU66jxeHwyy2qV5qyf5ov1T9nspVKjfKMdFPckcG32X\nLjH0la+UpflrtC0Rt0Rksas1eXumH/zc5z7H8uXLAeju7mbLli3Oltr8gyTzOP/78+nxmTNnGmo9\n9X6s45F9fObMmYZaj36sH0/3uNcwuCcU4vLRowD07NzJhs5OxgYHOdzVVdXz4z6/nx/fs4fxrVv5\n5rPPAvDdXbtY5PXyxrFj0z4/+OCD3E6luH7sGAbwU9/7vQ0VzwcffpjnJia4evQo14HHP/QhRkyT\n6/b7CX/gAzM+X18/04/D4TD3+f2sDgaddqQ7/zh8+DDXr19nLuqtEVtJWiO2xX78RWBYKfVFW6zf\no5R6h1hfa8Q0Go1mfvHkwYOcX7OGa0qRUIqVfv+smpxqkFKKvx4a4oa907DN4+Gzvb3vqB6NmyZ/\ndOcOcfvz9b2dneypo0B/Jr4xMsI5W7T/YFsbF2IxZ1zP5xYt0vYVFaQhNWIi8tfAi8A6EbkuIj8K\n/BbwfhEZBPbZjzUajUYzz3m8vx9OnWKNx8PmUKgsTU6peEX4WE+PM95myrL4aiRCIs9Z/ZnxcScJ\n6/V62dXeXrM1FoO7PflqNOokYR7SI5E0taFuiZhS6lNKqfuUUgGl1HKl1J8ppUaUUo8ppdYrpfYr\npcoqe+k+dhYdi1x0PLLoWGTRscilkeLh1uR0nz5dcx+uTCw6DYPv6+nBsDVpt5JJvj066oj3X4/H\nc8xn93d1OT/baCz3+x1n/7irO9ZlGLOuuZGOi0ag3HjouqNGo9FomoJwOFyzNuRsLPX72d/Vxbdt\nMf65WIzFk5M81N7OU2Njzs9tCgZZ2SAC/enIiPYPutYMesdkramrRqxUtEZMo9FoNPXmwOioYygb\nGx1l6uJFrsRiBA2DjQ88wOfXrq24pUalmbIsfu/2bcYjES6fO0fMNFkfCvELjzxSc9f/VqYhNWIa\njUaj0TQzj3V1sczvJzo6yksDA5xdvZrYtm0Mr1/PG2fOYBUwrLzetHk8LI3HnbmJsW3bGN6woeS5\niZriaelETPexs+hY5KLjkUXHIouORS46Hlmmi4UhwsfCYW6cP+94nAF0BAIs27mzpLmD9SAyOJiz\n/na/f9a5ifq4yKXceLR0IqbRaDQaTTXpMAz6/H68fr/ztTWBAN5AoKS5g3VBKTpcWrZ2w8AocW6i\npni0Rkyj0Wg0mjJ48uBBjq9axdtKsdDn416fDzORqKnHWTk8efAgr6xezZtK0W0YLPP7m2r9zYDW\niGk0Go1GUyUe7++n88wZNnq9ThJWa4+zcni8v5/Q6dNscCVhzbT+ZqelEzHdx86iY5GLjkcWHYss\nOha56HhkmS0W9fY4K5di16+Pi1y0j5hGo9FoNHWmUTzOSqXZ19/MaI2YRqPRaDQaTRXRGjGNRqPR\naDSaBqSlEzHdx86iY5GLjkcWHYssOha56Hhk0bHIomORi/YR02g0Go1Go2lStEZMo9FoNBqNpopo\njZhGo9FoNBpNA9LSiZjuY2fRschFxyOLjkUWHYtcdDyy6Fhk0bHIRWvENBqNRqPRaJoUrRHTaDQa\njUajqSJaI6bRaDQajUbTgLR0Iqb72Fl0LHLR8ciiY5FFxyIXHY8sOhZZdCxy0RoxjUaj0Wg0miZF\na8Q0Go1Go9FoqojWiGk0Go1Go9E0IC2diOk+dhYdi1x0PLLoWGTRschFxyOLjkUWHYtctEZMo9Fo\nNBqNpknRGjGNRqPRaDSaKqI1YhqNRqPRaDQNSEsnYrqPnUXHIhcdjyw6Fll0LHLR8ciiY5FFxyIX\nrRHTaDQajUajaVK0Rkyj0Wg0Go2mimiNmEaj0Wg0Gk0D0pCJmIh8QETOi8gFEfnFUl9H97Gz6Fjk\nouORRccii45FLjoeWXQssuhY5NJyGjER8QD/A3gceAD4pIhsKOW1zpw5U8mlNTU6FrnoeGTRscii\nY5GLjkcWHYssOha5lBuPhkvEgF3ARaXU60qpJPA3wEdKeaHR0dGKLqyZ0bHIRccji45FFh2LXHQ8\nsuhYZNGxyKXceDRiIrYUeMP1+E37axqNRqPRaDQtRSMmYhXj+vXr9V5Cw6BjkYuORxYdiyw6Frno\neGTRsciiY5FLufFoOPsKEXkX8GtKqQ/Yj38JUEqpL7p+prEWrdFoNBqNRjMLM9lXNGIiZgCDwD7g\nbeAY8Eml1Gt1XZhGo9FoNBpNhfHWewH5KKVMEfkZ4CnSrdM/0UmYRqPRaDSaVqThKmIajUaj0Wg0\n84WWFutrNBqNRqPRNDItmYiJyPJ6r6GREJFpBYLzDRFZUu81NBL6PMlFnydp9HmSi4j013sNjYKI\nNJycqV6IiL9Sr9VyiZiIfAn4W3v35by9uIpIQER+SUTWKqWUPbFgXmLH4gngz0XkV0RkYb3XVG/0\neZJGnydZ9HmSix2PPwB+Q0TC8/UcAScWfwz8ZxH5iXqvp57Ysfhz4DdF5FOVeM2Wuei4TpIJ4DLw\nCRG5Zz5eXEVkHfAq8MPALwMopaz5eCERkV7gSdI7cH8G+AFgfV0XVUf0eZJFnydZ9HmSi4jsAK4B\nryulHldKRdQ8FVTbsXgJiADfAP6diOyzvzevzhURWQB8hfR58hfA94vIz5VbRW6ZC6/rJGkDrgLD\nwI/Y37PqtKx6MQL8L+BjgCUi/wpyYjSf8AAh4P9RSl0EjgKr5usdrj5PchhGnycZBH2euBkDFgO/\nDyAi7xeR7SLiq++yaot9c7YY+F2l1M8ppZ4B/hvwczAvzxUD6AK+qJQ6CXwZ+CngY+W0Kpu63ysi\nbUqpKfv/DaWUSdp3bAyIAh8Vkf8EnFJK/V0dl1p1RGQFMA7ElVJ3ROT3gDjpu9zPi8hRpdSLIuJp\n9Q9cVyyidizeAL4iIp3AMqAdeAz4KvAP9VtpbRCR1aTPiQmlVMz+8nw9T5xrhlLqrt2iNZmf54kT\nCyBBOjGfz+dJ5rqRVEpdFpFfAE6KyDOkx+wZwDUR+ZJS6lQ911ptXNeMUeC7QLsrIb8MzBtLKVcs\nJkl3Ei6Rrhj/IXCFdFV9JbCGEuPStBUxEfk14E9FZBOk/cfsb/WTvrAOAO8GfpL0nW/LllFF5OeA\n/w38F+w7OKVU1P4gOUrak+1f21+3RCRQr7VWm+liAXwB+EvgrlJqjVLqB0mbBu8UEW+rHhcAIvKz\nwCHgt4A/c33rIcBifp0nv4brmmGTmqfnya+RjsUDAEqpMdLt2S8zP88T93XjfwIopf4z6Q/WhFLq\n/cBH7R9/t/2cloxH3jXjCaVUQik1Ak4FLEy6gpr5+ZaMA7wjFn+slIoCB0jfvP5/wBOkr6trgJI3\nPzVlIiYi/wL4PtLtlb15otLDwPeTvuM/D/wB8D77DrelyqgiYojILwP7gQ8Cvwr4ROTHMj+jlBol\nfYG5LCL/t4j8Z+CRuiy4iswQi6CI/LhSahJ4FkjZd70AZ4GVSqlUqx0XGSS9K/L7gUeBnwBCIvJX\n9refAz7OPDhPYM5rxrw5T+AdsXiPiCwCUEoNkT4u5s15MsN1wysiP2n/yPcqpf4lOMnqi6Q/dFuy\nLTfNNaNNRL4MOe/3EeCE/fO/AWyuw1KrzjSx6BKRP1RKfQ34LPBHpI+PrwIvk64il0RTJmLAK8Be\n4P8lfXeyJ693fz/weaXUD5H+AB5sxTaDXQU8B/yoUupN4AZwgXSbIdPfRyl1BXgL+CXSWft367Lg\nKjJDLAZJt2ch3Wa5Afy8iDwG/ArQ0u0F0pXhi+BcRH8A2CAiHwduAauZB+eJzXTXDK+9SUFgfpwn\nNvmxeJdkbQnamEfnySzX0En7RzKdFkTkYdKV44Far7OGTHfN2CQin3b9zCSwWUSeJt2yPVvzVdaG\n/Fh8HOgXkR9RSt0BnlZK3RCR95JO2Epv1yqlmu4fYLj+/18Bvws85Pqaf7r/b6V/ZKciBP7/9s4+\nRq6qjMPPr9sPGqQIhSpi2li+jSAiSMBoqKAQiEpApRokJCokIEiCihiChT9opFACQSUoBBBEJX4m\nUBshoCaiRokaKYWUEAkCUb6rRtKW1z/OGc6960p3Z3Z2Zs/8nmSyc++c2TnzZO4779x7zntIp4nH\n8vYVwCXNdsAK0gygjw663wNwcWmj3ZHA5aQzH6cMut8z4GX3/F5XNPZ9AHgcWDCubZXHSeP9TRQz\nDm3sm1P7cTIFF+8mJWlVHydTiKE7ks6IPAKcNOh+99nJRDHjGNIPlNfl7XuBZ4DjB93fAbrYMW+v\nJCXvH+nltYZ+iaNxA0onenwhsBZ4LCIul7Q4Ip6tcbDt9lzkNrcCt0XEOkm7RcQzef+iSKfWq6AL\nF6+PiBfy/gUR8fJrPXe2oVSC4u+NbUVE5EssK4EPA/+KiK2Svg3cGxE3VnqctFxM8Pj4mLFrRHTG\nx9V2nEzaBSn52qnz/kfhOPk/bZpxY9eIeC6PK3yyE0NqQNLSiHi8EwO2EzNuBn4ZETdIOhb4XeRx\nYzXQhYtf5Pg5l5SUvdjL6w/1pck8oPRUSWONfa0+Rxo8dyWwt6TvAQ9J2r/CL5dVbMdF5kXSTJ8z\ngJ9KWp4/VDV9uaxi6i7uario7ctlNXCNpEWN3WMAEXEd6RfbKtKlSIAtpDM/VHic/I+LScSMjZLe\nmoNwTcfJlFwA3wU2ZRcjcZxMIm7cKWlZRGyoLAlbDTwm6YBGDHitmLGNEjPWV5aE9eJia69JGAzp\not/518d1pKmh50TE5rxfkTss6aiIuK/xnKdI02rPiIgNM9/r/jBVF5I2Av8hFZw7LyIeHkjH+4Bd\ntMnjIm8E5gOfi4inJ2hzMGl69VeBN5JqAu1IusTy5Ax2t69M0sWoxAy7aDBVHzXHDUlvA64GniWV\nZFgXET9on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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -847,7 +847,7 @@ "\n", "# set the x-ticks/labels for every nth row of the data: 1 tick mark per horizontal inch\n", "n = len(countdata) / int(fig.get_size_inches()[0]) #interval between tick marks\n", - "xtick_data = countdata.iloc[range(0, len(countdata), n)] #rows spaced apart by that interval\n", + "xtick_data = countdata.iloc[range(0, len(countdata), 7)] #rows spaced apart by that interval (ie, weekly)\n", "ax.xaxis.set_ticks(xtick_data.index) #set the tick labels as the dates of those rows\n", "ax.set_xlim(['2014-05-13', '2014-07-10'])\n", "\n", @@ -915,7 +915,7 @@ "Tübingen 131\n", "Prague 97\n", "Istanbul 94\n", - "dtype: int64" + "Name: city, dtype: int64" ] }, "execution_count": 19, @@ -925,7 +925,7 @@ ], "source": [ "cities = df['city'].value_counts()\n", - "print cities.count()\n", + "print(cities.count())\n", "cities.head()" ] }, @@ -939,7 +939,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 20, @@ -948,9 +948,9 @@ }, { "data": { - "image/png": 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PzyN6/VnCpKBxFXHtaEI2IWRILmbyDkL+aremYTQiCat/zgyL/o/EudMGAt8R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4h0xxJLD8RksM8CGotISxeunS0iQ0PzIyJ9RWQ6Ji72fymON/m6Csu034dVweyHeUgy+l3k8WSL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\nAk5DgE9U9TQR6QSMw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SW9MJLMFNTFc9PiR41SamM3o4dcC+NTDzIVh5oqpa9rRh9BBMfHQRIrIzSR7jlD4iPGLq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\ns9TY8sfd7PIIVR3il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ZDsd0jCXQHmjep59EigoKXxsYj5U4s2dZ8jSmL/DWtUS/r6qXZDsc0z5LoD3M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hAAAg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\nh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a3QhOUHqtReSIYoA2m0vVzNKEI5HE54vF5R9Puzo4zG14JdHq4zHkAH10bIqa/S0OG9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\nAAAASUVORK5CYII=\n", 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3iy22eHOziLur88G7ro2za0wW8nxSq2rz8fWXqvrtTIdjOsaSaS9RWlLsFO+1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\nN55lSYg1VZZWq532X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lQHrNts8RzA/+laqe0m7kHkZErsKfPvXzXNvSHVhN2MiUvTUef0abm15y5846\n0H3tRRNgI78JO0hJYahu7bJQanCiroaapfOLGzatmaCe+5567i+BXusMIhOC+cE1qU4z8ojzgAdy\nbUR3YTVhoz0K1XW/g+pXvEUfR3TxwjCeebfqVqwmnBVkYJF6Tpy6VYtbbXaWUJjY4N0aIiX9GsVx\nrscfdGUPRaPHsJqw0RZHaSKxUDdtuNl9/cWYLlxgAmzsHERCOMUFUrd2eZv9vuomqF+7PFa7clG5\n29x4v7ru2/hTeAyjRzARNlqiXBPxR7W56Tnvg+m7e+9NLaLRBl0ZOw9SHtPm2q2a6Uh9t7GemqUL\nihs3r6tQz5ulnncHUNC9VhqGibCxI2dpIrHYW7XiXPfVF2K6bk37KQwjnygM4xSGpWH9ikxHP2+j\nqWpDaOvS+bFEQ92t6rmf4Ps6Noxuw0TYSDJI4/Gntb7uUXfaW/11zqxCc7Zh7Iw45TFt3roZPK9T\n6TURp27V4qL6tSuGe27iBfXcXwHRdhMaRicwETbAr/0udFcs/bz7+ktFVNkCC8bOicQiEHGkYUO6\n58aOE6/dQs2S+bFEfe2X1XPns6PnJ8PoMibCfZtBGo8/6dXXP+pOe6sf8+ZEOlt7MIx8QMpjNFVv\nzFp+6rnUrV4aq1+3crh67hT1vF+xvVvKTpPtdYpFpJ+I/E82bDN6DhPhvsuxmkh87C5ferL3+otW\n+zV2eqS4ABy0aVP216mO11RLzfJPYohcr547F3+hgq6S7XWKy0lZArGnERFbEKgTmAj3PRx13Tu0\nuflZb/o75cy32q/RO3DKYzRuXtvhwViZEh0wxPUS9W5j7fLhqu5sVb0gC9m2tU7xABF5MlhjeKqI\nHBCE3ykiD4rIqyKySERuCNL/iGA1o+TawiJyi4hMC/K4MwgbKSLzROT+YI3h55MvAiIyKlifeLqI\nvCEi+6aEvxOsafwDEUmu3HSMiEwRkaeAOSJS2NLax0brmAj3LQZpPP6at6X6NveNl6O6aUOu7TGM\nrCClhep5rjZXb+qW/CMl/YiUlDk1VbNDTfWrQrWbPixWr/kP6iX+Ste8bbW1TvF3gfeDtYhvBx5N\n2bcP/rJ/E4E7gkUivk6wmpGqfl1ETgD2VtWJwHhggogcGaTfG/i1qo4DqoGzgvD7gRuC9Ydvwfdb\nDfAL4OfBmsYr0s5hPHCjqo4BrmfHtY9tqlcbmAj3HQ7z4vEFiaWLDtN3pkRtsQWj1yDg9I9Jw4bV\n3VILllBYLpWtAAAgAElEQVSYoiF7UF+zWPD8GQNuoo6tG98vijdtPj0YtHVI27m0jKrOBkbS8jrF\nh+OvK4yqvgoMFJFS/ObqZ1Q1HqxatB5/laH08z8BOCFYEOJ9YF988QVYoqofBr/fB0aKSDFwGPB4\nkOZ3wK5BnEOBx4Pff0k7zjRVXZZi858Cmxfgr860b2al0TexNvzej6jrfk1d93s66/2orM9+f5lh\n5JSyQnUTzZqo29ItlYrYrsOJx7dqvGHd9iKnHvVbPo5GooOGFpWNfgOR74o4P6HjfbrJdYqPBgan\n7WvtxaI55fcO6wincLeq3r9dhiIj2XEd4ih+pawqWBe4I6SvbpRus7kBbQOrCfdu+nvNzc+7NVu/\n7735alRNgI3ehiOE+hVJw/qV3fIsi/QbSKgwqvXV81qtZccbN8rWjTNiXqLh2+olngCKOniY1tYp\nTl1H+BhgQ7DgfWu21LB90/jzwOVBDRcRGSYi6SKfRIK8l4jI2UF8EZEDg/3v4C/BCHB+G+fS0trH\nC9qI3+cxEe69TPDizQvclcuO5e3XC2moz7U9hpF9yqKaaGrw3IbsLzXrFBRSNHgoDVvnC7Q9eFG9\nJmo2zSqON1WdoF7ifWCPDA7R3jrFd+L3484Cfghc0kKcTzPzm6bfEpHZIvJjVX0ReAyYGqxF/Heg\nJPXY6bbgC+iXg7WO5wCnBeE3A18NwkcBW1pIC62vfWy0gq2i1PsQ9bxr1XXv9T6cEWXt6lzbY3QU\nW0UpM0IOoWH9qFn+MV5ztsc4CCUjRpNIbNHGmoUd6msuLN49ES3Zo0YkdAowNcuG5QQRialqQ/D7\nfOA8VT0zx2b1CqxPuHcR9uLN92tD44U6491C6mpzbY9hdBvSP6qJhlq85sasD8gqHLgL4kiHBRig\nqW5l2I3XlRf3H/My4lwvIg9m274cMEFEfo3fFF4FXJ5je3oNJsK9h+JEQ8MzWrN1ksycVmB+n41e\nTbBUYc3SRVnPOhQrJlo+mJpNH3Ra3BPNVdRs+iBWMmDcr5DwBHFCNwE77U2pqm8Cn8m1Hb0R6xPu\nHezSXF8/09uw7nCZPtUE2Oj1SHlU43U1mvVr3XEoHjqCxvpVeG5Dl7Ly3AZqNs4ochO1l6iXeB4o\nzo6RRm/CRHgnJxGP79PcUD9PViwd5cyeGcb6+I3eTmEYJxqR+nXLs94MHR08TF2vyWuqXZ6V/FRd\najfPKY43bT5MvcR7fDrv1jAAE+GdmqbGxiNw3Q+cj+eVy8IF9l8afQKnPKbNW6o6vVRha0RK+lFQ\nUiZ11XOyfC8p9Vs+jjbWrdpbPXcWsF928zd2ZuzBvZNSW1Nzbkh4RT6cEWNl9msEhpGPfLpU4crs\n5hsKExuyBw21i0l6xco2TXUrIvVbFw1Wdd/Fd8xhGCbCOyO1W7bcFg2H/sS0qRHdsC7X5hhGjyHl\nMZq3ZN8/dGzX4ZqIb9V4w/qs551KvHG91FV9VKqe+19V/WK3HszYKTAR3rlwaqur/1AofI+pUyJs\ntXmkRt8huVRh48Y1Wc038IpFW16xskmieQs1m2fF1Iv/XtX7Wk8c08hfTIR3HiJ11dXPFcSbL5F3\npkTMA5bR13DKYzRtXpdVoeyIV6xs4iXqqdk0q0i9+HdVvdt67MBG3mEivHMQ3rpp4wuRhvpjnelT\nw8TNC5zRt5CSAvXU06bqjdnMlaKhI2lq2KCJ5i3tR88ygavLIvXi31Z1v93jBhh5gYlwnjN7xvuh\njWtWvxKNx49wPngvnO0RoYaR9wg45UXSuDG7SxX6XrHolFesbKFec1KIb1N178yVHUbuMBHOY557\n8onwwAEDp5Q5zmHOzGkmwEbfpLRQ3UTci9dkbwxE0itWXfXcnM8sSAqx58ZvUXXvovVVkoxeiIlw\nnvLYA/eH9h877o1BRbEKZ8a0kAmw0SdxhFD/mDSuX5G9Z1UWvWJlC/Xi1G6eVeS5zTerug9gQtxn\nMBHOQx574P7Q4Ucf8/qu/csqnBnvhvHcXJtkGLmhLKqJpiYvkcWlCrPtFStbqBenqW5lDOTLqHtf\nru0xegYT4TzjR7ff5kw66qiXh5b3r3TenxbGNQE2+ighh1BZVBrWLc/ac6r7vGJ1nUh0kMZK9xJJ\nLAHiV6DuN3Ntk9H95N2F2Jd57IH75dwvXfLisIEDD3dmvBvGtYUYjL6L9C/URGOdZmutYAl3v1es\nzhKJDtaistEiiY/BXQtNs4sgcTvq3Zxr24zuxUQ4T3jsgful8ogjntt9l8FHOe+/E7aVkIw+TcTB\nKY5K/dplWesbjQ0Zron4Vq+7vWJ1lEh0MEVle/sC7G0OQpuheXYRJO5CvStzaqDRrZgI5wGTKyuk\nYtKkp/cYMuQ4Z7oJsGFI/5jG67aqZule+NQr1ty8euZFooOJlY1CEgtSBDhAmwIhdu9D9aLcWGh0\nN3l1QfZFJldWyHfu/en9I/bY4/PO9KlhEuaIw+jjFIRwYtlbqnB7r1j5QyS6C7GyUTiJBeBVtRxJ\nGwMh9h4AjupRA40ewUQ4h0yurJArv/LVO8ZPOOQy5/13zROWYQAyIKbNW6s1O9PycusVqzUi0SEa\nK9sLJzEfvHbmP2sDxOfFUPffwOgeMdDoMUyEc8Tkygo55eyzrz3ptNO/KR+8FzJf0IYBEg0jkbA0\nrF+RlVpr4cAhOfeKlU4kuqvGyvYUJz4PvAxfDLwtkFhSjLqvAAO61UCjRzERzhETJh32hYuvuuZe\nZ/6cMFWb209gGH0AGVBE85bs+If2vWINyguvWEkisaEaKxspTvwj0K0dS+yuC+GuG4wm/gsUdIuB\nRo9jIpwDbvjihROvv+WWPxSsWRlhzapcm2MYeYEUFYAj2VmqcJtXrJV54xWrILabxkpHiNP8EWhN\n5zJJLCnEqxmHJh7CvGr1CkyEe5jzjj92xI23feMf/dxEiSz6OJRrewwjX3AGxGiqys5ShZ96xVqR\njey6TEFsN42WDheneS7QSQFOEp9fhDafjrq3Z8U4I6eYCPcgkysrBtz8zW/9c8SQIbs6c2eFc22P\nYeQLUlKAp542VW3ocl7bvGJV5YdXrIKiYYEAzwFqs5CjB81zi8G7HdUvdDYXERkiIo+JyCIRmS4i\nb4vIGVkw0OgAeXGR9gUmV1bErrjp5gcPqag4yJn5XsQWZDCMAH+pQrKxVOF2XrE09/PtC4p212jx\n7uI0zway5//ad+Yxtwi8PwIVHU0tIgI8CbymqqNU9RDgfGD3tHhWWehmTIR7gMmVFaEzLrjwR6ec\neeZkef/dMPHmXJtkGPlDaaF6ibhmY6nCwCuW5oNXrILiPYgWDxMnPgfohtkPWgfxj4tQ93lgeAdT\nHwc0qer927JTXa6qvxaRS0XkaRF5GXhRRIpE5EEReVdEZojIaQAiEhKRe0RkmojMEpGrknmJyNdF\n5EMR+UBE7g7CRonIf4Na9xsism/XC2Hnx95yupnJlRVy6NHHXPOlq67+H2fW+yGty0ZzlGH0EoKl\nCutWL+1yVkmvWDUb3835gKWCouFEi4bixGcD3TgwzNsMieWlhIe/goQ+Q+bt3WOBGW3sHw8coKrV\nIvJD4GVVvVxE+gPvishLwBeBalWdKCKFwJsi8gKwH3AaMFFVG4M0APcDV6vqQhGpBH4LHN/hc+5l\nmAh3M/0HDDj26ptuviu0+JOwbsrO1AvD6DWUFarb3ESivqZLwpn0ilVX/VHOBbiweASFRbvixD8E\nsrP4RJu4q8M4JcNwyh9EwucBmkGq7eKIyG+Aw4Fm4DfAi6qabJo4AThVRL4WbBfi17xPAA4QkbOD\n8DJ8ZyLHAw+qaiNAIOQlwCTgcb8lHLBpVoCJcLcyubJiv2/cdfev+zkUsWxxzh8OhpFXhIRQWUxq\nVnzSxYy284qV0/ussHgkhUVDek6Ak8QXRikYfzKELkPkwQxSzAXOSm6o6nUiMhCYHgSld2B/QVW3\n+6MCMb1eVV9MCz+RHadPOfi15vEZ2NansD7hbmJyZcVunz/jzHsnTpo02pn9QSTX9hh9kytuvYFh\nh4zhM58/YlvYHT/9IQefdBQTTj6aEy46gxWr/bnqjz35OIeccsy2T+GowXw4b2632Sb9ol6isU69\npq411xYOHAJ54BWrsGRPCot2wYnPokcFGAAP4h8Vg/crYFx7sVX1FSAqItekBBe3Ev154MbkhoiM\nTwm/Njl4S0T2EZEi4EXgMhGJBeHlqroVWJKsNYvPgR07x96JqGbScmF0hMmVFUUjRo2652cP/N8V\noQ/fL2DzplybZOxMlPYjdPgxuCu6PlDpzWlTKS4u5rL/dy0fPPcmADW1NZSWlALw64fv58N5c7n/\nx7/YLt2cBfM455qLmffqe122oUXCDqHd+lGzdD5eovMDFUOxYkqG7UnNpg9y6pQjWrKXFsQGiS/A\nORx46eyiRPZagYTG0k7/sIjsCvwcqAQ24Nd+/xcoAiao6o1BvChwH3AYfsVtsaqeFoyw/gFwKn7N\ndz1whqrWiMjXgYvxC+MZVf2WiIwM8h8KRIC/qOoPsnn6OyPWHJ1lJldWSCQSuej2H/zwnNDKZSET\nYCOXHDFxEktXLt8uLCnAAHX1dQwasKMr4r8+/Q/OnXxmt9kl5TGN123FSzR3vvaaJ16xoqWjtCA6\nMPcCDOCtF7x+u+AMeBgJn0Mb/cOquha4oJXdj6TEawSuSY+gfg3um8Enfd+PgR+nhS0FTsrgLPoU\nJsLZ59Brvva16waXlvRn2izziGXkJd++5wf8+cm/UxSN8eYTL+yw/x/PPMW/HvhT9xw8WKqwZnHX\n+oKjg4ep6zZpU+2KnHWrRUv31ki0PD8EOEl8UZSCspMgdBEi3fQnGtnC+oSzyOTKiqFHHP/Zbxx3\n4kljnVnvWz+wkbd8/5ZvsfitD7n47Av4f9/fviLz7szpxKIx9h89pluOLeUxba6pVjy303ls84pV\nnTuvWNHS0RqJlkso/gF5I8CA3z88rwi83wF75doao21MhLPE5MqKwiG77Xbzjd/4xuecOTPDNPX0\nwAzD6Djnn3Y27384c7uwv//nCS44/axWUnQNiYZxCsLSsK7zSxXmg1esaNlojRT2DwQ49565dkDr\nIbE8iiaewFo88xoT4SzhOM4Xbv/BD78YWb82ouvX5docw2iVT5Ys2vb76Ref5aD9D9i27Xke/3z2\nKc49tdMuidtEyou0aWvXxknk2itWrGwfjRT0k1AiTwU4ibs6hNaNQt3v5toUo3XsDSkLTK6sOOiy\n62+4efhuQwfLO1OsH9jIG75445W88e5bbKzazJ6HHcB3br6N5159kQVLFhJyQowaMZJff//ebfGn\nTHubPXbbnZG7d9QLYvtIUQRCQuOG1Z3Ow/eKVUjNxlk5mY4UK9tXwwWlEkrMIq8FOEnzx8UUjv8K\n8Azwdq7NMXbEpih1kcmVFYP2HjPmvnt+/8B5MvWNMPXZdNJu9EmyOEUpn3CG9aOpej1NVZ2rwToF\nhZQOH01t1Ue48S1Ztq49hFi/fQlHSgglZgI70QIszgCI7LMWCY2iW5xYG13BmqO7wOTKirCIXPn/\nvv2d42TJQscE2DBaobgAxdPOCnCqV6zcCPAYwpHinU+Awfcv7VWXoe73cm2KsSMmwl3jlDMuvOjz\nuw4ePIglC60sDaMlBEIDimjctKbTTci584olFPXbj3CkCL8PeCcT4CTxRUXAtWTgTcvoWUw4Osnk\nyorRAwYNOu+LV1xZKXNmRbBmfcNomdJC9dyExrdWdSp5KFZMYfkg6qvn9rwA99+fUCS6cwswAHFI\nLC1EE3/Cnvt5hf0ZnWByZUUBcMUtd353vLNudYjqzbk2yTDyk2CpwoYNKzsnoIFXrKa6nvaK5fgC\nHC5UfxDWzizAAe5aB23aG/WuzLUpxqeYCHeOE444/vgDxowdN0o+nmcjzA2jFaS0UOu2btFjTj6d\nI08/l0NP/gLf/ekvt4vz6wcfZcCY8VRV79jXG/O9YnlNdSt6ymQ+FeACDSVmSq8Q4CTxj4tB7wWG\n5NoUw8cEpINMrqzYrTAaPfu6W2493Jk3O6KJnWCagmHkgpDg9IuJt2IlTz/6AEWxGIlEgpMuvIyp\n02cy6ZDxrFyzltfeeoc9dhu6Q/JIST8iJWWydeP0nmuGFofi/mNxQmENJT7ofcuPaj24awsIDflf\nJNw9k8GNDmE14Q4wubLCAS6+7tavjytsbIjp2s7PdzSM3o70i2qisV69pgaKYjEAmuNxXNelvH8Z\nAN+6+17uvOXmHdPmwivWNgEO9U4BTpJYXgDeicAJuTbFMBHuKJPGjDug8qjPfvYg56PZ5hvaMFoj\n7OCURKVh7XIB3xPXkaefy76HHc8RlRWM2XsUz770KrvtOoRxY/bZIXlsyHCNN/egVywJUdx/XCDA\nuXEE0nN4EP+kCHUfAWK5tqavYyKcIZMrK/qJyEW33HlnJZ8sCNGYu6XTDCPfkf5RjdfXaHKtYMdx\nmPLU35nzxvNMnT6DF16fws/vf5DbbvyfbWmSjoOSXrEatvTQaGgJUVw+DickfUCAA7zq5Nxhc2mZ\nY0yEM2ByZYUA517w5Sv2H1BSMohli/vGjWoYnaEghFNUIPVrd1ykoV9pKSccfSQfzp3PspWrOPK0\ncznouJNZvW49x5x1AZu21lI0eCj1Wxb0oAAfgCNoKPFh37qv/bnD1wNjc21KX8ZEODP2KyopOfqs\nCy+qlLkfWjO0YbSBv1ThFsXz+3I3ba5iy9atADQ0NvLq2+9QMf5APn77FWa98iyzXnmW3Ybswuv/\n+hsjDpjQY16xREKUlB+AI56G3D4mwEDK3OFHgD54/vmBjY5uh8mVFVHg8itvunmkVG8OsaVzDgcM\noy+wbanCFSu3ha3dsJFrb/s2nufhecp5p5/C0ZMqt08nQsGAwT3mFUskTPGAAxBxNZSY3XcFyF3r\nEBo2BglPBv6da3P6IraAQztMrqz4woBBg876v38+cY68MyVCXW2uTTJ6OzvxAg7O0FJtrq+Wjq6U\nFIoVUzxsT2o3fdDtTjm2CTAJQu6cbj3WToFTDpF9liHhvdkplobqXVhzdBtMrqzYDZh8w9e/MYq1\nq8UE2DBaR4oiEHY6vlRhD3rF8gX4QIS4CXASrwq0YSCql+TalL6IiXDbnLnHnntGxldWTpBFC6zp\n3jDaQMqLaKpa3+Gm3WgrXrEOrDiHw4+7hKM+dznHn3QVAE/++1UmHf0lBg47mlkfLuiYfU6EkgEH\nITQRcud21MzeTXxxCXg/AYpybUpfw4SlFSZXVuwFVNzw9dsO0BVLRRobc22SYeQvxQWAatPmjolw\npKQfBa14xRIR/vPPX1FeXrYtbP8xe/HHB+/iK7fe2yHzfAE+ELRBQ+68vtsH3BpaC96WKE7/7yLO\nLbk2py9hNeEWSE5J2u/AAyP77Lf/WFn8SSjXNhlG3hIsVdjQwaUKM/GKlT5mZZ/RI9h71PCOmecU\nUDLgIBPgtpASVAqiin4VKM+1OX0JE+GW2Q/Y77qv3XIISxY6xOO5tscw8peSgmCpwo6tJtaeVywR\nOOO8r3DsiVfwyJ+e7pRpvgAfCFpnAtwSEkMj+7taMA5q1ws1K5vVS1hNuAex5ug0Av/Q50888siC\n3fcYvievv2QvKobRGiKEyoukbs3SDiVLesWq2di6h6rnnv4tuw4ZxMaNVZx5/lcZvfcIDjv0oMxN\ncwoDAa7RkNtDzj92FqQQzxmuEh4o1K0R1r0MXkIIF0cpGXYT8FNgU67N7AvkjcCIyDdFZI6IzBKR\nmSIysRN5nCoiX++iKeOBEVfdeNPhLFoQxnO7mJ1h9F6krFDd5mZN1NVknMYpKMzIK9auQwYBMGhQ\nOZNPOooZH8zL/BihQkoGHgi61QR4OyJ4ob1UC8ZDswdL/g1r3nSSjlVI1EHNcke9xDdya2ffIS9E\nWEQmAacA41X1IOB4oMMLiKrqv1X1x521Y3JlRQQ4/4TTTi8aWD5gV1Yss5vXMFrD8ZcqrF+/o3vK\nVhGhaOjIdr1i1dc3UlNbD0BdfQOvvD6N/cfstV2c1lwcOKFCvw/Y26Ih92O7hwEIoaHhqoUTIFEA\ny55DVr8muC0MON08JwpcC+zS01b2RfKlOXpXYKOqxgFUdTOAiCwF/gacBDQAF6rqIhE5FfgmUIDf\nZHKRqq4XkUuBCap6g4g8DGwBDgnyv1VV/9mOHYcCgy66/PIjnYXzI+bIxDBaR/pFNdFUj9dYn7HQ\nFQ4YkpFXrA0bN/PFy78JQCLhcs4XPsdxx0zkP8++wde//Qs2b67mvC/dygHjRvOPxz4dKe2Eon4T\ntFelIbf7PW/lPw6eM1QlsrtoUy2y5mWkaXPb5ZKoh61LRctGfkuc8I09ZGifJV9E+AXgOyKyAHgJ\n+JuqvgEoUK2qB4rIl4D7gFOBKap6KICIXAHcCnwtiJ/Krqp6uIjsBzwNtCrCkysrYsC5R59wYqSs\ntHSAzljZWlTDMMIOTmlU6pbNzzhJKFZMYfkgaje1v1bviOG7MeWlh3YIn3zyUUw++agW06QKsNPn\nBVhQZxclMkKINymr3hRpWJt5mWyeE6Vs5BXA3cCabjPTyA8RVtU6EZkAHAkcC/xNRJJ9En8Jvv8K\n/Dz4vYeI/B2/hlsALA7CUy8yBZ4M8p8nIkPaMeMooOT8Sy6ZJEsW5UW5GEa+4i9VWIsXb87swd7N\nXrGcUCwQ4E3quIv6tgA7g9HwSNRLIGvfQ2qXd7zb0W2EmqWOlu55gzih27vBSiMgL/qEAVTVU9XX\nVfVO/OW1zmopWvD9K+CXqnogcDWtL0zdnPK71RtzcmVFKXDmuPEHNw3dfY/hrFzet29iw2iLSHKp\nwszvk9a8YmWDbQLsbujbAuwMQAsORkMjlI2zkSVPC7XLO59f1YJC0OuAwqzZaOxAXoiwiOwjIqNT\ngsYDS4Pf56V8vx38LgOSDmovzYIJRwAFF1999aEsW+zYiGjDaB0pj2lz7dZtSxW2R9IrVl31nKw/\nb5xwUSDA63G8JX1TgJ1+aOQg1fAopWoRLH5C2PJJ1/ON10BTlQDndD0zozXypdm1BPiViPTHX8Xj\nE/wa7mSgXERmAY3ABUH8O4HHRaQKeAUYEYQr2/cLt/Z7G5MrKwqBybuPGFG7z/5jx/KGzQs2jFYp\nDOMUhqVhdWY12k+9Yi1q1StWZ3HCxZQMGBcI8NKs5r1TICV44ZEqUiRsWSJsnJH9Y1TNK9WCft+Q\nUMGfsp+5AXkiwqo6Azg8PVxEAH6iqrelxX8af6BVej6PAI8Evy9L21eWHj/gEKDo4mv+Z5SuXok0\nN7cSzTAMZ0BMm2s2C56XUfzAKxbxho4v7NAWoXAxxQMOgMQaHK8LTa47IxLDC41QCfUTalbAuueB\nzP6PDlO3BtQbAVQA73XPQfo2+V7r69Y5QpMrK0LAGYXRaNUhh06aKMuX5MVLiWHkIxKLQNiRhvWr\nMoqf9IrVsGVulgW4pI8KcCFeaLRqwUHQ2ACLn0LWvSvdJsAAKFTPj6kbN1eW3URei46q7tV+rC4x\nDhh83mWXl1K7VajN3OuPYfQ1ZECMpuoNGcV1CqIUDR5KbdVH2RXgSAnF5eNw3DXQZwQ4ghfaXSU8\nRGjYBCv/gyQaeq7/e8tihwHjTsV33tGyo2+j0+R7TbjbCFZKOg3Y+rmTTj4ytGxJQa5tMoy8pbgA\nBG3atK79uCIUDR3RrlesjhKKlAYCvBrcviDAITS0R+DlqtD3crXqFSGR/SlebeI1Q+0KVXWv7tkD\n9w36rAgDI4G9jj7xxFhJcXF/Xb821/YYRt4SKi+icVNmzh4y9YrVoeNHSikuH4vjrgI3+9Oc8gsH\nz9lNtfAQ1OsHK19BVr4oxHPYUle1IIbqzeR56+nOSF8u0OOB5rPOv/AoWba4L5eDYbRNaaF6XoLm\nLZvaFdVtXrE2zsyiAJdRUr4/4q4EN7P+6CR33/NH/vSX53EchwPG7sVD99/Ot+58gP/8920KCsKM\n2nMYD91/O/36lWTL3C4gqLMLREZAoglWv4XUd2yN5m6juRqat0aIDjidNjwPGh2nT9aEJ1dW9Acm\nDRm629YRe+892pxzGEYrCIT6x6Rhw+r275FUr1heCwsDdIJwQT9Kysci7ooOC/DSZWt44MGnmTH1\nQWZPfxTX9fjr4y9z4ucmMnfGH5k17RH2Gb0Hd9/zx6zY2iWcQWjBBNQZpqybjiz9j1CfZ94iq+aV\nqtts3rOyTJ8UYeAwgNMvuGCMu36dSyKea3sMIy+Rsqi6iWYvUdd+3262vWKFC/pR3H9/xF0G7ur2\nE6RRVlpMJBKmvr6RRCJBfUMjw3YbxGePq8Bx/EdfZcX+rFyV2WCzbsEpRwvGo6GRyqa5yJKnhJpl\nubOnLWpXAjoGOCDXpvQm+pwIT66sKMBflWnD4UceVRFau8oGZBlGSwRLFTasW9nucyKcZa9Y4YL+\nvgAnloLbuRrhgAFl/L+bzmf4Pmex215n0L9fKZ89rmK7OA8++gwnn3hoFizuIFKGRg5UDY9Wqhb7\nXq6qP+55OzqEQvUnBerFv5ZrS3oTfU6E8d/iSseMOyDab+CAgTYgyzBaoV9UE00N6jbWtRlNwmGK\nhuxBQ012vGKFC8op6r8fklgCXufvz0WLV3Hfrx9n6fx/sHrxk9TW1vPnv7ywbf9dP36EgkiEC88/\nocs2Z4wU44XHqkb2g5q1wqInhM1zeu74XWXLwjA45wL9c21Kb6EvivCxQM2p5557oK5e1frK4IbR\nlwk7hEqj0rCu/fESgVcsjTd2vVk3XFhOcf8xOIkl4GUwHaoNpr8/n8MOHcfAgf0Ih8N84Yyjefvd\n2QA8/Mdnefa5d/jzw9/pss0ZITG88BjVggOgfgssehI2vE/3OtroBtxGaFiXAM7MNImIDBSRmcFn\njYisDH7PEJFIO2lHisjsLtudx/QpEZ5cWVEO7C8imw+prJwga1baqGjDaAHpF9VEQ616zU1txsum\nV8TDn88AACAASURBVKxw4QCK+41BEou6LMAAY/YdzjvT5tLQ0ISq8tIr09l/zEiee+Ed7vn5Yzz1\n+N1Eo929QFABXmjvwMtVY+Dlaqr4LvJ3UrYuKVG36cpMo6vqJlUdr6rjgd8BPwu2D1bVVgfkiEif\neD73KREGDgKYdMyxuxaEIzGqNufaHsPIPyIhnOICqWtnqcKkV6z6LQuyJMD7IomF4GVnoNRBB47m\n4gs/zyGHf5kDKy4B4MrLT+OGr95HbW0Dn5v8FcYfehnX3nRvVo63PWG80J6qhQdDXGDpM8iaKYLX\nC3zT160GCR2M70GrM4iIPCQiZ6UE1Abfx4jIlP/P3nuHSXKW99r3U9U5Tg4bZ3dmV6u0WsWVhIQk\nRBBG2Jhgn88cGyeMjznw2WDjY/t8BmMfHI6NwWCMsWWCsY0JsgRLRgEQgtUqbI7a3ck593Sqrqr3\n+6N7ZmdWG2ZmZ6bTe1/XXttTXV391Ex3/ep93vf5PSLyKHCYedbFIrK1MHq+WUTaReSbIvKsiPxA\nRK4SkaiInJkVbxGJFX42l3+yq09V3GnAnEPW/cDka9/whrukv6ek/zAaTbEotCoEx764uC50xboi\nEfb46wnFtxcEePRKDvUS3vfet/K+9751wbZTh7+wou+xEBNlrlN41gvZKUX/d0SsK/v9lBzKgdSA\nTWTjm4B/WKmjznt8I3CtUqpLRNoAROQq4D+AtymlDonIY8A7lFIvishu4BNKqftF5EngdcCjwH8D\nvqKUKunetNU0Em4FNng8nsS1O2/YSf/lV3xqNFXHbKvC4Z5LCkfeFUtdsSuWx99AOL4dwz614gK8\ntsx3uapR9D6B9HzHwFo5286SYvpsWDnWb6zS0Z9RSs2v02oCHgF+oSDAEeAO8u1sXyCf4m4p7PvP\nwGwHvV8GPr1KMa4YVTMSBm4G3Ad+9o1byKSF5Eyx49FoSg6jNqis6YlLtipcKVcsr7+BYLwDsU+C\nW75TQ8poAk8bOBYMPI0k+yv/Bj81CGJcDWwAepdxBJvCIFBEDGB+qej5y/EngS7gbuB44XWThTnm\nBSilni4s5roXMJVSR5cR25pS+R8W4MHdtxrAK4DR+x944GZjoO+SK/I0mmpEgl7wGqRHLnFNXSFX\nLG+gkWC8A6OcBdhoQPluQRkbFMPPI51fE5JLNxUpS5QLM72uUurnlnmETvIDI8g30rnUNdkC3gj8\nkoj8P0qpaeCsiLwZ8hPMInLDvP0/B/wb8C/LjG1NqQoRBrYCNbGaGnvL9qu2M9BbWXM0Gs0KILVB\nrMnRS343VsIVyxtoIhhrx7BPgDux7OMUDaMW5Z11uTpWcLk6W+yo1p5EVxDXetsyXqmAfwLuEZH9\nwO3AzHnPL9hfKZUCHgR+R0QeBN4K/Frh9YeB18/b/9+BWvJzyCVPtaSjbwdyP/XGN3W4E+OOkc1W\ny3lrNItCwr5856NLdEqadcWaHnl22Tex3kCzCsa2iGEfB7fM5kslivJsUUgAJk8JYwer+2Y+PQRi\nXsUS+gwrpf5k3o93zHv8vwrPPwk8OW//TmBn4fEUcNu817z2Im9zF/Clwoi55Kl4MSrYVL4MGLll\n9+27zdEhv7bn0GgWYtQGSY9fvGOPeLwFV6wXWW6NqzfQQjDWJkbuOKgyEmAJ45qblZhRUVOdIiPP\nU3YmG6uBciE1lCOy/vXAQ8UOB0BEPga8BvipYseyWCpehIEdQEBEclu2dWxTz/6k2PFoNCWFRPzK\nVQ7W5MVbFYZaNqqcNU0uM7Ks0Z832KqC0c1i5I6CKmJf3KUggYL41gqJPhh+DFkBW86KYqY7ooIN\nvyimvyREWCn1rmLHsFSqQYTvAtI37r690UA8zJTJBUCjWQsEjNqgpIa6L7qLN16P4fOTHD2wTAFe\np4LRTWUkwD5cc6MST6OQGobBryJutrpTzxcj2Q9Nt90ORFg4r6tZJBW9MKuQir4RGLvr/vvbGbn4\nfJdGU5XE/Mqxc25u5sLp4St1xfLNCrB1pAwE2INrthVcrkzo/AbS/33BvbR1Z1Xj5iA7bpFPAWuW\nQUWLMNBG/hydG3btutYYG62Gkb9GszgMwYwHJT3cc+HrwEJXrCUf3hdarwLRTWJYhyntQZKJa2xQ\nyn8LOCFF93eQvscE+9LdozQFEl1R5VhvvfyOmgtR6aJ0DaAi0ainoXVdqzp2sNjxaDSlQyyg7GxG\nOenkBUX4SlyxfKENKhBeXxDgUhUzQRktCu8mIZdW9H1fJD1c6QOTlSfZDw27XgkILy0v0lyGShfh\n24DJ+1/3YJs9OWGbtq39ooHJmSTv+Lu/52h3DyLCp/7fd3L7jqsA+NuHH+X3P/05Bv/9M9RFowAc\nPNvJb338k8yk04hh8JO//Sv8Xu13UtaYBmYsIInukxcU2CtxxfKFNxIIrRMjdxhIXXGoq0He5Woz\nyskhAz9Gkn1afJeLnQLlGODpAE4VO5xyo2JF+MHdt9aR94vuuvWOO7abYyO+y72mWvidTz3EA7fc\nzH/+4fuwHYdkJu981DMyyvf2H2BzU+Pcvrbj8Mt/81E++7u/zfVtm5mYmcFr6nuZckdqAspOz+Ba\nmZeK7BW4YvnCmwiEWjFyh4D0CkW7ghj1KE8bykXJyH6R6TN6nchKkB6GyMa70SK8ZCr57q+dQmpk\n244dOxgd1l82YCqZ5EdHjvErr74fAI9pEg+HAfi9f/40f/4rv7Rg/+8+v5/rt7RxfdtmAGojEQyj\nkj82VYDXyLcqHLpwq8LlumL5wpsLAnyQkhNgowbl3YUytyrGTyBnHxGmzxQ7qsohNRRWjqUXZy2D\nih0JAzcBme3XXhv3B4JBpiaLHU9JcHZomIZ4jF/7yMc4eLaTm9rb+dvf+DW+t/8A6xvq2bmlbcH+\np/oHEOB1f/xBRqam+fmX38V73/SGYoSuWSGkNqhyyQTYL21VuFxXLH+4DX+oqSDAy/eUXnEkivK0\nKSQoTL0Iyyyz0lyG9AiI3FPsMMqRihThB3ffagK7gPF7X/PATndkSOmxWx7bcXjh9Bk++pu/zq3b\nt/GeTz3En/z7F3jqyFG++afvn9tPqdn9bZ4+epyffOSvCPp8vPqPPsBNHe3cd8P1RToDzRXhNzEC\nXkmcOfmSp5briuWPtOEPzgpwiZTzSAjXbMu7XE13iQw/h3a5WkWsKUBqyE8BDhQ5mrKiUrVpI/nW\nWLldN910tTk2olcRFdjQUM+Ghnpu3b4NgDe+7E72nz5L19AIN7/rPWz7td+kd3SM3b/9uwxNTLKh\noYG7rruGumiUoN/Pa2+5iRdOny7yWWiWi1EbUtb0BBdqVZh3xZpSuczIoo/nj2wpCPABSkKAJYDr\n2a6UbyekE3D6EWR4H1qA14DMWJa8OZJmCVSqCF9Ffrk8zevWr1fjY0UOp3Roqa1lQ0MDJ/vyLdce\n33+Amzq20vv5f+HUQ5/k1EOfZENDPc989K9prq3h1TfdyOHOLtLZLLbj8IPDR7hm06Yin4VmORRa\nFUp6+KWtCmddsdJTRxedrg1Etip/sLEgwNZKhroMfLhmu1K+XZC14czXkMGnBW0zuXakBqLKte8v\ndhjlRkWmo8mXJk21tXdEPB6PV6VLs0yiWHzkHb/GL/3132LlbNpbW/jn3/6fC54Xzl2HayJhfvsN\nr+eO33kfiPBTt97MA7fctNYha1YAqQ1iTb30hnTWFWtmYgkCHG1X3kCdFF+APbjmeiWeViEzAb3f\nROwZPe9bDNIjgnJfVewwyg1RqrJqqx/cfWsE+Dug543//b9ve+tbfu6N5nM/8Rc7Lo1m0UTjmC+7\nF6dn5RYTStiH1AbU9JkjCwVKhMim7dj25KJNOQLRDuUN1IqZOwDkVizGpWHgGuuUeDeIyiZcGdpr\nYJVhb+KKwoCON+VEzEagjNpkFZdKHAm3kS9NUlddc+16MzGl64M1VY9RGyQz/lLv9KW6YgWi25Q3\nUCNmbj/LbWl4ZQjKaFZ4Nxdcrn4gkh6q1Gm1MsOF7GSaQP0dwLeKHU25UIkf3rkJy61bt7bJ1KRO\nTWmqGon4cJWrspOjC7bPumKlJo4s6jsSjG1XXn+8aAKsjEaU7xaUtMLAXqTr6wbpoVV7v49+9pvs\nfPB9XP+63+Ojn/3mguf+5qE9mFf9AuOTpeyJXQRSg2HlOvcWO4xyohJF+GpgRkSob2lpVro+WFPN\nCBi1ITKj/QuEVpboihWMXaU8vpiY9gHWXICNepTvZpS5STFyAOn8qrBEI5GlcvhkDw996Qme+cqf\nsf+rf8nXn3ie0915we8ZGON7Tx9i8/qGVY2hLEmPmCj7tcUOo5yoKBF+cPetAnQAia3br4oZIiaZ\nEnPu0WjWkmihVWFi4c2of9GuWEIwvkN5fNG1F2AjjvLuUsqzVTF+CjnziDC9NuVxx8/0c9vODgJ+\nH6Zp8PLbrubh7zwDwHv//F/5y9/7hTWJo+xIj4Lh2QHodTiLpKJEGKgn/8e3b7r99nXOxIRT7IA0\nmqJhCGZNUDLntSqcdcVKThy+zPdfCMZ34PGGxbRfYM0EWCK43uuV8lwF0z3C6YeFiSNr894Frtu2\ngaeeO8745AypdJZvfn8/PQNjPPq9Z1nfUsfOHZvXNJ6yQdmQS2aAm4sdSrlQaQuz1lPwi9aLsjRV\nT8yv7GxW2fNaFS7eFWtWgEOY9n7WxOxCQrjmZiVmTEh0w9Cza/O+F2BH+3re9/bX85pf/RDhoJ8b\nrt5M1rL5i398lG9/+g/m9qu06pIVITPuwRe7Hni62KGUA5U2Et5MQYS3bN2iF2VpqhdTMGNBSQ91\nL/iOL84VSwjFr147ARY/rmdbweUqCWceQYaekWK7XP3qm+9j38Mf4sl/ez+1sQjXbtvA2d5hdv30\n/2LrK95N7+A4t7zxDxke09U4C8hOhJRr7yp2GOVCpY2E5xZl1TU3N6uTR4sdj0ZTFKQmoOxMckGr\nwllXrOQlmxgIoZprMD3+NRBgL665UYmnSUiPwODXEOcCrRWLxPDYFE31cbr7R/mv7zzDT778p7z7\nlx6Ye37rK97Nsw9/iLqaSBGjLEGsaVDOzZUnL6tDxfyWHtx9qwFsAUZ3XHd9DY4L2RLq5qLRrBVe\nAyMckJnOY3ObFueKZRQE2KdMe78UkkqrgIky1ys864TMJPR9C8klSkZ8Z3nLuz7C2GQCr8fD33/g\nV4lFQguen+8sp5mHNQVibit2GOVCxYgw0Ah4Afu6m25qcacmXd16XlONSE1Q5ZLTKDuXVwkRQq2b\nyaZHlJObuohyGIRqr8E0vcq0X1gldTFwjda8y5U1g/Q8hmTHS1bJvv/v77/k86cf/+gaRVJm2ClA\nwkANoGtEL0MlifA6Ck0bWjdsrDXSyUo6N41mcfhMjODCVoWXdcUSg3DNtRimpzACXmlmXa42CbmM\nou8pkfRL3bs0FYQ9k8IXvwa9OOuyVJJQtVGYwGppbak30mlTr1vUVBtSF1RWYhJcVwA8BVesmdGL\njG7FLAiwsToCbDSiPG0o10YG9yEz3ZW2GFQzH8ML3ig4dhj4KbQIX5ZKEuGrgQRAY0NjI2OrZ2en\n0ZQiEvBgeD2S7s4bcIhh5NPQF3PFWiDAl1qstQyMOpSnDZShGD0kMnVKj3wrBTHAG8mLrS+K8sYV\nvhrEFxEMAxzbVQoD171GDH3PdTkqQoQLTlkbgHGAaE1Njeo5U9ygNJo1RupCZKfO+UMXXLFUNtnz\n0iuhmIRrr8MQVlaAjTjKbFOID8ZPCIv0pdaUIJ7QPKGN5YXWHxVMP7g2jm27Tk6JnbUll8iQTfRi\nZywAIxCPULOpJW5qDb4sFSHCQKDwzxYRgtFIWKV0D2FN9SAhHxiiMqMD+TR0wRVreuTZl4igiEm4\n9npEXGU6h1ZGJCWC62lTIiFh6qww+vyKHFazysymj/NCi/LFXfHHRbwhQbm4tq0c21VOzjVy01ms\n5CjZxNy19aISa1s5BPQK6UVQKSJcS2E+eENbW1g5jsIpRps1jaY4SF2Q7MSQwKVdsUQ8BQF2VkaA\nJVhwuYoLiR4Y+jbFNtnQnE8hfeyblz72xxFvRDBMlG0rx7GVYynDzuQMazRBdmYY17Yhv9h1yZ8T\nJ2shptGSf3P9gbgUlSLCNbMP2q+6qtZJJh2zcs5No7kkEvGhlKuyEyMCc65Y5DIjCzsniYdw3fUI\nNqZz+MoEWPy4xiYlnnohOQBDTyJuTqeei4kZnCe0MYWvRokvZuA5L31s2ZIbzZBN9M2mj5cltJdC\nuQrluraYZjMwsJLHrjQqRahqARNgw+a2GlLJIoej0awRhVaFqeEegYu7YuUFeCeChelcSTMEL665\nQYmnWUiPQe8exE5r8V0r5qWP8UZxfTWu4YsL3pCAKqSPndn0sVjJMbLJ5OxYdE1naN2cYxmmuQ4t\nwpekUkS4mULerWXd+lozk/YWOR6NZm2I+pVr58glJuWcK9bCxVBieInUXg9kMZ3lWrmWh8tVZWCA\nNzwntMo3f/WxB2XnlOPkhdbO5AxrbIZs4srSx6uBk7PxBHzrgeeKHUspUykivB7IALS0tDRKOmXo\nGmFNxVNoVZjs7zzPFWt67iIshpdI3U6EDIa9HAE2cI0WJd6Noqwk0vs4khkriYt82WMGwBcrCO1s\n+jhq4AkU0seO6+TcfPp4LEt2ph87nYUSEtpLYVs5nz9voqS5BJUiws0URLi+vr6e/u4ih6PRrAEx\nv3KsLHYqIf76lpe4YonhI1K3E1RKGc6xJV60BWU0gXcz2Fno/xGSGij5C3/JYXgK6eNYIX0cL6SP\nw/n0sZNTTs5VTk4ZuURWrJnxoqWPVxrHygWUUutF9MfmUpS9CBdqhJuAIYBITTyuTuvyJE2FU2hV\nmOg5dUFXrPkCbC5VgI1GlGczynWVDD0rkujSV9FLIudWH8+lj+OIL5pPHzu5wjxtYfXxeJJsYgQ3\nV1rp45XGydmiHLdDPNrF/1KUvQgDEfLn4QD4gqGgyqSLG5FGs8pIPKjsTAqVy0qobccCV6y8AN8A\nakaZzvHFX+CNWpRnS97lauyIyOTJihSHZWMGCkIbQ3mjCv/s6uN8+ti1bde2lThZR3JjGbIz/eTK\nKH280jg5G4XaXOw4Sp1KEOG5GmGf328YhmE4jlPkkDSaVcRjYET8kuw8/hJXLDH8ROp3gptQpnNi\ncRd+I4YytyjEJ0ychPErLF8qZ8RzbkTrjaL8Na744iJz6WNbuTlH2bPp4+Q42Zk0uC6Uefp4pXFz\nNoK0FjuOUqdSRFgA6hoa/W4u51AoV9JoKhGpCahcchojEJT5rliG6SdctxPcKWU6i/BqljCuZ4sS\nCQvTZ4WRF6gOXwXJrz4uzNW63pgr/hrJrz72opyccm1H2TnXsLN2Pn08M4JrVXb6eKVxcjYY0lDs\nOEqdShDhOIU70Nq6Or9r51zRIqypVHwmRsgnye4uIhs75lyxDDOQnwN2J5VxOQGec7mqERK9MPRd\nznfWqgjMwELvY38N4otJPn3s4Nq2sm0Xx3KM3HiG7MwguVQGtNCuCK7jIiLBYsdR6lSCCMco3L7H\n6+oCbi7nagXWVCpSG1RWYlKCTeuVncu7Yp0T4AllOBfpGQyAD9fcpMTTICQHYehRxLXKW2zEnJc+\njinli6u893FYgLn0sZNzjVzCIrswfVze517qqLlCUT+QLWIkJU0liHCYwm18LB73k8vpEmFNRSIB\nD4bPI04ijSccITG6XwwzWBDgMWU4py8iKh5cc+M8l6uvI3aqjARofvo4ivLGXV6aPsbOueJkbbEm\nUmRnRnF0+rjoKFflxJQ4MFzsWEqVShDhKAURjsZifmztX6upTKQ2SC41TbChhZmJI/MEeFQZzpkL\nfO5NlLlO4VkvZKcU/d8RsaZK9/th+sEbKwhtNG9e4Y8ZeIJz6WPHdrEvnD7WlCDKdW1MI4YW4YtS\nCSIcplCeFI5G/di2/kJqKg4JecE0MHwBsulhpZQtkbqd4AxjuJ3nfebnu1ylkN4nkMxoaazcFXNB\n6zx8cZfz08e2oxzLNXJJS7LDE2QT/Tp9XKYox3XwEi92HKVMJYhwiMJIOByJBMS2S+Nio9GsIFIb\nQrk2GEpZ6QGJ1F0P9jCG2zl/L5TRCN62vMvVwNNIsr8IwnV++rjQEN4XFcz5q4+V4WRzhjWZIpvQ\n6eNKxM3fPMWKHUcpUwkiPDcnHIpE/IZj63VZmsoi7EMMAfGQnjpRGAEPYrhd5/YxGlCetoLL1XMi\nifNHx6uA6T9faBemjx1bOTlX2ZZj5CazWDODWEm9+riacPOeDXokfAkqRYQzAKFQKCC2LXpllqZi\nEDDrQohpYKWGCMW3gz2A4Rb80Y1alKcNlKkYOyYyuQSHrEW9//z0cTSfPvbF84uikHOWjJYycsms\nWMOTZBP9qHPpYy22VYyyXRM9Er4klSDCQWAGIBIOh7FzRQ5Ho1lBIn4Qwcll8AbqMZwBcLtBYihP\nm0ICMHlKGDt4BWIn4AldwPs4tiB97OSU2NmcYU1myCbGcaxc4cVaaDUXRiklgG4tewnKWoQf3H2r\nQb4GzQEIBkNBLN28QVMhGIJZGwRcDI8PsXvBHcf1XKvEjIia6hQZeZ5Fu1wZvrzQ+mKFUW2NEl9M\n8IYWpo9zs+njIaxkGrTQapZLXoT1Op1LUNYiTF6A57LPhiHGvAJxjaa8ifry/4sgzhCuhJT41udd\nroa/h6gLuFyJOdfRZ2718YXSxzkluWRWrJEprOmB2QU0Wmw1K0rhaqzX6VyCihJh13UddO9KTSUg\nghkPoXAR5aDMJkgNw+CjiJuTfPq4Yc4pKm/JGBVMH8rJd/RxbCV2xjasyQzWzDh2VqePNWuMHglf\nlooSYcdxXS3CmrLH60EMQbkuIgKuQiW6UIZf2Phq5Lz0sZNzDWsqi5UYnk0fg77waUoDQY+EL0m5\ni7Bv/g+u67qIvvZoyhtp3ZBfXSwqL7Yu5KQZO53FGp0mOzOAa+v08Vrx3g/8IY899X3q6+p47Itf\nA2BiapLf+l/voXegj43r1vMPf/kR4tFzi4D7Bvq5780P8t7f/J+84xd/tVihFx2lR8KXpdx/OQsm\ngF3HcfQlSVPWXHsDasNmEEEhOEpQGPgjQbzhoPIG/coXDmF49OBirfi5n34jn//4Py3Y9vef/ifu\n3n0nP3zk27zstjv4+08vfP5PPvwX3H/XPWsZZqmiR8KXodxFeMGyUMd19EhYU7aom3bjrtvEgaPd\nKBSnR/sQw2BsZowTvccZz04IMS/R9fU0X7uV5mu3Et/UrEL1cTwBf7HDr1h233QL8djCUtfv/uBx\n3vL6NwDwlgffwLef/N7cc9964ntsWr+RbVvb1zTOkiQ/EtYifAnKPR29UIQdRy/M0pQl6o6XY4ei\nHDrShWXZuK7LZDbJ/v4Xub5lC0FfkN7RHsamR+c+4NFglFioRoLhuBvzNBhiGFjJjLJmUmIl01jJ\nzKxphmaFGR0bo7E+36++sb6B0bExAJKpJP/w2X/mC//waf7hcw8VM8TSQERRKCG99G7iAAfJa9Ix\n4G1KqfRF9v1l4Gal1LuuPDz5AJBQSv3NlR5ruVSeCBtahDVlhGGg7nqFyohHjhzuwnbyH2nHdfEa\nJgkrzb7ek+xqbVftrR3SOXyWXMGQJpFOkEgnoJDR8nl81IRrJFwTUfH6GB6PV+xcjmwi5eaSaSOb\nTONktZnNSiMizN78f/gfP87b3/rLBINBlC6XnBXXxfQSTimlbiy85vPAbwJ/e5F9V/IXW/Q/UkWJ\nsO04jk5Ha8oGnw911ytUImvL8VM9uO6564HrKOUxPfnOQrg8P3BKrmrYqDpat0nXcBepbPIlh7Ns\ni+GpYZganrsTjYdriIViRjBS68a9TQZAdiZdGC1nsFIZdG390mmor2d4dISmhkaGRoZpqKsDYP/h\nQ3zjse/wfz76f5lOJBBDCPgDvO3nfqHIERcHMQyXgq3wEngKuF5EaoFPA1uAFPAbSqlDC44v8nrg\nj8gv0h0D3qqUGi6McDcVXrsJ+IhS6mOF1/wR8Evk2yv2AM8t7+xWhooSYZ2O1pQNoTC87F7Gp1Ly\n4tmhl+ig47p4zYVfzxOjPbIh1sjm5jYGxwaYSI5f9m2mkpNMJSehMFoO+oLEwjUSqgurcFMtpumR\nXDarsokUuWRGssk0bu4CJiCaBbzq5a/gS3se4Z2//Ha+tOcRXnPvKwH4ykOfn9vnw//4cSLhcNUK\nMIAY4rK4kXB+fxEP8ADwTeCDwHNKqTeIyH3A54AbWVgR8EOl1O2F1/468D7gdwvPbQfuI+9dfUJE\nPgHsAn4euIG8nebzwLPLPsEVoBJEeO4P4jiOKyLFzy9oNJciXgu772JgeJKu3rEL7uLYrniNl349\ne6dHSFgprmncTMAfUAPjS2tVmLbSpK05K0oMw6AmVCORcFSF4/VujddrKMclO5NyrWTasGbS5NKL\nvoZWJO/8g/fwk+f2MT45ya2vvZff/c138c5feTv/4/d/hy888uW5EiXNSxHDUMAF53bPIygiLxQe\n/wD4F2Av8EYApdQTIlIvItHzXrdRRL4ItJAfDZ8pbFfA15VSOWBMRIYL+9wNPKyUygAZEfkqRS7z\nqwQRPveD47pKj4Q1pUxTC3LjbXT2jjIwNHnR3VxX4TUuvKh0KpPkub6T3NDazpaWdtU93CmOe9m1\nLxd5H5fxmXHGZ8bnao7D/jDxcI0RbIi60eZ6MUxDrPTsaDktVjIz26KuKvj7P//wBbd/4ZOfvuTr\n3vOO/7ka4ZQVBRF+6dzJS0nPzgnPvTZ/LT//gn7+GOtjwF8rpfaIyD3AB+Y9Z8177JDXO3XeMYsu\nGOUuwgv+II7ruErEpfxLrzSVyKY25JqdnDozxOh44pK7WjkHX8Bz/gXj3POuzb6+E7KzeYvqWLed\nzqGzZHNLnXq7MMlskmR+ztkA8BgeaiK1EolHiNZFldfjEcd2yCZSykqmxUqmsTPWpQ+qqUoMSASa\n+wAAIABJREFUU6DQ5W4Z/BB4K/BnInIvMKKUmpGFA60Y0F94/Mvztl/oe6PIj7I/IyJ/Tj4d/SDw\nyWXGtyKUuwgvGAknE4mM6/E6hhZhTYkh266G9m0cO9XP5NTlO31lszmiYf9FRXiWg0NnZWttq9ra\n2i69oz0kUtMrFfIctmszOj3C6PQIs/FEgzFi4XihPKrREEOwkun8aDmVESuZRrl6YqjaEcMQFjcS\nvtCH5QPAv4jIgcIx3jZvXzVvny+JyATwOLD5AvucexOlXhCR/wQOkF+Y9cyiTmQVqQQRnrtIjY+O\nziifTxdGakqL625Uav1GOXysl5nk4karWcumzgwvKlV2ZmJAZqw0HQ0bGZkaVqNTI6ueYkukp0mk\np2F+eVSkVkK1YRVqiCuPxyu2ZalsIoWVzItyof+wpooQwzCAS6d9AKVU7ALbJoCfvcD2zwKfLTz+\nKvDVC+zzJ+f9fP28xx8CPrSI8NeEihLhsZGRJH7tHKQpIW65Qzm19XL4SBfpzOJFKJOx8BZKlBbD\ncHKSGSvDzuYtBH1B1TvaI2tZp2rZFsOTQzC74AuDWDgm0VCccKzWrfGcK4/KJlKSS+nyqGrAMA0/\n+RGn5iKUuwgvqKUY6u9Pij9Q9Il2jQZA3XmvygVCcvhwF1ZuaQuZ0tkcnosszLoYqVyGZ/pOyI0t\n7aq9dRtdQ2fJOcUZfbq4TCYnmTyvPCoeqZFQfVhFmgvlUZn8gi8rlRZrJo1rV8+Cr4onb2KyqJFw\nNVPWIrxn7z7nwd23psifh93f05M0/fnVLBpN0TAM1N33q7Qy5MiRbhxn6TMklmVjiCAIaglFd65y\neW7glOxo2KTa122T7uFOUtnLz0GvBWkrTXp8YXlUbbhWwtGIitY0uJ5CeVRmJuXmZtKGldTlUeWM\n6TFRrpoWU/Ql+RKUtQgXmCJfH2ZPjI1mRQRlmlBFJRSaEsLnR939CjWdysmJF3txryDd6ioXr2li\nOUs3zzg+2i0b441sbt7CwFi/mkxOlFyGyHVdxhJjjCXGzpVHBSL58qjGqBttrTcMw8BKZVQ2kRIr\nlcFKplHLuKnRrD2Gx4T8vK7mElSCCE8CrQBKKaxMJuvx+YOkS+PuX1NFhCNw572MTszI6c4rnwZz\nXKU8hkeWI8IAPVMjJLJprm7cJAFfQA1ODJScEJ9PMjNDMjMDs+VRppfaSK2E42Hi9THl8XjEsW0y\niZTKzeQXfNlZXR5VihgeE4UaKXYcpU4liPAE55alk02lUh6/FmHNGlNbD7fdSf/gBN19l7eTXAyu\n6+IzPaSuYFp3MjPDc/0n2dXSQdAXVN0jXcs29igGtpNjZGqYwpVcAGKhOLHQvPIoEbLJtFvww5Zc\nSpdHlQKG14Mgg8WOo9SpBBEeI5+OBiCVTCYjPn+9/gpq1oyWdcgNt3C2Z4TB4akVO6zjuMprmlc8\nerUcm2f6jssNzVtVx7ptBWOP8p1rnU5NMZ2agsJo2e/1Ew/XGuHasAo11iiP6RHbslRmzuErjWNp\nP+y1xvSYYEhPseModSpBhMeZdx6JxPR0ky5T0qwVbVuRHddz8vQAYxPLNQa6MK7r4rmAf/RyOTB0\nRtrr1qmtrR3SO9I92wax7MnmsgxPDsL88qhIjURDUcKxOlXj8YlSiuxMSlkzackl01jprC6PWmUM\nj8c2DKOv2HGUOpUgwknmOaNMTE5O0dxQxHA01YLsuBbV1s7Rk31MTa/89IdjK+Ni/tHL5fR4v8xY\nadobNzEyOaxGp1ff2GOtcXGZnBlncmYcCsIc9IeoCddIsD7sRppr5Vx5VHLOTESXR60snoAvDXQV\nO45Sp1JEeG655OTExIy7YZ0jsLJXL41mPjtvVm7LOjl8tIdkanVSuznbwevxrLgX+tDMBEkrw3XN\nWwj4gqpvbG2NPYpBOpsinS/VMgBMw0NNpEYi0YiK1kQK5VEOmZm0Lo9aITx+r8u5rkaai1ApIjzH\nxNjYjOvz26YWYc0qoW57mXJjtXLoSDeZ7OqZYViWjT/gXZVjz1hpnu07Lje0dKj21g7VOdQpdpGM\nPYqB49qMTY8yNj06Vx4VCUaJh+JGoDE2Vx6VTWWUlUiJlUxjpTK6PGoJmF6vHzhb7DhKnUoQ4Rnm\nWVd2nz0zQShcxHA0lYy66z5leQNy+EgXuSW6YC2VrGUTNf2rli62XZfn+k/KNY2bVce6bXQNd86O\nFquSmXSCmfw8+ZwfdjxcI+GayFx5lJ2z57V0TGOv4k1YOSOGgeTdsnSJ0mWoBBFOMk+Ejx86NOaJ\nxrRrlmZl8XhQd71CpRzk6NGeZblgLZVsNofXXP2v6NGRLtkUb6KteQv9Y31MJS/e57iasGwrXx41\nNQyFa0w8XCPRUIxgtNaNz/phJ9PKSqSwUhnJJTNUemp/MZh+L8p1B8Uw9S/jMlSCCGfJzwkbgDs8\nMJBxHdsRv98kq+d0NCtAIIB62SvUVDIrJ04PrtlFNp2x8BqLb+JwJXRPDTNjpdnRsImAL6iGysDY\noxhMJSdnb1IMgIAvQDxcK6G6sAo31irT4xE7a6lMIklutntUrvrKozw+LwqlU9GLoOxFeM/eferB\n3beOAX4gDZCYmJyMhSNNWoQ1V0w0Crffw8h4Qs50rW1mLZO1MI21a409nk7w/MApdjZvJegLqO6R\nLnFdPQd6KTJWhow1ALPlUWIQD9dIJBwlHK9XNR6vKOWSnUm71tyCr8yFu+dWEB6fFxHjWLHjKAfK\nXoQL9AHbKIjw6MjISDwcbVLjY8WNSlPe1DfALXfQ2z+hegfG13xk6Lp5K1aPYWKvkctVxrZ4pu+4\n7GppVx2t2+kcOotl65vZxeIql4mZcSbmlUeF/WHi4bgRaIi4keY6MU1DrHR2LoVdieVRnoAva5jG\niWLHUQ5Uigh3Aztnf+jr6x3csq3jalnh0g5NFdG6AbnhJs50DTM0Ml201KyjXLxrKMKz7B88LR11\n61X7ug7pGemeXbCkWQbJbJJkNgmzftiGh3ikViKxsIrWRpTX6xXHdubMRKxkBjtT3jc+3qA/Axwt\ndhzlQKWIcD/zBLf77NlRd9eunJlPUWs0S0K2dMBV13Dy9OCKu2AtFdd1lcf0CPbaNyl4cbxPklaa\nLY2bGJ4YUmOJUT1PvALYrs3Y9Ahj84xSosEosVCNBJsKftiGYCUzKu+HncZKZlBlNDXgCfj9wMFi\nx1EOVIoIjzHPsOPYwYPDxtvepkfBmqWz4zrU5q0cPdHHdCJd7GhwXaXWanHWhRiYGWfGSnNd0xYJ\n+IKqf7y34o09ikEinZi1EZ0rj6rJl0epeH0Mj8crdi5HNpF0rWTGsJJpnBItjzI8JiLYwFCxYykH\nKkmE5y5URw8emDB8fkN5PGBX38pEzfJQu25VNLXIoaM9pErELclx3DUpU7oUCSvNvv7j7GrpUFtb\n2uka7hR7me0VNYvDsi2Gp4ZhavicH3Y4RjQUM0KRWrfGWyiPmkkXRssZrFSmJPywvUE/rqtOmEal\nLz9bGSpFhKcBh7xLluM6jkpMTExGorF6JlamrZymwrn9buVEYnLoSDfZEhphOI4Sr1l88zfbdXm2\n/6RxbWOb6li3na6hs6St4mcKqgUXl8nkJJPzyqOCviDxcI2E6iMq3FSLaXokl80WzEQykk2mcYtQ\nHuUN+hFDnlnzNy5TKkKE9+zd5z64+9ZeIA4kAIYHBwei0Vi90iKsuRSGgXrZfSpr+uTw4W7sElul\natuOeA2PYl6mp5gcGemUtpoW2lq20j/ay1Rq5Vo3apZG2krP3gjlR8uGQU24ViLhqArH690ar9dQ\njkt2JuVaybRhzayNH7Y3FEgahvHsqr9RhVARIlzgNHA3BRHu7Dzbt+W6a6/WjRw0F8XjQd19v0rm\nlBw72o1Tgo3gczkHX6h0RBigc3KQ6WyKHY0bCUwH1dDkYMnEVs24rst4YozxxNicH3Y4ECYeqjGC\nDVE32lIvhpEvjzpnvZnBdVb2xtMXCjjAoRU9aAVTSSLcCdw/+8OLx48P3XPnHbqRg+bCBEKou+5l\nMpGRk2cGS2Eq7YJkLZt4pPQW+Y+np3m+/xQ3tGwl4AuonpFucVX5rN6tFpKZJMnMvPIo05MfLccj\nROuiyuvx5MujEillzfphZ65sJb7p9YaAI1cefXVQSSI8zDwfmh8/+UTfO37nPV5lGHnXA41mlmgc\n7rib4dFpznaPFjuaS5LN5vB6IiU50szYFvt6j8vOlg63Y902yRt7rH0plWbx2I7N6PQIo9MjUBgt\nR4MxYuG4BMOF8igRrFQ6P1oumImoRWaJvEE/SrmDglm9nUCWSKWJ8NzFamJszJqZnJgMx2vrmNDO\nWZoCDU1w8+309I3RNzhR7GguSyabw2uYJSnCkK8L3D/4orGtboNqX7dNuoe7SGaKW1utWRqJ9DSJ\n9DTMlUf5qYnUSqg2pEINceXxeMW2LJVNpLBm/bCtCy9e9IWDAD9cs+ArgEoS4WnytpVeIAdw9vTp\n09fV1dUyMVayFzHNGrJ+E3L9Lk53DjM8Ol3saBZFOp3FUwKroy/HqfFeSebStDVtZmhiUBXmJTVl\niGVnGZ4chNkFX/nyKImF4oRjtarG0yQoyCZTbjaRNnKpc+VRvkgwaZjmk0U9gTKjYkS40MjhRWAr\n+bphDh84cPbqn/7pndo5SyMd26FjBydeHGB8MlnscBZNznYRBEMEt1Qnrgv0J8ZIWGmua2qTgC+o\nBsb6ROlS0bLnvPIogUJ5VKTGCNWHVaQ5Xx5lZy3X9HkDaKesJVFprlIHgPDsDz964vFuT319xdxo\naJbJNTuVat/B4eO9ZSXAszjKxWOUx8c4kU2xr+8kIX+YLS3tyiyTuDVLI22lGRwf4MzQaTned0yO\n9R5hPDNhkDfoeK7Y8ZUTlSbCncxbnNVz9mwym06niMaKF5GmuNy4W7nrN8vBo90kZjLFjmZZuK6r\niu2atRRs12Zf/wnJug4d67cR8AWLHZJmlXFdl0wug+u6+yhMB2oWR6WJcG/h/7nz6unq6pK6+iKF\noykm6o6XK7uuQQ4c6SKVLt9Vu66b76RUbhwePiuD0+NsadlKLKRvhCudcCCcMw3zG8WOo9yoKBHe\ns3efBZwBorPbjhw8eNqpqSvfK7Bm6RgG6uWvVBlfSPYf6SJrlbfPseOoshoJz6dzaoiTo72sb9hI\nU01zyUwQ/3/v+2PuueU+fvaBN81t+9jffJw3vfYtvPmnfo5ff+vbGewfnHvunz/xEK+77/W8/v6f\n4ekfPF2MkEueSCCaFhG9MnqJVJQIFzjAPBF+5qmnuo26Br1Ss1rw+VD3vlrN2CKHjvVg2+VfI+44\nrpSrCAOMpqZ4of8UNZE6NjW1KUOKf9l5w5vfwCc/+4kF2371Hb/CV775Jb78jS9y36vu4x8++kkA\nTp86zbf2fJtHvvMwn/zsJ/izP/4QrvYeWICI4Pf6g4D2jF4ixf82rDynmVcvfGT/C+MuuARDRQxJ\nsyaEwnDPqxifycrRU324JWhDuRwc25VyTEfPJ21b7Os9IabhoX3dNrweX1Hjufm2m4jFF6bIw5G5\nNZ2kU2lq6moAeOK7T/Lan34Ar9fL+g3r2bR5I4cOHF7TeEudcCCC4zpHyJeJapZAJYpwN3kRFgCl\nFAO9PT16XrjCidfCXa9gcCTBqTNDJWtDuRxytoPP8JT90MvF5fnBF2Uqk1IdrdsIB8KXf9Ea83f/\n92O86mWv4dEvP8qv/49fA2B4aJjmlua5fZpbmhkeHC5WiCVJLBTLmob5n8WOoxypOBHes3dfEhhg\nXqnSsSNHX3Rq6sp7YlBzcZpakNvvprtvjM7e0rahXA5WzsZneitmSuXEWI90TQ2xqamN2khdSd0u\nvfv33sV3f/RtfuYtP8Nf/ulfXXQ/qZi/xsoQDcZyIqIXZS2DihPhAgfItzUE4EdPPH5amkpnUYhm\nBdnUhtx0G6c6h+gfmix2NKtCNmtTznPCF6JvepQjQ50017ZIa916JaXTJAqA1/30T3HkYL4HQVNL\nE4MD5xZpDQ0O0dTcVKzQSg6fx49pmDl056RlUakifJJ557b/mb2juVwuQ7ymiCF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xWZCVmQJOkOiHK6ZAiiZ3EfW1Zc4gHwN4gqWvtN3jz9hwfyWtzuej5y7NF1Ze2hwKwz0dTajbKd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\n5y0A3gPwY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Se2qzrSL3AO/soqzu9rPZMjP7B5CWdKSZrSD6UXGjpNeAJ4DfmNk9mxVg9mcz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\nEolh0d7Oj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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1098,21 +1098,21 @@ "metadata": { "celltoolbar": "Raw Cell Format", "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.5.1" } }, "nbformat": 4, diff --git a/13-Pandas-Data-Science/pandas-select-apply.ipynb b/13-Pandas-Data-Science/pandas-select-apply.ipynb index d093e9c..7ea2494 100644 --- a/13-Pandas-Data-Science/pandas-select-apply.ipynb +++ b/13-Pandas-Data-Science/pandas-select-apply.ipynb @@ -296,8 +296,8 @@ { "data": { "text/plain": [ - "lat 51.48129\n", - "lon -0.4510112\n", + "lat 51.4813\n", + "lon -0.451011\n", "date 05/14/2014 09:07\n", "city West Drayton\n", "country United Kingdom\n", @@ -485,9 +485,9 @@ ], "source": [ "# you can set values with .loc as well\n", - "print df.loc[0, 'city']\n", + "print(df.loc[0, 'city'])\n", "df.loc[0, 'city'] = 'London'\n", - "print df.loc[0, 'city']" + "print(df.loc[0, 'city'])" ] }, { @@ -1758,7 +1758,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 34, @@ -1767,9 +1767,9 @@ }, { "data": { - "image/png": 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THmgL7ExXxUVERCS/JEo6SoH3o9Y3h9sSlekOQUuJmb0BbAMWufuqllVXRERE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\nsFO4/RhI+e/JgaOi4hwX1n1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fsHv3bl566SXeeustzIxrrrmGW265ha1btwJQXV1NeXl5necYNGgQM2fO5Pzzz2fFihUA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\nPmKxLRQXP51Qdm6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Olt9zhC35/q+71vgccbp3/f3AlYNJOMm2Aw97CXB5P30GcGiShyV5LPBE4JKFBC9J0ihb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\nYII=\n", 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1938,9 +1938,9 @@ "for _, row in df.iterrows():\n", " start_year = row['start_year']\n", " if start_year > 2004:\n", - " print start_year + 10\n", + " print(start_year + 10)\n", " else:\n", - " print start_year" + " print(start_year)" ] }, { @@ -2271,35 +2271,35 @@ " \n", " \n", " 0\n", - " 1001\n", + " 1001.0\n", " 1000.5\n", " 1000.5\n", " 0.5\n", " \n", " \n", " 1\n", - " 1005\n", + " 1005.0\n", " 1001.0\n", " 1001.0\n", " 4.0\n", " \n", " \n", " 2\n", - " 1004\n", + " 1004.0\n", " 1002.5\n", " 1007.5\n", " 5.0\n", " \n", " \n", " 3\n", - " 1003\n", + " 1003.0\n", " 1002.5\n", " 1007.5\n", " 5.0\n", " \n", " \n", " 4\n", - " 1007\n", + " 1007.0\n", " 1003.0\n", " 1008.0\n", " 5.0\n", @@ -2310,11 +2310,11 @@ ], "text/plain": [ " end_year start_year new_year difference\n", - "0 1001 1000.5 1000.5 0.5\n", - "1 1005 1001.0 1001.0 4.0\n", - "2 1004 1002.5 1007.5 5.0\n", - "3 1003 1002.5 1007.5 5.0\n", - "4 1007 1003.0 1008.0 5.0" + "0 1001.0 1000.5 1000.5 0.5\n", + "1 1005.0 1001.0 1001.0 4.0\n", + "2 1004.0 1002.5 1007.5 5.0\n", + "3 1003.0 1002.5 1007.5 5.0\n", + "4 1007.0 1003.0 1008.0 5.0" ] }, "execution_count": 44, @@ -2339,21 +2339,21 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.5.1" } }, "nbformat": 4, diff --git a/14-Regression-Modeling/regression-modeling.ipynb b/14-Regression-Modeling/regression-modeling.ipynb index 67fd80a..e7946ae 100644 --- a/14-Regression-Modeling/regression-modeling.ipynb +++ b/14-Regression-Modeling/regression-modeling.ipynb @@ -30,9 +30,9 @@ }, "outputs": [], "source": [ - "import statsmodels.api as sm\n", - "import pandas\n", - "from patsy import dmatrices" + "import statsmodels.api as sm, statsmodels.formula.api as smf, pandas as pd, numpy as np\n", + "from patsy import dmatrices\n", + "%matplotlib inline" ] }, { @@ -458,23 +458,23 @@ " \n", " \n", " 0\n", - " 41\n", + " 41.0\n", " \n", " \n", " 1\n", - " 38\n", + " 38.0\n", " \n", " \n", " 2\n", - " 66\n", + " 66.0\n", " \n", " \n", " 3\n", - " 80\n", + " 80.0\n", " \n", " \n", " 4\n", - " 79\n", + " 79.0\n", " \n", " \n", "\n", @@ -482,11 +482,11 @@ ], "text/plain": [ " Lottery\n", - "0 41\n", - "1 38\n", - "2 66\n", - "3 80\n", - "4 79" + "0 41.0\n", + "1 38.0\n", + "2 66.0\n", + "3 80.0\n", + "4 79.0" ] }, "execution_count": 6, @@ -525,53 +525,53 @@ " \n", " \n", " 0\n", - " 1\n", - " 1\n", - " 0\n", - " 0\n", - " 0\n", - " 37\n", - " 73\n", + " 1.0\n", + " 1.0\n", + " 0.0\n", + " 0.0\n", + " 0.0\n", + " 37.0\n", + " 73.0\n", " \n", " \n", " 1\n", - " 1\n", - " 0\n", - " 1\n", - " 0\n", - " 0\n", - " 51\n", - " 22\n", + " 1.0\n", + " 0.0\n", + " 1.0\n", + " 0.0\n", + " 0.0\n", + " 51.0\n", + " 22.0\n", " \n", " \n", " 2\n", - " 1\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 13\n", - " 61\n", + " 1.0\n", + " 0.0\n", + " 0.0\n", + " 0.0\n", + " 0.0\n", + " 13.0\n", + " 61.0\n", " \n", " \n", " 3\n", - " 1\n", - " 1\n", - " 0\n", - " 0\n", - " 0\n", - " 46\n", - " 76\n", + " 1.0\n", + " 1.0\n", + " 0.0\n", + " 0.0\n", + " 0.0\n", + " 46.0\n", + " 76.0\n", " \n", " \n", " 4\n", - " 1\n", - " 1\n", - " 0\n", - " 0\n", - " 0\n", - " 69\n", - " 83\n", + " 1.0\n", + " 1.0\n", + " 0.0\n", + " 0.0\n", + " 0.0\n", + " 69.0\n", + " 83.0\n", " \n", " \n", "\n", @@ -579,18 +579,18 @@ ], "text/plain": [ " Intercept Region[T.E] Region[T.N] Region[T.S] Region[T.W] Literacy \\\n", - "0 1 1 0 0 0 37 \n", - "1 1 0 1 0 0 51 \n", - "2 1 0 0 0 0 13 \n", - "3 1 1 0 0 0 46 \n", - "4 1 1 0 0 0 69 \n", + "0 1.0 1.0 0.0 0.0 0.0 37.0 \n", + "1 1.0 0.0 1.0 0.0 0.0 51.0 \n", + "2 1.0 0.0 0.0 0.0 0.0 13.0 \n", + "3 1.0 1.0 0.0 0.0 0.0 46.0 \n", + "4 1.0 1.0 0.0 0.0 0.0 69.0 \n", "\n", " Wealth \n", - "0 73 \n", - "1 22 \n", - "2 61 \n", - "3 76 \n", - "4 83 " + "0 73.0 \n", + "1 22.0 \n", + "2 61.0 \n", + "3 76.0 \n", + "4 83.0 " ] }, "execution_count": 7, @@ -657,8 +657,8 @@ "Dep. Variable: Lottery R-squared: 0.338\n", "Model: OLS Adj. R-squared: 0.287\n", "Method: Least Squares F-statistic: 6.636\n", - "Date: Wed, 28 Oct 2015 Prob (F-statistic): 1.07e-05\n", - "Time: 09:35:10 Log-Likelihood: -375.30\n", + "Date: Wed, 15 Jun 2016 Prob (F-statistic): 1.07e-05\n", + "Time: 14:59:15 Log-Likelihood: -375.30\n", "No. Observations: 85 AIC: 764.6\n", "Df Residuals: 78 BIC: 781.7\n", "Df Model: 6 \n", @@ -686,7 +686,7 @@ } ], "source": [ - "print res.summary() # Summarize model. This prints the already computed model results" + "print(res.summary()) # Summarize model. This prints the already computed model results" ] }, { @@ -726,19 +726,6 @@ "metadata": { "collapsed": false }, - "outputs": [], - "source": [ - "import statsmodels.formula.api as smf\n", - "import numpy as np\n", - "import pandas" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": false - }, "outputs": [ { "name": "stdout", @@ -749,8 +736,8 @@ "Dep. Variable: Lottery R-squared: 0.338\n", "Model: OLS Adj. R-squared: 0.287\n", "Method: Least Squares F-statistic: 6.636\n", - "Date: Wed, 28 Oct 2015 Prob (F-statistic): 1.07e-05\n", - "Time: 09:35:12 Log-Likelihood: -375.30\n", + "Date: Wed, 15 Jun 2016 Prob (F-statistic): 1.07e-05\n", + "Time: 14:59:15 Log-Likelihood: -375.30\n", "No. Observations: 85 AIC: 764.6\n", "Df Residuals: 78 BIC: 781.7\n", "Df Model: 6 \n", @@ -780,12 +767,12 @@ "source": [ "mod = smf.ols(formula='Lottery ~ Literacy + Wealth + Region', data=df)\n", "res = mod.fit()\n", - "print res.summary()" + "print(res.summary())" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": { "collapsed": false }, @@ -794,43 +781,39 @@ "name": "stdout", "output_type": "stream", "text": [ - "('Parameters: ', Intercept 38.651655\n", + "Parameters: Intercept 38.651655\n", "Region[T.E] -15.427785\n", "Region[T.N] -10.016961\n", "Region[T.S] -4.548257\n", "Region[T.W] -10.091276\n", "Literacy -0.185819\n", "Wealth 0.451475\n", - "dtype: float64)\n", - "('Standard errors: ', Intercept 9.456343\n", + "dtype: float64\n", + "Standard errors: Intercept 9.456343\n", "Region[T.E] 9.727300\n", "Region[T.N] 9.260275\n", "Region[T.S] 7.278875\n", "Region[T.W] 7.196110\n", "Literacy 0.209797\n", "Wealth 0.102845\n", - "dtype: float64)\n", - "('Predicted values: ', array([ 49.30622039, 29.09035627, 63.77597091, 48.98827119,\n", - " 47.8747511 , 67.01016548, 31.08347079, 63.26484093,\n", - " 18.58117879, 35.46061463, 50.91674297, 27.94521448,\n", - " 23.48683863, 59.52827361, 60.69772238, 29.43997391,\n", - " 64.67892063, 69.83096341, 19.2983092 , 57.19051079,\n", - " 69.59285045, 52.30412357, 23.65478109, 45.21679982,\n", - " 28.18740655, 33.58363617, 42.02618483, 38.40897252,\n", - " 38.72692172, 45.10125919, 24.73940599, 31.15922792,\n", - " 48.74601409, 59.87236964, 45.8243553 , 47.18097598,\n", - " 37.65050178, 59.92690255, 42.21255641, 44.0982921 ,\n", - " 68.61006448, 60.21870493, 34.91051816, 48.60567925,\n", - " 25.96030491, 63.84984145, 39.63668063, 35.09165936,\n", - " 22.79725081, 21.13175123, 42.18585732, 36.32222402,\n", - " 38.36075798, 47.62970247, 41.9711611 , 54.8001631 ,\n", - " 32.91412129, 25.37257432, 36.07444532, 39.84591669,\n", - " 58.14630644, 55.49338595, 62.63033829, 60.39771505,\n", - " 32.47091641, 36.21624095, 17.57085023, 43.41229614,\n", - " 39.39992028, 51.58754543, 15.892998 , 21.99888839,\n", - " 20.40635084, 20.48618709, 38.54930737, 29.93961658,\n", - " 51.60633079, 42.55068675, 49.24297342, 56.12247516,\n", - " 48.64003103, 54.61518729, 66.48482007, 48.7240114 , 43.46239369]))\n" + "dtype: float64\n", + "Predicted values: [ 49.30622039 29.09035627 63.77597091 48.98827119 47.8747511\n", + " 67.01016548 31.08347079 63.26484093 18.58117879 35.46061463\n", + " 50.91674297 27.94521448 23.48683863 59.52827361 60.69772238\n", + " 29.43997391 64.67892063 69.83096341 19.2983092 57.19051079\n", + " 69.59285045 52.30412357 23.65478109 45.21679982 28.18740655\n", + " 33.58363617 42.02618483 38.40897252 38.72692172 45.10125919\n", + " 24.73940599 31.15922792 48.74601409 59.87236964 45.8243553\n", + " 47.18097598 37.65050178 59.92690255 42.21255641 44.0982921\n", + " 68.61006448 60.21870493 34.91051816 48.60567925 25.96030491\n", + " 63.84984145 39.63668063 35.09165936 22.79725081 21.13175123\n", + " 42.18585732 36.32222402 38.36075798 47.62970247 41.9711611\n", + " 54.8001631 32.91412129 25.37257432 36.07444532 39.84591669\n", + " 58.14630644 55.49338595 62.63033829 60.39771505 32.47091641\n", + " 36.21624095 17.57085023 43.41229614 39.39992028 51.58754543\n", + " 15.892998 21.99888839 20.40635084 20.48618709 38.54930737\n", + " 29.93961658 51.60633079 42.55068675 49.24297342 56.12247516\n", + " 48.64003103 54.61518729 66.48482007 48.7240114 43.46239369]\n" ] } ], @@ -853,7 +836,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": { "collapsed": false }, @@ -862,24 +845,23 @@ "name": "stdout", "output_type": "stream", "text": [ - "Index([u'RecordID', u'X', u'Y', u'City', u'Lot_size', u'SQft', u'Year_built',\n", - " u'Sale_price', u'parcel_id', u'sales', u'Sale_price_flt', u'_node_id0',\n", - " u'_node_id1', u'_node_id2', u'_node_id', u'year_built',\n", - " u'unit_lot_size', u'unit_sqft'],\n", + "Index(['RecordID', 'X', 'Y', 'City', 'Lot_size', 'SQft', 'Year_built',\n", + " 'Sale_price', 'parcel_id', 'sales', 'Sale_price_flt', '_node_id0',\n", + " '_node_id1', '_node_id2', '_node_id', 'year_built', 'unit_lot_size',\n", + " 'unit_sqft'],\n", " dtype='object')\n" ] } ], "source": [ "# First, we load a sales transactions file. It has over 200K sales transactions in the Bay Area\n", - "import pandas as pd, numpy as np\n", "sales = pd.read_csv('Data/homesales.csv')\n", - "print sales.columns" + "print(sales.columns)" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "metadata": { "collapsed": false }, @@ -887,15 +869,15 @@ { "data": { "text/plain": [ - "Index([u'node_id', u'malls', u'wholefoods', u'starbucks', u'yoga',\n", - " u'restaurants', u'sushi', u'farmersmarkets', u'cheese', u'chocolate',\n", - " u'groceries', u'florists', u'fastfood', u'cafes', u'spas', u'tattoo',\n", - " u'shopping', u'outdoors', u'historical', u'tourism', u'bars',\n", - " u'entertainment', u'pawn', u'liquor', u'bookstores', u'concerts'],\n", + "Index(['node_id', 'malls', 'wholefoods', 'starbucks', 'yoga', 'restaurants',\n", + " 'sushi', 'farmersmarkets', 'cheese', 'chocolate', 'groceries',\n", + " 'florists', 'fastfood', 'cafes', 'spas', 'tattoo', 'shopping',\n", + " 'outdoors', 'historical', 'tourism', 'bars', 'entertainment', 'pawn',\n", + " 'liquor', 'bookstores', 'concerts'],\n", " dtype='object')" ] }, - "execution_count": 16, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -909,7 +891,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "metadata": { "collapsed": false }, @@ -935,12 +917,12 @@ "source": [ "# Now merge these two so we have local neighborhood amenities around each house that sold\n", "merged = pd.merge(sales, amenities, left_on='_node_id', right_on='node_id')\n", - "print merged[:10]['groceries']" + "print(merged[:10]['groceries'])" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "metadata": { "collapsed": false }, @@ -987,12 +969,12 @@ " 6970\n", " 1974\n", " 566500\n", - " 1612818\n", + " 1612818.0\n", " NaN\n", " ...\n", " 0.16\n", " 0.14\n", - " 0\n", + " 0.0\n", " 0.00\n", " 1.01\n", " 1.27\n", @@ -1011,12 +993,12 @@ " 2359\n", " 1981\n", " 467500\n", - " 1612483\n", + " 1612483.0\n", " NaN\n", " ...\n", " 0.16\n", " 0.14\n", - " 0\n", + " 0.0\n", " 0.00\n", " 1.01\n", " 1.27\n", @@ -1035,12 +1017,12 @@ " 1536\n", " 1974\n", " 355000\n", - " 1612804\n", + " 1612804.0\n", " NaN\n", " ...\n", " 0.16\n", " 0.14\n", - " 0\n", + " 0.0\n", " 0.00\n", " 1.01\n", " 1.27\n", @@ -1064,7 +1046,7 @@ " ...\n", " 0.00\n", " 0.12\n", - " 0\n", + " 0.0\n", " 0.00\n", " 0.00\n", " 1.17\n", @@ -1088,7 +1070,7 @@ " ...\n", " 1.06\n", " 0.99\n", - " 0\n", + " 0.0\n", " 0.06\n", " 9.30\n", " 3.50\n", @@ -1111,18 +1093,18 @@ "4 1263 -121.879135 37.328213 Greater Downtown-metro Area 7332 \n", "\n", " SQft Year_built Sale_price parcel_id sales ... shopping \\\n", - "0 6970 1974 566500 1612818 NaN ... 0.16 \n", - "1 2359 1981 467500 1612483 NaN ... 0.16 \n", - "2 1536 1974 355000 1612804 NaN ... 0.16 \n", + "0 6970 1974 566500 1612818.0 NaN ... 0.16 \n", + "1 2359 1981 467500 1612483.0 NaN ... 0.16 \n", + "2 1536 1974 355000 1612804.0 NaN ... 0.16 \n", "3 926 1992 399000 NaN NaN ... 0.00 \n", "4 1100 1906 490000 NaN NaN ... 1.06 \n", "\n", " outdoors historical tourism bars entertainment pawn liquor \\\n", - "0 0.14 0 0.00 1.01 1.27 0.00 1.40 \n", - "1 0.14 0 0.00 1.01 1.27 0.00 1.40 \n", - "2 0.14 0 0.00 1.01 1.27 0.00 1.40 \n", - "3 0.12 0 0.00 0.00 1.17 0.00 0.07 \n", - "4 0.99 0 0.06 9.30 3.50 0.66 2.16 \n", + "0 0.14 0.0 0.00 1.01 1.27 0.00 1.40 \n", + "1 0.14 0.0 0.00 1.01 1.27 0.00 1.40 \n", + "2 0.14 0.0 0.00 1.01 1.27 0.00 1.40 \n", + "3 0.12 0.0 0.00 0.00 1.17 0.00 0.07 \n", + "4 0.99 0.0 0.06 9.30 3.50 0.66 2.16 \n", "\n", " bookstores concerts \n", "0 0.00 0.00 \n", @@ -1134,7 +1116,7 @@ "[5 rows x 44 columns]" ] }, - "execution_count": 18, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -1146,11 +1128,19 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Anaconda\\envs\\py3\\lib\\site-packages\\numpy\\lib\\function_base.py:3403: RuntimeWarning: Invalid value encountered in median\n", + " RuntimeWarning)\n" + ] + }, { "data": { "text/html": [ @@ -1189,11 +1179,11 @@ " 209075.000000\n", " 209075.000000\n", " 2.090750e+05\n", + " 2.090750e+05\n", " 209075.000000\n", - " 209075.000000\n", - " 209075.000000\n", - " 205917.000000\n", - " 0\n", + " 2.090750e+05\n", + " 2.059170e+05\n", + " 0.0\n", " 209075.000000\n", " ...\n", " 209075.000000\n", @@ -1213,10 +1203,10 @@ " -121.026903\n", " 37.437698\n", " 4.210235e+04\n", - " 1739.614488\n", + " 1.739614e+03\n", " 1960.440153\n", - " 507863.180332\n", - " 1080355.795408\n", + " 5.078632e+05\n", + " 1.080356e+06\n", " NaN\n", " 305.938429\n", " ...\n", @@ -1237,10 +1227,10 @@ " 11.497883\n", " 3.572625\n", " 2.558827e+06\n", - " 7722.133242\n", + " 7.722133e+03\n", " 133.974943\n", - " 427047.001914\n", - " 556108.485982\n", + " 4.270470e+05\n", + " 5.561085e+05\n", " NaN\n", " 199.044373\n", " ...\n", @@ -1261,10 +1251,10 @@ " -123.524704\n", " 0.000000\n", " 0.000000e+00\n", - " 160.000000\n", + " 1.600000e+02\n", " 0.000000\n", - " 20000.000000\n", - " 1.000000\n", + " 2.000000e+04\n", + " 1.000000e+00\n", " NaN\n", " 0.230799\n", " ...\n", @@ -1285,10 +1275,10 @@ " -122.295086\n", " 37.502850\n", " 3.300000e+03\n", - " 1162.000000\n", + " 1.162000e+03\n", " 1953.000000\n", - " 251000.000000\n", - " 631682.000000\n", + " 2.510000e+05\n", + " NaN\n", " NaN\n", " 169.863844\n", " ...\n", @@ -1309,10 +1299,10 @@ " -122.063805\n", " 37.769394\n", " 5.663000e+03\n", - " 1498.000000\n", + " 1.498000e+03\n", " 1971.000000\n", - " 399000.000000\n", - " 1118602.000000\n", + " 3.990000e+05\n", + " NaN\n", " NaN\n", " 265.957447\n", " ...\n", @@ -1333,10 +1323,10 @@ " -121.900459\n", " 37.987509\n", " 7.500000e+03\n", - " 2008.000000\n", + " 2.008000e+03\n", " 1989.000000\n", - " 630000.000000\n", - " 1530102.000000\n", + " 6.300000e+05\n", + " NaN\n", " NaN\n", " 384.146341\n", " ...\n", @@ -1357,10 +1347,10 @@ " 0.000000\n", " 38.845341\n", " 7.998487e+08\n", - " 3249576.000000\n", + " 3.249576e+06\n", " 5400.000000\n", - " 19000000.000000\n", - " 2079127.000000\n", + " 1.900000e+07\n", + " 2.079127e+06\n", " NaN\n", " 9090.909091\n", " ...\n", @@ -1391,15 +1381,15 @@ "75% 207158.500000 -121.900459 37.987509 7.500000e+03 \n", "max 261000.000000 0.000000 38.845341 7.998487e+08 \n", "\n", - " SQft Year_built Sale_price parcel_id sales \\\n", - "count 209075.000000 209075.000000 209075.000000 205917.000000 0 \n", - "mean 1739.614488 1960.440153 507863.180332 1080355.795408 NaN \n", - "std 7722.133242 133.974943 427047.001914 556108.485982 NaN \n", - "min 160.000000 0.000000 20000.000000 1.000000 NaN \n", - "25% 1162.000000 1953.000000 251000.000000 631682.000000 NaN \n", - "50% 1498.000000 1971.000000 399000.000000 1118602.000000 NaN \n", - "75% 2008.000000 1989.000000 630000.000000 1530102.000000 NaN \n", - "max 3249576.000000 5400.000000 19000000.000000 2079127.000000 NaN \n", + " SQft Year_built Sale_price parcel_id sales \\\n", + "count 2.090750e+05 209075.000000 2.090750e+05 2.059170e+05 0.0 \n", + "mean 1.739614e+03 1960.440153 5.078632e+05 1.080356e+06 NaN \n", + "std 7.722133e+03 133.974943 4.270470e+05 5.561085e+05 NaN \n", + "min 1.600000e+02 0.000000 2.000000e+04 1.000000e+00 NaN \n", + "25% 1.162000e+03 1953.000000 2.510000e+05 NaN NaN \n", + "50% 1.498000e+03 1971.000000 3.990000e+05 NaN NaN \n", + "75% 2.008000e+03 1989.000000 6.300000e+05 NaN NaN \n", + "max 3.249576e+06 5400.000000 1.900000e+07 2.079127e+06 NaN \n", "\n", " Sale_price_flt ... shopping outdoors \\\n", "count 209075.000000 ... 209075.000000 209075.000000 \n", @@ -1434,7 +1424,7 @@ "[8 rows x 43 columns]" ] }, - "execution_count": 19, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -1445,7 +1435,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 19, "metadata": { "collapsed": false }, @@ -1453,18 +1443,18 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 29, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1473,13 +1463,12 @@ ], "source": [ "# Let's look at some specific key variables\n", - "%matplotlib inline\n", "merged['Sale_price'].hist(bins=50)" ] }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 20, "metadata": { "collapsed": false }, @@ -1487,18 +1476,18 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 31, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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552088.085378\n", + " 3.051234e+05\n", + " 5.520881e+05\n", " NaN\n", " 178.354766\n", " ...\n", @@ -1628,8 +1625,8 @@ " 1001.000000\n", " 501.000000\n", " 201.000000\n", - " 100500.000000\n", - " 1.000000\n", + " 1.005000e+05\n", + " 1.000000e+00\n", " NaN\n", " 22.876509\n", " ...\n", @@ -1652,8 +1649,8 @@ " 4000.000000\n", " 1196.000000\n", " 1952.000000\n", - " 250000.000000\n", - " 622785.000000\n", + " 2.500000e+05\n", + " NaN\n", " NaN\n", " 164.350389\n", " ...\n", @@ -1676,8 +1673,8 @@ " 5662.000000\n", " 1500.000000\n", " 1969.000000\n", - " 385000.000000\n", - " 1109482.500000\n", + " 3.850000e+05\n", + " NaN\n", " NaN\n", " 256.944444\n", " ...\n", @@ -1700,8 +1697,8 @@ " 6804.000000\n", " 1936.000000\n", " 1988.000000\n", - " 590000.000000\n", - " 1534849.750000\n", + " 5.900000e+05\n", + " NaN\n", " NaN\n", " 371.123871\n", " ...\n", @@ -1724,8 +1721,8 @@ " 9999.000000\n", " 4998.000000\n", " 2010.000000\n", - " 2995000.000000\n", - " 2079127.000000\n", + " 2.995000e+06\n", + " 2.079127e+06\n", " NaN\n", " 4505.208333\n", " ...\n", @@ -1756,15 +1753,15 @@ "75% 206164.500000 -121.886536 37.991854 6804.000000 \n", "max 261000.000000 0.000000 38.826637 9999.000000 \n", "\n", - " SQft Year_built Sale_price parcel_id sales \\\n", - "count 156655.000000 156655.000000 156655.000000 155030.000000 0 \n", - "mean 1646.040560 1967.371185 463719.985465 1078705.750784 NaN \n", - "std 631.213929 26.504727 305123.383497 552088.085378 NaN \n", - "min 501.000000 201.000000 100500.000000 1.000000 NaN \n", - "25% 1196.000000 1952.000000 250000.000000 622785.000000 NaN \n", - "50% 1500.000000 1969.000000 385000.000000 1109482.500000 NaN \n", - "75% 1936.000000 1988.000000 590000.000000 1534849.750000 NaN \n", - "max 4998.000000 2010.000000 2995000.000000 2079127.000000 NaN \n", + " SQft Year_built Sale_price parcel_id sales \\\n", + "count 156655.000000 156655.000000 1.566550e+05 1.550300e+05 0.0 \n", + "mean 1646.040560 1967.371185 4.637200e+05 1.078706e+06 NaN \n", + "std 631.213929 26.504727 3.051234e+05 5.520881e+05 NaN \n", + "min 501.000000 201.000000 1.005000e+05 1.000000e+00 NaN \n", + "25% 1196.000000 1952.000000 2.500000e+05 NaN NaN \n", + "50% 1500.000000 1969.000000 3.850000e+05 NaN NaN \n", + "75% 1936.000000 1988.000000 5.900000e+05 NaN NaN \n", + "max 4998.000000 2010.000000 2.995000e+06 2.079127e+06 NaN \n", "\n", " Sale_price_flt ... shopping outdoors \\\n", "count 156655.000000 ... 156655.000000 156655.000000 \n", @@ -1799,7 +1796,7 @@ "[8 rows x 43 columns]" ] }, - "execution_count": 28, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -1817,7 +1814,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 22, "metadata": { "collapsed": false }, @@ -1825,18 +1822,18 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 34, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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LgVyWwj0sBUSSWsJI+5Etth9csf3NFm8qpq2FfkalHBxD6Xwx8aumJv0r5fOYTdX2SkEl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\n11NfH6ytoiJ+9m1trGSh4ebFxSGnaWiIVkZeXkhX0FD3Q4d4fuq/bG/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YSBmGYRiJxUTK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\nz6BxVouEtvQAAAAASUVORK5CYII=\n", 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zodfrJSdnBQ89NJry8nJLs93MmXMoKCgKi8Cudg8OBAJhBA9l8tLXUOXnFxqE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8AIxAB9yNCIXrS1daShoQajU+vSxRa1uhUXF2du3bqFKIp4enpQUlJmEJy8hVLZBZlMxu3bt3Fy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\nk/m9f0n6LtUa/HVIBusexJxV/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neOvwZJePHrkEQXt8hvLbr48cef+Mc/3kClUiEIAq1b\ne1JXV8fJk/mcPVuIp6c3ly+fx87OwdTd9o+HWu2MRmPs66lUqmlqakKn0+Hq6oaHhztnz5aiVNqx\ncOE8Dh5Mp6ioiPz8U6jVaoKDgzh+PJfw8DCCg4NISEhg7tw5FBScobi4hHbtfHjyyb8wefKfeOqp\nJygqKiY19QBhYeE4OzthMDRx7tw5Ro8ehUqlIjX1IL17RyCTyYiLiyUpKZn+/WOaNfzbvHkrDzww\nFoVCwbBhQwDYtm0HMpmMyMgIVq/+iDlznmXfvgPExPRhz5691NfXc/JkPtOnP8WKFSvp3TvCUp18\n9+49REdHWjwgs2TcOhyn1xs7V5vPQSaT0bdvNO+/v4r58+ei1WpZvvwDFi58oVkvKjPWLTSuV+y1\n5d83ExvcjtDA+vyt1YK/RajtVs/zvxV5/FGEF1I/rLvAb12tXavVsmnTZqqqqnjzzbeZPXsWS5cu\nx8FBhUplz1/+8jgrV35Ip06dyMzM4tKlc7980HseOb6+HSksPIOxEoSITCbDYGhALleiVreiU6eO\nhIWFkpaWTlOTgYceepAjRzKxtbVlyJDBqNVqoqMjWbt2HXv37kMUBQYPHsj06dNYvXot7dq1Q6VS\noVKpqK+vZ8yYUej1embPnsuDD463hNnM9et++mkLp04V0KmTLx999DGenp5MmjSRwYPjSEnZx9Ch\ng9Hr9bz77nLmzp1tySM6ciSTuXNns2fP3maGwuyJWD/Rm/82Gwfzjcw8jxQV1Zv09AyioyMtggT4\nOSRnrdy7USv2Zp+y1XuZBRNmg/Xf8r+4Cd+s2Ozd5naqu/9RkQzWXeButBcx/1DLy8txd3envLzc\n8gStVquprKy03HSOHDlC+/ZGtWBhYSE6nY7S0lJ8fX0pKSlBo9GYbv4Grl69iouLC4cOHcLf35+L\nFy+Sm5uLs7Mz3t7eaLVaPD09USqVBAYGsnv3blq1aoW/vz9t27a1tIXw8/OjrKwMmUxGaWkp7du3\nJyYmhoKCAjw8PCgsLMTX15cOHTqwd+9evLy8aNeuHUVFRfj4+DT7gZtvlu7u7ly8eNFynXK5nHPn\nzlm2N+cCmTvQOjs7W3J4rHsiabXaZuPmfVreVKwl1tY3bHM4yjx5L5fLLTlFZqNhfXNu6YlY79/y\nvW73O3Czp/hf8npuhRs1IpS4Nf4ontKvRTJYdxhBEIYD72Gc01sniuLb19nmNzdYEhISEvc7ksG6\ngwiCYAPkA4OA80A6MFkUxbwW20kGS0JCQuI2kRKH7yy9gVOiKBaLotgIbATG3eVzkpCQkJBogWSw\noC1w1urvc6YxCQkJCYl7CGmm8DZ47bXXLMuxsbHExsbetXORkJCQuBdJTk4mOTn5f3JsaQ5LEKKA\n10RRHG76+yVAbCm8kOawJCQkJG4faQ7rzpIO+AuC0EEQBAUwGfjpLp+ThISEhEQL/vAhQVEUDYIg\nPAsk8LOs/cRdPi0JCQkJiRb84UOCt4oUEpSQkJC4faSQoISEhITEHw7JYElISEhI3BdIBktCQkJC\n4r5AMlgSEhISEvcFksGSkJCQkLgvkAyWhISEhMR9gWSwJCQkJCTuCySDJSEhISFxXyAZLAkJCQmJ\n+wLJYElISEhI3BdIBktCQkJC4r5AMlgSEhISEvcFksGSkJCQkLgvkAyWhISEhMR9gWSwJCQkJCTu\nCySDJSEhISFxXyAZLAkJCQmJ+wLJYElISEhI3BfcVYMlCMKrgiCcEwThiOk13Grdy4IgnBIE4YQg\nCEOtxsMFQTgqCEK+IAjvWY0rBEHYaNonVRCE9lbr/mza/qQgCI9bjXcUBOGgad1/BEGQ/xbXLSEh\nISFx+9wLHtZSURTDTa8dAIIgBAMPA8HACGClIAiCaftVwJOiKAYAAYIgDDONPwlUiKLYGXgP+Lfp\nWC7A34EIIBJ4VRAEJ9M+bwNLTMeqNB3jD0lycvLdPoX/Gb/nawPp+u53fu/Xdye5FwyWcJ2xccBG\nURT1oigWAaeA3oIgeAGOoiimm7bbADxgtc+npuVvgTjT8jAgQRTFKlEUK4EEwOzJxQHfmZY/Bcbf\nmUu6//g9/2h+z9cG0vXd7/zer+9Oci8YrGcFQcgSBOEjK8+nLXDWaptS01hb4JzV+DnTWLN9RFE0\nAFWCILje6FiCILgBV0VRbLI6lveduywJCQkJiTvJ/9xgCYKw0zTnZH4dM/07BlgJdBJFMRS4CCy5\nk299h7aRkJCQkLgXEEXxnngBHYCjpuWXgBet1u3AOP/kBZywGp8MrLLexrQsAy5bbfOh1T4fApNM\ny5cBG9NyFLD9JucnSi/pJb2kl/S6/dedshN3VRUnCIKXKIoXTX8+COSYln8CvhAE4V2MIT1/IE0U\nRVEQhCpBEHoD6cDjwHKrff4MHAImAkmm8XhgkSncaAMMwWgQAXabtv3KtO+mG52rKIqSNyYhISFx\nFxFM3sPdeXNB2ACEAk1AETBdFMVLpnUvY1TtNQJzRFFMMI33BD4BlMA2URTnmMbtgM+AMOAKMNkk\n2EAQhL8Ar2C09m+IorjBNO4LbARcgEzgT6IoNv6PL1tCQkJC4ldwVw2WhISEhITE/7d3vyFSVXEY\nx7+PaZKKpoQWrKZiYkVkK27FJkqSSYGve1MohCWR2YuyEupdFEEmEUJYGkZ/0CJWSNKSiCLN0k3z\nX4ZklrkpWalFYP16cc7gNOiyG+7M3NvzgWXvHO7AeZidPXPmnt+5PdUMqwSbmqTZkvbm4uLFje5P\nT0l6SVKXpB1VbcMlbcgF1O9VrcrsdaF2I0lqkbRJ0q68iGdhbi9LvoGStkjanvM9kdtLka9CUr+8\nYUBHflyafJK+lfRlfg0/y21lyjdM0prc312Srq9LvkYvtmjmH9KA/g1pQcgAoBOY1Oh+9bDvN5G+\nbt1R1fY08HA+Xgw8lY+vIn0l2h8YmzNXZt9bgKn5+F3g1ibIdikwOR8PAfYBk8qSL/dlUP59AbAZ\naCtTvtyfB4FXgY4y/X3mvhwAhte0lSnfKmBePu4PDKtHPs+wutcG7I+Ig5Gubb1BKlBuehHxMXC8\nprm6uPoVzhRdz6H3hdoNExFHIqIzH58E9gAtlCQfQET8ng8Hkt7oQYnySWoBbgNWVDWXJh+pZKb2\n/2sp8kkaCkyLiJUAud+/Uod8HrC6V1t0XF2oXEQjIy9qibQ6c2Ru/y+F2k1B0ljSTHIzMKos+fLX\nZdtJ9Ykb85u6NPmApcBDpIG4okz5Atgoaauku3NbWfKNA45JWpm/0n1R0iDqkM8D1v9boVfcSBpC\n2obrgTzTqs1T2HwR8XdEXEeaObZJupqS5JN0O9CVZ8ndlYsUMl/WHhGtpFnkfZKmUZLXjzTjbwVe\nyBlPkUqF+jyfB6zu/QCMqXrcktuKqkvSKEg1cKTCaUiZRledV8l5rvaGU9pZfy2wOiIq9XOlyVcR\nEb8BH5L2vyxLvnZgjqQDwOvAzZJWA0dKko+I+DH/Pgq8Q7q8UJbX73vgUER8nh+/RRrA+jyfB6zu\nbQUmSLpc0oWkXTM6Gtyn3hD//gTbAczNx9WF0h3AHUq3aBnHmULtI6Q9GdskiVSofc7i6jp7Gdgd\nEcuq2kqRT9IllRVWki4iFbvvoST5IuKxiBgTEeNJ76lNEXEnsI4S5JM0KM/+kTQYmAXspDyvXxdw\nSNLE3DQT2EU98jV6tUmz/5A+2e4jXSh8pNH96UW/XwMOA38C3wHzSAXS7+c8G4CLq85/lLR6Zw8w\nq6p9CunNth9Y1uhcuU/twF+kVZvbgW35dRpRknzX5EydwA5gSW4vRb6arNM5s0qwFPlI13gqf5s7\nK/83ypIv9+ta0gf6TuBt0irBPs/nwmEzMysEfyVoZmaF4AHLzMwKwQOWmZkVggcsMzMrBA9YZmZW\nCB6wzMysEDxgmTUxSUskfZVvVbFN0lRJAyQ9l2/X8LWkDkmjq56zUNJuSaslTZd0YyMzmJ0v/Rvd\nATM7O0k3kPaimxwRpyWNIO3e/iQwOCKuyOfNJe0Q0JqfugCYGRGHle6ldRL4tN79NzvfPMMya16X\nAcci4jRARPwM/ELatWRR5aSIWAWckHSLpOXAeGC9pEXAvcCiPDtrr3cAs/PJMyyz5rUBeFzSXuAD\n4E3SPc4ORsSpmnO/AK6MiAWSZgMzIuJ43pPwREQ8W9eem/UBz7DMmlQelFqB+cBR0g1EZ/Tw6d3d\ntsOskDzDMmtikTb7/Aj4SNJO4B5gjKTBNbOsKcCaRvTRrF48wzJrUpImSppQ1TQZ2Eu6/fhSSf3y\neXcBf0TE2RZWnACG9nlnzerAMyyz5jUEeD5fhzpNuj3DfNKqv2eAffl+WT8B1UvXq2/BsA5YK2kO\ncH9EfFKXnpv1Ad9exKzAJI0E1gPLI2JFo/tj1pc8YJmZWSH4GpaZmRWCBywzMysED1hmZlYIHrDM\nzKwQPGCZmVkheMAyM7NC8IBlZmaF8A9zdCaGPc8P2gAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1850,7 +1847,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 23, "metadata": { "collapsed": false }, @@ -1858,18 +1855,18 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 36, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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6seVxpJ7N6knD8itFXyXVEXd5zkX5udr+xS8C4+PA/fdnnselLuzoP22fZKOa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\n", 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t/aVrrPq7YY3rqLd15cpVsqBgbcyu0MpUevLJP5IHDx5s\noS0pLer++x+MKUfBiZ2qs2Kd3h29XiNHjpb33/9gi/Vgc+Y8ZWpc6v2sra0126Gvk1T9rrdN5XO0\nMw7pBGbDFlT6o+nX1sLLasayvuTxzIBOA7V+3rphnt1HpFOk9cFSmWp++cu7Y0wsuklRN0mpwUJ9\nyGorFV04qbRqYLQOiqtXr2khWKxbY1ihm9asfWPXj3a7Ecc7Vu3U86qrq5NXXHFNi4HOajZU9dN9\nPfpu0frCbtUXul9J9zXNnBk1w1r9K1bzoV6+6uvHHpsjGxoaZG1trXmtrq5Ozp79hGnqVXkpYaFM\nZ/o56/NSplF9icP+/fttzbR6fQ4ePBgz+QmFQnLu3Hly5cpVLXxIqmxVvt4vdt+Lav/99z9ka3a3\nPuMjR47IgwcPypUrV9lS/PWYi+oZ6ov19e9HF1h63zlNGo8mZEp4pdNsWJ3GvI5pWEMXKRNInsFy\n000uViq4nQlRN18ok8y2bdtjWIR29HE9bE5FxSbq6+uZMmUaa9a8bZhAottsKBp1WdlGBgzoR3l5\nBTt37qKsbCPBYJA9e/YyYEA/Fi5cwurVa7jkkp9x6NAhs05lZRvNOHhLliw3Q/jobXz//Q8YMSI3\nhiqtmHVWNp1qc1VVNYcPH+bccy+gvr4+hl2pb84IUfOQCl9k149WU5oydekhnTZurCQnJ4dLLrko\nJozVs8/ONyn2I0fmmSa/iopN5vYw1dVbzY0Yiw2KfCAQ4Mknn6GwcD1r177DvHkLaWpqMs14AO+8\nU8S6dYWmOVY9YxX2CKJMx8rKKsrKNpptbW5uprp6KzfffANLlz7Hhg1l7Nmzl8OHD3PPPfdy1VW/\nICsrywwTNt8IVZaVlUVBwVqmTJlGUVExwWCQ1avfijEV62y9UOhfAPzxj39kyJA8Xn75N2b4p2KN\ngj5gQD+efnouI0eO4/Dhw+ZzXbHiTWbNepyamu1cfvmlLFmynLVr34lhHY4fPxYgJrZnRcWmmCUJ\n6j3r378vn3325xbvil2osPr6ei688Cc0NTWxbdv2mLBjgUCAF1/8NX379jZNldu2bWfIkEHs3fsu\nlZVVMcstdBbo/PmLeOSRxwgEAuzevSe1QcJDUouUTyDqEyoy/j8TuD4TErUj/mhnzctqwlIzUH32\nrq47aSF2IZVUGn1maA37o7PW1JYWdXV18uc/v8K81tDQIGfNekw+/PCjMTPPFSvelOec089kizU2\nNppbqSjtzxqBQ5+xqvqpxbFWzcKq0djNtnWzkp3GpZdh1U71sqz3WxdYq59VG9O1CN18pgguqv76\n7F4RMxRzTT073WTV2NgoV65cJYcPz5N1dXVm1PqGhgZTS1HEDNU/uhlX1bO2tlaOGjVeHjhwQF53\n3Y3y4MGDLYgqSutTWpmqk9KwdC1R1yavuOJq85lOnTpd3nffA2Yd9fRqAbPSklWfFBSslS+++LKs\nra2Vs2Y9Jmtra+UDDzwkH330cVlXV2eaMfW+ViZX/ZmrvNatK5QrVrwpH3rokRZasK4xqudaW1sb\n0w+qXqoP9G9JJ+NY3zf9uLa2Vo4ZM8E0lXqaV+Y1r98AxXy9kPdjosQIDxmAlYCgZpC681ytwdKD\ntqoZptUJrCJy6+uUdGd7U1OTOTPXg7UGg0EWL14GRKNxT5w4njFjRpGTk8OkSRMBeOaZecybt5Db\nb7+NO++cTpcuXcy8u3TpwrnnTsLv95uR5P/85z/Tu/fZLF/+ApFIhCFDBsVEBreSU3w+H6NH58cE\nXdUDFyuNxroAW605uueeu2L6T+9P1X6IDeoaDAa54467CAaDMWuS9OcxfPhQtm6tiVkLpUPfQFFp\nA8Fg0Fy7VV5ewe7de0wCilqQDNHFuYMHD+Srr75i6dLnGDCgn0l8UAuNVeT6bt2+QyQS4emn51JV\nVcWmTZvp1esssx7Dhw9lzJhRpsaoggmHQiHq6+vp2rUrw4cP5aSTTmLBgrl07drVvEdvb3NzMzU1\nO7jppuvp1q2bSWYZMSI3hiChR30/+eQe5oLifv360r9/f5qamqiu3hqzBqt373Pw+Xx0797dfE7N\nzc2MHp3Pt771LXO9XE5ODoMHD+aGG65l587d/PCHJ7Nw4RJTE6uqqiY3dxgjR+bFEF4mTBjHuedO\nZMKEcZx33iQGDhzA8OFDqaqqJhAImJt1FhUV87vfraC8vIJwOMyuXXsoKiqO+Y6GDx/K5Mk3mwQV\ntU5PQSdi6KQUhe7du7NixWtMnDieESNyE0bt92CPZIRXNynlm8BXAFLKCNBy/wEPaYe+oFgNXv37\n92P8+LExu+1CbGRyKytr8+Yt5uCuzB/KfNXc3NxiOwklTNRAGYlEmDdvISUlpRQUrOWZZ+YRDoeZ\nPn0qgwYNNBd65uePMCOijx6dT//+/WIije/cuYvq6q1cc82VlJdXMG3anSZbTDffqPaquuvbWiim\n33P2ajQAACAASURBVI4duxg6dDCbN28xBZnVZLp58xYzCr3VVKSbu3Th5ff7ueCC88026dEXICqY\nFi1a6hiFJBwOM3v2HLOPIpEIX375JT//+VWEw2HTBNevX1/8fj+jR+cjxNeE3aFDB7Nz527OOuss\nmpubWbJkOfX19TzzzDwCgQCbN2+htLTcZHu+8cZKqqo28c47RQwaNIB+/fowf/4ivvzySxYtWkpJ\nSSlr1rzN9Ol3EokcIRgMsmDBQiZMOI9AIGAKO7U4vampKYbxpyYITU1NLF36HGvXvmOakqdOnU5R\nUTF9+/Y2B+LS0nIqK6vo27cv9fX1jBs3ifvvf4Czzz6L99//gFAoxNKlzxEMBsnOzmbEiFyefnou\nhw8fNp/Hvn37CYfD7N69h6amJmbMmEZOTg7Dhw/l5ZdfYcCAfnz88QEaG/9pLmDv27c35eUV5o7N\nViateh9Gjsxjx45dDBzYn/nzF/HmmyvZsKGM5uZmsrKOM03UoVCIFSveMN/PQCDAHXfcRWHhepYs\nWcqGDWUEAgEWLlxifj/BYJCSklLzG4pEIsydu4BVq94yv8stW7Yxd+4C0xTsIXkkE5fk/xkhlSSA\nEGII8GVGauXBhBrER40aaWpEKvqCHdVXbU+hBNKECePMAelHPzrNnNXm5Q2nqKiY7OxsRo7Mo7Ky\nyiyvomITALm5w9i8eQvwNfW7d+9zGD9+LOFwmBUr3sDv95uhgEpKSmlqauL8888104fDYVatWs3E\nieMZO3Y0kUiEiRMnMGbMKJYufY7bb7/NDIukZs2qXUOHDjY//DPP7El5eQXvvfc+t99+G5s3b2Hs\n2NEmpbmpqYnNm7eQnz/CbKP6q8pVfafQ3NxMZWUVI0fmsXVrTQt6u1WYhcPhmD6PWkQww2CpyBCh\nUIhgMMinn37GggXPmgNmly5duOGGawG48867mT37Ebp27YrP5yMnJ4cbb7wOn89n+oz69DmH5ctf\n4JxzzgaiWkVTUxObNm1m2LAh5OTkEAwGOeGE73D48N94+eUXueuumUQiEa655gb69OnNH/7wB2bM\nmI7P52PDhjIuuuhCJk4cD8CJJ57I5ZdH2/zccy+a2vfDD9/Pvn3vmX2zefMWUzvOzs7m1FNPITs7\nmwED+lFTs4OTTjqJ5uZm5s1bQN++fYGolh4Ohw3tci833HAdjz46B4C+ffuY71B19VZGjswjHA5z\n4MABfvnLmSxePB+/388ZZ5xOWdlGPvjgAz7++AATJowjEAhQXb2VXr2iYcluueVGLrvsSqZNm8q6\ndYW89dYaTj65B2efHaWi+3w+evY8g0gkGoGjubmZpqYmU0v3+/3MnHmXOSlUde/atSuRSHSbn7/9\n7e+UlpaTnZ1NdnY28+Y9TU5ODueeOxG/309VVTWTJ99saphLlixn6NBBjBiRaz7fn/3sf7jllinm\nd5udnc1NN11vXvdCRCWPZDSvGcDbwClCiGqiOytPzUitPJiwmtDUrFQ5fyF2Y7uxY0eTk5NjxuJT\n61Zuuul69uzZY+71FQwGWbXqLUKhkLmHk/qwxo4dbZoYhwwZRH7+CHNGrQaEYDDI9u07zRlpZWUV\nVVWbWbJkqbkmrLy8gnnzFrB//3tmPLtDhw7xv//7Ww4dOsQnn3xCOBymsLCIiLHeSzm/i429myKR\nCH369KZLly6MHp1vhlNSGxuWlW00zZ25ucMATHOiTnhRmqDeV8OHDyUrK8s0WVpNifqaIkVa0M0/\nukYZCoWYP38RBQVrWbp0GYsWLaVHjx/g8/lYvHgZubnDGDEil5ycHPx+P7NmPcjzz79kmngDgQBX\nXXUd9fX1ZtzEl176DSee+N9kZWXx/vsfkJWVxYwZ02hububOO+8xTV2hUJgzz+xprgHz+XysWPEa\nw4cPY8CAAfj9fiorq9i7912ys7NN0+xJJ53IqlVrCIfDDB06iOOPP54nnniM1157naamJtN02NTU\nZO7TNnjwQIqLS+jfvy8vvvhrBg8eyDe+8Q169TqTLVu2smPHDjP8VWVlFcFgkKamJr7zne/w7W9/\nk127viYobNq0me3bd7B+fQnLlj3P+eefxzPPPGEKjv3732PPnj3U1dXzr3/9PwoL15ta+rBhQ7jz\nzrvx+XwMHjyATZs2s2vXLnr0+AFTpkxm//79FBSsJRAIsH//e5SXV5iCSxE+VN+ryYN6ltu2bTc1\n/g0byrj++muZOHE8WVlZ5OePoGvXrgBmmry84VRXb+Wpp55l0aKlNDc38emnfzJJRMFgkMcem0P/\n/n2pqqpmwYLFnHHGj7jnnvtiTNkekoPrXpNS7hZCjAROJ7og+SMp5ZGM1cxDC+iCLM/YBVf91YOk\nAqYQUmmCwSCHDv2VZ599kpycHMrKNnLRRRfEbJCnMxorK6vo378vixYtZerUyeY96m9paTn/+Ec9\nwWCQ7t27M3z4UF577Xdcd9217Nq1x/RBjRiRy1dfSXNRdY8ePVi/fi2nnnoqS5YsxOfzcdFFF5rx\n+0aPzjc1S7UIVGeTKe1TaUXNzc2MGJFLdfVWU/OaPn1qjD9PCTddswoGgyxf/gJTptwa4y/Mysoy\nTbFKUKoJgH5vRcUmM57dmDGjqKjYxPTp0blcU1MTkyZNoKZmBzk5OUyZciuRSIQlS5Zz6qmnUFJS\nyrvv7uPMM3uavii/38+ll/6UF154mV69zmLSpAlceulPGDduEo888jB9+/ZhxIhc/H4/kyZNMLWG\n+vp6GhoCppaqfHTdu3c3tWq/38/IkXmmD0kJ9K5dv8mLLy7jvfc+4JRTfsjo0fn4/X7OOutMs4+V\nv3Hv3nfNdv/4x+fHtKtXr7N44omn+fnPL+Pzz/9Kc3OzIVRDLFmylPz8fG688Tqys7MZPnwo7733\ngemjOvvsXjQ3N3PrrTexaNFSqqu38OSTj+P3+xk0aCAjR+bx2WefMXnyVLKysrjrrjsoKFjHmDGj\nWLBgLgAfffQxf/5zNPb2xRdfSE5ODkOHDmX69NupqdlBnz69zfdKTfD8fj979uw1NUt9086mpiaC\nwSDbtm3nggvONydKKjAzRJm1TU1NZGdnM2bMKMaMGWW+i+ecczbNzc2mj9Ln8/HMM0+awm7UqJE8\n++w8TjrpxBa+WA/ukVDzEkJcon7ABUSF14+AHxvnPGQIdlR4XTgpgWUN2qugaxLbtm3n2WefpFu3\nbua9EyeOJzs72xzg+/btbWp0O3bsZMmSZTQ1NbFxYyVDhgyisrLKtOvn5g4jK+trYenz+cjKymLc\nuDEAJjnD7/ejAvdHIhFWrXqLn/zk59x0062Ew2FTsASDQd54I+p3KC7eQElJKZs3bzF9ckAM0SQ/\nfwQAe/e+a5qecnOHmfmpQUrVTwkJwNwh95ZbboyJVKLaZe1LnfJs3aF5vhGRXJEX3n57Hc899zwl\nJaVmVPUNG8pYtGgpv/jFZezbt49hw4YwdepkunTpYvrD1q0r5JVX/pcrr7yc9957n9Wr17B37z76\n9+/PpEkTTO3n8cefoKiomHnzFjB//iJ8Ph/f/e5/4/f7KSvbyH/8x/+homKTGbFjw4YywuGw6c95\n660CnnrqWSorq7jllhvZt+89Tj31h9x770P8/verCYfDMYOyMpXeffedRCIRFi5caC5NeOutAqZO\nvYPc3GE888yT1NXVc+21V5GVlcW8eQvp1etMDh48yGmnnUq3bt0YO3YMOTk5DBjQj1/+8h6CwSDN\nzc0899wLAHznO91Ytux5XnnlVYLBICNH5hGJRHjwwVk0NzcTDAa56qrrGDMmn7vumglg7Oj9Kfff\nHzU3hkIhNm/eYpKKAEaPzjeXCkQiEXbs2EUkEuGss840NUv1HMrKNlJTU8NTTz3DgAH9GDJkEMuX\nv8DTT8+lV68zueOOuygqKiYUCrF79x5CoZD5fiotHmD//v0MGzaE+fMXGb7PuTHv02ef/Zm+ffsA\nsVFePLiHG7Phj+P8zs9c1Y5tWNcZOcEaAdu6lb36MEKhkBmeR0FpZxANW7Rs2fMMHNjfnFUPHDiQ\nadOmsH//e2zatNkUXMoZrRMM/H4/ixfPZ//+9xkzZpS5riUQCFBcXEowGMTn83H66adRX/8PJk++\nmZ07d9PU1MT+/e9RVVXNqaeewrhxYxgzZhTZ2dmmptTc3ExJSWnM1urKBNinT2+GDx9KZWUV5eUV\nbN++I8YcBF9raTr5YOjQweYgpqB8YEqDmTr1DtMECpgar/KPKSIHYLb1rbfW8Je/HGLFijdNxtr+\n/e9xyik/5KWXfk1l5WbmzVvApk2bCYVCTJ/+S9O01tDQYPq+fv3rVwiFQubk4p13irjuuqsZPHgw\neXnD+ctfDnHDDdcSDAb529/+zrp17/Dqq6/Rq1cvDhz4I3v3vku/fn1YuXIVgUCA3/9+NX/96+c8\n88w8Tj65h7ne7PXX36Bbt248+uiD/OlPn/HOO0W88MJL9O/fl0gkwuTJt1NYuN40FTc0/JMPP/yQ\nk0/uwfr1xXz3u//NkiXLyMnJ4frrr2HWrNkMGjSArKwsduzYhZTRd+Tw4cO89VYBc+Y8SVVVNZMm\nTeSPf/yEMWNGMXz4MHJycrjiisu55ZYb+fzzv3Lbbbcze/YTrFr1Fh99dIATTjiBCRPGMWXKrdx/\n/8OMGxfVxpcte46mpiM8/viTFBSsZebM+zj11B+amrwVPp/PJHXs3fsu4XCYvXvfZd68hUQiEYYP\nH0okEqG6egvz5i3kpZd+w//8z0WA5N139zNv3tNMmjSB7Oxsvvqq2XxP1XumdgcoLIxGrZsy5VZ6\n9uzJ+vUbeOedIkpLy/H5fFxyycWcf/65nsbVCiTsOSnltW1REQ+x0DUqJWB0BIPBFoQNRaPXNS6I\nCrH33/+Ac8452/Q96fsc+Xw+7r77TkPjirL3Fi1aSp8+venatSt3332neW8gEOC5515k0KABnHPO\n2SZpQFHwFbtK1R9g2rQp5kfap08fKipKyM3NNes4btwY/H4/48aNMWfLSgOK+jQGUlOzI4YNGQqF\nTJLJpk2bARgxItc0fel9oAgbeUasREUKsdNYQ6GQqTFecMH5VFdvNc2Cytyk2rhxYyUDB/Y3F6fu\n2LGLZcsWGwLsoFkXJahvvvlGPv30T9xxxzTTbzJx4njTgd+zZ0/T/7Jy5evmc/L7/fTo8QPefXe/\naQa85JKL2Lq1hvfee597772biy66EL+/Cx999DF33TUDiAprIYTh3/oub775e0aNGmk+szVrCmhu\njtK46+r+wdSpk00T4969+8jNHcYPf3gygwYNIBwO88ILL5OXN4yBAweSnZ3NBRf82DDfLTJ9oOPG\njTHfmWAwyMqVv+fAgQN88smn9O59Dr179yY7O5tRo0Zy3nmTjH2xoguut23bTm7ucC644HxjScHd\n/OEPf+D000/jkUce4tVXf8spp/yQFSteM01wAwYM4KuvvmLatCgb9Kuvmtm//326du3Knj17ue22\nW9i6tcbst3A4zB133MWkSRNobo6YWqXCpk2b+cY3vsFvf/sqXbt25dChQ1x66S8499xJZh7KlLpz\n5y5Gj84HoKJiE0OGDCInJ4ef/OQS05e8dWsNl1xyEf369aF79+6mGbpLly5mmbqFwIN7JBVhQwhx\nnhDibiHEg+qXqYp5sN+XC6KCa8qUaYTDYZOkAF/TnBX9G6LmrJycHG644VrTjFFSUmrOFhWUOUWZ\n5r766iuzrGAwaAbOXbx4GbfddotpDiwr28jTT89l4MD+FBUVEwgEePrpuSYDr76+nl//+hVuu20a\nwWCQQCDAzJn3cvjwYdNUU1lZZQbxVWtiFixYTGHheurr6/nlL++hf/++McsAPvjgQ4YPH8ro0fmm\nI37x4mWUl1eYeRQWrqe0tJxAIGDSpZubmykvrzDrpzQ5ZQp6++115ox90qQJLZ6JEnJVVdX07Hk6\nixYtJRQKsW3bdpP5WFhYTM+ePYlEohtILlv2PEOGDGL37r1cfPFFpuBSCAaDxnq4iZSWlpt7Za1f\nX8LSpUspLS1nxoxpjBkzymR/Tpo0gaysLC6++AJmz37C1JA++OBDIpGIKdDHjRuDz+ejX79+3Hzz\nTQwaNNCg3i/jv/7rO3z/+z9g+/adXHLJhdTU7GD+/EWmeTgSiXDDDdcyc+Z9rF9fwpdffsm6dYX0\n6PF9hg0bwscfHyAcDvPHP37CggWL2bp1G++8U2j2X0XFJj799E/ceuvN3HnndM4443RjndZAlixZ\nbpo0J0wYh8/no0eP7/P88y8SDofJycnhkUcepL6+nn/+85/Mnv0kl19+KUVF601majgcZty4MfTp\n04fNm6Oa0oYN5bz66mssWLCIf/3rX9TU7IghAimiiu7rVZNAZf4744wz2L17Lxs2lPHYY08walQ+\n06ZNwe/3m2QnZRFQpu9QKMSCBYvNb/TDDz+ksrKKoUMHEwwGueyyK5k8eSqrV69h/vxF9OlzjhnA\n2ENqcC28hBDLgUuJMgwF8FOie3B5yCCUiUyFaVIf4Pe+d5Lhg4guVlbne/c+B7/fb4YPqqqqpr6+\nniuvvJZnn53HGWecDny9qaRa67V48TIGDuxvaixCCJqamrj11in87Ge/MFmFn376qamBffjhR5xy\nysl88sknBAIB5s1bwIIFi+jV6yzTX7Js2fN06/ZtnnxyNn6/n8OHD1NTs5PZs5/gllumUFCwloqK\nSjZsKDMd5X6/n2nTptDc3MyWLds48cTvsn59CW+9VWBev/76a9i2bTvl5RW8++4+srKyuOWWG4Go\nWVORIgYM6Mfzz79Ez55nmEQQvW/VWq+CgrfJzs5m4cK5nHvuxBiTo+5jU+aggQP7c++9D9Cjxw+Y\nNGmCqR3PmfMUmzdXs2vXbjN8VM+eZwBR06wSCoWF61mz5m1uvPEWbr99Bmed1ZNXXvlfduzYyfe+\ndxJLlz7HF198wYEDn/LFF1+wbdt2ADOcVCAQYM+evaxcuYrGxgZ69TqDsWNH8+mnf6KoqJgdO3ZQ\nV/f/s/fecVHd297/e5hxAB0FERRFxULvHZRuwd4T09XYS+wt5iRGE40t9t5iNJbEEis2BFSk914s\nICCiooIgZWDYzx8zsw+55/e8bnLuc869v+dxvV55ZdyzZ89mz8xe37XWp7xg8+atfPfdWs6fvwjA\nlSuhKJVKevfuTUTEHfLzC3j2rJxhw0Zjbt6NqVM/5/r1m1hbW7JgwWL27t3PkCGDNTNOHaqq3jB6\n9Pts3rwNKytLDhw4TPfu3Zk//wvc3d0YM2a0CI4YMKAfDg72Inrw3r0onJwcSE1N55NPPiQzM4vN\nm7dRWVnJ6dNnef/9jygre8K1azeYMWMO+/cfol27dsTFJfD27VuN9NYYFAoFtrbW7Nixm0uXrnDx\n4iVSU1P5/PMJ9OxpTuvW+nzyyUeUlpbi7u4qmm9qW7sPHjzAwcEOqVRNFNe6XgcFBRAQ4Mf16zep\nq6tjyJBB/PjjeoqLi9m9ey+VlZUkJ6ewZct2DWQ/hu3b1Qr9/v6+Iro3KSmJwsLHuLu7cudOFAqF\nghUrlrFlyyZyc3OxtLTgp5+O4uPj9Q/cynfx5+OvVF59BUGYALwWBGE10Ac1cONd/BtCu9LTPvbx\nUfN85s2bI64iZTIZgwYNpKmpiV279tLU1CRanx88uBc9PX2CggJQKpUinDxcoys4c+Y04uISuHEj\njIiI27i6ujBs2BDGj3+f06dPMHr0SBQKBWPGqHX7TE1NmTjxM0pKntCzZw+SklLo2tWM+fPnMmLE\nMGQyGffuxWBtbcWLFy+Ii0vg1q0I9PT06NSpI3PmzGTcuDEolUrRRqXlnEkmk5GVlU3fvj7Y29tz\n/PhJvvpqGXFxCZrq7W/4+HgxdOhglixZiFQqJT4+EVAnnH79gli6dBGGhoYsWjSfIUMGiWAOLQpP\nm6AUCgW7dm1nxIhh4o1Wu2jQ8sa06hhat2M9PT26detGWNgtsRqrr6+npKSE9u0NmDt3NkuWLCQ4\nOJCcnFxx9nj5cigVFRWiLcf48e+zY8cWjI2NmTlzujirsbDojYmJCatWfUNZ2VOxws7IUEPAP/lk\nIl27mlFbW4eJSWfMzXtSXFxMYKC/Zh7TzJ07dwkODkIub0W3bl0JCPDD3NycvLx89PX1CQlRt2vb\ntzdi3rw5LFiwlNjYeL7//lt++eUkq1Z9g46ODlKplIMHf8LR0ZHx49+jZ09z5syZybBhQ7C3t6O4\nuJimpiby8vIBNUVCO4s1N1evby9evExCQgrbt+/C0rI3q1evYfLkiTg5ObJ16w5ycnIIDg5CV1cX\nf39fBg8Oobz8GRs2/ICjowO9e/ciPj6Rfv2CqKmpYerUmXz88Qfk5xfQubMpzc0CR44cQ1dXjw0b\nfuDXX8/Q1NTE/v2HxAWPWplmFwkJCUyfPouePXugUqlEsrn2uzBs2BDu338gfqapqerZWExMHIsW\nzRfJ0oGBAcyfPxe5XE5SUgozZ05DJpNRXFxC9+7diI2NJzk5Rawk9fT0ePSokP79g5k3bw56enqi\ndcq7+OvxVxqtdZr/10okki7AK6Dz//lTehfa0N5Etat67cpOy8sCRE5XS9SfTCYTFSG0LbSffjqK\nvb0dUVHRZGfnYGVliVQqFSuBuLgEsboID48UKw6pVCre0AExUdbX11NRUUFwcCBDhgyiqUntUaXd\nV6u0UVFRQXp6uvg3REbeoUOHDuTm5ostyoyMDIYMGcTOnXvo3r0b0dGxeHt74uzsJMLNDx3ax4ED\nh/Dx8RErT+38QXueWkRhS9h/ZOQdXF2dkclkpKdn0L9/sMhh69PHW/ybta2jiooKDhw4LHptqSuG\nGJHYunXrJvFaa2dLenp6XL16Hblcznfffcvo0e8TFRWNkZERSqUSR0cHpFIpCxfO4+bNWxw7doKZ\nM6eRlJSCi4uTyAWbOvVzRo0aIS4qVCoVBQUFeHp6/uFzBTW4JDMzC0tLC6RS9fmYm3fn0qU9eHt7\nsXDhfMrLy/nllxPY2Njw889H2b17L1KpVJQ2srOzo6zsKS4uTpw79zsTJ37KwIH9uXTpCnfv3qVn\nzx6AhAED+hEUFMC8eYsoLS1h0qSJJCYmI5fLUalU6OjocO9eDDNnThPJ8X5+fQkNvcb16zdYuHAe\nw4YNwcHBDgcHew4ePMzgwYNISUnD09OdM2fOsmXLJvT09Dh92p7U1HQKC4v4/vtvSU1VQ/S1VdSd\nO1F4e3ty/PjPKBQK7OxsOXfud8aNG8uwYUOor6/H2NiYBQvmcutWhEi01845Fy1agErVjJWVJcXF\nJcyePRS5XE5NTQ2HD//M/PlfoK+vz8yZ02hqauLw4SOMGDGU5cuXkpSUAqiRtCqVirlzZ2NsbEz/\n/sE0NanluZYuXcTw4cPQ19dn4MD+BAcHEheXQF2d+vbZo0cPYmLiUKlUBAcHYmNj/W7e9U/GX6m8\nrkgkEkNgI5AMFAKn/iVn9S5E3pFWkVzbumopf9SSsNzSXBIQE5d2n4cPHwLqBDhnzkxycnJEIir8\nXVZKmxi1FVx6egaVlZX8+ONWbt68JSa7u3fv8fatWjFcJpMRGxsvatxt2bKd8vJyrl27wWeffU5M\nTDQ3boSxZ89+TEw6kJOTh4lJB5Yu/ZIbN8IoKyunqakJLy9Pli5dhK9vH5Yv/4q+fX3ENl98fCJX\nrlzFy8sDmUyGXK4rXiftrEJ7LlpQBYCjoz0ffPApW7fuEFUQYmPjcXV1ZvPmbVy7dkM0Cbx8OZTF\ni5djZWUpXm/tjQ/U7ci7d++xbt1G1q3byJYt28Xrm5WVLYI2iouLSU5Owdvbk9zcPIKDA0WF9vz8\nAlEb0MXFiY8/nkBYWDiTJn3G3r0HRDTkvn37KS8v5/jxU5w7d54rV65y40YYd+5EiUCV6OhoXr16\nRXn5M2JjYwkPv02PHuZkZWWxYcMmhgwZyeXLV2luVuHr2xc7OzscHR1JSEgiISGRX345QYcOHTh8\n+AglJcUAor7fRx99yM2bYdTV1XL37j1kMhlbtmykY8eOyOVyUlJScHZ2pKDgPqtXryQvL5/w8EjO\nn79IUlKyyIvq1KkTsbHxhIZeo7T0CWlp6cTGxmNtbUlCQgJ79x5AqVQSGxvPjRthbNmylZqaGmbP\nnsGvv56hWzczsQKPjY3n7t0oxo59j9u374qVtI6ODnK5nPr6epYuXSGqcGRkZLJnzz6qqqrYtGkL\nV69eJyYmDmdnJx4/Lmb69CkkJaXg7u7K4sXLsbDoDUBCQgJ79uzn0qUr5Obmk5GRJX4fYmPj8fPr\ni1KpZN++g6IUlLoyi6GyspKLFy+JgKK4uAQcHOxEJwapVAc3NxfOnj3Hhg2bREX+d/HX48/wvDwl\nEompIAjfC2oHYgWQCZwBtv6rT/D/1dC2AOfP/0IcNrdEyLXkHnl6urNw4RJx9tXyGFp02Zgxo9HX\n1xcrqkePCsnIyCQ1NVV8TcuZGqhXmLa2NsTHJ+Lk5Ejfvj7I5XJkMhl2djZERt7m8uVQAFxdndm9\nex9NTU1YWVmyYsU3+Pv7MnPmdLy8vBk0aCCzZ8/g+vWbuLg48+LFS7Zu/ZFRo0YwcuRwDh06gq9v\nHxITk1EoFGzY8AOpqenA39t8jo4OYvtl6dJFYuU1YEA/AgP9xcSu/W/z5m0kJCQxa9Z05s6dLQIl\n/P19RdqAtmIbNGggQ4YMYvfu7QweHPIHBRNtZadtR3p5eTJ37mzs7e1IS0tHJpOxaJEaQagWatVF\nEJrFtq5WPis7O4empkbx2MnJqfj69iU4OJDk5FRqaqrZu/cA/v6++Pn5YmBggKVlL5FMHhjoLxJi\n5XI5Xbp0oXNnUxwd7TEx6cjgwSGa70YrXF1d6dPHhzlzZlBcXMqsWTO4ceMmOTm5BAT40aePDx9/\nrOadWVhYIJVKuXbtOlFR0YwaNQIjIyO6djXj6dNn1NTUsGDBYg0qsYK0tDTu33/Ivn0HaGho5kJC\n2AAAIABJREFU4MiRo0ya9Jnmc1uLVColMvIOVVVVZGRk0rOnOSUlpYwYMYzAwAA+/HA8n38+jfr6\nBpFrFRwciJlZZ4qLS0lLS0OhUDBz5jRyc/Pp3r0bZWVPRTuYTp06M2BAP3Fh07NnT/z9fUlKShHR\nm4MGDWTRovm4uroilUrR0VHrFdbV1ZGbm4dKpSaeK5VKIiJuA4KIwJVKZUyfPoUHDx5iYdELb28v\n4I/cSrlcLqJ3z5w5h56eHqdOHUdPT4/c3DwyM7MIDPTHx8eLI0eO0a1bV6RSKa6ursTFJdCrV09c\nXFzo3bsX0dGx71qH/0T8mcprP6AEkEgkAcB6zbYq4MC/7tTehRY23VK6qCXRVvvY0NCQnTu3MXTo\n4H+AyLcEHgQE+IkSUB9++AELF87D1dUVmUwtlaRt7WnRVFqkYmCgP337+nDo0BE8PNSSSKampowd\nO5ohQwZRX1/Pnj37MTXthJ6eHoMHh7Bz51YMDQ3x9vbk5s0wkd/i6OiIsbGR6LukJYna2FiLenOg\nrrS0bcWgoADu3IlixYplIpS+JU2gJVQf1BWpTCZjxoyphIQMwMPDjUOHjmg4Z2HIZDLNjcVbhLNr\nKziZTKaZ+Tmzb99BserSJg6tqnhMTJw4t9KeT319PQkJSZiYmNC6dWvq6+u5cydK5EnNmTMTc3Nz\nUlPVEkn9+wezfPkS8ToVFRUzbdpkDA0NmTNnFnK5nE8++VisIrXeXYAIVa+qqiIzM5thw9QK/42N\nTcyaNZ2RI4ezcuVXREfHiTqA48aNZdq0yRr1Cg8eP36Mk5MTgwYN5MSJX9iyZZMGveeEVCqlT58+\nrF27mpEjhxMSMpCkpBR2795Oq1atGDNmFAsWzMPR0YF796LZu/cAr169IjExGVdXF1QqFQYGBixe\nvIBLl0IZMCCYc+fOY2NjhYGBAefPnyE4OIiQkAFYWPTWqGjM58svl7JwoVp1/9atCEJDr2Jq2onX\nr18jl8uZO3e2KIXV1NTE2bPnePDgAbdv38XDw42MjAyR59cS5DJjxlRkMhmhodfo0cMcJycnTQJy\n4MaNMNau/U5syyuVShHuv2DBPJqaGtm+fZfY3dCqq/TrF8Tt23fp3r0bAKmp2oXMAuzs1LSHxMRk\nZs2ajp2dLfr6+vTp401OTi4zZkxj0KCBLF++9A/z13fx5+PPXDGpIAivNI8/AA4IgnAOOCeRSNL+\ndaf2LrShTVxagV6tskNLpXPtj3nLlu3ivEYre6MW0T1NUlIyHh7u6Ovri5JKGRmZqFQqrlwJZdu2\nzdy9e4/z5y+K4qNBQQFcuXKV7OwcpkyZJEoqnTt3nqNHf8HQ0ICAgACqq9+wZs1RAgP9OX36HPPm\nzeHq1evExyegUjXj4+PFvXsxvHjxgtu3ozh27DgnTpzi6NHDfP31Kj788D2kUqlYYaSlpYvVVM+e\n5ixZ8iVKZT3JyfGYmpqKoAm1qv1ifvxxg/hvf39f6uvrWbLkS4KCAti+fRdnzpwkOjqW1NQ0scLT\nSgMFBQWI8O76+npOnz4LIMpBbdq0BUEQxNlVenqGiCCcO3e2+PmEh0eSkZGhSZzTxFlHenq6RpEh\nhZ9++plJkyZSU1NDfHwiNTU1jBo1gvDwSLKzs7lzJwq5XM7Zs79TVPSIpKRUfvvtNJ9++iknTpxC\nR0dCUFAAKpWK3Nw8ysrKACX79x8kMTGFR48esmnTFmQyKTdvhmFhYYGHhxsffzyBCRM+5dNPJ+Hm\n5kp5+TOqq99w714MaWlpdOjQgdatW9Oxowm//nqGjz/+ADc3N6ZMmcGkSRO4cOEiL168oLFRiUwm\nx9XVlZiYOAA6dTLF0tKCo0eP4e3txdy5c9i1aw8NDUp+++0Mo0YNZ9u2nejo6BAVFc3+/YdYtmwx\nI0cOJywsnDdvqvn448948aKCEydOEhERyc8/HyYnJxcXF2dOnz7H3bv3sLOzQyqViomhoqKCvLx8\n/P39SE5Opq6ujtjYeObOnaPhgLkRHh7J+vWbuHw5lJ07t/LddyuZNGkavr59mDt3NsuXf0VwcBBJ\nSSlcuHCJFy9ecPXqNebMmYmxsTFbt+7g3LnzLF26iB07dovfAVAvJi5fDqVbt67IZDI8Pd3ZsWM3\nqampPHxYJMp4XblylS1btnPmzEkOHTrC27dvWbp0BTKZlFGjRlJQcF+UInsXfz7+TOUllUgk2iTX\nH4ho8dyfXi5IJJLDEonkmUQiyWixrb1EIrkpkUjyJRLJDYlEYtDiuRUSieS+RCLJlUgkIS22u0kk\nkgyJRFIgkUi2tdgul0gkv2peEyuRSLq3eG6iZv98iUQyocX2HhKJJE7z3KkWf+d/e7RUyYB/FOid\nOvVzMWFpExuAg4M9ERG32bBhkzgkrq+vp6ysVLRe8PPrS2JiMv37BzN//hcMHhzC8OHDRKXsdeu+\nJzLyjgilv3DhEg0NagJzdfUbEVChrRAGDuzP8uVLGTNmFJmZ2aJ6vXal7OTkhKGhIX5+fSkuLqZt\nWwUdOhhx7txvdO3alT59vJg1a4ZoyyKTyZgyZZJGo86bY8eOs3r112zYsA6FQsHVq9eZM2cely+H\nUl9fT9euZmIi+PHHrVy7dgM9PT3WrFmFgYEBgYH+5Offx9e3DzNnThP5bIDI1UlJSRUrzvHj3xPJ\np3p6esyaNZ1Fi+aL4sBz587Gz68vOTk5REVFi1wdtQLEbDp16oRCocDHxwupVEpzs0Bubh7Tpk2h\nY0cTZsyYyv79hygvL2fNmh+oqKhALpfTr5+6fTlwYH92797O4sULUSrf8vnnEykre8r+/buZPPlz\nsVp1dnbS6E7KmDRpAl5eHjQ21mFk1J7i4hIGDBggghHevn2Lh4cb3t6ePH1azsqVX9GjRw+MjIwY\nPXokBQUFLF++hNat29CjRzcEQe3F5ubmglQqpaKignHjxvLixSvs7W3x9e0DQGZmFj17mvPee2PZ\ntWs7Hh4eRETcRiLRYcqUSZiadsLd3Z0vv1yKRKJu2S5evID8/AIRVp6SkoyZmRlyuS56emqY+7Fj\nJ+jZswcvXlRgbGxE+/aGPH36lKqqKhGx+dNPR/H17UtGRiYFBffJycnlww/Hk5CQxIULl1iyZDm+\nvn0ICenPunXfs3v3PuLjE9HX18PJyRGZTMbQoUN4+PAhSqWS9evXEBV1Dz8/X3766aj4fVi0aD73\n7sUwYcInIkilvr6eixcvsWbNKmQyqWgfM336FNq0acPs2dNEIvXgwSEsWjSfnJw8pk79nIAAf7Zu\n3cSmTesZPnzou8T1T8afSV6ngDsSieQiasRhFIBEIrHgr1miHAH+I+vzS+CWIAjWqJPiCs2x7YDx\ngC0wBNgj+bsW0V7UDs5WgJVEItEecwrwShAES2AbamAJEomkPbAS8AS8gW9bJMkNwGbNsSo1x/hv\nj5ZAi5bkZJlMbSa4bt1GFi9eLno5wd+9t4YOHUxAgB9FRY9FcEVUVDRmZl2Ry1v9QUUdEC3g09LS\nRNLwvn0HOXPmnGiAOH78e3z11Zf4+/vy7Nlz3N1dOXXqNHp6apWAHTt2c/v2XZ48eUJdXR0ZGRmi\nkrqhoSG9e/cE1ImgV6+e1NS8JS0tgyNHjhEZeYdhw4Zy5MgxfvvtDHV1dVy5cpWJE6eI0kyPHhXR\nqpUchULBnj37CQjwY/PmjUilUvbtO4iLi4uofmBvb0dmZhaVlZV8881qampqyMjIwtnZkV279ooS\nWACbN28TjRGtrCzZv/8gYWHh9OsXRETEbWbPnkdpaSnLl39FU1OTqO+4ffsuNm7crJkJWosr8Zqa\nGr79djWRkWEsXfolO3bsBsDb24sFC+ZiamqKra0dpqamTJkyiUePCmlubiY6OpaamhouX77K6dNn\nRSDI69dV6OoqOHz4Z6qqKlm16nsOHDjA2rXr2Lv3AKmpaeTl5QFNfPHFQtLT1W3MCxcuUVZWxowZ\nU1GpVEybNpOUlFSmT5+Nra0to0eP5Nix4xqwTBn37z/k+fMKTpz4FUdHB0xNO5OSkoKHhxtlZeUE\nBPjh5+eLTCbl4cP7XLkSytKlX+Lk5MCjR48oLS2joqKCjz76jPLycg4ePExtbS179uwnJSWNCxcu\ncuTIMZqbmzl69LgmoasXKU5OTpiYdKSurhYLi16UlZWho6Ouru7fv49MJsXMzAwTE2Ps7e3Jy8vH\nzKwLCQlJdO/ejezsHIyM2tOrVy8aGho4fvyECIAYPnwYcXEJpKSkER+fSHNzMzU1NaSkpPLq1SsW\nLVomJqLDh48gk8kYMmQwOTlq+Ss1wCafyMg7NDaqkYfu7q5kZWVTX1/Ps2fPaWpqoqjosYaMvh89\nPT2+/noFp0//zpkz57hxI4ywsHAePHhIQkICBw4cxtvbk717D7B06QquXLn6rmX4T8Z/mrwEQVgL\nLEbtpOwnaE2M1K/905YogiDcA17/h82jgKOax0eB0ZrHI4FfBUFoEgShCLgPeEkkElOgrSAIiZr9\njrV4TctjnQW0mkqDgJuCIFRpACc3gcGa5/oB51q8/5g/+/f8K6MlGENLrmxZgXl5ebJ27WpSU9PF\nuVDLBKdQKNi69UdxPqSvr8+uXdtZuHD+H+Zienp6zJs3h+DgQIqLS7l+/aYIx7a0tBBBDVrSblJS\nCtu2bcbY2Ji5c2fTpYspmZlqfy0/v74IgoBcLmfRogUsWDBXlCEqLCwSdf6Kih5ja2vF4sULREXx\noqLHmlmMLnK5nMGDQ/jttxOi19GIEcMIDb1GTU0NkydPJC4uQeT8LFigVhu/fv0moFaecHd3w9DQ\nkK1bNzFmzChmzJiKqakpS5YsZNas6aKmYXNzM8HBgfTvH0xIyADMzLqI2o59+/rQvXtXUlLSWL16\nJZGRd9izZz+Bgf7Mn/8F/v5+TJjwCbm5+aJJ5s6dezA0bI+trSPr1q1h2bLFjBgxjJCQAURHx1Ja\nWsrTp+ob/c8//8LChfO4cSOUcePG8P774zh//jeio2MZP34cUqkUAwMD+vULZteu7RgZdWDNmtXo\n6KiH/sePH8He3o6TJ08Dcnr16klQkD+WljZMmjQBU1NT4uPVwIBPPvkYZ2cnvL09KSwsIjDQn8mT\nJyGV6vDBB+9rIN8dsLe3IyDAj6qqatFKpblZRWJiMk5OTowaNRJLSyuWLVvCzp3byMjIolevXixc\nOBdDQ0MGDOhPWdlTJk78jNat9bG1tWHo0EGsWvUNT5+W09zcjLl5d3Jz89DR+bsrgFwuZ9u2LSiV\nSlxcXDAwMCAoKICvvvqSadOmUFb2lLZt22loDerbT9++Pjx8+JCOHU3o0aMHrq4utGrVik6dOqFS\nqcjOziEoKIDhw4eK86UVK5bRv3+wKOMUGOiPvr4++vqt2b9/N2lpGQwdOphPP/1Y/O1o52C9e/cC\nJMTGxuPs7ISxsTG7d2/n7NnzbN36I2PHjubkyWPIZDLWrdvI+PFjuXUrAnd3V/T19Vm6dBFLliwS\nbXRcXJxZt+578vLy34E1/sn4U1B5QRDiBEE4LwjC2xbbCgRBSPkvvn9HQRCeaY5XDnTUbDcDSlrs\n90SzzQwobbG9VLPtD68RBEEFVEkkEqP/3bE0xpqvBa3kufpYXf6Lf8//sdDOUbQJrCVgIzDQn2PH\nTuDq6oyenh41NTXMn7+IyspKUTkjKSlFFI8NCgrg2rUbIgF448bNXLhwSZRkUigU/PDDd6Lcj0Kh\nYOnSRX9A8Gl5R1pl9fLycrKysrG1tRbtRVQq9aWMjo7lzp0oKisr2b59FyqVCjc3Fw3nrIGMDHVl\nlJ6e8Qe+zKZN6wkODuTOnSjx79UOx5ubm9iwYQNbt+7Ax8cLpVJJWFi46My8c+cusc0zaNBATSUT\nSlhYOElJSWJVeeDAYVFJxNHRgVu3IggPjyQmJo4hQwbzzTerKS8vZ9++g1hbW4uq55mZWUyY8Al6\nenokJiYTHBxInz59SEhIEMV8p02bTENDAwUF96moqPjDivr27TuMGTOO1NQMduzYxaeffkRMTJzY\nnrpy5SobN26hTx8v5syZT11dHQ4OdpSXl7Nq1Rref38sXbt2ZfbsWSgUClJS0sjMzKKwsBBQ0qaN\nPgYGbbl/P48rV0JpbGzk0KHDZGfnEhl5B13dVtjZ2dK9ezfmz1/E3r37ad26NdHR0WzbtpNXr16R\nmZlJXFwChw7tpU2b1sTGxjNixHD8/X25dOkyTU1NtG2rICwsQrQ8ycrKJjg4hG+++RY9PT2srCzR\n19end+/e7NmzFyOj9qxf/yOdOnVEEODhw0fY2tqwdOkikbRdW1vHiROnKCi4T0ZGJhUVL1i4cAmV\nlZWEhl6jsrKSx48fc+3aDWpra0lMTNKgWq3o3r07t26phZ91dCSYm3enoKAAc/PuHDhwmMrKSrKy\nslm3biMVFRV8/vk0BAHOnfudzZu34ehoj5OTI7/8cpKqqiquXr0uuhtr2+lq9+R5LF68ALlcTkjI\nAGpqapgxYw6ffvoRCoWC27fvkpSUIrYii4tLWLt2NWlpGSLIKTo6Fnd3V7Zt20laWjopKWli+/Jd\n/PX4n3bVhP98lz8dkv98lz+1jxirVq0SHwcFBREUFPTXzugvhLZ12NK3Kzw8kkGDBqKnp4etrY1I\nplUoFGzevJHo6FhUKpXof6X9UagT1iZUqiYqKipQKhu4ePESAwb0E+0gjh49zowZU0VCbl1dnbg6\n1bZhtCTgPn28WbXqe7Tq6/PmLWLHji3cuRMlIhTDwyM1+noCPXqY8+WXf6N3794YGbWnqamOa9du\nkJubx6NHhUilUpKTUygpKaFbt67o6EiJiYlh6dLFqFQqDA0NWbnya4YMGcWDBw9pamoiJSWFBw8e\ncebMOYYPH4qOjg4ymUwUy5058wsiIiL5+usvOXv2d5ycnFAoFFhZWYq6f+npGRQWFrJt22ZiYuIw\nMjLi+++/JTY2nq5dzQgPj2D9+rVkZGQyefJEvvlmNTt3bqVPH28iIm6LoIsZM6axYcMmdHSkmrld\nIwcOHGbAgP6i43BxcTE9e/aipOQpzc3NHDz4E9bWVlRXvyEy8g6pqWm8fv2KkpJSPv74Q2pqapg0\naSqpqYkUFhYxdux7fP311ygUCnEeV1dXx/XrNwBISEiiquoN0IqQkIFcunSZkJCB7Ny5l99//41l\ny1Zw7NgvNDY2IZO1ora2jpKSJ1RWvubu3bt4eHhgZ2fHmTNnSU1No1evntTV1XHt2nUCAvwoLS3l\n7NlzmqSZzfTps3F2dkIQmmlubqa4uJQ5c2bx7bffATBq1EhMTTtz+vQ5/P190dWVU1NTTUXFC/GY\niYnJmJp25PffYxg0aCCdO5uSnZ1DTEwspqamrFu3gfDwCHR0JFRUPOPQocO0adOayZMnc+9eDEeO\nHMXa2pLy8hdcvhyKnZ0Nurp6WFlZcfPmLb7//lt27drD27dv+f33i9jZ2eDh4U5+fj4DBgzg3r0Y\nDh78CR8fb+zsbMnJycXCojdSqY7YhpZKpbx+XUVlZSUFBQ/E32ZNTQ1FRY+5e/eeOFdtqT0aExOH\nm5sbSqWSRYuWMXhwCLm5ucTFxePm5oq/vy8KheIPqOH/W+L27dvcvn37X/4+/91X7ZlEIukkCMIz\nTUvwuWb7E6Bbi/26arb977a3fE2ZRCKRAu0EQXglkUieAEH/4TWRgiC8lEgkBhKJREdTfbU81v9n\ntExe/+qQyWSi4aAWYZiS8neTx4ED+zNwYH8RIq5QKFCpVGRkZIr+RaBOOGpzyEBKSkr57rsf2Ljx\nB5Evpd3f0dEBQ0NDEV24Z88+pk6dTGjoNfbtO8i0aZOprKwkNjaeIUMGsWDBXC5cuKSZ33xO165d\nmTZtsthu0SqA9OsXJFZRTU1NLF68DAAHBztevXrNnDkzNdqCl/n66xWkp6vRj3v37sfV1VUkn54+\nfQ53d1fRTNPHx4c5c2Zx504Uw4YNYeTI4WJi1dqzrF27nvHj3xcVQ9LTM3B2dhLPq1+/IMLCwkVn\nZjc3Fw4dOkJ+fgGCILB+/RqMjY1xdXXRcOVGAWr5o/j4BHJycvjoo/FERUXz6FEha9d+R3h4JHp6\n+jg42BMQ4KepDFN4//33KC4u5u7de0yaNIEHDx6JrsMzZkzjxYsXHDhwiP79gwkNvcrLl69wdHQg\nKyuLkSOHU12ttk2pqqoSvbkATE1NANDRgbq6WkCFs7Mjd+9GERp6DS8vTwoLH2Ni0pHAQH+OHPmZ\nI0cOkZiYTFTUPc33KxgQyMvLp7GxkYqKCk3yGyDSH9zd3YmJUcPuPTzc6djRhPnzvxAdpl1d1deu\nrq4eXV1dvLw82LVrN3J5K/T1WxMQ4E9DQwNKZSNBQYEsXrwMGxsb5s+fy+PHj9HX10cQwMvLg6tX\nb/Dee2OJiYnl0KH9rFjxNWVlT/D2Vn+2o0ePRE9PDxcXJ/bvP8jo0SN486YaZ2dnEZQ0fPhQwsMj\nKSi4z7hxY7G1taVNGwWWlhb8/PMxli1bjJ9fX5H/FxFxG0dHBwYPDsHR0V7kBMrlcgIC/Jg+fRb+\n/n7Y2NiwadMW7Oxs6dPHm5CQAcTHJxIaeo0DBw4zYcLHbNmynZCQ/vj4eHHs2Al++OE7tm/fiZOT\nE3l5+RpU4i6cnJw4c+Yshw8f+Adfuf8/x39c2K9evfpf8j7/7uQl4Y/VziVgEmrgxETgYovtJyQS\nyVbUbT8LIEEQBEEikVRJJBIvIBGYAOxo8ZqJQDxq0WAtKvIGsFYD0tABBqIGigBEavb97T+8/397\naIEWLTlezs5OouJ3RkYmS5Ys/IOT8tChgwkJGfAPOoje3p6sXbsOFxdnDAwMOHDgMK6uLgwZMkgk\nibYUCPXz68tvv50hLy8Pe3t7vLzcSU5OZv/+gwiCWsHd2tqShw8fcvlyKGVlavfcS5cuI5VKefDg\noWiDEhYWjqOjPRYWFtTX1zNr1nR++ukgJiYm3LsXRX19HRcuXGLu3DmsWvU9rVq1YvnyJRQXl+Lg\nYEdRkVr5wdLSgsjICA4e/Im+ffvg7e1JVFQ0Fy9eEiH2KSmpNDY2is8nJCRSX1/Py5cVSKVSvvhi\nllgV3rsXI6IBw8LC+e23M5w7d16DHpNpTBGPM3/+FyiVStFRWrso6NrVjH37DtDY2MSbN6+ZOHES\nJ0/+Rr9+gdTX1/P69SvWr9/I9ethXLlyHoVCweefT0WpVJKYmES7dgY4ODjQu3dvTp78jaqqSpqb\nmzh37gJv3lTzxRezuHPnDm/fVpGWlo65uTkHDx7k1atKQkIG8OTJU7p0MSUjIxuA5mZ4+/Yt0Myq\nVWt4/Phxi6QTS0pKMiDQrVt31qxZT+fOnXj7toampkZycrJJSkoVFfqvXr2GhYUFDQ0NpKenc+XK\nVYqLS6itrSUnJ49OnTry9m0NmzdvIyYmBpWqieLiEgoKCgBYsGAuaWkZuLi4UFHxkoED+3H16jVi\nYmIYM2Y0V69e59GjQlavXklGRhZ6evrI5XI6depIUpKaJ+fs7ER5eTl37tzl7t0ompuVtG3bDrlc\nl3PnzmNgYMBvv50hOTmVhoY6PvzwA968qWLr1h3I5brMmDGVTZu24OXlgbu7KytXfkeHDu1xd3fH\nzc2F5cu/4tWr1+zdux8PDw9UKhXp6RnU1NSwePEypk+fwvLlS0lNTSUpKQkzs6589tknrF69hm7d\nuiKXy/nxR7W5a2CgPxERt5k+fQq+vn3YuHEzSmUjR44cY9q0yTQ1NXHs2AnGjauloqKCnTt3U1r6\nhPHj3yMnJ19s1b+LvxZ/yRLlvxISieQkEIMaIVgskUg+R014HiiRSPJRw/DXAwiCkAOcBnKAq8Ds\nFkCROcBhoAC4LwjCdc32w4CxRCK5DyxAk6AEQXgNfA8koU5sqzXADTT7LJJIJAWAkeYY/yNCC9qA\nv0sghYQMIDDQn5CQATg5OYrVTMsEp92/pW5hTU0NWVlZREREMmXKJFxdXUhKSqKmpobc3DxRVV0r\nA7Vjxy6kUh169erFgwcP6dmzB8+fv2D37u14e3uTlpZGdHQMIODoaE9zczPp6RmUlqrHkXPmzBQJ\ntZs3b8XNzZukpCR+/HErhw4dASS8evWKiorXWFlZ0bGjCfHxCdTUvOX771fx6FER48aN5rffzuLj\n40VYWDj37z/A09MLDw93vL092bpV7ejb2KgmlYaEDGDq1M8pLi7B29uT+vp6CgoKKC0tpbi4lJqa\nGvbs2U9FRQX9+wdjY2PFli3bUKlU+Pv7YmHRiy+/XMJXX33Dzp27sbe3o1evnty4EUZ2dg62tjbo\n6emhVCrx8vKgtLSUPn186NnTHF9ff0xMTJg+fYrmJtRMRMRtbGxs6NcvSBSpNTBoh0rVTGxsPGfP\n/s6+ffu4ePESkydPpGNHE169esXgwQNZunQRKpWK6uoaQMq33/4NFxdnPvroI6RSGQUF98nNzaG4\nuBSFojUA1dXVopjszJlTMTXtxNOn5cTExHLlyhVkslYYGhqSn19AQkICDx48RC7Xxde3Lx9++AFt\n27bF39+Px48fI5O1IjU1jaSkFBSKdmRn59DY2EiXLl1oblZRUfFSw+2rpqjoMY8fl6JSqTAzM0Mi\nkXDjRhjx8fEkJSUjCM08elSEoaEhb95U09Cg5M2bKoKDAzl69Bf69vUhKCgQuVyOQtEWc/MeKBQK\nCgru8+zZc86fv6hRhdHHwcEBQWhm69ZtVFVVYWJiTHn5UyoqXjJmzEgOHz7CkydPmDbtc0xMTHB3\nd+Xbb7/m6NFfcHNz5tixE5w8eYrs7BxsbGywtrbi888ntlDWkOLgYMfbt2/55JOP0NPTw9zcnMLC\nxzQ1NfLLLydpampCENQt22XLVmgSbJT4u1UoFFhY9CYrK4uPPhrP/v2HxAVkefkzhg0bQqtWrRg8\neBAnT/6Kvb3N/3Vtw39X/NuSlyAIHwuC0EUQBF1BELoLgnBEEITXgiAMEATBWhCEkBaL8UwJAAAg\nAElEQVRJBUEQ1gmCYCEIgq0gCDdbbE8WBMFREARLQRDmt9jeIAjCeM12Hw1KUfvcz5rtVoIgHGux\nvVAQBG/N9g8EQWj8N1yKvxRaZ2StFYZWLb6qqoqNG39k9uy51NfXixyndes2Eh4eia9vHzIzs7hy\n5SqhoVeprn6Nrq4umZnZuLo6Ex0dS1RUtDgzGzVqJIaGhixYMBcfHx8GDx7E7dt3GDt2FAcOHGb5\n8iWcOfM7AI8eFeLu7gY0k59/H3t7e007rhmpVEp5eTnr1m3Cw8ONfft20blzJ378catGeHY4IFBV\nVUVFRQUqlYrWrduwdOkiSkpKReKrh4c7Tk6OACQmJjJ+/DjKy8vp08ebmzdvcfHiJdLS0jEz68K1\na9dFBF9QUABJSWol7+bmZk6dOo0goEkGbxg+fAzHjh1nxIgxZGer9R2joqJRqZr59tvvefDgAQ8e\nPCQlJYVDhw5z4cIlPvnkQ6RSKaWlpZw/f5E9e/ZhY2ODrq4ut29HMWPGVAIC/Dhw4DDXrqlnUA8e\nPCQjI5P8/HyWL/8bx479QljYLQShmczMLLp370avXr24efOWpnp9ikwm5+XLVyQlJbNixTc8eHAf\nUDFhwhRCQvpTUfGS48eP4ODgwBdfzMHa2gpvb7Ua+uvXVdTXNwBw4MAhnj+vwNKyNxKJDr169aSs\nrIzr12/y4sUL3r6to67uLbW11bx69Zra2jqUSiV370ahUjVjYdELLy8P7OxsyMrKoa6uDolEQuvW\nrWnTpjVPnpTx889HuXbtOtbW1tjYWDFo0ADS0tL57LOPGTt2DJaWltTUvKGpSUVDQ73mWjfy7Nlz\ndu/egVwu5/Llq5w5c46VK7+jvLycgoJ88vPvU1j4mIaGejp2NGHkyOE0NjbS1FSHSqWia9duBAQE\nUFBwHx0dHdq1a4uurpzk5FSePXuBr29fxo9/H4AXL56zatUaIiIiiYtL5JtvVqBQKLC3tyM3N4+8\nvDwWLFhMXV0d+vr6LFgwl5KSJ/TrF4ypqSnXrt2gpKQULy9Pxo0by8KF8+jRowdPnjyhpqaGxMRE\nEZDk5eXBwYM/UVFRwcuXL7GzsyM5OZUHDx5w504UlpaW2Npa066dAdbWal8zqVTK+vVr/8HR+138\nufi3Ja938c+FtvrKysqmqamJBQvUyerHH7cyYcKnjBkzWhSb/eKLWbi4ONO/fzAKhYLp06eQlZWN\nIEDr1gaYmnbC0dGegwd/okMHI7Fi0yIJKysrUSgUBAT48fDhI/r370dSUgr9+gWRkZGFUtkgQpwv\nXLgANNOmjT5XrlylV68edO/eAxcXJ774Yj59+3pz5Mgxjh79BWNjY/r1CyY2Np7Ll68COpSUPMHR\n0QETExM+/fRjSkqeMG/eHAwMDHByciA09Cp1dXXcuBHGxYuXmT17HvX19URE3CYnJ0e0/igvL+fb\nb79m//6DdOxoolFRtyI//z7z58/Fx8cbGxsrCgsL8fDwYPHiBRrZooVYWVmJpFNraytKSkp4+PAR\nnTp1wtPTEzc3N77//lu+++4Hfv75GGPHjuerr5axbNkSjIyMWLFiKXPnziY7O5fo6FimT5+CiYkJ\ncrk+gYH+eHi4o6ury7lzp2jf3oiOHTuhq6uHsXEHevXqQVFREb6+fRgyZJDGn60OY2NjjX6fCVVV\n1YAOBgYG/PDDBioqKli5cjWXL1/h6tVrmgosFwBBaBLRnhKJBHt7tWJ8QUEBjx49RqmspX17Qxwd\nbfH29kCpVAHN5OZmcfToMWpr62hsbMLT053MzGwyM7OIioph2LDBtGrViufPn9O+vQFv31ZTUfGc\nly8r2L17O6WlpcTGxlFbW4dM1oojR45x7tzv3LoVjq2tHUVFj3j7tpZ27drS3NyMUqnkxIlTlJaW\nYmNjyZAhg1i2bBFGRkZ0796Nxsa36OvrI5FIePDgAffvP0BXV03gLSoqJDDQn9TUdLKysnn6tBw7\nO1t0dKQa9X57dHSkRETcRqlUMmnSJIYPH4qnpycSCbx4UYFUKkNXVxdnZyfatTMgMzOTuro63N3V\nMmlVVVVkZ+dw8eJlMjOzmDJlEi9fvuT6dbXRanl5OStX/o2MjEwePy7B1LQTffv6YGhoyLRpk0lO\nTkWpVBIZeQeVSsW6dWuQSqWkpqYzbdoUPD3dOXr0F2xtrREEgcOHj4ju5+/ir8W75PU/NFqqZshk\nMmbPnsG+fQdF+LylZW8yM7NFixItuCMzM4uamhpu3Ahj9+69WFlZ8vhxMTKZjIcPH7Js2Qpyc/N4\n/vyZ6JBcU1PDyZOnGD/+Y4qKirh79x55eXlcuXKVb775lurqGn7//TwgwdbWhp49e1BU9BiAxMQk\namtrGTp0lAY1mMr48e/z5s0bPvvsY0pLn6Cvr09EhNptNjMzA2jmwoXzREZGUlCQz88/HyUmJpZb\nt8Kxtrbkb39bSW1tLdnZOfj69sHR0YEDB/bQu3dv8vMLMDMzIzo6lokTP0UqlXLnThS3b9/l+vWb\ntG/fnoMHfyInJ4fvvvuB0NBQbt2KoKrqjTgbO3/+AmrKu4C/vy/p6Rnk5+cjkUCHDh149eoV1taW\n/P77BRISkti48QcsLHrRo0cPTpw4RVNTE8XFxQQFDWTTpi2Ym3dDqVQSHh5JUVEhSuVbwsIi6NTJ\nhLt3o1i27Et+/fU0ZWVl1Ne/oXPnzhw//isWFpYkJiYxe/ZcUYT41q1b5OfnY21tRWBgANBMZWUl\naWnphIXdIjc3F0EQKCt7SnOziqdPn2q+MRK0jfXnzysICgqgrq4eBwdbevY0ByS8fPmS+PhkXr58\nTWCg3x++a23btqaoqJCrV2/y5k2V5nvzmOZmFQUF6mro1Kkz6Oi0onPnLjQ0NLJ27Tr09fVRqZo1\nYJJKXryoQKVqxte3r6YKbaagIB8zMzNNy7GC7t27ExDgz9ChQ1iwYAlr1qzn7NnfaWhQNz769QvC\n09MTAwNDrl27iVzeCoCnT59x8eJl6uvryMjIwsioPaWlpTQ1NXHw4GFKS58QFnaLI0d+Zt26DRw8\neIjTp8/y7NkzBg8ehLOzM35+fbl//z5paal07tyZ0aNHk52dzQcfqOdZaWnpuLm5UFBwn9mzZ9DU\n1ER+fj5GRu356quVtG/fniNHjiKXy+natQslJaXMm7eQixcvo1KpePu2htLSUqqrq6irq9OgGb1w\nd3dh794D7N9/iBEjhrF27Xqsra0pKLj/L7l//L8Q75LX/9DQog21SUyhUDBp0mfcuRNFfX09rVrJ\n6dPHG1/fPty+fVdUhLew6M2+fQdxd3elqOgxUqmUiRM/xdy8O7W1dTQ3C4wcORx3dw9RaFcqlfLi\nRQX29rasXLkaNzcX7OzsWL9+DV27mpGZmUV5+VOsra0ICwvHycmJTz/9BFC3qwYM6IdEInDq1G8c\nP36CiIjbDBoUQn7+fTw9PUhKSsHU1FQjDKzmjj9//gIdHSkXLlymoUGJvb0dXbp04ejR4wwbNpRe\nvXqK4qrvvTeOlJQ0YmNjeP/9scTExDFnzkx69OjBhg0/EBFxG4WiDZaWvbGw6E1jo5KkpGR69DDH\nz89PnEdpZxtNTU1cunSFmJg4cW44btwYamtrmTZtCtu2bebUqdM0NjaIn0dhYRGPHhVSX18vWqgo\nFAokEpgxYzZ370axe/ducf5RVVXF11+vwsKiF6NHj/oDkbxNG31KS0toaKintraW0tInpKerVdO6\ndOlCXFwCeXl55OSoqyqlUomJiQlBQYEas0Y/nj0rp7GxUVQ5gSY6djQG1Ai5Bw8eYGhoQFpaBpWV\nb9DRkdO7d0+6d+9GdfWbFkkPXr2qxMysK0OHDmX58sUYGxtjZmYGSCgqeoyVlQXLli2kd++eNDer\nW39WVpZ07twFiUSCSqXi4cNHmJgYc/q0uvJt3VpfU01IGDhwgHiOTU1Ktm/fxVdffc3Zs+eoqHiO\nj48nXbuaUVb2hHbtOlBYWIhKpeKzzz4BBKqrqwAdjXZhHE+fPuOXXw6jUCgQBPXn2aNHDwYM6Ee/\nfkE4OTkSGBjA69eV1NTUsHz5Em7dCuf33y+wf/9BKiurcXZ2QUdHBw8Pd3R0pJiYGJOfn8+tWxEY\nGhoSGxvLzZu32L59J2/fvsXe3o6uXc1ISUkmNjZO/L5+8cUsevQwJy0tjf37D5Kamk5tbQOOjo7o\n6+tTUHCfvXsPUFxcQmxsDG/evOHQoSMYGbUnODhQXHy+i78e75LX/9Cor68nPDyS27fv0qePNzU1\nNXz55d+4d+8eUVHRdOliyvbtu9i2bScODnZ4eLgRFhZOaOg1bGzUPfVNm9aTlZXN5MnTycxMo7FR\nrZbR2KgkOVl9c4+JicPPry99+/ahdes2DBw4gMTEZMzNu6Gnp0fnzl3w9vZkxowZBAUF0LGjCdnZ\n2aSmqjWZ339/LD179iQ0VD0b2rlzm+hQa29vS2pqGhcunOHLL5eyfPlXImdMIlGrO3h6evD2bQ3P\nnpWTmJiIUtlAQIAfMTFxZGWp38fHx4u4uHhycvI5duw4QUEBhIdHauzukxk8OISGBiXTpk1BKtXB\ny8uL1atXouaYdefFi6d8881qkpKSUKlUjB07BisrK6ZOnUxpaSmXLl1h3rxFCALs2LGLiooKzVyx\nBicnB3bv3ktFRQW//voLffuqvZwkEujc2VSjVCFFJpMyfPgwSkvVfHh3d1c8PNyxsLBk1649mJp2\nws5OLeYbFRVDx44dKSwswte3L3J5K/LzC8Tr0qqVjLq6Bo0ZJLRrp0Aul6OrK2fcuLHY29vSunUb\nnjwpE9tNbdsaoaOj/jmbm3fn5MnTlJc/x9jYhF69etDcrCQ+PhZd3VYIAqIXG8BHH42npKSUV69e\nUV1dTd++Prx4UYGeni4g4e7dKM6cOUurVq3w8PCides2tGmjYM6cmTQ2NmBra01VVRW2trbs2LGb\n2Ng4dHSkzJkzAx0dXS5cuKwB80iQy3WZNOkzJk78jHHjxvHpp58gl7fi6dOnKBRtadtWgYODPUeP\nqsVy3Nzc8PLyoVOnzjg5OfHhh++zcOEXnD59jqSkZCwtLejcuTOOjvZ89NEHVFZW0djYSLt27XB0\ndGD8+Pe4dCkUY+MOjBo1gp07tyKRNNPU1MiTJ09Em5X169dib2+Pv78vV69ew8XFBYAnT55iamqK\nr29f2rZty9SpU/H29mLQoIGYmZmhp6eHs7MzM2ZMw9i4A+7ubhr+XjX9+gWxc+dW5s6dzerVKzl9\n+lf69u1DYKA/KSlpREfHMmrUyHctw38y3l21/4HR0mDRw8ONiIjbyOVyVq36hiNHjmFra822bdsw\nMurAiBHD+OSTCXTs2JH33hvHyJHDCQoKYMeO3Tg42DNlyiQNkVXCmzdvePu2hp9+OoaZWReysrKR\ny1uRnJxCY2MjpaWlCEIzjY2NHD36C56eZykpKUap/DsQ4PHjYr799msKC9XmlnV1ddTXK1m16ntS\nU1Nwc3MjLy+P48dP4eXlTnV1NXPnLtRYS6iIi1MDMrp27UJycgrt2xuiq6vLjz9u5b33xolzrMzM\nTOztbVEqG9iyZRv37kVTW1vHyJHDCQ29TklJCa6uzhw69BMLFsxDpVKRkJBEdHQ09vb2XL4cysOH\nBSxbtgIQMDJqj42NDZcuXREt3+PjE1i0aAmuri4EBgbw3XdradeuLWvWrGfVqq+Jjo7B2NgYW1tb\n8vLyuX//ITU1NYSGXqW+vp6SkhIuX76Cp6cn1dU1HD58lOrqNwAUFhZSXFxMcXEpRkbtSUhIJC0t\nGYDXr1/TqlUrWrduzcOHj3B3d0EiUSeeZ8/KkclaoavbSnTuffXqNe3aveTixcsUFz/CwKAD3bp1\n4/79B9TVqd+vuvoVtbXqhHTvXgyGhu14+rSEJ0+KMDY2Qk9PQX19NXl59+nQoYPYkgY4dOgItbX/\ni733Do+zOvO/P8/0rpE0Go16tWRZcpcL7hhj4zgGjAMYEiC0JCSkbDbJQgo/SHY3bDYESCDABjCY\n0GETim1ig3GvsuUiWbZ67yNpNNL0mfP+8TwzkoEkv/DuZnn39fe65tLMec55us597va9Pbz44it8\n//vf4dVXX8VisTNrVgWSBH19/RiNBjQaLVVV8vOrrT3Lrbd+hZSUZMbHxwkGQ5w/X4/XO4rdbuN3\nv5NZ4WOxAM3NLVitJkBibGyMJ574HVOnTuH48WrlDATFxcW0t3cwNNTH0aNV5Ofn8fvfv0h3dy+t\nrbJprb09mfPn63njjT/i8bi5/PI1pKWlcejQEUZGRrjxxptoamolEony7W9/g1gsxuuvv8lDD/0b\n11xzPc3NrTQ3NzM0NMKOHTvp6OjGbk/CarWxefPzRCJhnM40BgfdFBTkJUiNOzra+PrXv8VLL23h\n4MHDdHf3sHfvfrq7u/j5z/+NkydPU1VVRX9/PytWLOPtt9/h/Pnz7Nz5AfX19XzwwYecP9/AQw/9\nGw0NDQwMDBCNhhPUWLt372XVqpUXhdjfiIua12cQGo2GJUsWsXz5UoUJ+yiVlXPYsuVFfL5xHnjg\nX5g6tYyhoREMBiPz588jzltcU1PD7t17ufHG61Gr1dTW1vGb3zyMTmfEarXQ29vHHXfcSmtrG/X1\n9ZSVlXHXXV+hp6eXSy9dgV5voLS0ROEZ1GI2y6v+7u4eNmy4ihkz5JIQdXWypvDQQw9z6NAhenq6\nyczMQKfTUVBQwLx5c7jiitX4/QHy8/NobGzkqqvWU15eDoDP58Pn81NeXk5aWhqzZ8+isnIuRUVF\n/OpXjzJv3jxyc/MoLy/nyJFjjI6OIkSMRx99jOHhYdra2tm6dRu7d+/hrbfe4bnntnDkyFFaW9s4\nevQY1dUnueaajUpisYaysqlEo1GGhob48Y/vZ2BggI6OTnJzcykrK8PtHqKoqBCtVsfll1/Ghx/u\noauri7fffpfq6mpUKjVlZaXs2LGT5cuXUVFRzpe+tInKykpcrnTOnq3jrrvuQKOR/6Xa2popKCgg\nJSWF9es/r5ABy76bvLwcRkfHiMVi+P1+1GoNZWWlyrg2ioryCQSC/PSnPwFQIv2MaLUadDozdnsy\noVAQrVZLWlp64r2ZOVOOzkxPd+J2uwEVdntawieVmZnH4sWXUFhYyLPPTpTiix972rQy0tNdmM02\nxsZGqK4+ybFjx7nuuo3EYoL+/oH4G8qyZUt4+uknGB8fZ3TUSyDgZ2hoCKvVSnp6BmvWXE6ceS03\nN5fCQrlKcTQa4+abb8DjGWXatDLS0hwEAkHefvsdTCbZBDpnziw2btzAddddS1FRIQaDFUnSM2vW\nLJxOBzk5WbhcWWRkpLNz5wdotRrOnKklLy8Pi8WMWg3BYIi8vFz6+vr54INdGI16AoEAt932Zcxm\nE3fccTuXX74Sq9XKxo0bmDpVLrr68suvIkkqzGYLS5YsoqKiHJcrg1mzZrBv3wHeeeddrrhiDYsW\nLcTrHaenp5cvfvEGZs+ejcvlwm6384UvbOQrX7kTnU7H7bffysKFC3A6HSxcOJ8ZM2bwwAP3EVNI\n6aLRKCtWLLsouD4FLt6xzyACgQC/+tWjfP3rX6W8fBp/+MMfASgtLeHkyVOkpzvZtm0b3/veP7Jy\n5QqMRmOiqOCpU6d44403efzxJ3j55RfYtWs3e/fuQ6NR43b3sWLFMnbu3EVfXx8Gg56tW7ezdOli\nQqEgv//9S9x55+2cOFGNxzPKqlWX8cEHu7jyyvX4/X4ee+wJhoYGicUEDQ3nAWhoaCIjI4vly5fx\n0ksvsXnzFjIzXVx99VUYjUYyMzNxOtNQqdQJrQrg0KGjLFq0kOPHj3PmTA0OhwOPZ5Ts7CxSUlJo\namriS1+6kRUrlrF16zbC4QBNTfXccMN1PPzwr0lJSWbHjvcZHh7h7Nk6kpKSqKiYxvbt79HR0cmy\nZUu4554fcuTIMSDCjh07GRsbV0pxhKitrWXatGlUVR2nvb0Dv99PY2MTBoOB0tIp3HXX3fj9Ad59\ndyuDg26++MVN3HffA2RkuPj973/P6OgYNTUn0evNxGKCrKxMXn31zYRfy2q1c8UVqzl37hzNzc1k\nZLhQarrS3z/AwEAXoVAAIWIMDY2g0cj+uJ6ePjyecdzuQZ599jnljVDR0NDINddcTWdnN3PnzuI/\n//MtVCqJ0dFQ4r2Jmx7b2toIhyPIwR7DZGS4iMXChMNhqqqq0eu1PPjgLxLjDAbZ73LVVevYt28/\n4XAYUONwOAmFgjzyyGNotTpstngibYStW7dx5MhRgsEQY2NjBAJ+xsZGAcGCBfN54403qKiYxuHD\nB0lJsSuFIWVz3dNPb2ZszEdnZwdlZWV4vWOkpqaSlGSls7OVwUE3r776BqdPn6a3t5doVNb86+rO\nE4vFGBnxKKzzTUoKhBeAoqJCBgcH6ezs5qGHfkUsJhgfH+fBBx/CZrOyd+8+Fi9egNlsYvv2P2G3\nJzF1aikrV67g0KEjvPTSFjZvfo777vs/VFUdp6WllezsLPz+IK2tbfT29qNSSdTU1HLsWBU1NbVs\n3Hg1+/cfZOXKFfT3DzA2Jgc37dq1m5KSIvLyClizZhWNjU388Ic/ob+/j/LyCk6elK+tquo4q1at\nvFgS5VPgoub1GYQc4VTPr3/9OEuWLGLdus+xb98BTpyoRq1WkZGRTkNDM1VVVXzve/cwNjbG88+/\noLBwzOSRRx5KVAB+7rktrF27mkAgBOh47LEnCIfDWCwmGhoasVotPPPMZtLS0hgZGSIQ8HP2bB1+\nf5DRUQ8HDx7m8OEj7Nmzl8WLL0EIqK8/j92eDMCXv3wTn//85xgeHgbkHKGhoSHq6s5hNBr5yU/u\nZc+evUyZUpxgmAeYNWs6vb0D+P0B0tNdWCxmwuEwXq+XmpozzJ4t+xx+9KP7SElJob6+BRA0NDRS\nWFhATc1ZKivnJKrWGo0GDAYjhYUFDA72M2fOLKJRkUjinTGjHKczDafTQWZmFjNnzqC+voHKSjkc\n3u0eIhwO4ffLhTvnzp1DMBggPd2JJMmFB7u7u5AkFcPDHh555Jc4HC40Gi1XXrmO9PR0srIyAJmp\nxOsdYfv2HWi1Og4dOsrhw8ew2VKAuNnQRHq6E4iwfv3naGuTmURkB34MiFJYWAiAEEHS09Mxm83k\n5eVwxRVr2LbtLe6883YsFpnGyGi0MD4u+xMzMjISZkhJkohEQkCMgYFugkE/3/zmXRiNpsT75nbL\nxR5efPFVRkZGUKnUTJ8+ja9+9Q6sVitLllxCWVkp2dkTzGwqlQaj0UQ0GsbhSKGlpQ2Isnz5MrZt\n247fH2JgwA1o0Gq1zJo1E4De3l6KigrQaFSkpTnRarWMj3tJTU1hYGAQkJO5z5w5Q2ZmBmvWrFbu\nixmn04nP50twcl5//bU4nU4CgSClpSVUV59ibGwck8lEXl4+5eXT2LbtbebPn8uaNau4557v8dpr\nf6Cjo4uxMS9Hj1axdu0aHn/8SV577XX27t3P0aPHARWxWJS9e/fw5pt/IC0tFbd7iGg0wurVl6PR\naPjKV+TabCdPnuYHP/guSUlJOBypRCIRsrIyKSjIQ6PRkpnp4vx52ezZ19eLw+FkYGCApUsX0dPT\nQ1tbayKX8yL+NlwUXp9BWCwWHn30IWbMmM7jjz/Jtm3bGRwc4NixKjZtuo6enj4gRHl5Ob/85YPc\ncMP1PPecnMn/1FO/A2DevHkA3HjjJg4ePEQsFiA9PY3e3j7Onz+PxzOKz+flzJkasrIy2b//AFlZ\nObzzzjaFZUGFSqXG4Ujh9OnTLFgwD4PBoOR5qYhXVysqKqSpqZnKyjmAoKyslNtuuxWVSsWiRQt5\n9dU3MBh0+P1+Nm9+Dpl2EkpLZTb67Ows+vr6MBqNtLa2JfJnUlNTEtyJ/f39lJeXolLp+fDDPZw9\new6bzcZLL73K66+/wfPPP09qaip+v5+jR6soKSnhnXe2kpGRzr/+6z8D8MEHexgcdJOR4UKtlq+t\npGQKOTnZVFefIhQKodfrMZuNtLW109DQQFqaA7PZwvXXX8vp02ew21PYtOlaUlLs7Nz5AZs3/44p\nU4ppb+9Skq1NFzzH2tpacnKycbmcZGamk5xsx2i0YrXaMBoN+HwB1Go9VqsFo1E2mdntdm699WYM\nBjMHDhxR9qQhJSVZoQaL8dvfPsl3v/sDWlpaGRuT8/r9/jHMZisADkcKarWKOBtbaalsFlSrDahU\nGjo7exK10gDFxAgulxO1WkMgMIoQ8MorrxGNRunr60etVrFmzcrEmLS0ZIxGA08//RSZmZmsWnUZ\nkqTl6FG52OPSpYtxuWThXFV1guPHZf9dZeUcpTqClvFxH9FoFIvFys9//s8MD8v+u0AgSGZmBlar\nldraOkBFamoK3/72NxgYGODkyVM4HA7q6s7R3t5BSkoyNpsNh8NBOBxSkrK7EELQ39/P/v0Hef31\n/2T37j08+aTMw3jLLTeRlJTEP/3TD/F4PHzuc2tRq9Vceuly0tPTmTZtGjk5ecyZM5vFixezYMF8\nNBot27Ztp6amhuPHTxCNylUS7rrrbsrKSunp6eX737+X7du3093dw6ZN1yvMNzJfZGpqGhs3bsDl\ncuF2D1FSMgWQElUjLuJvw0Xh9RlEJBLh4MHD6HQ65s2r5MEH/4U9e/Zz7bUb+eUvH2HVqksBOHPm\nDI899tsLCi+Gw0H27z/I0NAQ119/A0899TuefPJpAPr6uujo6EQIgd8f5JprNvKNb9yFw5FGbm4u\nw8PDDA25yczMJBwO8dZb71BYWEgkEuWhhx7h3LlzRKMRCgvzaG+Xo+q+9a3vcuLECV588RVA4oUX\nXuLo0WPs37+P3t5e0tOdnD/fyNat25g1ayanT8fzmT6gr6+HXbt2kpHhYsmSJRQW5jF1aikmk4H3\n3ttBdXU12dmZnDtXT1dXL7FYkHA4jNvtxuMZZNq0MmpqalGrZTZ52REeZd++gxtAppAAACAASURB\nVBw6dIiurjYeeeRRAM6dO6cUyqyltbWNrVu38uyzz/HCCy+xbds2GhsbCAbH8XjcpKamsGHD1QwN\nDdPc3ExLSyuZmRmcO3eeW2+9k3A4QlXVcTZu3ERtbS16vYaOjnYkSYXDIfug0tJcSJLE4cNH6O7u\noaqqmra2Zvx+L9FoGIPBgNs9SDQqM/xbLGYAvvrV23nxxVdJTU0hLy9e7SdCQUEeXq+XkREPzc0t\neL1juFwuQJ14b8bHZYHU2NikTIYCIUK8955c6TkaDRCLBdi58/1EZCLAwIBsyu3q6sFmkwVgR0c3\np0+fYGhohMzMTE6cOMW//3uicDkWi5x0fPfd32FgwE0sFkOIMCkpyWRlZXPw4GGOHq0C5HpyTU2y\n9rFgwXxSUhzY7UksW7aYoaEh+vr6OXXqTMJ0unXrdvz+ALW1dbS1tQExeno6+M53vsfIyCDNza2k\npsqLKrvdxtCQm4aGRrq7O5X+Ek8++Tj9/QNcf/1NFBTkEovF+NnPHuCxx56gru48O3fuYnTUw5Qp\nU3j//Q84ffoMb7zxJk8++R94PB7efPNN7r77axw5coSXXnqF+voGnM406uvraWpqIi8vl/5+N06n\ng2g0xt69+xkd9fDtb38DIVS43UOJ0P5wOIJKJRGJyEngb731NrW1Z+np6aWhoSlhar6Ivw0Xhddn\nEJFIhJqaWubPr+Rzn7sCl8vFmjWX097ewY9/fE/CxHTddV+gvV3mE1y3bi0Gg4Hk5FRmzZrBe+/t\noLy8gszMDNav/xy5uQXEH/fSpUvIzs6ktlam/pk1awatrS1KqfhK9HodBoORjRuvpqxsKmVlpeTm\n5pKZmYnP52NkxMO6dZ8DoLy8jClTpii1w8wUFORz4kQ1vb39rF27nnfeeZdrr72GmTNn8v3v/2OC\nzkiSVLhcGSQlObj00hVEIhEGBtwcOXKMrKwccnNzWLduLfX1jRQXFyWc+Xl5uXzlK3egVsus4hkZ\nGVRVnUCtVrF58xZlRe8lI0MuzXbggBwdl5qawvr1awkGg4TDAYaGZFNZVlYG+/YdYM6cWWRl5aJS\n6Zk2rYxdu3aj1+uZN28uzc2tJCXZ8fvHyMhwMXPmTGpqagmFgmRnZ9He3onH4yUanTD9uN3DFBbm\nYbfbmTKlmLvuugOVSg+A2WylrGwqhYXyM+nu7iEvLw+Axx//DzyeUSWMeyLPTE56TiccDvHDH/4T\nv/+9zOOXk5PFR1FWVsr06WWYTElYLMnk58v7Tk6W88A8nlEGBwcT/Z3ODACSkpI4dOhwoj09PQu7\n3UZOTg5ZWRkUFxclttXXN6DTaWhpaaWzs5OSkmJATSAQxO/3s3z5UkpLp2A02khLc5Ce7gLg4MHD\nnDt3juTkZHp7+xFC9vFWV8ukypKkZf78uWRlZeF0piXMnwBdXd04HBl85zt3MzrqoaKiHINBT1JS\nMiaTkblzK8nPL8BgMPDoo4+j0+lYsuQSsrKycTodbN26ndmzZxEKhVi2bAnr138ev99PSkoyX/zi\nJp544jEuu2wlFosVs9nCvff+iGnTyrBaLajVKvr7+7n88stZs2YNdrsdg8FAJCJrpjU1tVitFkXj\nd1JRUU53dzdutxuNRsPVV19Jbe1ZxsbGmDevkkWLFir+uH9WFiEX8bdC/fcs8/H/ZTzwwAP3/73u\nlUajUQr23Zsgmf3Nb37Lvn37qaqqwu0e4tSp0xiNZhYvXkRXVzdnztTQ0dHBM888SygUoqenh/b2\nTqZNm0p//wAHD+4DBD5fQAnh7sBksnD06NGEr6GiopyKimm8994O+vu7CQbDjI2N8/bb73LXXXfS\n1taOxWLC4xmlvb0Nt3uQ1FQHwWCYc+fO0d3dwX33/YT29g6sVivl5eW8//4uwuEIixcvZGhohG3b\ntjI05MbnG2NszItaraGhoYmjR6sIBIIkJ9vp6urGYNDT3z/A7t17SUqSiy9CDCEkZs6cyQcffMjo\nqJcpU2TWDbd7CJ9vnLExL0lJSaxatZJ9+/YhhATEGB8P0NDQSDQaw+FIxWAw4PUOM3XqVAwGIz09\nfXR2tiJElM7OLhoaGhgc7OXIEbnOWCgUwmKxceZMDXq9lt7ePvx+LyMjQ5hMVnQ6HSqViuZmWcMQ\nQmJ0dFzRZoepr29MaEZy4vdZkpOTUak0OBwOampqCQb96HQG5s+fTXNzIxqNjpERWciazTaWL1/K\nuXPnCQZDPPzwr6mrO8PoqOdj74/X66O5uYFwOEgoFCAaFQSDfgIBOZTearVhsVgZHpbNhePjfkCg\n0WiZOrWU1tYOotEIXu8wY2N+WlvbGBjoVXxjcQoqNSARCPgJBPzccstNbNu2k/z8HHQ6PaFQkMOH\nDxGJBBkeHqWoqJDe3m6iUejs7KKoqBCvd5SNGzdw4MBBNBo1LS2Nyv7VjIyM4Pf7lBplsh9xzZrV\ndHR0Mjgon3d3dzd5eXmcOnWCK69cz65duwgGQ8ybV4nbPcThw0e57rpr2Lt3P319A+h0Ovr6+nC7\n3Xi9Xnbv3sfjjz9Cb28///qvv2Dp0kU8//wLNDTUUVJSisVi5eDBw/T1dZGW5qSiooJoNEZPTw+1\ntWc5cuQAPT0DdHV1UFxcSEtLG0uWLOKFF17G4XDw+c+vIynJTiQSZseOXfj94xw6dASNRkNt7VkM\nBgMVFRVMn15xgSb8vw0PPPAA999//395XZT/vXfs/+PQaDQ4HKnceOOX+M53vse6dWu5666v0NfX\nrxC2xjh16hRbtrzAG2+8ydCQm7q6c6Snp3PTTV+ko6MDs9mEJKkUBngZDoeDoqIijEYDeXnZeDyj\n7Nz5PufP1/P662+wefMWzGbZd3P0aFWCOd1mSyI1NYVjx06waNEicnNzAZAkOH68GrvdBqj49a8f\n59ixY5w/38CBA4fwej00Njbx05/+M88+uzmh8VRWzgMEkiRhs1kxm02kpNhxu4ewWEzU1Z1Ho1Hx\nta/dTlNTC+XlcoJvS0srO3a8TzTqx+cb5+DBw2zYcCVZWZmkpqYQiwWRJBVbtrwEiASDQVKSFYcj\nDbPZyNSpUxFCYv78S2hv72TmzBlEoxGczkzM5iQaG1vQ6eTor9mzZ2A2m0lKSqKvr5eCgjyOHz+V\nIA0GuQZVMBiku3uCtaKoqACtVo0kqbHbk5hcZ3VgYBij0cC5c/X09naQluZg9mw5oCEYDPLhhzJL\nR29vf2JMKBSir68Hr3eIEyeqGRkZQJI+mZ3B43GTnz8l8dtqlaMEtVoToGLVqstwOtMS2zMzZe0t\nEAgovreIMplqiUQCLFhQidlsY/XqyxJjAoFxsrOzmTt3NhDj7rv/IcFL2NTUrGirqYCsCba2tgJy\nmkB+fj5jYz66urqpqzuHz+entbWD/PxiAH74wx+g1WrJycliotA5DAwM4PGMcv58A3v3HqCwsFCJ\nYhS8+uqbCKGivb0Zn8/Hz3/+M0pLi6mqOoHJZCQSCSOEwGaz4vcHqa4+hdfrZfPmLdTWnuWxxx7m\n7ru/g9VqJSnJwZVXrldC2gX5+YXEYnJ6xwcffEBGhot58yqZNm06ycl2VqxYgd8va8lXXLGGhQsX\nMDAwQE1NDULEOH78BO3tbXR393L11VexceMGLBYTOTk5PP30M4nE/Yv423BReH0GEQgEePTRx6iv\nryccjpKRkY5arWbfvv10dnYQicgr0b6+fjZtul4JjHiTI0eO4PP5OXHiJFlZ2bS1dXDNNVeh0WiV\nPasQIsbcubOIRmOMjo5itydx5523UVpagt1uR63WJMxDWq2effv2U1RUxIsvvoQkqQgGwxQXFxEI\n+AGIRATf//53GB72ADGMRgN6vQGv18P1129Ep5OJaLOzc2hqasbhkE1XY2M+QE0oFEarlQMS3O5h\nHI5UdDodNptsrnryyWfo7e1UglTgqqvWI0kCOYjBzre+dTcORxp6vYYvf/lm9HqLYkqyodEYmTq1\nBACrNYnOzk50Oj1XXbUenU7LiRMnaW9vSZSV6e/vYXzcx5QpU5SAB7jrrq9yySWXcOWV6/D5ZFqu\nyspZCYYRgGPHjuPxDCZ8NgBNTQ0EgyFSU5PxeEbJzMxMbLv00iVEo1ElL0siMzOT0VE5WEE2f8mR\nlpNNZiaTifff3wNoWbFiGXq9mYULKz/x/XE40hkaGlJ+aRgdlSfHZcsWA3JJllhson6b0agHVESj\nsUTEosViQ6/XU1RUwoEDhwiFwpw4UZ0Yo9MZAaFUFxaJd0aSJILBICqVCodDFl56vZ5wOIJWayY5\nOYWVK1fg949z+eWr6O/vR5IkCgvzFEYPeTFkNpupr29i5syZiWN6veNUVJRTUJCLSiUpKSIVGAxW\n0tIcZGSkYzDIWvDmzVtobm6lra0dr3ccnU5HKBTinXe24ff7KCsrwWw209HRQVlZKQ8++EtuvfUW\ndDotHs8gJ05U8/LLr5GSYqe7u49g0J8olBqNxjh58hQtLa3k5GRz3XVfYN26tVx66QpeeOElGhrO\nJ2irurt7uO22W5kxYzppaWn09fVjMBhxOl3cdtstSJL6YqThp8RF4fUZhMFg4JZbvsSpU2eYNWsm\nXV3dqNVqvv/972IwGOnrk1fkU6YU09raxptv/pGionxuvPEGZs+exZkzNYyMjGCzWXjwwX9P5MFA\njNTUFJ59dgt+v1/5x7qFY8dk05jP51PMdnJB6aKiXCU8O5eRkWE2bLgSrVbDW2+9Q7y8WlNTI4cO\nHVXyimDevEoCgSAmk4VXXnkdg8HAkiWLUKvVBIOBxORYWlqMWi1rDh6PF6/XSzDoJRQKsXTpUlJT\nk/nww70JjSt+vD/84S20Wi0QoaamjldeeY0zZ87gdKbT09NDKBTk0UcfYu7cOUQifjo7uwHo6+vD\n4Uihs7Mbn8+PJKmIRAKkpDhJTrZz++23otEYgAhDQ0OKDwf+5V8exOfz8fLLrzF/fiWDg4N4vePK\nOcj5XCtWLMNisbN48aILnqPZbMHtdhMO+2hpaUm0nzvXSGlpCVOnlpCUlMIXv7gpIZzHx8c5dkyO\nzEtOtiXGDA0NKcIgTG2tbGIUQqUIkQvh9wcYHXUrvyIYjbIWuWfPfgB6e/s4ffrspBGyaTUUCinF\nP9UUF+djscjlRkwmM2q1SjEvyrDb7Zw6VZMI8JBzvOTgjPLyafzud79N5C61trZTUVFOOOzHbk+i\nuvokpaUl1NfXE43G0Ov19PT0ce7cOQCWL19KJBKhv7+XpqZm5Ygqzp6tw2az4fP5KSiQS5N4vaME\nAl70ei35+fmKubmfwsJ8ysunEggEKCjIRwiJ7u4eysunEo2GaGxsJj8/h5aWFk6dOsP06RX09vaR\nnJysPKOz+Hy+BAWX0+nixhs3kZKSyqlTpwgEAvj9Y7jdbh599DGeeup3vPvuVq699hqSk1P5wQ/+\nEY1GgyRJLF++lEAgyBNP/Jp77/0BK1euAGK8+urrfPnLN1FVdeKiAPsUuCi8PqOQeQVdzJgxnbGx\nMXbt+pC77/4Ozc3NiWTRsrKpzJkzmzlzZpORkcGePXvp6+vjvff+xPDwMGVlU/F4hhPMCwD19XWK\nhhBGCDh8+Bg33ngdZ87UIIRAiBgDA/Kq/dSps1xyyQI6OzvJzc3jF794iHDYRzgcYv9+2bS1aNFC\nVq5cnihE+dJLr+B2D9HZ2anQBgXp7Oymp6eHefPmKbk/8P77e8jMdBEOh5VoKwmTycbQ0AgHDx6k\nqame/Py8hPCR88ggJcXOmTPyxDsy4qaxsUkhJt6t0FuFeeWV11GpJEDD0JAs6LOyXDQ2NhKLRdm6\ndSsejwcQlJdPpaamlltuuYNIxI/Tmc7Xv/5VRkZkX1JXVw8dHe20trYhSRLf/OY3SEtz4HbL90in\n0+N2u5Ek6WOJpqFQkFhMTiKeXKm6ra2Vw4cP8OKLL+PxuPn617+lVEGG8XFPYj+Tx8RiQbxeL+np\nWdhsScyYMYPDh/cTCvn5KMbHL/SDhUJyNFsk4lfOWUNl5WSNRl7cpKYmk5OTCag5ceI0bnePkgYx\nm0DAi98/caz+/j60Wk3CX6rRyAuRnTt30NDQyM9+9q/U1sqRpXq9hlOnzgAx3nzzj5w4cZQ//vEP\n9PcP0N3dg06nU8Lq5eu9//6fKcEvglAoBGhIT8+gpKQIr3eUkREPdXXnFCaVU8o97WDHjp2MjIxg\nMpl4+OFfc/jwMXJycrjssktJS0thyZLFaLV6QBaYbvcQy5cvZ+7c2fT09BAI+BPm29bWdgoK8lm3\nbi3hcIT6+nra2tr41a9+wS233KxYHmLk5+cSjUZxOFLx+wNKsctT7Nmzh127dpOR4eLkydPodFqu\nuWYTP/nJ/ezatZu0tHT8/gBNTU0sXDj/Yqj8p8BF4fUZRCAQ4N///SEaG5t48cUX2b79XV5//U08\nnmGECCeik06erGZsbIyqqir8fj9+v1xU0O8PcPPNX+LDD/dgMlmoqam9YP9erzxROhwOFiyo5Mkn\n5dywG264jtbWVtra4lpCiNOna6iuPsXx48cZGBjEZkvh9OmaxL50Oi379x9MkMgOD3sUKiMt4XCY\nYDBeImKMbdu2EwzKx1aroaOjBYih02kZGurD5xslFgskoikbGxvo6elWjiSvTIeGRhImS4cjHZfL\nSTQaAqJs374NgF27PuStt95NjAFwu0eQX/cwHR3d5ORkY7OlIElqdu/eS3u7fMz+/l6efXYzJ04c\nA6C4uIDz5+sJBsfZs2cfTzzxBG73ECkpKYl9O51ONBoN1dUTZjVgEuO7pEQTqpVj9KHVGhPnl5WV\nyejoUGJcnK9QFrBxaJWcqy5UKhWnT1/4TP8S4oEZcYyPe6iqmjB79vfLvrqurnYOHNgPhLBaTZSW\nTiMYHE8UCI37zmREGRsbw2KxoNEYyMiI01QJwuEwHR0diZ5CSCxZcgkg+wLjaGio5+zZOkZGBujt\n7Uu0NzY2kpqait2eSig0DkTo6+umubmN+voGkpKs3HLLTfzkJz/EapW1U71er1CkRSgszEetVmM0\nGlGpJB577AkCgSBnztQq5lQt/f0DhEIhVCqJEyeq6enpYceOnfzpT+8DEjfeuCnhDzMY9PT29lFd\nfZL16zfw9NPPKsVDjXR2dpGe7mTVqssQQvDuu9twOjM5evQYzzzzFFarlcrKOSQnJ7N8+VL0ej3V\n1Sfp7Ozk2DE5SGnv3v0XNa9PgYvC6zOIeKi83+/j+PGTqNUGvvGNr7JixaWkp2eyYMF8ANxuD8eP\nn2Bw0M2BA4fw+/309fUzdWopRqMRnU4umyKXk5eRmpqOySSv7Bsbm/j5z/+NWExgMBh59tktjI+P\nk5U1waRgMBi45JIFqNXyKntszMeUKRMh08eOVdPS0kpJiexbysrKYGxsDJVKxYoVS5EkPSBQq9WJ\nYokAOp0Bk8kKRPF4RjEabdhsKWi1pkRdKp8viF6vv+DeyJqhPNn6/ePU1zeSkuJAozFSXFwKaBgY\nGLhgkoxfh9FopKhIrvybk5NDZeVcAoGgwnQBKpUevd7K8uXLmT9/IQBpaWmkp6ezYMFCSkqK6OiQ\nc6FmzJjgaKypOcv06RWo1drE8fR6U8IRr1brlXIlUWWfTqLRGEajPPFqNFoyMrKVkVpWr14LqElJ\ncST2ZzTK3JQqlZ6cnCwkSSI7O+8T3x+1Wn9BMEf8OJMhazQykpPjwRuaxPdQKEJ//wBarZHi4kJA\nlUikjiM/P4f8/Fy0Wh12u8z0sWDBJaSnpzN9+oS273Klc/DgEeXc1Oh0FtauXYfLlcGiRQuwWlPI\nzc3FapUXBN/9rhw4MXPmTBwOOYx/3ryFrF27GiEkiounkJSUxPz587BYZIF63XUbycjIID+/iFAo\nwrp1n+Nb3/o6c+fO4f33t/Pcc0/jcqUzNjZOVlYWS5YsYt68SrRaLQsXLuSOO25j9erLFdJmQVZW\nFrfeejN9ff3k5uaQk5OtJN5fwrXXbsRsNpOZmcGiRYu4+eYvkZWVxaZN17F06VIGBgaJROR3PRyO\n8Mwzm8nIcDFtWhk6nRZJkn2DDodD8aFNaNgX8TdANhVd/Py1j3yr/j7o6ekRWVl5Qqs1ig0bNoqi\nohJxxRXrxJQpZQIkUVZWLgABajF37gKxePESAYgpU6YKkMS6dVcKlytbgEpMmTJNTJ8+S+kf/6gE\nIDQao5g5c6647777BSBcrhwhSXqh15sTfWfNqhQqlV5oNEah0RgFIIqKShPbzWabKCwsEUlJjkSb\nSqUXmZl5IienIHE8k8km7Pa0j5wHwmZLFvn5xcr5IlQqg8jNzZ/UR/OxMfGP1ZosUlKcid9qtTHR\nvnz5pR/rr9PJ15WfP0VcdtlqkZTkED/96c9Eenq2ACnRLy+vWJSUTBWAMBisynXahdlsF05nligs\nLBG5uUWJ/gaDVVitySInp/CC42m1xj9z7hrlOPJ1rllzRWJbbm6hyM8vFlqtWRQWTrlg3NSpFUKr\nNYvU1HQBGlFePvPP3ptP85k7d37iu93uEKBVfkuTvn/0Oi5st9lSBEgiL69IOByujz3DtDRX4h2p\nqJgl7rnnXgFakZSUKsxmuwDEJZcsES5XltBoTB85niRAJRYtWixstlSRmZkrcnMLlHc3WxQXy8/s\nnnvuFV/96l1CpdKJTZtuFN/4xjeFzZYqNm68TphMSQIQ2dkFoqSkTEydWi6uvHKD+Pa3/0EsWbJM\nlJfPEID44x//KK68coMwGpNEUpJD/MM/fFeUl88UP//5v4np0+eIm266RYBO3HzzrWLp0pXie9/7\nJ3HVVRvFb3/7pMjNLRQWS7IoK6sQGzZsFNXV1aK0tEJMmzZdtLS0iLq6OpGdXSjef/99sWzZpeL1\n198U4XD47za//L2hzJ3/5XPyZ0LzkiSpVZKkU5IkVUuSdFRpS5YkaYckSeclSfqTJElJk/rfK0lS\ngyRJdZIkrZ7UPkeSpNOSJNVLkvTIpHadJEmvKGMOSZKUO2nbLUr/85Ik3fz3uua/BIPBQG5uDsXF\nRbS3d+HzBWhubqKhoY7U1DTq6uLO9qgSBhwlNdVFdnY2oGLr1m309naSkuIkMzODsbHxj+xfDoU3\nm80MDAwQi0VJTc0gFAqi0aiV/cg4e7ZOcVinJSLm4mwJQKJEvMczYZqKxYKoVBLTp5fHW4hEohiN\nxgS7eBzRqGBwcIDe3k5lbID29tZJPT5qTlFhMsmvQjgcwWKxJrQMh0Ne/UuSlDCrxRODTSYbM2dW\nAGq83jGqq0/h8cjMDHLYuJh0TuFEAEpl5Sy0WhNms4mkpCT6+7vo7+8nJcWe6D9r1nQikSjZ2RMR\nhfL5TfiINJoJrSU5WdYwOjp6lb+diW3t7c0MDw8TDo9/zJRkNhsJh8eVdIMI/f39fBqo1XGtV0ac\nFeT48aPIwRswMjI4KQFaNrfqdOYL9pOamgLI1Y/nzJkLwOioB73eTF9fP4ODvUrPCHa7HHl43XUb\n0WpNxGIhwuEQv/nNb4EwGRnpiWCeQ4eOIoSEXn9hKoDFkozdnoLfH0KlUpGamprwPcbTLADeeutd\nhJALe7799rucPVuH3W7j0KHDrFixDJD5E81mC5deeilut5vz5+tZsmQp3/zm1wHYsuVFzpypVXLl\nQjz88K+QJNi2bSuLFi3EYrGgUkn09PSSkiInoh8/foJTp04TiYQwmUysWLEClUrDiy++jMlkxGw2\ns3v3Xv7jP54hGo3w4x/fRyQSvejz+pT4TAgv5MzEFUKI2UKI+UrbPcD7QohSYBdwL4AkSdOA64Ay\nYC3wWyleDwSeAG4XQpQAJZIkrVHabweGhBBTgEeAXyj7SgbuA+YBC4D/M1lI/k9Bo9GQlJREa2s7\nw8PDpKam4vMFARWrV6+muHgih2dwcJBgMMzw8LBi4spg3rw5ihnOgsViobOza9Le1QSDck6KxzOK\n0+ng4Yd/g9vdQyQSRYgYTU3nE71zc7NQq1V0d7crgSJyZFocY2NezGYLKpWWyejsbOeDD3Zf0Jaf\nn83IiPeCtvFxD2NjFwYYTJixSEx6E4iRkyML11AojMORjBAhNBoTfX09gIpAIJiIgovF5Gv1+UY5\nceIUFouVjAyn4h/RsH//QXp6eklPn2CqKC4uxuGQBUxV1UkikSj9/d04nQ4sFjs5OTkMDAwk+g8O\nugmHI4ngksn3Oo54GDigEOVqicUCyj30XTAqOVkWjO3tLRe019XJz0UI2eRXWlrMp4FKJeHzTQjW\nwcEJf1NammymW7lyFR0d8fdGNmvFBTqAXm/G7Y4LTykR1q/V6ggGxwgEJhZMkqRNcClu2fKSYiYT\ndHb2JMyXZrOZuOBUqST6+jrR6yfeKZVKz9jYKJKkxmIx4nCkMnv2TPLyZBP3+vXrWLt2NVqtid5e\nuQxKZ2crFovs8/X5/EpiuuxPLCws4OzZcxQU5GMymTh2rIo1a1bxy1/Ka976+gY8nhHS0pz4/aNk\nZGSRn5/P1Kll1NbWkJeXiyRJ9Pf3E4vFWL16Fbm5WQghsNuTCYfD3HbbLXz+859jfNxHXd05hodH\n+M///AMNDQ1otWpUKjUzZ87guedeuEgR9SnwWRFeEh8/l6uA55XvzwNXK9+vBF4RQkSEEK1AAzBf\nkiQXYBVCHFP6bZk0ZvK+3gDiDKNrgB1CCI8QYgTYAVzxX3ZVnxKRSAS3ewiz2YzZbKCpqQm3exCI\nsX//AVpbZWe4Vmuiq6uXoqJCNBo1ra1t5ORkMjAwhNPpQKPRUlJSRDg8MTk6neksWrQQ+ZaHOHmy\nWklK1rJ06WJ0Oh2SNDFp9PTITBJqtYHm5hZk/5Vh0rmGiERCiai6uBC47LKVzJ49Q+kl4XK5OH++\nkeHhCULY+LYJyImx8bwk4GNaI8D587JWFYuF6emRJ1AhYsrEG0OSPhrsIMNoNDA2NoLH4yUSibBw\nYSVpaU5Fy53wkUUi4cQ9njt3FlqtvCquqamlvLyM1tZ2hoYmrkOtVmGzNiH4MAAAIABJREFUWZVI\nvQkkJU1oZxUVZYnvXu8IcY0FwO0eSjDOA0r5lI/D55MnXjmkX9ZQPg1kITRZq5t4Bh6PfF1yKZnw\nBduFmKCritejcjozAYnjx48p+44LxYl/ZyHCxAXg5IWF3+8jHJYnbbkwpXw8s9mE0WhTKiHEjxfE\nbrfj8Xg4d66B0dFR3n13K01NsoD/zW+eZOfODwiHfVRUlHHNNVcCcsXoqVNLGB724PP5CYXkYzQ2\nNmGzWWhtbcPtduP3B3j55deU5GwNmzZdx4YNV1NQIBtpxsbkyNk9e/YTCARpb5fJoyVJ4uTJkwwO\nDhIKRfjww92cPVvH8HA/X/7yHTz77GZ6e3tZvnwZU6ZMQZJkba29vZOVK1dQV3eOO+649WJJlE+B\nz4rwEsBOSZKOSZJ0h9KWLoToAxBC9AJOpT0L6Jg0tktpywI6J7V3Km0XjBFCRAGPJEkpf2Ff/6MI\nBAK0trYwONhDa2s7gUCAefPmolYbqaycm0gwDYfDZGVlcODAIaJROfm4quoora2N+Hx+/P5xHn/8\nKUymCYd9f/+A8g8vcLmyUKl0eL1eHI5UWlqasdmsymQjIz1dDhooLS3GZDKTkZGthKFPwOl0Ep/g\n+vrk1fqhQ8dIS4sHQujIycnEbk9CiAtNYXLoMoCE2WxDpZISASXAX3Rmu1wuJYpNIhaLkZYmB26k\np7suiAaMQ62WGfHHx8cJBAK0t3ejUglaW1uVKDs52GH16ssT59DX16/cbx0ul4uhoWFmzJiG3z8h\nYAcG3IyP+2hoaLrgeHFTqlzccULTUakuNIfFYlFGR73K/TBy4sSpT7zeuOkxEgko9yb4if3+OsIf\n+T1hMg2F5IVOXDOTTYWCjyIcHgfU9Pd3Iy8YPsr2MTHGarVPGudjfNzHjBmzicUEer1sws7MzEj0\n0ev1qNUq9Ho9ev1EhKNOp8NoNFBePg2r1UpGRkYietXn8zBr1gxAQ35+Hq+99iYANpuVpCQ7N9xw\nnVJ0tUc5jzAWiwWPx0NPTy/r16+jrq6O+vpzgFyS6L33/kRNzVmSk50kJ8tBJfn5eYyP+2hsbMLj\nGWVsbByn05kgxv7Sl27EZrOTnJzGV75yO1u2bGbKlCm4XE6MRgMFBQU8/fSTzJo1k6ysLEwmUyLo\n5CL+NnxWDK2LhRA9kiSlATskSTrPx/9jPv4f9Okh/fUuH8dkbsMVK1awYsWK/6LTuRAajQaVSn40\nXu8woGXv3n2YTBa8Xi82m42RkUEMBgOjo1683jGi0Wii7ARIGI0G2ttbyczMprt7Qj5LkoreXtm8\n1d/vJinJhs1mxWAwcu5cAwaDEZPJlljlj4/LE2VLSxuhUJhoNMBH1zytre0YjVb8/lFstlRGR934\nfB7a2ztwOFw4nU4OHDiEbG6MXTDWYrEwPCxz642P+wChXLOMjwo7kKPn/P5RRkdH2bVrNzJzSIhw\nOJJgDon7T/R6I8FgnA1E3lc0GiUYHCM3dzqHDx9FrdaSkpLO0FAf0WiQZ555jmhUKNfWisViUwSf\nXKG3qqr6gutwOFLx+TqxWi1MsiYmMD4+Sk3NRGh6XEudgERcoEz2k30U8TytvxU5Obl0dLT/TWPi\npkm5MOWfw8TCYubMck6ejKcKqC7YJmuaEwiHA0q6RYRgUL6P3d29ie2RSITk5BR6e3uxWs0Eg2OA\nRH9/N5Kkpa2tA5vNSiDgR6UyJMyvMgNIhMbGZgYGBrHbHVRUVNDR0cHevfuxWi24XC7a21vo6+sn\nFArxhz+8hcViYf/+gwwPD2MwmAgExujr6+OLX9zEL37xKyDM8PAg7767Fbvdzty5c/D7/WRlZbB0\n6SL27TtAT08vBoOO/fsPMDo6gt1u58UXX8ZstnDy5Cl27HifFSuWce7cOQKBAGfPnuPpp5+lo6OL\nwcHB/1UCbPfu3ezevfu//TifCc1LCNGj/B0A/gjMB/okSUoHUEyCcQN7F5AzaXi20vbn2i8YI8mM\nojYhxJDSnvtnxnwM999/f+Lz3yW4AMbGxhS6IDV33nknWq2WGTNm4PN5OXu2LsESHgh46erqwu8f\nB8JUVR1X9iBob29BqzUkhKAMFUJEEjW14hQ7y5Yt5fz58yQl2UhNTaagIG5CUyfMdkLIJTXs9lQM\nhgsd937/aEIwjI66cThc5OYWkJWVhdlsITU1Ga02XmRRRty3Mjw8OGlPIVwuJ4WFcV+OxCetWcxm\nWQPx+byKhiBPlC0trUiSPOGGw3LbhGYHNpsNiGEwGLDb0zh8+BBTpkxh4cJ5iSRhkNksOjtbAYhE\ngvj9AdzuAQYG3ASDAVyudCajsLCQQCCQ4FH8ZPz5f7WkJNtf3A4gSbo/y2X41/BxwaUiLe2vMZnH\nTYUfFbSfjLjgMhisOJ0u/vK6WC62KXMtyjXH4owlIAeLDA0NYTAYJoX0C5YvX4EQYSKRMKOjo7S3\ndyYouVatWoPbLa8camtrCYXCeL1j2O1JNDY243KlYbcnKf8rcgJ5MOgnPz+HL3zhGn7/+83MnClX\nKQBwuwd46qmnE7681FQn69Z9juzsbLZu3c7XvnYnHo9HyU8TrF17BSqVRglqijAy4qa+voE//vEt\notEoarWKJUsuYdq0aeh0OlJS7GRlZfGTn/yQc+fq/1flea1YseKCufK/C//jwkuSJJMkSRbluxlY\nDZwB3ga+rHS7BXhL+f42sEmJICwAioGjimnRI0nSfCWA4+aPjLlF+X4tcgAIwJ+AyyVJSlKCNy5X\n2v5HYbfbKS+fSk5OLufPNxAOR5RqrHL5jMlmO6PRSCwWQpJ0xGKT86gsLFgw7yNmN1nziZsFIxG/\nUrQvBkT4whc20NnZTWlpCQaDFb3eQJwYVS62mITNZlfYECZgsyUTDk+YsAYH+xgaGsFg0NHW1sSx\nYycwGAyUlEwlHsTw+c/LrsXMTHm9kZ9fpDjb++jqklfhGo0es/nCHKXKyvkJmiKTyca0aaXKFjUF\nBfnEYjHS05187Wu3AzBnjsyY4HJlodPpMJmSMJkM2GxygIDbPcyxY8cJBgPKeRRSWlqKXi8L6IUL\nFzFz5jQgxty5M+nr61YE+sQzGBwcIDnZnij6+En4qMCPn7N8zFw+qpF+rKda838tSP4azGZboobX\nRxGPztyw4RokSaf8lgDtJ/aPIyMjTu7rpb+/+wJWl8nQak1oNEb0epkbcdUq2f08+T3VaPTEYhE0\nGs0FwTxHjx7HYLCwdOkS7PZkiooKlCTmCZMwyNaFtDQHTqeDxsZGsrOzaGpqo7b2LIsWycnSTqcT\nnc5Ae3sXBw8e4t577+Omm76I1WpVriOM3Z6cEKqXXLIAq9VKb28PP/rRPUqVa5nkOBAIUlCQT29v\nL1/4wgaMRhuVlfO48cZNqNVqzGYTqanJPPPMc/zjP36HOXNmI0kqsrOz6OnpZcmSRRejDT8N/jvi\n7/+WD1AAnASqkYXWPUp7CvA+cB45kMI+acy9QCNQB6ye1D5X2UcD8Oikdj3wmtJ+GMiftO3LSns9\ncPNfOM//67yG/7fwer3i0ktXCa3WJEpLpwlAyZnRTcp3kXNf0tMz/0zejvQJeTLx/cTHaxI5N4C4\n8sqrhVZrEnq9RQBi3ryF4sorr/5Y7pLRaLugTZJ0Qqf7+LHkvC6N0GpNiZwgOX8IYTRaL+irVuuF\nzZYsbLZU4XJlJdqnTZvxsf1arcmJ7ybTxLnk5xcLQBQXTxUpKekXjNFoDIkcn3ieGyBKS8tEWlrG\nBflKGzZ8IfE7L69YqFQGAZpETplebxUqlW7S/jXKvTF/7Fz///qZnH83+ZOfXzTpt0ZkZGR/Yj+L\nxS4WLVoqzOakT9iuFnq9Raxbtz7RNn/+IrFkyVIBiJycAiFJ8eejEhqN/H7bbKlics5ZSUmZcDhc\nwmJJFklJDvHOO++I1FSXcv7poqJilpK3hgCtuO22O8UVV6wTN9zwJXHHHV8VoBavvfaaSE5OEzff\nfKuw21PFLbfcqvSXxI9+9COxfv0G8cgjvxZz5iwQNluKWLx4ufjNbx4XRqNNXHHFOnH99TeKgYGB\nv9vc8j8B+F+a5yWEaBFCzBJymPx0IcSDSvuQEGKVEKJUCLFayNGA8TE/F0IUCyHKhBA7JrUfV/Yx\nRQjx7UntQSHEdUr7QiFHKca3Pae0lwghtvydLvsvYmRkhOPHqwmHffT29qFS6RkclFnLk5OdF+RK\n9fcP/pm9CCIR38daNRptQquACJKkV/J1oLr6NIWFeYlQ+mPHDnPmjEwF5XC4MBgs2Gz2RP84cnOz\nkeX7BCRJz9SpxajVGsLhCEajiTif4mTEIxfVajWjo8OMjroJBOJanPpjpjiVSpeIzCoqKsVqtSmB\nDBoqKsoBNeFwJBFuHofFYlG0MPUk2iZIS3OwbNnSC/qeOXOGuA9KzoMLYDAYuf76awGJrKyMhN9K\nozEojOoq1q69/KN3e9J56/ksIc5F+N+Fyawuk3FhblokkZv1UYyNjXDo0NELmEDisFptFBYW0Nzc\nmmg7c+ZM4vfg4CBpaXKKhUajT0R9TrYO2GypDA4OEY1G0ev1uFxO7rzzrgQrisGgJy3NQVpanOUk\nxokT1bS1tXHffT9i3rxKVCoN7723E6vVRm3tWUKhSML64XRmsH37TrZt287zz79AUpKV4uJikpJs\nlJQUYzDoyc/PJzMzg9/+9qmLofKfAhd11c8gZJ+XG1Dh8bgTARSRSASPRzA8PDEB/K2mpN7eLiab\nqIQIJshyvd4x/p/2zj0+qvJO+N9nbplcJ/dMSAgJgdyQi4iJCAJFQAHBttpatfVS2/L6rpe3bou2\n9uPay+62dm2tXdl1325b27q13dK60Kq4VLEsclNQUCIESCAJuV8nySSZJM/+8Zw5cyYJCAgkkz7f\nz+d85sxznnPO8ztz5vzO8zy/i8NhJz4+zjCasFFZeYKoqFiam1uw2+0IATU11WHHPHEiGPnbgTLB\ndpKYmMihQ0cYHOwlL0+ln6itraGwcBq7djXj8STg9/uw2WwMDmKaMOfnTyc2Npb29mZgMOwBBcop\nOhge6tixI4AkOTmD/v4+9u3bBwzS2dkRFooKlKXa4cNHSUjwhMURPHiwnB07dmO1wOvs7CI1NYPm\n5gauuGIWu3bto7e3h02b/gRIMxgtKMu/+voGhHAacfGshOYxgv5moxEVFWtazV0qlK/ZxcIW5p5h\npacn5OfndseF+YNZEcKJlAPm3KUVn6+dxkaXmRsOlFWh3a4eZ36/D79fnWdgwE8gEGOU94Ixh+p0\nOmlpqQdUzrXu7h4jOr2qGxcXx/vvl9PYqKbA09LSSUtLJSYmht279zB37hzy8nKorq6hsbGR3NzJ\n2GwCh0P1BxobT/GlL93DqVMqKHVlZRVRUU7q6uq45ZbP4nKpWJW1tacoKyvTw4bnwZj3vDQj8Xq9\nzJ1bRmFhEeA0nXIB07Lq/BnC+s4ye/Ycpk+fCkB7eyMDAwNmlHGHI4rU1FSjJ6YC6Kq5otADJS0t\nnSuvnI+avxmguLgECNDX10te3hQAqqoqOXz4MG1tTezatROA+nqlgEIZZANGG3xGjihFWVl4zqq+\nvm5SUpTBhNPpBmy0tjbQ1dVuWKwJ2tqaRmQYbmysJz09lc7OduLiQn7oHR1tI3ppdrvNfJgcOvQB\nLpcTGKS2ViltqzUkqF5CenrKiB7p2XKpFdfFZwiP50zXQs319fZ2GQGKRxL0DcvLyx+xzeFwMzAw\nYBruADQ0nDICPTNinjSUHgaC965SXIrp0/PxeOIoKCg0o3rExUWHHT862k1NTQ2JiR6+8Y3HWLv2\nk5w8WUNDQyN2ux2fr5vc3DzTkRyUBeXs2bMoKSk2HK/ryM/Po7BwGnl5eezYsYOkpKQPMfTRnA6t\nvMYhvb29vPfeQQ4fPgQEjM8LS9CA4N13D1BREQz3JIwHgOoxDAz4jT/zADCI399NdXUddnvoT+10\nOikvP2xaKAZDV7nd0bz/vsrPJGXAcIwOERenJsaHP7j7+/vMZJtXXTWfw4ePDGu5jfZ2ZcYfCPiN\nN+VgJIsAIElP95rHD5KcnEZfXz8wRFdXBzZb0JdscMQQV1dXl+G7Bu3tXXR3K2Wucj0J3O6RZs0N\nDfVm2hYNdHSMPhyoCL38nK6HprBTWXlsROnAgJ+eHr+ZQ2w41rxjoCwFldHJyFBjbncMdXX19Pb2\ncfz4CTPjwtGjVSQkeAjeWydPVpKfn8+bb+4iNTWVtLQUAoE+env9dHerfGJHjhymuVkpSpcrlgMH\nDnL8+HHsdgcOh4OSkhnExyewZMkidu/eSXx8HC+//EpYqhnN2aOV1zikqqrKdBYNcaGGFZw4nS7L\ncM0Q0dHBObDwc9hsLlpagg9kGwkJScycWcLgYOjPdupULT09PVRWqt5SbKzq1bS2Npg9mvj4FN56\nax9OZ7TpdBpM9jgcFatRHX/Xrl0Eh3lCDJmhm8Bp9ArVw9DrVT3UxsZ6urrCfYtaWxs5evSD0FEs\nPdjh0Q1SUlI4cECZfjudDmJi1FCSMusX9PaGh7gKtis4VKX56Iz2gmBFzV9Z741QKK7Cwunk54dC\nqKl5NRlWRzGExxOPz9dFR0erkbRS3UtTp04hPt46ymDjj3/cTEXFYTo7u4x50iFjjmuQ48cr6e/v\nMVO79Pd3Ewj0M316AY2NjcTFxdPXF+DAgYNs3fo6KmtACrNmzWTFimV62PA80MprHDL65K16a5w8\neUpYacj4AkbzvR4eTBUCFsdTJyBISVGT2/n5uVgVWHb2ZG64YSXBeIadna00N6v5HmuUiOLigtDR\nzfh3kjVrVuJwRJOYmMDAwAAZGekMDKhzq/kpGP5AaWhoMsMfKf8fF7m507Dboyz11UNr7tzLycnJ\nAex4PCnExIRkTUhIGia3NFNuAGGxDO328L+B8rFTJCcn0Nur2uzxpI2auVgzGh/t0eJyucJS8wwn\nJSU17LvT6TaHIF2uKCPwcNDEXymgqCg3cXHqhUq5baiIMwUF01i0aAmLFy8ynYXj4uIMc35FUlIq\n6ele1q1bh5SSX/zieYRwGcYek+nr6yc6Ot7ssbtcsVx99dWsWLGMnp4eBgYCxMfHkZWVydy5l7No\n0TUsXboEt9vN9u07JpSf16VCK69xyJlCIlVXnwj7Hj7sNryXgjkEF05QeUm83knmw/rYsQozDTrA\nyZPH6O/vN//wiYnJZky78CgRNhISlAIUFv3505/+goEBP7m5OURFRVFTc8IMaeRwBJXR8D9twAx/\nBA7S01Opqjpq7ldQMM2MK1hVdYLa2lpUTrAWKiuV4UhKSsao1m4+X6uRX8xmhrECDOOQEAMDQ2ak\n9VOnas1eWkdHk+lXNBrjzaJwbDmz39qH0dfXZ869jkZHR/iQYSDQbUYnaWlpNoavJTBAcnIqNlsU\ndrvd7JGrMFDKJ6ylpY0jRyo4darOHG6urKzizTd3mse322243W6effbfaGtrpaioCCn7aWxspL6+\nlrvvvoPExERiYpTCk3IQm83GCy+8QH19A83NLXR2+pBS8Nprb7Bnz1t861v/YLGs1ZwrWnmNQ0YL\nKnu+DA31kZwcitKuhtaCvaYBpAz2uADsJCZag+rbef/9D5BSkpycTny8B6fTgceTQrCHVlBQSFpa\nqmnBl58/1dx78eIFOJ0xLFy40Ig1GNJsZ3rTjI8PKlBJfv40CgtLEEKd78iRw2bPsa2tzciirAgm\nS2xpaTitFaYKLjtSyVtxOOxhkdbPljNZFGrOFTnM0CIcNbQ8epQ3IYTF2tSGlIKrry41Q55ZWbp0\nMd3dXXR1ddPV5TNN92tra420N+q+6+7u5otf/DyFhYV0dfUYL02qhzh58hSOHj1OVJTbMh/bS3p6\nGkuWfIyHHnqAzEwviYlJzJ9/FdnZWaY7SkHBNJYvv1YPG54HWnmNQ853AjeUjRezt+RyRdPaGgq4\np8bk+43QPCqQbjCiBQwOmyAfJD4+2khb0kN3dxdeb7oRcFYpn+rqWnbv3kNQIRw6dND03Xrjjb/g\n8cTz1FM/prOzk9hYD0uWqIgKxcWnj0YRsuYLsGfPHioqjofFOAz63ihFG3rD7+k50+S/lTMrr9bW\nc1dcmo+GNXgvQF/fmX9LlyuW9PTMsLJgxuja2jrLy9IgfX197Nixh5FzXtDc3GoGcq6oOGbmZJsy\nZQqTJmUxd+4cAObOncPbb+/HZnPwpS/dzfTpas7W44knEAjQ19dPS0szs2ZdZh578+aXSEry8LOf\n/ZKhIUlXVwczZpTgcDiIiXFTVlbKV7/6txMqruGlRCuvccj53sx1daGg+i5XFOBgaMTojVICViuv\nwcGQYkhNDYV+SkpK48SJGq68shSbzYbP58PtjiY2NpG0NDWs1tvbZ8aLUzhwu4M9uyGamxuIiYnG\n5+siKiqKbdtUZK7y8vdPI0V4dpwjR8oZGuolOjpkPRj082prC4+Ce6HSSmRkZH54Jc0FZXjw3jNj\nIy4ulo6O8GFFv1/1elJTU4wwT+olpbi40OhxjxxCb25upqVF+TCuWnU9xcUqdU1mZgYg2b//IKB8\n/3JycigsnMaGDc9y6FA5YMdmc+J2x5CZ6WVoSBIIBHv8NgoK8nn++d+wbt09RgxGGx0dHbzzzru4\n3VHU1tbwpz+9rOe7zhOtvMYh56K8TmeVpXoPAyOibATnmoLZiAEzXxXYSEwMvQEvXDif5OQkOju7\n6O3t5LrrltPX10t3d4dpUhwVFR7812azmxHdk5OVIhwaGiQQ6A5TkqH2DFc4ktHmS87Gkq+3d/So\nDueKSmqpGa9ERcUghM3wvwsSmnedNCmT6dOnGcGMnURHR+F0xliMfkKkpaVgs9k4efIk+/e/Y0aU\n+djHPsasWbPMHGZVVSfYvXs3+/a9S1nZPCP7QiwzZhTR2NhAa2sbCxdeTXa2MgRKTU2jqqqK22+/\nhZaWNjo7OxECdu3aTU5ONn5/Hzff/Al+/OMNphGU5tzQymsc0jRaXg0DZXAQwprd9vSEhkuUMYSg\np6eD4M8fdBgWwsHRoyEny82bN9HY2MThw6ps167dhh+LNE3te3t9YSGf1LyPUj7K1Bgz2OnwjMGh\n9pye0PyXZiKifLBGQymm0ZyYlfFEFD5fyJfMZnOYw8aHDh3G7XYhZT9SBqitbaC09IpRAycfOvQB\ns2bNICUlGSmlOVe2Y8dOhLDO0Qb4+Mdv5I47bqO6+hStrS309HRy5MhRCgoKWLZsKRUVR9mx401A\nDUfW1tbxzDPP0tPTjdPp5JlnnuaZZ57mc5+7nZ6eHt5++x0WL76Gt9/er3tf54FWXuOQM3nch4bk\nFCq/lhWbZVEkJo40GwcHU6dOJzbWQ16eipB91123Ez4J7uTuu+8gONQ4depUjh+vwmZzMWlSaH7N\n6QwpR2v0imCPLJjO3uofZjVVPx0pKZmjhgcKx3oLn1eaNs0FJNSTDvXGR7otKNzuOFpaGkfdlpiY\niN0eZRrnqHQwSqF5vRk0NzcTGxsaJYiLizX9A+12wXvvHcLpjCY6Oh6PJ4H6+kbS0tIsZxDk5xfi\n9Xrp6enFZrPR3t5OVpYaDs/ISDMiyqv7y+/v5kc/+meefPIp0tLSeeyxbzBnzhV8+tM3U1NTzd69\nezhx4qThuqH+wxkZ6axf/xBlZWVkZmZwzz3r+P73f0BlZRWxsTEMDg5RV1fHggXztcHGeaCV1zjk\nrbfeOu22Dx8+U2lPHI4oMxJGe3v4fIKKLjFAe3s7y5cvo7GxBRjiV7/6LeHGDAFeeukVMjKUouru\n7iEx0cPQ0CBtbe2W44Vuo2AKi+hoj6nUUlOtuaPUn9S6/+mw2aC3d/QoCuHyBtHK62Lhdid8eCVC\nPWnr/GNnZyjySFFRCcra1YbNFnrpsSoigKlTc41hZvXiZLfbzJe648ePIiX09oZehgYGBsnLU47J\nkyZlARKXK4r4+ASuv345DQ2NzJhRzNq1Nxp7SI4dq2DSpEm4XC6uv/46+vr6OXlSWRHW1zdQU1Nj\n+lHabE6WLLmG6OhooqJcOBx2Dh+u4OjRo8yePZujRytJS0szQ7n19/dw8803cepUHceOHWPBggUU\nFxcj5RCBwAB9ff0MDQ0yMDCgFdd5opXXOGTevHmn3TZyjmgkdruLgYEAhYXBKBbhQxJCqAd+a2sD\nu3bt4ZvffBRQ8dvc7pBhxLRpBcybdwWDg4Pk5OQTFxfH6tWryM2dSl5eLgAxMfEMDAwSExP+cLPb\n4cgRFXaqpaWNqVMLSEpKIzU1GO179FsvJibBjNLR1NTAaJFFgtfA4xn+Rh9SZB8WoeFMxMQkjloe\nNBoJWlNeaoYPoapo+hcfmy1qxEtERoayygs5wYe/OFgdfG02l/mbRUe7US9Iwni5Ub2p4H0RZN++\ndwAbmZnKUXlgoJfExERstiiuvnoB69c/xPLly0wLQ5vNxtSpuYCThIR4wydxCCklf/jDZrzedOx2\nB52dXUb7s4iP99DS0sLAwACdnZ2Uls7jb/7m/xjy9rNs2VJiY5VVbkHBdLKzJ/Od73yLdeu+QH19\nA9HRbv7nf3ZQWVlFWloq8fFx1NaqIfjVq2/A6/Vis9lZt+6LuN3RdHR0cPJkDfPmXcGKFctZu3YN\nx49X6Yjy54lWXhHGh80RAQwO9uPxeMKChA7fHqS+vpZHH30cUMN/1ijfR48e4fe/f5Hm5jqGhgbp\n7++jouIIDofNDHw7NKTmCVQcOEzzZdUDU0N+UvYRCARoa2sjKytoimxNYA3BW7Gnp5Pu7qCf2xCj\nWYgFr0FPz/BrEXqAfhTnz56e0XuFfn8vNluUkRU6nEuh0EIuBErOixsZPsTQSJNVGhpOAaEhbquV\nKoDPF/JVHBrqN3+z994r55prrubWWz9DYWERM2eWkJLiNVOYBLnjjtuAAHV1IeOZxsYm4uLiaG5u\nZcOGf6Ovr9+0MPR6MwwlEOD48UpuuunjOBxOiosLue++e1mzZg1fSfEfAAATNklEQVTV1dW8956y\nclWRMbzk5eXhcjlYtWolP/zhP5GcrOa+0tLSSEjwEBurlHNsbDRCKMONP//5dT71qZvo7e3nlls+\nTWdnJw8//BWiolysW/cFAP7ylx387ncbGRoaYteuPUyblo/dLsjOzuL48eO4XE6ampr54x//QGpq\neLQQzdmhldc45OTJ4WnbP4yR/isdHS2nddS97LJZ5np6upf8/Dwcjmi8Xi8zZswwtyUlpSKE8hmz\n2x0cOXKUFSuW09zcQk2NamNaWjJJSUnU19cADtNaMTExNSyEVFxcPGlp6Zw8qcz5h6cssfaarryy\n1FJ+ep+sQMDPjBmzT1M3MLz6WWNt97AzMjTUN8pQpmBwsPes5vE+CqFet5qzDEUpOTNBB+8QNuz2\nkTLabG4yM7ONaP0KjycVGCQ62jOivtMZY2RCtvPYY6r3PnfuPEpKZnL77beN2paHHnqAQ4c+YNu2\n7ZSUFNPb24fTaaerS0VlDxJ8MXn00YfNMrc7iq6uLp599hmeeOIfKS4uIvgIy8qahNOprsf9999L\nTk4ORUXTOXaskjfe+AuXXz6HoqIiZs9W935fXx9JSUmUlBSTkeHllVde5eGHv87LL7+K2x3FqlXX\nARhzbg58vm5mzCjBbreRl5eL2+3GbreTlZXFD37wfYqKiigpKTEthfv6+li9ehVf/vIDHDhwgNde\ne51bbrkFj8fDvfeuIz4+gfvv/794vdYhdc25oJXXOORMw4bhwzOCnJw80zdl1aobACwR04OEHl5R\nUTF88pOfJCoqjpSUDL75zcdYsWIFkyZNor29g6GhkAJoa2vG4/FQVlaGlJLu7i527tzN5ZfPMYcJ\npQSXy4HD4SYxMZF5864AnEydmhdmdj84GCAQ6CMnRw0DBcM3BdObWHn33ffM9fz8AsCB1zvJLAuG\nYVJzHNJSHnogW10BPozhJtQulyvMrwxCMSWFiApzBldtVHMtycnnZxk5dep0yzcHo72MAGaPLzU1\ng7y8XGbPnnVWD79FixYBMGmS6u3m5ORSVnalud1utwMOsrOzKCwsJDk5lbS0TDIzJ7Ny5QqEcBiJ\nPEPExSUSGxuLlJLrr19JSUkJAJ2d3dx339+QlZVFbq6KtrJw4ULzmtlsNgoLC7j88jm0t7dTVFTE\n/PnzWbFiOVlZqk5hYTFr167hu9/9HoODkJLi5be//S05OZPJyMggOzsbj8dDQkIC06era3fllfOY\nPXsWl102hxkzLqO8vJy8vDy++c3H+MQnPo7H4+GKK+aydOkSA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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1883,7 +1880,7 @@ }, { "cell_type": "code", - "execution_count": 127, + "execution_count": 24, "metadata": { "collapsed": false }, @@ -1897,8 +1894,8 @@ "Dep. Variable: np.log(Sale_price) R-squared: 0.156\n", "Model: OLS Adj. R-squared: 0.156\n", "Method: Least Squares F-statistic: 2.886e+04\n", - "Date: Tue, 27 Oct 2015 Prob (F-statistic): 0.00\n", - "Time: 22:40:37 Log-Likelihood: -1.2835e+05\n", + "Date: Wed, 15 Jun 2016 Prob (F-statistic): 0.00\n", + "Time: 14:59:23 Log-Likelihood: -1.2835e+05\n", "No. Observations: 156655 AIC: 2.567e+05\n", "Df Residuals: 156653 BIC: 2.567e+05\n", "Df Model: 1 \n", @@ -1922,14 +1919,13 @@ ], "source": [ "# Let's estimate some hedonic regression models, starting simple and adding variables\n", - "import statsmodels.formula.api as sm\n", - "results = sm.ols('np.log(Sale_price) ~ np.log(SQft)', data=cleaned).fit()\n", - "print results.summary()" + "results = smf.ols('np.log(Sale_price) ~ np.log(SQft)', data=cleaned).fit()\n", + "print(results.summary())" ] }, { "cell_type": "code", - "execution_count": 128, + "execution_count": 25, "metadata": { "collapsed": false }, @@ -1943,8 +1939,8 @@ "Dep. Variable: np.log(Sale_price) R-squared: 0.157\n", "Model: OLS Adj. R-squared: 0.157\n", "Method: Least Squares F-statistic: 1.457e+04\n", - "Date: Tue, 27 Oct 2015 Prob (F-statistic): 0.00\n", - "Time: 22:40:45 Log-Likelihood: -1.2823e+05\n", + "Date: Wed, 15 Jun 2016 Prob (F-statistic): 0.00\n", + "Time: 14:59:23 Log-Likelihood: -1.2823e+05\n", "No. Observations: 156655 AIC: 2.565e+05\n", "Df Residuals: 156652 BIC: 2.565e+05\n", "Df Model: 2 \n", @@ -1969,14 +1965,13 @@ ], "source": [ "# Let's estimate some hedonic regression models, starting simple and adding variables\n", - "import statsmodels.formula.api as sm\n", - "results = sm.ols('np.log(Sale_price) ~ np.log(SQft) + np.log(Lot_size)', data=cleaned).fit()\n", - "print results.summary()" + "results = smf.ols('np.log(Sale_price) ~ np.log(SQft) + np.log(Lot_size)', data=cleaned).fit()\n", + "print(results.summary())" ] }, { "cell_type": "code", - "execution_count": 129, + "execution_count": 26, "metadata": { "collapsed": false }, @@ -1990,8 +1985,8 @@ "Dep. Variable: np.log(Sale_price) R-squared: 0.173\n", "Model: OLS Adj. R-squared: 0.172\n", "Method: Least Squares F-statistic: 1.089e+04\n", - "Date: Tue, 27 Oct 2015 Prob (F-statistic): 0.00\n", - "Time: 22:41:35 Log-Likelihood: -1.2676e+05\n", + "Date: Wed, 15 Jun 2016 Prob (F-statistic): 0.00\n", + "Time: 14:59:23 Log-Likelihood: -1.2676e+05\n", "No. Observations: 156655 AIC: 2.535e+05\n", "Df Residuals: 156651 BIC: 2.536e+05\n", "Df Model: 3 \n", @@ -2017,15 +2012,13 @@ ], "source": [ "# Let's estimate some hedonic regression models, starting simple and adding variables\n", - "import statsmodels.formula.api as sm\n", - "results = sm.ols('np.log(Sale_price) ~ np.log(SQft) + np.log(Lot_size) + year_built<1940',\n", - " data=cleaned).fit()\n", - "print results.summary()" + "results = smf.ols('np.log(Sale_price) ~ np.log(SQft) + np.log(Lot_size) + year_built<1940', data=cleaned).fit()\n", + "print(results.summary())" ] }, { "cell_type": "code", - "execution_count": 133, + "execution_count": 27, "metadata": { "collapsed": false }, @@ -2039,8 +2032,8 @@ "Dep. Variable: np.log(Sale_price) R-squared: 0.181\n", "Model: OLS Adj. R-squared: 0.181\n", "Method: Least Squares F-statistic: 8637.\n", - "Date: Tue, 27 Oct 2015 Prob (F-statistic): 0.00\n", - "Time: 22:43:26 Log-Likelihood: -1.2598e+05\n", + "Date: Wed, 15 Jun 2016 Prob (F-statistic): 0.00\n", + "Time: 14:59:23 Log-Likelihood: -1.2598e+05\n", "No. Observations: 156655 AIC: 2.520e+05\n", "Df Residuals: 156650 BIC: 2.520e+05\n", "Df Model: 4 \n", @@ -2067,15 +2060,13 @@ ], "source": [ "# Let's estimate some hedonic regression models, starting simple and adding variables\n", - "import statsmodels.formula.api as sm\n", - "results = sm.ols('np.log(Sale_price) ~ np.log(SQft) + np.log(Lot_size) + year_built<1940 + shopping',\n", - " data=cleaned).fit()\n", - "print results.summary()" + "results = smf.ols('np.log(Sale_price) ~ np.log(SQft) + np.log(Lot_size) + year_built<1940 + shopping', data=cleaned).fit()\n", + "print(results.summary())" ] }, { "cell_type": "code", - "execution_count": 134, + "execution_count": 28, "metadata": { "collapsed": false }, @@ -2089,8 +2080,8 @@ "Dep. Variable: np.log(Sale_price) R-squared: 0.183\n", "Model: OLS Adj. R-squared: 0.183\n", "Method: Least Squares F-statistic: 7032.\n", - "Date: Tue, 27 Oct 2015 Prob (F-statistic): 0.00\n", - "Time: 22:44:12 Log-Likelihood: -1.2573e+05\n", + "Date: Wed, 15 Jun 2016 Prob (F-statistic): 0.00\n", + "Time: 14:59:23 Log-Likelihood: -1.2573e+05\n", "No. Observations: 156655 AIC: 2.515e+05\n", "Df Residuals: 156649 BIC: 2.515e+05\n", "Df Model: 5 \n", @@ -2118,15 +2109,13 @@ ], "source": [ "# Let's estimate some hedonic regression models, starting simple and adding variables\n", - "import statsmodels.formula.api as sm\n", - "results = sm.ols('np.log(Sale_price) ~ np.log(SQft) + np.log(Lot_size) + year_built<1940 + shopping + groceries',\n", - " data=cleaned).fit()\n", - "print results.summary()" + "results = smf.ols('np.log(Sale_price) ~ np.log(SQft) + np.log(Lot_size) + year_built<1940 + shopping + groceries', data=cleaned).fit()\n", + "print(results.summary())" ] }, { "cell_type": "code", - "execution_count": 137, + "execution_count": 29, "metadata": { "collapsed": false }, @@ -2140,8 +2129,8 @@ "Dep. Variable: np.log(Sale_price) R-squared: 0.184\n", "Model: OLS Adj. R-squared: 0.184\n", "Method: Least Squares F-statistic: 5904.\n", - "Date: Tue, 27 Oct 2015 Prob (F-statistic): 0.00\n", - "Time: 22:45:13 Log-Likelihood: -1.2562e+05\n", + "Date: Wed, 15 Jun 2016 Prob (F-statistic): 0.00\n", + "Time: 14:59:23 Log-Likelihood: -1.2562e+05\n", "No. Observations: 156655 AIC: 2.513e+05\n", "Df Residuals: 156648 BIC: 2.513e+05\n", "Df Model: 6 \n", @@ -2169,10 +2158,8 @@ } ], "source": [ - "\n", - "import statsmodels.formula.api as sm\n", - "results = sm.ols('np.log(Sale_price) ~ np.log(SQft) + np.log(Lot_size)+ year_built<1940 + shopping+ groceries + tattoo', data=cleaned).fit()\n", - "print results.summary()" + "results = smf.ols('np.log(Sale_price) ~ np.log(SQft) + np.log(Lot_size)+ year_built<1940 + shopping+ groceries + tattoo', data=cleaned).fit()\n", + "print(results.summary())" ] }, { @@ -2187,21 +2174,21 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.5.1" } }, "nbformat": 4, diff --git a/15-Spatial-Cluster-Analysis/cluster-analysis.ipynb b/15-Spatial-Cluster-Analysis/cluster-analysis.ipynb index fcc8168..6e5c4fe 100644 --- a/15-Spatial-Cluster-Analysis/cluster-analysis.ipynb +++ b/15-Spatial-Cluster-Analysis/cluster-analysis.ipynb @@ -168,7 +168,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 4, @@ -177,9 +177,9 @@ }, { "data": { - "image/png": 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0dy2hCGDXAo8wNmrmggsuaGhVOjFuQWrK2tt/j8HBLwPd1SPP0N7+e40sSdKs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\nrs8B92fmp2pe8rzXyTGGnnv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NYmAOcCowh2uuWTxgCIOsMzZr1ixDmKSKsyMmqSYNZtWkJI0kd9aXNOY5zCgpLw5NShrT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\nVqzIuUKpdjlHTJI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Zg1hEjIuI9cDTwA9TSuuA64F/iIgnyLpjnyp3HZKk2tDY2MjKlctp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\nrkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -217,7 +217,7 @@ ], "source": [ "# convert the lat/long columns from dataframe to a numpy matrix\n", - "df = df.sort('lon', ascending=False)\n", + "df = df.sort_values(by='lon', ascending=False)\n", "coordinates = df.as_matrix(columns=['lon', 'lat'])\n", "coordinates" ] @@ -235,7 +235,15 @@ "metadata": { "collapsed": false }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "5\n" + ] + } + ], "source": [ "# eps is the physical distance from each point that forms its ε-neighborhood\n", "# min_samples is the minimum cluster size, otherwise the point(s) are noise\n", @@ -246,6 +254,7 @@ "# calculate the number of clusters in labels, ignoring noise (which is labeled -1) if present\n", "num_clusters = len(set(cluster_labels)) - (1 if -1 in cluster_labels else 0)\n", "\n", + "print(num_clusters)\n", "#str(list(cluster_labels))" ] }, @@ -258,9 +267,9 @@ "outputs": [ { "data": { - "image/png": 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1xHk9bH/hNdzbirnkpFO4Yt5nu+0an1z0LO+H60idOIbChioScjOpbA6Q2C8N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\neDxcf80VXDZjGs8+9w/+s2IF2T3HkZSTSa/p0/DEeQHIGz6ct5Z+RLh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Bf+J0Ontd0/79+3HGxeLweHrV3uHx4IyPZf/+/ad9/SJyYdKcKRHp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\nre3e22/i2Jb5VPl8VNVpPNExjT5OW5rqLfMZNXkqW49a5OT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QSmFP7EOJKxln+nWUuJKx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\nM0iYEkIIIYRohv8PoylddBVvDaAAAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -317,7 +326,7 @@ ], "source": [ "coefficient = metrics.silhouette_score(coordinates, cluster_labels)\n", - "print 'Silhouette Coefficient: {:0.3f}'.format(coefficient)" + "print('Silhouette Coefficient: {:0.3f}'.format(coefficient))" ] }, { @@ -380,7 +389,7 @@ "source": [ "# number of clusters, ignoring noise if present\n", "num_clusters = len(set(cluster_labels)) #- (1 if -1 in labels else 0)\n", - "print 'Number of clusters: {}'.format(num_clusters)" + "print('Number of clusters: {}'.format(num_clusters))" ] }, { @@ -423,14 +432,14 @@ "cell_type": "code", "execution_count": 12, "metadata": { - "collapsed": true + "collapsed": false }, "outputs": [], "source": [ "# given a cluster of points, return the point nearest to the cluster's centroid\n", "def get_centermost_point(cluster):\n", " centroid = MultiPoint(cluster).centroid.x, MultiPoint(cluster).centroid.y\n", - " centermost_point = min(cluster, key=lambda point: great_circle(point, centroid))\n", + " centermost_point = min(cluster, key=lambda point: great_circle(point, centroid).m)\n", " return centermost_point" ] }, @@ -519,7 +528,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "That's it! My data set of 1,759 points has been reduced down to a spatially representative sample of 158 points. Last thing - grab the rows in the original dataframe that correspond to these 158 points (so that I keep city, country, and timestamp)." + "My data set of 1,759 points has been reduced down to a spatially representative sample of 158 points. Last thing - grab the rows in the original dataframe that correspond to these 158 points (so that I keep city, country, and timestamp)." ] }, { @@ -629,8 +638,8 @@ ], "source": [ "# to demonstrate the data reduction, compare how many observations of 'Spain' in each data set\n", - "print len(df[df['country']=='Spain'])\n", - "print len(rs[rs['country']=='Spain'])" + "print(len(df[df['country']=='Spain']))\n", + "print(len(rs[rs['country']=='Spain']))" ] }, { @@ -642,9 +651,9 @@ "outputs": [ { "data": { - "image/png": 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ff/v35LvzyXfn8/tv//649JAOYXMc33ImhBDi7DTZWxEJcU4pLi5mj2kPsXhs\n1DiwipIK9j+4f9xrYvEYvcZe1hSvmapqCiGEOMOkBUyI08hqtTJr0SxaultO+pqW7hZKFpfI1kRC\nCHEOkQBMiNOsemk1XquX7v7utz23u78br9VL1ZKqKaiZEEKI6UJWwhdiEshWREIIcW6RrYiEmCYC\ngQAH9x6kZV/LuJtxlywuoWpJlWxBJIQQZwEJwISYZiKRCG1tbcPrfNkcNoqLi2XMlxBCnEUkABNC\nCCGEmGKyGbcQQgghxDQnAZgQQgghxBSTAEwIIYQQYopJACaEEEIIMcVkKyIhhBCnbGh2bzAQBFL7\noMrsXiFOnsyCFEIIcdICgQA7X9vJa8+9Bv1gVVYynZmUzCohlhlj1qJZVC+tlvXtxDlHlqEQQggx\nKWpra3ngOw8QPhhmgXkB2cZsAPwJP82mZkoWlFBRWUE8Py47PIhzjgRgQgghTruamhr++5/+mxWR\nFRRlFTH073OGKYN8Wz5JneSg7yC15loued8lRPOirL9uvbSEiXOGBGBCCCFOK6/Xy1233sWctjlk\nmjLJ0TnYlA2d0PTH+ulOduM0OylxlhBIBthh2sFl77+MgvcWsOKCFWe6+kJMiVMNwGQQvhBCiBP6\nza9+g+GgAbfdjS1pozvWTTgcxh6xY0/YmROfQz/9vMmblNnKKFJFbH56M3P65jBn/hxyc3PP9C0I\nMe3IMhRCCCEmdOTIEf70wJ/ICmbh9/lpaWsh2hKFTqjvqef53ufZFNpE3BCn2lyNL+Gj0liJv8GP\nrtU88csn8Pl8Z/o2hJh2pAVMCCHEuHw+Hz/+5o85r/88ZiVmUUwx9oQds9lMf6ifjdGNNNFEYayQ\nbLIpyygjy5yFHz8L9AIamxtZG1jL1k1bZTyYEGNIACaEENPUmVxrKxAI8PKTL5PdlI09aafMUIZD\nO1KJSfhx9MfsZS9x4hgw0B/rx6M8tMRbiCfiuDPcGCNGBvwDzI7M5uDegzIeTIgRJAATQohpwO/3\n8+qrr/L69tdpONaA1+slHo5TaCukILuAQk8heXl5ZBRkMHvZ7Elfa6u2ppaMjgzsQTv5Kp8MlUEi\nksBsMBMKh+hKdqHRGDFSQglr42vxJ/3kq3xqQ7X0B/ppC7Xhf9lPni2PwdAgS85bIgu1CpEmAZgQ\nQpxBXq+X//v5/7Fl4xYyWjJwhBxYohbKkmU00sghwyEarY24HW7sWXYcuQ7ynsvjlepXWH/DehYu\nXHjag5pJ2COxAAAgAElEQVRIJELr/lbyLfmoqMJpdhKPxDFhIplM8kbkDezYySWXIoq4kitpoolj\nyWPMZS4xYvTEe/BH/NgH7fyx5Y8k3AmOdR/j1s/cSmFh4WmtrxAzkSxDIYQQZ0hNTQ33feE+1B5F\nVbSK3EQuKqqI6Rh99JGpMgklQ+zUOwmrMB6LhwxzBjpDE3fEMc81s/KvVrL4wsWntUWsvr6epmeb\niHZE6XquC2OLkexoNtGBKE+GnqQ52UwbbRgxspzlNNGEDx8hQmSTTRVVNNFEFVVYsNBp7KTMVkZz\nbjMlF5Zw+zdvp6Ki4rTUVYjpQpahEEKIGaC2tpbv3PYdCo8WUh4vx5a0YYlb8GgPDuUgTpz2RDsh\nFWK9Xs9r+jUGwgNYI1ZUSGEIGVBJxbGtxyg1lfLS0ZdYe/VaHA7Hux43FgwEsRlsRIliNVnJyMsg\n0hLh0fCj/Cn5J6JEySCDQgoxYECl/zNiBCBECD9+3sN76KSTrkQXwWCQnGgOXc938f3Q9/naj74m\nLWHinCYBmBBCTDGv18t/3vGfZB3NYnZkNq6kCxVXBGNBalQNueRSnCymVJViT9o5zGGWsIRaakGD\nJ+4hHAjTG+hla+dWtNa8//L389D3HyIvP49iUzE2gw2A7mQ3e0x73tEejTaHjX3hfRQ5imhINNCb\n6EWT6pmwYyeHHOYxjyqqSJCgm24GGcSPn/nMp4suAgRYzGJ26p2st6ynJ9DDkZeO8Msf/ZJ/vedf\nJ+X5CjETTHoAppRqAPxAAohprVcppXKA3wDlQAPwYa1132TXRQghzjSfz8ev7/s1RQeKWJJcQq4x\nF4M2pAKbdOdFR7KDWl1Lpa7EgYNeehlkECNGQoRQKDLJxIGDWDjGzqd30tTexAcWfACX3cWixYtG\nlRmLx2jZ3zLcSvZ2ezRqpdl9ZDfxzjhEIDmYJCcjh+UsZ5BBbNhYwhKyyGIxi9nHPmLE8OGjn37m\nMIdSShlkkA46WMAC7NjpTfay1LKUrkQXL/7sRa678Trmz58/WY9aiGltKlrANLBOaz1yJb5/BZ7T\nWv8/pdSX0z/Lr0JCiLPa0NIOhgMG5jMfJ04MSQMkgSR8JPkReugZPn8d69BoGmlEobiQC7FhI0iQ\nHHLAAEUUkZPM4S+7/kJfeR+R1giRBRGs5re6HM0mM3MK55DZn/m2a3L5fD4OvHqAnroeFrgW4LV7\nifgjZMez8dg8LIouoiPRQTfdFFPMDnbwEi/RRRc99JBNNhlk0E47L/IimWRSTTUVVNAab2WtdS2e\nhIdAIMDPf/Rz/uP7/zHZj12IaWmqVsIfOyjtGuDB9N8fBK6donoIIcQZs2fXHvpq+wj7wnSGOumM\ndxLVUQASOjEq+ALYylZe4zVaaKGTTp7neV7mZQ5ykDrqIAnGpJE8Yx4X6Yv4+Zafk5PIwdvjHbd8\nT5aHwkghB/ceHDfd6/Xyq+//Ct9OH0UUEW2Mkq2zCYaCvBF4g3pdj9lopspQxXzmc5jDHOAArbTS\nTTdBgnTRxau8ykY20kknddTxb/wbuYZcbNpGr+7FozxkqAxqX6vF7/ef3ocsxAwxVS1gzyulEsD9\nWuufAgVa6450egdQMAX1EEKIKRGJRKivr6exvpFwMIw2aIKBIAeeOUBltJIsfxYqqgjFQuzWu3Fr\nN53JzuPyGTm4PUkyNaCdLjroYA5zAMghB7dys9C0kC09W/D2eckKZ01YtxJPCdv3bT9uTS6fz8dv\nf/hbZjXOYmnJUvBAw8EGXAkXzoCTwoxCugPd7GY3c/VcclUuQR1kN7vpoQcDBhw4CBPGz/FB1WBi\nEIfRQURHsGABIDOWye7du7nkkkve7SMXYsaZigBsrda6XSmVBzynlBr1q5fWWiulZL0JIcSMNbRi\nfXdnNwdqDnD09aO4+9wUGAogBvWN9TQPNBNOhDEWGPEYPOSYc3DH3CTjSV6Ov0yNrjku37/hb+il\nlwwyOMABaqklSRJ/+r84cQYZJM+Qh1EZqUxU8vT+p6lYXcFLb74EwEVLLsJsMg/naTaZcSfctLW1\nMWdOKogb6hp1NbvIdeZS310PgCHfQHd7NwangagpSoGxAI/Zw97EXqxYsSasRIhgwIAHz3AAplDH\nBWG/4Td8zPAxIDVLMmqIkmXJoq9Hhv+Kc9OkB2Ba6/b0n11KqSeBVUCHUqpQa+1VShUBx//qB9x9\n993Df1+3bh3r1q2b7OoKIcRJCwQC1NbU0rq/FUu/hYY3Gog0RJhtnE08M44x00i4NUxVtIqFLKQz\n0Mlh/2G6kl1YI1bKEmUMJAfYpXcRIcIqVrGLXRgw8AN+wEIW0korceJcwAXcwR3DZddTz3VcR0zF\nKDIU0agbySOPPf497GvYx4tvvjh87vrl60fV26ZshAZDwz+/vu11Wna0EKoPkWnPxKZSMygH9SAd\niQ72D+6HJCw1LcUWt+HEyf7kfnKNuZyXOI922lnKUtaylnbaAfgu36Wf/uEyEiRwKicmTLTqVvxG\nP4tzFk/K+yLEVNiyZQtbtmx5x9dPagCmlLIDRq31gFLKAWwA7gF+D9wCfCf95+/Gu35kACaEENOJ\nz+dj66atFEYKeY/jPezdvZdCXyGleaXYMmwEw0Fef+N1ekI9rCleQ4bKIDeWSznlvNb3GklzEhVV\n1CfriRHDqqys1Wv5O/6OSipRKBIkAIgTp5HG4+oQUREWGBdgwIAPH5lkEiOG2+U+6ftob29nyyNb\nqB6sJt+ej8flGZXe0dbBvq59+MI+rJlW1qg15AzmUD9Qz/yM+VwRuQJDzEAVVZiUiQpSC6y+R7+H\nP/AHtrIVI0b+1vy3BAwBbNpGJ5148jw4M51k52a/8zdBiDNobMPQPffcc0rXT3YLWAHwpFJqqKyH\ntdablVK7gN8qpT5BehmKSa6HEEKcNoFAgK2btjLPMA9PoYcjtUfQHZp8Yz62DBuJeILetl7K4+XM\nts2mtq+Wamc1Jm0ix5pDVUYV9dF64tY4lyQvAQ1zmMP56nxqqCGSjJBBBpDqrmullQYauIRL+DN/\nBuD9vB+X0UWFoYIO3UGOIYd6VU/BrALWL18/3O140ZKLjqt/SIfIc+QRCAR45pFnWBhbiEmZaA40\n05fsI8OUgdvqZnfPbg71HcJutoMFepI9ZHoycVvd9MX6iOooLpOLsA4Ti8dQWoGCQQY5whFcuNig\nNpBtySbfmE+/6mdPYg8DtgEuqbqEVksrNy67cereOCGmkUkNwLTW9cCycY77gMsns2whhJgstTW1\nFEYK8RR6iMVidNV3YRw04nK6AOjv68cYNmI1WLGZbRTHivFGvRSoAkxJE168HI0cpcJRgc1oY1Vg\nFdFkFIuy4E666VE9FOpCYsTYwx4OcQgTJuYylwoqMCgDheZC1pjXEIwFaaON8mQ5NdRw93V3YzaZ\nj+t2HBKLx+g19rKmeA3bXtlG3/4+ept7KaAAg88AIejVvWwa2MSb/W/iMDuodldTVVaFsc/IofAh\nVrhXkEsuLV0tmDBhMpvoTHSChriOEyZMAw1EVIQicxGzjbOp1bX4E36arc0sr15OhjWDyksqcblc\nU/nWCTFtyEr4QghxCoY2ql7tWQ2kuiLxk1rTy2AgmUgS6g9hNprZHtxOo7+Ruda5GJIGCuwFbOvZ\nxubBzfjjfnREMyd/DkXOIl7tfhVHzEFQB+nSXfTTz372s5Wt2LDhwYMfP3nGPBabFzPHOAc/flpU\nCxWqgjdjb2Its7J8/vIT1r+lu4WSxSW0t7fz5P1PUuYvIzeeS05mDglrgiJrEcqg6Ap1UROroTfe\ny+yy2Vw862KCuUGerXuW1nArJquJ0kWl7GvdR6mhFH+fn0h/hAE9QB11BAlSaahEa80f438kaUmi\nMhUrF6xkcfliaiw13PaB26biLRNiWpIATAghxhia1ThyP8Xc3Fx6eno4fPAwfY19tNFGYW4hkVAE\nYyK1B+JW71Yi4QgLkwvZPbCbjX0baY+3U2wuZr1rPf2qn+ZIM4lEArPBjMPuIJmVxOawMc82j7gl\nTqw/Rqfq5HDkMK94X6GQQorNxZSoEmYxiwJDAXHi7E/ux210U5VRxbHQMZ43P8+/3PovJ7yv7v5u\nGnUjzh4nv/neb5jbPJdiWzGR3gj9oX6ag820DLYQNAQxKzMfKvoQwUQQc9RMMBbEnmGnqriKpD1J\nU2MTfcE+nJVOjAYjre2t1NvrafY148BBobGQekM92qzJsGdQWlTKkjlLwAA1lhpu/PKNshekOKdJ\nACaEEGkjZzW6425sBhuRSIRdTbuo76inuKAYl8mFvcWOt8dLrbEWZVZYY1YO9RzihY4XiEVjxDJj\nGI3G4X0TAdqibTT3NGM32Cm3lpNnzKPIUURWVhZFmUUM9AwQz41jM9jIL8snuzqbC6MX8si/PsKi\n+CIq7ZUYlZGkTuLESbmhnHgyzo7gDp6zPseaj6yhtKCUWDw2atkJSG9F1N1CXayOJEkGXh3gInUR\nubm5uGwu2gfaybXmMts8myfqn+CFwRfIzsjm+sLruSLvClpCLTT0N7DQsxCnyYn2aFzZLlyVLkoW\nlaBQlJvKWW9bTzQc5YVnXuDYm8co1sVkZ2TjcXrIyMigzlJH5SWV3PaB2yT4Euc8CcCEEILUbMBN\nj2wi059JYXYhTqcTp8VJ3cE65sfms7J4JR2DHezv30+ltZL5nvnEEjEOthxkT9sedHT0coZrctYQ\nGAjQGm9lfsZ8OuOdNIebMRgMLPcsx56005psJRgO4jf5ievUml7N1mY2fGADS89fitPpZMGCBXz3\nK9/llf2vsDi5GI9KzVLs1t3sM+zDvtjON/79G6xatYqDew+yfd/24eARIJQM0WvqJbciF8NRA4vN\ni2kINJDjyiE5mMRgNGDLshHsD+KwOShzl+EYdNAb6iUcDwNQaC1kV/8uou4oSZ3kSMcR1HLFxz7z\nsXH3lbzq6qvw+/3s3r17eJ2v7Nxsblx2o4z5EiJNaT0910BVSunpWjchxMw3dvHU3X/azfm28yl2\nFQMwEBmgpqGGCk8FS8qX4LA4AKhvr+eNY29w5corcVgcJOIJdu3YxaGOQ7hdblRCsTC2ELfDTcAf\ngEHIsGRwIHyAJlMTHouHZZnLeD36OgaPgRUVKzAkDBzuO0ysNMaCaxZw4SUXHlffAwcOcP/999PZ\nmFo2Mb88n7//+79n4cKF497X0DpfNoeN4uJial6vgf1gV3a6Xu/CZXLhP+rH4/KQiCdoa2rjkP8Q\nBqOBZDJJx2AHRfYiljqXYlAGjoSPYM+10xJrIXBegE9/7dPSiiXECEoptNZjt16ckLSACSHOKWMX\nT23b30a8Pc7iwcWEXWEGjAPMLZiLZdDCxeaLCQVC7KzdybL5y8i2ZVOWV0ZjXSN17XUsLV+K0WSk\ntLSUwb5BFIqVpStpb2hHJzV2h53+UD86pvEb/GzI24DFYKEl1IIhw0BpcSn5ufnEEjEC8QD51fks\nPW/puPVeuHAhP/jBD972/qxW6/AK90NGThxob2nHYrCQ6cykw9BBMpnEaDJSb67n992/x6ANXFt4\nLdeWXcvO0E6M+UaM2ogj4KDP0UcgL8DtX71dgi8h3iUJwIQQZ42hbq/erl4A3Hluli1bNtztNXbx\n1NoDtSx3Laezs5NZhbNIkMDb7WV793ZcERdV2VUYDAYcYQe7D+9mZfVKHBYHc0vn8nrz6yyYtQCr\nyUpeQR6+Dh+7mnZRlVM1qkvPlePioPcgjgwHZsz0xno5kjiCPcvO3Py5JBIJalpqCM8Os+6v1+F0\nOk/7c2lra8Mdd48aG2Y0GbHl2nj+4PM4bA4wgtVuJRaL4Y/7CYVD2KI22sPt5GfkM2gaJFwU5vIb\nL6eoqOi011GIc40EYEKIGc/r9bL5qc0ce/UYJbESXKZUwHU4fpgXzS8y96K5rL18LQe2Hhi1eKo7\n5kYphS1pw2AwYMBAqaMU5VPsbt9NR7ADi8nCqvxVFIWKOOw9TCAWIB6PY9ZmjnUeo7q4GrPFTOWi\nSuoD9ezq3cUSxxJihhjmqJlBNciAZ4A59jns8e2hLlaHvcDO4qLF9Ph7aI220lPew0c+85Fxx1Od\nDsFAcHhMmNVmxZ9M7dNYF67j6dansWLlmrnXcO3cawFYkbuCeDROZn8mydwkriIX9n47yYVJlq86\n8TIXQoiTIwGYEGJGq6ur4+HvPEx1uJoPF3+YDEvGqPRwNMz+rfv5rz/8F+tXr8ezNLV4ak9TDwtc\nC/B1+zAZRv9T6DK46A/083T302RbU1vlrMpfxYO1D3IkcASjwciqklU0R5vJ6c3B4/KQYcuguroa\nr9VLY3sjYX+Yno4efAYfJXkl7FK7UPMU1XOrmVs8F7PJTM9gD/YCO3/11381acHXWDk5OdQb60kk\nEphMJuwuO0F/kHAkzOXll2MwGACwmq04k05UtmIwPsgR4xE+9dFPTUoLnRDnIgnAhBAzltfr5eHv\nPMxFhouYXT573HMyLBksm7WMgcYBdmzZwYLSBRAFZ8KJ0WgcdW4sGWNH5w5CgRAuk4tINELCnNqP\n0Wwwk6kzicQj2C12LGYL85fNRyUVhxoP4Uw46Qv2YSm0kDcvjyN9R3CYHRijRvw+PxXZFczJm4PF\nbCGUDNFl6qJkVQlVS6omPaixO+10J7tT92E2k1uWS3dTN2tmrwEgHo9TaauktbsVW9I2HJC2DbRB\nFLI92ay/Yb10PQpxGkkAJoSYsTY/tZnqcPWEwdeQgcAAc+1zsYQtvLLjFVYtWIXFYCGWiLHLu4tg\nR5DL7Zezo3MHv2/4PbF4jEttl3JF7hU43U5W5a8CYGXuSmz5NmZlzcLtdJPlyqK8sJzyinJ8Ph8d\njR3kXJjD3AVzuaj4IqxWK3D8zMQ8Rx5ritcMp0+24uJi9pj2DK8RVjq7lJr2GmxhGxdXXDx8XqI4\nwUBggHg0TjwZJ5obZc1Fa2jNaJWuRyFOMwnAhBAzkt/v59irx/hw8Yff9txYJIbJYKIqp4rH9j/G\nwrKFmDCxrWEbzx59loG+ATJtmShDaga50WAkaUiyyrkKg9uA2ZAavG4ymDi/5Hxm585mp38n5+ee\nD6RalXJyc7BqK+9d/97jAqvxZiZOJavVyqxFs2jZ38Kcwjlk2DJYuHIhB3YeINQbwuPyYDQaMZqM\nZGenulzre+rJzM2kNaOVtVevla5HIU4zCcCEEDPS7t27KYmVHDfmKxgN8ssdvwTg46s+jt1iH07L\nMGVQGi+lvque8mQ5AMqgMGeYCUaCrC9/awPreYZ5eLu8OHAMHwsRwmP20OZvo6i8CKv5rUBraI/F\nqWrVOlXVS6t56ehLZPZn4sny4Mx0svSCpbQ0tgx3oVoMFgA6BzvZY9jD+uvXc97q8yT4EmISSAAm\nhJiRert6h2c7RuIROgc6CUVDbHxzI88efHZ4MPlnLvoMZquZUDLV/ecyukiqJAFjgJWlK4HUGKjC\nUCHxaJy1hWsBSMQTHOo5hD2RCuBiyRi9qpdCQyFNhiYuKL9guC7d/d14rV7WL3krgJtunE4na69e\ny9ZNWxnwDlDiKSHDlkFlVeVwF+rg4CDeXi++uT5u++htMuZLiEkkAZgQYsYKx8Lsbd5LW0cb5qAZ\nY9LIQNcAsVgMrTTePi+D0cFRi44CGI1Gcsty6W/qHx4DFQ6FaT7SjCPgwGV3kTQkoQCMViN9gT58\ncR/JzCRNhiZWrFqB0+Yc3mPRa/XOiG66nJwc1l+3fuIti+y9lKwq4dIll077exFippOtiIQQM9Km\nTZt47u7nWGJegiVqIZtsrFgJJ8M81vEYIUKsn7UeQ76B1dWrCXYHoQv2+PdQelUp51WcR81faihW\nxbgcqZa0WDRGd2c3/k4/voCPqCdKRW4FR1qPsLVvK8tXLGfJ3CXYM+zDeyyWLJ6amYyn20RbFk3X\nLlQhprtT3YpIAjAhxIwTCAR49P5H2ffjfVzmvAx3hptILEIsHiMai2LQBqxmK4FkgDZjG/GiOBdW\nXUjL4RZe6nuJz/7TZ3HZXQQGAhzYeQB3zD08EB2gy9/FmwNvUlVVhT/opzuzm0uvvxSttQQsQohx\nyV6QQoiz3hvb3yC5P8myWcvwNfsI+oMYwgZUVGHESIQIvfRitVjxmDwcDhymNqsWnGDKN9Hj78Fm\nsR03ED0jmkFvsJc2UxtzF8+lL6uPkoulS04IcfpJACaEmFEikQhvPPcGi1lM0BqkO9KNK+LCZXJh\ntppRKvULaFInCSQCDMQGKIuX8eJfXiTvojxu/9rt9Hb2jhoDZXAZsM23UT9YT3ZZNhfOuxBPnkda\nuIQQk0YCMCHEjFJfX0/yWJJoKEqeOY9gVpDtLdvRQU2zbibDkMEVtivIMeXgNDoxJo3Uh+uJGqLY\nim0UFBRQUVHBkvOWHLc46sjFU4UQYjJJACaEmFEa6xsx9ZqIJWP8seWPtHe0kxnN5HD4MNvYhkaz\nZ3APK00rqTZX47A6sDvtVLuqyYxmcnDvQVZcsOKML44qhDi3SQAmhJiWhmbpBQNBILWfYXFxMQP9\nAzR7m9nWsw1zlxkd10SJ0kILAwwAECNGIp5gE5u4Kusq5mbMpSnShN1sp2VfC0vOWyItXUKIM0oC\nMCHEtBIIBKitqaV1f+uodaq8ES9Pdz7Nppc20by/mRydQxZZFFGEQmHCRJw4AAqFEyfL4sv4Xffv\nuMF4A/6oH2vQSmWikra2Nmn9EkKcURKACSGmDZ/Px9ZNW8kJ5OBJeujp7qFloIXerl4GmgeIN8ap\nbqkmW2eTTz5hwkSIkEEGbbShSS1dc5CDJElyJVeyLL6Mxzofo8RVQmYoE5uyDY/7EkKIM0UCMCHE\ntBAIBHj+sedJHEtw+MhhrN1WnDEnA10DDPQP4A16iUaj5MXymMMcOuhgPesJEqSWWpIkh/OKE8eB\ngx56WM1qamI1tCXbmD84n2gs+o7qN1GXqHRlCiHeCQnAhBDTwrZXt9G4pZHczlzON5+PK8dFV3MX\nObEcArEA7qCbft1PI43EiOHEycu8zGIWM4c52LBhwIAJEyWUUE01F3ERQYKUUUZttJYsnUVLXwuz\nHLNOul4TdYl2J7vZY9rDrEWzqF5aLeuECSFOiQRgQogzrqenhy0Pb2FR9yLKMsoY0AM0NDXQ1dRF\nYiCBJ+ohjzwKKCCPPN7kTQIECKb/+wJfGM4rShQXLhpo4IN8kBZa8ODBoi0Mhv5/9u48uq37vPP/\n+4uFWAguIEEKAklRlERJ1EpZshZrseQtcaI4aZxlmrSenKRpfm1mJjNO0qbbjH7tSTtp0vac5pdM\n20k7bSZ7a08TK/V4iaXEki1ZtnaK2ihqASGIC8AFJAiAwP39QYkRTVGbxf3z0tHRxV2A5/L40A++\n3+c+316sAYtQKHRbcV2bEg2mgqwLrMPpcA47nhnIEG4Is+vsLjZu30hJSck9/bmIyPRlm+gARET2\n7N5DUUsRvYleDkcP03qxlZ6mHpwxJ+FMmD3WHq5YV3DgYA5zuJ/7KaGEFlp4gRdGvF+cOAZDCy2U\nmBLStjRu4ybeHWfWglm3NW2YSCTYu3MvtbZaaoI1I5IvAKfDSU2whlpbLXt37iWRSNyTn4eITH8a\nARORCZVKpTjx2gm6Wrqo9dUyyzmLWFuM/FQ+pzjFCesEOXKUU04nnSRJ0kIL5znPcY7TT/+I96yi\nivu5n2aaWWpbSleuC3eem7gtzpL6JbcVV+PRRoKpIIFg4JbnBooC9ER7hnqMiYjcikbARGRCnTlz\nhtYjrSw1S6nyVpFOprGSFvasnbPWWS5YF4gTp5hi+unne3yPn/JT3uItYsToo2/Ee36ID1FMMUmS\nZKwMYVsYn9tH2bIyamtrbxlTKpWipaGFykDlbd9HZaCS8PEwqVTqju5fRGYmjYCJyIQ6cegEc3Nz\nKXAUYGUt0ok0ZOCEdYKD1kE66MDCwoYNDx4yZEiSxIWLfvrJI48FLGAlK1nAAqJEiRHDcfXPBXOB\nflc/nqCHR97/yG1NP0YiEfwD/hHTjhejF3nyvz4JwDN//AxzgnOGjjkdTvxZv3qMichtUQImIhMm\nlUrR3tROlb+KZGuS/lQ/DIADBwYDBlyWCx8+TnGKMGHs2Mknn9WsJkqUECEe4qGhgnw7dnrppY8+\nShwlvGXeYk7JHPwr/bc9PdiX6Bt62vF6T/7XJzkfPT+0feDvDgw7rh5jInK7lICJyISJRCLMss/C\n4XZg+Sy6e7px5pxkTZYeq4f51nzmMQ+AAxwgTBiAcspJkKCCCj7IB4HBwvs4cfLII0CAn/Ez5jKX\nlCeFVWXxyd/5pFpFiMikoRowEZkwfYk+ZpfMhkKwF9qJ5WJE+iK8kHiBn2V/xmUus4hFLGABadLY\nsFFAASWUcI5zNNFEmDA2bOTIESOGHTtXuEKKFE2uJgIrA3zpb75EXV3dbcfl9XlJ5kaOZD3zx88w\nNziXucG5PPPHz4w4nrSSePJHjpyJiLzdmI+AGWPswJtA2LKs9xlj1gL/H+AEBoDftizrwM3eQ0Sm\nL4fDQVlNGeFwmL50H9lkliKriHyTj2VZFFDAfdxHIYWc4ARFFBEmzGUu48GDEyfddNNJJ910U0QR\ncROnt7SXX/mtX+E3fvs3CAaDdxRTKBTiiOMImYHMsDqwOcE5I6Ydr8kMZIjb46wPrX9HPw8RmRnG\nYwryc8AJoODq6z8H/siyrBeMMY9ffb1tHOIQkUnG6/PSnmsnFAzxes/r+Pp9VHgqmGVmYfoNdsvO\nMpZhYXEf97GCFXTTzQu8wCxmsZzlzGY2BzlIO+3U2Gu44r5C5YZKnv6Tp1m//u6SIZfLRcXSCsIN\nYWqCt1dQH24PU7msUksTichtGdMpSGNMJfAe4FuAubr7MlB0dbsYaBnLGERk8gqFQsQdcaItUUIF\nIfBD3BmHHGx0buR+2/04jAPLWGTJ0kcfV7hCG21UXf1z2BwmYU9gCg33b7ifDz7xQeoeqmPVqlXv\nKOKamncAACAASURBVLa6FXVEXVHau9pveW57VztRV5TFyxe/o88UkZljrEfA/gr4IlB43b4vAXuM\nMV9jMAHcMMYxiMgk5XK5KFtYxrHdx6gcqGR+7XxO2k9ypu8MkZ4If81fA/BFvkiFrQInTppyTbSa\nVjJksNlslOSVECuO8dn3fZaa8hrean4Lf5X/HY9E+Xw+Nm7fyN6de+mJ9lAZqLzxUkTtYaKuKBu3\nb1SRv4jctjFLwIwx24FWy7IOGWO2Xnfo74H/ZFnW/zHGfBj4B+DRsYpDRCa3otIiLvdfJpgO4sp3\nUe4sp3pRNQ+++eDQOV/lq/zQ9kOMMaRMigKrgG6rm05bJ9WzqqmtqSVUEqK7t5suZxf1C+vvSWwl\nJSVs++A2Th47yf7j+4ctxp3MJYk74lQuq2Tb8m1KvkTkjozlCNgDwBPGmPcAbqDQGPO/gbWWZT1y\n9Zx/YXB68oZ27NgxtL1161a2bt06ZsGKyMQwlqF2Xi3NB5vJdmQpyhWRn58/4rzvZL9DvslnY97G\nwQTMdDO7dDb18+vBASdaTuAp9RBaGqK0rPSexefz+VizYQ3L71tOJBIZ6vNVll/G+tB61XyJzFC7\nd+9m9+7dd329sSzr3kUz2ocY8yDwhatPQR4E/otlWT83xjwM/HfLsu6/wTXWeMQmIhOr4VgDZ//5\nLPnRfFqutNB2ro2KvAo+dvBjw86b75xPwBFgm3sbG/M30mW6iORFKA+WM+AYwLvay/rV6znSe4TH\nn3pciZGIjCtjDJZlmVufOWg8G7Fey6Z+E/iGMcYFJK++FpEZyuvzMuAcwGF3sHjWYqpSVaTtaR4O\nPMzP2n8GwAIWUFNYg83YqAhUUOIroa23DZNvKJlfgsfjwTPXQ3tvu55EFJEpYVxGwO6GRsBEZoZU\nKsVz//AcjqMOKkwFvc29BAoDAGQHsrSGW3Hn3BxNHgVgTdHgckL7+/fjLHOyddVWmjubyavNIxlI\nsu2DqscSkfF3pyNg6oQvIhPK5XJRvbKaTFGGtJUmaUuSy+UAsDvsBEIB+m39LHcvZ13ROhw2B9FU\nFJvbRmh2CCtncTpxmu6ibj2JKCJThhIwEZlwdSvqMPMMF3MXsRXY6O7rHjrmzHNSXlmOKTZ0pDq4\n1HWJI8kjJBwJ8ux57L28l8CWAI999DFKSkom8C5ERG6fpiBFZFKIxWK8+IMX6Xy9k/yWfBbkL6DA\nWzB0PJPLcKn7EocSh/BUeFi7ei32PDvthe08+tFHNfIlIhPqTqcglYCJyKSRSCQ49MYh9v5kL/H9\ncSqyFRS7iuk3/URNFFuZjfr6ehbPW0y8Nz7UAFUjXyIy0ZSAiciUl0qlaGho4LXdr3H5zGX8dj/V\nZdXMLp1N1p4daoC6ePlijXyJyKSgBExEppVUKjWsAaon30MoFFKrCRGZVJSAiYiIiIwztaEQERER\nmeSUgImIiIiMMyVgIiIiIuNMCZiIiIjIOFMCJiIiIjLOlICJiIiIjDMlYCIiIiLjTAmYiIiIyDhT\nAiYiIiIyzpSAiYiIiIwzJWAiIiIi40wJmIiIiMg4UwImIiIiMs6UgImIiIiMMyVgIiIiIuNMCZiI\niIjIOFMCJiIiIjLOlICJiIiIjDMlYCIiIiLjTAmYiIiIyDhTAiYiIiIyzpSAiYiIiIwzJWAiIiIi\n40wJmIiIiMg4UwImIiIiMs6UgImIiIiMMyVgIiIiIuNMCZiIiIjIOBvzBMwYYzfGHDLGPHfdvv9o\njGk0xhw3xnxlrGMQERERmUwc4/AZnwNOAAUAxphtwBPACsuyMsaYsnGIQURERGTSGNMRMGNMJfAe\n4FuAubr7t4A/sywrA2BZVttYxiAiIiIy2Yz1FORfAV8EctftqwW2GGP2GWN2G2PWjHEMIiIiIpPK\nmCVgxpjtQKtlWYf45egXDE57+i3LWs9gcvajsYpBREREZDIayxqwB4AnjDHvAdxAoTHmfwNh4FkA\ny7IOGGNyxphSy7I63v4GO3bsGNreunUrW7duHcNwRURERG7P7t272b17911fbyzLunfRjPYhxjwI\nfMGyrPcZYz4DhCzL+m/GmIXAy5ZlzbnBNdZ4xCYiIiLyThljsCzL3PrMQbecgjTG2Iwxv26M+a9X\nX88xxqy9i9iuZVP/AMwzxhwDvg88dRfvJSIiIjJl3XIEzBjzNwwW0T9kWdZiY0wJ8KJlWWNaPK8R\nMBEREZkq7nQE7HZqwNZZlrXKGHMIwLKsmDHGedcRioiIiMxwt/MUZNoYY7/24mrj1NxNzhcRERGR\nm7idBOzrwP8Byo0xfwrsBf5sTKMSERERmcZu6ylIY0wd8PDVlz+zLKtxTKNCNWAiIiIyddxpDdio\nCdjVYvthu67+a8FgLdhdRXiblICJiIjIVHEvi/APMphsGWAOEL+63w9cAGruNkgRERGRmWzUGjDL\nsuZallUDvARstyyr1LKsUuC9V/eJiIiIyF24nT5gxy3LWnarffc8ME1BioiIyBQxFn3AIsaYPwS+\nw+B05MeAlruMT0RERGTGu502FL8KlDPYiuLZq9u/OpZBiYiIiExn47IY993QFKSIiIhMFfd8CtIY\ns+sGuy3Lsh66o8hEREREBLi9GrAvXrftBp4EBsYmHBEREZHp766mII0xByzLun8M4rn+MzQFKSIy\nDaRSKSKRCH2JPgC8Pi+hUAiXyzXBkYncO2MxBXl9R3wbsAYovIvYRERkBkkkEjQebaSloYWCZAHp\nRJp0f5pkLkkiP0HdA3WsXL0Sn8830aGKjLvb6QN2nqvLDzE49Xge+H8ty9ozpoFpBExEZMp4+yhX\neiBN88FmyvvKsRIWXS1d+LI+8mx5APRl+mjubyZZneQDn/4Ac+bMmcjwRd6xe7YW5HVv6LYsq/9W\n++41JWAiIpPf9aNc/gE/HpuHVCrF4bcOk8vmMBnD0qKlzAnMwW63D7s2m81y5soZ3rS/ySf+8BNK\nwmRKG4sE7KBlWffdat+9pgRMRGRyi8Vi7N25l2AqSGWgEqfDCcCZxjNkzmboudxDuj9N3BOnfmE9\nxZ7iG75PQ6SBpoomfuN3fkPTkTJl3WkCNmojVmPMbGPMasBrjLnPGLP66r9bAe89iFVERKaoRCLB\n3p17qbXVUhOsGUq+MpkMHRc7oB+KckXUltSywCzg8OnD9KZ7b/heC2cthGY4+tbR8bwFkQl1syL8\ndwH/HqgA/uK6/T3A749lUCIiMrk1Hm0kmAoSCAaG7Y/FYnjSHno7eqnwVgBQ4i6hrKeM77/5fU63\nnabKX8Wn1n8Kb97gd3mn3ck87zyOvXaM1etX6+lImRFGTcAsy/pH4B+NMU9alvXM+IUkIiKTWSqV\noqWhhXWBdSOPJVMMJAfw5DzYbL+cZLnUc4m/e/Pv6OjvACDaGeXLT3x56LjP4cOddBOJRKipqRn7\nmxCZYDebgvz1q5tzjTFPX/f388aYp8cpPhERmWQikQj+Af/QtOM1mYEMr598nTcuvTHiGrvNPpR8\nAfzg6A9GnOPCRbI3ee8DFpmEbjYFea3Oq4BftqEQEZEZri/Rh8fmGbF/z7E9/Nub/0b35W7yg/k8\nVvjY0LG15WuHnWt72/f//lw/bpd7bAIWmYRuNgX5t1c3X357zy9jzKYxjUpERKakvLw8svYsmWxm\n2H6nzclfrP4LvvjWFzEYfvTUj4aOZbIZYvYYswpn4ckfmdiJTEe3sxbk14FVb9v318CYtqEQEZHJ\nyevz0p5rH7F/0/LB7+YXz1+krKmMXC43rA6suryaVz77ClX+qmHXRbojlFWU0evuJRQKjW3wIpPE\nqAmYMWYD8ABQdrXm61pviwLAPtp1IiIyvYVCIY44jpAZyAyrA3M6nGxbtY3+xf289MxLXI5dpqJk\n8EnITC5D3MRZUrBk2Ht19HYQdUQJ+UKULivVE5AyY4xahA/k8ctkqwDwXf3bDXxo7EMTEZHJyOVy\nUbG0gnB7+IbH3R4369+1njO2M1yMXSSbyxJNRikrL8PlGEywMtkMF+IXOJs7S83iGrqLulm8fPF4\n3obIhLqdTvhzLcs6Pz7hDPtcdcIXEZmkEokEu57dRa2tlkBR4IbntLW18fqLr9NzqYcuZxerF67G\n4/SQzCWJ2+OUVZTh9rnpLupm4/aNlJSUjPNdiNw7Y7EUUTnwO8AS4Fp1pGVZ1kN3HeXtBKYETERk\nUhttKaJrMgMZmsJNHLh8AMtuUUopLuPC7XKTX5BPr6eXymWVLF6+WEsQyZQ3FgnYS8APgS8AnwE+\nAbRZlvU77yDOWwemBExEZNJLJBKcPHaS8PHw0GLcwOAolyM+lGA5nU4ikchQny9PvodQKKSaL5k2\nxmwxbmPMUcuyVlzd96ZlWWveYay3+lwlYCIiU0QqlVKCJTPanSZgt9OGIn3136gxZjsQAfx3E5yI\niExPLpdLSwiJ3IHbScC+bIwpBj7PYE+wQuC/jGlUIiIiItPYLacgb3iRMf/Fsqy/GoN4rv8MTUGK\niIjIlHDPa8BG+ZBLlmVV3fpMMMbYgTeBsGVZ77tu/+eBrwIBy7JiN7hOCZiIyATq7u7m8OHDxNvi\nAPjL/NTX11NYWDjBkYlMPmNRA/ZOfQ44wWAzVwCMMVXAo8CFcfh8ERG5A9FolBd//CLn9pyjMlNJ\noWMw4To9cJpXnK8wb9M8Hnv/YwSDwQmOVGTqGtMRMGNMJfCPwJeBp6+NgBlj/hn4E+DHwGqNgImI\nTA5NTU189yvfpa6/jqWzl+LOcw873p/up+FyA43uRj7+ux9n/vz5ExSpyORypyNgoy5FZIxJGGN6\nbvQXuN3VUv8K+CKQu+5938/gdOTR2w1SRETGXjQa5btf+S6bbJtYXb16RPIF4M5zs7p6NZtsm/ju\nV75LNBqdgEhFpr5REzDLsnyWZRWM8veWi3FfbVnRalnWIa4u5G2M8QK/D/y36099h/cgIiL3wIs/\nfpG6/jrmls295blzy+ZS11/Hy8+9PPaBiUxDY1kD9gDwhDHmPYCbwfYV3wbmAkeMMQCVwFvGmLWW\nZbW+/Q127NgxtL1161a2bt06huGKiMxc3d3dnNtzjo+EPnLb1yydvZQf/eJHdH+0W4X5MuPs3r2b\n3bt33/X1d1UDdscfYsyDwBeufwry6v5mVAMmIjLhfvGLX3D6m6d5qHb4Mr+7T+/mUz/6FAB//5G/\nZ+vCrcOOv9L0Cgv/n4Vs2bJlvEIVmZTuWQ3YGLhRNqUMS0RkEoi3xYeedrzeteTr7dvXFNoK6ezo\nHNPYRKaj8WhDgWVZPwd+foP988bj80VEZpJr6zL2JfoA8Pq8WpdRZJIZlwRMRETGXiKRoPFoIy0N\nLfgH/HhsHgDac+0ccRyhYmkFdSvq8Pl8I671l/k5PXB6xP6//8jfD5uCfLvuXDfBUvUDE7lTSsBE\nRKaBWCzG3p17CaaCrAusw+lwDjueGcgQbgiz6+wuNm7fSElJybDj9fX1vOJ8hf50/7D2E1sXbqXp\nD5tu+Jn96X7C9jAfqb/9wn0RGTSeNWAiIjIGEokEe3fupdZWS02wZkTyBeB0OKkJ1lBrq2Xvzr0k\nEolhx10uFwWLC3jhxAucvnKaS/FLpAZSN/3chssNLNiyQE9AitwFJWAiIlNc49FGgqkggaLALc8N\nFAUIpoKcPHYSGEzeDrx2gOe//TwL7Qvp7OykrbGN9qZ29h7dy7FLx+hN9454n/Nt52l0N/LI+x65\n5/cjMhMoARMRmcJSqRQtDS1UBipv+5rKQCXh42EuX77Mrmd3QQOsC6xjw9INfPjXP0yXtwtHv4MV\neSvIa8/jQOMBOpODTzr2p/t568Jb7Mnt4eO/+3GtBylyl8alD9jdUB8wEZFba25u5uL/vcjSyqXD\n9v/Tzn/iC3/3BQC+9ptf499v//fDjh9sOsiF7AU2z9o8YuQsHo9z5I0jXG64TOlAKZlshrOcZdbs\nWbR721mwZQGPvO8RJV8i17nTPmBKwEREprCGYw30vtbLvNDwrj5lT5QNe932k7Zhr3e9uoucN8fD\nqx8e9b37+vpoPtdMb08vlzsvYy23+MjHP6KaL5EbuNMETE9BiojMMJlMhngkzqI1i256ntfrZemy\nwZG1zECG/e371UtM5B5RDZiIyBTm9XlJ5pIj9n/tN792w20YbFlhy9rw5Q/vB3bqwikW/OoCFvzq\nAk5dODXsmNPhxJ/1E4lE7mH0IjOXpiBFRKawVCrF899+/oa9v0bT1NTEq/tfZePmjWSzWQA8bg8P\n/+eH6errAqAov4iz3z877LpzkXP4NvpYsmzJvb0JkWlAU5AiIjOIy+WiYmkF4YYwNcGaW57fn+zn\n4NGDRGNRYsdiQ93yu3JdJPt/OZKWGciMWcwioilIEZEpr25FHVFXlPau9puel+hJ8OrPXiXWHePB\n0IPUBeqYWzKXuSVzqQvU8UeP/hG2q/9b+P2P/f6I65NWEk++Z0zuQWSm0RSkiMg0cP1SRJWByhHT\nkT09Pbzy8itknVk2PbCJcwfOsahwETkrR2dPJ6l0ioHcAMdbj5Oz5SitKmXz5s34PIN1YteK8B9/\n6nEV4ovcgNpQiIjMUIlEgpPHThI+Hh62GHcyl+TQhUOUUsrm+waTquOHj9N2pA2TNPhyPvJseQCk\nc2kStgRJd5LiVcVsWLkBgOZoM2aZYc2GNRN2fyKTmWrARERmKJ/Px5oNa1h+33IikQjJ3sGarkJH\nIRWvVLBp9iacDieJngTd0W4GOgeY65lLga9g2Ptkc1laE63s2rWLeVXzsNvtRF1Rti3fNhG3JTIt\naQRMRGSau75bfn+yn6OvHyVkQhjL8NN9P8WddfNg1YO4HMOnFt9sfZPmQDNLH13KIx96hJKSkgm6\nA5HJTyNgIiIyTF+ib2g68tL5S/gzfgr9hbza9Cqvdb5GKpWijz42lW7CYRv838JAboCslcVf6Gf2\ngtlKvkTuMT0FKSIyQ2QyGToudhAo/OXajza7DY/XQ6gmROGCQuyz7fQX9jNQPEBBeQFVFVVcOXWF\nVCo1gZGLTD8aARMRmea8Pi/tuXZisRi+rA+73Q7A+rnrAegf6Odwy2H2n97Pu8vfjd/mx2Fz0Jvo\nxe1009bUxvNlz/PIux/B5/Pd7KNE5DZpBExEZJoLhULEHXESicTQ044ATruTzfM303i5kR++9UN+\nfPLH7GrZRaAwQL43n6wvS/2cepYULCF1PMWuZ3cRi8Um8E5Epg8lYCIi09y1bvnReHTEsUw6Q1d7\nFzZs2Gw2jBmsIY4mo5SVl+FyuLDZbVSWVlJrq2Xvzr0kEonxvgWRaUdTkCIiM0DdijqOvX4M64JF\nsCQ4tL/tShsfn/NxCh2FAHx84ceJ9ce4bLvM/eX3A9Cf66fIXUSgKEBPtIeTx06qH5jIO6QRMBGR\nGcDn8/H4xx7niO0IzR3NZLIZsgNZetp6KC8s59NLPs0nFn+CjlQHZ62z1C+sJz8vn0w2Q8weo7Sw\nlCtXrpDrzfHGC29w8uRJFeaLvAPqAyYiMoP8/OWfc/Hli5iEwRF3kL2Uxe/zk7SSxG1xysrLcDvc\nfOafPwPAn7znT8j6swRMAF92sGP+mfgZXHUu3EE3FUsrqFtRp+J8mfG0FJGIiIwqkUiw69ldVGer\nuXDhAt0nuwkUBXA73ZQXlONyuHjo6w9xoesCAH6Xn39+6p+ZE5gz9PTk+dh5XItdzKucR7g9TNQV\nZeP2jeoVJjPanSZgmoIUEZlBfD4fG7dv5IL9AjkrR1VxFbXltVT5q4Y64WfJDp3vyfNQM6tmKPm6\nntPhpCZYo+J8kbugBExEZIYpKSlh2we3YVYY9vXso7G9kfOx85yPnaexvZGnn3iasoIyQr4Q3//1\n74+4vj/Xj9vtHnodKAoQTAU5eezkeN6GyJSmpyBFRGYgn8/Hu7a/i9SVFAFbgIHMAABF7iKWFi6l\ntrCWRYWLRox8XSvKX1m6ctj+ykAl+4/vZ/l9y3G5hq8p+XapVIpIJEJfog8YbBQbCoVueZ3IdKIE\nTERkhnK5XMytnwsNsKhi0dD+K1euDOuYf82nv/NpXjn/CgDv2vsuvvPH3xk65nQ48Wf9RCIRampq\nbvh5iUSCxqONtDS04B/wD61P2Z5r54jjiAr6ZUZRAiYiMoPVrahj19ldFHQVECgaXCMylUwN65h/\nzbXkC+CFwy+MOO4xHpK9yRt+TiwWY+/OvQRTQdYF1uF0OIcdzwxkCDeE2XV2lwr6ZUZQDZiIyAx2\nrSj/TO4MzdFmMgOZEedkshkuxC/c9WckEgn27txLra2WmmDNiOQLVNAvM48SMBGRGW6oKH+ZYX/7\nfpo7m2mONw8V5R/oPkCuOsdDKx4auuZd9e8a8T5JK4kn3zNif+PRRoKp4NAI282ooF9mCvUBExGR\nIalUiubmZl76wUusKF6BL99HsDSIy3nzAvnMQIb97ft5/KnHhxXTp1Ipnv/28zecdrzT9xKZzNQH\nTERE7prL5WLx4sWsf2w93nwv1cHqWyZfAOH2MJXLKkckTJFIBP+Af0Ty9bXvfY2yJ8ooe6KMr33v\na8OOXV/QLzJdKQETEZER6lbUEXVFae9qv+W57V3tRF1RFi9fPOJYX6Jv6GnH633lB1+54fY1Nyvo\nF5kOxiUBM8bYjTGHjDHPXX39VWNMozHmiDHmWWNM0XjEISIit+e2ivMHMjRHmzmTO8PG7RvVPkLk\nDozXCNjngBPAtaKuF4GllmWtBE4DvzdOcYiIyG16e3F+Q7iBc5FznIucoyHcwP72/Zhlhm0f3DZq\n2wivz0syN3Ik63f/3e/ecPua0Qr6RaaLMS/CN8ZUAv8IfBl42rKs973t+K8AT1qW9Wtv268ifBGR\nSeJa9/pr04KefM9tda9XEb7MFHdahD8ejVj/CvgiUDjK8U8CIxcbExGRScPlco3a4f5W11UsrSDc\nEKYmeHvXj1bQLzKdjOkUpDFmO9BqWdYhYERWaIz5AyBtWdb3xjIOERGZOPeqoF9kOhnrEbAHgCeM\nMe8B3EChMebblmU9ZYz5BPAe4OHRLt6xY8fQ9tatW9m6deuYBisiIvfetYL+vTv30hPtoTJQeeOl\niNrDRF1RFfTLlLB79252795919ePWyNWY8yDwBcsy3qfMebdwF8AD1qWdcOvRKoBExGZXhKJBCeP\nnSR8PDxsMe5kLkncEadyWSWLly9W8iVT0p3WgI1nAraVwSL8J4wxZ4A8IHb18OuWZf32285XAiYi\nMg3dbUG/yGQ2aROwO6UETERERKaKyfgUpIiMoWujCX2JPmCw75JGE0REJjclYCJTVCKRoPFoI437\nGjnfcJ5UVwoAV5GLuUvnUre+jroVdaqnERGZhDQFKTIFxWIxnvn7Zzj8wmHamtoIZUIU2Apw2pxg\ngwuOC/jm+lj26DKe/NSTo3YpFxGRe0M1YCLTXCKR4Jt/+k32fGcPVX1V+B1+bFdb+tnsNjwuDwFP\ngO5UN4cdh7nvV+/jU5//lEbCRETGkGrAZEyp3mjiPfvPz/Li/3yRRelFuC03palSCkwBAD1WD2ET\nJu6KU1hQyFazlZe/+zLVS6v5wIc+MMGRi4jINRoBk9tyrd6opaHlhv17KpZWqN5oHHR0dPCR9R+h\nKlzF5rzN1NhryLPlDTsnnUvTnG3msHWY0pJSCh2FHFtwjL/58d8oURYRGSN3OgI2pksRyfQQi8XY\n9ewuaIB1gXXUlNSQjCVpO99G4mKCgisF9L/Zz65ndxGLxW79hnLXvvdP38N9wc3jeY+zyLloKPnq\nHOjk6fjTPB1/mr5cH4uci9hi20I0FsXYDX0n+zh27NgERy8iItdoBExuKpFIsOvZXdTaarHn7Bze\nf5joiSilA6V47V4A+rJ9dDg68NZ4cdW7+MAnP6CRsDGQSqX4lfW/wqYTm9hSsGXYsc0dm4e9frX0\nVQBOpE+w372fMncZZf+xjM9/8fPjFq/IaFTKINORasDknmo82kgwFWTAGuDlZ16mKl3FhuINZDNZ\nspksAHannYXOhbQ0t3DwzEF+FvoZ7//Q+yc48unn1KlT5F3Oo8ZWM2z/gDUw6jULHAvY17ePtCNN\nZ3vnWIcoclOjlTK059o54jiiUgaZUZSAyahSqRQtDS0stC/klR++wiJrES6bi45LHbgsFzYzOIOd\nttKkTAp/kZ/1rvU889fPUH9/PdXV1RN8B9PLobcOUWNqcJrhixj/a9e/jnpNni2Paquahv4GlruW\nj3WIIqOKxWLs3bmXYCrIusC6Gy/G3RBm19ldbNy+Ua1TrtPd3c0bb7zBudPnSPenKfAXsGr1KhYt\nWqRRwylMCZiMKhKJ4B/w03C4gdl9syENZMFu2flS05cA+HLtlyn2FOPL+ejr6sNhd7BoYBHPfO8Z\nnv69pyf2BqaZnngPJZ4S+rv6yVm5oQT469mv3/Q6n/ERy8WYWzt3HKIUGSmRSLB3515qbbUEgoEb\nnuN0OKkJ1lDQVcDenXvZ9sFtM34kLBqN8sNv/5Dd/7Ibd4ebAlOAz+mjyFXEvrx9eBZ6ePSjj7J5\n2+YZ/7OailSEL6PqS/Rh0obwsTCepAcfPvI9+fxh0x9yoOsAB7oO8Adn/gAAYzPke/Lx4cOf8nPq\nF6fo7u6e4DuYXvLceXiLvPQ5+kjn0kP77diHnfeS/6Vhr3tzvXS5u3j3u989LnGKvN21UoZA0Y2T\nr+sFigIEU0FOHjs5DpFNXvv27eOz7/8sr331NdZcXMO2zDbWZNYQ6g0Ri8eoyFRQ01TDv/35v/G9\n//E9PQA1BSkBk5u6dOkS3i4vPnzk5Q0+cWdZFrmrf/Z37eff7fl3WNnBByby8vLw4sXX6ePw4cMT\nGfq0M2/hPGKOGPnl+cQzcQZyg7Vf3/R8E+fVP//T8z9x29xD16SyKZqzzSzeuJiysrKJCl1msGul\nDJWBytu+pjJQSfh4mFQqNYaRTV6vv/46f/bUn3H/+fv5TNFneKTkEVb6VrIyfyWbfZt50vMk6gVb\nTgAAIABJREFUwViQc1fOUU89J396kp3f2UkikZjo0OUOKAGTUXl9XlrjrdiTdrwuL7lsjkR3gi/4\nvzDsvLOcJd4aJ9GdIJfNQR64ki7aom0TFPn0tHbtWuKlcbyzvfS4eugc6CSTzbDQs5BXSl/hldJX\nWOxdDEDOypHJZmhKNXHWc5bP/5GefpSJca2U4e01Xzv+YQdlT5RR9kQZO/5hx7BjTocTf9ZPJBIZ\nx0gnh2g0yje/+E0e7XuUDQUbyM/LH3GOy+Zief5yNplNHG85zrz0PC4euDjjRw2nGiVgMqpQKMSl\n5CWMZchlc3S1d0EvVHmqRpxb4CyAXuho66DdaqfMUUY8Fp+AqKevwsJC6h+v53TuNKFlIWJ5MWLZ\nGL3ZXlLZFOlsmnQ2TSqbojfbS3ggzBv2N3jo0w9RX18/0eHLDNWX6Bt62vF63/jXb9xw+xqP8ZDs\nTY5pbJPRT37wE6rD1czPm4/L+csC+881fo71jetZ37iezzV+DoBKVyVLs0vpTHbSfbGb02+cnrGj\nhlOREjAZlcvlorimmJZUC92xbty4cee5McZQTvnQeeWUY4zBneemK9OFM+0kaSXJc+fd5N3lbjzx\n0Sfomt9Fs72ZWctnkZmdIWqL0pZtI56NE8/GuZK9winrFMf9x/E84uG3Pv9bEx22iNyG7u5uDv3b\nIWrttXiMB2N+2VJqP/uHbbdn2gFY6FlIW6yN8nQ57RfbZ+So4VSlBExuavNDm3kr+xZd6a5hUwh/\nUPUHPFr4KI8WPsofVA0W4scH4rTmtVLpqORM/xkWL148UWFPW8FgkE/9t08RqY5wznWO3NwcpatK\nyc7P0l3ZTXuonWhNlNzqHHkP5/Gfv/afCQaDEx22zDCpVIrm5mYajjUQDoc513qOVGb4yMxnP/DZ\nG25fk7SSePJHjpxNZ4cPHybYG8RnfMOSr3AqPOLcpy8MPmXusrmosqqIJ+NkejMzctRwqlIbCrmp\n2RWz8c7ysu/KPtZn1hN0BHEYB6vzVw+ds9K7knAmTMREWFqylPOJ85APhcWFExf4NDZ//nw++2ef\n5eXnXqZxVyPFPcV43FfX5rQl6SzoZNG2RXzsfR9T8iXj6kaNVgsGCjh18hQvR16moqaCBXMX4PP4\n2PHJHez45I4bvk9mIEPcHmd9aP343sAEi7fFKbAVjNj/mXOfuel1haaQSEYjX1ONEjC5pflz59OZ\n6eRi6iLhTBh/zo9twEYkGSFlpeinn1BhiPrCemL9MY47jlNRWTHRYU9rwWCQX/v0r9H90W4OHz5M\nZ8dgl/vi0mLq6+spLFTyK+PrZo1WTa9hoHmAgYsDvB55nTVr1+Av8I/6XuH2MJXLKmdkk9E8dx4Z\nW2boyfIbcePmL6v/cti+ZC6JM98540YNpzIlYHJT2UyW2gW12PPtHDx6kOruatIDaU4mT7Knbw92\nY2e7YzvFfcUc6zvG2YKz3LfiPnKzc+QGchMd/rRXWFjIli1bbn2iyBi6VaPVqrlVHL18lJAJ4cPH\nm2+8yYYHNuDzjGwe2t7VTtQVZdvybeMR+qTiL/MTKYyQzEuS7EvitgZrbv923t8OjYL97by/pdI1\nvKVHZ7aTeF6cwJwAoVBoIkKXu6AaMLml6opqMvkZFvkXEcuPcdR2lC7TRc7kyJDhXPYcL2Zf5Ir3\nCov8i8jkZ5hTMWeiwxaRcXKrRqtuj5sl9y8hYkUYSA9Qni6n6ULTsHMyAxmao82cyZ1h4/aNM7Kz\ne319PVe8V8gP5dNreofq5ipdlfy07qf8tO6nI5KvVC7F8cxxFixewMK1C2fkqOFUpREwuSmvz0s6\nl8ZrvPS5+1g/dz0+u49TnafIax18ynFV+SoWFS8ikU1wbuAcxaaYtJXWULjIDHCt0eq6wLqbnucr\n8LFiwwrCF8L0nOvh9OHTuDwu8px5JHNJ4o44lcsq2bZ85i5BVFhYyLxN80i9lGLAN4C9y06ZrWxE\nD7XrHeo+RLwoziMbH2Hxcj34NJVoBExuKhQKceLKCUKE2LJyC+myNKcGTuH3+nlvzXt5b8178Xv9\nnBo4RboszZaVWwgRojHaqKFwkRlgtEar3/iXbww1Wv3Gvwz2+XJ73CxYvIB1j65j/uL59C3ow7fR\nx5x3z+Hxpx5nzYY1Mzb5uuax9z9Gc0kzJUtLiBfECfeF6e3vxbKG14QN5AY4HD/M87nn2fLRLWz/\nte0z/mc31WgETG4pS5a0SZOfl8/yyuWkgilae1rpz/QDEHAGWFKwBJdjcOi71bSSJTuRIYvIOBmt\n0eqOb+8Ytv3ZD/2y1YTT6aSqvApfpY8ly5aMR5hTRjAY5OO/+3G++5XvUrOoBqvT4lTzKTxdHrx4\nMRh6sj2cGDhBY0kjH/2dj/LhX/2wkq8pSAmY3FQkEmHJrCW09rdS2FtIaX4pLoeLYGGQfef3AbB+\n7nqc9sFvvx29HbTmtVIXrCMSiVBTUzOR4YuITDnz58/nN//4N3n5uZc59YtTzCqaRU9nD5GeCF2Z\nLiKeCEsfXco3P/lNqqurJzpcuUtKwOSm+hJ9lHpLWbB2AW++8SaJeIJQYYh95/fxzNFnhs5bP3c9\nke4IUUeUNWvXEO+JqyGgyAzg9Xlpz7WP2L/jqR1Do2A7ntox4njSSlKWrwXiR6NWM9OfEjC5Lf4C\nPxse2EDThSYOXDjA+c7zdCY6sSyLhnADvY5e5tfNZ8P8wUfL4z1aB1JkJgiFQhxxHCEzkBlWB/bZ\nD3122LTj9WZqo9W7oVYz05cSMLmp67/d+jw+FlUvwpFxkOhMsHbOWuw2O6sqVlHiLiHdkuay/TJV\nc6v07VZkhnC5XFQsrSDcEKYmOLzkIJPJEIvFSCUH2ym4PC5KSkoId8zcRqsi1ygBk5u6/tttKpni\nxIET+DN+Hp7zMI/VPDbs3Gw2S/vFdg6GD9JT06NvtyIzRN2KOnad3UVBVwGBogD9yX4unb9Ex8UO\nfFkfebbBljXduW4Opw/TEergI+/7yARHLTKx1IZCburat9umcBMnDpwgZELM8s/CbrePONdutzPL\nPwvTa2iLt5HJZCYgYhEZbz6fj43bN3Imd4aGpgYO7jkIF2FR4SLmBOYQLAlSWlSKZbfI5edYUrqE\nAy8eIBaLTXToIhNGCZjcUt2KOg62HoRuKMy/eeFnR28HiYIEq8pWcfLYyXGKUEQmWklJCfc/dj+H\nYoeI9EaIZWNc6rrE+dh5GtsbOdB9gFx1js2bNlM/v55aWy17d+4lkUhMdOgiE0JTkHJLTqcTf6mf\njq4OLsQvEPAGiPXFSKYHn3L05Hko8ZbQ3tc+9BSkz+Nj//H9LL9vueo8RGaIS+cusbFqI6H6ENGO\nKP39g70Ci9xF1JfW43L+8ndBoChAT7SHk8dOsmbDmokKWWTCKAGTW4pEIsxxzSGwJsCr+1/lhQMv\nUDVQhdd4aexspC/Xh6fUw/xl89l832b8BX4A/Fm/eoGJzBDXL0nkdDipDt66P1VloFJf1GTGUgIm\nt9SX6COdTHP01FEWmUVsun8TvX297Dm3h4ORg9hsNp4sf5KFZiFHDx5lzdo1+Av8eIxHvcBEZojR\nliTq6+/jf/zr/yDZl+TDmz6MJ88z9DSk0+nUFzWZscY8ATPG2IE3gbBlWe8zxpQAPwSqgfPARyzL\n6hzrOOTu9fX1ceLoCR4oeQBfgY/WnlaS6ST99IMNnA4nbqeban81vl4fb77xJhse2DDRYYvIOLrR\nkkT9yX7+9B/+lGf3PosNG/2Rfp5a8xTduW6a7c2UzinF5rbpi5rMSOMxAvY54ARQcPX1l4CXLMv6\nc2PM7159/aVxiEPuUiQcwdfnI0KEtrY2/LnB0a3lueX0F/bTY+vB5/DRm+6lNL+URDxB04UmHAUO\n9QITmaESPQlOHDgBneC0DY6K+bw+giVB4Jdta071nmLp6qUTGarIhBjTBMwYUwm8B/gy8PTV3U8A\nD17d/idgN0rAJq1UKkWsOUa4PUzQFWS1b/XQL1OAeUXzyOQyRGNRDnQeoH5h/eBSRef24V3uVS8w\nkRni+qbN/cn+obY1/+HB/4DPM7hQ9CfWfmLo/Gttay4mLnJ833GWr1yuBaVlRhnrEbC/Ar4IXN+7\nYJZlWVeubl8BZo1xDPIOnDlzhvZj7dxXfh9FPUVDyVcml+GN1jcAWFu+lqr8KvL78zl8+jD3192P\n6TbkzcpTYa3IDHF90+ZL5y/hz/gp9A/+6v/tTb99w2sy2QwZX4YlniV6GlJmnDHrA2aM2Q60WpZ1\nCDA3OseyLAuwxioGeedOHDrB3OxcFlYvpNfRS7J/sFbjjdY3+Mn5n/CT8z8ZSsRK3CXMzs3m+MXj\npPPSVFRVTGToIjKOrjVtvhC9QMfFDgKFgVteE+mOMLt6NvNmzyN8PEwqlRqHSEUmh7EcAXsAeMIY\n8x7ADRQaY/43cMUYE7QsK2qMmQ20jvYGO3bsGNreunUrW7duHcNw5e1SqRTtTe0s8y3DmeekqraK\nsyfO0nmlk6auJmK9MRx2B+mBNAC5XA5P1sObbW+y7rF1eL3eCb4DERlPdSvq+NHrP6IkUYLdP3y1\njEw2w77z+wBYP3c93f3dRB1RNlRvwOnQ05Ay9ezevZvdu3ff9fVmcBBqbBljHgS+cPUpyD8HOizL\n+oox5ktAsWVZI2rAjDHWeMQmo2tububgdw5SGiml0F1Iw+kGrpy/gqfXw+nu07SkW5jlnEWZp4xi\nfzEVsysIVYVot7eTnJtk3cfX6ZepyAzz2p7XOPCtA6zwrSBUGMJpHyxbeLXpVZ45+gw5K8eW+Vuo\nmlc11LIG4FzkHL6NPpYsWzKR4YvcNWMMlmXdcMbvRsazD9i1bOq/Az8yxnyKq20oxjEGuQN9iT5m\nl8ym6XQTra+3Up2tZlPRJt4yb3EqcYpcXo4HSh7gvvz7iKQiXGy/SOWiSvKz+VwcuEgoFJroWxCR\ncVZUVMTKVSvJprMcuHAAf9aPx+bhSs8VulJdpE0aa5bFhgc2DBXni8xE45KAWZb1c+DnV7djwCPj\n8bnyzvX19XHp1CXqBuqY458DQC6bI5vLYlkWWSuLw+mgNr+W0v5S9r22j+L5xczaNEsF+CIzkNfn\nxeQZVs5byeL5i4eWJFpXu478+fn4C/1sW7VtRMPWpJVU2xqZUdQJX0bl9Xk5eOggi92L8Rkfyf4k\nqXSK6nQ1D7kewm7srGQlyXiSbtONK99FWaqMAy0H+HT9pyc6fBGZANc/DelyuoYtSbR0/o37fWUG\nMsTtcbWtkRlFCZiMyufzcercKbbO3oqVtrjQeIHCbCEBT4CH/A8NOzeby9Ld2U3O5GhPtjNrlrqL\niMxE156GDDeEqQneXg1ouD1M5bJKjZrLjDJmbShk6mtsbKQiv4LWvla627sJlYbwFnvpSHfwrei3\n+Fb0W3T2d5JMJekd6MVb7MVV4KIoU8Rbb7010eGLyASpW1FH1BWlvav9lue2d7UTdUVZvHzxOEQm\nMnkoAZNRxdviLAgs4FTvKZL9STxuD/mF+fzfzP/lucRzPJd4jmf7nyWvJA9/uZ+0J03ME2OhZyEn\nDp+Y6PBFZIL4fD42bt/ImdwZmqPNZAYyI87JDGRojjZzJneGjds3qgu+zDiagpSbyrPlUeWpIpwK\nYyUtAo4AyVySHDkAMiaDZbdoSbcQsUVYEVpBU0cTpy6cIpVKaUpBZIYqKSlh2we3cfLYSfYf349/\nwD+0WHcylyTuiFO5rJJty7cp+ZIZSQmYjMpf5qc50Uy9o57y2eXsa9nH5cuXWWAWsN6znvZMO1a/\nxfcj36eyrJL1wfUUuYrooYdZ3llqqigyw/l8PtZsWMPy+5YTiURI9g6upFGWX8b60Hp9QZMZTQmY\njKq+vp5neZbq/mqiHVHqTB0bQxuJD8Tpc/exu2M356xzPJH/BAvMAhqjjSyctZBLjks8VvnY0C9b\nEZnZXC6XvoyJvI1qwGRUhYWF+Jf6efXiq1RTjTGGy6nL9Gf7cdqceO1ePHYPbrubSk8ltbZaXj7z\nMsHaID6vphRERERGoxEwualgZZDTydMcih5ijnMOHjNYwzEnN4doXpQCVwFLfINLh2TTWWw2GxXB\nCjVVFBERuQklYDKqy5cv03KghbVVa3FdcVE0UESppxSHbfA/m4WuhUQHohxuP0yxs5hOdyfv3vJu\nzrWdozXYqqaKInJLqVSKSCRCX6IPGGwAHQqFVB8m054SMLmhRCLB8997nvvMfQTqAiQLknR1dtHY\n1og36+V0+jQAC/MWAnA6/zTvfeC9hEpCNJ9rJm9Wnn6BisioEokEjUcbaWloGfaEZHuunSOOI1Qs\nraBuRZ2ekJRpSwmY3FDj0UZKu0spyy+j1FfK+fh5qvOrqZlTwwtnX2BXZBcAeSV5vGvBu2hNt9LR\n14HP5SOdl6aiqmKC70BEJqtYLMbenXsJpoKsC6wbsS5kZiBDuCHMrrO72Lh9IyUlJRMUqcjYURG+\njJBKpWhpaCHoDwLgzHNSVVtFjBjJVJKSohJ8+T58+T5K/aW4nC7KXeWcPX+WC5kLLFi+AK/XO8F3\nISKTUSKRYO/OvdTaaqkJ1oxIvgCcDic1wRpqbbXs3bmXRCIxAZGKjC0lYDJCJBLBP+DH5/ORzqUB\ncHvcVNRWcCBzgNZkK5sDm3l41sMs8i6ivbud1v5WSv2llC0qw3gNnnzPBN+FiExGjUcbCaaCBIoC\ntzw3UBQgmApy8tjJcYhMZHxpClJGaI228trB1zh65ihnT5/FaXMyq2gWZb4yzsbO4nF4eE/te7h/\n9v0AOPIcVPgqcHW7yAxkiLviKsAXkRGuja6vC6y77WsqA5XsP76f5fctV12pTCtKwGRINBrlf33j\nf/HSt14i2BakIlfBXGsu3XRztuUsL/IiMROjxFfCitkr2FK8hfy8/OHv0Rll/rr5+kUpIiNcG12/\nUc3XnmN7ANi0fNOw406HE3/Wr5U1ZNpRAiYANDU18dX/9FVsP7fx4eSHKc+V48KFDRsGQz/9nOAE\nP7Z+TGtPKy/vfxnngJMPrP0AxZ5iANp62+ie183i5Ysn+G5EZDLqS/QNPe14vT3H9vCDn/1g6PW2\nVduGHfcYj1bWkGlHCZgQjUb5+u98nYJfFLAqvYriXDF27EPJl8GQRx7rWEeIEDvZydm+s/zktZ+Q\nyWb46IaP0tPbwylzik9/7NN6bFxEROQWlIAJL/74Rexv2lmSXkLxQDFOnEOJF4Ad+9C5c5jDgzyI\nhcXp7GleevMl7D479avq2fbhbcyePXuibkNEJjmvz0t7rn3E/k3LN91w+xqtrCHTkZ6CnOG6u7s5\n/uJxCtoKKMmWYLfsoyZf114vYhFFFFFIIel0mjea3sBWa2PV2lUTcQsiMkWEQiHijjiZgcyw/U6H\nk03LNrEktITL4ctcPH+RK1eukMlkBh/ssccJhUITFLXI2NAI2Ax3+PBhrCaL8mw5zpxzaNoxQ4Zv\n8k2e4zkAnuAJNrCBNazBhYv5zKeDDnrp5dLFSxTNLdLUo4jclMvlomJpBeGGMDXBwYL6/mQ/l85f\noq25DbrBnh380pe1Z2kqbCJVlCL4WFAP9si0oxGwGS7eFsdKWLhzbmyWbWjk6xmeGUq+AH7CT/g9\nfo/neR6AYorJJx8nTpwZJ7/4xS8mJH4RmVrqVtQRdUVp72on0ZPg4M8P0vpGK+acwRF2YG+xY2+x\n4wg76D7ZzdFjRzl//DyxWGyiQxe5p5SACVbOwspZQ1OPb592vN5f8pfDXtuwUUABxw4dG+swRWQa\n8Pl8bNy+keN9x3l+5/P0NvbiiDhwtDvwJrx4k17y+vL4/9u79+iqyjOP49/nnNxzyA2QAIGAKPdg\nBIpYpiPY8YJQ66WttasdO/OHq9U1drpmtGqnM3U6rjLtzJp2lrWznNaO4yyx1nGslS5vlYhFsaPc\nAiHDHQkQJORGSHJycs4zf5xDDARsQjk7Ifw+/MHe776951khPOfd735209Em9jTsYVp4GmyEV55+\nRRXxZVhRAnaBKx5dTFd2F5104nhP+63cygIWnPG4VlqJEiWDDLLIItYZO+O+IiK9lZSUEBkXoe5I\nHdsOb6O+tZ5O76TZmjngB6jxGroLu7li9BWMahpFaFeII2uOsOF3Gwa76yLnjBKwC1xlZSXx8jiH\nOESUaE97Djk8zMOnPSZKlN3s5ihHGcEIssiiZLRelisi/RONRtn8+mamx6dz3eTrGF8+ntDoEImi\nBKHsEOWUU95ZTk5rDnkdeZQ0lxDbGOP5x57n6NGjg919kXNCCdgFrqCggHmfmscHkQ84whESJIgT\nByCDDH7ID/scs5OdHOc4XXQlb1lmhFl01aKguy4i56k9e/ZwfMtxyrPLKcwvpCxSxsS8ieS25FLX\nUMe+zn3k5uSSn5tPfm4+FxVcREVeBYnNCZ7592c0H0yGBT0FKSy7dRlVT1ex+bebySOPMYzp2TaH\nOaxmdc/6AQ6wilXsYx9FJCvgd5R0cPPNNwfebxE5P+3YvoPc5lyKypO/Q+LdcRoONlDTUsPKwysB\nSJBg0cgPv9gV5RYx8thI7ANj7YtrWXLLEj15Lec1jYAJpaWl3Puje6kpr+E1XmMHO+igo2ckDJK3\nHTexiWd5ll3sIo88MskkOyuby2+6nNGjVSRRRPrnUN0hIkQIhZL/BbU0t5Adz2ZX5y52t+9md/tu\nattqTzomFAoRIUJHRwel0VJqq2tPd2qR84ZGwASAOXPmsOLZFdxz2z1s2r2JqUyljDKyyaaNNraz\nnXrqySSTkYwkiyzIBJth3H3f3YPdfRE5z8RIPriTiCfoaOlgZPZI3JwTzwK5eZ9juugiFA+RGc/k\nrZffIpwVpqikiHHjxqlOmJx3lIBJj/nz5/P06qd5+OsPs+aFNbzb/S4ZqT8FFDCWsRhGTiiHRH4C\nu9R48LEHmTJlymB3XUTOI2PLxvImbxJLxOjq7CLbs7GQMSMyg4vzLwZgQtYE7q5Ofrl7+NKHyQvn\nsbdzL6PrRtMcbia/JZ99L+2jtaSVTRmbGD9rPDPmzNBtSTlvmHvfbxlDgZn5UO3bcNfW1sZLv3qJ\npx55iiM1R8jpzCGLLLLD2ZAFXaO7uHzZ5Xz57i8r+RKRAautreXH9/yYa8LXUJIooftoN/m5+XQn\nunm35V0Antj/BO+1vgfA/IL5fKX4K6xJrOG2pbcx9aKp7G3cS/b0bKZNmkasO0ZdQx312fUsWr6I\nkhI9lS3BMzPc3fq7v0bApI9IJMJnbv8Mn7rlU1RXV7Omag1NR5rIyMpgyrQpXHfddZrzJSJnbfLk\nyYyZPYatm7YyOzGbEYwAICOUwcLihQA8Wfdkz/4d0Q52xXdROq6U8pLyPufLzMhkculkRrSM0AR9\nOW9oBExERAL3xmtv8NbP3iJUF6LsaBmXFF5CRujDMYHmzmYe3P4g7bF2lhYtJbMkk4rKChZMThaI\nrm2oZczcMZSXnpyQ7anfg8025l85v6ettbWVjRs30nSkCUgWoK6srKSgoCCATyoXCo2AiYjIkDdv\n4TwObD/A4XcOs+PYDho6GrjILiLXcgHo8A6+cPEXaG5pJhwJUzCugFnjZwEQi8doDDdy2cjLkuux\nGI2NjUQ7oiTiCaqrqpk6ayrt7e288stX2P3b3ZTFyohY8inKndGdPJfxHBMXTuTWL95KeXnfUTWR\ndEvrCJiZ5QBvANlAFvBLd3/AzBYAjwCZQDdwl7v/7ynHagRMRGQYa2xs5LVnX2Pvm3uJ741TGCok\nlEiWpkiEEhz343S1dlE8rpiFMxdSlJusG7arYRfru9dTdlEZEyMTaTnQQiQeISuUBUBNYw1Hxh1h\n/479XJl/JRWlFbQ1tXHsyDFyE7lkhDKIxqLUttSyPms9y+5ZxrVLr9VtS/mDDHQELO23IM0sz93b\nzSwD+C3w18B3gBXu/rKZLQXuc/clpxynBExEZJhra2tjw+828Op/vMro46OJZCaToEQ4QUusheJ4\nMfMvmU9+Vj4AR48f5bk9z7H50GaONx/npqk3sWz2MsLhcM85a+pqWFu7lllZszied5yRjKQ0VEpB\nXkFP7bET9jXv46X2l/jYZz/G8i8u1wR+OWtD7haku7enFrOAMNAE1AOFqfYi4EC6+yEiIkNPJBLh\nE1d/gktmXMKLT71I3rE8SotKieRHiB2LkdiVID8rn1g8xsHWg9Rn1FM+uZy3t71NLrkUR4pPSr4A\n6vbUMb57PBXjKti+ZzsH/SATJ0/sk3wBlBeVc0XXFRzaeIi1RZrAL8EJYgQsBKwHpgA/dvf7zKyc\n5GiYk6zGf6W77z/lOI2AiYhcQNra2qitrqVuSx3F3cW0N7XTuKWRosIimsJNjC0fy5TyKezftZ/3\n3n6P4kgxCyctJDOc2XOOaDTKM88/w7yL51EQK4AWaKKJaGGUmaNmnva6nd2dPNv4LNfddB0jFow4\naQK/SH8NxRGwBFBpZoXAy2a2GPgb4B53/x8z+yzwOHBNuvsiIiJDVyQSYf6V86mYW8HBgwdpaWph\nZ9dOLim9hMqLKsnOzCYWi9FyoKXPbccTDhw8QDQRpTS3lKMNR5MV9rud5a8vp402AGaGZ/LzW3/e\nc0xORg4TuifQfKyZli0tVMytUGV9SbvAnoJ09xYzWwXMBxa4+5+kNj0L/OR0x3z729/uWV68eDGL\nFy9Ocy9FRGSwZWdnM3nyZJgMsc4YbIXszGRC1NjYSCQe6ZN8xeIx1u1dx6btmxgbGUs8Fu+psP+L\nw7/oSb4AauI13Fl1JysWrqAkJznnqyBcwPHjx5kQn8DBgweT1xf5CFVVVVRVVZ318WlNwMxsFNDt\n7s1mlktylOvvgZ1mdpW7vwFcDWw/3fG9EzAREbnwzJgzg9U7VzOiZQSjCkcR7Yj2PO3Y27q961i5\nfiWHjh3ihuIbiMfihKzvnK8T3vngHe5fdz+PLX7spPZcy6XjeMc5/xwy/Jw6MPTQQw8NRB+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0ZxFWsxUAq9nKojmLxqzXWmNgYLFIQ7UQQhwv5H98IQ4xpRT+Uj+d3Z1jBuvb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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -681,21 +690,21 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.5.1" } }, "nbformat": 4, diff --git a/15-Spatial-Cluster-Analysis/data/reduced-set.csv b/15-Spatial-Cluster-Analysis/data/reduced-set.csv index 62fab0c..04632ec 100644 --- a/15-Spatial-Cluster-Analysis/data/reduced-set.csv +++ b/15-Spatial-Cluster-Analysis/data/reduced-set.csv @@ -1,159 +1,159 @@ lat,lon,date,city,country -41.0149629,29.0107621,07/07/2014 16:56,Istanbul,Turkey +41.01496289999999,29.010762100000004,07/07/2014 16:56,Istanbul,Turkey 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00:52,Dytiki Ellada,Greece 38.54147934,21.28409073,07/05/2014 00:52,Dytiki Ellada,Greece 38.55833199,21.26011286,07/05/2014 00:50,Dytiki Ellada,Greece -39.0400212,21.1200769,07/04/2014 23:58,Dytiki Ellada,Greece +39.040021200000005,21.120076899999997,07/04/2014 23:58,Dytiki Ellada,Greece 41.1143159,20.7986329,07/01/2014 15:11,Ohrid,Macedonia (FYROM) -42.2081913,20.7361949,06/29/2014 13:54,Prizren,Kosovo -44.8147632,20.4629939,06/21/2014 10:14,Belgrade,Serbia +42.208191299999996,20.7361949,06/29/2014 13:54,Prizren,Kosovo +44.8147632,20.462993899999997,06/21/2014 10:14,Belgrade,Serbia 39.9111658,20.3618013,07/04/2014 20:49,Kakavia,Greece -44.8211643,20.2898206,06/21/2014 01:59,Belgrade,Serbia -40.1878266,20.0793039,07/04/2014 17:39,Gjirokastër,Albania +44.8211643,20.289820600000002,06/21/2014 01:59,Belgrade,Serbia +40.1878266,20.0793039,07/04/2014 17:39,Gjirokastër,Albania 49.9848481,20.0524206,06/01/2014 10:25,Wieliczka,Poland 49.9931846,20.0434783,06/01/2014 07:40,Wieliczka,Poland 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District,Portugal -41.144387,-8.6118955,05/18/2014 16:58,Porto,Portugal +41.144387,-8.611895500000001,05/18/2014 16:58,Porto,Portugal 41.1615277,-8.6308978,05/18/2014 18:40,Porto,Portugal -39.476522,-8.6343453,05/17/2014 11:42,Zibreira,Portugal +39.476521999999996,-8.634345300000001,05/17/2014 11:42,Zibreira,Portugal 41.2364461,-8.6711649,05/18/2014 19:25,Matosinhos,Portugal -39.6307531,-8.6811772,05/17/2014 11:58,Ourém Municipality,Portugal -39.6287723,-8.695136,05/17/2014 12:12,São Mamede,Portugal -39.2728757,-8.7121869,05/17/2014 11:27,Santarém,Portugal -39.8410858,-8.718608,05/17/2014 12:28,Leiria District,Portugal -39.1183833,-8.9137378,05/17/2014 11:12,Azambuja,Portugal -38.7127963,-9.1360143,05/14/2014 21:10,Lisbon,Portugal +39.6307531,-8.6811772,05/17/2014 11:58,Ourém Municipality,Portugal +39.6287723,-8.695136,05/17/2014 12:12,São Mamede,Portugal +39.27287570000001,-8.7121869,05/17/2014 11:27,Santarém,Portugal +39.841085799999995,-8.718608,05/17/2014 12:28,Leiria District,Portugal +39.1183833,-8.913737800000002,05/17/2014 11:12,Azambuja,Portugal +38.7127963,-9.136014300000001,05/14/2014 21:10,Lisbon,Portugal 38.771939,-9.1289106,05/14/2014 15:41,Lisbon,Portugal -38.7817746,-9.1375444,05/14/2014 15:11,Lisbon,Portugal -38.7429871,-9.1477802,05/14/2014 16:11,Lisbon,Portugal -38.741758,-9.1657132,05/17/2014 09:54,Lisbon,Portugal +38.781774600000006,-9.1375444,05/14/2014 15:11,Lisbon,Portugal +38.74298710000001,-9.1477802,05/14/2014 16:11,Lisbon,Portugal +38.741758000000004,-9.165713199999999,05/17/2014 09:54,Lisbon,Portugal 38.7309823,-9.1690712,05/16/2014 10:28,Lisbon,Portugal 38.7025124,-9.1805038,05/15/2014 15:50,Lisbon,Portugal -38.6937796,-9.2063634,05/15/2014 14:19,Lisbon,Portugal -38.7472838,-9.2138388,05/16/2014 17:28,Damaia,Portugal +38.693779600000006,-9.2063634,05/15/2014 14:19,Lisbon,Portugal +38.7472838,-9.213838800000001,05/16/2014 17:28,Damaia,Portugal 38.7616021,-9.2450257,05/16/2014 10:43,Amadora,Portugal -38.793071,-9.2858255,05/16/2014 15:13,Sintra,Portugal +38.793071000000005,-9.2858255,05/16/2014 15:13,Sintra,Portugal 38.7686867,-9.2999259,05/16/2014 17:13,Lisbon,Portugal -38.7975582,-9.3409997,05/16/2014 10:58,Algueirão-Mem Martins,Portugal +38.797558200000005,-9.3409997,05/16/2014 10:58,Algueirão-Mem Martins,Portugal 38.8054581,-9.3619194,05/16/2014 15:58,Lisbon,Portugal -38.8014593,-9.3717872,05/16/2014 15:43,Sintra,Portugal -38.797314,-9.3879207,05/16/2014 16:58,Sintra,Portugal -38.8166107,-9.4084998,05/16/2014 16:13,Sintra,Portugal -38.8011712,-9.4251031,05/16/2014 13:43,Sintra,Portugal +38.8014593,-9.371787199999998,05/16/2014 15:43,Sintra,Portugal +38.797314,-9.387920699999999,05/16/2014 16:58,Sintra,Portugal +38.816610700000005,-9.408499800000001,05/16/2014 16:13,Sintra,Portugal +38.801171200000006,-9.4251031,05/16/2014 13:43,Sintra,Portugal diff --git a/16-Web-Scraping/README.md b/16-Web-Scraping/README.md index 8a2ca35..8055f94 100644 --- a/16-Web-Scraping/README.md +++ b/16-Web-Scraping/README.md @@ -19,29 +19,3 @@ Today we will learn about web scraping using Python's *scrapy* web scraping libr - Install scrapy with: conda install scrapy - Install service_identity package with: pip install service_identity - Verify scrapy in command prompt with: scrapy version - -### Class Session: - -1. In a command prompt or terminal window, change directory to the root and create a new project with the command: scrapy startproject craigslistRent -2. Go to craigslist page and identify the elements of data you want from it - 1. Right click the page and choose "view source" to see where these data elements are in the HTML - 2. Review http://www.w3schools.com/xpath/default.asp to figure out how to access your desired data elements in the HTML using XPath -3. Edit items.py to reflect the desired data elements -4. Create a new spider python file to scrape the rental listings page - 1. Give your spider a name, like indexSpider - 2. Add the URLs to crawl - 3. Add the data cleaning functions - 4. Add the parse function that selects data elements with XPath -5. Test with: scrapy crawl indexSpider -6. Run the scraper: scrapy crawl indexSpider -o temp-rentals.csv -t csv - 1. indexSpider is the name you provided for your spider - 2. -o temp-rentals.csv tells it to output to a file called temp-rentals.csv - 3. -t csv tells it to format the data output to this file as comma-separated values - 4. Remember that each time it runs, it appends, not overwrites the output file -7. The previous step should have created a file called temp-rentals.csv with your data in it. Next we need to create a spider that follows each link to the listing's page to acquire lat-long data -8. Create a new spider python file to get lat-long from the individual listings’ pages - 1. Give your spider a name, like latlongSpider - 2. Add the URLs to crawl dynamically by reading them from rents.csv - 3. Add the parse function that selects data elements with XPath and cleans up the data -9. Run the scraper: scrapy crawl latlongSpider -o temp-latlong.csv -t csv -10. The previous step should have created a file called temp-latlong.csv with your lat-long data in it. Finally, use pandas and the MergeData.py script to merge the rental listings from temp-rentals.csv with the lat-long data in temp-latlong.csv. Your final combined output is in craigslist-timestamp.csv. diff --git a/16-Web-Scraping/commands.txt b/16-Web-Scraping/commands.txt deleted file mode 100644 index eda8a73..0000000 --- a/16-Web-Scraping/commands.txt +++ /dev/null @@ -1,7 +0,0 @@ -scrapy startproject craigslistRent - -scrapy crawl indexSpider -o temp-rentals.csv -t csv - -scrapy crawl latlongSpider -o temp-latlong.csv -t csv - -python MergeData.py diff --git a/16-Web-Scraping/craigslist-sample.html b/16-Web-Scraping/craigslist-sample.html deleted file mode 100644 index 81cb3fd..0000000 --- a/16-Web-Scraping/craigslist-sample.html +++ /dev/null @@ -1,127 +0,0 @@ -

- - - - - - Beautiful 2 bedroom 2 bathroom NY-style loft in SOMA / South Beach - - - $6500 - / 2br - 1173ft2 - - - (SOMA / south beach) - - - pic - map - - - - - -

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Updated Jordan Park 1 bedroom w/ parking available $2950 / 1br - (laurel hts / presidio) pic map

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Lower Nob Hill/Tenderloin x-large studio w/new kit, w/d ~ J.Wavro $2895 / 1br - (lower nob hill) pic map

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Fantastic location at this 1450 sq ft one bed PLUS den/office/dining $5400 / 1br - 1450ft2 - (marina / cow hollow) pic

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1450 sq ft One bedroom FLEX 2 bedroom/office/den/dining room $5400 / 1br - (pacific heights) pic map

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Spacious Bi-level Loft Condo $4500 / 2br - (SOMA / south beach) pic map

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Expansive layout at this condo with sweeping roof deck views $5400 / 2br - 1450ft2 - (pacific heights) pic map

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Top Floor Bi-level Loft Condo, one bedroom+ $4000 / 1br - (SOMA / south beach) pic map

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Updated apartment close to Clement retail $3050 / 2br - (inner richmond) pic map

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Cozy 2 BR Located on a North Beach Alley ~ J.Wavro $2900 / 2br - (north beach / telegraph hill) pic map

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Stunning Marina 1BR/1BA in Fantastic Location $4150 / 1br - (marina / cow hollow) pic map

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Your view is a postcard! $4499 / 2br - 1100ft2 - (twin peaks / diamond hts) pic

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Tou today, move in tomorrow! HUGE 2 bedroom!! SPECIAL PRICE!!! $4895 / 2br - 1216ft2 - (SOMA / south beach) pic map

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Nob Hill Chateau Maisonette LUXE ReMod Rent Control + $0 Deposit $2495 (nob hill) pic map

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Studio @ Inner Richmond District $2350 (inner richmond) pic map

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Wraparound Roof Views, Spacious layout, walking distance to it all $5400 / 2br - 1450ft2 - (marina / cow hollow) pic map

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Updated Downtown/Civic Center Studio - 146 McAllister St. $1695 (downtown / civic / van ness) pic map

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Charming and renovated junior 1-bedroom 1-bath apt with with Bay views $3500 / 800ft2 - (pacific heights) pic map

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Exceptional high floor 2 bed 1 bath w/ pano bay views. $4995 / 2br - (pacific heights) pic map

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Large studio, top floor, modern building, wood flooring. Parking avail $2600 (pacific heights) pic map

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Completely renovated and private 1-bedroom, 1-bathroom in-law $2350 / 1br - 400ft2 - (bernal heights) pic map

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Renovated sunny studio, wood floor, private deck, views, pk available $2300 (western addition) pic map

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A Gorgeous Vacation Rental For YOU! $4450 / 1br - 700ft2 - (Eddy st. Filmore) pic map

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Renovated 1-bedroom 1-bathroom apartment, parking available $3600 / 1br - (pacific heights) pic map

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Large 3-bed 2-bath apt with sun room and bay views, parking available $8250 / 3br - (pacific heights) pic map

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Penthouse suite in Lincoln Manor $1590 / 1br - 499ft2 - (richmond / seacliff) pic map

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Beautiful custom 3-level house, 5-bed 4.5-bath, 2car garage, pets nego $15000 / 5br - (west portal / forest hill) pic map

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Cow Hollow 1BR/1BA w/ Shared Laundry and Yard! Open Thurday 6pm $2995 / 1br - (marina / cow hollow) pic map

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EGG-ceptional Studio Available April 15th! $2459 / 475ft2 - (lower nob hill) pic map

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@Furnished@Spacious@Apartment for Rent@! $2000 (bernal heights) pic map

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SMALL LOWER NOB HILL: STUDIO - READY NOW! $1695 (lower nob hill) pic map

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Lower Nob Hill 1 Bedroom - 1060 Bush St. $2545 / 1br - (lower nob hill) pic map

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- 424 Ellis - Conveniently Located Studio Apartment $1695 (downtown / civic / van ness) pic map

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MOSSER TOWERS: 455 Eddy St. AVAILABLE NOW! $1795 (tenderloin) pic map

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Charming and Unique 1 Bedroom Townhome in San Francisco. $2745 / 1br - (ingleside / SFSU / CCSF) pic map

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Small Efficiency Apartment - Available NOW! 146 McAllister St. $995 (downtown / civic / van ness) pic map

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Polk St Corridor | Top Floor | Freshly Painted | Garage Included $4500 / 2br - (nob hill) pic map

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OPEN WED 4/1 4pm Upper Market | Updated Kitchen | Updated Bathroom $2050 (castro / upper market) pic map

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Large Beautiful Flat - Open this Saturday $3800 / 2br - (richmond / seacliff) pic map

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Beautiful Renovation! All new appliances, radiant heat hardwood floors $3150 / 1br - (San Francisco) pic map

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View Unit Furnished Rental | Formal Dining Room| Pet OK| Cleaning incd $5200 / 2br - 1150ft2 - (nob hill) pic map

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2BR - Elegant, Amenity-Rich Living w/ Stunning Views ~ J.Wavro $6900 / 2br - 1313ft2 - (SOMA / south beach) pic map

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2 Months Free move in today $4363 / 2br - 917ft2 - (SOMA / south beach) pic map

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Need a 2 Br, 2 Ba? Look No Further! Pet Friendly! $3135 / 2br - 1155ft2 - (Colma, CA) pic map

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Unique Pacific Heights' One Bedroom $3000 / 1br - (pacific heights) pic

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Mosso has Ossom deals! 2 Free Months $3802 / 1br - 550ft2 - (SOMA / south beach) pic map

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Remodeled 2bed/2bath with brand new kitchen! Pet ok. ~ J.Wavro $6000 / 2br - (nob hill) pic map

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Hrdwd, Gas Range, W/D in Bldg. Walk to Fillmore St. $3295 / 1br - (pacific heights) pic map

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1.5 ba+Den, HW Flrs, W/D in unit, Prkg avail., near Google Shuttle $5195 / 1br - (noe valley) pic map

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Updated apartment with gorgeous water views! $5077 / 2br - 1120ft2 - (SOMA / south beach) pic map

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Corona Heights / Duboce 1BR /1BA Furnished Apt. in a Serene Garden Set $3350 / 1br - (castro / upper market) pic map

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Charming Remodeled 2BR Centrally Located in the Mission ~ J.Wavro $4495 / 2br - (mission district) pic map

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LOWER NOB HILL - BRAND NEW STUDIO APARTMENTS AT 891 POST ST. $2095 (lower nob hill) pic map

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The Best in Senior Living $3600 / 1br - 650ft2 - (lower pac hts) pic map

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HUGE 3BR/3BA Modern Mission! 2 Car Parking! Laundry! Big Patio! PROGRE $6500 / 3br - (mission district) pic map

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Downtown / Civic Center - 750 O'Farrell St. Studio Available Now! $1695 (downtown / civic / van ness) pic map

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2BR/2.5BA 1,332sf Townhome! 2 Car Parking! 2 Levels! Yard! PROGRESSIVE $3950 / 2br - 1332ft2 - (ingleside / SFSU / CCSF) pic map

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416 Dolores Street -Spacious 2BR Unit!! Located near Dolores Park!! $3900 / 2br - (mission district) pic map

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6 Month lease South Beach 3 bedroom - Casey Belway AMSI $7200 / 3br - 1400ft2 - (SOMA / south beach) pic map

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Seal a Deal on a Jr. 1 Bedroom at 1190 Mission! $2595 / 1br - (SOMA / south beach) pic map

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2BR/1BA Mission Dolores Condo w/1 Car Parking in the Heart of Mission $3875 / 2br - 965ft2 - (mission district) pic map

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UNREAL Studio with a PRIVATE TERRACE! $3920 / 722ft2 - (SOMA / south beach)

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3BR/2BA Handsome Outer NoeValley Home! + Den, Yard, Pet OK PROGRESSIVE $6250 / 3br - (noe valley) pic map

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Small Studio Apartment - Tenderloin $1645 (tenderloin) pic map

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First floor 1-2BR/1BA in Cow Hollow Parking Laundry Private Deck $3695 / 2br - (marina / cow hollow) pic map

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300 Berry Unit 1611 for Rent OPEN HOUSE! $5000 / 2br - (SOMA / south beach) pic map

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Newly Renovated 1BD (Includes Private Roof Deck) - Nob Hill $4495 / 1br - (nob hill) pic map

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Call Potrero Launch your new home! An Oasis by the Bay! $3475 / 1br - (pacific heights) pic map

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50 Lansing! Come For Private Tour! $5000 / 2br - (SOMA / south beach) pic map

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Rent Control 1 Bed/1 Bath Available Now $3175 / 1br - 625ft2 - (lower pac hts) pic map

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Stunning 1 Bedroom with breathtaking views!!! $3375 / 1br - (SOMA / south beach) pic map

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2 WEEKS FREE RENT: Newly Renovated Studi0 - 275 Turk $1650 (tenderloin) pic map

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Pet Friendly! Dog Patch Modern 1 bedroom 2 ba Loft - Casey Belway AMSI $4200 / 1121ft2 - (potrero hill) pic map

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Beautiful Furnished 1 bedroom w parking - Casey Belway AMSI $3900 / 1br - 655ft2 - (downtown / civic / van ness) pic

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Updated & Spacious Studio - Available Now $1695 (tenderloin) pic map

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WALK to Coachella & Stagecoach Festivals $1100 (Indio)

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Large One Bedroom on the Park $3450 / 1br - (pacific heights) pic map

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Furnished in-law apartment $1900 / 1br - (excelsior / outer mission) pic map

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Look No Further - This Corner Home Is Ready For You! $3799 / 1br - (SOMA / south beach) pic map

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Spacious & Bright, Hardwood Floors, Faux Fireplace & Garaged Parking $2850 / 2br - (inner sunset / UCSF) pic map

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Quaint Studio (SRO - Single Room Occupancy), Top Floor, Hardwood Floor $1475 (laurel hts / presidio) pic map

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Come Try Your Luck @ 1188 Mission Street! ~ Short Term Available! $2724 / 1br - (SOMA / south beach) pic map

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1 BR in the Sunset close to UCSF $1250 / 1br - (inner sunset / UCSF) pic map

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-555 Jones - Spacious Studio Conveniently Located Near Union Square $1900 (downtown / civic / van ness) pic map

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2BR/2BA Plus Loft in Van Ness/Civic Center w/ Parking $4200 / 2br - (downtown / civic / van ness) pic map

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Spacious Apartment with Huge Bathrooms and Walk-in Closets. Must See! $4875 / 2br - 1095ft2 - (SOMA / south beach) pic map

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Elegant Nob Hill two bedroom ~ J.Wavro $6000 / 2br - (nob hill) pic map

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View Two Bedroom Two Bath W/PKG. North Waterfront Unfurnished $5000 / 2br - (north beach / telegraph hill) pic

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Best SF Weather! Portola District $4000 / 4br - (portola district) pic map

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Last Junior One Bedroom Available! $2923 / 1br - 453ft2 - (SOMA / south beach) pic map

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Furnished top floor apartment with 1 King+2 Twin beds in Fillmore Jazz $4450 / 1br - 700ft2 - (Fillmore Area) pic map

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Brand new renovation! Quiet short term furnished apartment ~ J.Wavro $4970 / 2br - 1200ft2 - (castro / upper market) pic map

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$2200 TOP FL CORNER Stu elev lndry*Contact us for a viewing** $2200 (hayes valley) pic map

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Updated Lower Nob Hill Studio - Open Kitchen (825 Post) $2145 (lower nob hill) pic map

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3 bedroom in the heart of the Mission! $6550 / 3br - 1297ft2 - (mission district) pic map

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Bright 1BR Marina apt w/ hardwood floors, open house this weekend! $2650 / 1br - (marina / cow hollow) pic map

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Furnished 4-5bedroom Craftsman home-June and July only ~ J.Wavro $9500 / 5br - 3000ft2 - (sunset / parkside) pic map

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Large One Bedroom on the Park $3450 / 1br - (pacific heights) pic map

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Golden Gate heights 2 bedroom house w/deck and great views, garage $4375 / 2br - (inner sunset / UCSF) pic map

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Golden Gate Bridge and Bay view condo with 3 car parking! ~ J.Wavro $8900 / 4br - 2000ft2 - (russian hill) pic map

diff --git a/16-Web-Scraping/demo-files/MergeData.py b/16-Web-Scraping/demo-files/MergeData.py deleted file mode 100644 index 5ac1398..0000000 --- a/16-Web-Scraping/demo-files/MergeData.py +++ /dev/null @@ -1,20 +0,0 @@ -# Purpose: Merges two datasets on pid to combine lat-long data with rental listing data -import pandas, os -from time import strftime - -# load the two datasets -rents = pandas.read_csv('temp-rentals.csv', usecols=['pid', 'neighborhood', 'title', 'price', 'date', 'sqft', 'bedrooms', 'link', 'sourcepage']) -latlong = pandas.read_csv('temp-latlong.csv', usecols=['pid', 'latitude', 'longitude']) - -# drop duplicates from each dataset, then combine them into one -rents = rents.drop_duplicates(subset='pid') -latlong = latlong.drop_duplicates(subset='pid') -combined = pandas.merge(rents, latlong, on='pid', how='left') - -# save the combined dataset to csv and give filename a timestamp -filename = 'craigslist-' + strftime('%Y-%m-%d-%H-%M-%S') + '.csv' -combined.to_csv(filename, index=False) - -# delete the temp files -os.remove('temp-rentals.csv') -os.remove('temp-latlong.csv') \ No newline at end of file diff --git a/16-Web-Scraping/demo-files/indexSpider.py b/16-Web-Scraping/demo-files/indexSpider.py deleted file mode 100644 index 1b7c8c8..0000000 --- a/16-Web-Scraping/demo-files/indexSpider.py +++ /dev/null @@ -1,102 +0,0 @@ -from datetime import datetime, date -from scrapy.spider import Spider -from scrapy.selector import Selector -from scrapy.http import Request -from scrapy.utils.response import get_base_url -from craigslistRent.items import CraigslistRentItem - -class MySpider(Spider): - name = 'indexSpider' - allowed_domains = ['craigslist.org'] - start_urls = [ - "http://sfbay.craigslist.org/sfc/apa/", - "http://sfbay.craigslist.org/sby/apa/", - "http://sfbay.craigslist.org/eby/apa/", - "http://sfbay.craigslist.org/nby/apa/", - "http://sfbay.craigslist.org/pen/apa/" - ] - - - #remove $ from price string - def cleanPriceString(self, s): - return s.strip('$') - - #remove parentheses and white space padding - def cleanNeighborhoodString(self, s): - return s.strip().strip('(').strip(')') - - #if this listing contains number of bedrooms, parse it out - def cleanBedroomsString(self, s): - if('br' in s): - end = s.find('br') - begin = s.find('/ ') + 2 - return s[begin:end] - else: #if there is no bedroom data - return '' - - #if this listing contains square footage, parse it out - def cleanSqFtString(self, s): - if('ft' in s): - end = s.find('ft') - begin = s.find('- ') + 2 - if(begin > end): #if there is square footage data but no number of bedrooms, look for a different substring beginning token - begin = s.find('/ ') + 2 - return s[begin:end] - else: #if there is no sqft data - return '' - - - - - def parse(self, response): - - #create the xpath selector to parse our document - selection = Selector(response) - - #each posting's root node is the 'row' p class - rows = selection.xpath("//p[@class='row']") - items = [] - - for row in rows: - - item = CraigslistRentItem() - - #extract the date and time (use join to turn a list containing one string element into a string) - date_time = ''.join(row.xpath("span[@class='txt']/span[@class='pl']/time/@datetime").extract()) - item['date'] = date_time - - #extract the ID from the 'row' p class - item['pid'] = row.xpath('@data-pid').extract() - - #extract and clean the price - pri = ''.join(row.xpath("span[@class='txt']/span[@class='l2']/span[@class='price']/text()").extract()) - item['price'] = [self.cleanPriceString(pri)] - - #extract and clean the neighborhood data - nhood = ''.join(row.xpath("span[@class='txt']/span[@class='l2']/span[@class='pnr']/small/text()").extract()) - item['neighborhood'] = [self.cleanNeighborhoodString(nhood)] - - #extract and clean the number of bedrooms and square footage - bedroomsAndSqFt = ''.join(row.xpath("span[@class='txt']/span[@class='l2']/span[@class='housing']/text()").extract()) - item['bedrooms'] = [self.cleanBedroomsString(bedroomsAndSqFt)] - item['sqft'] = [self.cleanSqFtString(bedroomsAndSqFt)] - - #extract the title - item['title'] = row.xpath("span[@class='txt']/span[@class='pl']/a/text()").extract() - - #extract the URL of the page this listing was on from the response object - base = response.url - item['sourcepage'] = [base] - - #extract and build the link - link = ''.join(row.xpath("span[@class='txt']/span[@class='pl']/a/@href").extract()) - base = base[0:base.find('.org/') + 4] - item['link'] = base + link - - #add this item to the list of items - items.append(item) - - return items - - - \ No newline at end of file diff --git a/16-Web-Scraping/demo-files/items.py b/16-Web-Scraping/demo-files/items.py deleted file mode 100644 index 21403e4..0000000 --- a/16-Web-Scraping/demo-files/items.py +++ /dev/null @@ -1,16 +0,0 @@ -# Define here the models for your scraped items - -from scrapy.item import Item, Field - -class CraigslistRentItem(Item): - pid = Field() - price = Field() - neighborhood = Field() - bedrooms = Field() - sqft = Field() - date = Field() - title = Field() - link = Field() - sourcepage = Field() - latitude = Field() - longitude = Field() \ No newline at end of file diff --git a/16-Web-Scraping/demo-files/latlongSpider.py b/16-Web-Scraping/demo-files/latlongSpider.py deleted file mode 100644 index 8e810b4..0000000 --- a/16-Web-Scraping/demo-files/latlongSpider.py +++ /dev/null @@ -1,47 +0,0 @@ -#import the python modules you'll need -from datetime import datetime, timedelta, date -from scrapy.spider import Spider -from scrapy.selector import Selector -from craigslistRent.items import CraigslistRentItem -from scrapy import log -import pandas, re - -class MySpider(Spider): - - #name of your spider - name = 'latlongSpider' - allowed_domains = ['craigslist.org'] - - try: - #load the links from the rents dataset - df = pandas.read_csv('temp-rentals.csv') - start_urls = df['link'].tolist() - - except: - print 'temp-rentals.csv does not exist' - pass - - def parse(self, response): - - #lat-long data is stored in the div with id=map - selection = Selector(response) - maps = selection.xpath("//div[@class='mapAndAttrs']/div[@class='mapbox']/div[@id='map']") - - #create a new item to contain your scraped data elements - item = CraigslistRentItem() - - for map in maps: - - #extract the lat and long data elements - item['latitude'] = map.xpath('@data-latitude').extract() - item['longitude'] = map.xpath('@data-longitude').extract() - - #extract the pid from the url - we'll use this to match lat-long to the rest of the dataset - url = response.url - - #use a regular expression to extract pid from the string of numbers in the .html filename - pids = re.findall(r'/([0-9]+)\.html', url) - for pid in pids: - item['pid'] = [pid] - - return item \ No newline at end of file diff --git a/16-Web-Scraping/scraping-overview.pdf b/16-Web-Scraping/scraping-overview.pdf deleted file mode 100644 index bd0cb75..0000000 Binary files a/16-Web-Scraping/scraping-overview.pdf and /dev/null differ diff --git a/16-Web-Scraping/scrapy-notes.pdf b/16-Web-Scraping/scrapy-notes.pdf deleted file mode 100644 index ac1ca77..0000000 Binary files a/16-Web-Scraping/scrapy-notes.pdf and /dev/null differ diff --git a/17-Leaflet-Web-Mapping/pandas-to-geojson/dataset.js b/17-Leaflet-Web-Mapping/pandas-to-geojson/dataset.js index c56d911..f8a4f2f 100644 --- a/17-Leaflet-Web-Mapping/pandas-to-geojson/dataset.js +++ b/17-Leaflet-Web-Mapping/pandas-to-geojson/dataset.js @@ -1 +1 @@ -var dataset = {"type": "FeatureCollection", "features": [{"geometry": {"type": "Point", "coordinates": [-122.27717092, 37.87044264]}, "type": "Feature", "properties": {"issue_description": "Residential Bulky Pickup", "ticket_status": "Closed", "issue_type": "Refuse and Recycling", "street_address": "2013 Mcgee Ave"}}, {"geometry": {"type": "Point", "coordinates": [-122.26032334, 37.85406803]}, "type": "Feature", "properties": {"issue_description": "Illegal Dumping - Internet Request", "ticket_status": "Closed", "issue_type": "Streets, Utilities, and Transportation", "street_address": "2339 Prince St"}}, {"geometry": {"type": "Point", "coordinates": [-122.26221963, 37.85610895]}, "type": "Feature", "properties": {"issue_description": "Residential Cart Size Decrease", "ticket_status": "Closed", "issue_type": "Refuse and Recycling", "street_address": "2229 Ashby Ave"}}, {"geometry": {"type": "Point", "coordinates": [-122.2835005, 37.88056747]}, "type": "Feature", "properties": {"issue_description": "Commercial Special Pickup", "ticket_status": "Closed", "issue_type": "Refuse and Recycling", "street_address": "1330 Sacramento St"}}, {"geometry": {"type": "Point", "coordinates": [-122.24329468, 37.85590163]}, "type": "Feature", "properties": {"issue_description": "Residential Missed Pickup Integration", "ticket_status": "Closed", "issue_type": "Refuse and Recycling", "street_address": "57 Domingo Ave"}}, {"geometry": {"type": "Point", "coordinates": [-122.289708, 37.8627248]}, "type": "Feature", "properties": {"issue_description": "Commercial Site Inspection", "ticket_status": "Closed", "issue_type": "Refuse and Recycling", "street_address": "2403 San Pablo Ave"}}, {"geometry": {"type": "Point", "coordinates": [-122.26746529, 37.86997603]}, "type": "Feature", "properties": {"issue_description": "Commercial Special Pickup", "ticket_status": "Closed", "issue_type": "Refuse and Recycling", "street_address": "2171 Shattuck Ave"}}, {"geometry": {"type": "Point", "coordinates": [-122.24672762, 37.87018469]}, "type": "Feature", "properties": {"issue_description": "Residential Missed Pickup Integration", "ticket_status": "Closed", "issue_type": "Refuse and Recycling", "street_address": "48 Mosswood Rd"}}, {"geometry": {"type": "Point", "coordinates": [-122.28064835, 37.87088293]}, "type": "Feature", "properties": {"issue_description": "Sewer Problem", "ticket_status": "Closed", "issue_type": "Streets, Utilities, and Transportation", "street_address": "1581 University Ave"}}, {"geometry": {"type": "Point", "coordinates": [-122.26221411, 37.85983926]}, "type": "Feature", "properties": {"issue_description": "Residential Bulky Pickup", "ticket_status": "Closed", "issue_type": "Refuse and Recycling", "street_address": "2240 Ward St"}}, {"geometry": {"type": "Point", "coordinates": [-122.24720505, 37.86324343]}, "type": "Feature", "properties": {"issue_description": "Commercial Reminder", "ticket_status": "Closed", "issue_type": "Refuse and Recycling", "street_address": "2951 Derby St"}}, {"geometry": {"type": "Point", "coordinates": [-122.27764569, 37.90258868]}, "type": "Feature", "properties": {"issue_description": "Residential Cart Size Increase", "ticket_status": "Closed", "issue_type": "Refuse and Recycling", "street_address": "322 Arlington Ave"}}, {"geometry": 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"issue_type": "Refuse and Recycling", "street_address": "1181 University Ave"}}, {"geometry": {"type": "Point", "coordinates": [-122.28189104, 37.85070043]}, "type": "Feature", "properties": {"issue_description": "Residential Bulky Pickup", "ticket_status": "Closed", "issue_type": "Refuse and Recycling", "street_address": "1323 Sixty-Seventh St"}}, {"geometry": {"type": "Point", "coordinates": [-122.28550834, 37.87316849]}, "type": "Feature", "properties": {"issue_description": "Illegal Dumping - City Property", "ticket_status": "Closed", "issue_type": "Streets, Utilities, and Transportation", "street_address": "1737 Franklin St"}}, {"geometry": {"type": "Point", "coordinates": [-122.25278318, 37.86793351]}, "type": "Feature", "properties": {"issue_description": "Miscellaneous Service Request", "ticket_status": "Closed", "issue_type": "General Questions/information", "street_address": "2727 Channing Way"}}, {"geometry": {"type": "Point", "coordinates": [-122.29259302, 37.87517609]}, "type": "Feature", "properties": {"issue_description": "Residential Reminder", "ticket_status": "Closed", "issue_type": "Refuse and Recycling", "street_address": "1128 Cedar St"}}, {"geometry": {"type": "Point", "coordinates": [-122.25103214, 37.85611644]}, "type": "Feature", "properties": {"issue_description": "Residential Site Inspection", "ticket_status": "Closed", "issue_type": "Refuse and Recycling", "street_address": "2741 Webster St"}}, {"geometry": {"type": "Point", "coordinates": [-122.28023773, 37.8958909]}, "type": "Feature", "properties": {"issue_description": "Miscellaneous Service Request", "ticket_status": "Closed", "issue_type": "General Questions/information", "street_address": "671 The Alameda"}}, {"geometry": {"type": "Point", "coordinates": [-122.28086846, 37.89863567]}, "type": "Feature", "properties": {"issue_description": "Residential Lost or Stolen Cart", "ticket_status": "Closed", "issue_type": "Refuse and Recycling", "street_address": "570 Santa Clara Ave"}}, {"geometry": {"type": "Point", "coordinates": [-122.25974427, 37.86241625]}, "type": "Feature", "properties": {"issue_description": "Residential Bulky Pickup", "ticket_status": "Closed", "issue_type": "Refuse and Recycling", "street_address": "2409 Carleton St"}}, {"geometry": {"type": "Point", "coordinates": [-122.27638012, 37.86851087]}, "type": "Feature", "properties": {"issue_description": "Residential Missed Pickup Integration", "ticket_status": "Closed", "issue_type": "Refuse and Recycling", "street_address": "1717 Allston Way"}}, {"geometry": {"type": "Point", "coordinates": [-122.25360169, 37.8690543]}, "type": "Feature", "properties": {"issue_description": "Commercial Special Pickup", "ticket_status": "Closed", "issue_type": "Refuse and Recycling", "street_address": "2722 Bancroft Way"}}, {"geometry": {"type": "Point", "coordinates": [-122.26070446, 37.85869261]}, "type": "Feature", "properties": {"issue_description": "Residential Bulky Pickup", "ticket_status": "Closed", 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"street_address": "2322 Shattuck Ave", "issue_description": "Recycling - City of Berkeley"}}, {"geometry": {"coordinates": [-122.2807235, 37.86577613], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "Refuse and Recycling", "ticket_status": "Closed", "street_address": "2300 Spaulding Ave", "issue_description": "Residential Site Inspection"}}, {"geometry": {"coordinates": [-122.25826122, 37.86818272], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "Refuse and Recycling", "ticket_status": "Closed", "street_address": "2517 Durant Ave B", "issue_description": "Commercial Cart Size Increase"}}, {"geometry": {"coordinates": [-122.28615076, 37.85438772], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "Refuse and Recycling", "ticket_status": "Closed", "street_address": "2817 Wallace St", "issue_description": "Cart Repair"}}, {"geometry": {"coordinates": [-122.27245859, 37.8723028], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "Refuse and Recycling", "ticket_status": "Closed", "street_address": "1910 Berkeley Way", "issue_description": "Residential Site Inspection"}}, {"geometry": {"coordinates": [-122.27242948, 37.87044172], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "Refuse and Recycling", "ticket_status": "Closed", "street_address": "1900 Addison St", "issue_description": "Commercial Site Inspection"}}, {"geometry": {"coordinates": [-122.25526704, 37.88462712], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "Refuse and Recycling", "ticket_status": "Closed", "street_address": "1301 La Loma Ave", "issue_description": "Residential Site Inspection"}}, {"geometry": {"coordinates": [-122.25877125, 37.89313011], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "Refuse and Recycling", "ticket_status": "Closed", "street_address": "29 Latham Ln", "issue_description": "Residential Service Start"}}, {"geometry": {"coordinates": [-122.28848815, 37.86061254], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "General Questions/information", "ticket_status": "Closed", "street_address": "1115 Blake St", "issue_description": "Miscellaneous Service Request"}}, {"geometry": {"coordinates": [-122.28498522, 37.87973844], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "Refuse and Recycling", "ticket_status": "Closed", "street_address": "1410 Hopkins St", "issue_description": "Residential Customer Complaint"}}, {"geometry": {"coordinates": [-122.30109651, 37.86639131], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "General Questions/information", "ticket_status": "Closed", "street_address": "651 Addison St", "issue_description": "Miscellaneous Service Request"}}, {"geometry": {"coordinates": [-122.27976725, 37.86260072], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "Streets, Utilities, and Transportation", "ticket_status": "Closed", "street_address": "1541 Dwight Way", "issue_description": "Illegal Dumping - City Property"}}, {"geometry": {"coordinates": [-122.27694092, 37.85481277], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "Refuse and Recycling", "ticket_status": "Closed", "street_address": "2911 California St", "issue_description": "Residential Missed Pickup Integration"}}, {"geometry": {"coordinates": [-122.27820562, 37.85647683], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "Refuse and Recycling", "ticket_status": "Closed", "street_address": "1549 Oregon St", "issue_description": "Residential Bulky Pickup"}}, {"geometry": {"coordinates": [-122.2617146, 37.88828865], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "Graffiti and Vandalism", "ticket_status": "Closed", "street_address": "1132 Euclid Ave", "issue_description": "Graffiti Abatement - Internet Request"}}, {"geometry": {"coordinates": [-122.25998365, 37.87558085], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "Parks, Trees and Vegetation", "ticket_status": "Open", "street_address": "1841 Euclid Ave", "issue_description": "Tree Removal"}}, {"geometry": {"coordinates": [-122.26824876, 37.86802003], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "Refuse and Recycling", "ticket_status": "Closed", "street_address": "2272 Shattuck Ave", "issue_description": "Commercial Site Inspection"}}, {"geometry": {"coordinates": [-122.28283001, 37.89387647], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "General Questions/information", "ticket_status": "Open", "street_address": "1757 San Lorenzo Ave", "issue_description": "Miscellaneous Service Request"}}, {"geometry": {"coordinates": [-122.26644506, 37.90044379], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "Refuse and Recycling", "ticket_status": "Closed", "street_address": "626 Grizzly Peak Blvd", "issue_description": "Residential Bulky Pickup"}}, {"geometry": {"coordinates": [-122.25334764, 37.85777546], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "General Questions/information", "ticket_status": "Closed", "street_address": "2930 College Ave", "issue_description": "Miscellaneous Service Request"}}, {"geometry": {"coordinates": [-122.28175705, 37.87246614], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "General Questions/information", "ticket_status": "Closed", "street_address": "1509 Hearst Ave", "issue_description": "Miscellaneous Service Request"}}, {"geometry": {"coordinates": [-122.27290825, 37.86735238], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "Refuse and Recycling", "ticket_status": "Closed", "street_address": "2240 M L King Jr Way", "issue_description": "Residential Missed Pickup Integration"}}, {"geometry": {"coordinates": [-122.28478381, 37.8605539], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "Refuse and Recycling", "ticket_status": "Closed", "street_address": "1312 Blake St", "issue_description": "Residential Missed Pickup Integration"}}, {"geometry": {"coordinates": [-122.2722902, 37.84882695], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "Refuse and Recycling", "ticket_status": "Closed", "street_address": "1759 Alcatraz Ave", "issue_description": "Address Change - Refuse and Recycling"}}, {"geometry": {"coordinates": [-122.2905804, 37.88065932], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "Streets, Utilities, and Transportation", "ticket_status": "Closed", "street_address": "1328 Curtis St", "issue_description": "Sewer Problem"}}, {"geometry": {"coordinates": [-122.28206, 37.89745535], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "Streets, Utilities, and Transportation", "ticket_status": "Closed", "street_address": "1771 Thousand Oaks Blvd", "issue_description": "Sidewalk Problem"}}, {"geometry": {"coordinates": [-122.26457314, 37.89051404], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "Refuse and Recycling", "ticket_status": "Closed", "street_address": "1027 Cragmont Ave", "issue_description": "Residential Bulky Pickup"}}, {"geometry": {"coordinates": [-122.27902276, 37.88539564], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "Refuse and Recycling", "ticket_status": "Closed", "street_address": "1631 Beverly Pl", "issue_description": "Residential Missed Pickup Integration"}}, {"geometry": {"coordinates": [-122.29408419, 37.86503716], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "Refuse and Recycling", "ticket_status": "Closed", "street_address": "2219 Eighth St", "issue_description": "Residential Bulky Pickup"}}, {"geometry": {"coordinates": [-122.24770827, 37.85586452], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "Refuse and Recycling", "ticket_status": "Closed", "street_address": "2862 Webster St", "issue_description": "Recycling - City of Berkeley"}}, {"geometry": {"coordinates": [-122.25337179, 37.86231477], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "Refuse and Recycling", "ticket_status": "Closed", "street_address": "2645 College Ave", "issue_description": "Residential Bulky Pickup"}}, {"geometry": {"coordinates": [-122.27609884, 37.89979538], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "Refuse and Recycling", "ticket_status": "Closed", "street_address": "1929 San Antonio Ave", "issue_description": "Residential Lost or Stolen Cart"}}, {"geometry": {"coordinates": [-122.29876636, 37.86219376], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "Refuse and Recycling", "ticket_status": "Closed", "street_address": "700 Bancroft Way", "issue_description": "Commercial Site Inspection"}}, {"geometry": {"coordinates": [-122.2583077, 37.86539058], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "Refuse and Recycling", "ticket_status": "Closed", "street_address": "2485 Telegraph Ave", "issue_description": "Stray Cart Removal"}}, {"geometry": {"coordinates": [-122.27314364, 37.87442509], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "Refuse and Recycling", "ticket_status": "Closed", "street_address": "1749 M L King Jr Way", "issue_description": "Commercial Service Day Change"}}, {"geometry": {"coordinates": [-122.25103214, 37.85611644], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "Refuse and Recycling", "ticket_status": "Closed", "street_address": "2741 Webster St", "issue_description": "Residential Missed Pickup Integration"}}, {"geometry": {"coordinates": [-122.30163672, 37.87391341], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "Refuse and Recycling", "ticket_status": "Closed", "street_address": "741 Cedar St", "issue_description": "Commercial Site Inspection"}}, {"geometry": {"coordinates": [-122.28465556, 37.87616354], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "Streets, Utilities, and Transportation", "ticket_status": "Closed", "street_address": "1609 Acton St", "issue_description": "Sewer Problem"}}, {"geometry": {"coordinates": [-122.29127026, 37.86886724], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "Refuse and Recycling", "ticket_status": "Closed", "street_address": "1114 University Ave", "issue_description": "Commercial Service Stop"}}, {"geometry": {"coordinates": [-122.26703405, 37.87014665], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "Streets, Utilities, and Transportation", "ticket_status": "Open", "street_address": "2130 Center St", "issue_description": "Sidewalk Problem"}}, {"geometry": {"coordinates": [-122.26706119, 37.87110283], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "Refuse and Recycling", "ticket_status": "Closed", "street_address": "2112 Addison St", "issue_description": "Commercial Missed Pickup"}}, {"geometry": {"coordinates": [-122.2727277, 37.88242267], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "Refuse and Recycling", "ticket_status": "Closed", "street_address": "1325 Bonita Ave", "issue_description": "Residential Lost or Stolen Cart"}}, {"geometry": {"coordinates": [-122.28142286, 37.87478513], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "Streets, Utilities, and Transportation", "ticket_status": "Closed", "street_address": "1702 Eola St", "issue_description": "Illegal Dumping - City Property"}}, {"geometry": {"coordinates": [-122.26908967, 37.87504697], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "Refuse and Recycling", "ticket_status": "Closed", "street_address": "2083 Delaware St", "issue_description": "Commercial Missed Pickup"}}, {"geometry": {"coordinates": [-122.2619578, 37.88735923], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "Refuse and Recycling", "ticket_status": "Closed", "street_address": "1169 Euclid Ave", "issue_description": "Residential Service Stop"}}, {"geometry": {"coordinates": [-122.27094931, 37.86945314], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "General Questions/information", "ticket_status": "Closed", "street_address": "2180 Milvia St", "issue_description": "Miscellaneous Service Request"}}, {"geometry": {"coordinates": [-122.26830212, 37.85451639], "type": "Point"}, "type": "Feature", "properties": {"issue_type": "Refuse and Recycling", "ticket_status": "Closed", "street_address": "2017 Emerson St Com", "issue_description": "Residential Bulky Pickup"}}]}; \ No newline at end of file diff --git a/17-Leaflet-Web-Mapping/pandas-to-geojson/pandas-to-geojson.ipynb b/17-Leaflet-Web-Mapping/pandas-to-geojson/pandas-to-geojson.ipynb index 9614434..ca3bfdf 100644 --- a/17-Leaflet-Web-Mapping/pandas-to-geojson/pandas-to-geojson.ipynb +++ b/17-Leaflet-Web-Mapping/pandas-to-geojson/pandas-to-geojson.ipynb @@ -15,7 +15,7 @@ }, "outputs": [], "source": [ - "import pandas as pd, json as json, urllib" + "import pandas as pd, requests, json" ] }, { @@ -47,14 +47,9 @@ }, "outputs": [], "source": [ - "# open a connection to the URL\n", - "connection = urllib.urlopen(endpoint_url)\n", - "\n", - "# download the results\n", - "results = connection.read()\n", - "\n", - "# parse the string into a Python data structure\n", - "data = json.loads(results)" + "# fetch the URL and load the data\n", + "response = requests.get(endpoint_url)\n", + "data = response.json()" ] }, { @@ -81,7 +76,7 @@ { "data": { "text/plain": [ - "\"[u'apn', u'city', u'indbdate', u'issue_description', u'issue_type', u'latitude', u'location', u'longitude', u'neighborhood_district', u'object_type', u'secondary_issue_type', u'state', u'street_address', u'ticket_closed_date_time', u'ticket_created_date_time', u'ticket_id', u'ticket_status']\"" + "\"['apn', 'city', 'indbdate', 'issue_description', 'issue_type', 'latitude', 'location', 'longitude', 'neighborhood_district', 'object_type', 'secondary_issue_type', 'state', 'street_address', 'ticket_closed_date_time', 'ticket_created_date_time', 'ticket_id', 'ticket_status']\"" ] }, "execution_count": 4, @@ -93,7 +88,7 @@ "# turn the json data into a dataframe and see how many rows and what columns we have\n", "df = pd.DataFrame(data)\n", "\n", - "print 'We have {} rows'.format(len(df))\n", + "print('We have {} rows'.format(len(df)))\n", "str(df.columns.tolist())" ] }, @@ -135,7 +130,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "We have 925 geotagged rows\n" + "We have 983 geotagged rows\n" ] }, { @@ -156,48 +151,48 @@ " \n", " \n", " \n", - " 1984\n", - " Stray Cart Removal\n", - " Refuse and Recycling\n", - " 37.875476\n", - " -122.265276\n", - " 1783 Spruce St\n", + " 1991\n", + " Illegal Dumping - City Property\n", + " Streets, Utilities, and Transportation\n", + " 37.874785\n", + " -122.281423\n", + " 1702 Eola St\n", " Closed\n", " \n", " \n", " 1992\n", - " Residential Bulky Pickup\n", + " Commercial Missed Pickup\n", " Refuse and Recycling\n", - " 37.853446\n", - " -122.267425\n", - " 2020 Essex St\n", + " 37.875047\n", + " -122.269090\n", + " 2083 Delaware St\n", " Closed\n", " \n", " \n", - " 1994\n", - " Recycling - City of Berkeley\n", + " 1993\n", + " Residential Service Stop\n", " Refuse and Recycling\n", - " 37.896664\n", - " -122.276384\n", - " 1947 Yosemite Rd\n", + " 37.887359\n", + " -122.261958\n", + " 1169 Euclid Ave\n", " Closed\n", " \n", " \n", - " 1996\n", - " Commercial Reminder\n", - " Refuse and Recycling\n", - " 37.858846\n", - " -122.268503\n", - " 2042 Ward St\n", + " 1995\n", + " Miscellaneous Service Request\n", + " General Questions/information\n", + " 37.869453\n", + " -122.270949\n", + " 2180 Milvia St\n", " Closed\n", " \n", " \n", - " 1998\n", - " Tree Pruning\n", - " Parks, Trees and Vegetation\n", - " 37.860194\n", - " -122.263176\n", - " 2227 Ward St\n", + " 1999\n", + " Residential Bulky Pickup\n", + " Refuse and Recycling\n", + " 37.854516\n", + " -122.268302\n", + " 2017 Emerson St Com\n", " Closed\n", " \n", " \n", @@ -205,19 +200,19 @@ "" ], "text/plain": [ - " issue_description issue_type latitude \\\n", - "1984 Stray Cart Removal Refuse and Recycling 37.875476 \n", - "1992 Residential Bulky Pickup Refuse and Recycling 37.853446 \n", - "1994 Recycling - City of Berkeley Refuse and Recycling 37.896664 \n", - "1996 Commercial Reminder Refuse and Recycling 37.858846 \n", - "1998 Tree Pruning Parks, Trees and Vegetation 37.860194 \n", + " issue_description issue_type \\\n", + "1991 Illegal Dumping - City Property Streets, Utilities, and Transportation \n", + "1992 Commercial Missed Pickup Refuse and Recycling \n", + "1993 Residential Service Stop Refuse and Recycling \n", + "1995 Miscellaneous Service Request General Questions/information \n", + "1999 Residential Bulky Pickup Refuse and Recycling \n", "\n", - " longitude street_address ticket_status \n", - "1984 -122.265276 1783 Spruce St Closed \n", - "1992 -122.267425 2020 Essex St Closed \n", - "1994 -122.276384 1947 Yosemite Rd Closed \n", - "1996 -122.268503 2042 Ward St Closed \n", - "1998 -122.263176 2227 Ward St Closed " + " latitude longitude street_address ticket_status \n", + "1991 37.874785 -122.281423 1702 Eola St Closed \n", + "1992 37.875047 -122.269090 2083 Delaware St Closed \n", + "1993 37.887359 -122.261958 1169 Euclid Ave Closed \n", + "1995 37.869453 -122.270949 2180 Milvia St Closed \n", + "1999 37.854516 -122.268302 2017 Emerson St Com Closed " ] }, "execution_count": 7, @@ -229,7 +224,7 @@ "# drop any rows that lack lat/long data\n", "df_geo = df_subset.dropna(subset=['latitude', 'longitude'], axis=0, inplace=False)\n", "\n", - "print 'We have {} geotagged rows'.format(len(df_geo))\n", + "print('We have {} geotagged rows'.format(len(df_geo)))\n", "df_geo.tail()" ] }, @@ -243,17 +238,16 @@ { "data": { "text/plain": [ - "Refuse and Recycling 651\n", - "Streets, Utilities, and Transportation 123\n", - "General Questions/information 93\n", - "Parks, Trees and Vegetation 29\n", - "Business License 12\n", - "Graffiti and Vandalism 5\n", - "Environmental Services and Programs 4\n", - "Traffic and Transportation 4\n", - "Facilities, Electrical & Property Management 2\n", - "Equipment Maintenance 1\n", - "Other Account Services and Billing 1\n", + "Refuse and Recycling 694\n", + "Streets, Utilities, and Transportation 115\n", + "General Questions/information 100\n", + "Parks, Trees and Vegetation 27\n", + "Business License 14\n", + "Traffic and Transportation 10\n", + "Environmental Services and Programs 10\n", + "Facilities, Electrical & Property Management 9\n", + "Graffiti and Vandalism 3\n", + "Public Records Act 1\n", "Name: issue_type, dtype: int64" ] }, @@ -330,18 +324,18 @@ "name": "stdout", "output_type": "stream", "text": [ - "925 geotagged features saved to file\n" + "983 geotagged features saved to file\n" ] } ], "source": [ "# save the geojson result to a file\n", "output_filename = 'dataset.js'\n", - "with open(output_filename, 'wb') as output_file:\n", + "with open(output_filename, 'w') as output_file:\n", " output_file.write('var dataset = {};'.format(json.dumps(geojson)))\n", " \n", "# how many features did we save to the geojson file?\n", - "print '{} geotagged features saved to file'.format(len(geojson['features']))" + "print('{} geotagged features saved to file'.format(len(geojson['features'])))" ] }, { @@ -354,21 +348,21 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.5.1" } }, "nbformat": 4, diff --git a/18-Geocoding-and-Geolocation/geocoding.ipynb b/18-Geocoding-and-Geolocation/geocoding.ipynb index b2f5435..bfb6535 100644 --- a/18-Geocoding-and-Geolocation/geocoding.ipynb +++ b/18-Geocoding-and-Geolocation/geocoding.ipynb @@ -46,7 +46,7 @@ "api_key = ''\n", "\n", "# set the pause duration\n", - "pause = 0.1" + "pause = 0.25" ] }, { @@ -160,12 +160,12 @@ " \n", " 0\n", " 350 5th Ave, New York, NY 10118\n", - " 40.748384,-73.9854792\n", + " 40.7484404,-73.9856554\n", " \n", " \n", " 1\n", " 100 Larkin St, San Francisco, CA 94102\n", - " 37.779159,-122.415808\n", + " 37.7791156,-122.4157662\n", " \n", " \n", " 2\n", @@ -178,8 +178,8 @@ ], "text/plain": [ " address latlng\n", - "0 350 5th Ave, New York, NY 10118 40.748384,-73.9854792\n", - "1 100 Larkin St, San Francisco, CA 94102 37.779159,-122.415808\n", + "0 350 5th Ave, New York, NY 10118 40.7484404,-73.9856554\n", + "1 100 Larkin St, San Francisco, CA 94102 37.7791156,-122.4157662\n", "2 Wurster Hall, Berkeley, CA 37.8707352,-122.2548935" ] }, @@ -219,16 +219,16 @@ " \n", " 0\n", " 350 5th Ave, New York, NY 10118\n", - " 40.748384,-73.9854792\n", - " 40.748384\n", - " -73.9854792\n", + " 40.7484404,-73.9856554\n", + " 40.7484404\n", + " -73.9856554\n", " \n", " \n", " 1\n", " 100 Larkin St, San Francisco, CA 94102\n", - " 37.779159,-122.415808\n", - " 37.779159\n", - " -122.415808\n", + " 37.7791156,-122.4157662\n", + " 37.7791156\n", + " -122.4157662\n", " \n", " \n", " 2\n", @@ -243,13 +243,13 @@ ], "text/plain": [ " address latlng \\\n", - "0 350 5th Ave, New York, NY 10118 40.748384,-73.9854792 \n", - "1 100 Larkin St, San Francisco, CA 94102 37.779159,-122.415808 \n", + "0 350 5th Ave, New York, NY 10118 40.7484404,-73.9856554 \n", + "1 100 Larkin St, San Francisco, CA 94102 37.7791156,-122.4157662 \n", "2 Wurster Hall, Berkeley, CA 37.8707352,-122.2548935 \n", "\n", " latitude longitude \n", - "0 40.748384 -73.9854792 \n", - "1 37.779159 -122.415808 \n", + "0 40.7484404 -73.9856554 \n", + "1 37.7791156 -122.4157662 \n", "2 37.8707352 -122.2548935 " ] }, @@ -303,7 +303,7 @@ "\n", "# define the location coordinates (of wurster hall)\n", "location = locations.loc[2, 'latlng']\n", - "print location" + "print(location)" ] }, { @@ -344,15 +344,15 @@ " \n", " \n", " \n", - " 14\n", - " 37.868755\n", - " -122.266882\n", - " Razan's Organic Kitchen\n", + " 12\n", + " 37.868779\n", + " -122.256629\n", + " Chengdu Style Restaurant\n", " 4.5\n", - " 2119 Kittredge Street, Berkeley\n", + " 2600 Bancroft Way, Berkeley\n", " \n", " \n", - " 2\n", + " 8\n", " 37.870291\n", " -122.267111\n", " Ippuku\n", @@ -360,47 +360,47 @@ " 2130 Center Street, Berkeley\n", " \n", " \n", - " 13\n", - " 37.867668\n", - " -122.266156\n", - " Great China\n", + " 10\n", + " 37.868755\n", + " -122.266882\n", + " Razan's Organic Kitchen\n", " 4.5\n", - " 2190 Bancroft Way, Berkeley\n", + " 2119 Kittredge Street, Berkeley\n", " \n", " \n", - " 16\n", - " 37.863690\n", - " -122.258984\n", - " Kiraku\n", + " 6\n", + " 37.865924\n", + " -122.258037\n", + " Remy's\n", " 4.4\n", - " 2566 Telegraph Avenue, Berkeley\n", + " 2506 Haste Street, Berkeley\n", " \n", " \n", - " 12\n", - " 37.871683\n", - " -122.267481\n", - " Mandarin Garden Restaurant\n", - " 4.4\n", - " 2025 Shattuck Avenue, Berkeley\n", + " 9\n", + " 37.863353\n", + " -122.258992\n", + " Mount Everest Restaurant\n", + " 4.3\n", + " 2598 Telegraph Avenue, Berkeley\n", " \n", " \n", "\n", "" ], "text/plain": [ - " latitude longitude name rating \\\n", - "14 37.868755 -122.266882 Razan's Organic Kitchen 4.5 \n", - "2 37.870291 -122.267111 Ippuku 4.5 \n", - "13 37.867668 -122.266156 Great China 4.5 \n", - "16 37.863690 -122.258984 Kiraku 4.4 \n", - "12 37.871683 -122.267481 Mandarin Garden Restaurant 4.4 \n", + " latitude longitude name rating \\\n", + "12 37.868779 -122.256629 Chengdu Style Restaurant 4.5 \n", + "8 37.870291 -122.267111 Ippuku 4.5 \n", + "10 37.868755 -122.266882 Razan's Organic Kitchen 4.5 \n", + "6 37.865924 -122.258037 Remy's 4.4 \n", + "9 37.863353 -122.258992 Mount Everest Restaurant 4.3 \n", "\n", " vicinity \n", - "14 2119 Kittredge Street, Berkeley \n", - "2 2130 Center Street, Berkeley \n", - "13 2190 Bancroft Way, Berkeley \n", - "16 2566 Telegraph Avenue, Berkeley \n", - "12 2025 Shattuck Avenue, Berkeley " + "12 2600 Bancroft Way, Berkeley \n", + "8 2130 Center Street, Berkeley \n", + "10 2119 Kittredge Street, Berkeley \n", + "6 2506 Haste Street, Berkeley \n", + "9 2598 Telegraph Avenue, Berkeley " ] }, "execution_count": 9, @@ -420,7 +420,7 @@ " # append each row to the dataframe\n", " places = places.append(row, ignore_index=True)\n", " \n", - "places.sort('rating', inplace=False, ascending=False).head()" + "places.sort_values(by='rating', inplace=False, ascending=False).head()" ] }, { @@ -555,19 +555,19 @@ " 4\n", " 47.616955\n", " -122.348921\n", - " 47.616955,-122.348921\n", + " 47.616955,-122.34892099999999\n", " \n", " \n", "\n", "" ], "text/plain": [ - " latitude longitude latlng\n", - "0 34.537094 -82.630303 34.537094,-82.630303\n", - "1 35.025700 -78.970500 35.0257,-78.9705\n", - "2 39.151817 -77.163810 39.151817,-77.16381\n", - "3 38.636738 -121.319550 38.636738,-121.31955\n", - "4 47.616955 -122.348921 47.616955,-122.348921" + " latitude longitude latlng\n", + "0 34.537094 -82.630303 34.537094,-82.630303\n", + "1 35.025700 -78.970500 35.0257,-78.9705\n", + "2 39.151817 -77.163810 39.151817,-77.16381\n", + "3 38.636738 -121.319550 38.636738,-121.31955\n", + "4 47.616955 -122.348921 47.616955,-122.34892099999999" ] }, "execution_count": 11, @@ -608,7 +608,7 @@ " 34.537094\n", " -82.630303\n", " 34.537094,-82.630303\n", - " 3 Simpson Rd, Anderson, SC 29621, USA\n", + " 111 Simpson Rd, Anderson, SC 29621, USA\n", " \n", " \n", " 1\n", @@ -622,40 +622,40 @@ " 39.151817\n", " -77.163810\n", " 39.151817,-77.16381\n", - " Spiceberry Cirle, Gaithersburg, MD 20877, USA\n", + " 8200 Spiceberry Cir, Gaithersburg, MD 20877, USA\n", " \n", " \n", " 3\n", " 38.636738\n", " -121.319550\n", " 38.636738,-121.31955\n", - " 7932 Fair Oaks Blvd, Carmichael, CA 95608, USA\n", + " 7836-7840 Fair Oaks Blvd, Carmichael, CA 95608...\n", " \n", " \n", " 4\n", " 47.616955\n", " -122.348921\n", - " 47.616955,-122.348921\n", - " 249-299 Cedar St, Seattle, WA 98121, USA\n", + " 47.616955,-122.34892099999999\n", + " 225 Cedar St, Seattle, WA 98121, USA\n", " \n", " \n", "\n", "" ], "text/plain": [ - " latitude longitude latlng \\\n", - "0 34.537094 -82.630303 34.537094,-82.630303 \n", - "1 35.025700 -78.970500 35.0257,-78.9705 \n", - "2 39.151817 -77.163810 39.151817,-77.16381 \n", - "3 38.636738 -121.319550 38.636738,-121.31955 \n", - "4 47.616955 -122.348921 47.616955,-122.348921 \n", + " latitude longitude latlng \\\n", + "0 34.537094 -82.630303 34.537094,-82.630303 \n", + "1 35.025700 -78.970500 35.0257,-78.9705 \n", + "2 39.151817 -77.163810 39.151817,-77.16381 \n", + "3 38.636738 -121.319550 38.636738,-121.31955 \n", + "4 47.616955 -122.348921 47.616955,-122.34892099999999 \n", "\n", - " address \n", - "0 3 Simpson Rd, Anderson, SC 29621, USA \n", - "1 5340 Sumac Cir, Fayetteville, NC 28304, USA \n", - "2 Spiceberry Cirle, Gaithersburg, MD 20877, USA \n", - "3 7932 Fair Oaks Blvd, Carmichael, CA 95608, USA \n", - "4 249-299 Cedar St, Seattle, WA 98121, USA " + " address \n", + "0 111 Simpson Rd, Anderson, SC 29621, USA \n", + "1 5340 Sumac Cir, Fayetteville, NC 28304, USA \n", + "2 8200 Spiceberry Cir, Gaithersburg, MD 20877, USA \n", + "3 7836-7840 Fair Oaks Blvd, Carmichael, CA 95608... \n", + "4 225 Cedar St, Seattle, WA 98121, USA " ] }, "execution_count": 12, @@ -666,6 +666,7 @@ "source": [ "# tell geopy to reverse geocode some lat-long string using Google's API and return the address\n", "def reverse_geopy(latlng):\n", + " time.sleep(pause)\n", " geolocator = GoogleV3()\n", " address, _ = geolocator.reverse(latlng, exactly_one=True)\n", " return address\n", @@ -760,7 +761,7 @@ " 34.537094\n", " -82.630303\n", " 34.537094,-82.630303\n", - " 3 Simpson Rd, Anderson, SC 29621, USA\n", + " 111 Simpson Rd, Anderson, SC 29621, USA\n", " Anderson\n", " South Carolina\n", " \n", @@ -778,7 +779,7 @@ " 39.151817\n", " -77.163810\n", " 39.151817,-77.16381\n", - " Spiceberry Cirle, Gaithersburg, MD 20877, USA\n", + " 8200 Spiceberry Cir, Gaithersburg, MD 20877, USA\n", " Gaithersburg\n", " Maryland\n", " \n", @@ -787,7 +788,7 @@ " 38.636738\n", " -121.319550\n", " 38.636738,-121.31955\n", - " 7932 Fair Oaks Blvd, Carmichael, CA 95608, USA\n", + " 7836-7840 Fair Oaks Blvd, Carmichael, CA 95608...\n", " Carmichael\n", " California\n", " \n", @@ -795,8 +796,8 @@ " 4\n", " 47.616955\n", " -122.348921\n", - " 47.616955,-122.348921\n", - " 249-299 Cedar St, Seattle, WA 98121, USA\n", + " 47.616955,-122.34892099999999\n", + " 225 Cedar St, Seattle, WA 98121, USA\n", " Seattle\n", " Washington\n", " \n", @@ -805,19 +806,19 @@ "" ], "text/plain": [ - " latitude longitude latlng \\\n", - "0 34.537094 -82.630303 34.537094,-82.630303 \n", - "1 35.025700 -78.970500 35.0257,-78.9705 \n", - "2 39.151817 -77.163810 39.151817,-77.16381 \n", - "3 38.636738 -121.319550 38.636738,-121.31955 \n", - "4 47.616955 -122.348921 47.616955,-122.348921 \n", + " latitude longitude latlng \\\n", + "0 34.537094 -82.630303 34.537094,-82.630303 \n", + "1 35.025700 -78.970500 35.0257,-78.9705 \n", + "2 39.151817 -77.163810 39.151817,-77.16381 \n", + "3 38.636738 -121.319550 38.636738,-121.31955 \n", + "4 47.616955 -122.348921 47.616955,-122.34892099999999 \n", "\n", - " address city \\\n", - "0 3 Simpson Rd, Anderson, SC 29621, USA Anderson \n", - "1 5340 Sumac Cir, Fayetteville, NC 28304, USA Fayetteville \n", - "2 Spiceberry Cirle, Gaithersburg, MD 20877, USA Gaithersburg \n", - "3 7932 Fair Oaks Blvd, Carmichael, CA 95608, USA Carmichael \n", - "4 249-299 Cedar St, Seattle, WA 98121, USA Seattle \n", + " address city \\\n", + "0 111 Simpson Rd, Anderson, SC 29621, USA Anderson \n", + "1 5340 Sumac Cir, Fayetteville, NC 28304, USA Fayetteville \n", + "2 8200 Spiceberry Cir, Gaithersburg, MD 20877, USA Gaithersburg \n", + "3 7836-7840 Fair Oaks Blvd, Carmichael, CA 95608... Carmichael \n", + "4 225 Cedar St, Seattle, WA 98121, USA Seattle \n", "\n", " state \n", "0 South Carolina \n", @@ -845,7 +846,7 @@ "source": [ "## Part 4: Reverse geocoding to FIPS\n", "\n", - "We'll use the FCC's Census Block Conversions API to turn lat/long into a block FIPS code. FIPS codes contain from left to right: the location's 2-digit state code, 3-digit county code, 6-digit census tract code, and 4-digit census block code (the first digit of which is the census block group code). Now you can join your data to tract (etc) level census data without doing a spatial join.\n", + "We'll use the FCC's (very slow) Census Block Conversions API to turn lat/long into a block FIPS code. FIPS codes contain from left to right: the location's 2-digit state code, 3-digit county code, 6-digit census tract code, and 4-digit census block code (the first digit of which is the census block group code). Now you can join your data to tract (etc) level census data without doing a spatial join.\n", "\n", "- Documentation: https://www.fcc.gov/developers/census-block-conversions-api\n", "- Example request: http://data.fcc.gov/api/block/find?format=json&latitude=37.861055&longitude=-122.256463" @@ -902,7 +903,7 @@ " 34.537094\n", " -82.630303\n", " 34.537094,-82.630303\n", - " 3 Simpson Rd, Anderson, SC 29621, USA\n", + " 111 Simpson Rd, Anderson, SC 29621, USA\n", " Anderson\n", " South Carolina\n", " Anderson\n", @@ -924,7 +925,7 @@ " 39.151817\n", " -77.163810\n", " 39.151817,-77.16381\n", - " Spiceberry Cirle, Gaithersburg, MD 20877, USA\n", + " 8200 Spiceberry Cir, Gaithersburg, MD 20877, USA\n", " Gaithersburg\n", " Maryland\n", " Montgomery\n", @@ -935,7 +936,7 @@ " 38.636738\n", " -121.319550\n", " 38.636738,-121.31955\n", - " 7932 Fair Oaks Blvd, Carmichael, CA 95608, USA\n", + " 7836-7840 Fair Oaks Blvd, Carmichael, CA 95608...\n", " Carmichael\n", " California\n", " Sacramento\n", @@ -945,8 +946,8 @@ " 4\n", " 47.616955\n", " -122.348921\n", - " 47.616955,-122.348921\n", - " 249-299 Cedar St, Seattle, WA 98121, USA\n", + " 47.616955,-122.34892099999999\n", + " 225 Cedar St, Seattle, WA 98121, USA\n", " Seattle\n", " Washington\n", " King\n", @@ -957,19 +958,19 @@ "" ], "text/plain": [ - " latitude longitude latlng \\\n", - "0 34.537094 -82.630303 34.537094,-82.630303 \n", - "1 35.025700 -78.970500 35.0257,-78.9705 \n", - "2 39.151817 -77.163810 39.151817,-77.16381 \n", - "3 38.636738 -121.319550 38.636738,-121.31955 \n", - "4 47.616955 -122.348921 47.616955,-122.348921 \n", + " latitude longitude latlng \\\n", + "0 34.537094 -82.630303 34.537094,-82.630303 \n", + "1 35.025700 -78.970500 35.0257,-78.9705 \n", + "2 39.151817 -77.163810 39.151817,-77.16381 \n", + "3 38.636738 -121.319550 38.636738,-121.31955 \n", + "4 47.616955 -122.348921 47.616955,-122.34892099999999 \n", "\n", - " address city \\\n", - "0 3 Simpson Rd, Anderson, SC 29621, USA Anderson \n", - "1 5340 Sumac Cir, Fayetteville, NC 28304, USA Fayetteville \n", - "2 Spiceberry Cirle, Gaithersburg, MD 20877, USA Gaithersburg \n", - "3 7932 Fair Oaks Blvd, Carmichael, CA 95608, USA Carmichael \n", - "4 249-299 Cedar St, Seattle, WA 98121, USA Seattle \n", + " address city \\\n", + "0 111 Simpson Rd, Anderson, SC 29621, USA Anderson \n", + "1 5340 Sumac Cir, Fayetteville, NC 28304, USA Fayetteville \n", + "2 8200 Spiceberry Cir, Gaithersburg, MD 20877, USA Gaithersburg \n", + "3 7836-7840 Fair Oaks Blvd, Carmichael, CA 95608... Carmichael \n", + "4 225 Cedar St, Seattle, WA 98121, USA Seattle \n", "\n", " state county fips_code \n", "0 South Carolina Anderson 450070112021073 \n", @@ -994,21 +995,21 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.5.1" } }, "nbformat": 4, diff --git a/19-Spatial-Analysis-and-Cartography/data/ca_utm_11/ca_utm_11.dbf b/19-Spatial-Analysis-and-Cartography/data/ca_utm_11/ca_utm_11.dbf index 3304e4c..98fbce2 100644 Binary files a/19-Spatial-Analysis-and-Cartography/data/ca_utm_11/ca_utm_11.dbf and b/19-Spatial-Analysis-and-Cartography/data/ca_utm_11/ca_utm_11.dbf differ diff --git a/19-Spatial-Analysis-and-Cartography/data/ca_utm_11/ca_utm_11.shp b/19-Spatial-Analysis-and-Cartography/data/ca_utm_11/ca_utm_11.shp index a529cb5..2889b21 100644 Binary files a/19-Spatial-Analysis-and-Cartography/data/ca_utm_11/ca_utm_11.shp and b/19-Spatial-Analysis-and-Cartography/data/ca_utm_11/ca_utm_11.shp differ diff --git a/19-Spatial-Analysis-and-Cartography/data/ca_utm_11/ca_utm_11.shx b/19-Spatial-Analysis-and-Cartography/data/ca_utm_11/ca_utm_11.shx index ee1a58f..27d68d4 100644 Binary files a/19-Spatial-Analysis-and-Cartography/data/ca_utm_11/ca_utm_11.shx and b/19-Spatial-Analysis-and-Cartography/data/ca_utm_11/ca_utm_11.shx differ diff --git a/19-Spatial-Analysis-and-Cartography/projection-mapping-california.ipynb b/19-Spatial-Analysis-and-Cartography/projection-mapping-california.ipynb index 79ceffc..cb785ba 100644 --- a/19-Spatial-Analysis-and-Cartography/projection-mapping-california.ipynb +++ b/19-Spatial-Analysis-and-Cartography/projection-mapping-california.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Basemap to project California data" + "# Using matplotlib basemap to project California data" ] }, { @@ -82,9 +82,9 @@ "outputs": [ { "data": { - "image/png": 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BxNWR0BWxIhpyRtNXik6n485/+SrH2x38/g9/0LIUcQ1kTleI0dP8lWIwmfjCd3/E8y++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\npDs1NcW2bduW9D1lWSa2cJTacRxmZ2c5e/YspmkSDAapq6vD5/Mt2fV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+ "image/png": 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J0q/egYceeUQRu0TIzNHqBaIWShgcyHqnbPry15CYmY2nfvYzRfwGIjNDoUvUQgk5I+ud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\nKOqACyLoCkLRKK9LkAuHyU1MkDAMJhSFfysro1XTCNs2aUVhbzQKrsu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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -147,9 +147,9 @@ "outputs": [ { "data": { - "image/png": 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iQFt6vZ6amhpef/11HA4Hc+fO1bokEeW0atkT96F7uqWZZXfdcUOfW15RTsuR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\nrta1tmMicfLkyZK4cqYYTNPENM0VOcghSRJVVVVLyzmJRIL+/v6lpY3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jo9HliCRis9kkdGOh+UQ9pWNKr/vnIpEI//iBD/CDHz/GGW+AUVNm8oUv/j92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\nj8ffeOOKmqIv9gxz5pijssFBznR0UJfPU+s4jCkK//zaaxx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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -196,21 +196,21 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.5.1" } }, "nbformat": 4, diff --git a/19-Spatial-Analysis-and-Cartography/spatial-analysis-cartography.ipynb b/19-Spatial-Analysis-and-Cartography/spatial-analysis-cartography.ipynb index 3720689..ee51a48 100644 --- a/19-Spatial-Analysis-and-Cartography/spatial-analysis-cartography.ipynb +++ b/19-Spatial-Analysis-and-Cartography/spatial-analysis-cartography.ipynb @@ -368,7 +368,7 @@ " 15\n", " Hawaii\n", " Pacific\n", - " (POLYGON ((-160.0738033454682 22.0041773479577...\n", + " (POLYGON ((-160.0738033454681 22.0041773479577...\n", " \n", " \n", " 1\n", @@ -377,7 +377,7 @@ " 53\n", " Washington\n", " Pacific\n", - " (POLYGON ((-122.4020153103836 48.2252163723779...\n", + " (POLYGON ((-122.4020153103835 48.2252163723779...\n", " \n", " \n", " 2\n", @@ -419,8 +419,8 @@ "4 5 ND 38 North Dakota West North Central \n", "\n", " geometry \n", - "0 (POLYGON ((-160.0738033454682 22.0041773479577... \n", - "1 (POLYGON ((-122.4020153103836 48.2252163723779... \n", + "0 (POLYGON ((-160.0738033454681 22.0041773479577... \n", + "1 (POLYGON ((-122.4020153103835 48.2252163723779... \n", "2 POLYGON ((-111.4754253002074 44.70216236909688... \n", "3 (POLYGON ((-69.77727626137293 44.0741483685119... \n", "4 POLYGON ((-98.73043728833767 45.93827137024809... " @@ -454,18 +454,17 @@ { "data": { "text/plain": [ - "array([u'Hawaii', u'Washington', u'Montana', u'Maine', u'North Dakota',\n", - " u'South Dakota', u'Wyoming', u'Wisconsin', u'Idaho', u'Vermont',\n", - " u'Minnesota', u'Oregon', u'New Hampshire', u'Iowa',\n", - " u'Massachusetts', u'Nebraska', u'New York', u'Pennsylvania',\n", - " u'Connecticut', u'Rhode Island', u'New Jersey', u'Indiana',\n", - " u'Nevada', u'Utah', u'California', u'Ohio', u'Illinois',\n", - " u'District of Columbia', u'Delaware', u'West Virginia', u'Maryland',\n", - " u'Colorado', u'Kentucky', u'Kansas', u'Virginia', u'Missouri',\n", - " u'Arizona', u'Oklahoma', u'North Carolina', u'Tennessee', u'Texas',\n", - " u'New Mexico', u'Alabama', u'Mississippi', u'Georgia',\n", - " u'South Carolina', u'Arkansas', u'Louisiana', u'Florida',\n", - " u'Michigan', u'Alaska'], dtype=object)" + "array(['Hawaii', 'Washington', 'Montana', 'Maine', 'North Dakota',\n", + " 'South Dakota', 'Wyoming', 'Wisconsin', 'Idaho', 'Vermont',\n", + " 'Minnesota', 'Oregon', 'New Hampshire', 'Iowa', 'Massachusetts',\n", + " 'Nebraska', 'New York', 'Pennsylvania', 'Connecticut',\n", + " 'Rhode Island', 'New Jersey', 'Indiana', 'Nevada', 'Utah',\n", + " 'California', 'Ohio', 'Illinois', 'District of Columbia',\n", + " 'Delaware', 'West Virginia', 'Maryland', 'Colorado', 'Kentucky',\n", + " 'Kansas', 'Virginia', 'Missouri', 'Arizona', 'Oklahoma',\n", + " 'North Carolina', 'Tennessee', 'Texas', 'New Mexico', 'Alabama',\n", + " 'Mississippi', 'Georgia', 'South Carolina', 'Arkansas', 'Louisiana',\n", + " 'Florida', 'Michigan', 'Alaska'], dtype=object)" ] }, "execution_count": 7, @@ -475,7 +474,7 @@ ], "source": [ "# what's in our shapefile?\n", - "print len(states)\n", + "print(len(states))\n", "states['STATE_NAME'].unique()" ] }, @@ -541,10 +540,10 @@ { "data": { "image/svg+xml": [ - "" + "" ], "text/plain": [ - "" + "" ] }, "execution_count": 10, @@ -589,7 +588,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 12, @@ -598,9 +597,19 @@ }, { "data": { - "image/png": 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Gx8pdicv172Nib/Xr12fZsmWcO3eOhg0busQYlBSMEqhx48ZMmjQJDw8PTpw4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\nM2RlZdntPW0lBUM4hYcffpj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2g9l1mIymfKNoPahDWKsBCx3YWN3511lZSji76GkXUp7PxtfOTi/joEcIQboh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\n8gFCiK1CiJ1CiJ+FEIlVrhmFEP8RQhwQQqQKIe6sL3kuR64qdf4rhKj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iO/COlPKGM9SvthTBu3fv5oMJ7zFt+gxCA70I8nZj2ZaD6HUKqpSoqkTg2qNs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\nD2//SGiwL6Yaa5NX3ezQNpJ/v/EQZrOZhLOsAHox0NiS2im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kRRNwc7KntKcdpdxtOXPsIF27dmHt2rVZepbMYGNjw6xZsyhbtiy1atXi2rVr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\nGKqqN4vIdODPQGEvrZfTJ/6YcObMGVLTUsNPBWJ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DVmvhbdG8efN4/PHHS7WuBWG1Wrly5QouLi64urqWeX4VCTWxUI4EBQWxfdcenhj/KuvO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\nNgmtLl0dHaRBCNmuRQ3p6+0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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -963,35 +992,35 @@ " 34.537094\n", " -82.630303\n", " 2205.22\n", - " POINT (3810700.428966678 1355670.344562949)\n", + " POINT (3810700.428966676 1355670.344562951)\n", " \n", " \n", " 1\n", " 35.025700\n", " -78.970500\n", " 2392.86\n", - " POINT (4130004.501077836 1467971.140232016)\n", + " POINT (4130004.501077835 1467971.140232016)\n", " \n", " \n", " 2\n", " 39.151817\n", " -77.163810\n", " 2414.71\n", - " POINT (4191992.744538558 1950989.928778354)\n", + " POINT (4191992.744538555 1950989.928778355)\n", " \n", " \n", " 3\n", " 38.636738\n", " -121.319550\n", " 73.35\n", - " POINT (418673.1364585953 1987565.730143212)\n", + " POINT (418673.136458593 1987565.730143214)\n", " \n", " \n", " 4\n", " 47.616955\n", " -122.348921\n", " 673.62\n", - " POINT (606046.7645739054 2972874.652640361)\n", + " POINT (606046.7645739028 2972874.652640363)\n", " \n", " \n", "\n", @@ -1006,11 +1035,11 @@ "4 47.616955 -122.348921 673.62 \n", "\n", " geometry \n", - "0 POINT (3810700.428966678 1355670.344562949) \n", - "1 POINT (4130004.501077836 1467971.140232016) \n", - "2 POINT (4191992.744538558 1950989.928778354) \n", - "3 POINT (418673.1364585953 1987565.730143212) \n", - "4 POINT (606046.7645739054 2972874.652640361) " + "0 POINT (3810700.428966676 1355670.344562951) \n", + "1 POINT (4130004.501077835 1467971.140232016) \n", + "2 POINT (4191992.744538555 1950989.928778355) \n", + "3 POINT (418673.136458593 1987565.730143214) \n", + "4 POINT (606046.7645739028 2972874.652640363) " ] }, "execution_count": 23, @@ -1054,45 +1083,45 @@ " 34.537094\n", " -82.630303\n", " 2205.22\n", - " POINT (3810700.428966678 1355670.344562949)\n", - " 3810700.428967\n", - " 1355670.344563\n", + " POINT (3810700.428966676 1355670.344562951)\n", + " 3.810700e+06\n", + " 1.355670e+06\n", " \n", " \n", " 1\n", " 35.025700\n", " -78.970500\n", " 2392.86\n", - " POINT (4130004.501077836 1467971.140232016)\n", - " 4130004.501078\n", - " 1467971.140232\n", + " POINT (4130004.501077835 1467971.140232016)\n", + " 4.130005e+06\n", + " 1.467971e+06\n", " \n", " \n", " 2\n", " 39.151817\n", " -77.163810\n", " 2414.71\n", - " POINT (4191992.744538558 1950989.928778354)\n", - " 4191992.744539\n", - " 1950989.928778\n", + " POINT (4191992.744538555 1950989.928778355)\n", + " 4.191993e+06\n", + " 1.950990e+06\n", " \n", " \n", " 3\n", " 38.636738\n", " -121.319550\n", " 73.35\n", - " POINT (418673.1364585953 1987565.730143212)\n", - " 418673.136459\n", - " 1987565.730143\n", + " POINT (418673.136458593 1987565.730143214)\n", + " 4.186731e+05\n", + " 1.987566e+06\n", " \n", " \n", " 4\n", " 47.616955\n", " -122.348921\n", " 673.62\n", - " POINT (606046.7645739054 2972874.652640361)\n", - " 606046.764574\n", - " 2972874.652640\n", + " POINT (606046.7645739028 2972874.652640363)\n", + " 6.060468e+05\n", + " 2.972875e+06\n", " \n", " \n", "\n", @@ -1106,12 +1135,12 @@ "3 38.636738 -121.319550 73.35 \n", "4 47.616955 -122.348921 673.62 \n", "\n", - " geometry x y \n", - "0 POINT (3810700.428966678 1355670.344562949) 3810700.428967 1355670.344563 \n", - "1 POINT (4130004.501077836 1467971.140232016) 4130004.501078 1467971.140232 \n", - "2 POINT (4191992.744538558 1950989.928778354) 4191992.744539 1950989.928778 \n", - "3 POINT (418673.1364585953 1987565.730143212) 418673.136459 1987565.730143 \n", - "4 POINT (606046.7645739054 2972874.652640361) 606046.764574 2972874.652640 " + " geometry x y \n", + "0 POINT (3810700.428966676 1355670.344562951) 3.810700e+06 1.355670e+06 \n", + "1 POINT (4130004.501077835 1467971.140232016) 4.130005e+06 1.467971e+06 \n", + "2 POINT (4191992.744538555 1950989.928778355) 4.191993e+06 1.950990e+06 \n", + "3 POINT (418673.136458593 1987565.730143214) 4.186731e+05 1.987566e+06 \n", + "4 POINT (606046.7645739028 2972874.652640363) 6.060468e+05 2.972875e+06 " ] }, "execution_count": 24, @@ -1137,7 +1166,7 @@ "data": { "image/png": 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dZx2r563GoizSVVNMa21tJsCJRMyUCMEgXHqpCXKmclxcYaHpNmqxTF6XzcpK\nE+SBCTKTk8enuIwQQkwF6e0uxCjYLDbW56xn0/xNZLgzpro5Z6jrrBu0XN5WTjAcZEn6EtwON71h\nM3WH2+4GoDPQybkmavb4PbEgD+B46/HYHJTAoH27ert46shTPH7gcX575Ld4A14AdlTtoNXfSjAS\n5KTnJKXNpRd0ja2+Vv5S9hfquuoobyvnhVMv4LA6uHHJjazLXkeCPYG8xDwcVgcX5VwU229oUD6a\nID0QDtDsa44tB8NBmr39yxZlGTThfVJcEomORCraKyjzlMUy9A6rg4LkAq5aeNWFXLoQE2rtWrDb\nzWOLxSynpEyP4ic22+SOywuFBi+Hw8NvJ4QQM4Fk9GaQ3bW7qe6sZmXmSpZmjq3qo5jdVmatpKyt\nDK01dV11pMSl8KuDv+Kaomu4a/ldWLDwk90/QSlFclwyl+Rdcs7CLAMndB+67lDjIXbX7UYpxXvy\n38Pp7tN09nYSCAd4pfwVXi1/lauLrh4UGAKxsX3nq9XfiqY/wGzvaScUCZHhzuDBLQ/yasWrVLZX\nsixjGe9d8N7YdgtTF3JRzkWc9Jwk3h4/qm6bdoudorQiWv2thCNhrMrKhrzB9eUvK7iMguQCesO9\nzE+aT3egmwMNB2LdORMcCXxg+QemXfZXiKFKSuAjH4HDh02XyfXrzTi9uSgryxSlAVOUJkVmOxJi\n2tDa9Diw22UM7Wipc93VH5cTKKUn+hyj1eZvwx/ykxWfNePGwj13/Dl+V/o7IjqCVVn5zCWf4eLc\ni6e6WWKcnGw9ydPHnsYX9HHt4mu5NP/SM7aJ6AhvVL9BVXsVyc5krlp4FQmOhNhzL516iR1VO+gJ\n9rAscxlKKVKcKdy14i4AjjQdYWftTjLdmdy05KYRJ09/q+YtDjcdBsyk75fmX0pnbydPHn4yto1C\nkZWQxanWU7xc9jL1XfVkxWeR6kqlN9RLuiudpZlLyYrP4taSW0l3p5/3a9Te084fSv8Q64aZFZ/F\nbUtvO+/jjaTF18Jfyv6Cx+/h0vxLuSj3onNuX9tZyy/2/YLytnI0GitWUpwpzE+ezy0lt1CUVjRh\nbZ0ulFJoreXjd5Sm0+djJAJNTSajlZ7eXwRlLursNK9DUtLkVhoV48/nM2MuAwEz9nSyxnqK8RcM\nwokTpiKv3Q7FxTPv79RUfEbOmT9hh5sOx8YwpbnSuKXklvOqPDhVdtbujFXwC+swb1S/IYHeLNEd\n6ObR/Y/WBmIeAAAgAElEQVRS1VEFQNmeMjLdmWcEBqXNpRxrOQaAv9vP61Wvc0PxDYDpSnh98fVk\nJ2Szp35PbJ9QpL8f0vzk+SQ4Ekh3p48Y5AFsmr8Jl81FXWcdifZEdlTuIM46uPSeRpOXkMevDvyK\nms4avEEv3YFuvE1eUpwprMxcSYu3hU+s+8QFBXlg5gi8ccmNHG0+SpwtjvU56y/oeCPJcGeMaZ7A\n5LhkchNzSXGm8LkXPzfoucONh/neNd8jzS1jccX00dYGf/2rCfI2bYLs6VtIeFIlSRJ+1qishF4z\ncoHWVjMGNWP6jb4Qo3D6tAnywAR9dXWwePHUtmkmmDOB3t76vbHHHr+HU55Tg8bYTHcpzhSqO6oH\nLYvZwR/00+Rtii1HdIRTbafOCPS6A93DLocjYZp9zThtTorTi/nTsT9R11mH2+7mE+s/AUB9Vz0v\nnHyBsA5jt9i5ccmNZMVnnbVNoUiI77/1fZ449ATBcJDO3k7W56wnzZVGUVpRbGqJvMQ8/CE/le2V\nVLdX0xvuxWqxYrPYiLfHE4gE6A52E++IH/ProrU+o3tpdkL2tJjWoqG7gVOeU7jtblbPW43NYiMx\nLpGrF11N4Y8Kz9j+Fwd+wSc3fJKN7o2T31ghhhEMwi9/CR3RmWPKy+GTnzTz1QkxWwwdczl0Wcwc\nkci5l8ciGDTdQB0zJ99z3uZMoDe02p9VTYNR5mPwsbUf44dv/5CGrgaK0or4wPIPTHWTxDhJc6WR\nFZ8Vy+glOhLJS8yjuqMaX9BHQXIBbrubhSkLOdx0OJbZLUotMvPInTDzyIHJQmUnZBNvjyfOFkdD\ndwPFwWJeLnuZ7kA3LruLNn8bb1W/xW3Lzt7t8bWK13jy8JN0Bbro7OlEoylvLyfZmYw34GVL4Ras\nysrC1IV8/63vU91RjcViQYc0wXAwNi4tFA6R7k4fNKfdSCraKthRtYNQJMSaeWvOGBs3GrvrdnOk\n6QhOm5MrF145rsFhq6+V3xz6DSc9JwlFQrwn/z18bN3HAFiQsuCs+xUkF4xbG4S4UC0t/UEegNdr\nxqYtWjR1bRJiOIGA6U4bFzf2saMZGSYTBKa4kFRQnbnmzYP2dlMgyWKBnJzzO86RI7B/vwn0Skpg\nw9i/YswocybQ21ywmW0V2wjrMHmJeSxOm1n53sz4TL551TeJ6MgFl6gX04vVYuWLl32RXx/6Nd6A\nl0vzL6W7tzvW1dhlc3HHsjuYlzCPW0tupaazhhRnCotSF3Gs5VgsyAOTuS5MKSTVZT7NTnef5ndH\nfseBhgO0+lt58uCTBDHTAtiwEfx68MwGYap49mXTFIqIjqCi3cpddhdL0pfEtlVKYbfaCUVCxNnj\nsGAh052JzWJjbc5aHlj3wKhfi3AkzLbKbbEup/sa9lGQXMC8hHmjPkZ1RzX7G/YDEAwEeaX8FT6y\n+iOj3r9Ps7eZE60ncNldsawdmLF4h5oOxYqubK/azi0lt8S6ptqxx17jPvHET4tMpBB9kpPNF+e+\nbm02mxnDJMZXQ4MJUlwuyMub3Aqis0FPDxw71l/9ND/ffOEfrdxck6UOBMx7fi5kcGYrlwtWrAC/\nH5zO8/td+v39QR7A8eOwcOHs7s47ZwK9RamLyE/KpzfUS4Ij4ZwVB6czCfJmvuG6JKY4U/jUhk/F\nln+x7xexx/6Qn4r2ClZmrSQzPpPM+MzYc0PfD5nxmShUrDplJBIhpEMUphTy7NFnBwUgIUKs+uEq\nDn3+0BltTHens6VwC8+deI54RzwWLBSlFZHqTOVDqz40aNvbl97Obw79hhZ/C/aQnZS4FK4ruo4N\n+Ru4aclNsYIxoxGMBAeNKwQzGfxYDK3u6Q/6h33Nz6W9p53nTjwXa0uTt4nrFl8HmGqazd5mfEEf\nqa5UsuKz6OztJN2dzo6KHWQnZVPTWTPoeOX/UD6maxBiorndcMcdsGOH+RJ9+eVSYXK8tbSYcURg\nJqKPREwxEDF6Hs/gKS6am8cW6IEJ8MTsYLf3TwVzPsLh/iCvT3D4+92zxpwJ9MBMTD6TCrCI2edg\n40H21O1BKcXmgs2DMmMDuWwu2nraqO+qR2vNpvmbht2uKLWIk60nqeuqw6Is3LzkZhIcCdR21pLi\nTKHV18qBxgO47K4zgg+Awx2HBy2fbD1JWVsZbrubaxZdw8U5F+N2uLlywZXYrDZcdtcZweWi1EV8\n7b1f4yd7foIv4OPOFXdyz8p7yE3KPevr0Bvq5cVTL9LkbSLdnc7WRVtJikvCaXNSlFpEWVsZYALg\n3MSzH2c4fV1d+wK+JelLxnxjp76rflDAWdPR/9r1VSP1Br247W7+Zt3fxDKOn33xs7T6WomzxqG1\npiCpgIOfOojL7qI31MtJz0lsFhvFacWjKogjRqaUygceB+YBEeBnWuv/UEp9HfgboG8A7Fe11i9G\n9/kK8HEgBHxOa/1ydP164FHACTyvtf58dL0jeo6LgBbgg1rr6uhz9wFfAzTwTa3149H1hcCTQBrw\nDnCv1npajRBavFiKGUwkr3fwsu/CZpiZk4ZWPZ0OczuKmScUMl3VbTZzs6XKjJQhM9NMqTKbzalA\nT4ip1N7TzgsnX6C2sxaLstAd6GZ+0vxhx69dUXgF33nzO3h8HuYlzONgw0GWpC/BZrFxpOkIXYEu\nClMKyU3M5YbiG+js7STOFofT5gSIdRPMT8qntrOWVn8ruYm5VHVVnbV9NR01bKvcFlsuTCnkQ6s/\ndNbt+5S3lbP39F4C4QBaaf549I/kJeVx98q7B23Xl1XrDnTzn7v/k0NNh7Bb7azKWsUb1W/EKohe\ntfAqFqUuIhgJUphSiN06ttt3brub25feTkV7RSxwHE5PqAeH1RELXLXW7KzdGZts3h/y47KZ383A\n4kdPHHyCrPgsvEHzLS4QCcQmou8OdBPWYZNRVdAV7KLJ20RuYi7PHH8mNrdgmaeMG5fcOKbrEmcV\nAr6gtd6vlEoA3lFK/SX63A+01j8YuLFSahlwF7AMyAdeUUoVR+c5eAR4QGu9Ryn1vFLqWq31S8AD\ngEdrXayU+iDwXeBupVQq8M/AekBFz/2M1roD+A7wfa3175RSj0SP8V8T/FqIaSQx0WT1+iSMvnOD\niMrMNNnQ9nbTVU8yomKsQiHT/bevm3pBgRmLHA6b7tSz/eaBBHoM35VOiJFEdARf0Ifb7h5Vl9om\nbxNHmo/Eiql4G730hHqGDfTi7fGsyFzRHxwFu2n1tVLWVkZpcylg5sW7aclN5CTmkOwcvm+K0+bk\njmV3xIKWjz790UHPX5HTP3n4wMqfAI3djSNeE0BvuJeqjiqCEdP/IaIj7Knbw53L74xlrXbX7eZg\n40Gsyorb7sbT4wEgGA5S2V7J/KT5seMppViYunBU5z6beEc8K7NWDvtcIBzg+ZPP0+Rtwmlzcv3i\n68mMz+RE64lYsRuLsmBXdjLcGViVlQgRfn3o1+Qk5Ji/FYpYJdHEuER6Q704rA6uLLySXx/6NWHC\nWLCwdt5avEEvjd7GQRPI13XV0R3oHlO3VjE8rXUD0BB93K2UOgrkRZ8e7g/7rcCT0exapVLqJLBR\nKVUFJGqt++YneRy4DXgpus/Xo+t/D/xH9PG1wMvRwA6l1MvAdcBTwFVA3/wcjwEPIoHenJKWZrqJ\ndXSY8UUyfcXYKQVFReZ1lK9p4nx0dPQHeWCm2Vi3bu68n+Z0oBeOhHm14lWq2qtIjEvkmqJrSHPJ\naHQxss7eTh7e8zDv1L+DzWLjbzf8LZsLNp8z4LMqKwmOBDp7OwFT1GTovHR9XHYXdos9FjxZlIV4\nR/ygKTY0mtrOWnISz116SimF2+7m3jX3srd+Lw/vfpgQIZYkL+H+jffHthta8GTocl+AOvQaF6Ys\nJN2VzilOAZDiSiEpLikW5DV0N8SKo0R0hHdPv0uGO4PTXaeJ6AgaTUlGyTmvYawC4QAVbRVYLVYW\npS4a1ObDTYdjQW1PqIc3a97ktqW3Ud1Rza7aXQTCAdJd6WzI28Ady+5gR+UOjrceB+BQ0yHWzFvD\nmzVvEogEyInPYV7CPB478Bhuu5tvve9bBMNBDjUdoiitiJtLbqYguSBWuKWPzWI76+9enL9od8m1\nwNvAZuB/K6XuBfYCfx8NyPKAnQN2q4uuCwG1A9bX0h8w5gE1AFrrsFKqQymVNnD9wGMppdKBNq11\nZMCxxtYHWcwK6enmR1yYvi/lWpsCN16vyZBOx+A5GDRFd2Z7pmg6qasz2XO73RRX6ZtIvbHRVF1t\naTH/D5Uyv5u5EuTBHA/0SptLqWyvBMwX99erXue2pWcvOS9En6cOP8Wfjv6Jms4atNaUt5Xznau/\nw5bCLWfdJzshm4tyL6K+sx6lFMXpxWeddsBhdXBN0TXsrN1JOBLm4tyLSYpLItWZOmg+vbHOp/jd\nq7/LxryNNHQ3kORM4qqFV8Wey0/K56qFV1HeVk6CI4ENuf01h480HWFn7U601mzI28Da7LWx51x2\nF9+48hv83zf/LxXtFRSmFHL/2vsBE0h19Xad8TokxSWxLnsd3YFubii+gdXzVo/pOs4lFAnx7PFn\n8fhN1vBk60muL74+9nwwHDxjezDVNPset/pbUdFkUFfAtL/N38aR5iNkuDN4//L3syF3AwrF4WYz\nztEX9LG7fjeP3v4opzyn8If8LExZGMvaXTb/MvbW78VqsfLegveOuUuqOLdot83fY8bcdSulHga+\nobXWSql/Bb4PfGK8TjdO2/Dggw/GHm/ZsoUtW7acX4uEmAMaGqC+3jzumx5kOgV7VVUmqFDKdBGc\nzdUcp4v2dvO+ANNNs7zcVOdsaoLa2v71LS3mvTKZU8hs376d7du3T94JhzGnA72h1fzGWt1PzF0V\n7RU0+ZpimZq6rjp21e46Z6AX74jn1pJbOdx0GLvFzrqcdefsMpyXlHfGfIlXFF7BG9Vv0NnbycKU\nhRSnF4+p3XG2OO5eeTcdvR247e7YmL4+i9MWnzH1iC/o46kjT9HmbyPeEU9YhylMKRwUZKY4U/jX\n9/3roP36ipZEIhG8QS+JcWYCpDXZa9g0fxNt/jaSncmx8W0AVe1VlDaXEmeL45K8S85rovXG7sZY\nkAdQ01kzqJvkssxlHG89Tk+oB4Vizbw1sddmbfZaWn2tOG1OlmUuI6IjdPV28VbNW9R31ZPoSKQk\nowS33R2rbDpQMByMBfFDrchawYqsFWO+HjEypZQNE+T9Umv9DIDWunnAJj8Hnos+rgPmD3guP7ru\nbOsH7lOvlLICSVprj1KqDtgyZJ9tWutWpVSyUsoSzeoNPNYgAwO9iRaJmC+gc+lutphdursHLw8t\neDOVurr6x2RqDdXVpvvuuabUiERM1ikYNNvKOM7hRSJmqg2H48wCPYHA8Mter7kZ0NBgfh+LFsHa\nteZYodCZx5kIQ2/ePfTQQxN/0iHmdKC3OG0xR5qPxL6sL89cPsUtEtNZbWctj+1/DJfdxaqsVfxa\n/zr2XIIjYVTj9DLcGecMBkfitru5puia894fzLx9Y+mifLDxIOVtZnqAtp42tNZndEUcqtnbzOEm\nk+myWCy47W7ek/8eEhwJFKYUopQ6o8upx+/hL+V/iXUR9fg9ZwS6ZxPRETPe0eY6I0tqVdZBv5uk\nuCTuXH4njd5GkuKSYq/FyqyVsYDQoiz8+eif+eSzn0Qrzeb5m/EGvViVlUx3Zuy4SzOWctJzkkA4\ngEKNa2ZSjMkvgFKt9Y/6ViilsqPj9wDuAPpKzD4LPKGU+ndM18vFwO5o5q9DKbUR2AN8FPjxgH3u\nw3QJvRN4Lbr+JeCbSqlkwAJcDXw5+ty26LZPRfd9ZnwveWwqKkypeqvVfOFJSprK1oyOz2fmvUpI\nMHP+CZGQYOYlHLgMJsCqrjbThhQXT023yUhk8LLWZ5byH6qiwmSkwFzD0qXmGkS/UAjeessE0omJ\nJlgb+PcrOdlkefum4eibDzQuznTb7PsdtLfDE0/Arl3mGGvWwMUXT+61TIU5HeilulK5Y9kd1HfV\nkxSXNOYy7jNFs7eZAw0HSHensy5n3VQ3Z0by+D28/6n30+QzY7uWpC3h/cvezyvlr6BQrM1Zyw2L\nb5jiVk4Mf9BPmistliWzWWxkuM/dH2XoXHh9Y+XOlaFr8bXEgjwwr3k4Eh5xGoIWXwsvnHwBf8hP\nhjuDG4tv5NL8S9lbv5dAKEBPpIdfHfwVme5Mri++HqfNicvuojClcNBxVs9bTVZ8Fo/vf5yHXnsI\nn+6vhV7mKePTGz5NTWcNER0hzZXGmuw1uO1u7lx+J03eJpKdyTLGdwoopS4DPgwcUkrtw0xz8FXg\nQ0qptZgpFyqBTwJorUuVUr8FSoEg8KloxU2ATzN4eoUXo+v/G/hltHBLK3B39FhtSql/wYwB1MBD\nWuu+qjtfBp6MPr8veowp4fGYHzBfhiorYfU0vyfR2mraCSYjUlIiX4CF6XqnlMnWxMebOfXq6+Hx\nx+Hll00QeNFF8KUvmRsak5m9TkoygWdf1jEra+SAc2DQqrUJZuR9PtiBAyaIB2hrM5Olb9zY/3xc\nHCxbZp6z2/vHxKalma6zfr9Zf8OQr2h/93cwf/7Y52WcaeZ0oOcNePm3v/4b5e3lLM9Yzlfe+5VZ\nN26mobuBf9nxL3T0ms7sNxbfyD2r7hlhLzHUn0/8ORbkAZzwnOB7V3+P25beRkdvB4UphWet8jjT\n5SbmsjxzOR6/B601VxZeOWL2cl7CPHITc6nvMoMpStJLRuyGmenOxKqshHW4f/kcQV5ERwiEA7xV\n8xb+kB8wQd+hpkNcnHsxq+et5pXyV2LZyGZfM+/Uv8NlBZfRG+rlt0d+y5HmIxQkF3DXirvIcGfg\nsDr48ds/HhTkAbT3trOnfg/rc9dzW8ltZCVkxV6DeEc8Cx0XViVUnD+t9ZvAcG+UF4dZ17fPt4Fv\nD7P+HWDVMOt7MVMyDHesRzHB4dD1FcAlZ2vDZBo44fRwy9NR84COt5GIyXYUFExde8T0oNTgMXla\nw9tvw2OPmW56Vits325uDNxzD+Scu1bZuCsuNoGexTK6bpgu1+Dup67hh+3PCm1tpvplcvLYrrOr\n69zLYIK9oWM14+JMYZauLvjFL87c59//HT772dG3Y6aa04Het/76LV6tfBUwY66cdidfuuxLU9yq\n8fVG9RuxIA9gW+W2aRHo9YR68Aa8pDhTZsTE0VnxWShUbFyWVVnJis9idfY0vy0+CuFIODb5t81y\n5p+EkowSwjpMXWcd6e70QYVYzsaiLNxQfAP1XfVYlXXEyqBgMuzXF1/P3vq9/KH0D+yo3MFXX/0q\n39jyDe5ceeegbZu9zbx46kX8IT8VbRUUJBfE3kcDi630hnoH7dcbNst/OvYnXip7CegvwvLZSz5L\nY1fjoP8vAykUhcmF1HbVkp04jUb/CzGC1FQzTqVv7MpMuIM9NBMyGeNpxMxTWQlvvGG65fX2mveN\nzWbGvfX2jrj7qJw+bY7vdJoM0HDvxdOnTWZxrEVYFi0y2apg0OwzE7pUDxSJmIqXfr+5htRUM/eh\nfUjOpK6uv2DK6dOmi+pog72cnP5xjEpBYeHo9lPKBN4eDxw+PPw2c6FYzpz+01neXj5o+WTrySlq\nycSJtw/OogwtvjEVajpq+Ev5XwhFQqQ6U7m55OZp0a5zubboWq4tupZtlduwKAsfXfPRWfFlv8xT\nxg92/oCuQBcLkhfwd+/5u2G7Hy7PXD7mMawWZSE/KX9M++Qm5rL/9H6eOvJUbNzb/c/cT05iDpsX\nbI5t92bNm7EsXoIjgdPdp8lPysdpc8ba2eprxaIstPnbSHWlYlXW2HM1HTWDztvkbSIUCbEodRFp\nrjS6g0NG/AMZ8RkopbCq6X9jQoiBbDbTtamryzxOTJzqFo1s/nw4dcp8WU9ImBnBqZhcWpsv8RkZ\nkJLSnwXuG6eXMrai1MNqaemv8unz9Rf1GMjv79+mrwhLSsrobk44HLB48cjbTVfV1aab9bFjZrxh\neroJxK6+evD1e/rroxGJmOzeaAO9oiITwLe3m9/1cIGe1uZ30Nlp/r7lR796KGXa9KUvweuvD94n\nPX1wG7q6zO8yMXF2ZVZHHegppSyYcQi1WutblFKpmEHmCzDjH+7qmzR2pliZuTLWrQuYlYUUrim6\nhkNNhzjachS3zR0rez+VdtXuio3hautpo7S5lPU566e4VeemlOLhGx/mdPdpbBYbWfFZU92kMQmE\nA4QioUEVLgEePfBoLINV0V7Bs8ee5f5198ee11qzv2E/jd5G5sXPY2322nNWCu0TDAfxBX0kxiWO\nqkjNQG/UvBHLymk0veFefnnwl4MCvYFZu8z4TIpSi1ictpis+CxcdheN3Y08d+I5IjqCw+ogJyGH\nyxdcHptYfkHyAl6vep2wDpMcl8yi1EU8f/J5Grob+NDKD/GjXT/CH/HHztFXnTPDnSGVM8WMZLOZ\nu+0zhdMJK1eaL4Xnqloo5i6lTOYoKwtuvhnefdd0S77lFrjttvEJ9HqGFGP3+8/cZmhXaK3NurmQ\nhfb5+sf9am16DbS2mgzeggX929ntg6tjOhyjP4fNNnIwXFcHpaVmSgWA5cth/YCvlZdcYm52HT1q\nluPizDQMfT0Hmpv7xwFaLLBkiRkDOhuM5W34Oczg9b7E8peBV7TW31VK/SPwFfqrjc0I/7j5H4mz\nxXGi9QSrslbxtxv+dqqbNO6sFitf3PRFOns7cVgdZ523bTI1+5o52nSUvKQ8Ul2p6JHKUk0TSqkZ\nWbDnj6V/5Jnjz2BRFrYu2sqHVn0oFqwN7do4cIqRfaf38fSxp6nuqKY4vThWgGWkgj6763bzw10/\npM3fxtp5a/nnLf88pvddcWoxr/LqoOkLhmYZ12SvYUflDjQap83JxbkXx4I4gLK2slhhl3hHPL3h\n3tjzgXCA3nAvRalFvHP6HQ6cPsCRpiPcUnILBSkFLExbyGN3PEZdRx2/OvArNuRv4OPrP05JRsmo\nq6sKIcaHBHniXPqyay4XbNhgKikWF49fEZakJNNtEEwg09kJBw+aGxELF5oAJj5+cBGWlJTZXSVW\n6/7XNyFh8BhDZ7Rz1tDXv7DQZPwCAXPDaby7THZ09Ad5YObPKynpD9b+8AfTKyAx0dw8Sk012dq+\nrrJDxwR7PHMs0FNK5QM3AN8EvhBdfStwRfTxY8B2ZligZ7PY+IdN/zDVzZhwSqlBX4Kn0h9K/8C/\nvfFvtPjMZDOX5F7CXSuGrXEgxkFDdwNPH3+aiI4Q1mFeLnuZTfM3sTDVFA9538L38eThJwlGgjht\nTrYWbeVE6wkauxs52HiQtp42gpEgx1uOk5qfSqO3cdDxw5EwPaEe3HY3Sim6A918/63v89fqv9LR\n08Ffq//K8dbjPHnnkziso7uF909b/onXKl7jZNtJMyddajGXF1w+aJsl6UtId6XT2dvJvIR5Z2Qq\nhy4P7MLc6mvFH/Jjt9p5s+ZNNJp6bz1Hmo/wrfd9i1RXKvGOeD6/6fN8ftPnR/1aCyGEmBwNDaYI\ni89nxsTdfvvw3e0CAdP91+0+vykXkpJMNqm9vb8ISDBoHnd0mOq1cXEmuOzoMAFO8jh83QoGTcap\nryvhwoVTf9PD64Wysv6xeAsX9o9Z3LjRTBbvdkNenvkZyOk0GbULFQ6bn6EZwfh4814oLzev06WX\nDp7uwucz0zT0revtNZnHwkKzvd0+OFs7m7Kxo72Ufwe+CAx8+87TWjcCaK0blFIzqy+bmBI/fvvH\neANegqEgESLsqtnFg9sf5EfX/2jkncWY+YP+QVMWhHV4UNbu2sXXsiB5AY3eRpZlLGN71XYeP/A4\nTd6m2Nx3Hr+HsA4T1mHmxZuBMj2hHl44+QL/c/J/SHGm8J7893Bzyc14A15OtJ6gzd9GhAho2F2/\nm1fLX+X64utH1ebshGweuekRdtbuxGqxkhyXTKr7zD5n6e500t3pwx5jVdYqWn2t1HTWkOJMYXNB\nf7fPvqzci6deHJQ1jBDhT0f/xAPrH2BZxjh8IgkhhBh3fr8pud8XeFVWmsBj+ZBh5B0dJjDR2nyR\nX7p0bF0G+yQnm5+aGhMgdHaa8WB9k3f3dfMbz67RtbX9GcL2dlPAZGjwNNkqK02QB2aMXVKSyczl\n5pqf7m4TTCUlTUxQ2tFhArlIxGQSi4v7z5OdbcYJNjSY3/XBg3Dddf37XnutqcZ6+rQJ+C+6yPzb\nl3ksKDDvlZ4e87ueTWOCRwz0lFI3Ao1a6/1KqS3n2PSs/e8efPDB2OOhs8TPRFprKtsrCUaCFKYU\njjpTIcyYq55QDyHMGL0e3cMjex/h0rxLuWf11FcDnW3yk/JZnrmc0uZSAIpSiyhOLx60zdLMpSzN\nXEpPqIeH9zxMVUcVWmt8QR/5ifkUphbiC/oIR8J4/B58QR8vl73Mz979GR6/B4Wizd/GguQFrM1Z\nS6IjMRZAKRQOi4P23vYz2nYumwo2EYwEafI2kZ2QzcW5Y5vV1Gqx8r5F7xv2ucS4RK5aeBUP73r4\njOey47O5beltZMZnjul8c9X27dvZvn37VDdDjFFXl+lGFQqZCnnz5091i85fKGSux+mcXQUUxNkF\ng4OzNX1jw4aqr++fLDsYNF378sdWH2yQ1FTTxc/jMcdNSjLtaG4e/25+Q68nGBx+u8kUCp17eTTT\nSVyI6ur+33t3t8nIZWb2P5eaan4PWpvt2ttNNrSz0/zev/tdM9eixWIykAsW9Ad6cXFn3iiYLUaT\n0bsMuEUpdQPgAhKVUr8EGpRS87TWjUqpbKDpbAcYGOjNBk8ceoLnjj9He087xenFfO29XxtV+XgB\nn9n4GT7yx48MWheMBPnmG9/kmsXXnDVDI86P3WrnHzb9A3vr9xLRES7Nu3TYKRQA7BY7zT7TUV0p\nhdvuxmqxcmPxjRxoPIBFWShrK6Mr0EVFewXegOmYr9E0ehvx9HiwWWx84T1f4AsvfwGP34PT5mRR\n2oUX5HUAACAASURBVCIuy79sTO12WB1cXXT1hV38OSxKXcRPbv4Jl//icsKYkfR2ZeeRmx6RIG8M\nht64e+ihh6auMWLUysv7v6Q1NZkvrOPR3Wyy9fbCtm1mrI1SprtWUdFUt0pMtL4qrG1t5gt9fPzw\n2a6h48QudNxeQoIZ99XbazI/feO7JqKbX3p6f0ZPKTP592gEgyYbGAyaY6SP41eqrKz+6qI22+ja\n5POZgMxqNVm3C8n0DQzuwQR0Xq/5fbhc5hx9GVu73Zzr6NH+YH/+fPjMZ8zfPotl6rvCTpYR355a\n668CXwVQSl0B/L3W+l6l1HeB+4HvAPcBz0xgO6eNJm8Tzxx7hupOU55n3+l9PHXkKT5/qYzlGY0P\nLP8A/7nnP9lRtSO2TqHo6u3C4/dIoDcBHFYHm+ZvGnE7q8XK6qzV7K7fjdaaREciWxdtPaNyZouv\nhdyEXBIcCXR3d2O32EmKS4pNGH9TyU3YLDZerXwVt83NA+seoCBlcmY6PtZyjKr2KlKcKVyUexE2\ni43G7kZ6w73kJuYOCnI3zd/Ei/e+yIPbHkQpxSM3PkJOktywEbNbX0XAgaZDtuB8VFSYIA/Mde3f\nPz3GMomJZbGYoivz5plAIjt7+ClD8vPNFB3hsMn4jkd3vPh4U83x1CkT7CUkmHnexrvSZkaGCVp8\nPnNtw2UMhwtYysv7A8SuLnOM8ZpOJSfHXG8gYILcoXPlDdXbC8ePD87CLVkytnNGIqbLaHe3eb2V\nMgGd02mu/9gxs53Vat4Thw6Z12rr1v7pMPq0tppgdTaNvxuNC7ncfwN+q5T6OP8/e+8dHtdZ5v1/\nn+lVM6Peuy25yY5rbCfEcRI7djoJSQiB8G6ABZZ3YYHlBwu8STYsZV86y8K7QCChpgBpxMSJHdux\nHXdbLnJTb6ORNJKm9/P8/rh1pqiOpJHVzue6fHnmzJkzz5yZM3q+z33f3xtoAbAgHDXcQXe0NQAA\nhHk4mtY2Fxp/zzSMMdyx6A6ctp6GM+gEQJGkckv5nHG09Ia8UMvV8+7zFriAH97+Q3z74LdhdVtx\nfeH1eGj5Q3AGnJAxWbTWL9+YD61CizR1GjxBDyxaCz674bPRz08hU+DOqjtxZ9Wd13T8DX0NONBC\njXJaHC3wh/1odbTixboXKbXUXIKvv+/rqMqsAkAp2FvLtuLW8luv6TglJGYSxmgSKbrMKZVzM5oH\nJE7ixtomMbtwOikap1KR+JqMMJfLx69ZMxiAFStIEKhUqXPiVKuBZctirT+83pjw8/spnbCgYGLN\nz202WrRQKimlUK2m5490DM5pkaO/n16/uJjenygM4xGFYqqYyLHc7sQonMuV6NiZDJ2d9D7DYfrM\njUaqB9TrgQsXaB/xfOh0wC230O/ZokWxBu0i4wnT+cqEhB7nfD+A/YO3+wAsuBmSWC+0q34XwkIY\n+cZ8rMpdNe8m/dPJg8sfRH1fPQ62HKRG3eYSPHP3M9CrZreXrTfkxauXXsVAYABahRbbK7cj1zBy\n0/RztnN4rvY59Hp7saFgA3Ys2oESc8mI+84GjnUcw/Pnn4cAAdsqtiUYp2TqMnF75e24Yr8CnVIH\np9+Jbxz4BhwBB/IN+dhWvm1WfHaiI2iPpwenrKfw29rfot/fD2/IC4PKgPq+evz+7O/x1fd9FW3O\nNuqjJ0SwMncl1hesn+HRS0hcG8T6osJCmjiZTHN3AlRZSQYKAwP0XpYvn5yzosS1w+0mUSQKcr+f\norDThVyeuu/EwABFhdLTqR5MFKhiqmRrK/XyC4Von3vuSa7uy+mkYwB0PhoaEp8XCtF1K5PRIs3A\nAIkfgPrHvfMOtZkQH4tEqMWD0Ti5ujmxoTlj9D4nK5DFVgsiavXox3K5SJjJZCSSxef6fBTR8/ko\nErdsWUxsKhR0XsTPxWCg57tcdB7FiK/TSccrvjaJRbOOBRbAnDo6pQ7/tP6fsDZ/LTpcHVietRyr\n82d3s+/ZRompBE9vfRoXe6hz5fWF10OtmN1NZ9qd7fjV6V/hqv0qDCoDanJqcLD1IG4svhEHWw8i\nJISwLGsZjGojbG4bvnv4uzhlPYV+fz92N+zGex3v4Vd3/QoK+eiX3Et1L+F4x3FYtBZ8bPXHon3r\nphtP0IOfn/g5ghGq/n6x7kUszVqaIEwL0wpRmFaIYCSIT73+KbQ52xASQrD77DCqjbi57OZrMtax\nyNJloa6nDruu7oIn6IHT70RACECn1MEb8iJLn4WwEIYn5MH+5v2IcMpfO9N1BiWmEuQY5pHNloTE\nCJw5A+zaRavjFgvw2GNzV+QBNPadO2mSJ0ZAJGY3YlRHxOmcubFMhPZ24MABEkFyOXDjjTFjl0iE\nrqm2NhJIej3df+89SlUcL1VwaFP2+PtieqJozuJwxNw9W1uBEycoRVKvp9fTaimi6PFQ+uJETWI4\nB65cifXGs9spOjYZ9HpqX9DdTedsNKEVDJL4F6N/Hg9FYhkjkSu2PQiHYxFLMZra0UHvf2AgsT5X\nLqfHpZpdSeiNCuccnpAHWoV2WLTOrDFje+X2GRrZ/CBbnw21XI03rr6BF+texPaK7bPaBONw22GE\nIlTI4g66YXVZYVKb8GbDm/CH/YgIEfzX8f9CVUYVztnO4d3Wd9Hn7YMAAb6QD2esZ3Ck40iCzX88\nB5oP4OVLLwMALvRcwMnOk/jIyo/gxpIbYdaYE/b1hryQMRncQTe8IS/yDHlQyic/W7N77VGRB1BD\n8QH/AEowPALJOYfdZ6fIXsAJDnLnrLDM/K8pB0cwHMSAbwDdvpg3VDAQhCFiQJY+Czn6HGgV2qjI\nEwlEAkMPJyExr+AcOHgwZsLS3099yG6d43k5MlnMeU9i9qNLbHE6Z5xS42vNIhHg6tWY0MvNJQEi\nk5E40elitWTJILYjEI9vjvuT73YnOnA6HGQq4vfTGNrb6Zru6aF/JSUU2ROdJyeKx5PYAN3ppNca\nGp1LlmQMYfz+xLGGQvRPrC8U369GQ+fK5wN+/nPgyBF67J57KHrndFKGQmHh5NpozFckoTcEgQvY\nXb8b/338vxHhEdxSfgs+svIj1yy6slAIR8L4xoFvwOq2AgBOdJ7Af2z9j1mRAjgSAheQrc9Gp6sT\nwUgQHBzLs5fjaMdRAIDdZ4cn6IE/7IfVZYUn5EGER8DBERbC8IV98IV8ox5fNPfxhXzo8fZALVfD\n6rZid8PuhIbyR9qP4ETnCZyznUOXpwsauQZ6lR73VN2DG4pvmJSZTZY+C8WmYrQ6aAwZ2oxoHdtQ\n1Ao11uathdVtRYYsAwaVAdsqtkGlmPlf1YMtB3G4/XCCyBNhYLhz0Z1Ykr0EWqUWlemVqO+rB0Dv\nd67Uh0pITJaRUqZSVbMkIZEsJhNNzvv6aDI+V1p7xAuHQICid6dOUYpmSQmlFGZkAH/7G4kzk4nM\nQZIx/tBoyM3TbqfnpqdT8/G+vuGpl6KzpEJBxivNzRQx0+lI7IRCJHgslslF64eOdyKCdSzcborm\narWJQhaIOWaKJlFqdWzsWVmxtEzG6P3eeSe9d5GDB4FPfpLef0lJap1G5wOS0IvD6rTi4699HH+v\n/zsiiICB4XjncWgUGnx63adnenjzijZnW1TkAeTk2DTQFHVunG2szV+Lfc37sCZvDQQu4P1L3o+C\ntAK0OlphdVuhkCmgkquQpk6DQWWAUWVEKBJCRIhAo9BAr9SP2QuuJqcGuxt2RyNrYu2fw++I7tPn\n68P+5v04130Oe5r2wB/yQ6PQwKK1IE2VBmfAiUdWPDLhelGtUovPb/w83mp4CxEewfaK7dAoRl++\n+9INX0K2PhuXey+jMrMS91TdM6HXmw445zjUdgiuoGvEx/VqPdLUacgzkKvmzaU3o8JSgZAQQomp\nZNSWExIS84mbbgJef50iABkZwLp1Mz0iiYVIdjb9m42I0bOhEaFVqyg90OGg6NLixRQ1s9sp6pSR\nQWmK//iPZKyi0UxMcDAGvPUWCZiBARI2Ys1pRQWJH7k81vutr4+i8mYzReDkcqpZVShIOC1ePH4D\nd9HkxGyOCSuNhsR3RwfdLy6eenq300nRR5GiosTPX6mk8XZ303vLy4stQmk0JKI9Hmp2/j//kyjy\nAMpMuO8+2q+1VRJ6Q1mQsxtXwIVjncfgDrhRai5FTU4Ner292PH7HTjbfTba7JmDo9fbi/3N+yWh\nNwRnwInDbYfhC/mwNGvpqBGg0bBoLVDL1dGUOYVMgSzd7M2/qUyvRLY+G56gB5m6zGiq5I5FO3Ch\n+wJCQgg1OTVod7ZjadZS+CI+XOq5BH/Yj2JTMR5c9iAs2tF/dWtyavDPG/4Z7zS9g/r+eqzMWQkA\nCXVyYSGMpoEm9Lh74A66EYqE4A/74Qv7cLH3IsrTy+ENeWFUT9xiK1OXiQ+uSK5hvUquwifWfiLp\nY7sCLkR4ZFgK6nSgVWihZEqEeKJf/MrcldhcvBkrclYAIPfX2WyOIyExHaxYQRNFp5MmWlJ6k8R8\nR4y+BYP03R+rZq2zk8QEQOmPJXF/IoxGiiRFIuT2GN8sPL49SThMokSsPUxGdAQCwJ49wPHjJB57\neiiVs6yMxhsIUIPveNLTKY1RoSBhpFKR0MzMpPrB4uLR3UzFViTd3STytFpgyZKYoEu1EBeNY0T6\n+oYfX6ej8Yt4vST2tFoal9kMHDsWE6BD6e6m9yu57g5nwQk9u9eOX53+Fc7aziIQDiBNnYZNRZtg\n99ph99mjIk+Eg6PUXDozg53FvFn/Jvr9dPXub9kPk8Y0qgPlSJg1Zjy++nG8eOFF+CN+3Fd136w3\nw0hTpyFNnVjtr5ApsDJ3ZfR+MBKEnMnRNNCEVy+9ClfQhXxjPu5YfMe4x1+bvxZr89fC7rXjat9V\naBXahAhnli4LWbosXOy5CLVcjXAkDDa47CVGEGdb6usp6ymc6DwBgJqUT1crA8YYtldsx4WeC6hI\nr0Cbow3+sB86lQ4PLn0QX9z8RVRnVk/La0tIzCVGs2yXkJhvRCKUXtnYSAKgrg7YsWNksRcKxUQe\nQK0OsrISawoZI2FlsQCnT1OtmMFAIknk6tVYVLC5mYTK0LrEofT3x8QiYzTueNEy0nhraoCNG4FD\nhyjaV1ICbNtG9WlDUyOHUl9P54Jzeu2yMopUZk5ThdJIC0qXL9N5slhitY4ARUv376fzbzRSJFU0\ncSkpGb29g7hPvlSFMYwFJ/Qu9V5Cr7cXwUgQ7c52qOQq9Hh7onVUQ1EyJb72vq/NwEhnL5xzDPgH\nErb1+/onJPQAYGPhRniCHjT2N6LF0YJLvZfm/GRcJadftMr0Snx+0+fhC/mgkqsmlE6ZocsYsdaO\nMYZPrPkEQkIo2mBepVDBorWgzFKGnYt2JjQ2n2kC4UBU5AFAY38jOl2dk66Hc/gdaOhvgE6pQ1VG\nVVTkijy4/EHImAwnrSeRb8xHvjEf91bfK7U+kZCQkFiABAIk3uJbObS1AdUjTDPG6snodJJoi0Qo\nEsUYiSm9noReby8JjNZWElEmE7VI+OxnSQzefDOwd+/o41QqqaVAXh6NNzeXxE96Om1fPkJFi1YL\n3H03idHTp2nb6dMj9xb0+eh9RyIUYXQ6KdUzHKZ/YuuCVME5Re0iERJyubl07sUavXgnTZuNtomR\nz7q6WI9Pp5MEYW4ujTc9HXjgARKIBw/GXu/OO+lffv7cMfe5liw4oaeSq6BT6uAP+yFAgMDJFTHH\nkINlmctwovMEvBHyb1XL1XjifU8klQpn99oR4RFk6bKGTUDnG4wxFKQVoN1JjV8UMgXyjHkTPk6r\noxVNA01gjIGD42DrQSzOWDyrxMpU0SpT+6tTZCrCEzc9gZtKbsKBlgOweWxYlbMKGwo3YEnWkvEP\nkAIELuBw22H0+fqwOnc1Ck2FI+43NDoO0CLBZHAFXPjrpb9GaxitLuuILR0eWPYA3lf6PgQjQeQZ\n8iSRJyEhIbFAUakSjURkMtomCFRbJwgkMBQK2p6VFRMZopADKCIoGoV0ddEx401SgkESdm43iZz6\neqrVE3nnHTJmqa0dPkank8ZhNpNY6e6mCFtl5fgmKP39NF5xytndTWJv69bYPpxTlFGMGHq9dLug\ngFJVw2ESSEOjgA4HPWYyTVwENjeT0APofC1Zktgr8dy5xP0DcabX8Smx4n3OSfD5fJTCWlND0Ue/\nnz6jjIzx6xEXMgtO6K3MXQmr2wqH3wFP0AOLxgJf2AetQosPrfwQHl7xMPY07cHh1sNQK9U4bj2O\nfl//mPVVh9sO43z3eQBAqbkUt5XfNu/F3m3lt6HWVgt/2I/FGYsnVX8lcGHYfc45ML9P3ZTRKrXY\nsWhHQlPza8lva3+LtxvfBgfHrqu78NX3fRWFacPFnkahwXW51+F0Fy03lphKJh3Na3O2JbSAaOhv\nGLV3X7Z+llb5S0hISEhcMxQKYNMm6i8XDlOUrLCQhJhr0Lerp4eEiNjnTWxNIIo8QYiJPBGjkQxT\nRCwWiuYBdPyjR4eP5ezZ4du6umI1ZzIZjWP1BNoyq1SJY1Mqh481EkmsIQRI2LlcJOJyc4fXy7W3\nU6RNfI3q6uQNWcRonojoAhpfq2gw0PGVShKpJlPsseJi4OJFGgNjFC09epTGvGYN7aPRUD2fena3\nX541LDihp5KrcHfV3bi1/Fb8+75/x7O1z2LAPwCz2gylXImdlTvhCrhQZCbP3w5XB/547o/49PqR\nzVg8QU9U5AFA80AzbB7bhNMY5xpKuXJMF8lkKDYVI0efA5uHflFW562edREYgQvwBD3QKrWSM+Mg\nh9oORaN1rqALR9qO4IFlD4y477qCdViUsQhhIYwMbcakF0AMKsOY9yUkJCQkJIaSlUWRMrEvWzgc\nE3kARZPEdgjA8Ho6mYxEit1O91UqqhXLyqLn6fX03L6+WEpk7ijTv0gkMUrX2xu7LQh0jJFSL0ej\nsJAMlgYG6LhZWdSmQTxeV9dwkSeXU4roaM3LAYoMigSDydXvuVzUEiISoUhjfIQtvkavu5vep8dD\n527FisQaRNGUJSMDePFF4NVX6TOTy4GPfQz44AdT1/JhobBgZ6497h48c/oZ2H12CBDQ5e3Cc2ee\nQ113HZxBJ5RyJcJCGK6ACyc7T45aPzbSxHU+pR5OJ3KZHHdV3QWb2waVXDWpHnDTSZ+3D99773vo\n9nYjz5CHz6z7DLINUrTIoDTAG/JG75s0pjH2RkrcNotNxViTtwYXey9Cq9BiS+mWYftc7LmIFkcL\nQpEQlmUvQ6m5VLoWJSRSQH091fhotVQvNLS3l4TETCIIFBkLBCgFcagokcli0R+5nO4HAhRVCocp\nohUfVQqHSeBoNLRvaSk9Hg6TgFEohpsalZdTfV0wSK6XOh2lSYoUFlL0MF4EKhSJaYtDo2ahEL0v\nsTZwqBGJXA5cfz2JJbud3rs4pqamWNRREKi+TUxPHS86p1AMF4ih0NjPa2yMpV2q1XRbrU4cdyRC\nvyNALFV0aFP3YJB+XyIRqmv0+egzCIdJ+H34wyRSU1lTON9ZsKfKE/LAGXBCQOxb5gl7cKHnAkrM\nJYgIEQz4BmDRWrA4czEOtBxApi5zWON0nVKHtflro6YTVRlVUurYBJAx2aTq+64Fz519Di2OFgBk\nJPJS3UujRnYXEv9w3T/gl6d/CX/YjyWZS0ZNoUw1a/LXYE3+mhEfu2K/gjfr38QzZ55Br7cX2bps\nfGHTF/BozaPzPo1aQmI6aWggF7yuLkrLamqinlWa0VttznoEgd6Hx0M9vaT6nrlNSwsJjVCIRMKy\nZaN/pjIZ9aXbt4+EWGZmrM2A0UhRuvp6EhoqFUXIVKrxvyNyecw9sryc6vI++lESfyUlwBe/GKul\nEyktpetLFKhZQzpMXbxI4lAup6ja0qUjX3d6/XBnTrG9g/ieDQZqKJ4MZWUx4dbZCfzf/0vjLC4G\nnniCauTiEYTE2jqdjo6Rnj7+aw0t2xdbRsjldFzxnDFGn8PKlcOPITE2C1boVaZXQiFTICAEErb3\n+/qRo8/BD7b/AG83vY18Yz60Si0iQgStjlYYVUaoFYmJwavzVmNxxmIIXBhmvy8xd3EGnAn3R2vG\nvdBYnrMc37rlW/CH/TBpTLMiamZz2/C3K39Dp6sTANDp7sSztc9i56Kdsy5SLJFaGGOFAJ4DkANA\nAPALzvmPGWMWAM8DKAHQDOBBzrlj8DlfAfAPAMIAPss53z24fTWA3wDQAHiDc/65we2qwddYA6AX\nwEOc89bBxx4D8FUAHMB/cM6fG9xeCuBPANIBnATwYc75EKuB2Y/VSpEBceW9p4dEX3zPq7nGiRPA\nlSt0u64O2L5dEntzmYYG+k4CFNnKzh7780xLI1EWLzJ8PhJ6nZ2xOrdgkKJ+RUUTH9P69SQmT5+m\nSHhm5vBIo9gMfCSCQRJ6YmTNbKZrLtkFFq2WFjLi7yeL0UiCqq0N+NnPqL+fINDvwNNPA3/4Q2J0\nTyaj8y32y1MqR27hIpeT2BTr/4zG4VFKsSawvx+4/37g2WdJRGo0tMAkMXEWrNBTKVS4p/oevHjh\nxYTmyhFE0OnqxKbiTQgIAXS6OhEIB3Cx9yIiPIKztrPYUbljWM83qWZo/rG5aDOaBpoQioQgZ3Js\nLds6/pOSpN3ZDrvXjnxjPrL0s7dR/GholdqUO4pOhSx9FlxBFzjniPAIFDIFHH5HtLG9xLwmDODz\nnPMzjDEDgJOMsd0A/heAtznn/8kY+/8AfAXAlxljSwE8CGAJgEIAbzPGFnGyhP0ZgMc558cZY28w\nxrZzzt8E8DiAPs75IsbYQwD+E8DDg2Ly/wBYDbKROskYe2VQUH4HwPc45y8yxn42eIz/d+1OS2ow\nmxMjEaaxM7XnBC0tsdvhMBlpSEJvZnG5SGTJ5VSnNhFhEh9N4ny4c+NIpKVRlAyg7/d0pCNnZ5MD\nZihE72ciySUuV2LDc4djYuekvJyEWihE9W6T6Z3pdpMoEyN2wSBdK3b78DrEsjJ6jUiEInmjpVaK\nbSMEgaKQI50TtZqO/73vUWrq0aMURXz88Ym/B4kFLPQA4Cs3fgVnus7gkv1SggNkmIfR4ezA7ZW3\n40TnCRxoOYASUwlUchWCkSCOdRzDXVV3zeDIJa4Ft5TfggxdBlodrajOqMbizMUpOW6trRbPnHoG\nrqALZrUZ/7zhn1FqKU3JsecyR9uPorG/EUa1EVtKt0xo8aQ6sxo3ldyE+v56gFNrh1JzKdLUabC5\nbfjLxb8gJIRw/5L7UZA2gWp3iVkP57wLQNfgbTdj7CJIwN0D4KbB3Z4FsA/AlwHcDeBPg9G1ZsbY\nVQDrGWMtAIyc8+ODz3kOwL0A3hw81hOD218C8JPB29sB7I6LFO4GcDsokrgVwAfjXv9JTLPQ6+qi\nlMTublo5r6hITAcLBGgy3dZGUS2rlSIP69aNHqGrrKRJZm0tTcxqakY3m5gr6PWJtVEjNaSWuHZ4\nPMAbb5Azpc1G39sPfID+T0YclZaScBBTN4e6SI6EWFMXDpPwEE1Y8vMTUzeTTXccDaUyecfKeBQK\nSpXs7o61gZiI0FOp6PxNhYICSl09dy52PvLzKdo29DeAseQbro/XQF5EqQQeeYT+SUyeBS30lmcv\nx6sffBUbf7ERPf4eMDDImRwKmQK/P/d73FZxGxr7G2H32mF1W7E0aynStekj9geTmJ+syl2FVbmr\nUnKsXi9ZbL1x5Q3YfWTh1e3txhtX31jwtX9X7FdQa6MmQ66gC+80vTPhxZQPrfwQ7H472h3tKEgr\nwPqC9RjwD+Bf3vwXNPY3goNjb9Ne/OKuX8zJKKrE+AymS64CcARADufcBpAYZIyJ078CAO/FPa1j\ncFsYQHvc9vbB7eJz2gaPFWGMORhj6fHb44/FGMsA0M95dAWxHcDkeoskicdDluTNzbTy3tZGk8QN\nG2iy2t4O/PjHwPnztEIeCNDK+YED5Gb3wAMjR7U0GmDzZlpZF58z1x3vNm0CDh2idL2iIpr0S8wc\n7e20QNHQQMLr5EkSKcn2RysvjxmsjGTGMhIy2cgOlwYDGQ7Fm7HMBCYTiSqlkq63+D5014q0NGr6\nzhhw5gzVGn7wg5M/J6FQLA1TFPBNTZSiKgh03ouLY8fv6Ym1nygqSmzRIJE8C1roAUBFegV+c+9v\n8Mm/fRK9vl4IXEC2PhuhSAivXn4V+cZ8FKQVoNfbi1ZHK7L12Vidtxp/vfhXnOg4gcqMSjy26rFZ\nUackMXv55alfYl/zPgCAP+yHRhFLtJcWDlJTD5mjz8H6gvVYX7AeALl9XrVfRctAC7whL2xuG+q6\n63D/C/fj53f+HEuzlqZk7BKzg8G0zZdANXduxtjQCyuVF1oySVhJJWo9+eST0dtbtmzBli1bJjWg\nYJBW3SMRmiD5fDRRO36cJsKvvEI1NmfPUoROTHFrbQVOnQLuvXfs48vlya/Ez3bMZuCOO2hyOVMT\n+YVOOEyGIXo9Tfzd7ljKpUJB3+GhRh2joVIBi1OTcBN9/dng6lhURKmOE/UT45xqTzs6KFq5atXk\n309REfDkk1TTKtbpDjWNSYaBATJ44Zx+RxYvpibou3bRYyoVfeZbtpCoDQRivQkBSrdOS5tcdHQm\n2bdvH/bt2zejY5gFX+WZZ2fVTvxB/Qf89MRPUd9XD4PKgCv2K6jMqERYCCNNnYY1+WtgUptw35L7\nsOvqLjy5/0m4A25wcFzqvYTv3PadmX4bErOUpv6mqMgDAF/IB4PKAA4Oi8aCW8tvnbnBzRJKTCU4\n03UmmkJdai6d8DFyDDm4qeQm1PXUQaPQYHPxZtjcVPXd7elGn78PDAxXeq/gC7u/gJcfenmYsZLE\n3IQxpgCJvN9yzl8Z3GxjjOVwzm2MsVwAYneoDgDx9gqFg9tG2x7/nE7GmBxAGue8jzHWAWDLkOe8\nwzm3M8ZMjDHZYFQv/lgJxAu9qWA00gRKpwP8fvo/HKZ6GrWaele53eQ0yDlNHsXaG602Zne+c+KT\nJAAAIABJREFUkJBE3szgclF0uauLvrcf/Sg5SnZ10QJFQQGJifn4neScDFqam0nkrl8/etSyr4+u\nV6NxYrWxtbXAa68Bly7RMa67Dvjf/5v6500GvZ6auXs8JMonk+rc1kbvXRAoq+D4cUrTtVrp+yDW\nSIo9DofWWXJOi1hzTegNXbx76qmnrvkYJKE3SLYxGwXGAnR5uuANeeF3+XFbxW0wa81w+B0wqoy4\nvfJ26JQ6vH7ldTj8jmgvsRfqXsDnrv/crG0TIDGzBCPBhPsWrQWfWPMJqOVq5Bpy533NmCfogSPg\nQIY2Y1RhlaXPwt1Vd6NloAVGtRFVGVWTeq2qzCpUZcaem6ZOw/1L7sfT7z4NBkb9MXkYdq8d3Z5u\nFJkmYacmMRt5BkAd5/xHcdteBfBRkCnKYwBeidv+e8bYD0Cpl5UAjnHO+WBK5noAxwF8BMCP457z\nGICjAD4AYO/g9jcB/AdjzARABuA2UB0gALwzuO/zQ15/WlAoyK0uPZ0iJaEQCTzOY+mXL71Ek2e/\nn7bLZBTt+8xn5t4EaqHQ1UUpuEolpc7Nh6jq669TuiZA9V5//jPwpS/R++vpocjNypXzU4g3NVG0\nDSARd+QIub7Gv9e+PqoT7OujdEWbja7TZA2D6uvpNRoa6Do/epR+Gx56KNZPcKJoNFNvqRIM0lha\nWiir4ORJEm8WC0UOdbqYU6i4aCX2IjQYJj/2hY4k9AYpt5QjwiPIN+bDE/SgKK0Iq3JXYV3BOnhD\nXmgVWshlVJhg0VoSJu8qmQpnbWcloScxIlWZVajJqcFZ21kA1I5jU9GmGR7VtaHD2YE3G95EWAhD\nq9Di7qq7R22wnq3PnpYelI+vfhyvXX4NJ7tOAgDkTA6z2izV6c0TGGObAXwIwDnG2GlQiua/gQTe\nC4yxfwDQAnLaBOe8jjH2AoA6ACEAnx503ASAf0Jie4W/D27/FYDfDhq32AE8PHisfsbY0wBODL7u\nU5zzwTbF+DKAPw0+fnrwGNOKUkkT6N27abKnUAA7dgCLFtFE6l/+BVizhgSf30+Nln/848k58klM\nP05nrEYpFKLUt+XLZ3ZMqSC+kThA30W5nGong0G6PRtSJyeLx0ORSZNp+AKKa0hVgs+XmELscJAY\nbG+n8xQKUa3ewECi0PP5KGJns5EYrKyMPa7X03dH/FVjjCL7Yo3tTJCXB+zZQ+/rwgVqPREKxXr8\nmUwk7kXDGcbICKavj25bLBNPYZUg5vCllFoUMgVuKb8Fl3ovQSFTQKfUIVOXCRmTDXP/+8rmr+Dd\nlnfR4eqASq5CiakEh9sOo8RcgurM6pSNKRQJoa6nDgIEXJd7XcqOK5E6LvZchNVtRZYuC8uzl4/a\nnPtLm7+E87bzYIxhWfYojXPmGc6AE281vAVfyAelXAlf2Idz3edwQ/EN13QcNo8NJZYS9Pp70ePp\nQbY+G9/d9t2EOkmJuQvn/BCA0exBRsyL5px/C8C3Rth+EsCKEbYHMCgUR3jsNyBxOHR7E4ANo4xr\n2vjlL8klb2CAJkavv06T59tvp55dR44AN9xAk6ycnPkZNZkvOBwU4bJYSPgEg+M/Zy5w0030HQ0E\n6Pt3w+CfBMbmftSmsRF47z0SWRYLtVeId8vMzSWBJvbHy8sjYdvURKLe7abnqVQk9ERRHH9ePB5y\nzT10iCJiGRkk/DZvjgnmt96iYymVtMiTlzc9LSSSxWiksdhsNHbx/XNO3wONhvaJjxrKZMk7eUqM\njiT04ril7BZoFBo4A06UW8pRkT6yN22WIQsvP/wyflf7O7zV9BYCkQCaBprw8qWX8bHVH0Omburf\nzFOdp7Dtt9sw4B+AVqnFvdX34rfv/+2UjyuROup66vBO0zvwhDzQKrQIC2Fclze6IF+eM3uXYvt9\n/QhGgsjSZ6XEWKipvwl7mvagtqsW3pAXK3NXQqPQJHXsxv5G9Pn6kKvPhSfkQYRHUJleCZVcNamx\n2L126BQ65Opzka3LRp4xD/lp02qAKCExY7S1Ab29NEEMBChacvo01TwxRqly4oQvFKKJ10xOACVG\n5upV4Cc/IVEQDlNk9u67Z3pUqaGyEvjiF8mMIy+P6vPmA4JA9XFiJK2/n9In46OwOTlkONLRQZG3\nxYup5clf/kL7+v2UwrpjB4k4hYIEW1cX/V9eTsft7o41dnc6aUEgEiGhZzLR+T14kI5dWjo8PfRa\n4/XSdxqImboANCbGYkYrJSUzM775jCT04tAqtUkbYxSkFeDDKz+MM7YzkMvkELiAi70XYffapyz0\nOpwd2PCLDQiDqlHdITdeOP8CPrHmE7ix5MYpHVsidVzuvYwT1hPRhuomjWlMoTdbOWU9hROdJwAA\neYY87Fy0M5qmPFlOWk9C4AJKzaU433MeVpcVq3JXYWXOyjGfd9Z2Fkfaj0DgAt5qfAucc3hDXhQY\nC3BP1T0AA670XsGKnBXYXrk9qbEUpBXAE/Igx0ANkfKN+bC6rClZkJGQmE1wHushFgiQkHO5yL2u\nrY3c7DQaigiIET+rlVb8VeOsowSDNNnknCarU63XkRibl14iwW6300T+lVfIer5qcuXLs47CQvq3\nEMnJSezP19QUc6RUq0kEMkYmKoJA3wHO6Vpub6cIoU5HIsnvp2sxLS3xGs7PB97/fnr+eNf2tcDj\nocUmlYp+hy5ejKVuLlsG3H8/RSQn0itQIjkkoTcFwjyMDF0GBvxUkiGDDBnaqTf6+MXJX0RFnkiQ\nB9HY3ygJvVmE3WdHKEL5BxEeifbJmy76ff042nEUYSGMVbmrUJg29b+SESGCk50no/cv9V6CRWvB\nxsKN44o9f8iPHx79Ier76pFvzMdnN3wWGTr6/ssZPdeoNmJ9/nosyVqCG4tvHPeYjf2NAIA2Rxva\nne0IR8JQyBXwh/34w/k/oK6nDgqZAq4TLtxdfTe+u+27o6bLihSbirGpaBOu2K9Ap9ShIK0A6dr0\ncc+NhMRcgzFg2zaaNNbWUiQoEqGoXXMzcM891C/v5Zdjfau0WhKBYzVXFgSyVxebjA8M0ORsLtdR\nzXYiERJ6HR0UDenuBr79bRJHmzfP9OgkRkImo7rXEyfo2jObk2v7YDQmRrnS0ykKl5VF13I8oRBF\nvTIy6HoXG5VvGCFJfDZdn5mZJEZLS0mklpXR2FevJkFaUTE7BOl8ZBZ9DeYeuYZcbCzciEu9l6Jp\ne5n6qUcJRktRK0qTHAJnE4vTF6OxvxEOvwMGlWHSTpHJIHABf7v6t6jTq81tw4PLHoRRbZzScRlj\nYIyBc476vnp0ujoRFsLo9fbirsV3jSnMnr/wPM53nwdAAu3Xp3+NL27+IgBgY9FG/L3+7whGgsjW\nZyclHAHAqDKi29ONsBAGA4uKuJAQQmN/IzwhD7pcXYjwCJ458wzkMjn+87b/HPe4j9Y8isNth+EJ\neVCVUTXvnU4lFi7btwNvvx1z3ANocujzUYRArwfuu49EhMhQK/OhBIMxkSfu7/PRBFVierjtNrLI\nd7no/CsUFM159llK35usVb7E9FJZSXV4wSAJvWTSJZcvJ5OkS5dI7KxbF2stkZFBqZoiGRmUjnn0\nKF2HJSWU+irWvM1WNBpahNLrKUJZVkYpptXVs0uQzkek0zsFVHIV7l96P+r76qGQKbA4IzUdOz+5\n9pP49rvfhiscs2cq1hejOit1Ri8SU2d1/mp0uDrgCrqgVWhxfeH10/Za3pA3KvIAiiAO+AemLPRk\nTIaNhRuxv2U/Ol2dyNRlIl2bjm5PNzpcHSg2FY/63H5/f+L9QOx+riEXj9Y8Cl/IB71Kn3Td3+bi\nzQhGghC4gH5/P3o9vejydGFJxhK0OFvQPNCMMKdZaUSI4J2md+ANeaFTxjzHD7QcgDvgxvWF1yNd\nR5E7vUqP2ypuS/q8SEjMVbKyqGfW5csxC3sxsiAKv/T0WDpYby+JNpmMJo0jraqrVDQZEwWhTCal\nbk43q1YBd91F0daBAaq9Uipp0t/bKwm92cxEal5DIYrabttGtXsKBUVtRfEjiiG3myJhajXwzjuU\n7hkIUOq1XE7if7aTlka1h243/ZYYjTR2ielFEnpTRKPQYHl2ak020nXpOPdP5/CxVz+Guu46VFgq\n8OTWJ5FvlAwkrgX+sB/HO47jWOcxcIFjceZibKvYNsyl0aAy4MFlD8IddEOv0kMhm77LSafUwawx\nR9OE1XJ1NE1yqizLXoYiUxEiQiShz51SNnZjrU1Fm3Cq8xQEUM7JxsKNCY8rZIoJC1GNQoMdi3YA\nAPp8fWgZaEEgEqAG85zjAy98AK6gC3LIkaZKAwdPiID/6MiPcLzzOABgV/0uPL31aZg187DrroTE\nGKxcCTz8MKVoOp00QSwvp/RLscZLpyMDB7Wa0jedTpo8jlQDJpNRi4aODhKHeXlS373pRqkE1q6l\nz7K2NuaumJMjORHOF8Jh4M03Y/Wy5eXA9dcPbyOg18ealPt8tL9WG4uyi3V6M4nbTaJTJqP6wLFq\n7STzp2uLJPRSxJmuM6jtqoVKrsJNpTdNWZSVmEvw1kfeStHoJCbC7obdeK/tPRzvPA530I1iUzH6\nff14bNVjw/aVy+Sj9oVLJTImw52L78Qp6ylEhAiWZy9PiGJNlTR1Gm6ruA0HWw9C4AKWZi0dty/k\n+oL1+NINX8KF7gsoM5dhfeH6lI0HANK16cNq6b5/+/fxrQPfQrurHSq5Cp9a+6mowA6EAzhpjdUb\n9vv7cbzjuBTJk1hwKBSx5shnz1IELz2dRFprK00WOafar/gUTL9/9GPqdCT2JK4NMhnVL33kI+Se\n2NUFFBQAjz8uRfPmC+3tJNoAuh6bmii9eizRptWS4ZLVSte3SkX1sjNZ3xYKkaOmWGfo8VA6qtS6\nZXYwrtBjjKkBHACgGtz/Jc75U4yxJwB8HED34K7/Ftdcdt4QFsI40HIAVpcVWfosbCndMqyGzua2\n4VjHMQBAIBLA7obdeGzlY+OaRMxXOOfwhDzQKDTTGuUKRoJodbRCLVejyJSa+kXOObrcXbB77XAF\nKXXWH/bjeOdxPFrzaNJulA6/A++2vgt/2I8lmUtS0jtPp9Ql9KDr8/XhhQsvoN3ZjuVZy/GBZR+Y\nkltmdWY1KiwViPBI0j3mlmcvT0lEu9fbi1PWU2BgWJO/JirwBvwD2N+8H76wD9WZ1bit/DaYNWb0\nenpRkV6RcF7lMjm0Ci08IU90mxTNk1ioiBGgigoSdGKdj98fS+E0GBJr9UzTv2YlMQGys4GdO4H1\n6+kzKy6eX4YVoRB9NzWa5PvnCUKsGbjJNLfFhFJJ0bv4xubJRMq3baPFmc5Oip5VVyd3/lwuMmUK\nh+m7VZCiUnW/P9FMJhSifyONKRCgdGSrlQyGiopIqIoRS4nUM+4snHMeYIzdzDn3MsbkAA4xxnYN\nPvx9zvn3p3eIM8sp6ynU99UDADwDHhxtPzrM+TJ+Ysk5x8Wei3i29lmka9Nxc+nNU66jmkuEIiG8\ncOEFvHblNfhCPtxTfQ8+tOJDCSmBqSAYCeKvF/8KR8ABAFiatTQljbgZY8jUZUYFAgODWq5Gpi4T\nHDzp4+xu2I2mgSaEhTB6vD2waC0pT739xclf4G9X/4awEMbxjuNQyBV4YOkDUzqmUq6EEol/afp9\n/TjffR4yJsP6gvVQylObs+XwO/CjIz9CIBJAniEPVrcVDy9/GCq5CrsbdkfTVY91HINeqUdVRhU2\nFGwYJmoVMgUeX/04njn9DALhAG4ovgHrCtaldKwSEnOJYJAiecEgTe60WooGiU5+Gg2wZAlN+lQq\nSgm8coWiR4WFc6PuZ75jMpFIb22lifqKFXPfvEIQ6DvW0EDfSZmMFiTEhQaxkXq86BEE4Phx4PBh\noK+PBEJNDblNJrOmHgoBZ86QSCwqSs4Nc7rJzaVrrLWV3sOaNcnVrKnVVM83URobY3W2XV0kFtPS\nJn6coWi1NG6xr58YaRyJ+nqK/j3/PH0meXlkPHTHHVK93nSR1M8F51x0gVAPPkec8c77kJUz4Bzz\nPkB9uQwqA9xBN7rcXQhEAghGgrC6rNjfsh93Lr7zWg13xqntqsXzF56HzWMDAPz+7O9Rai7F1rKt\nKX2dVkdrVOQB1Lw8WWfH8dhesR1GlRFBIYhgJIjCtELcWn7rhKKTJ60n0e4kJwS9So9NhZtSKvQ4\n5zjacRSBCCXpDwQGcKLzxJSF3lDcQTeerX0WZ7rOICyE8Ub9G3hqy1Mpi9RyzvHni39G00ATAKDb\n0421+WvhCriQoctIuN56vb344/k/IteQi3RtOu6uuntYdH19wXqsy18HDp6Sxu8SEnMVg4GszF0u\nigSZTCTqGCPTFbudBEN8D72TJ4E//YnSOdVqShtcOXbrS4kheL2UkifWMk51It3eDhw6FIv6eL1z\nu72C2KqjoYEErNFIiwpdXfQdbWmJRZmzs+l9h8P0vvfuJbdJux2wWCgqlJGRXErxkSN0bIBev6mJ\nXre4eGT3WLsdcDhovC0tFLXS6+naSUuj150qcjkJVVG8T2ednXge40mVU6dCQbW9Nhv9vuTljSy+\nOafzeOoUvbYgUOpqbS2JPbGuLxymzwcY3SBKInmSmq0xxmQATgKoAPBTzvlxxthOAJ9hjH0YwAkA\nX+CcO8Y6zlyk3FIe7e0l3h+KRqHBvdX3oqGvARd7L6LV0Yp9zfvQ6miFSW1Cpi5zWh0ZZxOOgCPB\nHTIYCcLqtqb8ddTyxAihUqZM2cRedGi8pfwWdLm7oJKrJtRcOyyE4Q/Hil38IX9S0UCH3wGBC7Bo\nLePuyxhDhi4DHa4OANS3Llefm/QYk6XL3YWLPRcRFugvRMtAC2q7arEmf01Kju8P++EL+aCUKxGK\nhBAWwggLYaSpaXZUZi5DQ38DvbajBUszlwKgtNWLPRexMnf4LJQxBjb/16AkJMbEZKLULLudJl2l\npbHJV2bmyIYe775L0RIxNe4vf6GoyQKtQpgwgkDRCnFC3dAw9fopsUm9iM02tTHONB4P/RO/Uy5X\nrHG2x5OYSnz8OH2HFQqqU6yro3Pq85H5R0EBRcOSEXricYNBuq3X0zXQ0EDf8fgU0P5+cq212Ugg\nBgJUo8o5Rd3Kymi/VIg9mezamJMwRuO12+m+UpmaaJ6IVku/MeONQWzsHp+C29cXO//BIP3u1FMi\nHYqKSARmZCSf3iuRSLIRPQHAdYyxNAB/ZYwtBfDfAP6dc84ZY98A8H0Aj4/0/CeffDJ6e8uWLdgy\nmZjzDFFuKcfORTvR5e5Cpi4TpebSEffTKXVYkbMCOYYcPLnvSTQPNCPCIxC4gF1Xd6EwrTAlDa5n\nO9flXYcsfRZcQReCkSCMSiPKTGUpf50iUxGWZS3DhZ4LUMqU2Fq2dco1kf6wH2q5OnocGZNNKgon\nYzIsy1qGVkcrgkIQOfqccYXisY5jONN1BgBQmV6ZVAT0oys/it+d/R16vb0oSCvAIzWPTHisYxGM\nBGHWmCHwWPJ9/PlJBWqFGiaNCTXZNWh1tEImk+G+6vui6aE3l92MHEMOfCEfGFiCYJ5IKq3E9LBv\n3z7s27dvpochMQqlpRS1kMmSq2VSKGjiLQqLYJAmYamY0C4EQqHEqIkgkEiYitBLT/SjivZXm6uI\naacZGSTWQiE6P4WFsdQ/EZ8vdjsSiZ3bSCQWHUq2l2NGBglJ8RjieRSPG/8Zud1UR+Z2k7j0+Uik\nqNUkEM1mOt5MXhecA+fP00KA2UwmLuOl9JaW0gKQ2Mx9JpxzKyqAW28lB1+VikTu1q3kAFxYSBHs\nlpZY64i336ZI7pIlwP33S4ZQk2FC+VeccydjbB+A24fU5v0CwGujPS9e6M1FJiLSsvXZqMmuQfNA\nM5QyJYxqI0JCCFaXFX+uoxS1cnM5/nHtP6a8bm02kK5Nxze3fhM/OfYTNPQ3YGnWUlztu4rlOcuj\nUZpUsbl4M64vvB4yJpuS+PCGvHjj6hvo8/XBqDJi56KdU3LSlDEZbi67Gfub9yPCI6jOrB7z++MN\neaMiDwDq++qxPHs5svXZY77O5uLNyDXkwhPyoNhUnDLjkWAkiDeuvoFuTzcMKgO2V27H241vQ87k\nqMmpmVBj+L2Ne3G66zSqM6pxa8Wt6PH2QC1XI0ufBYDO1c5FO3Gk/QjKLeVYmbsSJeaS6PNlTBY1\ne8nQZWBv016KemosWJK5JCXvV2LyDF24e+qpp2ZuMBIjMpF6rjvuoDQqt5tW6Jcto9uS0EsOlYrS\n70T3UoVibJv5ZCgrI4Fy5QoJjfWpNTe+5mi1ZCBitVJz8bw8qlUT/4SbzTEnSjGaB5DgXbGChGFv\nL0XjiopIACTDpk302QwM0OuJRiQGw3AhrtHQ63g8sdozuZw+V62WomIrVkz9XEyFy5fpWgViUd51\nSZSkW8ZPGJpWZDJqIaFUkrgzmej8i4tLCgV9FxwOEnx2O51zoxHYs0cSepMhGdfNTAAhzrmDMaYF\ncBuAbzPGcjnnXYO7vR/A+Wkc56yj19uLS72XEBEi0QbPS7KWIBwJ4891f8bZ7rMwqU1YX7AepaZS\nHO88Hu3v1evthfasFh9f/fEZfhfTQ5mlDKvzVqM6kxq8ByIBNPQ14Lq86yZ8rAvdF2B1W5Gly0JN\nTs0wQZeKmrxT1lPo8/UBAFxBF452HMW2im1TOmZleiXKzGWI8MiwOrKhcD48MjXStpGoSK+Y1PjG\n4kzXGXR7yEzXHXSjMK0Q37zlm3AH3cjR5yS9QPHChRfwPyf/h9xLOfCnC3/C5uLNkDEZ1uStiaZ/\npmvTsXPRznGPV24pR44+B96QFxatZVodXSUkFiJlZcDnPkcpc1YrpVa1t9NkbK5Hkq4FjJHJh5hu\nmZ09deMUxkjkiGlxjY0kbuZyH8Oh4i6eiopYaqdSSZGfUIiiQPX1secsXUr1W8mmPSoUMZEsikWZ\nDMjKGr5vVhaZpHBO14ToWKvXUx/D7Gz6fyaJT3Ed6f50wHnq0rgXL6bzLwgk9MTzmZdH0cmODoqk\npqWR8HY4EiO8EsmTzE9QHoBnB+v0ZACe55y/wRh7jjG2CoAAoBnAP07fMGcXzoATr15+FWEhjFPW\nU5AzOZZkLcFp62n85vRv0O5qB2MM/rAf7qAbj658FD848oOEY3S5ukY5+vxAo9Ak1Oola9cfz4Xu\nCzjUdggA0NjfiLAQTlltWDyhSGjM+5NFLpNDjvGFqF6lx8qclai10fJchaUCOYaZ+ysSjASH3R+p\np914vNf2XkKLiku9l1CTUwOTxoTTXaexOm/1hCOxepUeetVwH2aH3wG5TA6DSurEKiExFZYsoWhB\nIEATrPZ2ip5IQi85lEqKNKWS7u7Y7VCIhEf22Akfs56xfvrjrfbj674KC0msiSItJ2dywkOpHL8X\n4YYN9Npi9NHhoNtlZRSJnGmys6lVgshINbeppLk5ZuBUXp58yuxoGI3Uay8YpN8Z0XFTqQRuuYU+\n69//Hjhxgs690UificTESaa9wjkAq0fY/pFpGdEcwOa2ISyEIXAB7qAb3pAXPZ4eHGw7iC53V7R2\nSAYZjrUfwwvnX0C2NhsH3AfQ5++DTCbDdbkTj27NJbaUbsHuht3wBD0ot5SjKjP5dD+Rd5rfwZmu\nM1DL1VicsXhaTF0AYFn2MjQPNCMkhCBjMqzIufY5GRsKN6AqswoCFyYsqFLNkswlqO+rRzASBAPD\niuzJnY8sfVa0ro4xBo1CE43Aypk8KvJEYxWlXIlVuavGjYAOZW/T3mgLlLX5a7E6b9jPlYSERJL4\n/bFaJGB43ZnEtUehoAlx/P2Fik5HTpnTjVxOwi4/n1I3BYFEpVw+O8yJFi2i67Kri9IxpzOVtL8/\nZuIiOmLW1Ez9uErlyJFpmYw+42XL6Lve20tR7VQvoCwUFvDPxeSxaC1gYJAxGQwqA2xuGzwhD1xB\nV4JBhAABVq8VH3/141DIFRC4AIVMgXRtOl67/BoK0wrx0PKHZvCdTB+Zukw8suIRcM4nVT9X31cP\nm9sGf9gPf9iPy/bL0+Zcmq3PxgNLH0CvtxcWrWXGmmzPlubeGboMPLD0AdjcNpg1ZmToRi/Qqe2q\nxSnrKRjVRtxcejMELsDusyPXkItPrf0UrG4rznefR6mpFJuKNkGr1ELGZNFelJ6gB69efjUaRex0\ndeLe6nuTHmuXuysq8gDgROcJLM1aOqkIsoSEBKVRZWeT4PP5qD5GdBmUmBnKyihlMxSiesmhBi0S\n04tcPvt6vDFG6atLl07/aw1d6BlqmjMdRCIU1XM4KHKr11OD+NzcuZ22PBNIQm8SZOoycXPZzTjf\nfR7bK7fjRMcJHO04Cq1CC3fQPWz/MMIIR8KQQQaBCwiEA+jz9+HvDX/Hmvw1qEyfBXkA08RkTVKc\nAScK0wohcAGOgAOZ2sxpbX5tVBsXVGP78TCoDDCkj5wGGREiONJ+BC9ceAEnO08iP436SF7uvYxs\nfTY4OORMjjsW34Gf7PgJBC5EFzm8IS+UMmXUVdPmsSWkinZ7uhEIB5KuA4x3BBVJtr5RQkJiOAoF\nUF1NqVKCQKvoOt1Mj2phYzBQBCWVNVISEslisVDkUIwqX4u0YaORxJ1Yg2ky0W+T9Od94khCb5JU\npldGBdr6/PXQKXVwBVywe+0QMHzyCVCEj4EhLIQhZ3KY1CbYvXbImAy7ru5Ctj4bH1j2gZSPNRgJ\nIhAOwKAypNQafzopMZXgtPV01IFxadZSqQH2LGFv0158fe/X0djfCE/IgzZnGzYWbsR77e/hzsV3\nQsZkiPAILvVeQq4hFzImi352OmXijNGsMSe0TdAr9RNK3cwz5KHEVIIWB3XCXZmzElrlFG3uJCTm\nIT09VG8H0Er5SCYUIkYjib1rAedkZX/8OK3ir11LNUASw5kjf75H5Px5Sv/LyqLm2rMtQiYxOgoF\n1e46nXQ7lf33RoMxMmUBqOWLwUB1iFLz9IkjCb0UUJBWgC9s+gLuWnwXvvnuN/F83fM08Cy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HriVc60nAHRAPA7G7/T47aHGw6zr2YfNe01+MTHjPwZ3Lb4th63qWnvWSW2tr12QgR6c4rmsLZi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\n41lHw+HuIA/0b9Xaqn9HM7os0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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1196,9 +1225,9 @@ "outputs": [ { "data": { - "image/png": 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WIsjVq1fp3bs3Y197nYWLFnH8+HHS0tI4evQoGzZuYNgblVtBu9p3Sy+NyCuX\n2f/7RiZPnszQoUPLHK9W55D8QDYJgPpe0NaCBQvo2LFjpdhZXRCLxbRq1Yrk5GSuXr3KwIEDy97J\nTKSnp9O4cWNzm2ERiEQis9w0/vuUptFoUCht+PXHeZzY9xfqnBysrKzIy8tDoVCUa06xWCw88dcy\nZDIZarUapVJpblNqJDqdjs+/+JLU7BymL1+LwubfZss5WSrmjH+dHk89yVtvvfVYnhetVsuiJUt4\nccIU6vg35HroBTbt2MXNmTOp17Ax/5v8Kb4NGpKZlkpWRjpR4Vdx8/KhcZv2FZapVaMFT8vOXWnT\n5QnuRkdjMpnK/LDWrVsHgNUDF1+5tTUAFy5coG3btsjl8sozuBrg5+eHn58fx48fJzY2Fh8fH3Ob\nVCxCSvq/WMoyUGZmJmkpyURePM+m335j8x9/sGH9elauXMX48e+Vaw5B8NQ+3NzciI6OpkmTJuY2\npUYSERHBjYgIvv7lD2QP3N/0ej1LP/uIrp068fbbbz/S3KmpqWzYsJErV6+SnZ2Fb4NGdB88DLFE\nQqNWbWHMqwVjTSYT21Ys4c/1awrN0W/ki4x+b9Kjndx/qJFLWg/y2rSvuHD5KnPmzi3TFf77779j\nZ29PZmp+kFx2agoyTTYNGjRg69at9OrVi8VffsmPb73Fj2+9xYYffiAsLKwqTsPi6NSpE5cvXza3\nGQLlwFwenv+iUuX3xHlt7FicnJyQy+V06tGLA0EHy/07kkgkguCpZfj4+JCYmGhuM2osSqUSsVhc\nSOyYTCY2fPct9lZyxr/3aMtMeXl5jBs3DjDh5elBYL8BtO7YieN7drL8y6msnv1lofCRQ9s2E376\nBC+++BKvv/46rVq1AvITHCqKGi947BwdmfL9T9xJSOazGZ+Tl5dX4lhvb2969+rNoW2bAbBxdsG9\nTj3cfevTuVNn+ogltDl6lFczMnhLrab933/zz8yZ7Nu1q6pOx2KwtrYWyvxXIyzBw5OdnU19Pz+e\neuop9Ho9f/75F4Nffo2R705k9pyyH0gg38MjxPDULpycnCw+ZrA6Exx8tMj1Yd+m9USHXeXLLz5/\npGxXk8lE7969cXJywtnZmaZNm6JOTyPs3GliLp6nR6f2KAw65k54k8zUFG5fD+fPtSv46ssveeed\nt3nllVd49dV874+TW8XVgKvRS1r3sVYqeeuzr/lt0QL69uuHh7s7v/76a5HChBkZGWzfvo1n/+91\nIP/J2LvcOVAzAAAgAElEQVRZS9qmppCxcQMdVSoaeHliLRaTl52Nr8mEh8HAto0budawYantLASq\nDo1GI6SkP4CleHi6dOlC8+bNEYvF/PPPP2RmZrB46mQChz2Prasbv/72Gy+PGVPqHILgqX2IxWKL\n+P7WRIxGI+s3rGfGz+sL3rtwPJhDf/zK8mXLHjlu6n5z4HHjxtGyZfEFBAcOHMiatWuZ/spI8jR5\nTP30E+rUqVOwfffu3fk2GgyIK+h6XuM9PPfJzcmmV/8BvP/1HOLj47ly5UqRMQ4ODtjY2rJr7Upi\noyLJzcok9W4Ut/4+RhetFhu5DL3BgFKhKFCurnZ2tMvOZu+GDYSEhHD37t1a3XvLEkhOThZS0h/A\nUmJ4FApFQcXu7Tt3YdDrSU1KRKPOYcykT9n0++/cvXu31DmEGJ7aiZCdVzmkpKSgUNoUFBhUpaex\nbu5Mvpk165H7EKanp6NSqTh+/HiJYgfyP9NXx44lW6XC3c2N3r17F9o+ePBgAJLiYh7JjuKoFYLn\n7s3rfDLmee7ExeNsZ8uEL2YxfcYMdhWzFJWTnQ1A2PmzxFw6j2fj5kjS0vFTKJFIZaSnpRXEIkB+\nfZrWzs5IU1Np06YNSqWSGzduEBISwpUrV0hJSbGIm01tQkhJL4ylCJ77pKenc+HcWRo0aECT1m15\n9pU3cPH0ol7jZgQHB5e6rxDDUztxdHQkIeHRGs4KlExMTAyedXwLXm9dvpj+/fuXuVqRlZXFqVOn\n2Lt3LydOnECj0XDu3Dn27t1LaGgoXbt2LbcN69ev55df1hV5PycnB4Bb14o6Jx6VWrGkdfNyKB07\nduTwlt9I6PwEfZ4dyltTPmHjzz9x61YUb775Bkqlklu3bgHwwgsvkBB9hyaNGqLKyCAnLZXUhDhk\nWi0qdS6nTp2iT58+RWJYxGIxrq6uBUWZtFotiYmJXLp0CZPJhJ2dHV5eXjUme0gmk5nbhGIRUtIL\nY2mxVvb29rz77jh+2bCBGbMXIpFKCdq6idyMVJ577rlS9xUET+3Ey8uLhISEQkseAo/P9es38Khb\nD4DIa1e4cvokUzduKHH81atXuXv3LnK5nMaNG9O5c2diY2MJDg5GJBIxYMCAh7ahpB6Vtrb56fHN\n2nd66DlLolYInltXL9MzMJCnn36a6TNmsGHpIv5v8ie8/NY4jh46yLNDhuDh6ckbr72Gn38DoqKi\nyNLqibsVifWRIzhbWZOjN9LC2pp0jQaDXo8qMxMHR0cAbqrVuHToUOS4crkcX19ffH3zFXRWVhYx\nMTGo1WrEYjFubm64u7sX2+S0OmCpbQGElPTCWJqHRyKRsGPXTl75aDqO9x4O7lwPY+izz5YZMyAs\nadVOvL29CQ8PN7cZNYqsrCx+3fQbH8xdiNFo5Ncf5vDO22+VeO1MTU3l+vXr9OvXr9CYB+9xFYXJ\nZGLnrl0EPjscJzd3jEYjIpHosR/easWSVuTVyzRv3hw7OzsWzJtHXXdXvvvoAxzrN6TfkGHMXLke\nhYMTc+fOxcHTi4TUdJp37ormzCmeUNrQrWVr/paKiY2PRxUfh49CSW5CAhqNhhydjtPW1nTo169M\nO+zs7GjSpAnt2rWjVatWSCQSrl27RkhICOHh4SQmJgrr1AIVjlgstijBA5CSnEyjlm0KXvs2bEJE\nZGSZ+0kkEuE3UguRSqUW9x2ujrzxxhsEBAQwePBgvp45kzZPBFCvcVOO79mJQialXwn3sfDwcE6d\nOkX37t2r5GFy9+493LgVxaj3JnEqaB8fPj+Ik/t3P/a81dO18BCo0tPIVmVSr16+204qlfLhlMn8\n8ccWvn3vNQKHjaRt+w4MeX4UGWmp1G/eChtHZ85u30x7JxfkUimN3dy57N+QDSkpdLS25mkvT3RG\nI2cSEgjz8sJn9GiaNWv2UHaJxWI8PDwKAsO0Wi0pKSmEhYUVPMHa29vj5uaGra2txS1LREREFLgc\nBSwfS8py0el0aHJzUTzw/anbuAm7jhwoc19LFG8CAtWFH374gZUrV7Jlyxb+OXmS77buIVuVyfYV\nS/lu/vwS7zO+vr7ExMRUSWxkWFgYc+bMBmDW2/+HlURM/bp1yXkgdvZRqRWCx+Y/gkEkEjFy5PO0\nb9+Ordu2MffjjTTv2Inuzz6Hg4cXmiwVSsR4OjoX7DPi6Z78qdEQHHWL6y4umEwmsjw8eG7KlIcW\nO8Uhl8vx9vbG29sbyL9BqVQqEhMTiYyMxGQyIZfLcXV1xdnZ2azxMxqNhrCwMAYNGmQ2G0pCSEkv\niqUtaWVmZmLn4FDwm8zTaPCu78/tW7cwGAylfn6Ch6f2olAoSE9Px8nJydymVFtsbGyYMGEC7777\nLn379sXBxZVNixbQo3v3UuMebWxsqiyEIS4ujsaNGyOWSOjbpy/Dhw9j2bJl6PWPf/waL3h8/Bog\nkcm5du0aLVq0KLStYcOGfPzRR4x791327z/AH4vmoTMYadCyNW5aHXh6FxrfrkEjNJERDGjdGp+6\ndTkoFleI2CkOkUiEg4NDofTq+16g8PBw9Ho9IpHILF6gtLQ0TCYTcXFxFhdEKKSkF8VS6vDcR6VS\nYWNnX/B66/JFXDnzD0aTkZiYmAJvbHFIJBKh7EMtxcPDg5iYGEHwVADp6enYOzohFou5dOoE82d/\nW+Y+NjY2JCcn4+bmVqm29erVi169ehW8zsvLY9OmTbTp9hR9n38R6WM87Nd4wSMSiejadwD7Dxwo\nInjuY2try4gRwxk+fBiXLl1ix44d7Nm/HwdXN8QZGdRr3BTnBo35Y9c2AM5FR3MlOxtp9+5VeSql\neoEiIiIKxri4uODi4lJpXiBvb2/atWtnkYInNTUVZ2fnsgfWIiytcJuzszPpKckF/e1yVJm0aNKE\nsyoV8fHxZQoeIWi5dlKnTh3OnDljbjNqBGlpaTjcu06q0tPKtVTVoEEDbty4UemC579YWVkxffp0\nZs6cyRu9utF90BBe/nDaIzUUrfGCB6Bzz37Mn/AmkyZOLHWcSCSiTZs2tG7dmqeDgjgeG0PznBzS\nlEokN6/TNCcHB4MBr4gIkpyd0bq7E37lCk1LKa5UmZTkBUpNTS3iBXJ1dcXOzq7CvECW2jg0LS1N\nSEn/D5bm4XF0dMTKypq0pERcPDzRanIZ1L8vn376SZnLkYLgqb3Y2toK3r0KIjU1FQdnV7IzMzAY\nDOWKx7x+/XpBf6uqpl+/fly+coVz586TGHWTP9etZMjYNx96nloheKRS6UOVphaJRBw4cIAPxo/n\nWkQE9WKi6Z+ejq1OhwnIi43FSqPBPT6euKAgnN3dCyrImhu5XI6XlxdeXl5Avhfo6tWrREVFFcRx\nyGQyXF1dH8sL5OXlxd27dys8HfFx0el0j1wOvSZjSTE8AH7+/hzfvZPmHbtwN+ImDg7PI3+geWFJ\nSCQSizsXAYHqhEajYdXq1XQZOIQT+3fTvXv3Mh+Ek5KS0Ov1uLq6EhUVVfAAXZVMnjQJg8HAnj17\nmDdvHm4+PjzR9+HiSGtFWroqPQ3Hh1j3TUpK4tLJk7iLRCgyMuiUkYFUrydHLCZHLMaUl4dHWhpp\np07hmJhIlAV3DReJRMTHx9OsWTPatWtHu3btaNKkCSaTievXrxMSEkJoaCiRkZGoVKpyewLq1atH\nRkaGEEBaDbDEzKb/vfgiGXci2PzjXAYN6E/r1q3LtZ9UKhU8PLUYiUSCRqMxtxnVmgXffYdrXT8C\nhz7P0Z1bGTpkSKHtaWlpREREkJqaCuRnTZ0/f56AgAAuXLiAQqEgLi6O8+fPc+fOnSr7PYpEIqRS\naUGyzIqZnz9024la4eFRpafh5Fg+wRN+5QpxQUGkXLhAwqVLeGq1eOt01NNosNfrMYpEpMpkxJlM\niNPSUN24Qa6/PzwQZGVpGAyGQk/PMpmskBcoJCQEkUhEcnJyQbVpqVSKi4sLrq6uJXqBmjdvzsGD\nBwkICBBS1C0YS1vSAujUqSOdOnV86P0ED0/txtXVldjYWBo0aGBuU6ot//zzD5+v/o3wkHNYy2RF\nlqmioqJo0qQJYWFhhIWFYTKZCAwM5NKlSzRr1gw7Ozs8PT0xmUykpqZy6dIlJBIJLVq0qJIMWYlE\nQo8ePQgODmbvxnU0btuefRvX4VG3Lk3blX5NqTWCx9m5bMGTlJREXFAQjTIy2BUaikwkwsFgoEV2\nNnYmEybyl4is8vKwNRgIE4u5e/s2llzT934cT2kkJSXRqlWrQhWfdTodKSkpXL9+Hb1ej8lkKogF\nsre3RyQS4efnh6OjI0FBQTz77LOPFERWkQgp6cVjiYLnURE8PLUbb29vIiIiBMHziBiNRrRaLVZW\n1gTv3MKwoUMK3R/UajU2NjbY2tqi1+uRSqW0atWKixcv0qZNG6ytrQvGikSiglZKiYmJxMfHV1kS\ny+jRo+nfvz9Tp04l8dYN3n/3baKiorh26Xyp+9UewVMOD0/U5ct4q1T8snkzKisrrE0mHPR6IpVK\nmqrVWJtMiAA5oDQY8MjL40JeHr7+/pV+Do9KeYpFmUymIu0t/usFMplMZGVlkZycTFRUFJCvtF1d\nXfHw8CA2Ntbs8TxCSnrxWFodnsdB8PDUbtzc3AgJCTG3GdWSiIgI5s1fQN2GjdHkqrl27ixff/JR\noTHR0dEF1/EuXboQFxdHdHQ0HTp0KLUFkru7O6GhoVUmeO5nXG/evBl3d3dEIhFdunQhJCSE+XPn\nlrhfrRA8WelpeHm6FrstKSmJqMuXSbt1i/DTp8k8cQKjWEw9jQadWEydvDwu2tigMBhw1+lwuvd0\naWUygcnEbSsrhpspcr08REdH07Rp0xK3l8cDBBRke9nb/1s/RafTkZqaikQi4fbt26SmpiKTyQoy\nx6q6QnRycnJB41aBf7G0tPTHQSKR1JhzEXh4zO1Frq4YjUbGv/8+w998j+7PDOOv9avoGRhYpE3E\nfQ8P5P+/Lq+Aud/nymg0VulndL9TwX1Ku9dBLRE8qvQ0nJo1KvL+/XidxkYj7W1sCDp9GleTCQ+N\nhroaDYkyGR2zsrhrZcVZe3vq5OXRMjsbO6ORaLmcgy4u5FhQhlZx5OTklFo3ITY29pHLhctkMjw9\nPfH09Cx4T6vVkpmZSWJiIrdu3Sq4OUmlUhwcHHB0dMTGxqZSfhQZGRllfuFrI4KHR6CmUdU31upO\namoqUpmcwCEjMOj1HPtzB3O//abQmLy8vHJlSpaEp6cnCQkJBXXiqoKPP/6Y/v37ExgYyJ9//llm\nI+5aIXiy0tOKFKO7H6/ztEKBNjeXi5cvky2V4qfR0EWlQn7voposl9MiNxdvrZbjjo6EKRQ4GAzo\nRSJUYjEtAwLMcUoVRnR0NE2aNKmw+eRyOW5ubkVElk6nIzMzk6SkJLKzswuEkEQiKRBCtra2j3UR\nE1LSi8cSs7QeFaGJpIC9vT1JSUmFHrQESicmJgaPe96aS6dO4ObqUqReWUxMzGMtSbm7u3Px4sUq\nFTx6vZ4ZM2bg41OH2NiYMsMqaoXguXrhHFMuhjBv3jw6deoE5MfrNDYaSU9KIiQkBENaGu5aLd1U\nKhrm5qKWSMjW6YhQKPDUanEwGHgiM5MQW1vcdTqS5HLu2Nnx9rBhZj67ksnMzCwUZFYc2dnZVdIQ\n7n7tn/8uOel0OlQqFSkpKURFRRURQg4ODtjZ2QlPc4+BRCKpsj44lU1NEm8Cj4anpydxcXGC4HkI\nYmNjcffJFwPBO7cwfOjQImMyMzMfKxj8/jW6Kr1vCxYsYMaMzzly5DCQ/wBfGrVC8AC07vYUs76d\nzdMBT/H++PGk3bpFE5OJ65cvI83MpHNODiFGI25aLSaRCCujkQYaDSqJhFP29jTKzcVBp0MvEnHV\nxoYoa2tk7u5VIhYelVu3bpVLsZtTTMhksoJWGA+i1+tRqVSkpaVx586dgpucWCwuJISErKyyqUlL\nWoLwFahTpw6RkZHmNqNacSsqCjcfX5LiYogKv0bPWV8X2q7T6cpcDioPHh4eJCYmFiS7VAWZWVkF\nfx8/frxUL3+tETyhJ49ja2dHWHg4arUagJS4ONS5ufjn5pKbloZcKkUtkWCl1WICDCIRrdVqoqyt\nuWNlRby9PVeUSvLEYrqJxTja2hJ1+TLuZqzBExYWxtHt24kLDcWkVqN0c6NxYCAB/fuTnJxcYv8w\ngNzc3Ar5klcGUqkUZ2fnIkuRBoMBlUpFeno6d+/exWg0FqRdG41GEhMTUSqVKJVKQQzdQ/CKCNQk\n5HK5UJrgIUhMTGTf/v1MmPMja2d/xTODBmNlZVVoTHx8fIUsRXl6enLp0qUqEzwqlYob18MZPGYs\n2qT4Msdb5t2ugrG1t2f0yJH079+/IKrb2d+f6OBgNDodthoNEqkUF6OR29bWNNBokJpMyEwmnHU6\n1GIxvnl56MRi6mm12Eok9Pb3J1apJPbWLbMVHdy8cSN/r1mDdVoaDnl5SIxGRJGRhJ09y+n163Hr\n2ZO+ffuWuP+dO3eKRLlbOhKJBCcnpyIdkw0GA35+fqjVapKSklCr1UVu8lKpFBsbG5RKJTY2NigU\nilrhMahJWVoCAgIPx3ff/0CTdh1Z/sWn9OnZkzfffKPImNTU1AopK3L/WlMVy1onTpxgxowZiCQS\njv+1g3lz5pS5T60QPO7ePqxdt44bERHM+jrflefXqhU7ZTK8TCby8vIwmkx012o5aW1NiJ0d/rm5\nOOj1SE0mciUSUiQSYq2sUIpEdKpTB5mdHUozpkDv/fNPzi9ZgldmJo1zcmiRk4OHVkuWREKCXM7V\n3FyuZGSwuW5dRr70UrFzxMfH07Hjw1e7tUQejPkpCa1Wi1qtRq1WExcXR25ubiEhYDKZsLKyKhBE\nSqUShUJRpan1lYGQ2SRQ07CysiIrK6vK+zlVN44dO8bJE3+jtLHhwylT6N27d5ExBoMBqVRaYdc5\nNzc3kpOTK/VhOioqim9nz2HK9z+xY9VPdG3XBoPBwJdffV3qfjVe8CTFxpCRmoqXbz1O//MPubm5\nKBQK3N3dce7enaht23AQi3E2mWhhMJAlEnHBxoZkmQzne4GeKVIpGTIZ8QoFA7y9ae7pyQ2dDoOD\nA85mKDqYlJRE6OrVeGVk4JObS5/0dFz1ekQmE+56PTYmE15aLQaJhND162nVvj3NmjUrMk9eXl6t\numDI5XLkcjmOjo7FbjeZTGi1WnJyclCr1aSmphbbt8fa2rpg2czGxgYrKyuLFkU1cUkrISEBNzc3\nYdmyluLm5kZMTEyx1zWBfNRqNd//8CPunp7M/uYbGjUqWpoFKr4Su5eXF1euXKk0waNSqfj40095\n7p33ib8TBXkahg0dyphXXsHFq/SY1RoveE4F7SUtOQkvT0/W7N5daO0yYNAg9t26xYXcXJpER+Mi\nleInkeAmkXBJoSBEoSBGJsPWZKKRyUQDDw8aOzlxQ6fDpnFjwu3taWmGooNRly/jeucOWUDr7Gwc\nDAZE976w4nvVoY1SKa2ysohJT+f8/v3FXhiMRqNQz+IBRCIRVlZWWFlZFYkduo/JZEKj0aBWq8nJ\nySE5OZm8vLwi4xQKRaHlM5lMZjZRVNMEj5ubGyaTiUuXLuHi4kLdunXNbVKFkpeXxy/r13Pm7FkM\nBgMD+/enb9++hYp+1nZ8fX0JCQkRBE8pnDx5kvr16jFjxmdFQgAepKKvD/c9yiaTqcKveXq9ns9m\nzKDNUz14asAz7P3tF25H3eLVV1+j3VM9aBfQg82/rClx/xoteEwmE6cP7gPAydGxSKCWu7s7nUeN\nIjg3l0u5ufikp9PCaMTKYMBfKkXk6kpTGxtEiYkgl5NsZ0eSjw8GBwfC7e3x6dPHLEUH027dwiE3\nl2zARadD9h91rjAaSQM8dDqkBgOpYWHFzuPv78+FCxdqzLJWVSASiVAoFCgUihIz9IxGIxqNhpyc\nHFQqFfHx8Wi12kJz3J/nvtdJJpMhk8kK/pZIJBV2sahp1YklEgleXl4FAZI1TfAkJSWxdes2xs2c\nh9Gg58TeXaxYtYounbvwzOBBdOjQochDislkIiMjg/j4eNRqNe3bt6/RDzIODg5C1/RiMJlMnD9/\nnokTJ+Lq6sr27dvNYoeLiwspKSmlFr19FBYtXoxeKuf5t98HoN1T3bG+l5VlY2/Pqlmfl7p/jRY8\nd29eJzUpEYC6dYsPyGrasiXOH33EH2vX8vvu3TRSq7G1tsbDwYFGCgUGmQzatOFUXh7y+vW5aWOD\ns78/LVu1MmuFZYlcjkyjIVsigWJqrJgAtUSCvJSLXtOmTfnrr78EL08FIxaLC5a8SsJoNJKbm4tW\nq0Wr1aLRaIiLiytI6SxPFopUKi0kkv777/11+ZqUlv4gNakp6n0OHgyiWbOmGA0G0lOS6NZnAC06\ndSVblcnpoP0s/Gk5OaoMevXsiVarJS4+nvj4eBITEpBKZbh5eZGZnsaE98bTs2eguU9HoIowGo38\n/fffrF67lsibNwH45ptvytjrXyr6d+Tt7c3Vq1crVPDs2rWLU2fPMe2ntYjvLWV7+tbD07ceJ/fv\n5rcf5vHtN7Po0iWoxDlqtOA5fegATz35JGKxmBHDh5OQkFBssSp3d3fGffQRJ7t2JXLbNpySk7GX\nSjG6umJwcCDO3p7OffrQpJQU7/s82JsL8rPB/CpYHDn7+5Pt64t9eDg3FQp8tVqUD9wg1WIxOpGI\nCBsbrK2tcS7F7evv709oaCjt27evMPsEykYsFmNjY1Ool43BYECn09GyZcsy9zeZTOj1enQ6HVqt\ntuDfnJycgr/1ej2Qv0SSm5vLxYsXi8wjkUiKeJekUmmBAL4vmMr6+7//lrS9tPdqO2q1mtlzZqNQ\nKHjppZfYtHA+3vX8qN+kGbb2DvQaPpJew0dy50Y4F/4ORuniSaf23XD19MLVywelrS0AV86cYsXC\nuTz9dIDFlp2oCMRicUFH79qMwWCgR48eBa87de7MF59/Xu4lUIPBUOEPvFKpFIPBUGHLWhcvXuTn\nlSv5ZPFKlP+JOz22eye71/7MooULqV+/ful2PbYlFkybbk+x4stPadWqFevWrQPyi1Z1796d6LCw\nIqLkiaefpmHTpkRdvpyfbn5vW3m9OQ/25upw70aWcPEiVy5fxrt3b5qW40ZWHvxateJO27ZYR0dz\nF7ig19MkNxcnvR49cNvKilhra6IdHNC5utKhX78S52ratCn79++vELsEHo+cnBwUCkW5xopEogKh\n8jjtNAwGQyHBpNPpyM3NLViDv/8fUOy/JW0v6b2EhAQ8PDyKbH8YHgy0l8vl5OXlFVmuro6Ehobi\n37Q5WZkZmExGdDpdQXXcB6nXuCn1GpfcM65Fpy7YObuyb99+Bg8eVJkmmxUnJydiY2OpV6+euU0x\nK7PueXKmTp2Km5sb7dq1e6hg/pIcAY+Li4sLt27dwvFeOIm1tfVDidPMzEzCwsJwdXVlxudf8Pq0\nr/D0LfxZx92OYsuyhSxburRcS9s1WvAobG3JVKkIDg4G8i+ODf38SDx4kOdatixRlLj36vXQtXUe\n7M1l9cCHWs/BAU+9nmNBQThXUKNRd3d3Wo8ezd9paeSeOsUFsZgkmQxbg4FciYQMqZQ4Ozuyvb3p\nMnZsqYF9t2/ftujmp7UJtVpd4WveZSGRSApikqqCmJgYWrRoUWFPlI6OjmRmZtaI7/DZc+dIjIsl\nPTmJVatW0aBp8wKvzcMgEokY9sY4Vnw1lb59+zxWQ0hLxtvbm+jo6FoteE6fPs3BAwcYM2YMAwYM\neKQ5UlJSKiX429fXl+TkZNRqNenp6aSnpxcbf1YcJpOJz7/4kqTUNJIT4hn+xju07Nyt0Bi9TsfK\nmdN58/U3yh3HV6MFj0wux93dg2lTP6Vp06YkJSVxbs0afOPjkWZnk6HRoE5PJyclBVejkbO3b2N6\n661H+vDv9+ayKkbBWkmlNDIYKrQqc9OWLXH+4guO79vH+T17CImJwZSXh0gsxmBtTbOnn+b5F18s\n81ysra1RqVQVYpPA46HRaLB9hBtcdaKiGz86OjoSGRlZbQVPdnY227dvZ+++fWRkZJB177fYa9jz\n9B895pHnbdSqDXUaNGLHjp2MHPl8RZlrUXh4eHDlyhVzm2E2UlNTmTJlCjKZjDfeKFpMsLw0atSI\nyMjIChc9YrG4UGr6nTt3yMjIKDED9j4mk4ndu/eQplIxY9XGEhM4tq/6CU9XV4YMebbcNtVYwWMy\nmfj1h7k0bNSQ1q1bAxB7/TodbWzwbNmSiBs3yAgLo45EQvN7T9WSmBhOrFiB6NVXH3r5Ke3WrQKP\nUXF42dpypYKrMru7uzPi5ZcZ8fLLBe9ptVqCg4NLrbD8ILGxsTWmsWR1R6PRFIrpqYn4+/sTGRlZ\nYYJHqVTi4ODAhQsXcHFxwc7ODjs7O2QyWYn7VEa67KPw66+/seHXjTi5exQSO699+jlPDXjmsecf\n9sY4vps8jsGDBz3WsqelIpVKa1zQenkxGAwMHzECgK1btz7W91mpVFZJxpu7uzu3b98uUfAYjUZ+\nWraMs2fPkpycwuTvl5a4BBYeep5T+/ewds3qhzr3Git4MlNTuXvzOot37ix4774o0ebmIklKoqun\nJ4kJCUjEYkQiEc1sbbmdnU1cBS4/VTb/DZLWKBQ4PERPlHbt2rF//35iY2Px8fGpLDMFyoHBYCiz\nu311x93dndDQ0Aqds27dunh5eZGVlUV2djbx8fEFAds2NjY0bNgQo9FIXFwcSUlJiESiQiXwnZ2d\nqVOnTpUGv2o0GlavWc1Xazexf9N6wnOyady6LYgldO3zaEsT/8W3QSNadOrG/AULmD5tWo3NxKyN\nWaaLFy/BaDAwe/bsUmvslBcrK6tKj4VTKBQFwurSpUscPHiQ9u3bc/LUKZ4bPpzfN2/mdmw8mdk5\nBA57jroNGxc7jzori1WzPueTjz966HOvsYIn7k4UdevVLzZ4KyU2Fg+TCZlEgr2dHWlpaQU1VaRi\n8aarx5wAACAASURBVCMtPzn7+5Nw8SL1SmhtEJ+djXPbto92MiVQXJD0qTNnUPn4EO7uXi4vlVQq\npV+/fhw4cACj0Vgh/VQEBEpCfO/hoqKRyWTFNpu9cuUKFy9exGg04u3tTbt27Qod32QykZqaypkz\nZ3jiiScq3K6SuHHjBnXq++Pm5cPZI0GIRGJ6jhiNX8PGJIZfxqDX41q/AUrH0t3/ZTFm8qd8N3kc\nixYv5v3x4y3Cs1WR2NrakpCQUCGNL6sLp0+fZsuWP+gRGMiTTz5ZIXNWlafM1dWVS5cukZCQwLVr\n19ixYwfNO3Ti9ddfp+0TTzH5+5/Iy1Vja19yi6C1c78mJTHhkWLTaqzguXEphCuXCqfh3hclOSkp\n1JPLic/K4nZyMmkpKVhFR5Nta4u2TZtHWn7ya9WKK5cv46nXF4njydPruSmRVGhV5pKCpF2lUro6\nOj5UkLRUKqVv377s3bsXNze3Gu9lEKg9NGvWDIPBUOLFUSQSoVQqsba25uTJk7Rt27ZKln+uXbuG\nX/OWiEQixn48A/8mTUm7E0lWcgIejZsjlkhIuR1JUuQNHDy9cfT2fSSxYmVtzfuzv2fO+DdZuWoV\nI4YPx8nJCZFIRGpqKhEREdy4cZMbERFERkTw2qtj6WWmZsiPQvv27Tl27FitEDxGo5HfNm1i2U8/\nATB92rQKm1ur1VZJpqOvry8ODg7Uq1cPo9HIpk2baPNEAP7NWzF07JtIpFKsSrn/7N+8kbNHDwPQ\nuHHxHqDSqLGCZ8/GtUXe82vVihOnT6PLyGBrQgKJublI7nt69HrEajUO165xQCZD9JABXO7u7nj3\n7s2xoCAaGQx43Qs+jc/O5qZEUuFVmSs6SFoqldK2bVvOnz9fYU8NAgLmRiKRlJmiq1Qqad++PVqt\nlrCwMKytrdFoNOTl5VG/fv0yf7cPu6RiMBg4cvQYAcNHAeDrWwdVfAz12nUpKKgG4N6gCSaTCVVC\nHHdDTmNt54CrXyMkD7n0ZmNnz6T5i1n1zQy2bR8DJhNSqRS9wcD/s3fe4VGVaR++p2aSTMpMem+Q\nhCT0EkAQ6Qo2VMSOu2v3U1d0de261l117dhFLLgIoqBUQYr0TkISCOkhPZNkkun1+yPJmJBKMiET\n8L6uXIRT3jmTmXPOc573eX6/6MEJhA+KZ/DEKeQVFp6zbj1n0Rys9lVrtatQV1fHSy+/QmaTav7S\npUudFqAYjcZz6knXrA80depUMjMz2b9+DTc9+nSX3+uGujq+X/wOAHPmzO2RD+R5GfAYDQbMJhNf\nfvllq+U1lZVYtFryCwsJrq/n6vp6As1mSqVSSiUSjnp5UQ+cOniQ0OHDz/p1E1NSUAYGkp+e3pgh\nApQjRvSJKnN7RdINGg3SppOgJ1mqiIgI0tLSLsg58T85N5hMJpf9bkmlUkQiESaTieHDh2O328nO\nzkatVrdrvGg2m0lPT8dgMJCamtrmptE8TXBmZua7//0Pq1DEmMlTKTq6Hy//YCKGjW73mAQCAT4h\nYfiEhKFX11Fy/AgisZiA2ASkZ5GJ8vX355H/LsZut9NQV4vFbEYREOg4NpvVyrdv/ZukpKRuj+kq\njB8/nq1bt/a4LdvVMZlM3HHnXSSPn4hSpeKvty8k1kmm1c2edMN7cL/rLSaTiR9//JEhQ4awfeUy\nIv75PJJOpqne+effsdlszJkzh0WLHu7Ra56XAc/y994EGtvg4uLigD+mgCJ0Omo1GuZXVeHRJLev\nsFjwcHcntbycz4ODMZlM5Kan9+i1AwMDe6Tj01MqtVryysupqamhtq6OwMBAfLRafHoY/UdGRpKR\nkcHQfjBF/ZPzH71e79K6MEOGDGkVqCQkJFBeXs6RI0cYNmyYI6ipra3l1KlTDB06FIvFwv79+x1T\nYVKp1OGdZjKZSE5OxsPDA6PRyPLvv2f59yt47L8fUJx2kNDkEbh5dK8zz93Hl8gRYzEbDVTlZmM2\nGvCPisVT6d/t9ycQCPBWtK0LKisqwMfXF19f326P5SrIZDI8PT0pKCjoUml3IHLw4EEqysvQ/vYr\nF0+ezLVN3VnO4NSpU8TExPTLOenl5YWbmxtqtRo3986D97zM4+RmNkoQ3HPPPT3Obp13AY9Oo2H/\n1s389NNPrcwdm6eA1hw4wES1Gj+rFex2RHY7diDYYEAtlTK1ro41ISFIMjKorKx02U4tZWwsu377\nDVtpKQlmM6PFYsrq6kAkIq2hAWFICMoeBF3JycmsX7/+z4DnHHM+el21h16v77RlvL9pL7UfHByM\nXC7n4MGDjgutu7s7Y8aMcWSrxo0b125BttlsJi0tjeLiYg4cPEh4RAR3PvgwQquJ6NETEPQg2yVx\nkxGaNAyb1YqqMI+q/By8A4NRhEf1uCg5/0QmMdExPdrXFZg4cSKbNm1CIBCcd0KEb7/9NgBffvFF\nK10bZ2AymfpNskCr1fLLL7/wtzvu5KJ513ea3fngmccAmDhpcq+60lwzt9wL9mxay5ixY9o4Wdfk\n5SG329HX1RFrMoFA0PjmBQIEgK/VikYoJMVgwGS1orRYOPL77xw7doyMjIxWbteugHdoKLkFBVxk\nsRAlleImFCIFot3cuMhiIbewEO8eFPIJhUIUCgWFhYXOP+g/6RCj0ejSgYCzUCqVA1LoUi6Xk5qa\nyogRIxgxYgQJCQmtpuY6EkfLy8vjiyVfsnL1GsbPu5GQ6FhSZswhJCGlR8FOS4QiEQGxg4kalYpY\n6kbRkX2UZ2di7YGu1qCU4ZzKzeWjjz/ulnGtqyEWi7n00kvJysoiJyenvw/HqZSVlTF79mynBztW\nqxVvb2/Sezib0RuMRiNz5s7l/x54AO+AIEZfPK3T7WuqKgGYe9mlvXrd8yrgsdvtbF+9imuuvrrV\n8srKSk7n5XHst9+wNz1JW+x2HJenZrNDwG6zYQHc3dwoOHbMEf1u3bqV9evXs2vXLpe4YNeXljIq\nIoJCqxWVTofRYsEGqHQ6Cq1WRkVEUF9a2qOxx4wZQ1ZTcdyfnBs0Gs154QfVFVKpFIFAcE6EzvoT\nlUrFK6++xqOPPc6oWXN49tNvGDJqDEkzLnf6awkEAryDQogaNR6fkDBKM49xOv0wRq2m22MER0Ty\n9CdfcTgji388/jgNDQ1OP86+RigUMmvWLIqKis6bB7bSpmv4woULnT52dXU1Wq3WIcx7rti9ezcL\nbrwRm9VK1LBR3ProE11mJh98pbFMJTU1tVevfV4FPKfSj2GzmBg5cqRj2Ynjx/np9dfJO3CAolOn\nwGYjTyrFIBDQchJBLRbjZbOR7uGB3s2NKePHExkRweDBg0lOTmb27NlcdtllxMXFsX379jZTEHq9\n/pxmgWry8kiJiSFs3DjqIiI4pNeT7+FBXUQEYePGkRIT4xAjPFuaXbPXr1+PWq128pH/SXtoNJoB\n1yHTUxITE9t1bj8fMBqNfPX119y6cCH4KHn5mx+YcsU1ju6rvi7YdvfyIWL4GIITkqkpzqfwyD4a\nqiu7ta+3r4JH3vwARWQsf7vzTvJ6eP3oT4RCIRdffDFpaWno9fr+Ppxe89VXXwE4XR8tMzOTkydP\n4unpec6uO3V1dbz//gfs2LEDVVUVD77yJvPveZDA0PAu9x05aQqecq9ePyidVzU821evZN5VVzmi\nxcrKSla+8Qa+GRlcqtOhs9mI1+s54uVFVNMfzqOpQLFCKsXDYmGTQsGQhATc3N1RtlMJHxwcTFJS\nEuvWrWs1BSGRSDAYDCgUCpKTk1GpVNTV1aHT6dBoun7SUiqVREdHn7V5pJeXF16JiYg9PZHJZI79\njU1Ksz1lypQpVFZWsm/fPlJSUvD29u61z9OZqtDNLvWuWid1LtHpdBdMwBMVFUVmZmZ/H4ZTsdvt\nbNu2jQ8Wf0j44Hie+vBLgsL7T8RTLHUjJHEodpsNVVE+qsI8vAICUYZHdzqVJhKLufGBR/DyVfD2\nu+/yblP9yEBCLBYzceJEtm3bNmA7t0wmEz/8sIq1a9cSGemcmiSz2czJkyeBRtPo1NTUPheiVKvV\neHt7IxAI+Ozzz9m06VdEIhFXLvwbIy66+KxeX+7jg1qtxqcDcd/ucN4EPA11dRzbs4un/v6AY9kv\nK1ciT0/nLq0Wmc3GIauVCpEIG7AqIIARDQ34mc1US6VUSKUc9vJCGxnJE5MmsUOv71AoMC4uztH9\ndSZ5eXkcOnQIb29vFAoFMTExeHt7d/pkZ7PZKC4u5sSJExw6dAho1JeIjIzsUPL+TGXnZmnwZnqr\n7CwWiwkNDaW2tpbCwkIqKiq4+oypwrOhPVXoM13qL2T0ev05d0rvT8RiMQaD4bwQudTpdDzx1FNU\n19Zx2+PPkjR6bH8fkgOBUIh/dBz+0XE0VFVQdPQAUg9PAmLjEXdSJKrXaBiaPHDPST8/P8LDw9m9\ne/c5VdB2BkajkTvvuhvf4FAuuvRyopQ9v8G3JD09ncTEROx2O8XFxfj5+Tk147h06VIWLFjgOKcN\nBgOXX345gYGBPPzww6z+6ScA/vHWhz06R4LCwsnKyurUGb26urrTMc6bgGfn+jVMmnSRQ9QIIGvL\nFm7RahFbrej0ekbYbFRbrfi7ubHbw4PPQ0KwCATIhEI83N0ZpFAwaexYduj1PRYKjI2NPWuNBKFQ\nSFRUVKvuApVKRX5+PidPnsTeJBQWEhJCbGws7u7ubZSdZTKZI5PkTGXn5ORk9u/fT0ovApKOVKGj\nfHwItljOShX6fEWv15/3TuktiY6OJisrq9X080DEYDDwj8cfRxERzf2vf9BKONDV8AoIwisgCIOm\ngbITjYWqAbHxyORtBdyO7drB8884T8m3Pxg6dChHjhxh/fr1TJ48ecCcX99+uwz/iCjue/E/bF39\nA6ps5zjCi0QiR01qQEAAhYWFxMQ4rzPvs88+44slS9iyeTO5ubk88sgjQOP1/7XXXnNs19MHghnz\nb+KbxW8zc+ZMdDodVqu1Vbanrq6OX375pdMxzouAx2azsX3NKl545unWy6uqGGS1YtLr8aIxsAix\n2wnSapmg1VIvFPKPyEgmpqZSrdfjNmgQ6vHj+0Qo8Gzx8/Nr1Wmm0+nIz89n165dWCwWBAIBurAw\nNuTkMFwqxV8mQ2swUFBX51RlZ5vNRlVVFePGjevxGM5WhT4fMRqNPVIOHajExcWxadOm/j6MXmEy\nmXjy6aeRBwRz26InOg12LCYDYqlrZLNkci8iho3GYjJRlZ+NSatBGRGN3D8IgUBAeXEh2gZ1j6T7\nXY2RI0dSX1/Pzp07HdmMjnyjCgsLqa2txWKxsHDhQsLDu64t6SnHjx+nuLiYpKQkQkJCHDo4paWl\nrFz1A8999i3QqJJd0AcF5MnJyezcudOpAc/dd9/Dxx9/RHV1NS+88AJqtRplYBD3/evfrFj8Fpwu\n5uWvV/Z4/JRxE1j1yQc899xzJCUlsebnn/nk448d102bzcbnn3/e6RjnRcBTcCITgd3WRiVUKJFQ\nbzYTYrcjbJorFIlECNzcsFqtaAE3wBIfz/U33dTvQU5neHh4kJycTHJyMgAWi4XTp0+TLpOxNjsb\nY2EhNmCik5Wds7Kyen3it6cK3ZKeqEKfb3Tm93Q+0lcmoucKi8XCc8+/gF3qzl+feL7TYKeqMA91\naTGDJkzpctzcjHRMRiNDRo1x5uG2i1gqJSQhBbvNRs3pQgoP70Pu549Go8UuEHDFlVcSn5DAkIRE\nrrlmHv7+3Rc4dCW8vb259NKu25nLy8t58cUXCQsL4+OPP2bbtm1s27bNabYLGo2GpUuXUl9f7wi+\n0tLSqK6uZu/evY7t5t5yO16+vix753UO/76N0b3Mgmo0GkpLSykrK3MoKru7u2OxWJymqp+Xl8dv\nWxs9rtRqNSZzYw3p3//9DhFxg3j4jQ+oq67C08u7s2E6RSAQMHPBTXz60nNs27YNidSNOXPmMGnS\nJF599VXUajXJycmOspD2OC8CHg8vbyrLyzEYDK0KP30SE0kvKCD8jAJeoVCIXSgkUyolODQUP09P\nlw522kMsFhMdHd1KWXTDhg2kOjloKCgoGLCFf3/yJ32B1WrlpZdfod5k5v9eftPhAVSScZSa4gIi\nR4zFJzgMgAZVFYUHd5Eyu+v6t0M7tvLV6y+DQMAzn3yFf3BIn76PZgRCIX6RMfhFxqBRVUFZCW+t\n2kBtdRX/+fu95OfnM2PG9AEb8HSX4OBgPvjgA9RqNY888gjXXHMN8+fPJyIqmsqKcgYPGoTFYuGV\nV145q3FLS0sd3lcnT57Ey8uLxx57jMDAQNRqNZs3byYxMZG9e/dx4kQWOWlH+eylZ5HZLLz1xutn\nrR5tsVioqKiguroam82Gp6cnoaGh5Ofnt9ouICCAgoICp9hU7Nmzh5q6xo7eO+64g8DAQGIThxDW\nJGbpJpM5pYh/4qy5qFUqflryCRfPuZLNq75n586drFu3jk8/+4zamppO9z8v2tI/ffEp/nbHHW26\nXKbdfDN7lUoKhEI0gLXpRwMUCIUcVCiY0g8eIn2Fp6cnx487Z74XGoMdpVLZ6ycAZWws5Vpth+vL\nNJp2O+L+5E9cDbvdzhtvvkmpqob7X3q9lTqs1N2T5BmXO4IdAC+/ADx8le3WybRk6+ofWPbWv/nv\nm29w44IFfPbSM9jOsQCgyWgg7eB+BB5y6spO4y6XU3G6iJkzZjjNu2kg4OPjw2effcbQoUMZN24c\nQQH+jBs/gfr6egICAs5qKnb//gM8//zzuLm5UXz6NK+//jpvvPGG4wHbx8cHuVzO3/72N/7zn38z\nY+ZMTqYdpaqogOeff46YmJguM6F2ux21Wk1WVhZHjhwhMzMTsVjM0KFDGTlyJPHx8e3WL6WkpJCb\nm3t2f5wOuPHGGzHodNz4wCIWvf4us25aiI9fAHpdx9f9nnLZjbfx8aad3Pjgo7yzehOxQ5J57bXX\nGDN9dpcGpOdFhkev0TB61Kg2yydOnMi2adNYvnkz4xsaiGjSySmWSjnk7U3UyJGEKBTYz5OTefLk\nyWzatAm5XO4UT5ny8nKnyLSfWWDdEmcWWP/Jn/Qldrudd959jxN5+Sx68wOkbq1rcgJi2xqMAiRN\nn9vpmKuXfML+X9ex+IP3CQsLY9CgQezdv4/fflrBmCkzWPrGy8y95S+IJVLk3t74h5y9gnpnlBcX\nsW31SvZsXAfYufTGhSQNSUAR1tgN87/vvuMvt9/ebxYE/cWMGTOYOnUqP//8C/mFBVx00SS2bdtK\nQ0MDqampnbZH2+12li37jry8XAIDA0lJSWHRokXtbmsymTCZTDz3wgscOXQIP39/Pnj/vU6nuEtK\nSjiycyeVTW3m/oMGMWLSJIYMGdLt9yeTyZw2raXX67FYzMy87kZHgDb9mgW9GrMrhEIh3golj73z\nMbkZaSSNHsc1f7uX0cqOa+UGfMCTnXYUi9nEoEGD2l1/xyOP8JPNxpFTp9ihUgGNzsGTU1IYFh7e\nafv5QGTGjBmsX7/eKQGPr68vNTU1hPbAoqIlgYGBhM6YwY7NmxlstRLS9LRRptE4tcD6T/7EGXSk\nF/XTT6s5eOwYj739Me7dNPzsDJvVytf/fY2Skxl8tHgxSmWjqadIJGLyRReRkZ/Hw+801p7UlBYj\nkUiprqokfvgorrvnQQLDul9bZ7fbUatUqCrLqakop7q8jNrKckrycijJz2XOZXP49JOP+d/y5Ujc\npMg8vVCXlzJu6nSiAwMQCoWsXr0GoVDIZZdd2q5UxvmISCTi6quvcvx/xozpLF68mAcffJB//vOf\nJCYmUlZWxtNPP014eDhBQUHcdtttvPCvfxEeFoZKpeKpp57qVHJi5MiRLF++nOLCQnwVChZ/8EGr\nbmNo/Pyqq6spLy8n/9Qp9IcOMcrDg9lBQQhofDjNXrUKXScSH1artU1wExAQQH5+focyK93l9OnT\neHj2Txecm0xG0ujGphpJF2r1A/pba7fbWfHh29x9550dyvIHBgZy8cKFlLZzs+1N+7mrIhQKkUgk\nWCyWXl+UlEolp06dcspxJaakoAwMJD89vbFAGVA6ucD6T/6kt3SkF/Xdd9/xe10dT376DTaTkbS1\nm0iZfRUIhRzdtYODW3/lioV3EhIV3en4NpuNkvxcThw5xOHtW/CQiHj/vffaZE/MZjO/r/8ZgEmT\nJvHyyy8jFAoxGo38b/lyXr7ndh577xPCorvOThv1ej589nHyT2QQFBJCcFAwwUGBJIYGMW3MCMaO\nHeu4fppMJrwlUqSKAPKPHaAsJxs3q5mHH34YX4UCX4WChoYGbrrpxh78dQc+CoWC8eMnoNfr+eWX\nX1izpjEIDAkJQafTodfrWbx4MUGBgfj5+fHQQw91OSWlVqtRqVRotVreffddxwOmXq+nrKzMoXZv\nNpupr69HXlTEnMjIs5b4iIyM5Pjx462sJFJSUtixY0ePAx6r1YpIJOKXX36hVlVNflYGsUmuq980\noAOeg9s2g8nEzJkzWy3fvXs3u1aupD47GwDv+HiSZ8yg1M3tgrjZ2u129Hp9r9qcbTYbRUVFTu2k\nCQwMbGw9v4C7sdrjQnFKd3U60ouqzslFdjyDeVfOw6TXU5FxmPhLLuXA9i2s/eoL3CRiRgwbxntP\nLuKVb1e1O7a6RsWKD9/h2J6deHv7MHLEcOZfeTlTp05t1zRWIpEwbNgwXnj+eXx9fR3L3dzcWHjb\nbfj7+bH46cd45pOvkHUy1aRtqOedx/9OXEQYb//0U5cPQQKBgK/f+jc/fbaYkNBQPD09qa2pQafT\nU6fRMnfsBA7s3HZWAY/RaKSgoICcnByqqqqYMGEC8fHx1NfXU15eTnl5OTt37uTWW291iMo130hd\nkenTpzF9+jQaGhr4+eef8ff3Z9asWUBjR9SqVauYMmVKt8oBKioqWL16NcePH+fZZ59FoVCQlpaG\n1WrFzc2N0NBQRx2PyWRiyfvvMxd6JPGRlJTE2rVrWwU8Mpms3cxPZ9TX1+Pt7Y3NZmPx4g8pKy/n\n9x3bAYiKT+zWGP2FoCNNAgCBQGBP03a8vj+xmM08fdt8/vnoI4wZ80cL55LFi6lbsYJLdDqGNH0p\nsiwWtnl44Dt/Pn+5777+OuRzQl5eHiUlJUyePLlX4/z6668EBwcz9Dya7nNVdDod+/btY+rUqf19\nKOeUjRs3MnPmzD73l+ou+7ZsIayFejlAWlo6u/bsYfYNt1Jnt5ObMgy1xcT6b5ag8PXlLwtvIzU1\nlR9//Indx9K55/lX24x7cPtvfPvWa8y97DKuu+66bnU7Wa3WLlv3X3n1NWqNZu569mVK8nPJOnwQ\nv6Bgho6bgMTNjbrqav77yP2MHzua/7v//m79nRtrMSyOh6WDBw8ik8lITk5m0SOPEpM8lJ2/bsRo\nMOAplyNv+vH28sJLLsfLq/H/Npud3Lw8cnJyKC05TVBYBBGDBuOlUHJ4x1bUNSrEUikBwSEU5vyR\nRZ46dRoTJoznlVde4amnnqKmpoYDhw4x59LLmDlzRpfHP1CorKzks88/R1VdjZ+fH8nJyURFRREQ\nEEBQUFCHgek7jz3G/XFx7QY80FgT+atQyGV33tlm3c6dOx3WRy05dOgQPj4+HZaFtKS8vJz58+ez\nbt065s2b10rd/7Ibb+X6ex/qcoy+ZpinALvd3u6JM2AzPFtXryQyPKxVsLN7927qVqzgXpMJ7xZT\nXKkiEUNMJj5csYLdI0YMOKnx7mIymcjIyGDu3I6LJLuL1Wr9M9g5RzQ0NFwQTulnIhaLMRqNLuMh\ndqZeVHZ2Nvv272fqVdcgc3en7vgxflz3E4qhQ3nisX8wYsQIR0CybsMGfEPDKcrJJnJQo2CfrqGB\nZe++Tv7xNF59+eWzUivvTnbjkUUPc/e99/LQlTPw9PRk9KhRZPy+hS9efYHhEy4iNyOdK+bO4bZb\nb+12pvbMz6Ll9fXKKy7n7Xfe5eEXX8UzOBydpgFdQ0Orf7WaBqpq6rHb7USOHs9F199GWHRMq9qK\n6+/7O0a9Dvemmo+/XPzHaygHJbJ5zz5kHp588vkXDB0/keHT5/D2u+8QFBR4zp29+4KlS7/iyJHD\nCIVCfBVKFi5cSFhYWNc70piBs3WSpOiI9PR0hEJhm2AHGkUId+zY0a2A5+jRowDMmTPHseyBl98g\nPG4QCn/Xny0ZkAGPTqNh7ddf8M5bb7VavmvlSmbodK2CnWa8RSKmaLVsWbnyvA14tm/fTmpqaq+f\nmOvr61vdgG02G7t378ZgMDBt2jSXeSI/X9BqtS5z0z+XNBvuuuJ7r66uRq/XExMdxYm9u8jLzyM0\nIpLp06Zx+1OtLRcKCws5mZVJogDefvQBEkeNYeiESaz65AMmTZjAc0u+6JP36ObmxgfvvYdarW7V\nWKBSqdi2bTuzLprA9OnTnPZ6Go2WGlU1a79ewoipMxk3ay4aVRXqciuxg+Px6uYNTygUOoIdgCU7\nDrJu2VKmXnVtq+Ut8VYoeObZ5/j4ow8JDg52yvvpD779dhlZWZkcO3aMZ599jqlTLzmr/f1iYzl5\n+jQjOmhKac9Dsbi4mLKyMse025l0Nq2VlZXFoY0bUWVlAZBeWdlmfx8//245nrsCAzLgWfftEiZO\nmNim0Ko+O9sxjdUeSRIJPzbV9ZxvnDhxArlc7pSaJKFQSENDA6qmrrY9e/aQkJCA3W5n69atTP+z\nBsep6HS6C67lF/7I8PSEjjqpevP9b2nIW15ezrBhw7BYLBiNRjw9r6RQraa0HUPe2tparr9+Affe\new8mk4nl33/PsV/XcuP18xk3blyfBnSenp54nqFi7ufnx7XXXuP017riisu5/PK5pKWl8e2yZfh4\nehIUE0dIYgrl2ZnYbVa8A3smljjnpoWdrh82/iJm3XALjz/xBP994w2EQiEKhaJHr9VfLFmyhAMH\nDuAmk/Hjjz+2qs3qLhfPmcO6114jISwM9zNqvzqS+EhPT+8w2GkmKCiI3NxcBg/+Q1phw5o1TtlE\negAAIABJREFUlC5fznijkUHu7ljtdn44ehRvLy8Oe3lx46LHCQgNI3ZI26yRqzLgAh5VRTk7fv6R\npV9+2d+H4jLodDpycnJapRl7g1wuZ+bMmWzbtg2hUMj06dMdF+0z1Tpdmb64KfYFer2+U02P8xUP\nDw/UavVZP7F31El1PD2d0E7acruipV6UoKl+RiKRIJFIOtWLGjFiBCOaAiGxWMxfbr8daFS83bhx\nI6GhoS5rG1JZWcnGjRvx9fVFqVSiVCrx9/d3tFH/9+23sVoszJ41i8rKSioqKqiorCTnVA7G9Wt5\n4JU3ARCKxLh59q0X3Kzrb6YkP5frrruOYSNGtMnwuzLHjx9n7dq1TJs2jft6UUcaERFB/NVX892G\nDUwLDe2WxIdIJOqyWD0pKYkdO3Y4Ap6srCxKly/nFqEQT29v7DTaYISZzfjX1gLgpfBj2PhJPX4v\n/cGAC3h++vxDrr7q6nZ1Dbzj48natYvUDua/M81mvM8DQ7wz2bFjBxMmTHDqVJO7u/uAtpToq5ti\nX3ChOaU3k5CQwM6dO0lISOj2Ph11UnWnLbcrWupFCfR6BjVZ0vRUL0osFjN8+HB+//13Jk+e7HJB\nj91u5+VXX0Xo6Y2Hp5z6GhX1tSoqy0oZN24cjy5axI7t24lNHsZbHyxGGRSMIiAIZVgM1z84nqjB\nCY5xjFoNbn2swyIQCLjtkSeZMGsubzxyP7m5ucTFxWG3213al81ms/HQQw8xatQo7r333l6PN3nq\nVFbX11Pq69utrmOxWNxlFvnMaa1DGzcy3mjEs0kPKD8vD53eQGBYOP4hYUjUtWQeOwJTB1Yh+YAK\neIpysjm+fw9PL1vW7vqLrruObUeOMMRkwvuMoKfeamW7pycXXXfduTjUc0Z6ejr+/v6tnNUvdPry\nptgXNE6Z9F7IbqDRbGB4NuSnpxNvs/WoLbc7NOtF/fjNNxiaHiB6I2ERHh5OXV0du3btckzfeXp6\nEhISQmRk5DkPgurr6zl58iQnTpzgWPpxqmvrePY/77eS5DcaDKxY/Da33nYbFquVe//17y4DCqm7\nO0VH9+MXFYenou+uRWKJhCGjxmCzWrn99tu54oor+W3rb6xbu9Zlawu//fZbRo0axYMPPuiUwMxm\ns+Hj49Pom9iN77m3tzcqlarLafPg4GDHtJYqK4tBLaZibXY7YqmEuKShIICRXt7sP5HZ6/dyrhlQ\nAc/nLz9LXU0NVVVV7d4gJk6cyMn58/lwxQqmaLUkNc1xZprNbPf0RLlgwXlVsFxfX09RUZFTurK6\ni91ud5rDbl/R1zdFZ2Oz2Vzu6f9c4ePjQ2lpabfVvM/spDqTELm88am3F59tYGAgMSkpTJs2zSmK\nwi27s2w2GzU1NRQXF7N9+3asTX5ZHh4ehISEEBERgUzWsTR+T/ll7VqWfvUV6ro6ouMTiUoYwshZ\nc7l5dGob/yE3mYyp8+aTeyKDghNZVJwuIjiiY00ZgUBAaNJwbFYrqsJcqvJO4R0UgiIsss8yL2+u\nXMvB7b9RmJ2FTCZz2euR1Wpl+/bt+Pn7ExHRe/NMaPwOnc3fVS6Xo1aru3z95ORktm7d2qqOpxlP\nDw/ycnOpV9fi7TuwaqdaMmACni9ff4mi3BygsUiwI+uEv9x3H7tHjGDLypWOAmXv+Hguuu668y7Y\n2bZtG9OmOa8LozuEhoaSkZHh0i3r5+Km+CfOITk5mcOHD/favsTZSCSSXot3todQKMTf37+NFo9K\npaK4uJjff/8dm82G3W7H3d3dkQnqbhD0448/EhAQgEKhYP2GDZw4cZJHH1nE4g8/5KHX3iZmSHKX\nwYG2oZ6nFy5g2vTpTJ0wgVfv+xtDx19EcFQUAoGQSxfc0q5Jo1AkIiA2Hn+7nfrKMoqO7MPN04uA\n2MGIJM4N6JWBQcyafyO1VZU899cb+fDDj7jrrjtdTqzwjTfeRCqV8q8XXnDamGc7hVdTU9NuEHMm\ndXV15Kens66wkHqLhUMlJYwLDkYmk1FUXEx47CC8fBoLrfN0OuSjRvf4PfQXAyLgOfz7NnKOHGLN\nmjXodLouL44TJ048r4KbM2kZ7Jzr2o+UlBTWr1/v0gHPnwwcfHx8MBgM3d6+ZSdVe7TXltsTpFIp\nBoPB6QFPR/j5+bWZlq6traWoqIidO3diNpuJiooiKSmpwzGMRiOfff45qamp7N+/n5kLbkF94CD/\n/s9/mDh7LnHJ3TtnJVIp3j6+3H3XXYSGhnL99fNZufIH6uuqycvL5+1DB7jnhVfx9PJud3+BQIBP\nUCg+QaEYGuopzUwDgYCA2PhOXeN1DQ2UFuajqiinprIcZWAwqdM77y5SBATytydfYPEzj3HTTTe6\nVPH/nj17qKlRERIS6lSdLYFA4MgMdgeNRtOl2GVzzeOYigpC9XoiY2PZmZtLRH4+ypAQpBIJIpEI\ngUCAzmxhv5uUhNnOaZI5l7h8wKPXaVn2zus89/RTKBSKAdeK6Gz6M9gBHO2ghYWFTnFS7wvO1U3R\nWej1evbv349UKkUmkzl+PDw88PDwOO+NGt3d3amtre3Wud2yk+rMKcvOOqnOhvr6eqqrq89KKLAv\naHm90+v17N69u9OAZ8OGjVisVn7dtIlZ192Ar58/5SWnEYpEPPTWR91+3X1bNpE4ZIjjwVIul3P7\n7Y1t4xaLhcUffsizty9g9MXTSB43gcSRY3DrIAMl8/ImYvgYLCYTVfnZiERiAge1bz/wzTv/Yc+m\n9UycNBmLychJgajLgAcgKDyCkMgonn7mWR59ZJFLXJc0Gg2rV6/h6NGjvPPOO04dWyaTYTabMZlM\n3Z4K7yyr17LmUTR4MCdPnmR4UhKlY8ey8fBhIk+dQmI0kpI0lOPqeva7SfG64eYB1Y7ejMtfSX/8\ndDFjx4xm5MiR/X0oLsH27duZPn16vxa5jhkzhq1bt7rEhaU9zsVN0ZlIJBLCw8PR6/UYDAZqamow\nGo2YTCbMZnMbr6327GBEIhFSqRSpVIqbmxtubm6OwMnd3R13d3ekUqlL1jqEhoZSVFTUrYCnZSfV\nmWbAPemkOpMjR45QXl7OtGnTzll2pzu4u7sjFApZv349gwcPbqOKa7PZWP7991x71/+xftlSrvrr\nPby56D4kUinX3XU/cu/uZz6O/r4NpVyO0Whsk5kQi8U8+MADzLnsMvbs2cuWZV/y0fNPMjhlKMmp\nExk6biIhUdFtplzEUikhCSkUHtnf4eveuuif6BvqMeh1XD9/Pm+99363TJCDI6J45pOv2fLj99x7\n333cd+99DBmS2GsH8J5gt9vZtOlXVq36AY1Gw2Vz5pKY6Hx/qeTkZA4cOMBFF13U6XYmk6nLc75N\nzWOTF+NliYlk+Pnxwfff4xE7iD1yOfIx40iYPWdABjvg4l5aeZnHef/JR/j6q6UularsL0wmE9u3\nb29jlnqhHkdnNKdoO7opJrQjsd5fbNy4kdmzZ/dqDJPJhF6vd/wYDAYMBkOrwKm5I6qz+X+hUOio\nERAIBA4/p5b/dvZ7ez8CgQCRSOT4/5m/5+fnI5PJziqj0hcaS5s2bSIwMNChqeOKWCwW9u7di1Qq\nZdy4cY7lu3fv5sPPvuDZz77BbrMhFIlQVZSz9psl3PTgo4jbMSjtCHWNisXPPIaxQc2XS5Z0GXBo\nNBoOHTrEnn372Lt3L2OnzWLB/Q+3u23FqRN4B4fg7tX+9dxmtbL8g7fI2r8Hs9lEwphUJs6aS0lB\nHmOmTMerA7G+9P17WP7+fxGKxBTnnuKSqdN48V/Oq5vpDnl5ebz537cwWi0EKP0QCgX86/nn+6yu\naN26dcyaNavDz6eyspK9W7ZQdeoUoSEhHZ4j6z/9lJktAh6TyURWVhbx8fHY7XY++eILFPc9xPg7\net9Sfy4YkF5aFouFr954mQf+7/4/g50mampqXGJ6Q61WYzKZuvX01V80txfnp6d3S6uiv3CWU3pz\ndqe354rNZnP8NOtyWK1Wx+9nrrPb7a3WWa1WRyefyWRy/N68XfP/m5c1dy3Fn6U+VmBgYGOX3RmF\n5z0NhNLT0wkICHDpYAcaMyzh4eEOFfRm/rf8e2YuuLkxUG26wSr8/LntkSfOanxtQz1rv/6CiuJC\n7rrzzm6d33K5nClTpjBlyhRqa2u5+ZZbmDpvfrt2A8rIaCpzThKWPLzdsYQiETc++Cibf/gfKz58\nF/XpQl594E6EQiHDxrefzbDZbHz64jOMGTWS7dsbXbsLCwvP4l33Dp1Ox+dfLGHDxo1cdfsdmFSV\nnEhP4803Xu/TImqZTIbJZGr3M2p+4As+fZrx/v4obbZ2dcgqKyspzMtjo0qFWChEqVQSGxzMkCFD\nyMrKwlehcGjxnA+45t0KqK2soLaqihkzBpawUV/i7++Pu7s7P//8M1OnTu03sbqAgABH8fKwYcNc\ndmqro5uiK6HT6VyqJb0583Iu2bhxI0FBQb0ep6dikyaTicLCQqcplfc1Wq0Wo9HIvi1bqMnLo1ql\novjECRY8+jSZm3/5I4i227EDYUnDUEbEdDnuoR2/8c1/X+PiyZP59ptvehQ8C4VCoqOjWf3Fx9z5\n9Itt1kvcZFhMXduJTL9mAVtW/o+Ft91GRHgEaSdOcmDrZqbPmw/NGcOmYEIoFHLfi//mo2f/yZIl\nSwgNDe2T1v6WVFdX4+vrS3l5OX9/eBHxo8bw4tLlHNqwmrTDB3nz9dfPiSHwli1bGDlyJOHhfwSX\nLWtyanx9oWlq/0wdspqm7UY0NDCovh6lTEZ5URFpZWWExcczZMgQjh07hs3TC3nMuZ8e7AtcNuDx\nDwnFZrehUqm6rDC/UBCLxYwfP56KigoOHz7MxRdf3G/HEhUVRVhYGJs2bXJKwFNQUEBaWhpubm4I\nBAK8vLzw9/cnKCgI7/PoCeNMNBpNn1+cXZkDBw4QGBjY62aE3ohN5uTkEBUV5ZL1Te1xMiMD87Fj\nxNtszIyOZsP+/dwUFELGW6+imDWHkbOvdGxrMRkoOLSP0+lHUEbEEJo8vM37VKuqObr7d/ZuWsf/\n3Xdfr6ZX16xZQ3VtHUKPjuuf3L190KvrcPfp2EtKIBCQOvMydu3eTfHp09RWVrBmySeExcTyv/fe\nZMjocdzy8OOO7RNHjEbu44Pdbu/T8yk/P58nnniSkpLTjmULH32CS668Fr26jvqaGsQikSN43rhx\nY5/55A0ePBi5XM7OnTtbBTwta3JkMhlqtdqxrlmH7MjOnUiKirjY3R3ToEGU1NQQYLcTJZUSbLOx\nPTsbv5EjMVmtlCmVDBvafkZuoOGyAY9AICBuSAqZmZn9emN3RaqqqlwiCBCLxU5L2ZaWlpKamkpQ\nUBAWi4Xq6moqKys5fPhwK4NJiUSCTCbDy8sLhUKBUqkc0MabWq32gg148vPzaWhocIqWVG/EJu12\nOxUVFURFRbnEedUZlZWV2DMyGG42YzEYMBsMFObmMeva+eg1DZzKyqJm5FiUgY0ZM7FUxqAJU7DZ\nbJRlpbURDa2prOCbF5/CWFyEh4cnhRkZVI4c2eNp35iYWExGI7c/9kyH2yjDo6nIySLMp/Ppw/Ez\nL+U/D9zFp598jFKp5M677+HD5/7JDTfcwJo1a6itrCAqMYnYISlExSdSVVZKWFhYj467K7Zs2cLz\nzz/f7rpLrrwWgNqSIqbf9FdMy78mPS0NoE+zt81Cgr6+vlRVVTnsllrqkHl4eFB5hsN5iFzOhgMH\nuCwgAJNeT3VJCSqjkV3FxYS5uRHs70+cQMDe3FzSNBrEEyY7vk8DHZcNeACkbm5otdp21w0UY0hn\nY7PZKCgocJn0u1AoPKv2yJaUl5fj6+uLTCajoaHBccKKxWKCg4PbNZU0mUzU1tZSV1dHaWkp2dnZ\nmM3mVtsIBAI8PDzw9vbGx8cHpVKJp6enSz7BX6hO6dBoRuisKeveiE0OGTIEuVzOjh07mDNnjkt+\nT5rJT08n1ceHqMhIMjIzOXzkCLFJyehU1YSljMBeX09++jGUZ7RzC4VCwpJbBxj5x9MoXvEd/tu2\nkhAVjVwoRJiezvFly3rsNzdp0kWcyjnFe08u4snFX7QrUCh2c8NiMnU5VnBEFFKZjLq6OoKCgogf\nPJhrrr6KK6+8kquvuopjx46RmZnJr998zqmTJ1H6+ffJw0NZWRnPP/88EokEb29v7r33Xl566SUA\nZly7AE29Grm3DxajAblCweiLp7F7/c98/NFHTq1x7OieFxsbS05OTrv+klKpFEs7mj26mhoEbm6U\nZGcTZLcTJZfTIJVSXFPDvtJSbD4+HBKL0Uml+FVWcHzLJkKHDh/wgY/LBjxGvZ6MQ/t59h+L2qwb\nSMaQzubIkSPExcW5zEXZy8uLqqoqwsLC2jw9VlRUYDAYCAsLa3PiZ2Zmkp+fj5ubm+Om1533JJVK\nCQoK6rTmw2KxoFarqWmyIcnPz2+VJYLGoKg5U9TsFO3l5XXO/656vf6C1Za65JJL+O2335g5c+Y5\nyXJptVo2rlpF/oEDGGtq8FAqiRw7lpGTJhEVFYVKpeLEiROdat30Ny0DO6vFQkFBAaMmTUEiFiMQ\nCgmUy0nPz+16nMoK1Js3It27mzg/P0qaVOwnTJjAWHf3XvnN3b5wIb+sXUtVWUmHlhQePr7o6mrx\n6MSmoKQgD5PBQGxsLABPPvFPxzqlUsnUqVOZOnUq0GjhcDYClt2huLiYFStXkpuXz8MPL2LUqJFk\nZGSwa/ce5s+fz4oVK9j8w3JGTrqEwSlDETfV7JQW5hMVHe1U9fATx49zavVqAsrKCGtoAEB37Bj7\n9u4l7oorWk1btdQha68js0yjwe7pifrkSZKlUsTNRe7u7ijCwjhdV8eRvDzcGxpINBiRFBYjq67i\n4IZfGLzwDmJShjntfZ1rXDbgSdu7i8QhSfie0YY40IwhnYnFYqG8vNzhneUKWa64uDgOHDjA6dOn\nqaqqQiwW4+3tjVQqpaamBqVSycmTJx3+L76+vkRERFBQUMDcuXPZtm0bp0+f7vqFzgKxWNyucm1L\nbDYbarXakS0qLi5Gr9e32c7NzQ0vLy98fHxQKBT4+Pg49anNYDBckMah0KiyPHHiRH799Vdmz57d\nq/R/V2KT6fn55FVXE7FrF8M1GkQaDWq9nvItW1gaFkbslVeCt7dLSy2cSVJSEvkFBRjr6/CKHtTu\nNjaLhaJjB4gePcGxzGqxsP7j9/D9dSN+AgEJiQlUVFQAjWanvfWbEwgEBAUFU1tV1WHAowiPpiI7\no9OAZ+uq77nyyiuQdKOlXiQSOeU8stvtHDlyhP8t/56MzEwuvuJqpsy/mb1bN/H1t98yKGUYRbl5\nHD50iPCYWO569mUi4gZTlX8K39DGKabxMy9j3TdL2LdvH6mpqb0+psrKStK/+47kvDzCAZ+m80St\nUnFapSJDp8M+/I8am+7okMn8/aGoCHELg1CABqORRwsKsAiF+KjV5AF1JiPVB/cTYTaDzYbP488M\n2EyPywY8B7ZuYsa0qW2WDzRjSGdSVFTkyGy4SpYrICCAxMREioqKuPzyy4HGepza2lpmzWqdVrdY\nLJSVlVFYWOjoYJg0aRLr168/551KzYrRnWVXbDYbGo2Gmpoa6urqKCsrQ6/XtxH+k0qlyOVyvL29\nUSqVKBSKbgdFRqPRpQTuzjV+fn6MHz+eTZs2cemll/Y4mOzsIq+qq2Nnfj5BJhOhRUXYqquRGI34\n2+14i0T4qVTkGwxYoqIoTUjA24UzxM2BXZhczrFjaRQVFTHhyusc6ys1GuTD/5i6Ks1KRyJrPWWa\nm5FO7vbfeH7KxcRFRXHw4CHHuubi1976zQUE+FNbVdHherFUisVs7tAXSq/VsG/LRu5furRHr3+2\nmEwmNm/ezPIVKzCaLcyYfxMLn/+3Q0F61ORLHNvWVlVyOi+HhBGjkLo1rtera/FvCjrFYjHX3v0A\nHyz+kDFjxvS6zvHIzp0EZWeT7OHhyMYA+Lm742O1Up2dTUZTx1hwcHAbcU6zzYbRYmmlQ1b166+U\nenqSaLPh1pTVNpvN3JCdzVCDgUlqNZFNWfEiNzd2+viQ5eHB9r278N61g/Hz5vfqPfUXLhvwpO/b\ny5MPPdBm+YVsDFlSUkJSUpLLZbliY2MdaWdoVM5tL50rFouJiIho5dorFosJCgpCp9Odk2M9G4RC\nId7e3l0Wsmq1WkdQdOrUKbRabRt9HbFY7AiKmoutpVIpNpvNZbWMzhUBAQGEh4eTm5tLQkJCj8bo\nTIF5W3ExQpkMcUYGPlVVKCwWAs1m3G02jAIBlQYDtTk5lMtklLp4hrg5sNu1ahUgYPo1C8jLTEdT\nV0vC2PHkCAVEtOioqS0pJHnG5a3GEEskuMlkREZENOrbDBvK3r17CAgIcNp3MTAggNqqqk638fBV\noKurxVOhbLNu14a1jB4zpt26FGdSW1vLjz/9xE8/rSZi0GCuvvtBkseO73RqWxEQiCKg8fthNZvR\n1lQjEAgdgVttVSXpe3dSVVlJbW1tr7uMiw4cYJ5I1CrYaUYsEpEkFHK0pIS8vDxH3WNLHbK9FRUU\nAf4tdMjydu/GJzyc1ZmZRGu1BAoELFKpGKrXs7CignCTCXlT7U+M0UicwcDS4GByrFbWfbPkz4DH\n2QSGhlJRUfFnS3oLtFotfn5+7Nuy5bzKckkkEiIjI/v7MHqMp6cnnp6erQK5M9Hr9dTW1lJbW0t+\nfj7Hjx/HarV2WJR/oSGRSHotwtiR2KTJaOTU4cPMq6nBy2olwGTCw2ZDbLcjFgiINhrR1NXxRUkJ\nSo3Gpc+dwMBApCNGsPX7Fdx19XVk7tuNpqYarUDAdp2OSU+94JhusFksSNzcEba4Tpw8epjPX3mO\nxEGDKNdqifLxQSaT8eCDD7Z6nd76zQUGBJB5urzTbRRhUZSfPN4m4LHb7Wz7aQWPP9K2ftNZ5Obm\nsvz7FezYsYMxU6fzyNsfEhYd2+k+NpsNfV0NGlUVRq0GAJFYgqefP6FNQoq11VW8ePdCRg8exN1z\n53Dgxx97XWqgq6nBu5NpPW+pFLteT319favlzTpk4YmJpKWlETJ4MNnZ2Rw+fJjC+nq8NRqGjxpF\ntV7PmoICzCoVU+rqSNTraRla+VityPV6LlaryQwORlRc1KP34Qq4bMATP3wUx44dI/kMC4CBZgzZ\nF5xvWa6ampoeP9kPFJr9rFpmvmw2G5s3b+7Ho3IdOrO7OBvOFJs8cfw4+owMpHV1RBkMBJvNyGw2\n9EIhUpsNmd2OTSAg1GRCbDSi02hQ9/G509Pau+b9dvzwA+6xcaxWVXGqVsUN8+fjKZezee06bmnh\niC4Ui0mc2lpT59D2LcyeMZ158+ZxfNmyPvOb8/X1pe7IsU63EUulWC2WNtNaWYcPIhEK+0T1WqfT\n8dwLL3DyZDZT583n1WU/tmtXoaoop/DgXuoyMzAb9LiFhuE/aDAhMXH4hkYg9fBs85016HS8+cBd\nTFMquC44mGCJBDpQOD4b3JRKKurrie0g6Cm3WHBTNgaNzY0jFouFwsJCiouLHRYzRUVFxMfHExgY\nSOWoURxftoxId3cGi8VsP3kSf6uVkRoN7U3AiYCRDQ34BQTgGu0yPcOlA57DG9dw0003tVo+0Iwh\nnUVDQ8M5Ue7sDywWywXZmq3Val1KZbm/6czXryc0T/2mGAyUW62oJBJijUYkdjtSq5V6kQixzYbI\nbkclkSCy2aitqUHYh6aTPa29a7lfSHo6sydfwtYtm5gzZQrxF19MxslsEkeO6fL1FYFBmFQVfWrC\nunfvPt59/33m3XFfl9t6KpToalV4Kv/I5G9fs5Jrr5nntCC4GZPJxBNPPYU8KIz/fP9mK38xk16H\nVlWFtlbF6ZxTmA7sY4hITGpAIPU6Pdkb1nO84X/sCwgidPTYNgaaVouFd59YxFC7lfvHjUPmxFKD\nmLFjOVRQQFiLeptmjDYbh5u28fD0ZP369YhEIgQCAQEBAYwcObJdxewzP//6qipENhvu7bSwN+Nh\ntSKy2eCMY7DZbJgMBmQD4BrusgGPxWwiODCQDRs2IBaLiYmJISYmps/dkl2V/Px8R3bgzyzX+UFD\nQ8MFKzp4JgKBwGm+Ys00NzjkajT4Wq2kyeUM02oR2+0IoLGGRyhEbLNxRC7Hy2qlwWQiJrbzqY2e\n0tPau5b7iQUC6mtrKcs5RUp4ODPi4tixeTN7y8pJntK1ppEiIJCTJ44Dfec39+JLL3H386+QNHpc\nl9sqwqIoO5HeKuAx6vROL2WwWq288OKLCD28WPjokw5bCo2qiqq8U8i8vZH7BSILCMZ9yxamRw9C\nKhaTd+wwhoP7SbVYmSmR8Lu5BJlWy8kD+yhfcCMTr7wWu93Ot2//B1GditvGjm0V7DTTm1KDkZMm\nsenwYX4rLmaIyURI0/hlFgtZIhHaQYOYOGkSp0+fxt/fnyFDhjj2raysdFiQQOtsYsvPX7d6NRqR\niBMeHkzQaNo9jhOenmhEImwtaonee+pRDv++DYBnP/mKmETXlXQAFw14bDYb679dyoP33cP48ePR\naDRkZ2ezadMm7HY7CoWCiLlzKS0qcmljSGdSWVnJpEmTgPMry+Xsm9xAQqvV4n5GW+iFikAgcHqG\np3nqN8dkItZq5ZREwkaFghEaDeEmE3YgVyajxM2NKrEYH6EQjVJJTB+dOz3tMG25n9lsRqlUcjon\nm7/+9a+O/d4/eoR5D/yjy2NQBgZT0UJ519l+c3a7HU1DPfHDR7Va9vu6NRScyCRhxCjGTp3pKAoW\nSSRtprVCYmLJz893XO+ccUyvv/EGqgYtD/37HYQiEXa7ncqck9isZqLHTHC8duGWTQy225EIBJzO\nPYXhwD7GCsVIZY3ZoCSzmWJgdm0tX77+Cj9+vQRPLy9E2Ll2/HhCOunI6mmpQWBgIGNuuIGsNWs4\nWlHB0Wb5DB8fTEFBjLnqKgIDAzl9+nSrB6jmrKCfVotPQwO1NTXk795NukJB0rx5TJxsmxS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/+QzRs38PDDD139YPOA0+nk3XcP03L8OJLfjxiNEovFyLLn0NfXnyY8SxlX+pzas7MZGh6mL/U5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\n5z0x4BGJRCKRSHTe+3/wwUrFpPA1zQAAAABJRU5ErkJggg==\n", 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EiSBXrlyhZ8+ejHntdRYsXMjx48dJTU3l6NGjrFu/jqFjy7eCdqXvll4akZf/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\n2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Hs7bX4/J3p6yOrtxe3zkdJ1TpnNGKpKHLC5cli5YhUFJWW80d3JCVEgL6W8Y3x0LhSX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VSnjjxrQ66n7+D/6Af2htRaytJRYMctzlwqnrZCYSbAuFkM1mjKwszBs2UL1//2118ZsLqqre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DqdjoyMjGFVs3Y4HLz44ovdP7tptTQ3NZE17YxhW5OISF+QyWSEj47j9JmXcvZlVzLprHN5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\nfb3Ky8sJjIh08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vPP0k3/jz/4KJqMG1jz5i8egxsHDz5k3WN/s88enPMDM7x7vvvc/kzCzfevbb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SrFFQZomoFpGKRSKWWFYSvSdjKjzeVyDAYDXNfFC/yhXUToB8NOPyFaRxHDYKyQz9Pt9WJr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\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gpI8/HqK4BeI4olqu0Bfw4Ycfsri4iOPYOK6NSGIW2m0iISgXShi2jR+FpGmSFSIafuBT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00mm+Nwb4+dvR1mp+f5+JNPufbaNZoH++imgtg9WxG6w2CEaShvIF0IDMvGtJSO0y9+/gtO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XtZKYQoOe7FwP+n3anQ6lYolW85BafZKJWp3DZpPp6WkG/T69Xg/bcTCkwWS5ih8GNB9t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\nKFD16zy78TxaaNaW1gF4fLSHS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HQqOc8cG5KxbrS2OGQURbN059Q3xxZbtUUpq9Vqptmx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\ncDFUbhzH9AcDwjih4PvolBmr1WrsHx7SajZpNZsIK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Cc4pbiEKVeiTbVzc32CRQ9vlxDk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\n1Gs1K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fTWL2hvPebEfINxmlKtVLh48iS1Wo3PP/+UtSdfErbe5/yb30MITOZzQKQTtPZI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\nG+sbvPbqZbYODlhdXeXf//gnWHJjxOb2FosL82xtblGv1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vPP0k3/jz/4KJqMG1jz5i8egxsHDz5k3WN/s88enPMDM7x7vvvc/kzCzfevbb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HH3+EecRgYmaWMAyoVKqYlkHkD6nUGwghGGu2JFvfkJPUYNBDpCmGWrg75mAYJp9/8QVH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olmaIyNjTJ9Zgan3eHOF18yPNKHREKlXMXKFEkUEz90+dWvfskffve7OE4DVdPIFoVDyA9d+vsr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\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WlvbS6w3Z2triw5+9jzRgZmoKy7KpNZoM+kO2t7ewbZd+v4ttu0xMTLC5uVHQ3fobvXv3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\nJz2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OGGOhUJTCCs2pZfb3dtBaEQQeWiVoAgwPiUKnbo4r8rXOxRMY91WmNWrGUnNzhw3Z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\ni1eusrW+Trd7TCHwqcwusHT6DFGseOf9D/jqV1+l1+3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1mZ+bAwHHx22klLboqMmpUwgC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Fg72e4xnV0yUacmv3sxeU5e25VZNSatFdkYKYMk7Y41TSJQTPpW5aeHsHXHKsRxPLSEUAu6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\n7t36Y5zjCyNAyYA0s7z55reQUtNur5FpzUfXr1Ov1phqT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4N5OTnICdqzuXD+/H1MKSFj7+uPi2emBhYn+GWqWSktwstBoNaqUCjzbtGkRG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\nPIrCHNatXcsLL8xrYHChTpDkP+++y47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DGmNQPz8/UlJSqCxkMhmHDx8GYEKX1lTktGAV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wGLy+lEFxRM8uTupb3mX+sV9zpl5TN48GCUSiVXXHHFqM4cp1NBV65QTJs6p+dzQPkZuxk8esJ5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\npKQ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3yfd1QJd0X2MIIcRv/F+/2PzDP/mc+4H3/yRbdqyjkC2QzNhUSkVGN2xlcq5M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\n8A1OvH6STrrIK2+8wM9ffJYHDh3DDQKm5/Yy6FvNNa1jlpYu8fyr5/jtj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DK3Ywf93iq+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npri0tIJTb/Cdv/gWvuOycm2RVqOBLBRSKTwhqAdVdDag2awxOdHCdQSdtTUajQb9bpfpiSYC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P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//DMymQxFWip2baoOENMlhv8+KPbt28fIkSP12kp14MCB7HntNZ578+0Gz6Zo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\n", 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TxsbGdO/eHaVSSVxcHAYGBneNKjdnRIegFiZ/uIjsjDTKS0v5+3hFPfC9OAQSiQR3d3dS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\nvLjwHaQNR0H1jpGPP0O3IcPZ8c0XjH/wQUaOHMmUR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i5ASVEhLm5ujH9uDh1696+WuG7E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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1459,21 +1488,21 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.5.1" } }, "nbformat": 4,